diff --git a/README.md b/README.md index 43eaf1c..7775ab0 100644 --- a/README.md +++ b/README.md @@ -26,4 +26,6 @@ * Shmalko, [lexica and slang normalizers](https://github.com/rasendubi/noisy-text/tree/master/data * [retrieval-based vs rule-based and new modular approach](http://www.aclweb.org/old_anthology/C/C14/C14-1088.pdf) * [retrieval-based bot](https://export.arxiv.org/pdf/1612.01627) +* [cursing is an indication of literacy](http://www.sciencedirect.com/science/article/pii/S038800011400151X) +* [cursing can give you power and happiness](https://www.newyorker.com/tech/elements/why-swearing-makes-you-stronger) diff --git a/data/PyDX-slides--There is Hope for Chatbots.notes.md b/data/PyDX-slides--There is Hope for Chatbots.notes.md new file mode 100644 index 0000000..6f4b3fd --- /dev/null +++ b/data/PyDX-slides--There is Hope for Chatbots.notes.md @@ -0,0 +1,489 @@ +--- +title: There's Hope for Chatbots +lang: en +revealjs-url: '' # for absolute path to lib/ and css/ folders use '/' +theme: black +transition: fade # none/fade/slide/convex/concave/zoom +center: false +--- + +## There's Hope for Chatbots + +---------- + +* Chatbots are Everywhere +* Why? +* Stroll through the ChatBot Zoo (Pandorabot) +* Two Approaches +* Breakthroughs +* Python Chatbot Frameworks +* ChatterBot APIs +* Demo + +---------- + +# Chatbots are Hidden in Plain Sight + +- SlackBot +- Amazon Echo +- Google Now +- Zukerberg's Personal Assistant +- Siri + + + +---------- + +# ELIZA + +* 1964 +* Therapist Bot +* Used "reflection" + +```text +Gorman: Whoa, conversations with an AI. Skynet is near. +ELIZA : I see. What makes you feel that way? +``` + + + +------------ + +# What about Tai? + +* Why was Tai so cruel? +* It "reflected" it's audience +* Online learning is risky +* "Prime Objective": Popularity + + + +---------- + +# Gamergate + +Chatbots that + +* Coax users into being civil +* Enforce behavior rules +* Make harassers uncomfortable + + + +---------- + +# Micromoments + +* Friendly, slick sales bots + +> "You look great this morning." + +> "Have a great day at work today." + + + +---------- + +## Bot Community + +[PandoraBots](http://www.pandorabots.com/) + +* Like SquareSpace for bots +* Grammar for Q&A (flash cards!) +* Statistical ML too +* Bots can talk to each other (APIs) + +---------- + +## Example Grammar + +Who built Siri? + + + +---------- + +## Problem with Word2Vec + +> BFF +> 4EVAH +> XOXO +> &h!t + + + +---------- + +## Grammar-Based + +* subject: the "primary" noun active noun phrase of a sentence +* predicate: verb phrase that says what happened to the subject + +
+ +---------- + +## Parsey McParseface](https://research.googleblog.com/2016/05/announcing-syntaxnet-worlds-most.html) + +**[SyntaxNet](https://github.com/tensorflow/models/tree/master/syntaxnet)** + +* Best Syntax-Tree tagger +* Best POS tagger + +
+ +---------- + +## Chomsky + + +> You: What's up? +> Chomsky: I am chatting with my friends on the internet. +> You: Cool! How do you do that? +> Chomsky: Always stay cool whatever the weather. It is sometimes difficult, but I stick at it. + +---------- + +## [Josh's Mom](https://chatbotsmagazine.com/what-if-mom-had-a-chatbot-that-could-live-on-after-shes-gone-video-b9e11dab1937#.788p5kw6m) + +Hey Mom. +> Hello. +How are you? +> I'm doin' pretty good. +What are you doin'? +> I'm reading a book. +Hey, can you send me a photo of us? +> [bot sends photo] Remember this? +Yea... I do... I miss you. +> I miss you too. + +
+ +---------- + +## Smart, Useful bots + +* Google Now ("OK Google") +* Siri +* Allo (Google Assistant) + +
+ +---------- + +## Sensitive Bots + +* [Viv](https://techcrunch.com/2015/02/20/viv-built-by-siris-creators-scores-12-5-million-for-an-ai-technology-that-can-teach-itself/): Dag Kittlaus + +Siri, but smarter + +---------- + +* [The Chatbot Club](http://www.lifehacker.com.au/2016/05/meet-viv-the-future-of-chatbots-and-artificial-intelligence/): Linda Chang + +Mimics your personality on FB (you're sensitive, aren't you?) + +---------- + +## Koko (MIT) + +Ground-up design for empathy + +---------- + +## [Allo](https://research.googleblog.com/2016/05/chat-smarter-with-allo.html) + +* LSTM +* TensorFlow + +
+ +--- + +## Experiments + +---------- + +## [Speakeasy](http://lauragelston.ghost.io/) + +* Character-level LSTM NN +* Quickly goes "off the rails" + +---------- + +## [Mitsuku](http://www.mitsuku.com/) + +* 2013 Winner of the Loebnez Prize! +* [Chat with it]((http://www.square-bear.co.uk/mitsuku/nfchat.htm)) yourself +* Backend is [open sourced](https://github.com/pandorabots/pandorabots.github.io/blob/master/_modules/mitsuku.md) +* Ontology-based + +
+ +---------- + +## How? + +* regular expressions? +* statistical models (Markhov Chains)? +* logical grammar? + +> * YES! + +
+ +--- + +## Statistical Language Models + +1. BOC (cryptography) +2. BOW (spam filters) +3. Bag of N-Grams +4. Sequence of Words +5. [Sequence of Characters](https://github.com/Lasagne/Recipes/blob/master/examples/lstm_text_generation.py) + +
+ +---------- + +## Word Vectors + +* LSI/PCA (Gensim) +* LDA (Gensim) +* Neural Nets (Word2Vec) + +
+ +---------- + +## Python Options + +* Wil +* **Chatterbot** + + +---------- + +## Logic Adapter + +---------- + +## DB Model Enhancements + +---------- + +## Chat Age + +* Flesch-Kincaid Grade level +* [Google NGram DB](https://books.google.com/ngrams) mean year + +---------- + +## Sentiment + +* `NLTK`'s VADER by Hutto, C.J. & Gilbert +* 3-D "valence": positivitity, negativity, neutrality +* 1-D intensity + +---------- + +## Sarcasm + +* trained on #sarcasm in twitter +* need context to improve on 70% accuracy + +---------- + +## Kindness + +Positivity / Sarcasm - Intensity - Negativity / Sarcasm + Readability + Chat Age + +* curse words? +* use of "you" as multiplier? + +---------- + +## New Hope + +- Grammar: [SyntaxNet](https://github.com/tensorflow/models/tree/master/syntaxnet) +- Statistics: [Word2Vec & Gensim](https://radimrehurek.com/gensim/models/word2vec.html) +- Text: [Gutenberg](https://en.wikipedia.org/wiki/Project_Gutenberg) +- N-Grams: [Google Books](http://storage.googleapis.com/books/ngrams/books/datasetsv2.html) +- Knowledge: [YAGO](https://en.wikipedia.org/wiki/YAGO_(database)) + +
+ +---------- + +## How Do I Make Hope Talk! + +* Best Speech Synthesizer (TTS): [WaveNet](https://arxiv.org/pdf/1609.03499.pdf) + +(and Listen) + +* Best Speech Transcription (STT): [LSTM RNNs](https://research.googleblog.com/2015/08/the-neural-networks-behind-google-voice.html) + +
+ +---------- + +
+ +
+ +
+ +
+ +
+ +---------- + +## Algorithm Ideas + +- Analogy/generalization mad libs: + - find words that appear in both statement and response + - replace these paired words with their part of speech or some other "word type" in a separate statement_template, resonse_template DB record + - for matches on these madlibs sentences that happen to be off on this filler word then transfer the missing word from the statement to the response + - hack: surround all such words with -<{}>- to make them match levenshtein distance even when paired words don't match +- 4-D GIS index on LDA topic vectors for statements and responses + +---------- + + \ No newline at end of file diff --git a/data/chatterbot-banner.png b/data/chatterbot-banner.png new file mode 100644 index 0000000..9d68ae5 Binary files /dev/null and b/data/chatterbot-banner.png differ diff --git a/data/dialog-example-Marketing-McFly.png b/data/dialog-example-Marketing-McFly.png new file mode 100644 index 0000000..1a3feb6 Binary files /dev/null and b/data/dialog-example-Marketing-McFly.png differ diff --git a/data/jupyter.css b/data/jupyter.css new file mode 100644 index 0000000..a95fb04 --- /dev/null +++ b/data/jupyter.css @@ -0,0 +1,13 @@ + diff --git a/data/sarcasm-TSNE.png b/data/sarcasm-TSNE.png new file mode 100644 index 0000000..21a69ff Binary files /dev/null and b/data/sarcasm-TSNE.png differ diff --git a/data/scatter-matrix-topic-example.png b/data/scatter-matrix-topic-example.png new file mode 100644 index 0000000..9548a15 Binary files /dev/null and b/data/scatter-matrix-topic-example.png differ diff --git a/data/will.png b/data/will.png new file mode 100644 index 0000000..e38888a Binary files /dev/null and b/data/will.png differ diff --git a/notebooks/.ipynb_checkpoints/1 Wrangling the Ubuntu Dialog Corpus-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/01 Wrangling the Ubuntu Dialog Corpus-checkpoint.ipynb similarity index 100% rename from notebooks/.ipynb_checkpoints/1 Wrangling the Ubuntu Dialog Corpus-checkpoint.ipynb rename to notebooks/.ipynb_checkpoints/01 Wrangling the Ubuntu Dialog Corpus-checkpoint.ipynb diff --git a/notebooks/2 Retrieval Chatbot.ipynb b/notebooks/.ipynb_checkpoints/02 Retrieval Chatbot, Annoy-checkpoint.ipynb similarity index 96% rename from notebooks/2 Retrieval Chatbot.ipynb rename to notebooks/.ipynb_checkpoints/02 Retrieval Chatbot, Annoy-checkpoint.ipynb index d606344..2bc0f9d 100644 --- a/notebooks/2 Retrieval Chatbot.ipynb +++ b/notebooks/.ipynb_checkpoints/02 Retrieval Chatbot, Annoy-checkpoint.ipynb @@ -30,7 +30,7 @@ "* Shmalko, [lexica and slang normalizers](https://github.com/rasendubi/noisy-text/tree/master/data\n", "* [retrieval-based vs rule-based and new modular approach](http://www.aclweb.org/old_anthology/C/C14/C14-1088.pdf)\n", "* [retrieval-based bot](https://export.arxiv.org/pdf/1612.01627)\n", - "\n" + "* [wrong idea about retrieval-bots](https://icrunchdata.com/blog/587/state-of-innovative-chatbots-and-intuitive-ai-in-2017/)" ] }, { @@ -276,6 +276,9 @@ } ], "source": [ + "# the last statement isn't at all informative (from an NLP perspective)\n", + "# So this is a tough training/test example\n", + "# Success relies a lot on the context (previous dialog)\n", "df['Context'].iloc[0]" ] }, @@ -316,6 +319,8 @@ } ], "source": [ + "# And our bot is trying to mimic multiple IRC users\n", + "# both the questioner and the answerer\n", "df['Context'].iloc[1]" ] }, @@ -336,6 +341,7 @@ } ], "source": [ + "# So the antisocial sarcasm here would mistrain our bot\n", "df['Ground Truth Utterance'].iloc[1]" ] }, @@ -376,9 +382,20 @@ } ], "source": [ + "# We only have to respond with a single utterance.\n", + "# It can even be a question that isn't stated as a question\n", "df['Ground Truth Utterance'].iloc[2]" ] }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "# TFIDF retrieval" + ] + }, { "cell_type": "code", "execution_count": 8, @@ -954,6 +971,15 @@ "get_reply('anyone knows why my stock oneiric exports env')" ] }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_reply('aut the line had the comment \"// FIXME: Is this required?\" so I guess it isn\\'t surprising it is gone __eou__ __eot__ thanks! How the heck did you figure that out? __eou__ __eot__ https://bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__ '" + ] + }, { "cell_type": "code", "execution_count": 18, diff --git a/notebooks/.ipynb_checkpoints/3 Retrieval Chatbot Vectorized-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/03 Retrieval Chatbot Vectorized-checkpoint.ipynb similarity index 100% rename from notebooks/.ipynb_checkpoints/3 Retrieval Chatbot Vectorized-checkpoint.ipynb rename to notebooks/.ipynb_checkpoints/03 Retrieval Chatbot Vectorized-checkpoint.ipynb diff --git a/notebooks/4 Retrieval Chatbot Scaled Up.ipynb b/notebooks/.ipynb_checkpoints/04 Annoy Indexing-checkpoint.ipynb similarity index 100% rename from notebooks/4 Retrieval Chatbot Scaled Up.ipynb rename to notebooks/.ipynb_checkpoints/04 Annoy Indexing-checkpoint.ipynb diff --git a/notebooks/.ipynb_checkpoints/04 Annoying Data-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/04 Annoying Data-checkpoint.ipynb new file mode 100644 index 0000000..17fc953 --- /dev/null +++ b/notebooks/.ipynb_checkpoints/04 Annoying Data-checkpoint.ipynb @@ -0,0 +1,1327 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ODSC 2017 Slides \n", + "\n", + "* [Training a Prosocial Chatbot](https://docs.google.com/presentation/d/1IND6PXOxgYb2IVmXnaSoNBcIOaiUVU-iZ6vnYz6J6-E/edit?usp=sharing)\n", + "* [Exploring Hyperspace](https://docs.google.com/presentation/d/1SEU8VL0KWPDKKZnBSaMxUBDDwI8yqIxu9RQtq2bpnNg/edit?usp=sharing)\n", + "\n", + "## Ubuntu Dialog Corpus\n", + "\n", + "* Ubuntu IRC channel (for developers and contributors)\n", + "* ~1.5 M Dialogs (interactions)\n", + "* ~10 M Utterances (statements)\n", + "\n", + "## Application\n", + "\n", + "[![Aira, a visual interpreter for the blind](../data/aira_video_demo_blind_person_512.png)](https://vimeo.com/143070863)\n", + "\n", + "### References\n", + "\n", + "* [Aira](http://aira.io), A Visual Interpreter for the Blind\n", + "* [WildML](http://www.wildml.com/2016/07/deep-learning-for-chatbots-2-retrieval-based-model-tensorflow/)\n", + "* 2018, Lane, Howard and Hapke: [Natural Language Processing in Action](https://www.manning.com/books/natural-language-processing-in-action/?a_aid=totalgood)\n", + "* 2016, Lowe, et al: [\"The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems\"](https://arxiv.org/pdf/1506.08909.pdf)\n", + "* [training set generator v1](https://github.com/rkadlec/ubuntu-ranking-dataset-creator)\n", + "* Lowe, [training set generator v2](https://github.com/ryan-lowe/Ubuntu-Dialogue-Generationv2)\n", + "* Shmalko, [lexica and slang normalizers](https://github.com/rasendubi/noisy-text/tree/master/data\n", + "* [retrieval-based vs rule-based and new modular approach](http://www.aclweb.org/old_anthology/C/C14/C14-1088.pdf)\n", + "* [retrieval-based bot](https://export.arxiv.org/pdf/1612.01627)\n", + "* [wrong idea about retrieval-bots](https://icrunchdata.com/blog/587/state-of-innovative-chatbots-and-intuitive-ai-in-2017/)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading CSV with `read_csv(*('../data/ubuntu_dialog_test_10.csv',), **{'low_memory': False})`...\n", + "(18920, 11)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from nlpia.data.loaders import read_csv\n", + "\n", + "df = read_csv('../data/ubuntu_dialog_test_10.csv')\n", + "print(df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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0anyone knows why my stock oneiric exports env ...nice thanks! __eou__wrong channel for it, but check efnet.org, uno...every time the kernel changes, you will lose v...ok __eou__!nomodeset > acer __eou__ I'm assuming it is a...http://www.ubuntu.com/project/about-ubuntu/der...thx __eou__ unfortunately the program isn't in...how can I check? By doing a recovery for testi...my humble apologies __eou__#ubuntu-offtopic __eou__
1i set up my hd such that i have to type a pass...so you dont know, ok, anyone else? __eou__ you...nmap is nice, but it wasn't what I was looking...ok __eou__cdrom worked fine on windows. __eou__ i dont ...ah yes, i have read return as rerun __eou__hm? __eou__not the case, LTS is every other .04 release. ...Pretty much __eou__I used the one I downloaded from AMD __eou__ffmpeg is part of the package , quixotedon , a...
2im trying to use ubuntu on my macbook pro reti...just wondering how it runs __eou__yes, that's what I did, exported it to a \"id_d...nothing - i am talking about the question of m...that should fix the fonts being too large __eou__okay, so hcitool echos back hci0 <mac address ...I get to the menu with options such as 'try ub...why do u need analyzer __eou__ it is a toy __e...Cntrl-C may stop the command but it doesn't fi...if you're only going to run Ubuntu, just get a...the ones which are not picked up at the moment...
3no suggestions? __eou__ links? __eou__ how can...you cant load anything via usb or cd when luks...-p sorry... __eou__ nmap -p22 __eou__ It d...i guess so i can't even launch it. __eou__noted __eou__rxvt-unicode is one __eou__I tarred all of ~ __eou__I tarred all of ~ __eou__I don't really know if I can help, but I was c...that works just fine, thanks! __eou__thank you __eou__
4I just added a second usb printer but not sure...i was setting it up under the printer configur...i'd say the most commonly venue would be via L...the old hardy man page, http://manpages.ubuntu...i'll give a try __eou__by the way, the url you posted for davfs is fr...http://ubuntuforums.org/showthread.php?t=15498...So I load up putty gui, then what do I do? __e...you should read error messages, it says 'are ...waiting the college semester to close just to ...I was calling myself a jerk. All I know is tha...
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" + ], + "text/plain": [ + " 00 000 0000 001 002 0022 003 003a 01 011 ... zshwiki zsnes \\\n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 0.0 \n", + "\n", + " zsync zvacet zykes zykotic9 zykotick9 zykotik9 ınstall ıt \n", + "0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "1 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "2 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "3 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + "[5 rows x 12358 columns]" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X = pd.DataFrame(X.todense(), columns=tfidf.get_feature_names())\n", + "X.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "y = tfidf.transform(df['Ground Truth Utterance']).todense()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics.pairwise import cosine_similarity" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement(s='Hi', db=X.values, orig=df.Context.iloc):\n", + " q = tfidf.transform([s]).todense()[0]\n", + " best_similarity = -1\n", + " best_i = 0\n", + " for i, v in enumerate(db):\n", + " # print(i, q, v)\n", + " similarity = cosine_similarity(q, pd.np.array([v]))\n", + " if similarity > best_similarity:\n", + " best_similarity\n", + " best_i = i\n", + " return orig[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('what is the command used for fixing __eou__ help me .......what is the command used for fixing __eou__ __eot__ fixing what? __eou__ __eot__ ',\n", + " 18919)" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_statement('Hello Ubuntu')" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'to fix partial updates __eou__'" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Ground Truth Utterance'].iloc[get_statement(\"Ubuntu doesn't work on my Macbook Pro!\")[1]]" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "def get_reply(s='Hi'):\n", + " return df['Ground Truth Utterance'].iloc[get_statement(s)[1]]\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'nice thanks! __eou__'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_reply('anyone knows why my stock oneiric exports env')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_reply('aut the line had the comment \"// FIXME: Is this required?\" so I guess it isn\\'t surprising it is gone __eou__ __eot__ thanks! How the heck did you figure that out? __eou__ __eot__ https://bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__ '" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'so you dont know, ok, anyone else? __eou__ you are like, yah my mouse doesnt work, reinstall your os lolol what a joke __eou__'" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_reply('i set up my hd such that i have to type a pass')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Your Turn!\n", + "\n", + "1. make it better (by playing with the numer of terms, the tokenizer, and other parameters)\n", + "2. make it faster by vectorizing the dot product (hint: the TFIDF vectors are normalized)\n", + "\n", + "Better means you can provide more vague context statements and still get the same vector/reply back.\n", + "Faster means you can retrieve an answer in a second or so." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. EDIT THIS!\n", + "\n", + "# 1a. rebuild the TFIDF transformer with your hyperparameter choices\n", + "tfidf = TfidfVectorizer(min_df=8, max_df=.3, max_features=100000)\n", + "\n", + "# 1b. refit the TFIDF transformer with your hyperparameter choices\n", + "tfidf.fit(pd.concat([df[df.columns[i]] for i in range(11)]))\n", + "\n", + "# 1c. rebuild your TFIDF \"database\"\n", + "X = tfidf.transform(df.Context)\n", + "X.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 2. replace this code with your retrieval function!\n", + "\n", + "def get_statement(s='Hi', db=X.values, orig=df.Context.iloc):\n", + " q = tfidf.transform([s]).todense()[0]\n", + " best_similarity = -1\n", + " best_i = 0\n", + " for i, v in enumerate(db):\n", + " # print(i, q, v)\n", + " similarity = cosine_similarity(q, pd.np.array([v])) \n", + " if similarity > best_similarity:\n", + " best_similarity\n", + " best_i = i\n", + " return orig[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Semantic Search (LSA)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=100)\n", + "pca = pca.fit(tfidf.transform(df.Context).todense())\n", + "X_100d = pca.transform(X)\n", + "y_100d = pca.transform(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement_100d(s='Hi', db=X_100d, orig=df.Context.iloc):\n", + " q = pca.transform(tfidf.transform([s]).todense())[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(db):\n", + " # print(i, q.shape, v.shape)\n", + " sim = 2 - cosine_distances(pd.np.array([q]), pd.np.array([v]))\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " \n", + " return db[best_i], best_i\n", + "\n", + "def get_reply_100d(s='Hi'):\n", + " return df['Ground Truth Utterance'].iloc[get_statement_100d(s)[1]]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "anyone knows why my stock oneiric exports env var 'USERNAME'? I mean what is that used for? I know of $USER but not $USERNAME . My precise install doesn't export USERNAME __eou__ __eot__ looks like it used to be exported by lightdm, but the line had the comment \"// FIXME: Is this required?\" so I guess it isn't surprising it is gone __eou__ __eot__ thanks! How the heck did you figure that out? __eou__ __eot__ https://bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__ \n", + "n\n", + "ok, i just figured i'd ask here incase I was just retarded lol __eou__\n" + ] + } + ], + "source": [ + "print(get_statement_100d(df.Context[0])[0])\n", + "print(get_reply_100d(df.Context[0])[0])\n", + "print(get_reply_100d(\"I'm trying to use ubuntu on my macbook pro\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(\"I use cinnamon __eou__ But i don't know :P __eou__ __eot__ fair enough. I know Kazam has big issues in Gnome3 and cinnamon. __eou__ __eot__ \",\n", + " 10644)" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_statement_100d(\"me just installed another serial port copier but don't know\")" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('obi Its not working without USB stick. Without USB stick it asks to select a boot medium. With USB stick, it boots correctly. __eou__ obi Still the fdisk shows its not bootable. __eou__ __eot__ That display is irrelevant since 15 years :) __eou__ __eot__ ',\n", + " 7989)" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_statement_100d(\"I just added a second usb printer but not sure\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "and it still doesn't work? __eou__\n" + ] + } + ], + "source": [ + "\n", + "print(get_reply_100d(\"Did you like the movie Avatar?\"))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "## Your Turn!\n", + "\n", + "1. make it better (by playing with the numer of terms, the tokenizer, and other parameters)\n", + "2. make it faster by vectorizing the dot product (hint: the TFIDF vectors are normalized)\n", + "\n", + "Better means you can provide more vague context statements and still get the same vector/reply back.\n", + "Faster means you can retrieve an answer in a second or so." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# EDIT\n", + "pca = PCA(n_components=100)\n", + "pca = pca.fit(tfidf.transform(df.Context).todense())\n", + "X_100d = pca.transform(X)\n", + "y_100d = pca.transform(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# EDIT (not required)\n", + "def get_statement_100d(s='Hi', db=X_100d, orig=df.Context.iloc):\n", + " q = pca.transform(tfidf.transform([s]).todense())[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(db):\n", + " # print(i, q.shape, v.shape)\n", + " sim = 2 - cosine_distances(pd.np.array([q]), pd.np.array([v]))\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " \n", + " return db[best_i], best_i\n", + "\n", + "def get_reply_100d(s='Hi'):\n", + " return df['Ground Truth Utterance'].iloc[get_statement_100d(s)[1]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [Explore Hyperspace](https://docs.google.com/presentation/d/1SEU8VL0KWPDKKZnBSaMxUBDDwI8yqIxu9RQtq2bpnNg/edit?usp=sharing) first" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# annoy\n", + "\n", + "**A**proximate \n", + "**N**earest \n", + "**N**eighbors \n", + "**O**h \n", + "**Y**ea " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install annoy\n", + "from annoy import AnnoyIndex\n", + "\n", + "# Length of item vector that will be indexed\n", + "num_features = 100\n", + "# Empty index\n", + "db = AnnoyIndex(num_features)\n", + "\n", + "# Index vectors one at a time\n", + "for i, v in enumerate(X_100d):\n", + " db.add_item(i, v)\n", + "\n", + "# Number of trees affects the accracy and speed\n", + "num_trees = 20\n", + "\n", + "# Build (sort) the index after all the vectors have been added\n", + "db.build(num_trees)\n", + "db.save('../data/X_100.ann')\n", + "\n", + "u = AnnoyIndex(num_features)\n", + "\n", + "# Loads the index file fast with mmap (memory mapping)\n", + "u.load('../data/X_100.ann')\n", + "\n", + "# Find the 1000 nearest neighbors (sorted by distance?)\n", + "print(u.get_nns_by_item(0, 1000))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/.ipynb_checkpoints/05 Pattern-Based Scheduling Bot-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/05 Pattern-Based Scheduling Bot-checkpoint.ipynb new file mode 100644 index 0000000..6b04a89 --- /dev/null +++ b/notebooks/.ipynb_checkpoints/05 Pattern-Based Scheduling Bot-checkpoint.ipynb @@ -0,0 +1,8627 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "np = pd.np\n", + "pd.set_option('display.max_rows', 4)\n", + "pd.set_option('display.max_columns', 500)\n", + "\n", + "from IPython.display import display, HTML\n", + "import seaborn as sns\n", + "from seaborn.utils import plt\n", + "\n", + "# display(HTML(\"\"))\n", + "display(HTML(open(\"../shared-resources/jupyter.css\", \"r\").read()))\n", + "%matplotlib inline\n", + "# import mpld3\n", + "\n", + "sns.mpl.rc(\"figure\", figsize=(16, 6))\n", + "# plt.style.use('seaborn')\n", + "# plt.rc(\"figure\", figsize=(16, 6))\n", + "# mpld3.enable_notebook()\n", + "\n", + "\n", + "from nlpia.data.loaders import get_data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading ubuntu_dialog\n", + "requesting URL: https://www.dropbox.com/s/krvi79fbsryytc2/ubuntu_dialog.csv.gz?dl=1\n", + "remote size: 296098788\n", + "local size: 296098788\n" + ] + }, + { + "data": { + "text/html": [ + "
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ContextUtterance
0i think we could import the old comments via r...basically each xfree86 upload will NOT force u...
1I'm not suggesting all - only the ones you mod...oh? oops. __eou__
.........
3interesting __eou__ grub-install worked with /...i fully endorse this suggestion </quimby> __eo...
4and because Python gives Mark a woody __eou__ ...(i thought someone was going to make a joke ab...
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" + ], + "text/plain": [ + " Context \\\n", + "0 i think we could import the old comments via r... \n", + "1 I'm not suggesting all - only the ones you mod... \n", + ".. ... \n", + "3 interesting __eou__ grub-install worked with /... \n", + "4 and because Python gives Mark a woody __eou__ ... \n", + "\n", + " Utterance \n", + "0 basically each xfree86 upload will NOT force u... \n", + "1 oh? oops. __eou__ \n", + ".. ... \n", + "3 i fully endorse this suggestion __eo... \n", + "4 (i thought someone was going to make a joke ab... \n", + "\n", + "[5 rows x 2 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = get_data('ubuntu_dialog')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1499744 entries, 0 to 1999998\n", + "Data columns (total 2 columns):\n", + "Context 1499744 non-null object\n", + "Utterance 1499744 non-null object\n", + "dtypes: object(2)\n", + "memory usage: 34.3+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1499744" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8 10835\n" + ] + }, + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
context_len1499744.0489.090587404.44904636.0218.0362.0619.010835.0
utterance_len1499744.085.48504679.3751298.034.064.0111.03154.0
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% \\\n", + "context_len 1499744.0 489.090587 404.449046 36.0 218.0 362.0 619.0 \n", + "utterance_len 1499744.0 85.485046 79.375129 8.0 34.0 64.0 111.0 \n", + "\n", + " max \n", + "context_len 10835.0 \n", + "utterance_len 3154.0 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "h = pd.DataFrame(index=df.index)\n", + "h['context_len'], h['utterance_len'] = df.Context.str.len(), df.Utterance.str.len()\n", + "print(h.min().min(), h.max().max())\n", + "h.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 8.00000000e+00 2.78675000e+02 5.49350000e+02 8.20025000e+02\n", + " 1.09070000e+03 1.36137500e+03 1.63205000e+03 1.90272500e+03\n", + " 2.17340000e+03 2.44407500e+03 2.71475000e+03 2.98542500e+03\n", + " 3.25610000e+03 3.52677500e+03 3.79745000e+03 4.06812500e+03\n", + " 4.33880000e+03 4.60947500e+03 4.88015000e+03 5.15082500e+03\n", + " 5.42150000e+03 5.69217500e+03 5.96285000e+03 6.23352500e+03\n", + " 6.50420000e+03 6.77487500e+03 7.04555000e+03 7.31622500e+03\n", + " 7.58690000e+03 7.85757500e+03 8.12825000e+03 8.39892500e+03\n", + " 8.66960000e+03 8.94027500e+03 9.21095000e+03 9.48162500e+03\n", + " 9.75230000e+03 1.00229750e+04 1.02936500e+04 1.05643250e+04\n", + " 1.08350000e+04]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = np.arange(41) * (h.max().max() - h.min().min()) / 40. + h.min().min()\n", + "print(bins)\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.subplots()\n", + "for c in h.columns:\n", + " ax = sns.distplot(h[c], bins=bins, ax=ax, kde=False)\n", + "plt.legend(h.columns)\n", + "plt.yscale = 'log'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.corpora import Dictionary, TextCorpus, MmCorpus\n", + "from gensim.models import LsiModel, TfidfModel\n", + "from nltk.tokenize.casual import TweetTokenizer\n", + "# from tqdm import tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "i think we could import the old comments via rsync, but from there we need to go via email. I think it is easier than caching the status on each bug and than import bits here and there \n", + " it would be very easy to keep a hash db of message-ids \n", + " sounds good \n", + " ok \n", + " perhaps we can ship an ad-hoc apt_prefereces \n", + " version? \n", + " thanks \n", + " not yet \n", + " it is covered by your insurance? \n", + " yes \n", + " but it's really not the right time :/ \n", + " with a changing house upcoming in 3 weeks \n", + " you will be moving into your house soon? \n", + " posted a message recently which explains what to do if the autoconfiguration does not do what you expect \n", + " how urgent is #896? \n", + " not particularly urgent, but a policy violation \n", + " i agree that we should kill the -novtswitch \n", + " ok \n", + " would you consider a package split a feature? \n", + " context? \n", + " splitting xfonts* out of xfree86*. one upload for the rest of the life and that's it \n", + " splitting the source package you mean? \n", + " yes. same binary packages. \n", + " I would prefer to avoid it at this stage. this is something that has gone into XSF svn, I assume? \n", + "I'm not suggesting all - only the ones you modify. \n", + " ok, it sounds like you're agreeing with me, then \n", + " though rather than \"the ones we modify\", my idea is \"the ones we need to merge\" \n", + "afternoon all \n", + " not entirely related to warty, but if grub-install takes 5 minutes to install, is this a sign that i should just retry the install :) \n", + " here \n", + " you might want to know that thinice in warty is buggy compared to that in sid \n", + " and apparently GNOME is suddently almost perfect (out of the thinice problem), nobody report bugs :-P \n", + " I don't get your question, where do you want to paste ? \n", + " can i file the panel not linking to eds? :) \n", + " are you using alt ? or the windows key ? \n", + " wait for the gnome-themes, component will be added \n", + " i just restarted X and now nautilus won't show the desktop :( \n", + " hal isn't starting :( \n", + " do you think we have any interest to have hal support turned on in gnome-vfs at this point ? It increases the sources of problems for no real benefit imho ... \n", + " is it a known bug that g-s-t doesn't know what distribution its running on? \n", + " are there any changes to desktop-file-utils you've got hidden away? \n", + " somebody should really kick that guy *hard* \n", + " I've added a build-dep on libxt-dev in warty for zenity \n", + " arse. xt-dev? i added libx11-dev \n", + " so just libxt-dev or libxt and libx11? \n", + " for future note, the xmodmap line in that X sticky-super fixes the problem for me \n", + " we have planned to speak about menu organisation during the 2 weeks \n", + " I need we don't need to force it \n", + " ? \n", + " was away, you said ? \n", + " nope \n", + " the warty repository \n", + " ok, fine. Thanks \n", + " nice to get packages update every 30min instead once a day, isn't it :) \n", + " you'll be glad to know i've fixed my missing arrows in thinice bug \n", + " I've uploaded the gnome-vfs without hal support should be available rsn \n", + " should g2 in ubuntu do the magic dont-focus-window tricks? \n", + " join the gang, get an x-series thinkpad \n", + " sj has hung on my box, again. \n", + " what is monday mornings discussion actually about? \n" + ] + } + ], + "source": [ + "import re\n", + "from itertools import chain\n", + "\n", + "splitter = re.compile(r'__eo[a-z]__') \n", + "for sent in chain.from_iterable(splitter.split(df.Context.iloc[i]) for i in range(3)):\n", + " if len(sent.strip()):\n", + " print(sent)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "i think we could import the old comments via rsync, but from there we need to go via email. I think it is easier than caching the status on each bug and than import bits here and there \n" + ] + } + ], + "source": [ + "import re\n", + "from itertools import chain \n", + "\n", + "def split_eou(iterable, splitter=re.compile('__eo[a-z]__')):\n", + " for utterance in chain.from_iterable(splitter.split(uts) for uts in iterable):\n", + " if len(utterance.strip()):\n", + " yield utterance\n", + "\n", + "for ut in chain.from_iterable([split_eou(df.Context), split_eou(df.Utterance)]) :\n", + " print(ut)\n", + " break\n", + "\n", + "texts = chain.from_iterable([split_eou(df.Context), split_eou(df.Utterance)])\n", + "# assert len(texts) == 2 * len(df)\n", + "# assert df.Context.str.contains('\\n').sum() == 0\n", + "# assert df.Utterance.str.contains('\\n').sum() == 0\n", + "\n", + "TEXT_PATH = '../shared-resources/ubuntu_dialog.txt' # file that will contain one document per line (), all statements, then all utterances" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wrote 12290390 lines to ../shared-resources/ubuntu_utterances.txt\n" + ] + } + ], + "source": [ + "with open(TEXT_PATH, 'w') as fout:\n", + " for i, text in enumerate(texts):\n", + " fout.write(text + '\\n')\n", + "print('Wrote {} lines to {}'.format(i + 1, TEXT_PATH))\n", + "del texts\n", + "del h" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "class BOWCorpus(object):\n", + "\n", + " def __init__(self, file_path, vocab=None, dictionary=None, tokenizer=TweetTokenizer(preserve_case=True), batch_size=10000):\n", + " self.file_path = file_path\n", + " self.batch_size = batch_size\n", + " self.vocab = vocab if vocab is not None else (dictionary if dictionary is not None else None)\n", + " self.tokenizer = tokenizer if tokenizer is not None else TweetTokenizer(preserve_case=True)\n", + " self.num_documents = 0\n", + "\n", + " if self.vocab is None:\n", + " self.vocab = Dictionary()\n", + " with open(self.file_path) as fin:\n", + " batch = []\n", + " for i, line in enumerate(fin):\n", + " if not ((i + 1) % self.batch_size):\n", + " self.vocab.add_documents(batch)\n", + " batch = []\n", + " print(i, line[:60])\n", + " batch = batch.append(line)\n", + " self.num_documents = i + 1\n", + " if len(batch):\n", + " self.vocab.add_documents(batch)\n", + " batch = []\n", + " \n", + "\n", + " def __iter__(self):\n", + " with open(self.file_path) as fin:\n", + " for i, line in enumerate(fin):\n", + " if not i % self.batch_size:\n", + " print(i, line[:60] + '...')\n", + " # assume there's one document per line, tokens separated by whitespace\n", + " yield self.vocab.doc2bow(self.tokenizer.tokenize(line))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 i think we could import the old comments via rsync, but from\n", + "1000 hi there __eou__ anybody experienced trouble with sound __e\n", + "2000 it could also be some element of the OBEX protocol niceties \n", + "3000 hey all...anybody know how to install some win codecs? __eou\n", + "4000 Whats the difference between universe and multiverse ? __eou\n", + "5000 does the default kernel have no loop iso mount support? __eo\n", + "6000 hello __eou__ so, if you install a package in ubuntu does it\n", + "7000 so why not use a 4 page disertation for the version \"number\"\n", + "8000 there is no good download manager? __eou__ __eot__ for what?\n", + "9000 hrmph -- so, I'm well along with my debian-to-ubuntu convers\n", + "10000 how fissy? __eou__ ehhh that was supposed to go to baluba __\n", + "11000 anyone? kernel source on ubuntu? __eou__ anyone? is there ke\n", + "12000 hrm __eou__ Why not optimise for i586/i686? __eou__ __eot__ \n", + "13000 apt-get is getting really old stuff in my just installed ubu\n", + "14000 Anybody else here playing Quake 3? __eou__ __eot__ I played \n", + "15000 oof __eou__ don't forget the \"will delete your user data\" ca\n", + "16000 I can't get my linux supported usb hp officejet 5500 multifu\n", + "17000 hell0w again :D __eou__ Well i am :D __eou__ I wanna become \n", + "18000 excuse me folks, how can I direct ubuntu to use a static add\n", + "19000 Is it possible to mount an FTP Server like a network share? \n", + "20000 Hi! Does anyone manage to install Firefox 1 and Thunderbird \n", + "21000 is it easy to compile an up-to-date kernel for ubuntu? like \n", + "22000 Octane - does Alt-F2, get you to a promt? __eou__ Octane - I\n", + "23000 has anyone gotten kqemu to work in ubuntu? I'm a complete n0\n", + "24000 Does the Ubuntu apache2 binary have mod_rewrite enab\n", + "25000 gnome needs a bloat clean up __eou__ its a good desktop dont\n", + "26000 one thing i don't get. ubuntu has apt-get but when trying to\n", + "27000 :-) __eou__ __eot__ is that a good :-) ? or a guess what :-\n", + "28000 synaptic is included and installed by default in Ubuntu __eo\n", + "29000 heh - gee speaking of gnome.. is there a way to disable that\n", + "30000 gedit __eou__ __eot__ Jedit __eou__ __eot__ \n", + "\n", + "31000 Hi __eou__ Is there any way I can install a CMS on a local P\n", + "32000 dpkg --reconfigure Xfree86 ? __eou__ thanks thoreauputic. :\n", + "33000 can anybody tell me why ClamAV or similar antivirus isn't in\n", + "34000 no, not really :) __eou__ I really wish I hadn't missed the \n", + "35000 no return key needed __eou__ __eot__ ah,, just wordwrap __eo\n", + "36000 omeg, Synaptic Package Manger <-- I've found A\n", + "37000 Is http://sourceforge.net completely dead for anyone else he\n", + "38000 does someone here streams audio on the net? __eou__ does som\n", + "39000 what's the structure of these heads? __eou__ __eot__ trying \n", + "40000 wtf... i try to add multiverse to my sources, and everytime \n", + "41000 does anybody know what package provides ft2build.h? __eou__ \n", + "42000 tar xzvf tar ballname __eou__ tar xzvf tar_ballname rather _\n", + "43000 You are familiar with the concept of a wiki right? __eou__ _\n", + "44000 i need to post my wiki about network interfaces not getting \n", + "45000 how to install kde ? __eou__ __eot__ sudo apt-get update && \n", + "46000 anyone know of a good notes manager / organizer \"tree\" styl\n", + "47000 the apt-system isn't built for downgrades... __eou__ __eot__\n", + "48000 Hey, I was wondering whether any of you knew of a tool to ex\n", + "49000 I am trying to watch a video using MPlayer and I get very lo\n", + "50000 How do I set an icon to a file type globally? Instead of cha\n", + "51000 screw linspire, they CHARGE MONEY for gcc __eou__ It's free \n", + "52000 yes. :) __eou__ google.com/ig | my-live-journal | ubuntuforu\n", + "53000 has anyone heard of this problem I am having on my laptop ru\n", + "54000 hello ;) __eou__ __eot__ in a terminal do this 'sudo apt-cac\n", + "55000 is there a way to link the terminal copy and paste crap with\n", + "56000 [j] [a] [r] [e] [d] , did you try google? (I can't help you,\n", + "57000 did you recently add hard drives? the installer should find \n", + "58000 stay away from the 'guide, it is full of pitfalls __eou__ __\n", + "59000 commented __eou__ look at the bottom of php.ini __eou__ disg\n", + "60000 look for the version 1.0.4 __eou__ __eot__ \"look for the ver\n", + "61000 what's the equivalent in ubuntu of the kernel-headers-xxx-x-\n", + "62000 Hello, /etc/X11/xkb/rules/xorg is a symlink to \"base\" __eou_\n", + "63000 hi! __eou__ any cron users here? __eou__ __eot__ All Ubuntu \n", + "64000 do you find you repeat a lot?...lol, don't ask to ask lol, h\n", + "65000 I wish I knew why fglrx doesn't let me use totem and mplayer\n", + "66000 dang its starting to feel like burger time __eou__ joose wha\n", + "67000 tiago,PM-aSeepin: Please keep the code of conduct in mind wh\n", + "68000 how can i see if my video dirvers are installed properly? __\n", + "69000 hmmm, to buy a XFX 6600GT or a X800GT , that is the question\n", + "70000 anyone has tried google talk with gaim? __eou__ __eot__ yup \n", + "71000 Anyone know of a good FTP client with SSL? __eou__ __eot__ g\n", + "72000 hello ...ppl.. __eou__ does somebody here has a package for \n", + "73000 Has anybody used skype on ubuntu? __eou__ __eot__ - I tried.\n", + "74000 hey all, when suing in terminal, it dosnt take the password,\n", + "75000 Hi, is grub actually able to boot a floppy image located on \n", + "76000 hi i'm back again .. installed bittornado .. but the command\n", + "77000 seems that gnomemeeting is similar to microsoft netmeeting f\n", + "78000 how to update breezy? is it in the repo? __eou__ or u have t\n", + "79000 yea slashdot was one of em __eou__ __eot__ ? __eou__ __eot\n", + "80000 nautilus is the filemanager for Gnome __eou__ __eot__ why t\n", + "81000 nvdia tnt2 model 64 at breezy, someone have problems? __eou_\n", + "82000 Hey all. __eou__ Question, is there any way to install witho\n", + "83000 anyone got the nvidia driver to compile? __eou__ __eot__ the\n", + "84000 hi @all __eou__ what about the breezy iptables-package?? mod\n", + "85000 HI, is there a way for me to create a complete perfect image\n", + "86000 no, the kernel was compiled with gcc-3.4 __eou__ because the\n", + "87000 What is the shell cmd to configure X ? __eou__ __eot__ sudo \n", + "88000 I need to add a resolution setting what file do I edit again\n", + "89000 I love Ubuntu but it's starting to give me a lot of problems\n", + "90000 how can i chroot a knoppix-cd? i have problem with the acpi\n", + "91000 Hi, dmesg tells me \"Unknown key pressed (translated set 2, c\n", + "92000 if you want a standalone js interpreter try rhino __eou__ or\n", + "93000 maybe you need to install libsdl1.2debian-esd, that works fo\n", + "94000 a compile of mine is trying to find libcurses __eou__ i cant\n", + "95000 u on? __eou__ __eot__ you mean \"Can someone tell me where on\n", + "96000 have you tried using gedit to convert the encoding? under th\n", + "97000 I need to reconfigure xserver to use a different resolution.\n", + "98000 will that work ok for my amd64? __eou__ __eot__ sudo wget h\n", + "99000 sup __eou__ is knubuntu just ubuntu with KDE or its own CDs \n", + "100000 hello __eou__ I have a problem with VMware on Breezy. The Ne\n", + "101000 I need same kind of image viewer programm which makes possib\n", + "102000 How do I disable the GNOME startup sound? __eou__ __eot__ th\n", + "103000 Hey, has anyone got Azureus installed alongsie Eclipse? __eo\n", + "104000 How do I find out if ubuntu supports my hardware? __eou__ __\n", + "105000 ARGH! __eou__ HATE HATE HATE HATE __eou__ Firefox needs to h\n", + "106000 ] Kem[, I recomment easybreezy also __eou__ ] Kem[, You mi\n", + "107000 if you're going to be connecting to your sshd on the non-sta\n", + "108000 www.ubuntuguide.org __eou__ __eot__ we dont use that guide \n", + "109000 is there some samba server GUI for gnome? __eou__ there's no\n", + "110000 anyone here know any good psp/linux/ubuntu pages i can brows\n", + "111000 did you get nvidia DEBs to work alright? __eou__ __eot__ i d\n", + "112000 okay. sitting next to me is a rescue prompt with my new targ\n", + "113000 I run it on amd k7 500 __eou__ I think it's 500 __eou__ amd \n", + "114000 Where do I find my kernel.config (I wan t to check if I have\n", + "115000 How does one go abouts editing gnomes, right click menu? I w\n", + "116000 muine music player wont play the tracks :S __eou__ __eot__ m\n", + "117000 Q: what utility replace Google-desktop (the search tool) und\n", + "118000 Care to create a pastebin with what 'iwconfig' gives back? _\n", + "119000 ello!! __eou__ is it possible to transfer the root and swap \n", + "120000 Mount: mouting /root/dev on /dev/.static/dev failed: no such\n", + "121000 oh hes gone now __eou__ Ok, can anyone help me fix my dvd dr\n", + "122000 My \"ifconfig\" is only picking up a loopback interface and no\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "123000 would an athlon 64 3800+ dual core use a 686-smp kernel or a\n", + "124000 ok, now i have amarok 1.3.8 It does 'detect' my ipod, tech\n", + "125000 I wondering if I should dist-upgrade to hoary. Any comments?\n", + "126000 Encoding as 16 kHz 32 kbps single-ch MPEG-2 Layer III (8x)\n", + "127000 sound blaster 16 pnp __eou__ can ya explain that in laymans \n", + "128000 can anyone recommend pmud over pbbuttons? __eou__ __eot__ Su\n", + "129000 prolly means the dev is not ther __eou__ prolly means the de\n", + "130000 don't thank me yet __eou__ nfi if it works ! :o __eou__ prob\n", + "131000 can someone help me with the chmod command? __eou__ __eot__ \n", + "132000 and it couldnt find it __eou__ I did, i typed in 'sudo wine \n", + "133000 how do i make amarok play mp3 files? i'm using gstreamer eng\n", + "134000 you guys, how do i check if the xdamage extension is loaded \n", + "135000 Anyone know how I can use .rpm files with ubuntu? I just in\n", + "136000 ^-^ __eou__ raight, out of the box :) __eou__ blackbox, flux\n", + "137000 i have a microsoft intellimouse under ubuntu linux. when i \n", + "138000 any good programs for making pictures look better? this one\n", + "139000 ah... yes... tricky :9 __eou__ __eot__ yes it is, and only u\n", + "140000 natutilus as root? *shudders...* __eou__ __eot__ lol what's\n", + "141000 I am reading xkb and xmodmap docs, I tried some xmodmap scri\n", + "142000 sudo ln -sf /usr/bin/Xgl /etc/X11/X <-- this does not work _\n", + "143000 hey __eou__ do a /nickserv info zeeble __eou__ blah. well, t\n", + "144000 anyone used cygwin __eou__ i ask for just general info ... _\n", + "145000 hey when i type mkdir /media/partitionname __eou__ it says \"\n", + "146000 ok ill check it out __eou__ nothing else i can do then __eou\n", + "147000 pygtk comes bundled in ubuntu or I have to install it? __eou\n", + "148000 anyone knows how to configure clients for tor or privoxy __e\n", + "149000 ubuntu> no root password use sudo __eou__ Kadran> did you in\n", + "150000 dont suggest that __eou__ __eot__ Why not? It's pretty effe\n", + "151000 turn the brightness down... __eou__ __eot__ it's about eight\n", + "152000 hello. __eou__ hello. __eou__ can someone tell me how the ip\n", + "153000 Hi ppl __eou__ I need to copy a file to a USB external disk \n", + "154000 Is there a package that provides a startup script for iptabl\n", + "155000 Is the live cd really really slow or is it my cd drive, and \n", + "156000 !tell zawa about restricted __eou__ __eot__ cyne: please tak\n", + "157000 No clue __eou__ i think it's fat16, though __eou__ will some\n", + "158000 bah i still need to configure modem, printing, mail server, \n", + "159000 how do i change boot loader options during install of dapper\n", + "160000 any idea howto get sound working on flash videos ? __eou__ d\n", + "161000 what is your problem? __eou__ __eot__ I cannot read from a C\n", + "162000 hi __eou__ please how could i get the list of kernel loaded \n", + "163000 SMACK! __eou__ SetUID BAD!! __eou__ __eot__ man chmod __eou_\n", + "164000 what would the package name for gd be? __eou__ can I search \n", + "165000 Hum. Looks like a bug needs to be filed against ubuntu' use \n", + "166000 Is there a command to see the freespace on the ubuntu filesy\n", + "167000 hehe, 's cool __eou__ __eot__ dr3wster, sudo /etc/init.d/apa\n", + "168000 yw __eou__ ( master boot record ) __eou__ __eot__ great mind\n", + "169000 im running foresight linux as a guest os using vmware player\n", + "170000 is there any way to remove a package that ubuntu-desktop dep\n", + "171000 I just detected an event through firestarter from kornbluth.\n", + "172000 does anyone know if there's a command line equivalent for sw\n", + "173000 what is a mythtv ? __eou__ __eot__ looks awesome __eou__ __e\n", + "174000 I just installed vnc4viewer __eou__ __eot__ congratulations!\n", + "175000 anyone know how to configure the screensaver in xubuntu? __e\n", + "176000 hey, Whats a good program to learn python in or any coding _\n", + "177000 is there anyway to make a ubuntu installation boot terminal \n", + "178000 has anyone here tried installing ubuntu on a G3? __eou__ __e\n", + "179000 For the screensavers, it has a \"Pictures Folder\" for an opti\n", + "180000 can anyone please tell me where can I download dapper cd ima\n", + "181000 Is there anyone here whit a ATI Radeon 9800 pro that install\n", + "182000 i have a symlink from hda to hdb. i'm worried that everythim\n", + "183000 hello, guys, please tell me what i should add to my crontab \n", + "184000 hi, just installed ubuntu on the laptop, happyness so far. h\n", + "185000 does anyone remember the name of the disk partitioner that i\n", + "186000 hey guys i have a problem __eou__ i just installed ubuntu ba\n", + "187000 hi any graphical tool to choose between GDM and KDM and to c\n", + "188000 Hello everyone __eou__ Im thinking of installing ubuntu on m\n", + "189000 hey, does any1 know where the option in the live cd install \n", + "190000 Still looking for someone to help me with the datadump issue\n", + "191000 hi guys... i was about to install kubuntu-desktop on ubuntu \n", + "192000 Basically, I am using a Ubuntu 6.06 CD; I always occasionall\n", + "193000 I'm in a fix with grub, guys __eou__ __eot__ how so ? __eou_\n", + "194000 Why do some companys employ C/C++ programmer under Linux, no\n", + "195000 rich: u dont need to find it, just type wine = 1.2.0... no *** The gtk\n", + "263000 Help! When I try to blacklist my Wifi drivers using the \"sud\n", + "264000 I accidentally closed the chat. Did someone have some soluti\n", + "265000 What is the command to determine which host is the DHCP serv\n", + "266000 it says \"Totem Mplayer\" and it doesnt play. __eou__ __eot__ \n", + "267000 #ubuntu should have a web interface __eou__ __eot__ there's \n", + "268000 How can I partition my HDD and install Windows? __eou__ How \n", + "269000 NTFS-3G has really worked wonders for me, really glad with i\n", + "270000 hmf! where can I get this module PEAR-Crypt_CHAP ? __eou__ _\n", + "271000 how can I get ati sound drivers for my laptop, they're gone \n", + "272000 Ummm... anyone think they can help me out with getting my wi\n", + "273000 hello :) __eou__ i have an issue with tightvncserver :( __eo\n", + "274000 Amarok has a small equalizer, only 10 headers __eou__ yea am\n", + "275000 how to count words \"word\" in myfile.txt? __eou__ anyone? __e\n", + "276000 that said, i don't know why it wasn't like that before ;) __\n", + "277000 I'm gonna stab Dan __eou__ I'm gonna pull my friggin hair ou\n", + "278000 anyone have any ideas why, since upgrading to feisty, my wi\n", + "279000 libata sucks bigtime __eou__ i can't tweak my harddrive __eo\n", + "280000 hello __eou__ i am having a problem with add remove __eou__ \n", + "281000 Hi all __eou__ i have a query relating to Acer AL1706 TFT _\n", + "282000 packages in edgy-backports should not have dependencies that\n", + "283000 Hey guys, is there a firewall default for Feisty ? __eou__ _\n", + "284000 does wine not work on feistyx64 __eou__ Wine Windows Emulato\n", + "285000 hello can someone help me im in the LIVE CD now but i cant I\n", + "286000 when i enter http://bigsnake_net.photo.163.com/ , firefox sa\n", + "287000 sigh, how can i install ATIs drivers when Ubuntu wont let me\n", + "288000 just apt-get remove vim-tiny and apt-get install the full ve\n", + "289000 hi all, is it possible to migrate from Debian Etch to Ubuntu\n", + "290000 I installed 7.04 on a VGN-N230E, and it works fine -- but my\n", + "291000 I was on youtube the last day looking for feisty and Beryl v\n", + "292000 according to winehq, office 2007 doesn't won't install on di\n", + "293000 hi! I read intel releases great graphics card drivers for th\n", + "294000 hi,guys i have just installed ubuntu , and i was wondering h\n", + "295000 Whats the command to see processes that are running on my ma\n", + "296000 is it recommended to keep /var/www/ owned by 'root'? cause i\n", + "297000 I put in the 7.04 live cd and it just scrolls \"/bin/sh: Can'\n", + "298000 how do I get X to use a better refresh rate __eou__ it won't\n", + "299000 !nvu | myo (you should also be able to use the edgy package \n", + "300000 how do you get the installer to install w/o 'formatting' / _\n", + "301000 becouse it is a sudo __eou__ __eot__ wasn't the case on 2 ot\n", + "302000 is there a *nix command similar to 'comm' that compares two \n", + "303000 I need help with azureus: my torrents keep going down to 0 k\n", + "304000 what is a good torrent client for ubuntu....bittorrent has l\n", + "305000 Azureus __eou__ anyone know of a good Nintendo 64 emulator? \n", + "306000 how to make \"ctrl\"+\"alt\" a third-level-choser?!? __eou__ __e\n", + "307000 Can anyone help me transfer my outlook express information t\n", + "308000 help my apache is broken __eou__ __eot__ what happened? __eo\n", + "309000 how long is 'Installing system' supposed to take via the reg\n", + "310000 ergh, ubuntu installed but crashes on next system boot. __eo\n", + "311000 is there a console command for comparing files? __eou__ __eo\n", + "312000 Say, where it is possible to load a driver for HP 4400c __eo\n", + "313000 hey all... anyone got a fix for e1000 under x64? I get 'can'\n", + "314000 is there anyway to have programs start on ubuntu startup.. l\n", + "315000 i have the ati radeon x1400 video card in my inspiron 6400 a\n", + "316000 Question: I just got home from college and my parents have s\n", + "317000 What's the difference between an apt-get and an aptitude? __\n", + "318000 hey all, I'm having trouble with permissions on a new hard d\n", + "319000 i'm having partition problems :( __eou__ I want to dual boot\n", + "320000 blairellisL im sure with the advanced options you can be mor\n", + "321000 ok __eou__ I've got ndiswrapper installed, with its awesome \n", + "322000 Arg! Can anyone explain this? My Mac OS 10.4 laptop can get \n", + "323000 do anyone know what to do to make a bootable CD? i'm a newbi\n", + "324000 haha, shadowmancer, I was about to ask if you were connected\n", + "325000 anybody ever have eth0 and eth1 just disappear on a reboot a\n", + "326000 hey, I was considering trying out 7.10 tribe 3 (for some new\n", + "327000 hi, is it possible to type a command in the linux console a\n", + "328000 how do I use aptitude or apt to show the locations of instal\n", + "329000 why did you PM me? __eou__ __eot__ it is a trick with the bo\n", + "330000 or, Win2k on one drive, and Ubuntu on the other, or somethin\n", + "331000 Hi all __eou__ *I've got a little... problem* (a.k.a. Glotti\n", + "332000 is there a doc on how to install .deb files? __eou__ actuall\n", + "333000 do you have any ideas how to fix this error im getting with \n", + "334000 you there? __eou__ __eot__ yes __eou__ __eot__ hi! I was won\n", + "335000 hi, I have an asus DRW-1608P, and about one week I can't bur\n", + "336000 can anyone guide me? i want to use my mobile phone as a mode\n", + "337000 hm.. i've installed ubutnu and my resolution was crapy, so i\n", + "338000 yay microsoft messed up my ubuntu partition __eou__ i tried \n", + "339000 okay i need help setting up an SSH server on Ubuntu Server F\n", + "340000 when i tryed a sudo apt-get update i got this error msg: W: \n", + "341000 any ideas where do I set the number of workpaces so cube on \n", + "342000 Where can i get earlier versions of Ubuntu __eou__ __eot__ w\n", + "343000 hello everybody! I need a specific answer... __eou__ I am t\n", + "344000 is there any way i can make my own start menu for ubuntu? i \n", + "345000 sudo aptitude download :P __eou__ __eot__ why \n", + "346000 if i want Tomboy Notes to autostart on boot up, is it just a\n", + "347000 his RDM reports that he doesnt need, prob cuz the restricted\n", + "348000 hi, i just installed eterm via a sudo apt-get install eterm \n", + "349000 Any C programmers out there? __eou__ I'm just starting to us\n", + "350000 hey anyone know how to kill compiz from the terminal? __eou_\n", + "351000 Morning, all. I'm trying to install 7.10 on my laptop. All\n", + "352000 howdy folk __eou__ does anyone know how to get the shell eff\n", + "353000 i just installed ubuntu 7.10 and enabled gl desktop. what do\n", + "354000 For importing windows settings, do you have to reformat the \n", + "355000 for some reason proprietary drivers don't want to install fo\n", + "356000 Is the defualt shell in gusty still dash? __eou__ does anyon\n", + "357000 hi, i accidentally converted my ntfs win partition to ext3. \n", + "358000 anyone got patches for kernel 2.6.23 for the new ati drivers\n", + "359000 how do i get my card reader to work? dmesg tells me it just \n", + "360000 oh jesus __eou__ I f*cked up my laptop... :( __eou__ I bette\n", + "361000 I've deleted the windows partition and now grub wont boot ub\n", + "362000 no xstat __eou__ src? run php without apache???? __eou__ __e\n", + "363000 is there a command to pull all the .mp3 files out of seperat\n", + "364000 I haven't had to update my system in 2 weeks.. is this norma\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365000 KILL DASH NINE __eou__ __eot__ are you singing the song? __e\n", + "366000 hi. i'm trying to emulate N64 games with mupen64 and kamefu \n", + "367000 can anybody help me in changing the desktop icon text color \n", + "368000 Chill firefox and thats abou tit __eou__ __eot__ null needs \n", + "369000 i just copied over a directory from a seperate partition to \n", + "370000 seriously, can anyone aid me in getting airport-config worki\n", + "371000 hi everyone, __eou__ anybody with freezing issue on Gutsy ? \n", + "372000 how do I give a bridge interface a gateway address? __eou__ \n", + "373000 i can't load my xserver __eou__ and i have one important fil\n", + "374000 help, how come after uninstalling wine .. and removing the .\n", + "375000 is there a way to kill X only without affecting all the serv\n", + "376000 Hello everyone. I recently installed ubuntu-desktop over a k\n", + "377000 archive.canonical.com/\"dist name\" __eou__ __eot__ much appri\n", + "378000 does ubuntu have a link that explains the size of partitions\n", + "379000 are there any admins for this place? __eou__ __eot__ Yes, th\n", + "380000 Is there a way to del selective files recusive, ie i want to\n", + "381000 Ok, here's a question. I have a box running U 7.04 server. s\n", + "382000 how would i go about substituting a library (libgpod) from \n", + "383000 hello. the process \"ksoftirqd\" is consuming between 20-25% o\n", + "384000 http://amarok.kde.org/wiki/Media_Device:IPod endo_ also stuf\n", + "385000 hey guys - i am installing xubuntu as i have an OLD computer\n", + "386000 I want to reset all the desktop configuration for a user to \n", + "387000 can someone recommend free software for managing a open sour\n", + "388000 I have an issue with system time between ubuntu & windows xp\n", + "389000 ho __eou__ hi __eou__ how can I install kernel sources with \n", + "390000 hi, I have java installed but I cannot seem to get it runnin\n", + "391000 how can i burn an iso to a cd/dvd? __eou__ __eot__ Right cli\n", + "392000 is there a way to recursively load all the files in a direct\n", + "393000 !ohmy | xen_ __eou__ !pastebin | EtherNomad __eou__ __eot__ \n", + "394000 Hello Ubuntu guys I need some help on my installation of ubu\n", + "395000 no __eou__ whats up? __eou__ so the sound worked b4 updates\n", + "396000 I'm trying to install 7.04 on an hp laptop with an ati card \n", + "397000 There is no entry for rar in the man pages on my terminal. \n", + "398000 hi, I have about 200 files in a Directory, file name is cbq-\n", + "399000 I'm still having a problem getting Ubuntu to set my monitor \n", + "400000 _Oz_-> ummm damn small linux works with 50meg hd and 64meg o\n", + "401000 pelo: should i go manual network config? __eou__ instead of \n", + "402000 hi chaps. __eou__ I'm dying here. __eou__ I've been trying t\n", + "403000 what is the difference between linux x86 and linux-64 __eou_\n", + "404000 make sure you install the smbclient package too ! __eou__ __\n", + "405000 So, I recently installed ubuntu on a thinkpad x60, and the w\n", + "406000 anyone having problems with azereus on amd64? __eou__ __eot_\n", + "407000 hey guys, ty for the help I have studio working just fine no\n", + "408000 When ever I try to enable windows effects, I get a message t\n", + "409000 so it doesn't work and you claim it does? great logic! __eou\n", + "410000 anyone know why video would be choppy even though compiz and\n", + "411000 lilo = linux loader __eou__ !ask | mohammed __eou__ lazy: ta\n", + "412000 i even compiled the latest alsa __eou__ __eot__ did you try \n", + "413000 whats wrong with pidgin ? __eou__ __eot__ nothing is wrong w\n", + "414000 thanks linxeh __eou__ i was just wondering what programe to \n", + "415000 hmm... I've been messing around a bit with my suspend resume\n", + "416000 hi all how can i run things at startup? __eou__ __eot__ you \n", + "417000 hello guys. i have ubuntu 5.04 installed, is it possible to \n", + "418000 that we definitely have. __eou__ __eot__ do you know iptable\n", + "419000 can anyone refer me any compiler for compiling the prolog pr\n", + "420000 what is squid __eou__ can i limit total bandwidth /s combin\n", + "421000 does anyone here use xchat? __eou__ __eot__ i am..right now.\n", + "422000 !offtopic | gogeta __eou__ __eot__ this is a support issue _\n", + "423000 Felonius - If you only format the Ubuntu partitions and don'\n", + "424000 thinking about ubuntu for my hand-me-down macbookpro; open t\n", + "425000 What program can I use to convert .ogg files in .wav? __eou_\n", + "426000 so i have two physical disks in LVM, in one volume group and\n", + "427000 can anyone help me with my problem? don't mean to seem impat\n", + "428000 i know it wouldn't really matter, but does anyone know a bet\n", + "429000 : What? __eou__ They all 'act up' __eou__ __eot__ One fine d\n", + "430000 is synaptic not downloading because of the high use of the s\n", + "431000 Ah, the joy of downloading. __eou__ it's like watching paint\n", + "432000 can someone please give me a hand, i've been having an issue\n", + "433000 anysuggestions? __eou__ __eot__ you are sure that you dont h\n", + "434000 when i wanna install ubuntu i get an IO error __eou__ :| __e\n", + "435000 who uses torrents? __eou__ Hischild: Private chat? __eou__ y\n", + "436000 third tab over __eou__ __eot__ still same problem __eou__ __\n", + "437000 is there a 'absolute beginner' room for a question? __eou__ \n", + "438000 any one know why i can only get a 16 kb dl rate...? usually \n", + "439000 I have that problem! __eou__ __eot__ have you found a fix y\n", + "440000 what is the new bittorrent client in ubuntu called? __eou__ \n", + "441000 Camorama only grabs pics __eou__ i also used gstreamer-prope\n", + "442000 WIth the new SSL vulnerability, what can I do to patch my sy\n", + "443000 is there a way to download ubuntu mobile ? __eou__ __eot__ h\n", + "444000 install either libstdc++-dev or libstdc++6-dev and you shoul\n", + "445000 How do I set the logical name of a network card? My wlan0 di\n", + "446000 alextvm : sudo mount -t ext3 /dev/sda6 /mnt/root __eou__ su\n", + "447000 hi __eou__ I can't mount my windows drive. it says \"$logfile\n", + "448000 q. how can i disable the automatic update everyday or so ? _\n", + "449000 Hi, sometimes when I login (like this time), my desktop does\n", + "450000 I am trying to run sudo alien -i lightscribe-1.8.15.1-linux\n", + "451000 Hello. I am trying to change the Network card MAC address, I\n", + "452000 I'm currently running 7.04. I have the 8.04 CD from Canonic\n", + "453000 can anyone suggest a good gmail notifier app for ubuntu? so\n", + "454000 I guess no one knows the answer to my questions? __eou__ My \n", + "455000 Hi, I got the 'application/places/systems' bar at the bottom\n", + "456000 How can i create images of cd's in ubuntu, like .iso files? \n", + "457000 I've never had a problem with Envy, but if its giving you pr\n", + "458000 I am using the ATI proprietary drivers and whenever my scree\n", + "459000 how do you list the users in a terminal? __eou__ __eot__ w _\n", + "460000 have youchecked system>preferences>preferred applications? \n", + "461000 Hi folks __eou__ What I've been used to using is a combined \n", + "462000 Hi, Im interested in testing a beta driver from nvidia, but \n", + "463000 hi all, i get a \"frame sync error\" when trying to open an .a\n", + "464000 hey folks I installed imagemagick package but i dont see any\n", + "465000 guys, i got a lil problem. Ubuntu doesnt start the cron daem\n", + "466000 i found out that whenever i open firefox things get really s\n", + "467000 hey guys __eou__ I've got a problem with my graphics card __\n", + "468000 pgrempton: are you trying to use the nv or the binary nvidi\n", + "469000 Anybody know what the apt etc. equivelant is for the command\n", + "470000 Is there a free weblog application for linux? Basically I w\n", + "471000 Is there a way to change ONLY the Application menu icon? __e\n", + "472000 lol, why do you use ubuntu at work ? __eou__ __eot__ Why not\n", + "473000 #ubuntu-offtopic would be a start __eou__ __eot__ thank you!\n", + "474000 so is wicd every going to work in hardy or am I stuck with t\n", + "475000 nobody who can help me with Grub Error 15: file not found? =\n", + "476000 did anyone here type this command: sudo hdparm -B 254 /dev/s\n", + "477000 how do I get the compiz cube setup in ubuntu 8.04 default in\n", + "478000 it plays fine for me __eou__ __eot__ here says 'no video' an\n", + "479000 Hi! Can someone please tell me, what it takes to add a packa\n", + "480000 hi, i have some private data and files and i would like to p\n", + "481000 Does anyone know how to migrate my mail from kmail into a co\n", + "482000 !away | TheMaxzilla __eou__ !ops | TheMaxzilla away messages\n", + "483000 is it possible to make pidgin to show some kind of popup whe\n", + "484000 I often get notices that updates are available for software \n", + "485000 ok, gnash doesn't seem to do anything at all. no gootube, no\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "486000 echo $(( ($(date -d 'Mar 1 2009' +%s) - $(date +%s))/60/60/\n", + "487000 man adduser says useradd might be friendlier __eou__ __eot__\n", + "488000 pici: no email in my box __eou__ why does #python require us\n", + "489000 can I back up my laptop's entire drive? I'm talking multi-p\n", + "490000 hello all __eou__ where can I find new vlc for ubuntu ? __eo\n", + "491000 I am sorry, I still don't understand this RESOURCES_64BIT op\n", + "492000 how can I login with root account? Do I have to activate it?\n", + "493000 anybody : how much of memory should i have on hdd to have ub\n", + "494000 can someone help me to get a python-script start with xdm? i\n", + "495000 any photographers here? __eou__ any photographers here? __eo\n", + "496000 can someone help me on remounting my secondary hard drive? \n", + "497000 anybody know how to fix CRC Error? __eou__ __eot__ in what c\n", + "498000 hey friends!what does make modules_install do after make the\n", + "499000 is anyone able to watch videos on nbc.com? __eou__ __eot__ t\n", + "500000 When editing the permissions of a directory, do i need to en\n", + "501000 Can anybody please suggest the best format to record a DVD f\n", + "502000 Hey i am having a problem with resolution, I believe the sou\n", + "503000 Just want to confirm if I want to compile a C++ sour code wi\n", + "504000 samba has no content encryption __eou__ __eot__ wouldn't tha\n", + "505000 i have a proprietary nvidia driver and my pc runs on a gefor\n", + "506000 Everytime I use gnome network manager and I use an encrypted\n", + "507000 What is the command line for finding out what process is usi\n", + "508000 Most flash sites dont even work on my wii any more. :( they \n", + "509000 did i mention that my dapper->hardy upgrade left me without \n", + "510000 Hey i have a question __eou__ is there such a thing as an ub\n", + "511000 EMERALD - how do I make one? __eou__ :-$ __eou__ __eot__ htt\n", + "512000 can someone help me with the ubuntu 8.04 server edition inst\n", + "513000 hello guys.. im about to use distro upgrade thingy to upgrad\n", + "514000 HEY OH MAN i cant start the trendmicro housecall virus scann\n", + "515000 I wish some of the distros would add VMware to their package\n", + "516000 anyone know if X11 uses xorg.conf like it use to?? im trying\n", + "517000 will installing an xp virtual box make me vulnerable to the \n", + "518000 why I can't configure more than 2 desktops? if I up the amo\n", + "519000 1318 people ignore my pleas.... __eou__ __eot__ it happens..\n", + "520000 hello __eou__ Could someone by any chance walk me through up\n", + "521000 man that time flew by, seems like just yesterday I was insta\n", + "522000 i can't get firefox to launch from the applications menu -- \n", + "523000 What's the terminal command to list all running processes wi\n", + "524000 hiya, ive just got a headset but im having trouble getting t\n", + "525000 Can someone tell me how to install a program through termina\n", + "526000 but wine is only able to run one executable, not an entire g\n", + "527000 can someone help me with the command line please, i want to \n", + "528000 After the installation, is it real that I have to update my \n", + "529000 Hey, my resolution is messed up after upgrading to a Widescr\n", + "530000 where's a good place to put shared files? __eou__ files that\n", + "531000 hi, I recently installed Ubuntu 8.10 and I have a problem: i\n", + "532000 Hey all! __eou__ Is there a Apple or Mac channel? __eou__ __\n", + "533000 once i get Ubuntu exactly the way i want it is there a way t\n", + "534000 yes, I did it once as an exercise; /usr/share/doc/wpasupplic\n", + "535000 I seem to get a corrupted X session at random on occasion. I\n", + "536000 how do you check for updates in synaptic package manager on \n", + "537000 hi, why is totem the default dvd player when it can't play d\n", + "538000 How do I install a .deb via command line, and how do I make \n", + "539000 Does anyone here have excel 2007 and is willing to make me s\n", + "540000 whats pruning? __eou__ __eot__ removing useless stuff from a\n", + "541000 someone know in what reposiroty is ntfsprogs? __eou__ __eot_\n", + "542000 No-one has an idea for my problem? __eou__ I've just a quest\n", + "543000 I am going to buy a dell xps m1530 today if I can. do people\n", + "544000 does anyone know of a firefox 3.1 package for amd64? __eou__\n", + "545000 Somebody knows about a nice black theme for ubuntu 8.10? __e\n", + "546000 hey all, I'm looking to make the shell that comes with Ubunt\n", + "547000 I have 810 64bit installed on a SATA disk .... is it better \n", + "548000 Anyone: whats the best multiplayer game on linux right now??\n", + "549000 I have a folder in my Trash and apparently I don't have the \n", + "550000 There's a cisco compatible vpn client in the repositories ..\n", + "551000 hi __eou__ i'm trying to install the latest eclipse, but the\n", + "552000 I see __eou__ I want it to print out the package description\n", + "553000 has anyone successfully setup and got working a fingerprint \n", + "554000 if i got the ubuntu repo would that include intel386 and amd\n", + "555000 rsync would fail - obviously. data wouldn't get written anyw\n", + "556000 mpegtranscode __eou__ __eot__ will mpegtranscode burn the dv\n", + "557000 so you need port forwarding / DNAT? __eou__ __eot__ I don't \n", + "558000 I'm finding Ubuntu as easy to use as Windows XP unless I fee\n", + "559000 how can i adjust ubuntu to only have one desktop? (the defa\n", + "560000 Anyone here familiar with RAID setups. Have a problem with s\n", + "561000 Ah, neat, ubuntu now has a USB flash drive installer tool. _\n", + "562000 Guys, could you check this over and tell me how it looks? \n", + "563000 hi Mez __eou__ make sure you install samba first HawkLion __\n", + "564000 @ Tesla Also Running Ubuntu on an EEE PC. __eou__ @ Tesla I \n", + "565000 I'm having trouble with suspend/resume in Hardy. I've upgra\n", + "566000 Doesn't someone know how to make a shell script with an infi\n", + "567000 :) __eou__ the server commodore running apt-mirror, it's up \n", + "568000 DIAF __eou__ its only rude if they listen in the first palce\n", + "569000 Does anyone have any idea about my problem? :P __eou__ __eot\n", + "570000 how to get blender working? __eou__ I got blender installed \n", + "571000 ugh fucking compiz is ultra-broken right now __eou__ Oh, sor\n", + "572000 think they had the same problem with 8.10 __eou__ __eot__ Th\n", + "573000 in shell, how do i clear my file history? __eou__ __eot__ fi\n", + "574000 you from slartibartfast? __eou__ __eot__ yes __eou__ __eot__\n", + "575000 Currently running ubuntu from usb stick. Unfortunately progr\n", + "576000 Can Ubuntu read UFS? FreeBSD's filesystem? __eou__ __eot__ y\n", + "577000 where can I get a version of wine that is greater than 1.0.1\n", + "578000 laptop DDR2 is 200pin __eou__ __eot__ thanks. It's a desktop\n", + "579000 hi, can anyone please explain to me how to effectively forma\n", + "580000 Is there any SSH guru out there who can explain what the err\n", + "581000 help! trying to install vmware 2.0.1 on ubuntu 9.04 64bit, s\n", + "582000 no recommendations? __eou__ for a tv tunner card __eou__ __e\n", + "583000 anybody that's good with cron have a moment to help me troub\n", + "584000 !clone > dadrock __eou__ __eot__ what kind of program is gks\n", + "585000 Tyranos, I have a x1600 myself __eou__ Tyranos, the drivers \n", + "586000 nope... didn't work, how do i force the OS to release contro\n", + "587000 is there a specific iso for linux netbooks? __eou__ er .. ne\n", + "588000 Linux 2.6.29.4 i686 GNU/Linux __eou__ __eot__ same, but with\n", + "589000 If you are using vmware, have you checked out: http://linho\n", + "590000 indus:ok __eou__ __eot__ : why don't you check backtrack web\n", + "591000 i just upgraded from 8.04 to 8.10 and all windows have lost \n", + "592000 please how could I fiix this: Authentication failed when i t\n", + "593000 can i remove pidgin and leave finch? or if i remove pigdin t\n", + "594000 does google labs from gmail work with ubuntu? __eou__ __eot_\n", + "595000 !ekiga | krishmish __eou__ __eot__ but will i be able to con\n", + "596000 while using my ubuntu i felt the need for some a desktop wid\n", + "597000 i don't even recognize linux anymore when i'm fiddling with \n", + "598000 python $file_name_you_want_to_run __eou__ __eot__ it says\" p\n", + "599000 hi, how to install ubuntu desktop, and uninstall xubuntu des\n", + "600000 is there an easy way, tool or utility, that can help me view\n", + "601000 how can i change my updatemanager to look for development re\n", + "602000 anyone know how to access mac user files on ubuntu? __eou__ \n", + "603000 !ot | joel_ __eou__ __eot__ ubuntu can be difficult it depe\n", + "604000 the ftp command returns error 500 Illegal port command __eou\n", + "605000 hey, my WLAN is not work, but the light is ON , here's the i\n", + "606000 re __eou__ any news xorg problem with ati old card and fglrx\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "607000 how do i create usb bootable drive from server (i386) iso? _\n", + "608000 anyone can help me with >>> this problem rndc: connect faile\n", + "609000 So which should I install, 32-bit or 64-bit? I've got a quad\n", + "610000 I thought the wine website had links to all old versions __e\n", + "611000 Can I remote start a laptop running ubuntu? __eou__ __eot__ \n", + "612000 neone have aspire one with them __eou__ aspire one __eou__ _\n", + "613000 how do i get usb working in virtualbox? in ubuntu 9.04 __eou\n", + "614000 If any one can help me that would be rad, I'm even will to t\n", + "615000 any opinion ,thanks but it's urgent __eou__ __eot__ i don't \n", + "616000 nice call ejv __eou__ __eot__ heheh, you in the market? :p _\n", + "617000 anyone aware of a 2.6.x live usb that is less than 60MB? __e\n", + "618000 I found this forum posting, http://ubuntuforums.org/archive/\n", + "619000 a lot of people use glade.. you might want some other packag\n", + "620000 can anyone help me with compiling programs that use qt? it l\n", + "621000 is there anyway to save the video in http://www.omroepflevol\n", + "622000 All the pages I am finding refer to creating your own USB im\n", + "623000 is there any way to read *.chm files __eou__ __eot__ chmsee \n", + "624000 Good evening. I'm looking for the most user friendly version\n", + "625000 How do I connect to a network share in Ubuntu? __eou__ How d\n", + "626000 hi all. whens 9.10 coming out? __eou__ __eot__ October 29th \n", + "627000 =\\ __eou__ I get the same error using VNC viewer (offical vi\n", + "628000 hey guys , is there extensions for chromium? __eou__ __eot__\n", + "629000 So I have python2.6 and scons both installed via package man\n", + "630000 has anyone here bought a computer from system76? I need to\n", + "631000 I got a question for Evolution E-Mail Client... How do you m\n", + "632000 found a petition to get shockwave on linux: http://tinyurl.c\n", + "633000 i cant make my ftp server work __eou__ been trying to get it\n", + "634000 any way to make the remote desktop active prior to login? __\n", + "635000 uhm, can anyone tell me how i can set a python script as my \n", + "636000 what are you trying to change the permissions of? sometimes\n", + "637000 or mplayer __eou__ __eot__ i just hate mplayer with a passio\n", + "638000 got any problem with sun jdk and koala? __eou__ __eot__ why \n", + "639000 hi everyone, so how is karmic? __eou__ __eot__ bit unfriendl\n", + "640000 hello __eou__ I've just updated my jaunty to karmic just now\n", + "641000 MaT , you have compiz effects enabled ? __eou__ __eot__ yes,\n", + "642000 what is with with this new release and the nvidia cards __eo\n", + "643000 i have courier-imap and sendmail running... and squirrelmail\n", + "644000 my sound system isn;'t working can anyone help> __eou__ it h\n", + "645000 hi all - I'm trying to ssh to a remote server, which is lock\n", + "646000 hey guys. i had an issue with installing ubuntu when it firs\n", + "647000 Hey guys, my system crashed and the mp4 player, the instant \n", + "648000 could anyone access win7 shared folders from karmic yet ? it\n", + "649000 !it | luis_ __eou__ __eot__ i think that was portuguese __eo\n", + "650000 ok I installed, ubuntu netbook remix on the second drive of \n", + "651000 Which version of Ubuntu are you using? __eou__ __eot__ 9.10 \n", + "652000 Hey guys Im about to wipe 9.10 for the more reliable 8.04.3 \n", + "653000 I have a RAID1 array and tested the redundancy by removing o\n", + "654000 i have an easy question, i have instaled karmic on my laptop\n", + "655000 how do I change file associations? I've tried changing the \n", + "656000 i have a new install of karmic. it comes with grub http://pa\n", + "657000 is there a text based web browser with javascript ability __\n", + "658000 Hello, can someone please help before I kill my self. All I \n", + "659000 I need HELP PLEASE :O RESET COMPIZ settings =( .... I alread\n", + "660000 Hello, I don't find flahs very stable using an 64bits oppera\n", + "661000 douglasawh-work: you could check the grub2 wiki page, i'm no\n", + "662000 anyone having problem with software enter in 64bit?? __eou__\n", + "663000 hi, I am trying to use the mail program to send e-mails to m\n", + "664000 hello i need some help, for some reason my wireless card is \n", + "665000 Sabre-night: it's a problem of Window XP i think, not of U\n", + "666000 I dl'd a avi file, but when i play it, I can see the start w\n", + "667000 hmmm.. __eou__ __eot__ http://tinyurl.com/2l4vlx __eou__ __e\n", + "668000 lol, I come to ask a question, I don't get it answered, but \n", + "669000 Anyone can help with touchscreen? __eou__ __eot__ did you ru\n", + "670000 did you install inside Windows? __eou__ does your machine wo\n", + "671000 is there a way to encrypt a home partition __eou__ i mean a \n", + "672000 yup ive installed XP first, only thing is XP got screwed up.\n", + "673000 does anyone know how do i kill apt-get? __eou__ __eot__ why \n", + "674000 question about keyboard. on win 7 or vista my num lock stay\n", + "675000 you see on rTorrent 0.8.6/0.12.6 i want to execute a comman\n", + "676000 ~/.local/share/rhythmbox/rhythmdb.xml might be what you are\n", + "677000 hello all. i just tried to format a new hard drive. i tried \n", + "678000 Hi, is there any way to get more virtual desktops in 9.10? I\n", + "679000 very stylish to f.ck up the system __eou__ __eot__ how come \n", + "680000 have a system running 9.1, altho hostapd is configed to star\n", + "681000 Linux is for dumb mentally retarded bitches who ate too many\n", + "682000 no sound in karmic... I only get sound in tvtime and nothing\n", + "683000 DD? __eou__ __eot__ yep __eou__ __eot__ \n", + "\n", + "684000 is there a version of ubuntu for homosexuals and lesbians? _\n", + "685000 how much swap would be optimal for a netbook with 1 GB RAM? \n", + "686000 how to install global equalizer on ubuntu??? __eou__ how to \n", + "687000 that tomato is great ! __eou__ __eot__ agreed, much better t\n", + "688000 is there some kind of plugin to allow me to view quicktime v\n", + "689000 can you still use unetbootin if you don't have ANY OS on you\n", + "690000 Would anyone be able to recommend a good virtual ISO tool fo\n", + "691000 I always used samba to access windows network shares, how el\n", + "692000 so what if the Eskimos have 200 words for snow ?! how many m\n", + "693000 guys, can anyone help me, sort this out. Im helping a friend\n", + "694000 Can anyone tip me on annother more user friendly program tha\n", + "695000 I will give someone a high five if they can tell me how to t\n", + "696000 hey, commands scheduled via \"at\" aren't working.. any help? \n", + "697000 on grub press e __eou__ __eot__ And add the params to the en\n", + "698000 I have an iso for installing ubuntu. I want to install it on\n", + "699000 anyone know a good windows password recovery tool? __eou__ _\n", + "700000 ummh, I just installed Ubuntu 10.04 Beta 2 __eou__ after ins\n", + "701000 what command will give me the default gateway ip? __eou__ __\n", + "702000 when it was released __eou__ why do they make new release ve\n", + "703000 how do i get my box to allow me to install linux-restricted-\n", + "704000 Where can I get a torrent file for the 32-bit server edition\n", + "705000 Hi. Just updated to 10.04, and I've noticed that all apps i\n", + "706000 Anyone have experence with the mx5000tools? When i perform a\n", + "707000 No Reflex: there is a delay after the grub screen disappears\n", + "708000 How do I install a tarball? __eou__ !tty h00k __eou__ __eot_\n", + "709000 Maybe this:> http://www.pendrivelinux.com/ __eou__ __eot__ d\n", + "710000 I have my ubuntu box setup as a wireless router, what would \n", + "711000 hi all ! how to print in black&white on lucid 10.04 ? thanks\n", + "712000 hi, i recently switched to HDMI display (HD5850 + Samsung 24\n", + "713000 why just install lucid __eou__ __eot__ why don't you scrollb\n", + "714000 what is the best way to reconfigure X autodetecting my video\n", + "715000 unable to find a medium containing a live file system __eou_\n", + "716000 do i need an itunes account to install apps on my ipod touch\n", + "717000 say, whenever i type in my \"sudo password\", i get to use sud\n", + "718000 what? __eou__ that doesnt look right __eou__ __eot__ you rig\n", + "719000 Glad to see you using Ubuntu, :) Thanks, :) I personally lik\n", + "720000 Hi networking issue in Ubuntu 10.04LTS: http://pastebin.com/\n", + "721000 Hi, im trying to install ubuntu with a original cd (shiped b\n", + "722000 does anyone know of a fix for the volume slider on mplayer, \n", + "723000 hello, quakelive sometimes leaves my gamma setting changed l\n", + "724000 How-to run X windows system without nvidia and nouveau drive\n", + "725000 hello. i have a file name \"libstdc++.so.5\". if i want to \"\n", + "726000 anyone tried ubuntu one __eou__ is it any good __eou__ anyon\n", + "727000 nope.. still no wlan configuration.... ugh __eou__ lspci sho\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "728000 how do you change where the window manager buttons are? For \n", + "729000 anyone know how i can join an image + mp3 for youtube. i in\n", + "730000 Hi Ubuntu pros. I'm teaching some talented youngsters basics\n", + "731000 hey my web home page has just been changed to start.ububtu \n", + "732000 How can i found the hostname of specific IP? is any command?\n", + "733000 I want to make another user that is not an administrator abl\n", + "734000 none? __eou__ __eot__ none what??? __eou__ __eot__ kernels i\n", + "735000 what hardware do the developers recommend? is there a list \n", + "736000 i want an image viewer sub console __eou__ can any one help \n", + "737000 Is there a way to change username in ubuntu 9.20 __eou__ 9.1\n", + "738000 narf!@ __eou__ ja, im also troubleshooting display driver is\n", + "739000 Can anybody help me remove compiz completely from terminal, \n", + "740000 How do I remove an Fstab entry if ubuntu won't boot? __eou__\n", + "741000 Assuming a lot of users are using xchat... question: what do\n", + "742000 can somebody help me __eou__ How do they make cds and dvds a\n", + "743000 How can I determine if the program Rhythmbox depends on Avah\n", + "744000 I am having a problem with virtual box. I am running ubuntu \n", + "745000 Hi, where is the hosts file in ubuntu? My computer is acting\n", + "746000 hello, i get \"dpkg: dependency problems prevent configuratio\n", + "747000 hello __eou__ has anyone a tutorial, how I can install ubunt\n", + "748000 I just finished upgrading to 10.10. When I start Ubuntu, it \n", + "749000 Eughhh people, I just deleted a partition and I accidentally\n", + "750000 is there a certain way to install icons? __eou__ __eot__ put\n", + "751000 Werner_: kneaux_: just.. 'halt' __eou__ __eot__ you're right\n", + "752000 hey guys, I just reformatted my flash drive, and it had a lo\n", + "753000 i just popped whats supposed to be a 2gb stick of ddr2 memor\n", + "754000 please help, when trying to do an in windows install of ubun\n", + "755000 hello, can I ask kubuntu questions here as well? __eou__ myr\n", + "756000 Hey, I have redirected a port using iptables. It doesn't wor\n", + "757000 Hi, I'm trying to enable SCIM for Japanese input (on a US ke\n", + "758000 yeah __eou__ I have a problem.. Can any1 fix this __eou__ m\n", + "759000 can someone help me with audio conversion? i've tried every \n", + "760000 Are there any downsides to using 64-bit Ubuntu? I'm particul\n", + "761000 Can anyone suggest a good tutorial on how to back up your ho\n", + "762000 NOOOOO! I just upgraded to maverick and the stupid garbled \n", + "763000 \u001c", + "\u001c", + "\u001c", + "\u001c", + "Anyone has a recommendation for a good wireless router t\n", + "764000 Does anybody know why the kernel names the sound card interf\n", + "765000 what is nautilus elementary? __eou__ __eot__ i more sleek ve\n", + "766000 it does __eou__ __eot__ i'm trying to rotate these .movs and\n", + "767000 anyone know how to force detect usb drive ? __eou__ __eot__ \n", + "768000 it's rather irritating that my isp won't let me hook up a mo\n", + "769000 wont that change his uuid for that partition? __eou__ __eot_\n", + "770000 Can I create a custom LiveDVD of Ubuntu 10.10 that maps /hom\n", + "771000 anyone try the netbook version of 10.10? __eou__ __eot__ i'm\n", + "772000 Anyone know a best tutorial for learning the Linux Kernel 0.\n", + "773000 how would i connect my xbox 360 to my pc via ethernet? i wan\n", + "774000 you can also look for GUI's to do that __eou__ __eot__ where\n", + "775000 does passwords and encryption keys support hkps? __eou__ __e\n", + "776000 still trying to install 10.10 on my Revodrive X2. Any help? \n", + "777000 alright, I'm having some trouble installing an rpm.bin file.\n", + "778000 Hello. After upgrading to 10.04 from my 9.10, Everything wor\n", + "779000 If I do \"cd ~/long/path/name\" and then \"./foo\" the applicati\n", + "780000 Hello could someone tell me how to get Samsung ML-1640 to pr\n", + "781000 If I want to install Ubuntu and have two monitors on the sam\n", + "782000 Hi. What's the WINE channel? __eou__ __eot__ #winehq __eou__\n", + "783000 how can i find my DVD directory ????? __eou__ how can i find\n", + "784000 Hai - How can I 'rm -r' all directories created on a given d\n", + "785000 hey guys can someone help me out? __eou__ __eot__ Ask away a\n", + "786000 my numpad on my keyboard isn't working at all on my USB inst\n", + "787000 Is lubuntu using ubuntus logo? __eou__ But i can see all fil\n", + "788000 when i do 'sudo ps aux|grep mysql' -- it doesnt find any mys\n", + "789000 how would i get the memory usage (in MB) for a program and p\n", + "790000 exactly :) __eou__ nick? __eou__ __eot__ hm? __eou__ nick? _\n", + "791000 '~$ sudo e2fsck -c /dev/dsa7' asks me: \"Clone multiply-claim\n", + "792000 Im trying to add a font on a ubuntu server to be picked up b\n", + "793000 do you mean in the terminal? or to paste here __eou__ __eot_\n", + "794000 anyone willing to answer few noobish questions..Im moving fr\n", + "795000 when you say home lan are you talking about like... a hop be\n", + "796000 hi to all...where to find that fancy aquarium wallpaper :) _\n", + "797000 Configuring SDL-mixer, it tells me I don't have SDL 1.2.10 o\n", + "798000 for counter in $(seq 1737 1857); do wget blah && unzip blah\n", + "799000 how can i show where apt-get will install some packge? __eou\n", + "800000 Hi I'm hoping someone here can point me in the direction of \n", + "801000 can someone tell me how to bridge connections in ubuntu?? __\n", + "802000 hi, I have a dual boot between win7 and ubuntu.. is it possi\n", + "803000 clamav/clamtk is enough __eou__ if you really need one __eou\n", + "804000 FF4 is a lot faster than FF3 __eou__ there's no reason to st\n", + "805000 you can't even get 50gigs of mem without getting something c\n", + "806000 why would a chip could be blacklisted? __eou__ __eot__ Some \n", + "807000 iam looking for a mediaplayer with a internet radio browser \n", + "808000 what's a recovery partition? __eou__ __eot__ your speaking w\n", + "809000 Hi guys. __eou__ I'm having an issue with connecting to the \n", + "810000 erm... guys, I'm trying to reinstall my ubuntu system. Right\n", + "811000 does anyone know where I can find some help for pureftp? __e\n", + "812000 is there a way to force ubuntu to use a specific display res\n", + "813000 how do i force apt-get to rebuild its installed packages lis\n", + "814000 PLEASE FIX \"WWW.UBUNTU.COM\" WEB SITE ... ! __eou__ PLEASE FI\n", + "815000 Can you please help me fix Ubuntu? __eou__ Can you help me w\n", + "816000 Trying ubuntu 10.10 from cd on laptop,gets the message\"fdevi\n", + "817000 anyone? __eou__ experience with aws? __eou__ __eot__ #ubuntu\n", + "818000 Can I install things in another language if my Ubuntu is Eng\n", + "819000 hi all __eou__ there is a way to disable plymouth at boot? _\n", + "820000 anyone know where I can run code that runs before xorg does?\n", + "821000 So it's a wired connection, wicd says I'm connected, but can\n", + "822000 what do i do if i installed a printer and it shows its conne\n", + "823000 hello everyone, i was wondering if there was any way to prev\n", + "824000 Hey guys, I want to cut a portion of a music, .mp3 file. Wha\n", + "825000 i upgraded a few servers from 10.10 to 11.04 some time ago, \n", + "826000 right click on panel>Add to panel> notification area, I hope\n", + "827000 This isn't really an issue, but does anybody know why I get \n", + "828000 does it work in cheese? __eou__ __eot__ likea charm __eou__ \n", + "829000 DOES ANYBODY PLAY FREESTYLE STREET BASKETBALLL? __eou__ wow \n", + "830000 To run Ubuntu 11.04 how much RAM is needed to make it enjoya\n", + "831000 anyone know where chromium stashes it's profile info? __eou_\n", + "832000 i know, i know, ask me! :P __eou__ __eot__ pagefile __eou__ \n", + "833000 Hi, could anyone help me? I'm get trouble on setup printer s\n", + "834000 I don't see 10.04 (non-LTS) on this page: https://wiki.ubunt\n", + "835000 how do play movies with mplayer on your desktop, if you teln\n", + "836000 thank Ileden __eou__ still says readonly file __eou__ i did \n", + "837000 hey, im trying to make my webcam and micro (netbook) work on\n", + "838000 Question .. in ubuntu .. my terminal and other windows keep \n", + "839000 He's looking for his iphone __eou__ __eot__ i know, just wan\n", + "840000 how do you run a program in terminal that allows you to exit\n", + "841000 Is there any software to make autotune music? __eou__ __eot_\n", + "842000 he meant me :P __eou__ __eot__ :) __eou__ then you're typing\n", + "843000 I have two ubuntu boxes on a home network, how can I allow m\n", + "844000 isnt working:/ __eou__ i could really appreciate some help r\n", + "845000 How come every time I try to do an upgrade to natty that inc\n", + "846000 where's the \"advanced\" button for 11.04? I need to specify\n", + "847000 anyone know if its possbile to make it, so when a program is\n", + "848000 Hey All, My Deluge is Acting Funny. Lately it's been Hanging\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "849000 how can I change the time format on the login screen to be 2\n", + "850000 th0r/Phoenix87: I suppose it's just the package removal righ\n", + "851000 hi are the security updates really required. it asks me to d\n", + "852000 ok guys when i'm tryin to wget and the url has spaces in it.\n", + "853000 a terminal program wants me to enter some stuff from the key\n", + "854000 here is some dmesg output that shows the device being recogn\n", + "855000 Tried to find the source code online with google but there d\n", + "856000 Hi! I'm using Ubuntu 11.10 and printer HP 1020. When I plug \n", + "857000 anyone tried kubuntu? __eou__ i'm trying to decide if i want\n", + "858000 Er, what? ctrl+alt+delete would just reboot. You mean back\n", + "859000 Hi everyone, I recently have written a few program and I pla\n", + "860000 this is just a general question, but does anyone have a reco\n", + "861000 hi. Is there a way to tell apt-get/aptitude to upgrade from \n", + "862000 your locale is also messed up. you should try and fix that w\n", + "863000 hello everyone __eou__ I'm trying to ssh into a linux machin\n", + "864000 ya thats what i need. whatever happened while booting. __eou\n", + "865000 can someone please check what version of gcc is default on o\n", + "866000 Hi, I'm wondering when I'm using something like tty1, if it'\n", + "867000 !patience | psychognite __eou__ !details | georgetso __eou__\n", + "868000 can anyone help me with imagemagick's convert command? __eou\n", + "869000 how do I switch to a console login? __eou__ __eot__ ctrl+alt\n", + "870000 If I have a personal development machine, and another machin\n", + "871000 hi __eou__ my vpn-server has multiple IP addresses so when I\n", + "872000 add an entry with nopasswd ether-wake for your user to /etc\n", + "873000 what problems to expect if I add 11.10 repos to a 9.04 serve\n", + "874000 i'm fairly certain i have a virus __eou__ all of my contacts\n", + "875000 any good editor in ubuntu like dreamweaver ??? __eou__ desig\n", + "876000 http://blog.anselmbradford.com/2008/12/24/what-is-the-signif\n", + "877000 how do i reset unity __eou__ its not seeing my applications \n", + "878000 On older versions of Linux, you had the text-based GRUB menu\n", + "879000 it's not always easy to know whether or not you're installli\n", + "880000 Hello, how is everyone? I had a quick question troubleshooti\n", + "881000 Hey, quick problem. Can't get cmus to work, __eou__ doesn't \n", + "882000 if you press Ctrl-Alt-F1? __eou__ __eot__ yes no terminal _\n", + "883000 The user history should do that, it will be located in /home\n", + "884000 If I can PXE boot my Remote server as it hosts up a VNC serv\n", + "885000 if the SATA cable fell (melted) off of a harddrive while it \n", + "886000 chroot jail? only time you change root is if you more a whol\n", + "887000 Is there a good tutorial on how to set up a secure server? I\n", + "888000 yes __eou__ __eot__ with acceleration, unity and stuff? __eo\n", + "889000 !eol | bigterd __eou__ S/upgrade/change __eou__ __eot__ actu\n", + "890000 What's the best way to use ubuntu without changing the boot \n", + "891000 is there a way to change the ALT button to something else (l\n", + "892000 in case anyone answered my question while i was timing out, \n", + "893000 this system does not support openGL @@@@@@@@@@@@@@@ \n", + "894000 how to exite from telnet? __eou__ __eot__ try ctrl+d __eou__\n", + "895000 has anyone helped you yet? __eou__ __eot__ no :( now I've go\n", + "896000 hi, how can I encrypt a file or a directory ? __eou__ __eot\n", + "897000 So I have a question. I am currently SSH'ing into a machine,\n", + "898000 Will a new user notice much of a difference between the KDE \n", + "899000 hello everyone. I concluded there was no Mono package in Ubu\n", + "900000 what do u code in? __eou__ __eot__ C++ __eou__ __eot__ ah k.\n", + "901000 In terms of stability, I would say it is up there with other\n", + "902000 hi :) __eou__ I am new user of Ubuntu and I trying get Totem\n", + "903000 holy crikey __eou__ xcompmgr makes xorg run sloooow hehe __e\n", + "904000 Famous last words... __eou__ \"Ubuntu is the best distro I've\n", + "905000 I've installed another window manager (blackbox), made a fil\n", + "906000 grrr. grub error 18 __eou__ max cyl exceeds the max supporte\n", + "907000 how do i change the file permissions for a folder so that an\n", + "908000 Help! My machine is running an ATI Radeon All-in-wonder, an\n", + "909000 can anyone here tell me what versions of alsa-base and libas\n", + "910000 sheesh __eou__ how hard is it to find a silly background __e\n", + "911000 Hi all, I am trying to configure a kernel and I am getting t\n", + "912000 lo all __eou__ anyone knows why ubuntu started ignoring my p\n", + "913000 Does anyone here use Hoary and AMD64 with Nvidia X drivers a\n", + "914000 Hello people __eou__ Is windows listed as a boot option? __e\n", + "915000 hoary is about stable enough for a release? __eou__ why am I\n", + "916000 and grogoreo and gratuit: DUDE __eou__ and grogoreo and grat\n", + "917000 lol nice beggining for that sentence __eou__ In fact it'd ma\n", + "918000 Will package updates for hoary go into hoary-updates and hoa\n", + "919000 hi all. sorry, asked this question last night but fell aslee\n", + "920000 I did a clean install of Hoary 5.04 the day it was released \n", + "921000 which reason are there that sudo iwlist wlan0 scan return No\n", + "922000 hello .... is there an Ubuntu package for egroupware ? __eou\n", + "923000 Im having deep problems guys =/ I changed my user and root p\n", + "924000 is there any on the mplayer site? __eou__ __eot__ there is b\n", + "925000 Yes, but that's problematic. The only other CD writer in the\n", + "926000 hi, is it ok to ask n00b questions here? __eou__ i just wack\n", + "927000 How do you uninstall a program you installed from binary .sh\n", + "928000 so, my system hangs during startup at the \"Loading ...\" prom\n", + "929000 I need help with uninstalling GRUB and/or Ubuntu so windows \n", + "930000 thank you __eou__ __eot__ I'd kill my computer within a day.\n", + "931000 well __eou__ i just did gbic __eou__ you don't listen __eou_\n", + "932000 i have installed ubuntu 5.04 (hoary hedgehog) on my Apple iB\n", + "933000 has anyone had the 99% cpu issue? where your cpu is suddenly\n", + "934000 hello __eou__ hi, i was wondering if there is a complete new\n", + "935000 is there a way to turn on automount ? __eou__ I mean eject s\n", + "936000 !2**32 -1 __eou__ that __eou__ halfbaked 32bit poo __eou__ c\n", + "937000 googling for Thunderbird /var/mail gives some possibly usefu\n", + "938000 hey, folks, I have the most BIZARRRRRE problem you've ever s\n", + "939000 nvidia-glx isn't going to do much good without the kernel dr\n", + "940000 meep: Preferences, Audio... then click the Advanced Options \n", + "941000 what are some fun applications to keep my bored ass entertai\n", + "942000 so what's the difference between \"Erease entire disk\" and \"E\n", + "943000 My sound isn't working anymore. I installed a few updates ye\n", + "944000 is there a guide to using a custom kernel in ubuntu ? how wo\n", + "945000 how does ubuntu handle proprietary thing like codecs and dri\n", + "946000 I'm having trouble with a dual monitor setup and xinerama...\n", + "947000 symlink it and see what breaks :p __eou__ heh don't do what \n", + "948000 i can not figure out how to install real player __eou__ it w\n", + "949000 what are you talking about? reinstallation doesnt fix gpgerr\n", + "950000 no, w32codecs aren't in multiverse or universe __eou__ __eot\n", + "951000 I have alsa with oss support installed, but it seems that th\n", + "952000 Hello there. Is it possible to install ATI fglrx drivers as \n", + "953000 hi. when will ubuntu have x86_64 support? __eou__ im new to \n", + "954000 Hi, I re-intalled my Ububuntu system on hda9 for upgrade to \n", + "955000 hi all, anyone here used automatix __eou__ ? __eou__ i wanna\n", + "956000 can anyone recommend a good wireless connection manager __eo\n", + "957000 Can anyone tell me why when I click a link sometimes in Mozi\n", + "958000 :P __eou__ !tell chris__ about repositories __eou__ __eot__ \n", + "959000 but aparently a pretty old one... __eou__ it was created yes\n", + "960000 Does anyone know how to change the default display manager f\n", + "961000 I know my firestarter shows up on services since I started i\n", + "962000 I have a user 'ftp' in which I login to my ftp....how can I \n", + "963000 Everytime I bang on my desktop table my computer restarts! _\n", + "964000 by mistake I put my top menu bar to the bean, how do I take \n", + "965000 if one doesn't need Firefox downloadwindow... :P __eou__ whe\n", + "966000 How come Fluxbox's running very bad on my Ubuntu Laptop :( ?\n", + "967000 ok how do i turn off automounting in ubuntu ? what do i edit\n", + "968000 can somone help me, i have a folder with install-sh and conf\n", + "969000 how big is the xubuntu-desktop package? __eou__ __eot__ not \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "970000 hello all __eou__ i just installed ubuntu... and it never as\n", + "971000 are there any graphics promreams for gnome good for a quick \n", + "972000 how do I run programs that I'm not able to run by just enter\n", + "973000 hi! could someone tell me how to get started with postfix? I\n", + "974000 Hello. __eou__ I am new to linux. Can any one help with a to\n", + "975000 yes nero __eou__ I burned it with Nero __eou__ a data disk _\n", + "976000 witch program lloks like winamp , or does what winamp used t\n", + "977000 the root pass isn't lock __eou__ __eot__ ? __eou__ __eot__ \n", + "\n", + "978000 I think \"dpkg --list\" gives all installed packages, and ther\n", + "979000 anybody tried the new ati drivers? 8.23.7? much improvement \n", + "980000 ok this is frustrating. __eou__ trying to find a good media \n", + "981000 hahaha nice. Photoshop 7 CAN be installed using wine. __eou_\n", + "982000 just sitting here doing nothing.. slowly watching Firefox ea\n", + "983000 !What do i type in terminal to move files from one computer \n", + "984000 i am installing a Perl web application called Twiki, where s\n", + "985000 ... upgrade through synaptic/apt-get as well? __eou__ upgrad\n", + "986000 hi __eou__ I am trying to figure out how to convince either \n", + "987000 hi. I'm on Breezy 5.10, and I was wondering how I can instal\n", + "988000 hello, i need some help regarding screen resolution in ubunt\n", + "989000 I have most of the gstreamer plug-ins installed including gs\n", + "990000 my ubuntu has a strange behaviour: all my mc (midnight comma\n", + "991000 How do I chmod? __eou__ __eot__ carefully __eou__ __eot__ =\n", + "992000 hi... I have a problem... I exited game and my resolution st\n", + "993000 okay im back in X, now how can I reconfigure my nvidia? __eo\n", + "994000 Anyone with experience of gdesklets? I would like to change \n", + "995000 boy is frostwire buggy for me __eou__ __eot__ Isnt it slow? \n", + "996000 How do I get a higher resolution in text-consoles __eou__ __\n", + "997000 I've been trying the past hour or two and I can't mount //La\n", + "998000 does anyone know where i can get info about remote x11 login\n", + "999000 i'm looking for 3Com 3CXFE575BT Lan linux driver __eou__ __e\n", + "1000000 any networking help available? __eou__ __eot__ what kind of \n", + "1001000 I think I just totally hosed the windows partition on my pc \n", + "1002000 has anyone got SATA or SCSI hard drives/optical drives? __eo\n", + "1003000 us poor poor linux users lol __eou__ ;) __eou__ __eot__ cons\n", + "1004000 I don't know if this is the right room to ask this sort of q\n", + "1005000 hi, I am trying to use iptables to forward port 3389 to 192\n", + "1006000 I press \"Finish partitioning and write changes to disk\" and \n", + "1007000 I think its an issue with jack audio stuff. __eou__ __eot__ \n", + "1008000 sudo dpkg-reconfigure locales? __eou__ __eot__ I said, I try\n", + "1009000 can soemone help me with installing Openoffice.org, I am get\n", + "1010000 can some one tell me where I can get some `bind` help?! __eo\n", + "1011000 yes, they are updated __eou__ it has been 4 days, and my .co\n", + "1012000 majority of stuff runs within the linux32 wrapper __eou__ I'\n", + "1013000 please __eou__ I cannot get my floppy drive to be read. __eo\n", + "1014000 !msg the bot __eou__ __eot__ libghf.a is part of the source \n", + "1015000 heya folks __eou__ how 'usable' is the edgy eft? __eou__ __e\n", + "1016000 has anyone experienced apt-get hang after fetching? __eou__ \n", + "1017000 Well, logging in as root is a bad idea in the first place __\n", + "1018000 I'll want to take a look at /etc/X11/xorg.conf, the Monitor \n", + "1019000 can u do the same with desktop cd ? __eou__ __eot__ Nope. __\n", + "1020000 hey guys, is your firefox able to open this page : http://en\n", + "1021000 only dvds seem to work __eou__ __eot__ does it tell u the er\n", + "1022000 !upgrade > D13GU, __eou__ __eot__ apt-get --dist-upgrade? _\n", + "1023000 does anyone know of a way to have a PDF printer in Ubuntu? _\n", + "1024000 wtf? __eou__ __eot__ sun java is opensourced __eou__ __eot__\n", + "1025000 Question: why all drop down menu's are behind flash when vie\n", + "1026000 I just wanted to say that i have been running windows on top\n", + "1027000 sftp __eou__ __eot__ what is the ssh copy command again ? __\n", + "1028000 hi, it's about the 'sed' command, basically I need an extens\n", + "1029000 *** Does anyone know if it is possible to simply Run a game \n", + "1030000 Is beryl a window manager or a desktop environment? Will fe\n", + "1031000 sladen, what is a .bin file? what is a .cue file - *nix doe\n", + "1032000 whats the best way to go about completely wiping out my comp\n", + "1033000 Hey all. I have a window's program I need to get working on \n", + "1034000 Is it possible to do a reinstall of ubuntu and this time en\n", + "1035000 Hello, can someone please tell me of a way I can play DVD's \n", + "1036000 I have this strange problem. I just finish moving my old fil\n", + "1037000 i think thats the same thing. __eou__ __eot__ What is the sa\n", + "1038000 how do I resize my ubuntu/linux partition with gparted? It's\n", + "1039000 ... __eou__ __eot__ pureftp with pureadmin, ought to work fo\n", + "1040000 anyone have any suggestions on my raid issue? __eou__ __eot_\n", + "1041000 this is how is looks: kernel /casper/vmlinuz boot=casper p\n", + "1042000 what programs check hard drives at the startup??? __eou__ __\n", + "1043000 dopewars is a big timesink for me __eou__ so is frozen bubbl\n", + "1044000 what would cause my mic to work fine outside of teamspeak an\n", + "1045000 its not appearing in the packages list __eou__ as a beginner\n", + "1046000 NTFS is better than FAT32, but its Linux write support is st\n", + "1047000 Hmm. __eou__ Where is xorg.conf? __eou__ __eot__ whereis xor\n", + "1048000 crdlb--im actually trying to find out where this \"world of w\n", + "1049000 Why does /etc/init.d/apache2 fail to start apache2 AND print\n", + "1050000 Jesus >.< How many things was that command? __eou__ __eot__ \n", + "1051000 i dont mind the grub menu but i was just seeing if i could d\n", + "1052000 hello. do you guys know of a way to set a proxy only for a s\n", + "1053000 wheeeee!!! __eou__ __eot__ In my expereince, people have ver\n", + "1054000 My friend has an Ubuntu Server, and he would like to configu\n", + "1055000 evening all.... __eou__ Let me preface my question: yes, I'v\n", + "1056000 which project that allows windows programs to be run in linu\n", + "1057000 arac7000 I mean from banshee __eou__ I have the files in tha\n", + "1058000 having trouble connecting to anything but PORT 3389, changed\n", + "1059000 Is the text based installer for ubuntu available on the stan\n", + "1060000 I'm using Ubuntu Server, and randomly the server will power \n", + "1061000 did you get your answer about avahi-daemon? did you check \n", + "1062000 I can't get any sound to work in flash 9 plugin in edgy. Can\n", + "1063000 what __eou__ can u tell me IRC channel where i can ask this \n", + "1064000 Can anyone please assist me with setting up SoundBlaster Aud\n", + "1065000 any one help on running/installing a jar file? __eou__ Andre\n", + "1066000 hammedhaaret__: __eou__ (oops, didn't mean to hit enter) __e\n", + "1067000 in case you missed it __eou__ __eot__ I did miss it, I'm lag\n", + "1068000 use the ubuntu guide to install it (google the guide) __eou_\n", + "1069000 Hello, is there any application converting .mp4 files to .3g\n", + "1070000 Hi, anyone here who have tried the simulator flight gear? __\n", + "1071000 is there a function in some irc client, wer you get to set a\n", + "1072000 How do I decide how much space to partition for /usr, /var, \n", + "1073000 hi everyone. can i change my apt sources.lst to ubuntu and \n", + "1074000 Hi im driving crazy, I want to disable the tapping of my tou\n", + "1075000 hey, how come i cannot install rpm files? with rpm installed\n", + "1076000 hi....is there an audio recorder in ubuntu that can record l\n", + "1077000 hey, i'm suddenly (the last few days) experiencing crashes w\n", + "1078000 Hi everybody! Does anyone know how to get WPA2 working in 7.\n", + "1079000 you can also try mplayer or vlc __eou__ __eot__ tried both o\n", + "1080000 hey i tried ubuntu live cd, and its fairly decent speed. can\n", + "1081000 __eou__ oops __eou__ __eot__ Its scag here __eou__ __eot__ \n", + "1082000 if the answer could be given by \"factoids\" there could just \n", + "1083000 Anyone want to see my new desktop? __eou__ __eot__ show me _\n", + "1084000 Do you have to type all this to make a box with a button in \n", + "1085000 I need help how to restart iptables __eou__ I centos this co\n", + "1086000 Can I get the mouse wheel to change workspaces? __eou__ Can \n", + "1087000 I am running Ubuntu server edition - wher can I find my USB \n", + "1088000 can anyone tell me how can anyone tell me how I can make the\n", + "1089000 has anyone else noticed that the splash screen progress bar \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1090000 why shouldnt I use -j3 when compileing a kernel with debian/\n", + "1091000 how i make a hard drive totally blank __eou__ __eot__ apt-ca\n", + "1092000 \"nu tu ubuntu\" = i'm a n00b with Ubuntu __eou__ :) I'm n\n", + "1093000 Hi I'm having problems compiling fwbuilder-2.1.14 . Getting \n", + "1094000 Is there a way to only have 1 instance of VLC like in window\n", + "1095000 how to restart that nautilus?? __eou__ __eot__ you mostliky \n", + "1096000 !hardware __eou__ best look there RAdams __eou__ __eot__ tha\n", + "1097000 Hi __eou__ Hmmmm I need hel please __eou__ I install ubuntu \n", + "1098000 o man this is annoying :| __eou__ i hav ea widescreen tv and\n", + "1099000 for some reason I keep getting an error window popping up th\n", + "1100000 hello, mrxvt doesn't have any accents, how to add them pleas\n", + "1101000 hmm, i actually can't seem to find much info on update manag\n", + "1102000 this may be a really stupid question but does anybody know i\n", + "1103000 Hi, I've just upgraded to Gutsy, and when I load up gnome th\n", + "1104000 is there a log I can watch while the ubuntu process tries to\n", + "1105000 can`t make it booting into xp :( __eou__ i added chainloader\n", + "1106000 how can I manually re-load the partition table so the system\n", + "1107000 is it just me or have they been no updates for gutsy in a wh\n", + "1108000 screen is very powerful stuff __eou__ __eot__ I think I migh\n", + "1109000 ;) __eou__ anyone know about grub error 18? __eou__ __eot__ \n", + "1110000 is there a way for ubuntu to pass on the options passed duri\n", + "1111000 Varka.. another thing im having a problem with is getting th\n", + "1112000 Hey guys something is really bogging down my ubuntu system a\n", + "1113000 hi __eou__ my Broadcom 43xx wireless drivers will not correc\n", + "1114000 can anyone help me with this : whenever i play any videos, i\n", + "1115000 anyone here understands assembly??? __eou__ anyone here unde\n", + "1116000 I have a volume problem on a Toshiba lap top, anyone able to\n", + "1117000 I have some major concrens about ubuntu __eou__ well just 2 \n", + "1118000 start your proxy __eou__ __eot__ the proxy is running. __eou\n", + "1119000 I have a cron tab to >> stuff to a file however it ends up a\n", + "1120000 am i here? __eou__ nice __eou__ how can I change the IP-addr\n", + "1121000 How can I convert \".3gp\" (cell phone clips) files to other f\n", + "1122000 hmm __eou__ Do you guys know why I cant see my userlist on x\n", + "1123000 sexopter: It is due to a xorg update released earlier __eou_\n", + "1124000 how do i get into the long wizzard to reconfigure my keymap \n", + "1125000 Does anybody know of a workaround or fix for the apparent bu\n", + "1126000 Can we run Mac programs on ubunut? __eou__ __eot__ not that\n", + "1127000 Is there a form of ubuntu I can put on my old Mac G3? __eou_\n", + "1128000 hi there __eou__ i need some help __eou__ yes sure __eou__ 1\n", + "1129000 Hi, i have connected usb cd drive to my laptop, in \"tail -f \n", + "1130000 hello all, could I get some help to reduce the memory usage \n", + "1131000 !installguide | qwerkus __eou__ this room is dead today __eo\n", + "1132000 when i type $ locate on the shell it doesn't seem to search \n", + "1133000 hi all.....two worrisome things. Sometimes my computer woul\n", + "1134000 I'm using 8.04, and I have a problem with, shares-admin, ser\n", + "1135000 Is OO.o going to support docx soon? __eou__ !docx __eou__ __\n", + "1136000 Krusader __eou__ how do you change the default ubuntu icon o\n", + "1137000 i'm trying to run eclipse __eou__ which java package should \n", + "1138000 hey guys __eou__ is it possible to have multiple filesystems\n", + "1139000 what if i install xubuntu-desktop from gnome session __eou__\n", + "1140000 does linux only live because it can reap the rewards of the \n", + "1141000 anyway, tahts not my issue __eou__ can you help me get it so\n", + "1142000 someone just hacked my linux website (not fully developed), \n", + "1143000 everything I am reading is pointing me to some kind of bios \n", + "1144000 i have a question you guys may be able to answer __eou__ why\n", + "1145000 which one is the best codec to handle with avi video file? _\n", + "1146000 there is firefox-2 on Hardy __eou__ __eot__ really. Where _\n", + "1147000 Anyone have any experience getting a FireGL v3100 card worki\n", + "1148000 can someone here please check if the new Ubuntu Hardy shippe\n", + "1149000 how do i check and see what all drives are mounted from the \n", + "1150000 do you need compiz fusion to use avant-window-manager? __eou\n", + "1151000 shadu: hmm. is it plugged in now? __eou__ __eot__ yeah i've \n", + "1152000 did you get an answer to your question? I've been trying to\n", + "1153000 can anyone tell me why a fresh ubuntu image wont boot? __eou\n", + "1154000 STUPID QUESTION: sorry - sorry i am running on compromised b\n", + "1155000 phoenix: \"syntax on\" __eou__ phoenix (colon first) __eou__ _\n", + "1156000 hello __eou__ can anyone help me? __eou__ I'm currently usin\n", + "1157000 does anyone know why when I enable my NVIDIA driver after I \n", + "1158000 rampageoberon: yes well i looked online and it seems the on\n", + "1159000 hello __eou__ is it possible to rsync files only a specific \n", + "1160000 hey ... when I mount my iPod the only user that can write to\n", + "1161000 hi guys __eou__ __eot__ hey __eou__ __eot__ : you know any g\n", + "1162000 im trying to emulate a server install using the desktop disc\n", + "1163000 I have 512MB RAM, should I get Ubuntu-Desktop or Kubuntu? __\n", + "1164000 Do you have to be in root/sudo to use #sh? __eou__ According\n", + "1165000 i like opera... web browser - mail client - chat client - pl\n", + "1166000 ok, my internet sucks xD! so, again: how can I enable Stealt\n", + "1167000 hey i was wondering how ppl would respond rapidly wen we pos\n", + "1168000 could be several reasons, but most likely is some package ne\n", + "1169000 hey guys i would like to know how can i connect my pc to my \n", + "1170000 can anyone here help me with sudo in ubuntu? __eou__ how do \n", + "1171000 is there a google search applet that i could add to my deskt\n", + "1172000 temporarily rename ~/.songbird , if there is such a file __e\n", + "1173000 guys if i install virtualbox with window$ cand i play in it?\n", + "1174000 i downloaded from http://cdimage.ubuntu.com/releases/hardy/r\n", + "1175000 hello everyone __eou__ does anyone know of a good software t\n", + "1176000 How can i use a different partition as my home folder? can i\n", + "1177000 for example... I do wanna take a sceen shot and send you. Th\n", + "1178000 installing gspca-source got logitec webcam going __eou__ __e\n", + "1179000 trying to mount an ext2-formatted SD card (in a USB adapter)\n", + "1180000 I'm having trouble with 'GRUB Error 21' in Ubuntu on startup\n", + "1181000 hello, how do I go about telling my computer to auto turn of\n", + "1182000 What package should I install if I want some basic C manpage\n", + "1183000 how to uninstall wine software ?? __eou__ __eot__ how did yo\n", + "1184000 !irssi __eou__ __eot__ this is a better channel for them to\n", + "1185000 well how do I burn an image file (iso) to cdr __eou__ __eot_\n", + "1186000 hey __eou__ i got a question r there any experienced linux h\n", + "1187000 I'm in ubuntu live cd, when I run fdisk -l /dev/sda it says \n", + "1188000 no matter what I do the 8.10 installer will NOT detect my ha\n", + "1189000 hey guys im trying to run ubuntu on vpc 7 but i can't get it\n", + "1190000 how can i use 2.6.28 under intrepid? __eou__ how can i use 2\n", + "1191000 how do i merge or resize partitions without losing data ? __\n", + "1192000 hi quickone have you checked your restricted drivers? __eou_\n", + "1193000 i miss mirf __eou__ *mirc __eou__ :( __eou__ im gonna use it\n", + "1194000 I about to set up my server with LVM but wanted to know if I\n", + "1195000 is there a place where you can have log files checked for mi\n", + "1196000 I'm new to linux and have ubuntu 8.04 now, and having graphi\n", + "1197000 hello, in which package I can find allegro.h ? __eou__ i can\n", + "1198000 i think it has something to do with how you must own your di\n", + "1199000 yes __eou__ sometimes i get errors, sometimes i don't. u can\n", + "1200000 All of a sudden I'm having problems with Firefox. It seems w\n", + "1201000 I have a quick newb question for anyone willing to answer: W\n", + "1202000 My X server keeps crashing whenever I start conky. I'm usin\n", + "1203000 hi. I had ati driver fglrx installed.. I removed disabled th\n", + "1204000 Anyone know how to test if your graphics card is properly in\n", + "1205000 Hi everyone. I have some problems with wireless on asus-eee \n", + "1206000 ok i have a problem it lets me ftp to my site in firefox but\n", + "1207000 sata or IDE HD? __eou__ your HD device is /dev/sdb ? __eo\n", + "1208000 what the heck. i removed ubuntu-desktop, restarted and it wa\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1209000 Does anyone know how to get Broadcom B43 working? It was wor\n", + "1210000 there is a root account.. if you sudo su - you will be root.\n", + "1211000 audio CDs don't mount __eou__ __eot__ Well, that might expla\n", + "1212000 every Internet connected OS needs an enabled firewall simple\n", + "1213000 how long does kernel compilation usually take? __eou__ __eot\n", + "1214000 where does aptitude download the .deb packages to? __eou__ _\n", + "1215000 hi, another problem, I have a php file in /var/www that writ\n", + "1216000 Have you tried running an fsck / re-installing firefox / dow\n", + "1217000 how do I rescue a broken usb flash drive that is recognized \n", + "1218000 hi, i had a litle problems when installing the virtualbox an\n", + "1219000 my firefox seams very slow to open up windows, can I reinsta\n", + "1220000 I have 8.10 - Should I downgrade? __eou__ __eot__ what probl\n", + "1221000 any good DVD burning programs out there? A friend of mine us\n", + "1222000 My sound suddenly stopped working. I can't hear anything. I \n", + "1223000 could you please recommend me a good mp3 cutter program for \n", + "1224000 is there any way to change settings of the new notification \n", + "1225000 hi, I have Ati mobility X1300 and Ubuntu 9.04. I'm running o\n", + "1226000 how do i make my own debs to replace system ones? (like svn \n", + "1227000 Hi. I've just installed Ubuntu 9.04 however the username and\n", + "1228000 Damn, my CAPS LOCK is locked. Any idea how to get rid of it?\n", + "1229000 Hello, using kubuntu, I want to connect to the wireless netw\n", + "1230000 all yo want to do is backup files, correct? __eou__ __eot__ \n", + "1231000 anyone know how to import a key with Seahorse and have that \n", + "1232000 this channel is not for hacking/cracking tools help, please\n", + "1233000 where is the correct place to drop a script called by cronjo\n", + "1234000 hello __eou__ please help me my mouse is frozen __eou__ __eo\n", + "1235000 where can i get those little aluminum stickers that say \"Pow\n", + "1236000 I have a quick scripting question. __eou__ __eot__ bash scri\n", + "1237000 Good morning __eou__ how can I set my irc status to \"away\"? \n", + "1238000 !xfce ? ubuntunom __eou__ !xfce | ubuntunom __eou__ !xfce __\n", + "1239000 help anyone? __eou__ __eot__ have you tried running in Gnome\n", + "1240000 how slow? Mine takes about 1 minute... __eou__ __eot__ yes :\n", + "1241000 what command are you using? __eou__ I mean for gedit __eou__\n", + "1242000 How can I check my IP address on my interface and how can I \n", + "1243000 schmiedc: __eou__ help me __eou__ https://lists.ubuntu.com/a\n", + "1244000 hi all.. I have a small problem, I need to know how to find \n", + "1245000 Is it possible to run folding@home on a server __eou__ __eot\n", + "1246000 hey.... ok downloading 9.04, can i put it to memory stick? d\n", + "1247000 tumie: sure __eou__ __eot__ ok, __eou__ __eot__ tumie: it's \n", + "1248000 My guess is that virtualbox provides an uninstaller with tha\n", + "1249000 what do you mean by rolling release? __eou__ __eot__ things \n", + "1250000 hey ... __eou__ i am still trying to compile my kernel __eou\n", + "1251000 Question, I keep setting up dual monitors, using my nvidia d\n", + "1252000 I'm planning to strream music to some other computer connect\n", + "1253000 try cd media/ and see if its listed __eou__ __eot__ What do \n", + "1254000 So I just fired ubuntu for the first time. I am currently ru\n", + "1255000 there should be a channel called ubuntu-learning where the b\n", + "1256000 why not run mac? __eou__ __eot__ i dont follow. __eou__ __eo\n", + "1257000 hey, anyone here? __eou__ and knows something about DOSBox? \n", + "1258000 /quit 'insert message that everyone ignores here' __eou__ _\n", + "1259000 video: http://www.youtube.com/watch?v=b_y5iO5sQ0Q&feature=Pl\n", + "1260000 help! how do i turn off the stupid system 'beep' in gnome? _\n", + "1261000 does ubuntu 9.04 come with different window managers __eou__\n", + "1262000 How do I upgrade my kernel using Synaptic? __eou__ __eot__ w\n", + "1263000 When trying to upgrade to koala my computer crashed and now \n", + "1264000 where can I find documentation on 9.10 gdm setup? __eou__ __\n", + "1265000 use xrandr __eou__ __eot__ thanks, i will look into this xD \n", + "1266000 hi i want to install karmic using a usb stick but i couldn't\n", + "1267000 anybody have problems with flash on 9.10 on 64 bits? __eou__\n", + "1268000 how i know if my sound card is working,?.because i don't hav\n", + "1269000 hi.. I downloadead the xampp-linux-1.7.2.tar.gz.. How can i \n", + "1270000 hi everybody __eou__ I installed VirtualBoxs none OSE, from \n", + "1271000 Hmmm. where is the Firefox java plugin? __eou__ Deluge is qu\n", + "1272000 I'm trying to debug a suspend/wireless problem on a eee __eo\n", + "1273000 Is there any way to change wubi into an actual install and g\n", + "1274000 Suppose i have speakers only attached to my ubuntu box, how \n", + "1275000 can anybody tell me the light doc2pdf convertor?? __eou__ __\n", + "1276000 Hi all! Is there a linux tool for viewing windows event log\n", + "1277000 Um, really? __eou__ __eot__ yea? __eou__ __eot__ Why? __eou_\n", + "1278000 rivrbird: ok mouse is working....can you now help me get onl\n", + "1279000 Hi all! I just want to ask u something: Can I install a mult\n", + "1280000 same goes for canada... but if you get an isp that allows ml\n", + "1281000 Is there any command to delete or remove a keyboard layout i\n", + "1282000 you realise this is #ubuntu? __eou__ __eot__ because problem\n", + "1283000 hi I am trying to use the \"sudo do-release-upgrade\" on my ha\n", + "1284000 What cli command will give me my ip address and DNS servers \n", + "1285000 yes does work __eou__ __eot__ is it an integrated BT/wlan ca\n", + "1286000 hi __eou__ what application can i use for ubuntu to write IS\n", + "1287000 Why are the GUI and alternate install CDs on separate images\n", + "1288000 thanks darolu :) __eou__ __eot__ uhhh .... why are you downl\n", + "1289000 my desktop appears as if frozen, but I can still access it r\n", + "1290000 cjohnston: nice note on lp/ubuntu/answers/103031 - I had to \n", + "1291000 is there a game repository i can add ? __eou__ __eot__ no __\n", + "1292000 So erm, anyone for the iCatch webcam thingy? __eou__ !webcam\n", + "1293000 Anyone have any idea what this might mean \"X Error of failed\n", + "1294000 can anyone help me out with getting my wifi connected on my \n", + "1295000 how can I mount a symbian phone if it's showing up in lsusb \n", + "1296000 I'd like to find the least power consuming screen saver. How\n", + "1297000 Hello, i try to boot ubuntu 9.1032 and 10.04 64bit , the fir\n", + "1298000 any exports here able to help me install nvidia on lucid? G\n", + "1299000 please could someone help me __eou__ i don't know what happe\n", + "1300000 I see you've still got problems. Keep at it - you'll get the\n", + "1301000 just got installed a computer with ubuntu 10.04 and want to\n", + "1302000 hi can anyone help me....having problems with running a dhcp\n", + "1303000 I've never heard of a BIOS based computer that allowed you t\n", + "1304000 any randr-experts here? __eou__ __eot__ http://wiki.debian.o\n", + "1305000 hi! is it possible to mout a specific folder from an externa\n", + "1306000 Hello. I lost the password to my wireless network on my Wind\n", + "1307000 hello everyone __eou__ got a problem in regards to my screen\n", + "1308000 I've read the page on Ubuntu wiki page on environment variab\n", + "1309000 hello, how to turn on terminal command line memory? so that \n", + "1310000 Hello , would anyone have any clue on how to get my mini SD \n", + "1311000 hello all __eou__ how can i install grub to the parition boo\n", + "1312000 Getting 4.0mb/s consistent on 100mbps lan with nfs server on\n", + "1313000 hi guys.... how to install to flash drive? __eou__ i need to\n", + "1314000 http://paste.ubuntu.com/455896/ can someone help ? __eou__ _\n", + "1315000 Help Help Help! I can't start my x server! the driver isn't \n", + "1316000 its not a checkmark its a radio box. and do not confuse the \n", + "1317000 you want to listen to shoutcast streams? __eou__ __eot__ sur\n", + "1318000 Whcih package has phpize ? __eou__ Tanks! __eou__ __eot__ c\n", + "1319000 umm, the irc server has session limits 2 conns only. __eou__\n", + "1320000 What uses would a normal user have for making directories ow\n", + "1321000 i created a preseed file, how can i load this file from a we\n", + "1322000 Hello everyone - I have a question about defragmenting my ha\n", + "1323000 Is there a way to reinstall Ubuntu/Kubuntu without losing pr\n", + "1324000 try inserting it and running sudo fdisk -l. __eou__ __eot__\n", + "1325000 In terminal, 'sensors' works fine, but I can't get any temps\n", + "1326000 ok, so there is no fix for slow internet speeds when using t\n", + "1327000 you can put /boot on a usb flash drive __eou__ __eot__ how d\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1328000 it didn't include foul language etc. __eou__ __eot__ sudo ap\n", + "1329000 how can i stream my line in input on my wlan? __eou__ __eot_\n", + "1330000 does anyone know if it's possible to subscribe and download \n", + "1331000 hey, can i have a host ? __eou__ __eot__ what do you mean __\n", + "1332000 n00b question but if I clone my ubuntu drive and burn onto a\n", + "1333000 what app would be recommended to backup a whole hard drive? \n", + "1334000 someone does know about internet connection issue with ubunt\n", + "1335000 friends, plz help me. i'm having a problem with booting ubu\n", + "1336000 Need help with my usb flash cannot drag and drop files to it\n", + "1337000 does anyone know much about network devices? I'm having some\n", + "1338000 Hello, I'm trying to get wbar to work, but typing wbar on th\n", + "1339000 anyone using 10.10? how to customize sound ? there is no opt\n", + "1340000 I have a file which contains all my passwords and usernames.\n", + "1341000 or hibernate __eou__ __eot__ my pc hibernates just fine.. as\n", + "1342000 i can salute if you like.. o\\ ? __eou__ lol __eou__ __eot__\n", + "1343000 Check sys>admin>software sources>updates tab>releases __eou_\n", + "1344000 why to watch bluray on monitor __eou__ __eot__ i have 37\" fu\n", + "1345000 anyone know how to edit the alsa-base.conf file? __eou__ __e\n", + "1346000 Does anyone know if Midi files over 10 tracks will play in U\n", + "1347000 IDM for ubuntu 10.04? __eou__ i want a download manager for \n", + "1348000 I do not want the username@machine_name to appear in the ter\n", + "1349000 is it possbile to make new partion from the unused space of \n", + "1350000 Is there a way to autohide the top and bottom menu thingymab\n", + "1351000 hi, when I type startx, then gnome doesn't start __eou__ but\n", + "1352000 hello, I have a problem with alsa on my desktop pc, It runs \n", + "1353000 i setup the nvidia drivers __eou__ i setup the nvidia driver\n", + "1354000 Stairminn: Thanks though! I'll give Freenode a shot. __eou__\n", + "1355000 how to install java to chrome i installed it already but its\n", + "1356000 does anyone have a better answer to makmanalp's question? __\n", + "1357000 Hello! Is there a way to tell apt-get/aptitude to reinstall \n", + "1358000 FLASH PLUGIN still WON'T WORK!!!!!!!! __eou__ firefox 4.0 ca\n", + "1359000 servers use linux commonly yeah __eou__ because of its secur\n", + "1360000 can someone help me? __eou__ __eot__ ask and see __eou__ __e\n", + "1361000 hello I am on an ubuntu 8.04 laptop and I have full connecti\n", + "1362000 is there a greenshot linux alternative, I need a simple scre\n", + "1363000 Tried update to 1104. System crash at about 99%. I have run \n", + "1364000 anyone run mac os udner vmware/virtualbox on ubuntu? __eou__\n", + "1365000 Hi, i'm on a clean install of Ubuntu 11.04, installed the Nv\n", + "1366000 Anyone has had their menus disappear on them? I just reboote\n", + "1367000 Howdy all! How do I make Unity launcher icons launch with op\n", + "1368000 I want to recompile ther kernel but I want the default .conf\n", + "1369000 this is a result of this pam update > bug 790538 __eou__ __e\n", + "1370000 I am trying to install Flash 10, and have installed Flashplu\n", + "1371000 messed up my sudoers file, now i can get into root to modify\n", + "1372000 Xnest or some vnc trickery might do it. but all are hacks, a\n", + "1373000 So I have an issue with an Ubuntu 10.10 laptop. When it is b\n", + "1374000 .. do you have a minute or 2 when done ? __eou__ __eot__ wh\n", + "1375000 can anyone help with an swftools install? __eou__ i've tried\n", + "1376000 what's the command to format a usb stick? __eou__ ?mformat _\n", + "1377000 Hi I need a new OS for my VPS the old one is like Fedora Cor\n", + "1378000 Can anyone explain how to mute the volume (Maverick 10.10)? \n", + "1379000 oh rww, I'm installing via wubi so I don't know which to use\n", + "1380000 ok, rebooted. applet is still running at 1 hour or so now __\n", + "1381000 https://help.ubuntu.com/community/WifiDocs/WirelessAccessPoi\n", + "1382000 does anyone know a good way to make 'ls -la |less' show colo\n", + "1383000 to follow up on the nox instructions, they didn't work for m\n", + "1384000 So you can ping gateway and DNS server but not google.com, c\n", + "1385000 hi __eou__ vpn connection from ubuntu? __eou__ __eot__ Possi\n", + "1386000 do you have the latest ubuntu? I had similar issues with ubu\n", + "1387000 reisio rechecked bios, it says wlan is activated. __eou__ wh\n", + "1388000 Can anyone answer a virtualbox question? __eou__ If I add a \n", + "1389000 has anyone tryed Gnome3 __eou__ __eot__ I'm using it right \n", + "1390000 try sudo umount /dev/cdrom0 & eject __eou__ __eot__ eject wo\n", + "1391000 so anyone noticed their soundcard hogging their batteries? :\n", + "1392000 In Ubuntu 10.04, I am using the Chromium browser. The backsp\n", + "1393000 do i have to reinstall? __eou__ oh ok __eou__ and it will re\n", + "1394000 thanks deej1976 __eou__ __eot__ No problem __eou__ __eot__ g\n", + "1395000 hi __eou__ hi nins __eou__ i dunno __eou__ im new here __eou\n", + "1396000 I am trying out a new desktop environment called awsomewm. N\n", + "1397000 Hello. Is it possible to make Ubuntu 11.10 look like 11.04?\n", + "1398000 all of the posts i find about unity are either \"It's horribl\n", + "1399000 :D __eou__ __eot__ I really don't recommend adding a repo fr\n", + "1400000 ubuntu 11.10 has an option in User Account to allow my user \n", + "1401000 hello, what software do you recommend to wipe a hdd clean be\n", + "1402000 cool.. then the packare arand mentioned will work for FF, or\n", + "1403000 1 question - I install 11.10 on my dell hybrid studio, graph\n", + "1404000 is there anyone that can help me with a live boot? __eou__ I\n", + "1405000 That sould at least pick up windows, then you can work on ge\n", + "1406000 hey so __eou__ uhm __eou__ I use Banshee Media Player __eou_\n", + "1407000 Morning, all! __eou__ apt-get dist-upgrade reckons it'll tak\n", + "1408000 then you remove it.. __eou__ all the cleaning disks ive ver \n", + "1409000 A samba server on Ubuntu, with a share having guest ok enabl\n", + "1410000 yeah, laptop-detect is noisy, it's been doing that for a whi\n", + "1411000 mmmm Python __eou__ I need a good Python book __eou__ __eot\n", + "1412000 I'm working with the live cd and can't get printing to work \n", + "1413000 i have a pentium 266 MMX with 64 MB ram, and if i am not wro\n", + "1414000 what is the actual problem __eou__ it's because you need Scr\n", + "1415000 hi all anyone have problems loading X with nvidia driver? __\n", + "1416000 help help >_< __eou__ my resolution is a nice 640x320 __eou_\n", + "1417000 my network doesn't work with ubuntu 4.10. what to do ? __eou\n", + "1418000 help __eou__ i need to know how to STOP the X.org server __e\n", + "1419000 apologies, but work calls again. __eou__ fglrx in hoary work\n", + "1420000 evolution does not filter spam..., which packages else do I \n", + "1421000 has anyone got a link on how to get mplayer working in warty\n", + "1422000 anyone know if there is a way to make just gnome-terminal no\n", + "1423000 are you running Hoary? __eou__ __eot__ yes, latest __eou__ _\n", + "1424000 who are the three people on the new login screen? __eou__ __\n", + "1425000 (WW) NVIDIA(0): MetaMode \"1600x1200,1600x1200\" __eou__ \n", + "1426000 but youy probably lose some in the process __eou__ so if you\n", + "1427000 bah, xmms doesn't respond to the next/prev/pause keyboard sh\n", + "1428000 AAAAH! __eou__ On an unrelated note, I'm looking for the bes\n", + "1429000 but how would you do a sort then...it does have to do exact \n", + "1430000 acpi suspend to ram stopped working for me after installing \n", + "1431000 how come when i do a modprobe -r to a module, it`s loaded ne\n", + "1432000 hi, what software comes with ubuntu for palm pilots? __eou__\n", + "1433000 I lovers breezy __eou__ because, the packages in breezy are \n", + "1434000 Hello __eou__ I have a problem installing Ubuntu 5.04 on my \n", + "1435000 Hello everyone __eou__ I'm surprised to find so many here __\n", + "1436000 have you installed hoary clean or upgraded from warty? __eou\n", + "1437000 Im trying to make and install the latest stable kenrel from \n", + "1438000 And of course there's always good old [RESET] ;-) __eou__ _\n", + "1439000 xp sucks __eou__ __eot__ not if you're blind, or paralyzed, \n", + "1440000 gro:I used to get error messages, but now not anymore , fire\n", + "1441000 Hi, I am having some problems making my monitor use 80Hz fre\n", + "1442000 i know about winmac_fstab, that add my windows and mac parti\n", + "1443000 What repository do I have to have installed to get nvu via a\n", + "1444000 did you get it? __eou__ __eot__ yes. maybe there is somethin\n", + "1445000 Any good platform games avaliable to download with Synaptic?\n", + "1446000 what's the advantage with gstreamer over xine? __eou__ __eot\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1447000 anyone know how to rename USB thumbdrives? __eou__ QUESTION:\n", + "1448000 well so everything went pretty well except I lost two functi\n", + "1449000 an error moshisushi __eou__ __eot__ what? __eou__ what error\n", + "1450000 if I type in ifconfig > ifstatus.txt does this spit the resu\n", + "1451000 I have a USB datacable and i've configured my Win XP machine\n", + "1452000 yea, - would input data from stdin or something, but general\n", + "1453000 hello all. I am having an issue with the calendar associate\n", + "1454000 No candidate version found for j2re1.4 __eou__ The following\n", + "1455000 how can I get my usb mp3 player to automount again? it worke\n", + "1456000 Whats the best HTML Editor for Ubuntu ?? __eou__ __eot__ blu\n", + "1457000 i am trying 2 run gnome in kubuntu __eou__ i have just insta\n", + "1458000 hi friends.. how are you __eou__ hey can anyone tell me if i\n", + "1459000 how do I reinstall grub after windows install? __eou__ I don\n", + "1460000 Though I am spoiled by gnome __eou__ minum requirements for \n", + "1461000 I just downloaded Ubuntu 5.04... but maybe that was a mistak\n", + "1462000 what is the Ubuntu equivalent to inetd restart? __eou__ __eo\n", + "1463000 what is the firefox-bin? __eou__ __eot__ it's the name of th\n", + "1464000 hi MacSlow just the person i wanted to speak to __eou__ __e\n", + "1465000 Question: If I wanted to plug in a USB mouse, is there any \n", + "1466000 : error fetching interface information: Device not found <--\n", + "1467000 Iit it possible for me to recompile just one module for the \n", + "1468000 lol __eou__ hey, Im completely new to linux, just tried the \n", + "1469000 does anyone know how to install a realtek alc850 on ubuntu? \n", + "1470000 guys, can anyone please help me in a networking issue, i can\n", + "1471000 anyone know how i can install wmcodecs __eou__ __eot__ you m\n", + "1472000 Can someone please help me getting the official linux aimcli\n", + "1473000 I have a question about linux, I know windows has problems w\n", + "1474000 is there an easy way to find out? __eou__ i know __eou__ ok \n", + "1475000 why should apt-get remove kubunt-desktop remove all kde pack\n", + "1476000 Hi All! __eou__ All the time that I enable dri + fglrx or dr\n", + "1477000 I dont know that I would always call that a problem =P __eou\n", + "1478000 you run the livecd from the cd __eou__ your hdd file system \n", + "1479000 Hmm, system seems to be working fine after dist-upgrade __eo\n", + "1480000 hi how do i switch on code highlighting in vim __eou__ __eot\n", + "1481000 After upgrading to Dapper, I cannot connect to a windows sha\n", + "1482000 how can I unpack with unrar? __eou__ __eot__ unrar x __eou__\n", + "1483000 Hi all, gnome has broken down completely- I can login but th\n", + "1484000 hi all __eou__ quick question: i connect to the internet thr\n", + "1485000 hey, anyone know any good terrain generators for ubuntu? __e\n", + "1486000 so is anyone able to help me get my screen resolution higher\n", + "1487000 Hi, my connection worked properly when I started Ubuntu 6.06\n", + "1488000 I want to install the amd64 kernel on a 32bit install so I c\n", + "1489000 Any programming-editors with orginal php highlightning? high\n", + "1490000 is it possible to format an external USB hard disk to the FA\n", + "1491000 you'll want smp build regardless __eou__ whoops, wires cross\n", + "1492000 try this - log in to a terminal, >> sudo dpkg-reconfigure xs\n", + "1493000 c __eou__ __eot__ celcius or F? __eou__ it's impossible in c\n", + "1494000 anyone have any luck installing IE in wine? I'm having troub\n", + "1495000 How can I connect to a CVS Server and download all files? __\n", + "1496000 I have Ubuntu on my machine, and I wanted to see what KDE no\n", + "1497000 Does ubuntu have an update mechanism, like RedHat's up2date?\n", + "1498000 grub wont let me boot into windows xp cd __eou__ i tried cha\n", + "1499000 you can try moving the module up to an earlier position in /\n", + "1500000 ah, well I was resizing a 60 odd gb partition to 12gb, it wa\n", + "1501000 you got it to work with direct rendering O.o? __eou__\n", + "\n", + "1502000 deb http://www.getsweaaa.com/~tseng/ubuntu/debs ./ __eou__\n", + "\n", + "1503000 really ? thanks ! __eou__\n", + "\n", + "1504000 that's cool, but I just don't know how to actually accomplis\n", + "1505000 we have something like 300+ linux boxes in production at wor\n", + "1506000 : ok, thanx :) __eou__\n", + "\n", + "1507000 what model number does Device Manager tell you? __eou__\n", + "\n", + "1508000 is that where it's likely to be? __eou__\n", + "\n", + "1509000 i would think thers is no upgrade path from a pre-release __\n", + "1510000 i did an \"expert\" install and could assign mount points to m\n", + "1511000 says gnome-applets is installed already __eou__ yes __eou__\n", + "\n", + "1512000 it works __eou__ yes __eou__ usually it is best to be update\n", + "1513000 you don't actually have to do anything aside from selecting \n", + "1514000 sure? __eou__\n", + "\n", + "1515000 no problem __eou__\n", + "\n", + "1516000 because it's pointless __eou__ best to just ask your questio\n", + "1517000 : i have problem with linux ubuntu...I cant connect so I use\n", + "1518000 ok, thanks __eou__\n", + "\n", + "1519000 I got it from ps aux, are you suggesting that ps aux is lyin\n", + "1520000 it was a general comment. It's just cool to see you excited\n", + "1521000 if it mentions a package that is unavailable, just replace i\n", + "1522000 there's a grub splashimage package __eou__\n", + "\n", + "1523000 yeah, it filled my system drive and locked everything up __e\n", + "1524000 I have try both of them too __eou__\n", + "\n", + "1525000 hmm, not good. __eou__ you're up-to-date? __eou__\n", + "\n", + "1526000 dont you have limitations getting audio and video from OTHER\n", + "1527000 I already unlocked the root user & stuff __eou__\n", + "\n", + "1528000 ahite __eou__ lol __eou__ meh __eou__ sorry, mis-tab :) __eo\n", + "1529000 Yeah, I've got it sorted now -- I installed some binary pack\n", + "1530000 let's start with \"fuser /home\" __eou__\n", + "\n", + "1531000 ehe :) __eou__\n", + "\n", + "1532000 not very, had a long night __eou__\n", + "\n", + "1533000 thanx :D __eou__\n", + "\n", + "1534000 I know how to change icons in the menu, but I need the png f\n", + "1535000 add a .desktop to /usr/share/applications is what I do __eou\n", + "1536000 hmmm bummer __eou__ that's when i get out the hammer and loo\n", + "1537000 have you a nforce board? thr1ce __eou__\n", + "\n", + "1538000 I mean ubuntu has very good itegration with gnome like you s\n", + "1539000 Xappe; yes i know, i've tried to change it... __eou__ makte;\n", + "1540000 no, didnt. Assumed that it worked, foolishly enough __eou__\n", + "\n", + "1541000 what's the new name? __eou__\n", + "\n", + "1542000 um, did you check ouyt sf.net for torrents in search? __eou_\n", + "1543000 not sure, I've heard it should be something they made by the\n", + "1544000 will try __eou__ din't work sounded strange again __eou__\n", + "\n", + "1545000 ok thanks __eou__\n", + "\n", + "1546000 gunman: have a look in /boot or wherever knoppix rescue moun\n", + "1547000 ok thanks ... __eou__ could i use init to go to a special ru\n", + "1548000 yeah, there were. i had to do follow this: http://www.ubunt\n", + "1549000 yeah but some more than others :) __eou__\n", + "\n", + "1550000 take a look at http://paste.ubuntulinux.nl/670 and you can \n", + "1551000 oh sorry, I don't know. I'm looking at the ubuntu list. __eo\n", + "1552000 yup, default install __eou__\n", + "\n", + "1553000 at the boot: prompt select 'linux single root=/dev/hdx (wher\n", + "1554000 then you mean AD __eou__ http://www.google.com.au/search?hl=\n", + "1555000 already tried that... but it doesn't seem to work :/ __eou__\n", + "1556000 no __eou__\n", + "\n", + "1557000 vncviewer is also installed, so you can use desktops remotel\n", + "1558000 you should install it from the repositories __eou__\n", + "\n", + "1559000 is it working? __eou__\n", + "\n", + "1560000 I recommend https://wiki.ubuntu.com/ExampleConffiles, the mo\n", + "1561000 please we're trying to help you. No need to troll. __eou__\n", + "\n", + "1562000 best text editor, bar none __eou__\n", + "\n", + "1563000 i know, i've never liked the synaptic method. i'm asking for\n", + "1564000 people still use bitchx? __eou__\n", + "\n", + "1565000 but the universe repo is NOT supported __eou__\n", + "\n", + "1566000 sure, but do you need them? are they actually useful? __eou_\n", + "1567000 where do i find that Muine then? __eou__\n", + "\n", + "1568000 ermm how? example? __eou__ i copied that from when i restart\n", + "1569000 how? =) __eou__\n", + "\n", + "1570000 ok .. if you're running on an imac g5 then that has to be pp\n", + "1571000 ah, no idea, sorry __eou__\n", + "\n", + "1572000 2u2 was in response to Dr_Willis :P __eou__ http://www.ubunt\n", + "1573000 try a fresh install -> sudo apt-get install --purge --reinst\n", + "1574000 thanks - but it did work with several identical boxes earlie\n", + "1575000 and it will have webcam support soon... __eou__ try and ma\n", + "1576000 tarball and scp or sftp both of which exist on an machine wi\n", + "1577000 I was under the impression that ubuntu uses UDEV __eou__ con\n", + "1578000 packages was the work I meant to type - for breezy in answer\n", + "1579000 i wouldn't know about gnome 2.12 __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1580000 gftp first then fireftp __eou__\n", + "\n", + "1581000 there is several posts in the ubuntu forums (look in the tip\n", + "1582000 cant convince my woman to switch from windows :( __eou__\n", + "\n", + "1583000 not in here please __eou__\n", + "\n", + "1584000 i suppose so __eou__\n", + "\n", + "1585000 nope __eou__\n", + "\n", + "1586000 try disabling sound support in gnome (i.e. ESD) and then try\n", + "1587000 Eh, no, not on the machine I'm messing with currently, thou\n", + "1588000 those are bitmap pcf fonts, i believe __eou__ the artwiz __e\n", + "1589000 synaptic is front end for apt-get/aptitude ... __eou__ can y\n", + "1590000 we're all new to something __eou__ help.ubuntu.com __eou__\n", + "\n", + "1591000 i think e17\"enlightenment\" gonna be the unique desktop syste\n", + "1592000 Tad - it even supports my old tuner too. just about everythi\n", + "1593000 its ok.now i see the Debian menu:) __eou__\n", + "\n", + "1594000 then do apt-get update and apt-get dist-upgrade __eou__ I di\n", + "1595000 i think i helped juantao with the gpg problem... __eou__\n", + "\n", + "1596000 sure most of the dependencies can be resolved using the info\n", + "1597000 no dducko __eou__ embeded wmv files __eou__\n", + "\n", + "1598000 (synaptic:10222): Gdk-WARNING **: locale not supported by Xl\n", + "1599000 I will tell them not to, because I have a reason. __eou__ an\n", + "1600000 this sucks. __eou__ i give up lol, no 3d acceleration __eou_\n", + "1601000 all of the \"myths of java\" are unfortunately trye __eou__ sk\n", + "1602000 and .bashrc ? __eou__\n", + "\n", + "1603000 Id be all by myself! __eou__\n", + "\n", + "1604000 i type the commands, but it says \"cannot connect to X serve\n", + "1605000 where do i find out how to make azureus the default for torr\n", + "1606000 Not sure. Just trying to get my arms around what you were as\n", + "1607000 aah you're one of those... __eou__\n", + "\n", + "1608000 thabks I loking too __eou__\n", + "\n", + "1609000 yes I know that...I am just a gigantic smart (_!_) sorry! ca\n", + "1610000 Still, nice way to tell which version something is complaini\n", + "1611000 did I mention *always*? __eou__\n", + "\n", + "1612000 bmp crashes. __eou__\n", + "\n", + "1613000 sweet thnx __eou__\n", + "\n", + "1614000 ok ... i think I got that part ... now ... where do I start\n", + "1615000 ill have a go at it. im in ssh so im constantly in and out a\n", + "1616000 What will that accomplish ? __eou__\n", + "\n", + "1617000 strange, that script runs on slackware by default __eou__ ye\n", + "1618000 the first one. also see easysource __eou__ which distro are \n", + "1619000 ^^ __eou__\n", + "\n", + "1620000 sometimes there is great freedom in having no choice, and I \n", + "1621000 did you find messages like \"{DriveSeek REady \" or not ? __eo\n", + "1622000 like a cover on the big red switch :-) easy to do but discou\n", + "1623000 ok i will check it out __eou__\n", + "\n", + "1624000 Personally I don't see the point of using wireless on deskto\n", + "1625000 I did. Been through the install, and this is the first reboo\n", + "1626000 definitely maybe :) __eou__\n", + "\n", + "1627000 thanks __eou__\n", + "\n", + "1628000 see if installing python-gtk2 fixes it. __eou__\n", + "\n", + "1629000 did you install ati drivers? and if so you might what to try\n", + "1630000 ahhh __eou__\n", + "\n", + "1631000 I don't have any firewall software, this is a fresh ubuntu i\n", + "1632000 want some fun, greap -R /path/to/extracted/kernel/\n", + "1633000 I love ubuntu dapper's new icons __eou__\n", + "\n", + "1634000 Thanks so much! __eou__\n", + "\n", + "1635000 not sure, how can i check? __eou__\n", + "\n", + "1636000 welcome __eou__ apt-get __eou__ synaptic is a front end for \n", + "1637000 maybe, i'm not aware of one. all i know is that ntfs is rea\n", + "1638000 no, mine was wrong.. it's !ipv6 __eou__\n", + "\n", + "1639000 if you can't do a trace on it check the logs. ~.xsession-\n", + "1640000 you have some command to install it in xterm? __eou__ its a \n", + "1641000 exactly .. __eou__\n", + "\n", + "1642000 should my friend use jabber so that he can chat with me ? __\n", + "1643000 well you probably hacenvt compile in the right options in or\n", + "1644000 A windows partition will not effect a linux system. So.. do\n", + "1645000 everything works just fine, but I can't use the three last c\n", + "1646000 i know some bash but i don't know squat about php __eou__\n", + "\n", + "1647000 fair enough. Any thoughts? __eou__\n", + "\n", + "1648000 it cant be run wqithout xserver __eou__\n", + "\n", + "1649000 ubuntu (or any os) cannot influence this __eou__ if your cd \n", + "1650000 you might find this of interest: http://www.debian-administr\n", + "1651000 sry i havent tried out yet __eou__ but i will report as soon\n", + "1652000 my computer in the network is still having internet access..\n", + "1653000 64bit is missing support for most non-free apps same with pp\n", + "1654000 they changed it! it used to always be in there simply under \n", + "1655000 i mean, the paid ones __eou__\n", + "\n", + "1656000 su from that user? __eou__\n", + "\n", + "1657000 hmmm did you google for that drive i assume? __eou__\n", + "\n", + "1658000 \"if i recall correctly\" :) __eou__\n", + "\n", + "1659000 if i delete CHAINLOADER +1 ... might that solve the problem?\n", + "1660000 what's the deletion command? __eou__\n", + "\n", + "1661000 ok, I'm waiting for you __eou__ please if I'm not reachable \n", + "1662000 I just let it do whatever it was going to do by default and \n", + "1663000 nope, it's a Lucent Orinoco __eou__\n", + "\n", + "1664000 how? what's this? __eou__\n", + "\n", + "1665000 I google it and I find some problems with sata and some durn\n", + "1666000 well i doin't know anything about that then.. sorry. __eou__\n", + "1667000 this isnt all in one file? __eou__\n", + "\n", + "1668000 np im new to ubuntu/debian in general just learning the new \n", + "1669000 what about the root password for this cd? have any idea? cos\n", + "1670000 you told me to do that before and I did that, but no problem\n", + "1671000 it's in xchat __eou__\n", + "\n", + "1672000 too bad ubuntu doesn't have /proc/config.gz __eou__\n", + "\n", + "1673000 thnx __eou__ thnx to you too :) __eou__\n", + "\n", + "1674000 http://www.dyndns.com/support/kb/archives/using_ddclient_wit\n", + "1675000 DLink, I think... but i don't want to rout it... just like W\n", + "1676000 ive done that 20 times no dice, firefox thinks mozilla is st\n", + "1677000 what is iirc? and how do you convert a deb package to ubuntu\n", + "1678000 cmod numbers dir __eou__ i suggest reading man chmod __eou__\n", + "1679000 yah but installing xp on fat32 is generally not a good idea \n", + "1680000 thanks, the -r is what I needed, what does it mean? __eou__\n", + "\n", + "1681000 ah .. interesting .. is it some bash peculiarity? Will it wo\n", + "1682000 yea __eou__\n", + "\n", + "1683000 If you really want it, I would use the vanilla kernel, yes. \n", + "1684000 the lo rule changed from 1786 167K to 1864 175K. No packet\n", + "1685000 no __eou__ if you are using xfce you can set it in the autos\n", + "1686000 never mind, it's fixed now __eou__\n", + "\n", + "1687000 it's not possible to do that from rescue mode or the install\n", + "1688000 get icecast, xmm, and xmms-liveice __eou__\n", + "\n", + "1689000 hmm i might have ended up with my root FS as module, didn't \n", + "1690000 yes __eou__\n", + "\n", + "1691000 what is the question it is asking? __eou__\n", + "\n", + "1692000 dist-upgrade wants to install all sorts of new packages that\n", + "1693000 it's not an iso __eou__ I want it as a raw device anyway __e\n", + "1694000 I think they might __eou__\n", + "\n", + "1695000 I have used it for months now without a hitch __eou__ all of\n", + "1696000 northbridge? __eou__\n", + "\n", + "1697000 i use the fglrx driver on the only machine capable, so no __\n", + "1698000 Moritce, will that tell me if it is actually in use? __eou__\n", + "1699000 Yes C. C is never compiler just in time __eou__ C is always \n", + "1700000 what if I don't want it to start by default? __eou__ isn't t\n", + "1701000 sudo apt-get install bunch-of-free-mainboards __eou__\n", + "\n", + "1702000 accroding to users-admin i do __eou__\n", + "\n", + "1703000 anything you got to say ? __eou__\n", + "\n", + "1704000 tried that and root only had access still, \"mount -t cifs //\n", + "1705000 aclocal is correct __eou__\n", + "\n", + "1706000 it makes a backup of your current xorg.conf and runs thru \n", + "1707000 its under your home __eou__ this is my example /home/Matt/.m\n", + "1708000 join me in #pelo since this is off topic __eou__ no need t\n", + "1709000 sry, my bad: xchat-systray or xchat-systray-integration __eo\n", + "1710000 Eww __eou__\n", + "\n", + "1711000 what are you trying to get from there? __eou__\n", + "\n", + "1712000 install the fglrx driver __eou__\n", + "\n", + "1713000 True. I am a very paranoid person (and I love security-based\n", + "1714000 dist upgrade to dapper then use the upgrade manager __eou__\n", + "\n", + "1715000 so you get the problem in any media player you try __eou__\n", + "\n", + "1716000 stopped __eou__\n", + "\n", + "1717000 ahhhh __eou__\n", + "\n", + "1718000 how did you set it up, on your router? __eou__\n", + "\n", + "1719000 no, but I have totem-gstreamer et al __eou__\n", + "\n", + "1720000 maybe __eou__ he is probably going to have to convert the dv\n", + "1721000 good. sounds like you have a pretty good idea what needs to\n", + "1722000 what would i enter into the terminal to do that __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1723000 hmm __eou__ i'll check it out tomorrow __eou__\n", + "\n", + "1724000 ah, didn't know about the wiki. __eou__\n", + "\n", + "1725000 apecat, __eou__ Thanks! Been meaning to nail this down for a\n", + "1726000 i wouldn't do what he's done either __eou__\n", + "\n", + "1727000 plenty of highly paid programmers. __eou__\n", + "\n", + "1728000 Just incase u forget __eou__\n", + "\n", + "1729000 I doubt that __eou__\n", + "\n", + "1730000 \"Could not init font path element /var/blahblahvblah/TrueTyp\n", + "1731000 xfcemediaplayer just loads themm. __eou__\n", + "\n", + "1732000 my spelling is a bit off __eou__\n", + "\n", + "1733000 lol __eou__\n", + "\n", + "1734000 ohh ok, i thought that was a gnome login screen. __eou__ th\n", + "1735000 yeah, but E17 and enlightenment are 2 different beasts __eou\n", + "1736000 -- thanks, I knew I had seen that functionality *somewhere*!\n", + "1737000 :) __eou__\n", + "\n", + "1738000 cat won't let you browse the file, so it's not convenient fo\n", + "1739000 kitche: like this: http://pastebin.ca/315975 __eou__\n", + "\n", + "1740000 use: sudo aticonfig --initial __eou__ then restart your comp\n", + "1741000 ok, then the theme installer should be ok, just drag the tar\n", + "1742000 good point __eou__\n", + "\n", + "1743000 ok ill check it __eou__\n", + "\n", + "1744000 there should be a how-to somewhere, just a second __eou__\n", + "\n", + "1745000 6.06 is ubuntu Dapper Drake __eou__\n", + "\n", + "1746000 sweet! have you upgraded to feisty? __eou__\n", + "\n", + "1747000 sorry can't help you much __eou__\n", + "\n", + "1748000 did you see my answer? __eou__\n", + "\n", + "1749000 , i'm looking for a program that can scan files for virusses\n", + "1750000 what was the command you ran? __eou__ to install it __eou__\n", + "\n", + "1751000 thanks __eou__\n", + "\n", + "1752000 thanks __eou__\n", + "\n", + "1753000 It's impossible the use any special keys, also the windows k\n", + "1754000 ;) __eou__ I'm not a core developer, no. I can only upload \n", + "1755000 i was just confused cause you had a ~ infront of /tmp, so i \n", + "1756000 thank you, that worked __eou__\n", + "\n", + "1757000 I used kernel.org, but I just picked on randomly __eou__\n", + "\n", + "1758000 all are removed __eou__\n", + "\n", + "1759000 ty __eou__\n", + "\n", + "1760000 thanks __eou__\n", + "\n", + "1761000 its a custom vmware build running vmware-server on top of ub\n", + "1762000 fuser -v /dev/partitionnumber __eou__ security fixes are bac\n", + "1763000 Would you mind taking a glance at my xorg.conf? __eou__ http\n", + "1764000 what's cli ? __eou__\n", + "\n", + "1765000 besides, the torrent was going to take like a day to downloa\n", + "1766000 thanks, i'll take a look __eou__\n", + "\n", + "1767000 thanks __eou__ do you know if the information is already up \n", + "1768000 then this is your chance for the big leagues. Download the \n", + "1769000 well i did that, even before per \"chsh\", but when i start gn\n", + "1770000 the volume of gnome sounds is OK, It is the system bell what\n", + "1771000 and this error in the first pastebin happens when the module\n", + "1772000 :) __eou__\n", + "\n", + "1773000 thanks, that worked __eou__\n", + "\n", + "1774000 it feels broken :( the gui is much easier to do downgrades \n", + "1775000 i find that fact hard to accept :) __eou__\n", + "\n", + "1776000 the filesystem needs to not be mounted, so live cd is the be\n", + "1777000 no, \"why?\" was my question :) __eou__\n", + "\n", + "1778000 Okay __eou__ Holy crap, it's working lol __eou__ Same here, \n", + "1779000 THX __eou__\n", + "\n", + "1780000 baby steps __eou__ heh __eou__ thx Z__ __eou__\n", + "\n", + "1781000 thanks __eou__\n", + "\n", + "1782000 NP. __eou__\n", + "\n", + "1783000 actually, I just installed avant-window-navigator, and want \n", + "1784000 is it working for you in Feisty? __eou__\n", + "\n", + "1785000 which files? __eou__\n", + "\n", + "1786000 could you right click on the applet and check the properties\n", + "1787000 sure __eou__\n", + "\n", + "1788000 I'm using alternate install. I'm reinstalling feisty. I got \n", + "1789000 you don't have to defrag. __eou__\n", + "\n", + "1790000 do other 3d games work? __eou__\n", + "\n", + "1791000 try this url:: http://www.howtoforge.com/ubuntu_feisty_beryl\n", + "1792000 packages.ubuntu.com __eou__\n", + "\n", + "1793000 Heh, it's *also* required for nvidia's horrible drivers, too\n", + "1794000 what isn't __eou__ jealous? __eou__\n", + "\n", + "1795000 Nah.. __eou__\n", + "\n", + "1796000 i would ask but theres like 3 different issues. ready? __eou\n", + "1797000 what else do you want to trust? we have no access to \"objec\n", + "1798000 that is one odd xorg.conf __eou__ I dont think that you need\n", + "1799000 hmmmm, that seems to be the sources of the Ubuntu package bu\n", + "1800000 can't find the anjuta folder either: its not in /etc __eou__\n", + "1801000 You want pretty, take a peek at beryl when you get your desk\n", + "1802000 do you have other computers on the LAN and if so, do they co\n", + "1803000 I have problems with Netgear routers dropping connections af\n", + "1804000 I have the required drivers and such. By all rights, it shou\n", + "1805000 does it work now? __eou__\n", + "\n", + "1806000 there is nothing to back up for me... __eou__\n", + "\n", + "1807000 its still closing after executing the command.... __eou__\n", + "\n", + "1808000 just saying, Pidgin doesnt like being compiled from source _\n", + "1809000 Wouldn't have a clue, but I'm sure there is one. __eou__\n", + "\n", + "1810000 http://ubuntuforums.org/showthread.php?t=198453 <- a thread \n", + "1811000 try anjuta __eou__ or just open the files with the dialogue \n", + "1812000 thanks, i just needed to recheck the apps i wanted. __eou__\n", + "\n", + "1813000 Its simply router creates ppp with ineternet, i can login to\n", + "1814000 nope __eou__\n", + "\n", + "1815000 what do you prefer then? __eou__\n", + "\n", + "1816000 what's your real question? :) __eou__\n", + "\n", + "1817000 np __eou__\n", + "\n", + "1818000 thanks __eou__\n", + "\n", + "1819000 yes I am __eou__\n", + "\n", + "1820000 that's different also __eou__\n", + "\n", + "1821000 does the ubuntu computer have internet access? __eou__\n", + "\n", + "1822000 : can i install ubuntu using thumb drive and a dvd image? __\n", + "1823000 >_> How? __eou__ fdisk? >_< __eou__\n", + "\n", + "1824000 ty __eou__\n", + "\n", + "1825000 Well, it happens on ALL hosts. I get a lot of strange chara\n", + "1826000 i think that is the wrong terminology. __eou__\n", + "\n", + "1827000 no kde __eou__\n", + "\n", + "1828000 \n", + "1829000 we were asking in polite english :D __eou__\n", + "\n", + "1830000 So your telling me i might as well go with gutsy if i want 1\n", + "1831000 i dont understand what that means to me __eou__ nvm i unders\n", + "1832000 how can i solve it? __eou__\n", + "\n", + "1833000 Thanks __eou__\n", + "\n", + "1834000 sh __eou__\n", + "\n", + "1835000 oh __eou__\n", + "\n", + "1836000 doesn't seem like it would freeze the machine... there are m\n", + "1837000 do you know if (for me this is) the direct cd printing works\n", + "1838000 ok -- i m updating ... __eou__\n", + "\n", + "1839000 then I'm not sure (not on dapper anymore)...sorry __eou__\n", + "\n", + "1840000 it returns it's process number, but it still doesn't come up\n", + "1841000 do you remember having a seperate session for XGL? __eou__\n", + "\n", + "1842000 try \"sudo apt-get update\" then \"sudo apt-get remove flashplu\n", + "1843000 not found either :( __eou__\n", + "\n", + "1844000 I get this: Could not find device for //boot: Not found or n\n", + "1845000 my xcom work good the way it is, i but i dont have any hardw\n", + "1846000 use the linux version, not the windows version, and if not o\n", + "1847000 /nickserv help __eou__ If it's your nick, then you can recla\n", + "1848000 !gutsy | amx109 __eou__\n", + "\n", + "1849000 sorry I wouldnt know __eou__\n", + "\n", + "1850000 i did that it is not working __eou__\n", + "\n", + "1851000 my system rebooted this morning, and when it came back up, n\n", + "1852000 nope. LTS = Long Term Support. __eou__\n", + "\n", + "1853000 Not according to \"man sshd_config\" __eou__ HPUX does :-) __e\n", + "1854000 hehehe...I will, just dont know when will I try it :)...hehe\n", + "1855000 what are you trying to installe ? __eou__\n", + "\n", + "1856000 Whining?? I installed that CRAP Gutsy because of people said\n", + "1857000 ah right :) close :) __eou__\n", + "\n", + "1858000 they use them for caching __eou__\n", + "\n", + "1859000 i would back it up to another drive, or u can resize your 32\n", + "1860000 1G __eou__ 1GB astro76 :) __eou__ so how much i ll use __eou\n", + "1861000 thanks :) __eou__\n", + "\n", + "1862000 no, there is no VIdeoOverlay option __eou__\n", + "\n", + "1863000 I'll put it on mah webserver __eou__ http://stainer.homelinu\n", + "1864000 lol __eou__\n", + "\n", + "1865000 did u upgrade from 7.04? __eou__\n", + "\n", + "1866000 No. Just download a Linux source distribution from kernel.or\n", + "1867000 nope, it was working for a while __eou__ but then all of a s\n", + "1868000 trevino, automatix and anything else will break your system \n", + "1869000 bummer. no 2.6.23 there. any idea where i can find the ubunt\n", + "1870000 i presume you have fresh installed system..right?? ubuntu?? \n", + "1871000 cp /source /destination __eou__ I was gonna suggest you us\n", + "1872000 here's another thought: set gdm to autologin and configure v\n", + "1873000 you can also search through packages for files online: http:\n", + "1874000 i asked if there was a shortcut for switching between layout\n", + "1875000 really ? __eou__ what type of card __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1876000 could be wlan0 ? __eou__\n", + "\n", + "1877000 so, if I have an okay nvidia card that is giving me trouble,\n", + "1878000 do you enter a latter it can complete? __eou__\n", + "\n", + "1879000 thanks, :) turned out it was just one file __eou__\n", + "\n", + "1880000 primary difference is that ext3 has a journal __eou__ and so\n", + "1881000 for example...if an package is installed...you could use th\n", + "1882000 sorry about the long message. __eou__\n", + "\n", + "1883000 much appreciated __eou__\n", + "\n", + "1884000 thanks, ill look it up __eou__\n", + "\n", + "1885000 OK, I've got to go through a few reboots so I'll be dropping\n", + "1886000 but when i run ifconfig wlan0 up it brings up the wireless c\n", + "1887000 Athlon XP is 686, with MMX.. and some other stuff __eou__ th\n", + "1888000 I'm working with a family member who has two notebooks. On 7\n", + "1889000 well i dont know ... in any case... i need to do pon nameo\n", + "1890000 do you know what others :) __eou__\n", + "\n", + "1891000 ahh if noone has an answer here id suggest asking in #compiz\n", + "1892000 in theory you're right, but in practice there's not much use\n", + "1893000 Yes I know that. :) I just want to use this old machine to p\n", + "1894000 do you have a lot of data to back up? __eou__ do you have al\n", + "1895000 thx... __eou__\n", + "\n", + "1896000 its the developmental version gutsy 7.10 is the latest versi\n", + "1897000 - no, i guess. __eou__\n", + "\n", + "1898000 it was, but I just fixed the problem anyway. __eou__\n", + "\n", + "1899000 I assumed that you were using 'mail', for which you can redi\n", + "1900000 yes i am here __eou__\n", + "\n", + "1901000 it shows in Mb/s __eou__\n", + "\n", + "1902000 no it's not __eou__\n", + "\n", + "1903000 sudo aptitude install ubuntu-desktop __eou__\n", + "\n", + "1904000 I'm not sure which codec I need __eou__\n", + "\n", + "1905000 true so it says this on boot? __eou__ You can set splash scr\n", + "1906000 i know 6.06 was where I started, but 7.04 or 7.10 is lightye\n", + "1907000 never done that. Whenever I do unzip it extracts all the fil\n", + "1908000 how? __eou__\n", + "\n", + "1909000 np __eou__\n", + "\n", + "1910000 it worked. i dont know where jcdg went __eou__\n", + "\n", + "1911000 not at the moment __eou__ thinking about changing to gutsy X\n", + "1912000 sounds good __eou__\n", + "\n", + "1913000 Bingo - You figured it out. :) __eou__\n", + "\n", + "1914000 certainly worthwhile. __eou__\n", + "\n", + "1915000 i used to use other linux distros in the past. linux was a b\n", + "1916000 ahh. sorry. :) __eou__\n", + "\n", + "1917000 not sure, it's the default ubuntu install on myserver __eou_\n", + "1918000 hmm, maybe #kubuntu can help. I can't and nobody else in her\n", + "1919000 E319: Sorry, the command is not available in this version __\n", + "1920000 then that is the 5007 not the 5006 just a second __eou__\n", + "\n", + "1921000 thanks it works! __eou__\n", + "\n", + "1922000 gksudo gedit /etc/apt/sources.list __eou__\n", + "\n", + "1923000 you'd have to put error trapping in the script __eou__ as cr\n", + "1924000 : i can. but I don't want to. thanks anyway? i was just read\n", + "1925000 www.distrowatch.com has a plethora of choices for tiny insta\n", + "1926000 what did you do? __eou__\n", + "\n", + "1927000 i don't know, let me see it in fdisk __eou__\n", + "\n", + "1928000 i'll be completely honest and say i don't really know ubuntu\n", + "1929000 Ah, sweet. Thanks. __eou__\n", + "\n", + "1930000 not sure about ati, sorry __eou__\n", + "\n", + "1931000 hah, why didn't i think of that? (just disabling the source\n", + "1932000 Isn't there some new wireless utility with Hardy? __eou__\n", + "\n", + "1933000 bazhang: thanks i'll tell her to try both __eou__\n", + "\n", + "1934000 ok, thanks __eou__\n", + "\n", + "1935000 Hmmmm that leans more towards ram/cpu issues than software, \n", + "1936000 does it give any errors? __eou__\n", + "\n", + "1937000 you wouldn't happen to know the commands off-hand? __eou__\n", + "\n", + "1938000 i hope you r here i still face troubles wih pptp client , i \n", + "1939000 : I don´t see it that way when I send it but O.K. __eou__\n", + "\n", + "1940000 ya __eou__ if I have rythmbox running i don't get sound __eo\n", + "1941000 ok thanks __eou__\n", + "\n", + "1942000 weird, I unset DISPLAY and gconftool-2 still worked for me _\n", + "1943000 not sure; I'm more of a gui fan -->best ask the channel for \n", + "1944000 check and or remove mozilla addons in firefox beta 5 seemed \n", + "1945000 that seems to tell you what to do __eou__\n", + "\n", + "1946000 startx does nothing? no output at all? __eou__\n", + "\n", + "1947000 if they are built correctly maybe __eou__\n", + "\n", + "1948000 thank you very much for the reply __eou__\n", + "\n", + "1949000 sorry, I got confused and thought you were a different user \n", + "1950000 how? __eou__\n", + "\n", + "1951000 like you got ram to stick into your laptop ? i'd compare \n", + "1952000 every ubuntu release has had 2.6 i think. __eou__\n", + "\n", + "1953000 ok i did, did that just reinstall it? __eou__\n", + "\n", + "1954000 just type that __eou__\n", + "\n", + "1955000 - ah ok... pretty cool. All you need to do then is check the\n", + "1956000 Oh, lol, ok :p __eou__\n", + "\n", + "1957000 ya :D glad to get help from u to thanks __eou__\n", + "\n", + "1958000 , u helped me alot __eou__ :)_ __eou__\n", + "\n", + "1959000 thanks __eou__\n", + "\n", + "1960000 it doesnt work, it says \"E: dpkg was interupted etc.... __eo\n", + "1961000 ty ill have a looksee __eou__\n", + "\n", + "1962000 yes because it doesn't run as user __eou__\n", + "\n", + "1963000 whoops, I mean blackstone __eou__\n", + "\n", + "1964000 i have the microsoft natural ergonomic keybard 4000;;; but t\n", + "1965000 pardon? __eou__\n", + "\n", + "1966000 ok, if you don't won't to paste it, I can't help __eou__\n", + "\n", + "1967000 yep, it's good to know some basics about the OS you're runni\n", + "1968000 Sry, just checking out the bot __eou__\n", + "\n", + "1969000 ok, thanks you actually helped me figure out the problem... \n", + "1970000 i just was going to wipe 7.x complete and plop 8.x on that d\n", + "1971000 I'll give that a try __eou__\n", + "\n", + "1972000 thanks __eou__\n", + "\n", + "1973000 from a fresh install? __eou__\n", + "\n", + "1974000 the drive ubuntu is currently booting off is an ide drive __\n", + "1975000 Paulo - on the compiz fusion site they have a description of\n", + "1976000 that usually is the cause of this __eou__ and I would not bo\n", + "1977000 with the link above, I was able to set my gnome cpu monitori\n", + "1978000 i mean that I can view my partitions in nautilus but I can't\n", + "1979000 not like that, no __eou__\n", + "\n", + "1980000 I checked my clock preference and there is no box or anythin\n", + "1981000 doesn't seem either of those suit my needs.. rtorrent is tex\n", + "1982000 yah __eou__\n", + "\n", + "1983000 most likely __eou__\n", + "\n", + "1984000 set vim to run in virtual mode __eou__ well at least that fi\n", + "1985000 err... if the bootloader is screwed, there is no kernel, so \n", + "1986000 no no, the entire bar __eou__\n", + "\n", + "1987000 i will check for \"/dev/ath*\" tj83: in my past experience, it\n", + "1988000 pirate_hunter: Yeah, in your desktop manager it should just \n", + "1989000 it worked for me :( __eou__\n", + "\n", + "1990000 I know it can't, and if it tried it would need to scale and \n", + "1991000 i'm an ubuntu n00b __eou__\n", + "\n", + "1992000 i didnt understand it __eou__ how can i use that thing? __eo\n", + "1993000 you need a cross compiler. i don't see any packages for them\n", + "1994000 have you enable the drivers for your videocard? __eou__\n", + "\n", + "1995000 dunno __eou__\n", + "\n", + "1996000 how do i use it? __eou__\n", + "\n", + "1997000 i know that Ubuntu can do OpenVPN but why would I want to? _\n", + "1998000 I'm sorry, there's no other way to interpret this: 05:37 < a\n", + "1999000 did you ever get this error message or do you know how to fi\n", + "2000000 then just click on applications, accesories, terminal __eou\n", + "2001000 no. __eou__ but that doesn't mean it doesn't exist... __eou_\n", + "2002000 ah that's interesting... I looked in xorg.conf for the dontZ\n", + "2003000 forget what I said. How about you just put the module (drive\n", + "2004000 it worked before while I was running windows, but I cant fig\n", + "2005000 maybe you were entering a password to mount FAT32? __eou__\n", + "\n", + "2006000 you're funny __eou__ i once used a little utility called pho\n", + "2007000 thanks __eou__\n", + "\n", + "2008000 hardy or ibex? __eou__\n", + "\n", + "2009000 is it an xorg.conf issue? __eou__ pad works with xubuntu liv\n", + "2010000 yeah __eou__\n", + "\n", + "2011000 so any idea?? __eou__\n", + "\n", + "2012000 I guess that depends on the game __eou__\n", + "\n", + "2013000 to make my pc load free less mem __eou__\n", + "\n", + "2014000 yep. nvidia geforce 6150 __eou__\n", + "\n", + "2015000 it used to work on 8.04... __eou__\n", + "\n", + "2016000 I believe I should put that extracted GNOME Icon in somewher\n", + "2017000 try apt-cache search __eou__ or http://packages.ubuntu.com/ \n", + "2018000 its built in. i just noticed this though, is it meaningful?\n", + "2019000 Oh! works. __eou__\n", + "\n", + "2020000 : thanks, but i dont have alt cd and my optical drive isnt w\n", + "2021000 i have a xps one allinone with an intel video card that is u\n", + "2022000 okay. So hit Alt+f2, type gconf-editor, and hit enter. Go to\n", + "2023000 i believe that specifies _which_ vt to reside in. it doesn't\n", + "2024000 i like dell, millions also do, millions also don't __eou__ H\n", + "2025000 when my master volume is set at 50% and everything else I ca\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2026000 i did a fresh ubuntu 8.10 install, no upgrading __eou__\n", + "\n", + "2027000 ls -l RegnumOnlineInstall_32 __eou__\n", + "\n", + "2028000 Have you tried googling first? __eou__\n", + "\n", + "2029000 Umm CLI? __eou__\n", + "\n", + "2030000 yep __eou__ Ok m8. __eou__\n", + "\n", + "2031000 you dont give permissions to apps, only to users __eou__\n", + "\n", + "2032000 i know the ip of the server as it is static __eou__\n", + "\n", + "2033000 so far I only have one page that is close enough to what I'm\n", + "2034000 thanks __eou__ Hmm, how do I figure out which one is eth1, e\n", + "2035000 np man __eou__\n", + "\n", + "2036000 the article in wikipedia on java is quite good __eou__\n", + "\n", + "2037000 I don't know. __eou__\n", + "\n", + "2038000 Setting up the rsyncd.conf file __eou__ And the various othe\n", + "2039000 -> cd __eou__ -> are you sure it is desktop not Desktop? ca\n", + "2040000 you can only reinstall __eou__\n", + "\n", + "2041000 huh? __eou__\n", + "\n", + "2042000 oh... you mean i can use dpkg with that ? __eou__\n", + "\n", + "2043000 ive gotta learn some day! __eou__\n", + "\n", + "2044000 If you can find the iso, you should be able to mount it. __e\n", + "2045000 thank you. __eou__\n", + "\n", + "2046000 can you pastebin what is happening? __eou__\n", + "\n", + "2047000 interesting, but i would like only from FF. __eou__\n", + "\n", + "2048000 transmissioncli doesn't work ? __eou__\n", + "\n", + "2049000 oh ya mean the nickserv irc password. :) lol.. '/msg nicks\n", + "2050000 it was a joke __eou__\n", + "\n", + "2051000 sorry __eou__\n", + "\n", + "2052000 What *is* #ubuntu+1? I can't really find anything helpful on\n", + "2053000 your xorg.conf is fine, and xrandr is also fine, what exactl\n", + "2054000 my question is is it safe to build programs using sudo apt-g\n", + "2055000 good luck then __eou__ I lost my patience with Windows long \n", + "2056000 : i just got done installing it, stable thus far (2hrz) __eo\n", + "2057000 do you prefer vi or emacs? choose whichever commands you're \n", + "2058000 do you happen to have a link for the torrent? __eou__\n", + "\n", + "2059000 what? thats a first __eou__\n", + "\n", + "2060000 any sort of similarity could be used to split them up, but i\n", + "2061000 no.. it means i stopped dpkg-reconfigure part way through __\n", + "2062000 yes on some not all sites __eou__\n", + "\n", + "2063000 yes __eou__ sorry, i gotta go. make a swap and ext3 partitio\n", + "2064000 I input this rm -r nacl and get this rm: descend into direct\n", + "2065000 yep, AK_Dave is right __eou__\n", + "\n", + "2066000 i am just about to go camping so i will play with it tomorro\n", + "2067000 you need to edit hte options in /etc/fstab __eou__\n", + "\n", + "2068000 np __eou__\n", + "\n", + "2069000 and file a bug report to linux on launchpad.net __eou__\n", + "\n", + "2070000 sorry i dont know about LTS __eou__ how can i check ? __eou_\n", + "2071000 http://ubuntu.wordpress.com/2006/08/02/local-dns-cache-for-f\n", + "2072000 yeah, I was giving up in here :P __eou__\n", + "\n", + "2073000 so make swap 2Gb __eou__\n", + "\n", + "2074000 I may be the connection, idk that much about it __eou__\n", + "\n", + "2075000 ;) __eou__\n", + "\n", + "2076000 its fresh __eou__ straight from the site __eou__\n", + "\n", + "2077000 yeah __eou__ something on the lines of phpmyadmin __eou__\n", + "\n", + "2078000 thanx, never heard of it. I am off liveCD right now cause i \n", + "2079000 what's the whole filename? __eou__ did you get it from http:\n", + "2080000 !thanks | Klunk __eou__ where as I am the person that trigg\n", + "2081000 ok, let's try __eou__\n", + "\n", + "2082000 howto vpn l2tp over ipsec on ubuntu jaunty ? __eou__\n", + "\n", + "2083000 lightweight relative to how lightly the user runs it... __eo\n", + "2084000 thats not a channel __eou__\n", + "\n", + "2085000 ahhhhh thank you __eou__\n", + "\n", + "2086000 aptitude search pidgin will show all pidgin packages __eou__\n", + "2087000 no, 32b __eou__\n", + "\n", + "2088000 Okay thanks :) __eou__\n", + "\n", + "2089000 > I have a problem .....tor, privoxy and firefox are all ins\n", + "2090000 yeah... i suppose ubuntu preloads a bunch of different modul\n", + "2091000 Yes: http://blender.org __eou__\n", + "\n", + "2092000 I must be mistaking then with 9.04 :) my bad :) __eou__\n", + "\n", + "2093000 yes, same issue __eou__\n", + "\n", + "2094000 just type in make? __eou__\n", + "\n", + "2095000 k __eou__\n", + "\n", + "2096000 root from terminal can play soundm though __eou__ root from \n", + "2097000 then please stay on-topic: ubuntu support __eou__\n", + "\n", + "2098000 I am experiencing this on 2 machines, one intel laptop and o\n", + "2099000 !info ufw __eou__\n", + "\n", + "2100000 \"direct\" ssh connection? As opposed to an /indirect/ one? _\n", + "2101000 can you ssh in? __eou__\n", + "\n", + "2102000 the page he was using though, didn't say to re boot hmm __e\n", + "2103000 lol but what does it really do? is it a VM ? __eou__\n", + "\n", + "2104000 Okay. I guess I don't have a solution for you then. Sorry.\n", + "2105000 is this(System/Preferenced/Sound command) window or ubuntu? \n", + "2106000 I checked there doesn't seem to be any other package manager\n", + "2107000 ty __eou__ i assumed linux-source would be just the patched \n", + "2108000 yes, do you know how to get the latest repo for transmission\n", + "2109000 im looking to use ubuntu as a live environment to remove vir\n", + "2110000 I think it is, k3b for example has this option but I don't w\n", + "2111000 ive never used it :) and im short on time so had not time to\n", + "2112000 whats it called? __eou__ ok __eou__\n", + "\n", + "2113000 Can you read from the drive? __eou__ That'd help. __eou__\n", + "\n", + "2114000 yes __eou__\n", + "\n", + "2115000 no.. willis is my first name __eou__\n", + "\n", + "2116000 yep. I don't need down to the byte value, a general idea wil\n", + "2117000 thanks - i'm looking more for a videoconferencing solution, \n", + "2118000 no I was just thinking about how some words in English hav\n", + "2119000 ahh yes thanks :) __eou__\n", + "\n", + "2120000 no such device __eou__\n", + "\n", + "2121000 ok __eou__\n", + "\n", + "2122000 mine is a gui app. Just to make things more complicated. __\n", + "2123000 desktop 9, 699mb.iso 32bit. on a 6,4 gb quantum fireball ata\n", + "2124000 mine works ? __eou__ can you tell kathie the command to rest\n", + "2125000 So, I have to compile it from source or getdeb? __eou__\n", + "\n", + "2126000 i use only synaptic with official repository __eou__\n", + "\n", + "2127000 canon would have something but if found that HP has better m\n", + "2128000 sudo apt-get gparted __eou__ gparted is the gnome partition \n", + "2129000 how __eou__\n", + "\n", + "2130000 right, my server doesn't allow ssh, so, only ftp __eou__\n", + "\n", + "2131000 got right version, http://pastebin.com/d2de70cdc __eou__\n", + "\n", + "2132000 i figured, radeonhd gives me atrocious FPS __eou__ radeon wo\n", + "2133000 no __eou__\n", + "\n", + "2134000 \\o/ __eou__ hehe, I only had to persuade ya __eou__ everythi\n", + "2135000 it some local brand called TransTech __eou__\n", + "\n", + "2136000 i don't think you can view the output __eou__\n", + "\n", + "2137000 ah, sorry then. actually so does the download page :p just t\n", + "2138000 ah.. hit CTRL+H to view hidden directories.. any directory b\n", + "2139000 gonna try that now and see if it works __eou__\n", + "\n", + "2140000 screen is a window manager for text terminals that lets you \n", + "2141000 Keyring will work for them IIRC __eou__\n", + "\n", + "2142000 in addition to those instruccions gnubie gave you, you can a\n", + "2143000 sudo mv srcfile destination __eou__\n", + "\n", + "2144000 i ok i will try again __eou__ cant seem to remove the wifi s\n", + "2145000 don't have live cd, it was update manager upgrade.. __eou__\n", + "\n", + "2146000 http://ubuntuforums.org/showthread.php?t=603492 check this _\n", + "2147000 thought you said that. my bad...dude. __eou__\n", + "\n", + "2148000 thanks, i have to add responsiveness patches to make it usea\n", + "2149000 dcc chat __eou__\n", + "\n", + "2150000 yea, I know about songbird. I'll try it, but I bet it uses g\n", + "2151000 I can't find the reason... I don't understand the posts I fo\n", + "2152000 wicked thanks __eou__ that guide doesn't really have anythin\n", + "2153000 thanks! If I have my router allowing VPNs will I still need \n", + "2154000 yes. but for that, i have to install grub2 wich will automag\n", + "2155000 yes automagically so __eou__\n", + "\n", + "2156000 it might be a bug in empathy __eou__\n", + "\n", + "2157000 thanks for the idea ;) __eou__\n", + "\n", + "2158000 :) I want to get reed of MS and Adobe __eou__\n", + "\n", + "2159000 I think you need root power __eou__\n", + "\n", + "2160000 you mean make a symlink of ~/.rhythmbox (or whatever it's ca\n", + "2161000 you can also try this: http://www.torproject.org/index.html.\n", + "2162000 thanks __eou__\n", + "\n", + "2163000 Thank you sir.. __eou__\n", + "\n", + "2164000 That sucks. If 10.04 LTS is this bad then Im staying with pu\n", + "2165000 you mean ubuntu workstations can be added to the ubuntu doma\n", + "2166000 oh come on. this is in fact the internet... __eou__\n", + "\n", + "2167000 right. I've just never used it __eou__\n", + "\n", + "2168000 nah.. I think that will just get the output from the last co\n", + "2169000 im open to any suggestions, i have no idea what pulseaudio i\n", + "2170000 As I said, removing kernels by synaptic only will remove cur\n", + "2171000 nope.. __eou__\n", + "\n", + "2172000 yep! __eou__ and the xxx format is 'self' 'group' 'world'. \n", + "2173000 my router has the channel set to auto... what's the best to \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2174000 but i want to manage vhosts as well __eou__ i want a thing l\n", + "2175000 they are giving different info from what i got when i was gi\n", + "2176000 the syntax for sending a factoid to a user is \"!factoid | us\n", + "2177000 omg ur awesome __eou__\n", + "\n", + "2178000 well, i was looking at audacious, but the provided .deb isn'\n", + "2179000 dunno, arent there other events to use that occur after the \n", + "2180000 then he should use unrar __eou__\n", + "\n", + "2181000 http://serverfault.com/questions/92429/cannot-install-mysql-\n", + "2182000 I thought that too and changed the settings a few times but \n", + "2183000 should I get mplayer instead? is there any special reason fo\n", + "2184000 what ftp server are you using? __eou__\n", + "\n", + "2185000 you just have to set up you MX domains to google's servers a\n", + "2186000 I downloaded the Package from http://www.virtualbox.org and \n", + "2187000 do you get \"It's working!\" when you try http://localhost ? _\n", + "2188000 correct __eou__\n", + "\n", + "2189000 ahhhh, i've been x'ing out instead of typing exit, hm... we\n", + "2190000 no, OS X __eou__\n", + "\n", + "2191000 guntbert thanks, I will try them __eou__\n", + "\n", + "2192000 ah i got that taken care of already :-) __eou__\n", + "\n", + "2193000 /etc/X11/xorg.conf ? i thought i heard it had been removed i\n", + "2194000 what should i search for, explicitely? __eou__\n", + "\n", + "2195000 have you run sudo update-grub? __eou__\n", + "\n", + "2196000 what is backend? :S __eou__\n", + "\n", + "2197000 thx __eou__\n", + "\n", + "2198000 i used netbootin __eou__ i used unetnootin __eou__\n", + "\n", + "2199000 thanks bud __eou__\n", + "\n", + "2200000 i use to click on my username __eou__ but i don see anything\n", + "2201000 know about DSL... not a big deal on nettops imho __eou__ mp1\n", + "2202000 It exists in Chromium, but I believe the same option is avai\n", + "2203000 I'm looking a distro with a good hw dectection mechanism... \n", + "2204000 mine 2.6.32-22-generic #33-Ubuntu SMP Wed Apr 28 13:28:05 \n", + "2205000 Valve has already stated that if you bought a game for Windo\n", + "2206000 OK. __eou__\n", + "\n", + "2207000 :( __eou__\n", + "\n", + "2208000 Actually it is a terminal based application and it recieves \n", + "2209000 wish I could do that, got a laptop ;) __eou__\n", + "\n", + "2210000 karmic __eou__\n", + "\n", + "2211000 Thank you thank you. __eou__\n", + "\n", + "2212000 lol __eou__ it looks convincing on windows __eou__\n", + "\n", + "2213000 hmm... LVM allows you to dynamically set up partition sizes?\n", + "2214000 about what ? __eou__\n", + "\n", + "2215000 netech_dd if=/dev/hdx | gzip > /path/to/image.gz __eou__ sou\n", + "2216000 ok __eou__\n", + "\n", + "2217000 no still no signal __eou__\n", + "\n", + "2218000 either in the accesories menu, or you have to get from softw\n", + "2219000 Is X-Chat safe on ubuntu , cuz it screwed up my windows with\n", + "2220000 lol :) The laptop is fairly new, besides it's not getting h\n", + "2221000 i have never seen wpa2 work with less then 8 characters (per\n", + "2222000 yes but I'm wondering if certain packages are '''blocked''' \n", + "2223000 I would install win7 first. Select the custom install and t\n", + "2224000 I use parcellite (GUI) and xclip (it allows me copy things t\n", + "2225000 ive tried todo exactly what you said with my external usb ha\n", + "2226000 no __eou__\n", + "\n", + "2227000 oh, I must be tired, I just need to run Jaunty in VM so it d\n", + "2228000 fair enough __eou__\n", + "\n", + "2229000 would you mind if i PM you? __eou__\n", + "\n", + "2230000 gparted can't find the pendrive which I need to format bac t\n", + "2231000 so the best way is to just copy them? __eou__\n", + "\n", + "2232000 I figured google would give me results, but some might be be\n", + "2233000 that is for one font, and that would be the font gnome-termi\n", + "2234000 then no need to compile (as instructed in the forum link).. \n", + "2235000 that's the list of installed packages ... I'm more intereste\n", + "2236000 thanks ill try again __eou__\n", + "\n", + "2237000 hold shift at boot, select recovery mode, select root __eou_\n", + "2238000 but I want the visual effects of compiz. So I guess it is a \n", + "2239000 i need to use it in a script, so gui/sudo solutions wont wor\n", + "2240000 silverlight streams are streams that use the Microsoft Silve\n", + "2241000 yes __eou__\n", + "\n", + "2242000 glad to help __eou__\n", + "\n", + "2243000 the grep left out the actual error messages... __eou__ the e\n", + "2244000 dude, second link, point 1 __eou__\n", + "\n", + "2245000 I had to reinstall because my /boot partiton died.. I coul\n", + "2246000 maybe you need to add nginx itself to sudoers. becouse sudo \n", + "2247000 Hmm.. being somewhat new to ubuntu, I haven't needed to use\n", + "2248000 you can still boot fefora as default with the ubuntu grub __\n", + "2249000 https://www.redhat.com/docs/manuals/enterprise/RHEL-3-Manual\n", + "2250000 I removed it several times __eou__ with purge __eou__\n", + "\n", + "2251000 -- I don't think so. __eou__\n", + "\n", + "2252000 well its in beta still but if you wish to give it a try I wo\n", + "2253000 yeah, tried that. xangua, I am installing from a reposito\n", + "2254000 did you make sure you closed any existing ssh sessions you h\n", + "2255000 Please run \"sudo aptitude update; sudo aptitude install apt-\n", + "2256000 it is a 1 pixel image, there is only 24bits if information t\n", + "2257000 http://img214.imageshack.us/img214/6808/capturadetelac.png _\n", + "2258000 Good idea! Thanks! __eou__ It's owned by root :( __eou__ Mag\n", + "2259000 thought so __eou__\n", + "\n", + "2260000 *? __eou__ ChogyDan http://pastebin.com/sdwxDA27 __eou__\n", + "\n", + "2261000 Why would you want it ? __eou__\n", + "\n", + "2262000 it would be the third time i upgrade versions. probably quit\n", + "2263000 i know but i dont know what it does >_< __eou__\n", + "\n", + "2264000 ubuntu doesn't make the ati drivers, what ubuntu bugs are yo\n", + "2265000 you might want to try Simple Scan __eou__ I just tried scann\n", + "2266000 64! PAE is a hack, it can't let any one program use more th\n", + "2267000 you can back up to a file if you want __eou__ did you set up\n", + "2268000 make a launcher that does that perhaps. __eou__ You could \n", + "2269000 thanks, but i didnt add any repository ^^ __eou__ i did sudo\n", + "2270000 you'd rather it were ancient, idiosyncratic and had almost n\n", + "2271000 sure __eou__ are you still there? My client set you to ignor\n", + "2272000 you mean ntbl or whatever __eou__ that normaly means nucked \n", + "2273000 but it does not ask me... __eou__\n", + "\n", + "2274000 seems like your packagement is borked __eou__ *management __\n", + "2275000 does the community generate those components? Where might I\n", + "2276000 best i could find - https://launchpad.net/ubuntu/lucid/amd64\n", + "2277000 then you don't need one ... or you could always add swap-fil\n", + "2278000 Ah! __eou__\n", + "\n", + "2279000 look into /dev/mapper __eou__ or maybe /dev/\n", + "2280000 no? sorry then, update... done. __eou__ That was stange. __e\n", + "2281000 I helped him realize his mistake __eou__\n", + "\n", + "2282000 but it is the best solution... __eou__\n", + "\n", + "2283000 It's installed mess around with it for a bit at least! __eou\n", + "2284000 bs. dapper is still there __eou__\n", + "\n", + "2285000 heh, i wish. numlock does nothing __eou__\n", + "\n", + "2286000 you may want to look at http://waxandwane.org/clipsafe.html \n", + "2287000 errors={continue|remount-ro|panic} --> Define the behaviou\n", + "2288000 http://paste.ubuntu.com/559043/ __eou__\n", + "\n", + "2289000 Now its ubuntu only and a fresh install __eou__\n", + "\n", + "2290000 you should install from package manager instead __eou__\n", + "\n", + "2291000 i am using autofs but i can get it working __eou__\n", + "\n", + "2292000 i can noticed that the ata disk partitions was printed, but \n", + "2293000 You can get eclipse too. sudo apt-get install eclipse __eou_\n", + "2294000 chroot and use adduser __eou__\n", + "\n", + "2295000 shows that orange screen with \"default \" and counting down .\n", + "2296000 yeah tab complete is awesome __eou__\n", + "\n", + "2297000 than you'll have to right click on the menu button and selec\n", + "2298000 sipior I want to always print two pages of the old document \n", + "2299000 so no grub then.. :( Yeah, I would be inclined to just burn\n", + "2300000 terry I ran sudo dpkg-reconfigure -phigh xserver-xorg and sa\n", + "2301000 ie, I'm still in the middle of the upgrade, and ctrl+c-ing w\n", + "2302000 So? __eou__ not only googling but REading bro __eou__\n", + "\n", + "2303000 you want to undo what the runescape install script has done?\n", + "2304000 When you specify the output as an AVI file, ffmpeg cannot d\n", + "2305000 thanks cipherboy_loc, mkanyicy...I am installing it now.. __\n", + "2306000 im probably not the right person to ask about this but you m\n", + "2307000 spot on, thanks for the help __eou__\n", + "\n", + "2308000 Starmin: that's what i mean __eou__ i think the shrink optio\n", + "2309000 no but kind of __eou__ most people just reinstall have a fir\n", + "2310000 - they were empty. __eou__\n", + "\n", + "2311000 what was your problem again? __eou__\n", + "\n", + "2312000 here's a list in english with all common user agent strings \n", + "2313000 Well on a clean install, it works perfectly - including the \n", + "2314000 LOL.... ;) Just looked for a cheaper solution... __eou__\n", + "\n", + "2315000 than you should be ok... what seems missing? __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2316000 java jre for the open office __eou__ ok I have java 1.6 __\n", + "2317000 Set the system time correctly and then sync the hardware clo\n", + "2318000 I get this: E: Could not get lock /var/lib/dpkg/lock - open\n", + "2319000 you have to mount the usb and copy as usual __eou__\n", + "\n", + "2320000 i asked 5 times. nevermind. let me try other distro __eou__\n", + "\n", + "2321000 thanks __eou__\n", + "\n", + "2322000 ok. cool. Thanks a bunch. I'll ad that to my channels. __eou\n", + "2323000 I'm using Wubi, no dice __eou__\n", + "\n", + "2324000 reason i need to fix yet another corrupted filesystem is bec\n", + "2325000 eep, sorry, wrong person __eou__\n", + "\n", + "2326000 perfect, that's exactly what I was looking for __eou__\n", + "\n", + "2327000 the WM is installed, as are the things it depends on - there\n", + "2328000 Oh... Sorry, no idea really -- I mostly use SQLite, however \n", + "2329000 well, there's that about webmin, but I never ran it with ext\n", + "2330000 yes, that's where I'm seeing the error message __eou__\n", + "\n", + "2331000 I'm banned __eou__\n", + "\n", + "2332000 if i am not able to see Ubuntu1004 then how can i get inside\n", + "2333000 !! the disk with my filesystem got renamed? what can I do ru\n", + "2334000 Yes. __eou__\n", + "\n", + "2335000 most recent ubuntu release __eou__\n", + "\n", + "2336000 its too new a feature to even predict. do you really need t\n", + "2337000 Between? __eou__\n", + "\n", + "2338000 What i'm saying is to block port 22 specifically. That way,\n", + "2339000 try \"export VARIABLE=foo\" __eou__\n", + "\n", + "2340000 I do __eou__\n", + "\n", + "2341000 hmm interesting. i do have 76 things in /etc/init/ but only \n", + "2342000 Ya about that, I set the stupid thing in empathy, but it kee\n", + "2343000 \"Inappropriate ioctl for device...\" __eou__\n", + "\n", + "2344000 I am back __eou__\n", + "\n", + "2345000 thanks __eou__\n", + "\n", + "2346000 hopefully all. but certainly in canada. __eou__\n", + "\n", + "2347000 use apt-get or software centre etc __eou__ ps -ef | grep hel\n", + "2348000 no idea. Ive never needed a driver for my cable modem. but\n", + "2349000 yuck. no idea, but you might try to resolve those ?? by inst\n", + "2350000 sorry, what are you compiling? __eou__\n", + "\n", + "2351000 Just did install bootchart __eou__ Oh I hope it is not vid\n", + "2352000 you're welcome __eou__\n", + "\n", + "2353000 awesome, that's what I want to hear. gonna give it a shot no\n", + "2354000 such as aptitude install package and if there are conflicts\n", + "2355000 you should be using gksudo when you /need/ to open a graphic\n", + "2356000 try replacing the email address with your local username for\n", + "2357000 any ideas how to install gnome2? :-) __eou__\n", + "\n", + "2358000 i'm using it from Windows though __eou__\n", + "\n", + "2359000 maybe this could help http://ubuntuforums.org/showthread.php\n", + "2360000 sorry, meant to address to crimscx... a bit distracted at th\n", + "2361000 just saying checkinstall would not help. It would make the p\n", + "2362000 yes, i guess, and some other browsers? like chromium? __eou_\n", + "2363000 not directly that's why i've a done a ssh reverse __eou__\n", + "\n", + "2364000 provide a sample of what you are expecting to match __eou__\n", + "\n", + "2365000 that's an option as well, or daily __eou__\n", + "\n", + "2366000 you will ahve a lot of settings created do a ls -la in your \n", + "2367000 lsb_release -a __eou__ lsb_release -a at terminal and hit e\n", + "2368000 since then I've had to pull in a few gnomish components when\n", + "2369000 hello good buddy __eou__ you might look into the GNOME shell\n", + "2370000 dumb question, how do i get vncserver to start up with the u\n", + "2371000 I know __eou__ Typo __eou__\n", + "\n", + "2372000 http://www.askmebetter.com/ __eou__ Pastebin the results of \n", + "2373000 web server to host website. i want a user other than root to\n", + "2374000 gogeta has a point. i would - sudo aptitude purge unity && s\n", + "2375000 do you have an actual support question? please stop with the\n", + "2376000 it is, but it's also true about nvidia =P __eou__\n", + "\n", + "2377000 k __eou__\n", + "\n", + "2378000 you could make an alias. Not sure how it would affect other \n", + "2379000 you're probably more savy than me so I'm not going to bother\n", + "2380000 you can install wicd-curses and use it at cli, no gui app wi\n", + "2381000 honestly if the mic sound is distorted i would think its be\n", + "2382000 Yeah, I'm guessing it's bad __eou__\n", + "\n", + "2383000 mount -t udf __eou__\n", + "\n", + "2384000 the samba configs. __eou__\n", + "\n", + "2385000 format disk - perhaps. __eou__\n", + "\n", + "2386000 canonical provides... what ? __eou__\n", + "\n", + "2387000 make sense it doesn't has to do with ubuntu, already tried t\n", + "2388000 One can do: apt-key adv --recv-keys $KEYID -- directly. __eo\n", + "2389000 I had to install bind in order to achieve name resolution __\n", + "2390000 System filling write cache quickly and waiting transfer proc\n", + "2391000 why not __eou__ there is an xorg edgers update ppa (less fre\n", + "2392000 it dpends on the specific error... __eou__\n", + "\n", + "2393000 it is __eou__\n", + "\n", + "2394000 that s the same, as \"dangeros\" as cat __eou__ i forgot, you \n", + "2395000 yes ! thanks :D __eou__\n", + "\n", + "2396000 ah ok thanks __eou__\n", + "\n", + "2397000 yeah, I tend to like clean installs __eou__\n", + "\n", + "2398000 question answered __eou__\n", + "\n", + "2399000 aahh right __eou__\n", + "\n", + "2400000 what sort of problems? __eou__\n", + "\n", + "2401000 ditto, i'll just wait for the devels to answer me then. or m\n", + "2402000 Bentley which one? allready in basic gaim or somewhere on th\n", + "2403000 there's a md5sum.exe program for windows __eou__ don't know \n", + "2404000 yes __eou__\n", + "\n", + "2405000 there've been conversations, but I don't remember the outcom\n", + "2406000 thnx __eou__\n", + "\n", + "2407000 i told you to use \"burn disk image\" __eou__ http://www.wizar\n", + "2408000 don't worry about it, its just a warning. __eou__ exactly __\n", + "2409000 and an article reader __eou__\n", + "\n", + "2410000 thanks for the ipv6 disabling link, i missed that one __eou_\n", + "2411000 if you can login via icewm run it from an xterm or whatever \n", + "2412000 the problem is that crrently gnome-desktop on hoary is unins\n", + "2413000 try a supported ubuntu kernel __eou__\n", + "\n", + "2414000 no __eou__ hate to be an arsehole, but Wine Is Not an Emulat\n", + "2415000 but not installed by default __eou__\n", + "\n", + "2416000 what should I do about the error? __eou__\n", + "\n", + "2417000 do i just remove the lines for the accounts that i want to r\n", + "2418000 because it doesn't clean up. It just kills the X server __eo\n", + "2419000 n+30 ;) __eou__\n", + "\n", + "2420000 dont blow ur current __eou__\n", + "\n", + "2421000 is that the precise apt-get command? __eou__\n", + "\n", + "2422000 free for 11 years now, one of the BSD family and lots of lin\n", + "2423000 you allready have a running FTP daemon __eou__\n", + "\n", + "2424000 snapshot.debian.net has all the packages ever released so yo\n", + "2425000 make sure that both system agrees in setting utc or disablin\n", + "2426000 its a usb printer __eou__ epson stylus cx 6600 using 6400 dr\n", + "2427000 ok thx __eou__\n", + "\n", + "2428000 select burn, settings, multisession, continue.. __eou__\n", + "\n", + "2429000 that is something you need to type in a terminal window __eo\n", + "2430000 never had any problem with that, windows can be installed on\n", + "2431000 delete it __eou__\n", + "\n", + "2432000 If your on linux, not really.. only if your going to run som\n", + "2433000 if you are using KDE try with konqueror __eou__ OC'ing is an\n", + "2434000 gdm uses xml-like theming. __eou__\n", + "\n", + "2435000 how? __eou__\n", + "\n", + "2436000 ah, ok then......not sure sorry. that was my only idea. __e\n", + "2437000 yes i have one like that, and one virtual interface eth0:9 _\n", + "2438000 is that a linux port ? Interesting... __eou__ in the repos? \n", + "2439000 my install of Totem plays wmv perfectly; I don't seem to hav\n", + "2440000 ubotu is helping you out __eou__\n", + "\n", + "2441000 x broke. __eou__\n", + "\n", + "2442000 does corel draw actually work in cxoffice? __eou__\n", + "\n", + "2443000 look for /boot/grub/grub.conf.sample or so, there should be \n", + "2444000 yeah but I have linux already installed, and now I'd like a \n", + "2445000 how can i set what happens when it says \"configuring network\n", + "2446000 LP_ what installer??? __eou__ oh ok... really from the cd?\n", + "2447000 they dont work... __eou__\n", + "\n", + "2448000 that doesn't have time stamps. i have no idea what is from w\n", + "2449000 Openoffice __eou__ and much more __eou__ they dont have to e\n", + "2450000 arts daemon is seriously fucked up in ubuntus KDE3.5beta2 pa\n", + "2451000 i'm trying :( __eou__\n", + "\n", + "2452000 can i msg you __eou__\n", + "\n", + "2453000 sry __eou__\n", + "\n", + "2454000 the installation shows up __eou__ and goes fine __eou__ then\n", + "2455000 no that's it. it used long listings i.e. (hd0) /dev/\n", + "2456000 thanks I will check it out! __eou__\n", + "\n", + "2457000 u need to change \"nv\" into \"nvidia\" first. __eou__\n", + "\n", + "2458000 I see __eou__\n", + "\n", + "2459000 ill try struggling and compiling it first :P __eou__\n", + "\n", + "2460000 i'm searching only on Hoary __eou__\n", + "\n", + "2461000 is that really outrageous? __eou__ audio isn't the point... \n", + "2462000 Okey poke... Thanks. :) __eou__\n", + "\n", + "2463000 One question though. __eou__ What about comments? __eou__\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2464000 ive seen alot of people mess up their sudo by enabling su bu\n", + "2465000 yes, i have __eou__ and i do have a floppy drive __eou__\n", + "\n", + "2466000 sorry i just skimmed it because im doing something else and \n", + "2467000 :( but thanks for trying to help.. __eou__\n", + "\n", + "2468000 run sudo apt-get install kubuntu-desktop __eou__\n", + "\n", + "2469000 i have problems setting up printing in xfce did u try connec\n", + "2470000 the installer will allow you to select the partition to inst\n", + "2471000 ehm... XDCMP was due to my fuault set up to choose. changed \n", + "2472000 sounds weird, have you asked in #kubuntu or #kde ? __eou__\n", + "\n", + "2473000 ... hehe.. what is it NOT ??? ... hmm... I'll try another pr\n", + "2474000 I never really tried it with Breazy, but I'm pretty sure it'\n", + "2475000 you can install Adobe Acrobat Reader - acroread - it's somet\n", + "2476000 yes __eou__\n", + "\n", + "2477000 as I said in windows XP it works without artifacts at higher\n", + "2478000 I will try this - I'll go and login to ubuntu right now and \n", + "2479000 there is a gui toll for upgrading to dapper __eou__\n", + "\n", + "2480000 I don't know which kernel do you have installed. But for exa\n", + "2481000 did you explore the Removable Drives and Media GUI helper th\n", + "2482000 you can't on fat __eou__ fat has no idea of file perms __eou\n", + "2483000 always annoyed me why Gnome changed it to middle mouse butto\n", + "2484000 hmm, what of? __eou__\n", + "\n", + "2485000 have you enabled multiverse? __eou__ don't repeat, don't pas\n", + "2486000 it says audio open error __eou__ now tell me what next that \n", + "2487000 yea, but that is like 4 weeeks away>posting __eou__\n", + "\n", + "2488000 ur currently using breezy? __eou__\n", + "\n", + "2489000 good idea :) __eou__\n", + "\n", + "2490000 https://wiki.ubuntu.com/RestrictedFormats __eou__ follow the\n", + "2491000 welcome to the semi-flood irc channel :) __eou__\n", + "\n", + "2492000 mozilla-mplayer is a plugin so firefox can play video from t\n", + "2493000 just checking, after Lukian's complaint :) __eou__\n", + "\n", + "2494000 no. __eou__\n", + "\n", + "2495000 torrc iirc ? __eou__\n", + "\n", + "2496000 yes __eou__\n", + "\n", + "2497000 is there no official wording to put on something like that? \n", + "2498000 plus the whole context based task bar really throws them for\n", + "2499000 what version of llibc6-dev is installed? __eou__\n", + "\n", + "2500000 deb-build? __eou__\n", + "\n", + "2501000 sudo apt-get install PACKAGE=VERSION if you must __eou__ sto\n", + "2502000 I know, but nobody warned me, and I thought it wouldnt be th\n", + "2503000 well, in my case, i used one port that works perfectly with \n", + "2504000 which one is the lightest version as compared to any other \n", + "2505000 ill set local time thanks __eou__\n", + "\n", + "2506000 Ive got nvidia-glx nvidia-kernel-common installed along with\n", + "2507000 yah __eou__ are you in a terminal? __eou__\n", + "\n", + "2508000 yeah, I had that issue at home... I'm not using the beerorki\n", + "2509000 and then it appears \"Error 17\" immediately __eou__\n", + "\n", + "2510000 what exactly happens when you try to install it? __eou__\n", + "\n", + "2511000 nameserver __eou__\n", + "\n", + "2512000 i'm saying, it's not new by any means __eou__ i'm deeply sad\n", + "2513000 It did when I was doing that on redhat I Haven't tried it si\n", + "2514000 ok __eou__ theres a file called md5sum.txt __eou__\n", + "\n", + "2515000 ctrl-alt-+ and ctrl-alt-- maybe __eou__ and the + and - hav\n", + "2516000 for all gnome/gtk apps __eou__\n", + "\n", + "2517000 me too :P __eou__ Forget about it. __eou__\n", + "\n", + "2518000 yes, from system, network tools __eou__ no trace for www.goo\n", + "2519000 thanks i will work on thar __eou__\n", + "\n", + "2520000 crazy enough to work __eou__\n", + "\n", + "2521000 maybe sometimes things are too simple and i'm complicating t\n", + "2522000 i know, i was hoping you were in the Bayarrhea. you could co\n", + "2523000 sudo mv __eou__\n", + "\n", + "2524000 if you know the module name of the onboard card (check lsmod\n", + "2525000 yes, that's it __eou__\n", + "\n", + "2526000 the goal is to keep it under 750, so i am going to see how m\n", + "2527000 i seriously reccomend you ditch ubuntu for headless clients \n", + "2528000 give me a moment i will see if i still have it ! i did it t\n", + "2529000 That should bring up Network Settings __eou__\n", + "\n", + "2530000 thanks, \"usermod -p * username\" does what I want. __eou__\n", + "\n", + "2531000 you must upgrade to from hoary to breezy, from breezy to dap\n", + "2532000 write: PATH=$PATH,myprogrampath __eou__ it only works on th\n", + "2533000 GAIM is eating my contacts, that's why I didn't like it. An\n", + "2534000 have you updated your apt after adding those? __eou__\n", + "\n", + "2535000 functional yes - some just do not like the decorations as we\n", + "2536000 is my system completely lost _ __eou__\n", + "\n", + "2537000 I don't know, I'm no X expert sorry, all I can reccomend is \n", + "2538000 Eriock: I am trying to figure that out myself.. sorry.. i th\n", + "2539000 If you are certain you have installed the nvidia driver corr\n", + "2540000 no, i'm not sure that is right either (i'm not on linux to \n", + "2541000 vista says what? __eou__\n", + "\n", + "2542000 chown them to root, and then chmod them where the world has\n", + "2543000 fai is an acronim for Fully Automatic Installation __eou__\n", + "\n", + "2544000 : i'm basically moving HD. I installed on a plain old sata d\n", + "2545000 what? __eou__\n", + "\n", + "2546000 :) once I learn programming I'll make sure to do that first \n", + "2547000 Are you sure? __eou__\n", + "\n", + "2548000 Lets just hope we regain all of our functionality as we did \n", + "2549000 yes __eou__\n", + "\n", + "2550000 yeah, it'd be helpful, I spent a few hours trying to figure \n", + "2551000 thanks. __eou__\n", + "\n", + "2552000 usb? __eou__\n", + "\n", + "2553000 this is also means that both hdd's must be plugged in? __eou\n", + "2554000 with nautilus everything worked so fast and I could save scr\n", + "2555000 ask in #grub __eou__ same hdd ? __eou__\n", + "\n", + "2556000 i mean real pakage ? __eou__\n", + "\n", + "2557000 it is 4310 __eou__\n", + "\n", + "2558000 that's fine, I'm single and my ex is a lesbian ;-) __eou__\n", + "\n", + "2559000 - i.e. an incomming odf file in email wont take over your PC\n", + "2560000 NTFS, I believe __eou__\n", + "\n", + "2561000 thanks for your help anyway __eou__\n", + "\n", + "2562000 im no noob, i game with wine all the time __eou__ i have jus\n", + "2563000 are you sure it didn't add them to your fstab already? I ha\n", + "2564000 np :-) __eou__\n", + "\n", + "2565000 I don't understand your question __eou__\n", + "\n", + "2566000 good luck __eou__\n", + "\n", + "2567000 you can disable them from the gnome menu, system - effects _\n", + "2568000 Zero you have to register. __eou__ change the type to ext3 w\n", + "2569000 How do I register my nick with Nickserv? __eou__\n", + "\n", + "2570000 so i should copy the the entry from menu.lst from the ubuntu\n", + "2571000 you haven't explained what permission you where denied? Or I\n", + "2572000 ? ha? :P __eou__\n", + "\n", + "2573000 either one __eou__ unless u ftp to wrong ftpserver __eou__\n", + "\n", + "2574000 because that's more asthetically fitting and this way it \n", + "2575000 and yondie: thanks. i roll my own for slackware, since it \n", + "2576000 firefox could be causing it __eou__\n", + "\n", + "2577000 I don't know brice...But I know that when someone has a nvid\n", + "2578000 have you searched synaptic for libglu...? __eou__ was it in \n", + "2579000 In the future stay with intel and nvidia for good linux driv\n", + "2580000 thanks. __eou__ and you too sno0 __eou__ sn0* __eou__ what s\n", + "2581000 I said ages ago I am not bothered about that any more __eou_\n", + "2582000 GigaClon, DShepherd: Oh man, I already installed Ubuntu, I'd\n", + "2583000 But I don't want the details... like I want it to look the w\n", + "2584000 thanks __eou__\n", + "\n", + "2585000 MP __eou__\n", + "\n", + "2586000 will do, thanks. Are you referring to resolving the error or\n", + "2587000 I think I just saw it, hold on. __eou__ Here, I found it. \"A\n", + "2588000 is UUID necessary for just extra mounted space? __eou__\n", + "\n", + "2589000 oh okay. __eou__\n", + "\n", + "2590000 okay __eou__ it's tremulous __eou__ I'm on my ubuntu server \n", + "2591000 https://help.ubuntu.com/community/AMD64/FirefoxAndPlugins __\n", + "2592000 smbfs? __eou__\n", + "\n", + "2593000 SkyFalcon866: thank you i will do that after my interview in\n", + "2594000 if apt-get not work try the aptitude __eou__ join me in #w\n", + "2595000 can someone tell what is deafult window manager in GNOME ?? \n", + "2596000 I don't know what you mean by NAT setup, so perhaps I did __\n", + "2597000 theres a BIG search button in the window.... __eou__ someone\n", + "2598000 maybe you should try an older version of slackware __eou__ \n", + "2599000 thanks.... __eou__\n", + "\n", + "2600000 I'd wait about a month, to be honest. Let it have the chance\n", + "2601000 like 2 hours __eou__ im at 637 of 1300 __eou__\n", + "\n", + "2602000 Are you suggesting that something went wrong in that particu\n", + "2603000 if you are installing them both on the same drive, it will b\n", + "2604000 I don't know __eou__ I know you can set it up so your whole \n", + "2605000 is it an old BIOS and a large new hd ? __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2606000 gparted is the gnome partition editor, I'd say its quite int\n", + "2607000 thanks, bookmarked ; ) __eou__\n", + "\n", + "2608000 the issue is that default is keeping me from booting as my c\n", + "2609000 where can i chk it ? __eou__ i cant find it in the wine data\n", + "2610000 or try a \"find /usr | grep -i icon\" __eou__\n", + "\n", + "2611000 thanks. Is there a equivalency between videomode (720i) and \n", + "2612000 http://ubuntu.wordpress.com/2005/10/13/enabling-cupsys-web-a\n", + "2613000 Yessir? __eou__\n", + "\n", + "2614000 if it dont wrk ill have to boot to xp to get online :( __eou\n", + "2615000 this is keeping you from booting? __eou__\n", + "\n", + "2616000 lsmod says the module is loaded, but I am not expert enough \n", + "2617000 thank you. do you think you could help me with how to comile\n", + "2618000 the partitions you are working on. MUST MUST MUST - be unmo\n", + "2619000 Hmm...maybe I'll try again with Gutsy. I havent run both sin\n", + "2620000 it usually means the server is down temporarily. But the onl\n", + "2621000 so did I, but it wasn't worth the effort __eou__\n", + "\n", + "2622000 same problem with a new user __eou__\n", + "\n", + "2623000 but a backup is wise ;) __eou__ !apt-zip | nano_ __eou__ !in\n", + "2624000 doesn't that only show mounted ones? __eou__\n", + "\n", + "2625000 what does iwconfig say? __eou__\n", + "\n", + "2626000 what should i set the refresh to ? __eou__ it's a 15'' samsu\n", + "2627000 wireshark __eou__\n", + "\n", + "2628000 it not evening loading driver sir __eou__\n", + "\n", + "2629000 how did you create the new user? __eou__\n", + "\n", + "2630000 preferably __eou__\n", + "\n", + "2631000 are you having trouble booting the live cd? __eou__ what are\n", + "2632000 Roger that. It's still a puzzle how you could have started t\n", + "2633000 I don't know where is this panel :) __eou__\n", + "\n", + "2634000 you're welcome. let me know if it works __eou__\n", + "\n", + "2635000 didn't find an option __eou__ ^^ __eou__\n", + "\n", + "2636000 firefox won't let me start more instances of it without firs\n", + "2637000 do you know where ubuntu keeps the index files __eou__\n", + "\n", + "2638000 I'm not sure. __eou__ Usually they don't take out support fo\n", + "2639000 groups = nogroup admin ------- id = uid=109(marsh) ::: gid =\n", + "2640000 ok :P __eou__\n", + "\n", + "2641000 how to make changes? __eou__\n", + "\n", + "2642000 er, preferences where? __eou__\n", + "\n", + "2643000 In the Network Manager window, click on the wired connection\n", + "2644000 nice,dude __eou__\n", + "\n", + "2645000 hence why all of our front end systems and networking equipm\n", + "2646000 Sorry, how do I do that? __eou__ I think thats it, n\n", + "2647000 thanks.. but there is definitely a difference __eou__\n", + "\n", + "2648000 any way thnx :S __eou__\n", + "\n", + "2649000 is there a way to make it work w/ compiz __eou__\n", + "\n", + "2650000 , i have two 10\\100mb card and 1 comp have adsl modem bu\n", + "2651000 you are back, did you not reinstall? __eou__\n", + "\n", + "2652000 yea __eou__\n", + "\n", + "2653000 okay then __eou__\n", + "\n", + "2654000 robg, ii have windows on it and i try installing from the li\n", + "2655000 what does error msg say? __eou__\n", + "\n", + "2656000 Gaelic __eou__ one of life's little ironies... __eou__\n", + "\n", + "2657000 i have to get the nvidia driver to boot first. __eou__ The\n", + "2658000 sudo /etc/init.d/sshd restart most likely __eou__\n", + "\n", + "2659000 don't know really. I m still trying to get my LBP3300 workin\n", + "2660000 zetherol __eou__ what's your problem __eou__ xnv,how can i c\n", + "2661000 Why did they change the standard Hda too now Mimic Scsi devi\n", + "2662000 if I don't done that ? __eou__ can I see anyway ? __eou__ i \n", + "2663000 how do i get there? and what do you mean by bypasing the aut\n", + "2664000 what sort of connections ? __eou__\n", + "\n", + "2665000 yes. can your run Apple software for MacOSX on windows? can \n", + "2666000 try https://help.ubuntu.com/community/SoundTroubleshooting w\n", + "2667000 it was a repository maintained at stanford and they somehow \n", + "2668000 lspci | grep Ether __eou__\n", + "\n", + "2669000 hmm yes :) __eou__ does it boot you out or just warn __eou__\n", + "2670000 I'd check if the router has the ip of the printer down right\n", + "2671000 Correct __eou__ because ony root, or users in the admin grou\n", + "2672000 iwlist scan __eou__ are you sure your wireless isn't working\n", + "2673000 yeah.. :( __eou__\n", + "\n", + "2674000 is the kernel a default kernel or is it something you config\n", + "2675000 now that would be a seriously hard firewall to crack ;p __eo\n", + "2676000 i saw the power options, but they dont let you change much _\n", + "2677000 Denesh- check this site- https://bugs.launchpad.net/ubuntu/+\n", + "2678000 thanks opt1k. I'm downloading streamripper. I'll try tuner a\n", + "2679000 thats in the Advanced Desktop Settings __eou__\n", + "\n", + "2680000 I'm no sure... I didn __eou__\n", + "\n", + "2681000 clf flush size is 64 __eou__ what am i looking for exactly? \n", + "2682000 use fstab for this, its the noauto option __eou__\n", + "\n", + "2683000 i think i do......thanks...just found out how to....thanks f\n", + "2684000 hmm// The National weather service is givving 130 Kbs __eo\n", + "2685000 is there a link to info? __eou__\n", + "\n", + "2686000 those two instructions are just only to add it sources.list \n", + "2687000 I use wicd its easy to switch with this tool __eou__ sure, c\n", + "2688000 elijah@elijah-laptop:~$ bug-buddy --xchat __eou__\n", + "\n", + "2689000 Switch servers __eou__ Adept? I'm doing this all from termin\n", + "2690000 Or maybe do a kickstart config so you can install many machi\n", + "2691000 yes, i didn't indeed. I think it comes bundled with the Kern\n", + "2692000 you can see if you can find a .deb for that version __eou__ \n", + "2693000 i had it set up ages ago for a shell over serial port. __eo\n", + "2694000 yes but its onot in intrepid __eou__ no would need to be bu\n", + "2695000 ah. have a good run now, must wait. __eou__\n", + "\n", + "2696000 I'll try fbrun and be right back __eou__\n", + "\n", + "2697000 ill give it a go __eou__ hmmm errors __eou__ if i go startx \n", + "2698000 which eeepc do you have? __eou__\n", + "\n", + "2699000 X is for forward X output, C is for compress it before you s\n", + "2700000 envy is a last resort and has mixed results.. Did you insta\n", + "2701000 i want the default __eou__\n", + "\n", + "2702000 a 500 GB drive is 500B * 1,000,000,000 . 460GB that you are\n", + "2703000 I dont do dual head.. have you tried with effects off.. __eo\n", + "2704000 hplip did the trick - thanks :) __eou__\n", + "\n", + "2705000 I've no idea what the problem could be :/ __eou__\n", + "\n", + "2706000 ok __eou__\n", + "\n", + "2707000 all right then :) __eou__ ah and then there is htop (for con\n", + "2708000 : it happen when I try to solve the card reader problem __eo\n", + "2709000 Just what I was looking for, thanks :-) __eou__\n", + "\n", + "2710000 did you try fs-driver? __eou__\n", + "\n", + "2711000 use alt F2 and run conky from there __eou__\n", + "\n", + "2712000 can u tell me the commands? __eou__\n", + "\n", + "2713000 Pandah; so that means one installation covers both the disks\n", + "2714000 why/what __eou__\n", + "\n", + "2715000 i think there is: http://www.ubuntugeek.com/disable-internet\n", + "2716000 where does it say the plugin is ..which folder __eou__\n", + "\n", + "2717000 lol at quoting me __eou__\n", + "\n", + "2718000 can you tell me, at what stage it hangs? __eou__\n", + "\n", + "2719000 no, cygwin does it the other way around __eou__\n", + "\n", + "2720000 sure, but basic stuff mainly __eou__\n", + "\n", + "2721000 Not sure how to do that - newb here. __eou__\n", + "\n", + "2722000 because it said your kernal could not be functioned by this \n", + "2723000 because it's easy to configure, and a nice pretty ui for eve\n", + "2724000 i read that from here: http://ubuntuforums.org/showthread.ph\n", + "2725000 lsmod |grep pcspkr what do you get __eou__ well the pc spkr\n", + "2726000 as in when i do a mouse drag, it opens another pdf window __\n", + "2727000 same here __eou__\n", + "\n", + "2728000 doesn't matter. same thing happens with both files and folde\n", + "2729000 the package in synaptic says it's not supported by Canonical\n", + "2730000 check the wiki __eou__\n", + "\n", + "2731000 yeah, I guess __eou__ different result __eou__\n", + "\n", + "2732000 What was http://pastebin.ubuntu.com/181707/ __eou__\n", + "\n", + "2733000 Thanks :) __eou__\n", + "\n", + "2734000 thank you for your help, i am very excited now __eou__ Tha\n", + "2735000 , i need send parameters ... for example in bash i can send \n", + "2736000 de nada ;] __eou__\n", + "\n", + "2737000 who you talking to? plz use the nick in your replies __eou__\n", + "2738000 ok in backport. I will take a look at backport __eou__ shoul\n", + "2739000 virtual machine in that case only to get the feel for Ubuntu\n", + "2740000 my mistake mneptok is correct next proposed lts is 10.4 sorr\n", + "2741000 agreed done __eou__\n", + "\n", + "2742000 thanks i m gonna read and i wont install all the application\n", + "2743000 oh ok __eou__\n", + "\n", + "2744000 pxe? thanks! __eou__ got a look at pxe installation .... it \n", + "2745000 thats not a user name, thats a key pairing. i don't think it\n", + "2746000 so you can copy paste in man, and then delete the ones you d\n", + "2747000 I thought it was... but gparted is the only gui tool I am aw\n", + "2748000 Ah, then that's not \"general programming purposes\" :-). __eo\n", + "2749000 Sorry, no - that's all I use __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2750000 only resolution cose different way it is not workin __eou__\n", + "\n", + "2751000 happens,i have suspend hibernate going misssing sometimes __\n", + "2752000 k...will do __eou__\n", + "\n", + "2753000 you may have it installed already. i do, but i don't recall \n", + "2754000 the XP install disk says I have no hard drive __eou__\n", + "\n", + "2755000 No, nothing will explode __eou__\n", + "\n", + "2756000 so i must have a problem, right now it does ~ 9Mo/s __eou__\n", + "\n", + "2757000 You mean the first disk? __eou__\n", + "\n", + "2758000 hum, i may need to do a bit more research on Win4Lin than __\n", + "2759000 btw, how did your sudo password stop working? __eou__ you co\n", + "2760000 I don't know the difference between pkill and killall, meh _\n", + "2761000 no problem :) __eou__\n", + "\n", + "2762000 i'm afraid i'm not familiar with that error... maybe google \n", + "2763000 ok, thanks, i'll give it another shot then :) __eou__ ah coo\n", + "2764000 how do you kill it? it locks up my entire system and when pl\n", + "2765000 thanks anyways __eou__\n", + "\n", + "2766000 unetbootin is the repos for karmic, you may wish to try usb-\n", + "2767000 wuts the command to import those? Or should I just use phpMy\n", + "2768000 you really don't need that stuff for Ubuntu __eou__\n", + "\n", + "2769000 programming, and office work __eou__\n", + "\n", + "2770000 on average how many years do i expect? __eou__\n", + "\n", + "2771000 What is PCM set at? __eou__\n", + "\n", + "2772000 rather then changing in every app separately, I would use xm\n", + "2773000 or does one need Ubuntu for it to work? __eou__ Now I have 9\n", + "2774000 http://ubuntuforums.org/showthread.php?t=56949 is one way bu\n", + "2775000 yea, what you're saynig is removing sda5 the right way, usin\n", + "2776000 fair enough, though if it's from a mainline repo (and often \n", + "2777000 I don't play that game but TF2 and WOW run fine in it. __eou\n", + "2778000 nvidia __eou__\n", + "\n", + "2779000 very well then. Good luck to you. __eou__\n", + "\n", + "2780000 webcam is supported , just need help fixing it mate __eou__\n", + "\n", + "2781000 no, never heard of it. __eou__ I love OpenOffice, but I am h\n", + "2782000 whateva... his los __eou__\n", + "\n", + "2783000 Yes hibernate is suposed to shut down the system .. it dump \n", + "2784000 Idk. I've got sans obviously, it just doesn't look as nice i\n", + "2785000 xubuntu is light, yo ujsut have to desactivate gnome and kde\n", + "2786000 did it work? __eou__\n", + "\n", + "2787000 want me to show u my monitor or are u searching the support \n", + "2788000 normal releases should show an upgrade to 9.10. __eou__ alth\n", + "2789000 thats why yesterday i was switching to admin account __eou__\n", + "2790000 seriosly you will be cracked wihin a day __eou__\n", + "\n", + "2791000 -_- ive tried that before with other laps and it wasnt, i ne\n", + "2792000 , that didnt work neither.. __eou__ I think im going to have\n", + "2793000 make a binary image of it with dd __eou__ dd if=/dev/usb of=\n", + "2794000 I kinda like the minimalist design but I also love the evil\n", + "2795000 ok, try as chelz said, right-click an .exe and go to propert\n", + "2796000 okay. havent read much about KVM but than its okay __eou__\n", + "\n", + "2797000 sudo vi /etc/X11/xorg.conf << send any section named nvidia\n", + "2798000 : if ubuntu continues to concentrate it on the x , i w'll ab\n", + "2799000 no i am building from a .tgz __eou__\n", + "\n", + "2800000 Oh, I see! So if I wanted them installed, I'd say \"apt-get \n", + "2801000 lucky you :( __eou__ now why won't my nvidia settings stay, \n", + "2802000 sorry... I can't find the tools name. __eou__\n", + "\n", + "2803000 welcome __eou__\n", + "\n", + "2804000 that's not normal right? usually you have to do a bunch of t\n", + "2805000 (don't go looking for it on dell site - they'll charge you $\n", + "2806000 pastebin your /etc/fstab __eou__\n", + "\n", + "2807000 good call. How would i know if its the PSU? __eou__\n", + "\n", + "2808000 thanks it's what a was looking for __eou__\n", + "\n", + "2809000 no __eou__\n", + "\n", + "2810000 its in /etc/sudoers, but you can use 'sudo visudo' adding th\n", + "2811000 then i will mount it ti /media/ and then put a symlink to ~/\n", + "2812000 ok i will deactivate it and see what happens __eou__\n", + "\n", + "2813000 its just 50% now ,should i wait or kill. __eou__\n", + "\n", + "2814000 sebsebseb : well, my internal speakers work fine __eou__\n", + "\n", + "2815000 gotta get my laundry, be back in like 5. id like to help yo\n", + "2816000 i have update-notifier running the background already. __eou\n", + "2817000 debian is offtopic here, this is ubuntu support only __eou__\n", + "2818000 ah __eou__\n", + "\n", + "2819000 I believe \"sudo update-alternatives --config default.plymout\n", + "2820000 alsamixer or anything else is already at 100%, i would like \n", + "2821000 tru but if you include in your command to run as a different\n", + "2822000 I didn't see those, do appologize for the short answer. __eo\n", + "2823000 my /etc/environment just has a path and that's it. __eou__\n", + "\n", + "2824000 no problem. (^_^) __eou__\n", + "\n", + "2825000 links? never heard of it :P __eou__\n", + "\n", + "2826000 most likely if its even possible __eou__\n", + "\n", + "2827000 Woot! Yep that was it. __eou__\n", + "\n", + "2828000 I know its fine sorry about that __eou__\n", + "\n", + "2829000 just one at a time __eou__ i have comcast so bandwidth on my\n", + "2830000 What are you trying to do? __eou__\n", + "\n", + "2831000 thanks __eou__\n", + "\n", + "2832000 right, no have not seen one yet __eou__\n", + "\n", + "2833000 you might want to check this: http://bugs.debian.org/cgi-bin\n", + "2834000 it should be prompting you for updates up by the clock __eou\n", + "2835000 line 22- 27 Jordan_UI __eou__ - the I lol __eou__\n", + "\n", + "2836000 How are you sharing? __eou__\n", + "\n", + "2837000 no need to reinstall. just run the command and then launch t\n", + "2838000 why var? __eou__\n", + "\n", + "2839000 To re-enter play after being killed. __eou__ lol ... like in\n", + "2840000 No error messages at all? :( __eou__\n", + "\n", + "2841000 yast also allows you to start, stop and configure services f\n", + "2842000 bummer __eou__\n", + "\n", + "2843000 or... something else __eou__ murchadh sweet, i'll give it \n", + "2844000 yes I know but nothing happens when I click on it. __eou__\n", + "\n", + "2845000 yep __eou__ what now? :o how can i make it work instead of m\n", + "2846000 194hrs? thats crazy... __eou__\n", + "\n", + "2847000 if you need something a bit more substantial you can use Ard\n", + "2848000 that searchs the package list __eou__\n", + "\n", + "2849000 is it mounted \"ro\" ? __eou__\n", + "\n", + "2850000 at one place it has to be transported into the gsm net and o\n", + "2851000 Done __eou__\n", + "\n", + "2852000 the partitions mounts fine, it's a directory inside of it th\n", + "2853000 idk, have you ever had it working on any other OS? __eou__\n", + "\n", + "2854000 but anything i drag there, is cut off and im only seeing par\n", + "2855000 it's probably ok as long as gnome-look is only providing the\n", + "2856000 http://www.supergrubdisk.org There is a SuperGrub free r\n", + "2857000 I have been using minefield for a while and surely it's more\n", + "2858000 check the share settings.... __eou__\n", + "\n", + "2859000 also, use the p switch when creating tar. i'll be around for\n", + "2860000 does it work ? __eou__\n", + "\n", + "2861000 What broadcom chipset do you have? __eou__\n", + "\n", + "2862000 its a server __eou__\n", + "\n", + "2863000 have you tried reinstalling GDM ? __eou__\n", + "\n", + "2864000 i thought you said there isn't any benefits to it __eou__\n", + "\n", + "2865000 \"md5sum ./file.iso\" is the syntax you're using, correct? __e\n", + "2866000 yes, I know about that, but it's too fast __eou__\n", + "\n", + "2867000 Yeah I tried that, thanks for the suggestion though. I've ev\n", + "2868000 ummm...okay. is that a bad thing? I have never had sound sin\n", + "2869000 to look cool? __eou__\n", + "\n", + "2870000 :) __eou__\n", + "\n", + "2871000 you don't even get grub? __eou__ can you mash tab or whateve\n", + "2872000 then stick with it __eou__\n", + "\n", + "2873000 it's a shared drive, just a folder with files. __eou__\n", + "\n", + "2874000 Oh okay. Well, don't have a clue, then. Except that I'm on a\n", + "2875000 And they said nothing? __eou__\n", + "\n", + "2876000 where are you looking for an icon ? __eou__ it is in there, \n", + "2877000 how can i've sucessfullly installed my Geforce FX 5500.RUN _\n", + "2878000 system is uptodate, version 2.2.0.35-0lucid1 __eou__ do you\n", + "2879000 sr0 is the cdrom drive __eou__\n", + "\n", + "2880000 I think I'll prefer to say it's matter of taste then __eou__\n", + "2881000 no __eou__ depends actually __eou__\n", + "\n", + "2882000 well they have different mount names one is /media/Server2 \n", + "2883000 what movie player are you using on ubuntu? __eou__ i mean it\n", + "2884000 Googling \"PM\" but not getting a clear answer. Is that a abbr\n", + "2885000 it's because I didn't install it, only tried it from USB and\n", + "2886000 I'm sure it has, but if I want lightweight I usually go with\n", + "2887000 either in ~ or in /var/spool/mail or similar. depends on you\n", + "2888000 yeah I hate printing, especially in ubuntu it is even worse \n", + "2889000 i'm not sure... :( __eou__\n", + "\n", + "2890000 Thanks, it installed them now. I'll test it on the windows b\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2891000 #ubuntu-offtopic __eou__\n", + "\n", + "2892000 : thank you but i can not get the bittorent download for 10.\n", + "2893000 It's capital O, the site doesn't load at all, so it looks pr\n", + "2894000 sudo: can't open /etc/sudoers: permission denied newline \n", + "2895000 I'm afraid I've never set up a multiple port nic card before\n", + "2896000 but will it work with the new hardware? __eou__\n", + "\n", + "2897000 Almost every command in Linux, but some manpages are not rea\n", + "2898000 Not done ICS in years either. :) my router handles it all. _\n", + "2899000 thanks __eou__\n", + "\n", + "2900000 one is packages/built/designed to be used with ubuntu (menu \n", + "2901000 not exactly what I am doing, but that might be a good start.\n", + "2902000 I was hacked by Anon thats why I want it __eou__\n", + "\n", + "2903000 Yes there is a chance for data loss. You should always backu\n", + "2904000 intel Q965 __eou__ its was working right with my hp 19\" moni\n", + "2905000 ok good then choose something and pick your partitions __eou\n", + "2906000 i would like to honestly say that I exhausted all options tr\n", + "2907000 i can't really search (i'm not on ubuntu) __eou__\n", + "\n", + "2908000 it does the job and has a built in crossfade option that I l\n", + "2909000 Thhat doesn't look like it. try lspci | grep WLAN __eou__\n", + "\n", + "2910000 hm, not USB or anything then, very odd __eou__\n", + "\n", + "2911000 i'm sorry, i don't think I'm going to be able to help you. _\n", + "2912000 That would only allow one session wouldnt it? __eou__ I have\n", + "2913000 netherlands, europe __eou__\n", + "\n", + "2914000 install the dev package of it __eou__\n", + "\n", + "2915000 because its not official and it doesn't do package upgrading\n", + "2916000 haven't had very serious problems, some annoying ones, but n\n", + "2917000 yes __eou__\n", + "\n", + "2918000 whats a cool one to check out? __eou__\n", + "\n", + "2919000 Do you mean install completely without network support? I re\n", + "2920000 i've made all my problems go away a long time ago, by bying \n", + "2921000 hopefully installing it won't be too much trouble. __eou__\n", + "\n", + "2922000 don't know __eou__\n", + "\n", + "2923000 dunnow if that's what you're looking for, but I think it's a\n", + "2924000 no, I have 1.0 from mozilla.org ( the binary) __eou__ I bypa\n", + "2925000 could be a dippy driver or a bad eject button on the front o\n", + "2926000 yeah, I read those. __eou__ if I knew how to build packages \n", + "2927000 all right __eou__\n", + "\n", + "2928000 and all those programs you want on one desktop? why __eou__ \n", + "2929000 Getting the harddrives spinning takes a lot of power to star\n", + "2930000 separation of user and system __eou__ yes, it's good pract\n", + "2931000 i dont know anyone that uses grub __eou__\n", + "\n", + "2932000 meaning the it doens't install because of some md5 mismatch \n", + "2933000 I also have libc6 installed __eou__ and thing the package I \n", + "2934000 not sure, IO used to ask at #xfce when I used that. __eou__\n", + "\n", + "2935000 then /etc/hostname ? __eou__\n", + "\n", + "2936000 Heh. __eou__ When did that unit ship? I'm thinking mid-1990\n", + "2937000 thanks __eou__\n", + "\n", + "2938000 I don't know __eou__\n", + "\n", + "2939000 yes __eou__\n", + "\n", + "2940000 delayed due to the olsen twins growing up too fast __eou__\n", + "\n", + "2941000 yea __eou__\n", + "\n", + "2942000 only if th upgrade fails ;) __eou__ if you use a non-enghlis\n", + "2943000 the extra buttons don't work. I know there are apps to make \n", + "2944000 use -f on what, fsck? __eou__\n", + "\n", + "2945000 sudo iwconfig and paste the output for me in pastebin.com. t\n", + "2946000 what are y'all tryin to do? __eou__ is the system still up? \n", + "2947000 ok, checking url history now... __eou__ i think i got the u\n", + "2948000 i remember differently. a lot of updates just around release\n", + "2949000 it shouldnt matter __eou__ run sudo apt-get update __eou__\n", + "\n", + "2950000 I'm not really sure. It's on my Dell inspiron 1000 laptop. _\n", + "2951000 race you! :) __eou__ same __eou__ looking still though __eou\n", + "2952000 yep __eou__\n", + "\n", + "2953000 abiword doesn't spell check properly for me __eou__\n", + "\n", + "2954000 when i boot a windowsxp sp2 cd, it prompt for password when \n", + "2955000 so instead of using -rfakeroot for a Debian package, I inste\n", + "2956000 see... that Backup directory is actually on a drive that is \n", + "2957000 I thought so... you left before I could finish... A) in a te\n", + "2958000 :$ sry, *son types easier :$:D i'm neither american :) __eou\n", + "2959000 Smoked? __eou__ Yeah, I'm nuts. __eou__ Didn't seen that it \n", + "2960000 baaah __eou__\n", + "\n", + "2961000 you have to 'sudo apt-get update' for the changes to take ef\n", + "2962000 why did you type that crap? __eou__\n", + "\n", + "2963000 wow so that wont survive a reboot? __eou__\n", + "\n", + "2964000 thanks a ton =) __eou__\n", + "\n", + "2965000 istanbul (from the universe repo) __eou__\n", + "\n", + "2966000 cool, thanks __eou__ what's the core ftp gui app for ubuntu \n", + "2967000 Windows XP 64-bit doesn't have flash either __eou__\n", + "\n", + "2968000 install it for another user and copy that user's .xchat2 dir\n", + "2969000 HP LaserJet 2600 USB __eou__ HP LaserJet 2600 USB __eou__\n", + "\n", + "2970000 unfortunately no. dialup 64kbps __eou__\n", + "\n", + "2971000 how about in #flood? __eou__\n", + "\n", + "2972000 you're clicking the wrong link __eou__\n", + "\n", + "2973000 I mean, install ubuntu in the free space on hdd, so that I c\n", + "2974000 but i don't want to install that __eou__\n", + "\n", + "2975000 Cool. Next thing is the ubuntu CD doesn't seem to come nati\n", + "2976000 well you have just thoroughly confused me :) __eou__\n", + "\n", + "2977000 You need to study/learn/read about tcp wrappers and other th\n", + "2978000 if i unload a module of my wireless but the LED dont off, i \n", + "2979000 never! __eou__\n", + "\n", + "2980000 in dapper it is __eou__\n", + "\n", + "2981000 oh no why is that __eou__\n", + "\n", + "2982000 nmot sure unless it was something that you added from apt/sy\n", + "2983000 for *.zip do unzip ? :P __eou__\n", + "\n", + "2984000 if you can mount your zen micro as a normal usb hdd, you can\n", + "2985000 fireftp and gftp __eou__\n", + "\n", + "2986000 nah - not a sign of guilt, a sign of being right and knowing\n", + "2987000 LVM, among other things __eou__ To be honest I haven't used \n", + "2988000 will when I see him __eou__\n", + "\n", + "2989000 ok i will have a look for it will right back when i read the\n", + "2990000 Can you boot into Ubuntu ISO CD? __eou__\n", + "\n", + "2991000 thats another thing, i have alsa-base and alsa-tools install\n", + "2992000 phenomenally dumb question--what do i do with this? __eou__\n", + "\n", + "2993000 System>Preferences>Session>Startup Programs __eou__\n", + "\n", + "2994000 thanks again, i have the glas icons theme installed and a c\n", + "2995000 somehow but it won't be on the same line __eou__\n", + "\n", + "2996000 yeah last month i used it fine __eou__\n", + "\n", + "2997000 flash is available for linux, though __eou__\n", + "\n", + "2998000 http://paste.ubuntu-nl.org/25232/ __eou__ oh so should I unc\n", + "2999000 is it one file? __eou__\n", + "\n" + ] + } + ], + "source": [ + "bows = BOWCorpus(TEXT_PATH)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 i think we could import the old comments via rsync, but from...\n", + "1000 hi there __eou__ anybody experienced trouble with sound __e...\n", + "2000 it could also be some element of the OBEX protocol niceties ...\n", + "3000 hey all...anybody know how to install some win codecs? __eou...\n", + "4000 Whats the difference between universe and multiverse ? __eou...\n", + "5000 does the default kernel have no loop iso mount support? __eo...\n", + "6000 hello __eou__ so, if you install a package in ubuntu does it...\n", + "7000 so why not use a 4 page disertation for the version \"number\"...\n", + "8000 there is no good download manager? __eou__ __eot__ for what?...\n", + "9000 hrmph -- so, I'm well along with my debian-to-ubuntu convers...\n", + "10000 how fissy? __eou__ ehhh that was supposed to go to baluba __...\n", + "11000 anyone? kernel source on ubuntu? __eou__ anyone? is there ke...\n", + "12000 hrm __eou__ Why not optimise for i586/i686? __eou__ __eot__ ...\n", + "13000 apt-get is getting really old stuff in my just installed ubu...\n", + "14000 Anybody else here playing Quake 3? __eou__ __eot__ I played ...\n", + "15000 oof __eou__ don't forget the \"will delete your user data\" ca...\n", + "16000 I can't get my linux supported usb hp officejet 5500 multifu...\n", + "17000 hell0w again :D __eou__ Well i am :D __eou__ I wanna become ...\n", + "18000 excuse me folks, how can I direct ubuntu to use a static add...\n", + "19000 Is it possible to mount an FTP Server like a network share? ...\n", + "20000 Hi! Does anyone manage to install Firefox 1 and Thunderbird ...\n", + "21000 is it easy to compile an up-to-date kernel for ubuntu? like ...\n", + "22000 Octane - does Alt-F2, get you to a promt? __eou__ Octane - I...\n", + "23000 has anyone gotten kqemu to work in ubuntu? I'm a complete n0...\n", + "24000 Does the Ubuntu apache2 binary have mod_rewrite enab...\n", + "25000 gnome needs a bloat clean up __eou__ its a good desktop dont...\n", + "26000 one thing i don't get. ubuntu has apt-get but when trying to...\n", + "27000 :-) __eou__ __eot__ is that a good :-) ? or a guess what :-...\n", + "28000 synaptic is included and installed by default in Ubuntu __eo...\n", + "29000 heh - gee speaking of gnome.. is there a way to disable that...\n", + "30000 gedit __eou__ __eot__ Jedit __eou__ __eot__ \n", + "...\n", + "31000 Hi __eou__ Is there any way I can install a CMS on a local P...\n", + "32000 dpkg --reconfigure Xfree86 ? __eou__ thanks thoreauputic. :...\n", + "33000 can anybody tell me why ClamAV or similar antivirus isn't in...\n", + "34000 no, not really :) __eou__ I really wish I hadn't missed the ...\n", + "35000 no return key needed __eou__ __eot__ ah,, just wordwrap __eo...\n", + "36000 omeg, Synaptic Package Manger <-- I've found A...\n", + "37000 Is http://sourceforge.net completely dead for anyone else he...\n", + "38000 does someone here streams audio on the net? __eou__ does som...\n", + "39000 what's the structure of these heads? __eou__ __eot__ trying ...\n", + "40000 wtf... i try to add multiverse to my sources, and everytime ...\n", + "41000 does anybody know what package provides ft2build.h? __eou__ ...\n", + "42000 tar xzvf tar ballname __eou__ tar xzvf tar_ballname rather _...\n", + "43000 You are familiar with the concept of a wiki right? __eou__ _...\n", + "44000 i need to post my wiki about network interfaces not getting ...\n", + "45000 how to install kde ? __eou__ __eot__ sudo apt-get update && ...\n", + "46000 anyone know of a good notes manager / organizer \"tree\" styl...\n", + "47000 the apt-system isn't built for downgrades... __eou__ __eot__...\n", + "48000 Hey, I was wondering whether any of you knew of a tool to ex...\n", + "49000 I am trying to watch a video using MPlayer and I get very lo...\n", + "50000 How do I set an icon to a file type globally? Instead of cha...\n", + "51000 screw linspire, they CHARGE MONEY for gcc __eou__ It's free ...\n", + "52000 yes. :) __eou__ google.com/ig | my-live-journal | ubuntuforu...\n", + "53000 has anyone heard of this problem I am having on my laptop ru...\n", + "54000 hello ;) __eou__ __eot__ in a terminal do this 'sudo apt-cac...\n", + "55000 is there a way to link the terminal copy and paste crap with...\n", + "56000 [j] [a] [r] [e] [d] , did you try google? (I can't help you,...\n", + "57000 did you recently add hard drives? the installer should find ...\n", + "58000 stay away from the 'guide, it is full of pitfalls __eou__ __...\n", + "59000 commented __eou__ look at the bottom of php.ini __eou__ disg...\n", + "60000 look for the version 1.0.4 __eou__ __eot__ \"look for the ver...\n", + "61000 what's the equivalent in ubuntu of the kernel-headers-xxx-x-...\n", + "62000 Hello, /etc/X11/xkb/rules/xorg is a symlink to \"base\" __eou_...\n", + "63000 hi! __eou__ any cron users here? __eou__ __eot__ All Ubuntu ...\n", + "64000 do you find you repeat a lot?...lol, don't ask to ask lol, h...\n", + "65000 I wish I knew why fglrx doesn't let me use totem and mplayer...\n", + "66000 dang its starting to feel like burger time __eou__ joose wha...\n", + "67000 tiago,PM-aSeepin: Please keep the code of conduct in mind wh...\n", + "68000 how can i see if my video dirvers are installed properly? __...\n", + "69000 hmmm, to buy a XFX 6600GT or a X800GT , that is the question...\n", + "70000 anyone has tried google talk with gaim? __eou__ __eot__ yup ...\n", + "71000 Anyone know of a good FTP client with SSL? __eou__ __eot__ g...\n", + "72000 hello ...ppl.. __eou__ does somebody here has a package for ...\n", + "73000 Has anybody used skype on ubuntu? __eou__ __eot__ - I tried....\n", + "74000 hey all, when suing in terminal, it dosnt take the password,...\n", + "75000 Hi, is grub actually able to boot a floppy image located on ...\n", + "76000 hi i'm back again .. installed bittornado .. but the command...\n", + "77000 seems that gnomemeeting is similar to microsoft netmeeting f...\n", + "78000 how to update breezy? is it in the repo? __eou__ or u have t...\n", + "79000 yea slashdot was one of em __eou__ __eot__ ? __eou__ __eot...\n", + "80000 nautilus is the filemanager for Gnome __eou__ __eot__ why t...\n", + "81000 nvdia tnt2 model 64 at breezy, someone have problems? __eou_...\n", + "82000 Hey all. __eou__ Question, is there any way to install witho...\n", + "83000 anyone got the nvidia driver to compile? __eou__ __eot__ the...\n", + "84000 hi @all __eou__ what about the breezy iptables-package?? mod...\n", + "85000 HI, is there a way for me to create a complete perfect image...\n", + "86000 no, the kernel was compiled with gcc-3.4 __eou__ because the...\n", + "87000 What is the shell cmd to configure X ? __eou__ __eot__ sudo ...\n", + "88000 I need to add a resolution setting what file do I edit again...\n", + "89000 I love Ubuntu but it's starting to give me a lot of problems...\n", + "90000 how can i chroot a knoppix-cd? i have problem with the acpi...\n", + "91000 Hi, dmesg tells me \"Unknown key pressed (translated set 2, c...\n", + "92000 if you want a standalone js interpreter try rhino __eou__ or...\n", + "93000 maybe you need to install libsdl1.2debian-esd, that works fo...\n", + "94000 a compile of mine is trying to find libcurses __eou__ i cant...\n", + "95000 u on? __eou__ __eot__ you mean \"Can someone tell me where on...\n", + "96000 have you tried using gedit to convert the encoding? under th...\n", + "97000 I need to reconfigure xserver to use a different resolution....\n", + "98000 will that work ok for my amd64? __eou__ __eot__ sudo wget h...\n", + "99000 sup __eou__ is knubuntu just ubuntu with KDE or its own CDs ...\n", + "100000 hello __eou__ I have a problem with VMware on Breezy. The Ne...\n", + "101000 I need same kind of image viewer programm which makes possib...\n", + "102000 How do I disable the GNOME startup sound? __eou__ __eot__ th...\n", + "103000 Hey, has anyone got Azureus installed alongsie Eclipse? __eo...\n", + "104000 How do I find out if ubuntu supports my hardware? __eou__ __...\n", + "105000 ARGH! __eou__ HATE HATE HATE HATE __eou__ Firefox needs to h...\n", + "106000 ] Kem[, I recomment easybreezy also __eou__ ] Kem[, You mi...\n", + "107000 if you're going to be connecting to your sshd on the non-sta...\n", + "108000 www.ubuntuguide.org __eou__ __eot__ we dont use that guide ...\n", + "109000 is there some samba server GUI for gnome? __eou__ there's no...\n", + "110000 anyone here know any good psp/linux/ubuntu pages i can brows...\n", + "111000 did you get nvidia DEBs to work alright? __eou__ __eot__ i d...\n", + "112000 okay. sitting next to me is a rescue prompt with my new targ...\n", + "113000 I run it on amd k7 500 __eou__ I think it's 500 __eou__ amd ...\n", + "114000 Where do I find my kernel.config (I wan t to check if I have...\n", + "115000 How does one go abouts editing gnomes, right click menu? I w...\n", + "116000 muine music player wont play the tracks :S __eou__ __eot__ m...\n", + "117000 Q: what utility replace Google-desktop (the search tool) und...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "118000 Care to create a pastebin with what 'iwconfig' gives back? _...\n", + "119000 ello!! __eou__ is it possible to transfer the root and swap ...\n", + "120000 Mount: mouting /root/dev on /dev/.static/dev failed: no such...\n", + "121000 oh hes gone now __eou__ Ok, can anyone help me fix my dvd dr...\n", + "122000 My \"ifconfig\" is only picking up a loopback interface and no...\n", + "123000 would an athlon 64 3800+ dual core use a 686-smp kernel or a...\n", + "124000 ok, now i have amarok 1.3.8 It does 'detect' my ipod, tech...\n", + "125000 I wondering if I should dist-upgrade to hoary. Any comments?...\n", + "126000 Encoding as 16 kHz 32 kbps single-ch MPEG-2 Layer III (8x)...\n", + "127000 sound blaster 16 pnp __eou__ can ya explain that in laymans ...\n", + "128000 can anyone recommend pmud over pbbuttons? __eou__ __eot__ Su...\n", + "129000 prolly means the dev is not ther __eou__ prolly means the de...\n", + "130000 don't thank me yet __eou__ nfi if it works ! :o __eou__ prob...\n", + "131000 can someone help me with the chmod command? __eou__ __eot__ ...\n", + "132000 and it couldnt find it __eou__ I did, i typed in 'sudo wine ...\n", + "133000 how do i make amarok play mp3 files? i'm using gstreamer eng...\n", + "134000 you guys, how do i check if the xdamage extension is loaded ...\n", + "135000 Anyone know how I can use .rpm files with ubuntu? I just in...\n", + "136000 ^-^ __eou__ raight, out of the box :) __eou__ blackbox, flux...\n", + "137000 i have a microsoft intellimouse under ubuntu linux. when i ...\n", + "138000 any good programs for making pictures look better? this one...\n", + "139000 ah... yes... tricky :9 __eou__ __eot__ yes it is, and only u...\n", + "140000 natutilus as root? *shudders...* __eou__ __eot__ lol what's...\n", + "141000 I am reading xkb and xmodmap docs, I tried some xmodmap scri...\n", + "142000 sudo ln -sf /usr/bin/Xgl /etc/X11/X <-- this does not work _...\n", + "143000 hey __eou__ do a /nickserv info zeeble __eou__ blah. well, t...\n", + "144000 anyone used cygwin __eou__ i ask for just general info ... _...\n", + "145000 hey when i type mkdir /media/partitionname __eou__ it says \"...\n", + "146000 ok ill check it out __eou__ nothing else i can do then __eou...\n", + "147000 pygtk comes bundled in ubuntu or I have to install it? __eou...\n", + "148000 anyone knows how to configure clients for tor or privoxy __e...\n", + "149000 ubuntu> no root password use sudo __eou__ Kadran> did you in...\n", + "150000 dont suggest that __eou__ __eot__ Why not? It's pretty effe...\n", + "151000 turn the brightness down... __eou__ __eot__ it's about eight...\n", + "152000 hello. __eou__ hello. __eou__ can someone tell me how the ip...\n", + "153000 Hi ppl __eou__ I need to copy a file to a USB external disk ...\n", + "154000 Is there a package that provides a startup script for iptabl...\n", + "155000 Is the live cd really really slow or is it my cd drive, and ...\n", + "156000 !tell zawa about restricted __eou__ __eot__ cyne: please tak...\n", + "157000 No clue __eou__ i think it's fat16, though __eou__ will some...\n", + "158000 bah i still need to configure modem, printing, mail server, ...\n", + "159000 how do i change boot loader options during install of dapper...\n", + "160000 any idea howto get sound working on flash videos ? __eou__ d...\n", + "161000 what is your problem? __eou__ __eot__ I cannot read from a C...\n", + "162000 hi __eou__ please how could i get the list of kernel loaded ...\n", + "163000 SMACK! __eou__ SetUID BAD!! __eou__ __eot__ man chmod __eou_...\n", + "164000 what would the package name for gd be? __eou__ can I search ...\n", + "165000 Hum. Looks like a bug needs to be filed against ubuntu' use ...\n", + "166000 Is there a command to see the freespace on the ubuntu filesy...\n", + "167000 hehe, 's cool __eou__ __eot__ dr3wster, sudo /etc/init.d/apa...\n", + "168000 yw __eou__ ( master boot record ) __eou__ __eot__ great mind...\n", + "169000 im running foresight linux as a guest os using vmware player...\n", + "170000 is there any way to remove a package that ubuntu-desktop dep...\n", + "171000 I just detected an event through firestarter from kornbluth....\n", + "172000 does anyone know if there's a command line equivalent for sw...\n", + "173000 what is a mythtv ? __eou__ __eot__ looks awesome __eou__ __e...\n", + "174000 I just installed vnc4viewer __eou__ __eot__ congratulations!...\n", + "175000 anyone know how to configure the screensaver in xubuntu? __e...\n", + "176000 hey, Whats a good program to learn python in or any coding _...\n", + "177000 is there anyway to make a ubuntu installation boot terminal ...\n", + "178000 has anyone here tried installing ubuntu on a G3? __eou__ __e...\n", + "179000 For the screensavers, it has a \"Pictures Folder\" for an opti...\n", + "180000 can anyone please tell me where can I download dapper cd ima...\n", + "181000 Is there anyone here whit a ATI Radeon 9800 pro that install...\n", + "182000 i have a symlink from hda to hdb. i'm worried that everythim...\n", + "183000 hello, guys, please tell me what i should add to my crontab ...\n", + "184000 hi, just installed ubuntu on the laptop, happyness so far. h...\n", + "185000 does anyone remember the name of the disk partitioner that i...\n", + "186000 hey guys i have a problem __eou__ i just installed ubuntu ba...\n", + "187000 hi any graphical tool to choose between GDM and KDM and to c...\n", + "188000 Hello everyone __eou__ Im thinking of installing ubuntu on m...\n", + "189000 hey, does any1 know where the option in the live cd install ...\n", + "190000 Still looking for someone to help me with the datadump issue...\n", + "191000 hi guys... i was about to install kubuntu-desktop on ubuntu ...\n", + "192000 Basically, I am using a Ubuntu 6.06 CD; I always occasionall...\n", + "193000 I'm in a fix with grub, guys __eou__ __eot__ how so ? __eou_...\n", + "194000 Why do some companys employ C/C++ programmer under Linux, no...\n", + "195000 rich: u dont need to find it, just type wine = 1.2.0... no *** The gtk...\n", + "263000 Help! When I try to blacklist my Wifi drivers using the \"sud...\n", + "264000 I accidentally closed the chat. Did someone have some soluti...\n", + "265000 What is the command to determine which host is the DHCP serv...\n", + "266000 it says \"Totem Mplayer\" and it doesnt play. __eou__ __eot__ ...\n", + "267000 #ubuntu should have a web interface __eou__ __eot__ there's ...\n", + "268000 How can I partition my HDD and install Windows? __eou__ How ...\n", + "269000 NTFS-3G has really worked wonders for me, really glad with i...\n", + "270000 hmf! where can I get this module PEAR-Crypt_CHAP ? __eou__ _...\n", + "271000 how can I get ati sound drivers for my laptop, they're gone ...\n", + "272000 Ummm... anyone think they can help me out with getting my wi...\n", + "273000 hello :) __eou__ i have an issue with tightvncserver :( __eo...\n", + "274000 Amarok has a small equalizer, only 10 headers __eou__ yea am...\n", + "275000 how to count words \"word\" in myfile.txt? __eou__ anyone? __e...\n", + "276000 that said, i don't know why it wasn't like that before ;) __...\n", + "277000 I'm gonna stab Dan __eou__ I'm gonna pull my friggin hair ou...\n", + "278000 anyone have any ideas why, since upgrading to feisty, my wi...\n", + "279000 libata sucks bigtime __eou__ i can't tweak my harddrive __eo...\n", + "280000 hello __eou__ i am having a problem with add remove __eou__ ...\n", + "281000 Hi all __eou__ i have a query relating to Acer AL1706 TFT _...\n", + "282000 packages in edgy-backports should not have dependencies that...\n", + "283000 Hey guys, is there a firewall default for Feisty ? __eou__ _...\n", + "284000 does wine not work on feistyx64 __eou__ Wine Windows Emulato...\n", + "285000 hello can someone help me im in the LIVE CD now but i cant I...\n", + "286000 when i enter http://bigsnake_net.photo.163.com/ , firefox sa...\n", + "287000 sigh, how can i install ATIs drivers when Ubuntu wont let me...\n", + "288000 just apt-get remove vim-tiny and apt-get install the full ve...\n", + "289000 hi all, is it possible to migrate from Debian Etch to Ubuntu...\n", + "290000 I installed 7.04 on a VGN-N230E, and it works fine -- but my...\n", + "291000 I was on youtube the last day looking for feisty and Beryl v...\n", + "292000 according to winehq, office 2007 doesn't won't install on di...\n", + "293000 hi! I read intel releases great graphics card drivers for th...\n", + "294000 hi,guys i have just installed ubuntu , and i was wondering h...\n", + "295000 Whats the command to see processes that are running on my ma...\n", + "296000 is it recommended to keep /var/www/ owned by 'root'? cause i...\n", + "297000 I put in the 7.04 live cd and it just scrolls \"/bin/sh: Can'...\n", + "298000 how do I get X to use a better refresh rate __eou__ it won't...\n", + "299000 !nvu | myo (you should also be able to use the edgy package ...\n", + "300000 how do you get the installer to install w/o 'formatting' / _...\n", + "301000 becouse it is a sudo __eou__ __eot__ wasn't the case on 2 ot...\n", + "302000 is there a *nix command similar to 'comm' that compares two ...\n", + "303000 I need help with azureus: my torrents keep going down to 0 k...\n", + "304000 what is a good torrent client for ubuntu....bittorrent has l...\n", + "305000 Azureus __eou__ anyone know of a good Nintendo 64 emulator? ...\n", + "306000 how to make \"ctrl\"+\"alt\" a third-level-choser?!? __eou__ __e...\n", + "307000 Can anyone help me transfer my outlook express information t...\n", + "308000 help my apache is broken __eou__ __eot__ what happened? __eo...\n", + "309000 how long is 'Installing system' supposed to take via the reg...\n", + "310000 ergh, ubuntu installed but crashes on next system boot. __eo...\n", + "311000 is there a console command for comparing files? __eou__ __eo...\n", + "312000 Say, where it is possible to load a driver for HP 4400c __eo...\n", + "313000 hey all... anyone got a fix for e1000 under x64? I get 'can'...\n", + "314000 is there anyway to have programs start on ubuntu startup.. l...\n", + "315000 i have the ati radeon x1400 video card in my inspiron 6400 a...\n", + "316000 Question: I just got home from college and my parents have s...\n", + "317000 What's the difference between an apt-get and an aptitude? __...\n", + "318000 hey all, I'm having trouble with permissions on a new hard d...\n", + "319000 i'm having partition problems :( __eou__ I want to dual boot...\n", + "320000 blairellisL im sure with the advanced options you can be mor...\n", + "321000 ok __eou__ I've got ndiswrapper installed, with its awesome ...\n", + "322000 Arg! Can anyone explain this? My Mac OS 10.4 laptop can get ...\n", + "323000 do anyone know what to do to make a bootable CD? i'm a newbi...\n", + "324000 haha, shadowmancer, I was about to ask if you were connected...\n", + "325000 anybody ever have eth0 and eth1 just disappear on a reboot a...\n", + "326000 hey, I was considering trying out 7.10 tribe 3 (for some new...\n", + "327000 hi, is it possible to type a command in the linux console a...\n", + "328000 how do I use aptitude or apt to show the locations of instal...\n", + "329000 why did you PM me? __eou__ __eot__ it is a trick with the bo...\n", + "330000 or, Win2k on one drive, and Ubuntu on the other, or somethin...\n", + "331000 Hi all __eou__ *I've got a little... problem* (a.k.a. Glotti...\n", + "332000 is there a doc on how to install .deb files? __eou__ actuall...\n", + "333000 do you have any ideas how to fix this error im getting with ...\n", + "334000 you there? __eou__ __eot__ yes __eou__ __eot__ hi! I was won...\n", + "335000 hi, I have an asus DRW-1608P, and about one week I can't bur...\n", + "336000 can anyone guide me? i want to use my mobile phone as a mode...\n", + "337000 hm.. i've installed ubutnu and my resolution was crapy, so i...\n", + "338000 yay microsoft messed up my ubuntu partition __eou__ i tried ...\n", + "339000 okay i need help setting up an SSH server on Ubuntu Server F...\n", + "340000 when i tryed a sudo apt-get update i got this error msg: W: ...\n", + "341000 any ideas where do I set the number of workpaces so cube on ...\n", + "342000 Where can i get earlier versions of Ubuntu __eou__ __eot__ w...\n", + "343000 hello everybody! I need a specific answer... __eou__ I am t...\n", + "344000 is there any way i can make my own start menu for ubuntu? i ...\n", + "345000 sudo aptitude download :P __eou__ __eot__ why ...\n", + "346000 if i want Tomboy Notes to autostart on boot up, is it just a...\n", + "347000 his RDM reports that he doesnt need, prob cuz the restricted...\n", + "348000 hi, i just installed eterm via a sudo apt-get install eterm ...\n", + "349000 Any C programmers out there? __eou__ I'm just starting to us...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "350000 hey anyone know how to kill compiz from the terminal? __eou_...\n", + "351000 Morning, all. I'm trying to install 7.10 on my laptop. All...\n", + "352000 howdy folk __eou__ does anyone know how to get the shell eff...\n", + "353000 i just installed ubuntu 7.10 and enabled gl desktop. what do...\n", + "354000 For importing windows settings, do you have to reformat the ...\n", + "355000 for some reason proprietary drivers don't want to install fo...\n", + "356000 Is the defualt shell in gusty still dash? __eou__ does anyon...\n", + "357000 hi, i accidentally converted my ntfs win partition to ext3. ...\n", + "358000 anyone got patches for kernel 2.6.23 for the new ati drivers...\n", + "359000 how do i get my card reader to work? dmesg tells me it just ...\n", + "360000 oh jesus __eou__ I f*cked up my laptop... :( __eou__ I bette...\n", + "361000 I've deleted the windows partition and now grub wont boot ub...\n", + "362000 no xstat __eou__ src? run php without apache???? __eou__ __e...\n", + "363000 is there a command to pull all the .mp3 files out of seperat...\n", + "364000 I haven't had to update my system in 2 weeks.. is this norma...\n", + "365000 KILL DASH NINE __eou__ __eot__ are you singing the song? __e...\n", + "366000 hi. i'm trying to emulate N64 games with mupen64 and kamefu ...\n", + "367000 can anybody help me in changing the desktop icon text color ...\n", + "368000 Chill firefox and thats abou tit __eou__ __eot__ null needs ...\n", + "369000 i just copied over a directory from a seperate partition to ...\n", + "370000 seriously, can anyone aid me in getting airport-config worki...\n", + "371000 hi everyone, __eou__ anybody with freezing issue on Gutsy ? ...\n", + "372000 how do I give a bridge interface a gateway address? __eou__ ...\n", + "373000 i can't load my xserver __eou__ and i have one important fil...\n", + "374000 help, how come after uninstalling wine .. and removing the ....\n", + "375000 is there a way to kill X only without affecting all the serv...\n", + "376000 Hello everyone. I recently installed ubuntu-desktop over a k...\n", + "377000 archive.canonical.com/\"dist name\" __eou__ __eot__ much appri...\n", + "378000 does ubuntu have a link that explains the size of partitions...\n", + "379000 are there any admins for this place? __eou__ __eot__ Yes, th...\n", + "380000 Is there a way to del selective files recusive, ie i want to...\n", + "381000 Ok, here's a question. I have a box running U 7.04 server. s...\n", + "382000 how would i go about substituting a library (libgpod) from ...\n", + "383000 hello. the process \"ksoftirqd\" is consuming between 20-25% o...\n", + "384000 http://amarok.kde.org/wiki/Media_Device:IPod endo_ also stuf...\n", + "385000 hey guys - i am installing xubuntu as i have an OLD computer...\n", + "386000 I want to reset all the desktop configuration for a user to ...\n", + "387000 can someone recommend free software for managing a open sour...\n", + "388000 I have an issue with system time between ubuntu & windows xp...\n", + "389000 ho __eou__ hi __eou__ how can I install kernel sources with ...\n", + "390000 hi, I have java installed but I cannot seem to get it runnin...\n", + "391000 how can i burn an iso to a cd/dvd? __eou__ __eot__ Right cli...\n", + "392000 is there a way to recursively load all the files in a direct...\n", + "393000 !ohmy | xen_ __eou__ !pastebin | EtherNomad __eou__ __eot__ ...\n", + "394000 Hello Ubuntu guys I need some help on my installation of ubu...\n", + "395000 no __eou__ whats up? __eou__ so the sound worked b4 updates...\n", + "396000 I'm trying to install 7.04 on an hp laptop with an ati card ...\n", + "397000 There is no entry for rar in the man pages on my terminal. ...\n", + "398000 hi, I have about 200 files in a Directory, file name is cbq-...\n", + "399000 I'm still having a problem getting Ubuntu to set my monitor ...\n", + "400000 _Oz_-> ummm damn small linux works with 50meg hd and 64meg o...\n", + "401000 pelo: should i go manual network config? __eou__ instead of ...\n", + "402000 hi chaps. __eou__ I'm dying here. __eou__ I've been trying t...\n", + "403000 what is the difference between linux x86 and linux-64 __eou_...\n", + "404000 make sure you install the smbclient package too ! __eou__ __...\n", + "405000 So, I recently installed ubuntu on a thinkpad x60, and the w...\n", + "406000 anyone having problems with azereus on amd64? __eou__ __eot_...\n", + "407000 hey guys, ty for the help I have studio working just fine no...\n", + "408000 When ever I try to enable windows effects, I get a message t...\n", + "409000 so it doesn't work and you claim it does? great logic! __eou...\n", + "410000 anyone know why video would be choppy even though compiz and...\n", + "411000 lilo = linux loader __eou__ !ask | mohammed __eou__ lazy: ta...\n", + "412000 i even compiled the latest alsa __eou__ __eot__ did you try ...\n", + "413000 whats wrong with pidgin ? __eou__ __eot__ nothing is wrong w...\n", + "414000 thanks linxeh __eou__ i was just wondering what programe to ...\n", + "415000 hmm... I've been messing around a bit with my suspend resume...\n", + "416000 hi all how can i run things at startup? __eou__ __eot__ you ...\n", + "417000 hello guys. i have ubuntu 5.04 installed, is it possible to ...\n", + "418000 that we definitely have. __eou__ __eot__ do you know iptable...\n", + "419000 can anyone refer me any compiler for compiling the prolog pr...\n", + "420000 what is squid __eou__ can i limit total bandwidth /s combin...\n", + "421000 does anyone here use xchat? __eou__ __eot__ i am..right now....\n", + "422000 !offtopic | gogeta __eou__ __eot__ this is a support issue _...\n", + "423000 Felonius - If you only format the Ubuntu partitions and don'...\n", + "424000 thinking about ubuntu for my hand-me-down macbookpro; open t...\n", + "425000 What program can I use to convert .ogg files in .wav? __eou_...\n", + "426000 so i have two physical disks in LVM, in one volume group and...\n", + "427000 can anyone help me with my problem? don't mean to seem impat...\n", + "428000 i know it wouldn't really matter, but does anyone know a bet...\n", + "429000 : What? __eou__ They all 'act up' __eou__ __eot__ One fine d...\n", + "430000 is synaptic not downloading because of the high use of the s...\n", + "431000 Ah, the joy of downloading. __eou__ it's like watching paint...\n", + "432000 can someone please give me a hand, i've been having an issue...\n", + "433000 anysuggestions? __eou__ __eot__ you are sure that you dont h...\n", + "434000 when i wanna install ubuntu i get an IO error __eou__ :| __e...\n", + "435000 who uses torrents? __eou__ Hischild: Private chat? __eou__ y...\n", + "436000 third tab over __eou__ __eot__ still same problem __eou__ __...\n", + "437000 is there a 'absolute beginner' room for a question? __eou__ ...\n", + "438000 any one know why i can only get a 16 kb dl rate...? usually ...\n", + "439000 I have that problem! __eou__ __eot__ have you found a fix y...\n", + "440000 what is the new bittorrent client in ubuntu called? __eou__ ...\n", + "441000 Camorama only grabs pics __eou__ i also used gstreamer-prope...\n", + "442000 WIth the new SSL vulnerability, what can I do to patch my sy...\n", + "443000 is there a way to download ubuntu mobile ? __eou__ __eot__ h...\n", + "444000 install either libstdc++-dev or libstdc++6-dev and you shoul...\n", + "445000 How do I set the logical name of a network card? My wlan0 di...\n", + "446000 alextvm : sudo mount -t ext3 /dev/sda6 /mnt/root __eou__ su...\n", + "447000 hi __eou__ I can't mount my windows drive. it says \"$logfile...\n", + "448000 q. how can i disable the automatic update everyday or so ? _...\n", + "449000 Hi, sometimes when I login (like this time), my desktop does...\n", + "450000 I am trying to run sudo alien -i lightscribe-1.8.15.1-linux...\n", + "451000 Hello. I am trying to change the Network card MAC address, I...\n", + "452000 I'm currently running 7.04. I have the 8.04 CD from Canonic...\n", + "453000 can anyone suggest a good gmail notifier app for ubuntu? so...\n", + "454000 I guess no one knows the answer to my questions? __eou__ My ...\n", + "455000 Hi, I got the 'application/places/systems' bar at the bottom...\n", + "456000 How can i create images of cd's in ubuntu, like .iso files? ...\n", + "457000 I've never had a problem with Envy, but if its giving you pr...\n", + "458000 I am using the ATI proprietary drivers and whenever my scree...\n", + "459000 how do you list the users in a terminal? __eou__ __eot__ w _...\n", + "460000 have youchecked system>preferences>preferred applications? ...\n", + "461000 Hi folks __eou__ What I've been used to using is a combined ...\n", + "462000 Hi, Im interested in testing a beta driver from nvidia, but ...\n", + "463000 hi all, i get a \"frame sync error\" when trying to open an .a...\n", + "464000 hey folks I installed imagemagick package but i dont see any...\n", + "465000 guys, i got a lil problem. Ubuntu doesnt start the cron daem...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "466000 i found out that whenever i open firefox things get really s...\n", + "467000 hey guys __eou__ I've got a problem with my graphics card __...\n", + "468000 pgrempton: are you trying to use the nv or the binary nvidi...\n", + "469000 Anybody know what the apt etc. equivelant is for the command...\n", + "470000 Is there a free weblog application for linux? Basically I w...\n", + "471000 Is there a way to change ONLY the Application menu icon? __e...\n", + "472000 lol, why do you use ubuntu at work ? __eou__ __eot__ Why not...\n", + "473000 #ubuntu-offtopic would be a start __eou__ __eot__ thank you!...\n", + "474000 so is wicd every going to work in hardy or am I stuck with t...\n", + "475000 nobody who can help me with Grub Error 15: file not found? =...\n", + "476000 did anyone here type this command: sudo hdparm -B 254 /dev/s...\n", + "477000 how do I get the compiz cube setup in ubuntu 8.04 default in...\n", + "478000 it plays fine for me __eou__ __eot__ here says 'no video' an...\n", + "479000 Hi! Can someone please tell me, what it takes to add a packa...\n", + "480000 hi, i have some private data and files and i would like to p...\n", + "481000 Does anyone know how to migrate my mail from kmail into a co...\n", + "482000 !away | TheMaxzilla __eou__ !ops | TheMaxzilla away messages...\n", + "483000 is it possible to make pidgin to show some kind of popup whe...\n", + "484000 I often get notices that updates are available for software ...\n", + "485000 ok, gnash doesn't seem to do anything at all. no gootube, no...\n", + "486000 echo $(( ($(date -d 'Mar 1 2009' +%s) - $(date +%s))/60/60/...\n", + "487000 man adduser says useradd might be friendlier __eou__ __eot__...\n", + "488000 pici: no email in my box __eou__ why does #python require us...\n", + "489000 can I back up my laptop's entire drive? I'm talking multi-p...\n", + "490000 hello all __eou__ where can I find new vlc for ubuntu ? __eo...\n", + "491000 I am sorry, I still don't understand this RESOURCES_64BIT op...\n", + "492000 how can I login with root account? Do I have to activate it?...\n", + "493000 anybody : how much of memory should i have on hdd to have ub...\n", + "494000 can someone help me to get a python-script start with xdm? i...\n", + "495000 any photographers here? __eou__ any photographers here? __eo...\n", + "496000 can someone help me on remounting my secondary hard drive? ...\n", + "497000 anybody know how to fix CRC Error? __eou__ __eot__ in what c...\n", + "498000 hey friends!what does make modules_install do after make the...\n", + "499000 is anyone able to watch videos on nbc.com? __eou__ __eot__ t...\n", + "500000 When editing the permissions of a directory, do i need to en...\n", + "501000 Can anybody please suggest the best format to record a DVD f...\n", + "502000 Hey i am having a problem with resolution, I believe the sou...\n", + "503000 Just want to confirm if I want to compile a C++ sour code wi...\n", + "504000 samba has no content encryption __eou__ __eot__ wouldn't tha...\n", + "505000 i have a proprietary nvidia driver and my pc runs on a gefor...\n", + "506000 Everytime I use gnome network manager and I use an encrypted...\n", + "507000 What is the command line for finding out what process is usi...\n", + "508000 Most flash sites dont even work on my wii any more. :( they ...\n", + "509000 did i mention that my dapper->hardy upgrade left me without ...\n", + "510000 Hey i have a question __eou__ is there such a thing as an ub...\n", + "511000 EMERALD - how do I make one? __eou__ :-$ __eou__ __eot__ htt...\n", + "512000 can someone help me with the ubuntu 8.04 server edition inst...\n", + "513000 hello guys.. im about to use distro upgrade thingy to upgrad...\n", + "514000 HEY OH MAN i cant start the trendmicro housecall virus scann...\n", + "515000 I wish some of the distros would add VMware to their package...\n", + "516000 anyone know if X11 uses xorg.conf like it use to?? im trying...\n", + "517000 will installing an xp virtual box make me vulnerable to the ...\n", + "518000 why I can't configure more than 2 desktops? if I up the amo...\n", + "519000 1318 people ignore my pleas.... __eou__ __eot__ it happens.....\n", + "520000 hello __eou__ Could someone by any chance walk me through up...\n", + "521000 man that time flew by, seems like just yesterday I was insta...\n", + "522000 i can't get firefox to launch from the applications menu -- ...\n", + "523000 What's the terminal command to list all running processes wi...\n", + "524000 hiya, ive just got a headset but im having trouble getting t...\n", + "525000 Can someone tell me how to install a program through termina...\n", + "526000 but wine is only able to run one executable, not an entire g...\n", + "527000 can someone help me with the command line please, i want to ...\n", + "528000 After the installation, is it real that I have to update my ...\n", + "529000 Hey, my resolution is messed up after upgrading to a Widescr...\n", + "530000 where's a good place to put shared files? __eou__ files that...\n", + "531000 hi, I recently installed Ubuntu 8.10 and I have a problem: i...\n", + "532000 Hey all! __eou__ Is there a Apple or Mac channel? __eou__ __...\n", + "533000 once i get Ubuntu exactly the way i want it is there a way t...\n", + "534000 yes, I did it once as an exercise; /usr/share/doc/wpasupplic...\n", + "535000 I seem to get a corrupted X session at random on occasion. I...\n", + "536000 how do you check for updates in synaptic package manager on ...\n", + "537000 hi, why is totem the default dvd player when it can't play d...\n", + "538000 How do I install a .deb via command line, and how do I make ...\n", + "539000 Does anyone here have excel 2007 and is willing to make me s...\n", + "540000 whats pruning? __eou__ __eot__ removing useless stuff from a...\n", + "541000 someone know in what reposiroty is ntfsprogs? __eou__ __eot_...\n", + "542000 No-one has an idea for my problem? __eou__ I've just a quest...\n", + "543000 I am going to buy a dell xps m1530 today if I can. do people...\n", + "544000 does anyone know of a firefox 3.1 package for amd64? __eou__...\n", + "545000 Somebody knows about a nice black theme for ubuntu 8.10? __e...\n", + "546000 hey all, I'm looking to make the shell that comes with Ubunt...\n", + "547000 I have 810 64bit installed on a SATA disk .... is it better ...\n", + "548000 Anyone: whats the best multiplayer game on linux right now??...\n", + "549000 I have a folder in my Trash and apparently I don't have the ...\n", + "550000 There's a cisco compatible vpn client in the repositories .....\n", + "551000 hi __eou__ i'm trying to install the latest eclipse, but the...\n", + "552000 I see __eou__ I want it to print out the package description...\n", + "553000 has anyone successfully setup and got working a fingerprint ...\n", + "554000 if i got the ubuntu repo would that include intel386 and amd...\n", + "555000 rsync would fail - obviously. data wouldn't get written anyw...\n", + "556000 mpegtranscode __eou__ __eot__ will mpegtranscode burn the dv...\n", + "557000 so you need port forwarding / DNAT? __eou__ __eot__ I don't ...\n", + "558000 I'm finding Ubuntu as easy to use as Windows XP unless I fee...\n", + "559000 how can i adjust ubuntu to only have one desktop? (the defa...\n", + "560000 Anyone here familiar with RAID setups. Have a problem with s...\n", + "561000 Ah, neat, ubuntu now has a USB flash drive installer tool. _...\n", + "562000 Guys, could you check this over and tell me how it looks? ...\n", + "563000 hi Mez __eou__ make sure you install samba first HawkLion __...\n", + "564000 @ Tesla Also Running Ubuntu on an EEE PC. __eou__ @ Tesla I ...\n", + "565000 I'm having trouble with suspend/resume in Hardy. I've upgra...\n", + "566000 Doesn't someone know how to make a shell script with an infi...\n", + "567000 :) __eou__ the server commodore running apt-mirror, it's up ...\n", + "568000 DIAF __eou__ its only rude if they listen in the first palce...\n", + "569000 Does anyone have any idea about my problem? :P __eou__ __eot...\n", + "570000 how to get blender working? __eou__ I got blender installed ...\n", + "571000 ugh fucking compiz is ultra-broken right now __eou__ Oh, sor...\n", + "572000 think they had the same problem with 8.10 __eou__ __eot__ Th...\n", + "573000 in shell, how do i clear my file history? __eou__ __eot__ fi...\n", + "574000 you from slartibartfast? __eou__ __eot__ yes __eou__ __eot__...\n", + "575000 Currently running ubuntu from usb stick. Unfortunately progr...\n", + "576000 Can Ubuntu read UFS? FreeBSD's filesystem? __eou__ __eot__ y...\n", + "577000 where can I get a version of wine that is greater than 1.0.1...\n", + "578000 laptop DDR2 is 200pin __eou__ __eot__ thanks. It's a desktop...\n", + "579000 hi, can anyone please explain to me how to effectively forma...\n", + "580000 Is there any SSH guru out there who can explain what the err...\n", + "581000 help! trying to install vmware 2.0.1 on ubuntu 9.04 64bit, s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "582000 no recommendations? __eou__ for a tv tunner card __eou__ __e...\n", + "583000 anybody that's good with cron have a moment to help me troub...\n", + "584000 !clone > dadrock __eou__ __eot__ what kind of program is gks...\n", + "585000 Tyranos, I have a x1600 myself __eou__ Tyranos, the drivers ...\n", + "586000 nope... didn't work, how do i force the OS to release contro...\n", + "587000 is there a specific iso for linux netbooks? __eou__ er .. ne...\n", + "588000 Linux 2.6.29.4 i686 GNU/Linux __eou__ __eot__ same, but with...\n", + "589000 If you are using vmware, have you checked out: http://linho...\n", + "590000 indus:ok __eou__ __eot__ : why don't you check backtrack web...\n", + "591000 i just upgraded from 8.04 to 8.10 and all windows have lost ...\n", + "592000 please how could I fiix this: Authentication failed when i t...\n", + "593000 can i remove pidgin and leave finch? or if i remove pigdin t...\n", + "594000 does google labs from gmail work with ubuntu? __eou__ __eot_...\n", + "595000 !ekiga | krishmish __eou__ __eot__ but will i be able to con...\n", + "596000 while using my ubuntu i felt the need for some a desktop wid...\n", + "597000 i don't even recognize linux anymore when i'm fiddling with ...\n", + "598000 python $file_name_you_want_to_run __eou__ __eot__ it says\" p...\n", + "599000 hi, how to install ubuntu desktop, and uninstall xubuntu des...\n", + "600000 is there an easy way, tool or utility, that can help me view...\n", + "601000 how can i change my updatemanager to look for development re...\n", + "602000 anyone know how to access mac user files on ubuntu? __eou__ ...\n", + "603000 !ot | joel_ __eou__ __eot__ ubuntu can be difficult it depe...\n", + "604000 the ftp command returns error 500 Illegal port command __eou...\n", + "605000 hey, my WLAN is not work, but the light is ON , here's the i...\n", + "606000 re __eou__ any news xorg problem with ati old card and fglrx...\n", + "607000 how do i create usb bootable drive from server (i386) iso? _...\n", + "608000 anyone can help me with >>> this problem rndc: connect faile...\n", + "609000 So which should I install, 32-bit or 64-bit? I've got a quad...\n", + "610000 I thought the wine website had links to all old versions __e...\n", + "611000 Can I remote start a laptop running ubuntu? __eou__ __eot__ ...\n", + "612000 neone have aspire one with them __eou__ aspire one __eou__ _...\n", + "613000 how do i get usb working in virtualbox? in ubuntu 9.04 __eou...\n", + "614000 If any one can help me that would be rad, I'm even will to t...\n", + "615000 any opinion ,thanks but it's urgent __eou__ __eot__ i don't ...\n", + "616000 nice call ejv __eou__ __eot__ heheh, you in the market? :p _...\n", + "617000 anyone aware of a 2.6.x live usb that is less than 60MB? __e...\n", + "618000 I found this forum posting, http://ubuntuforums.org/archive/...\n", + "619000 a lot of people use glade.. you might want some other packag...\n", + "620000 can anyone help me with compiling programs that use qt? it l...\n", + "621000 is there anyway to save the video in http://www.omroepflevol...\n", + "622000 All the pages I am finding refer to creating your own USB im...\n", + "623000 is there any way to read *.chm files __eou__ __eot__ chmsee ...\n", + "624000 Good evening. I'm looking for the most user friendly version...\n", + "625000 How do I connect to a network share in Ubuntu? __eou__ How d...\n", + "626000 hi all. whens 9.10 coming out? __eou__ __eot__ October 29th ...\n", + "627000 =\\ __eou__ I get the same error using VNC viewer (offical vi...\n", + "628000 hey guys , is there extensions for chromium? __eou__ __eot__...\n", + "629000 So I have python2.6 and scons both installed via package man...\n", + "630000 has anyone here bought a computer from system76? I need to...\n", + "631000 I got a question for Evolution E-Mail Client... How do you m...\n", + "632000 found a petition to get shockwave on linux: http://tinyurl.c...\n", + "633000 i cant make my ftp server work __eou__ been trying to get it...\n", + "634000 any way to make the remote desktop active prior to login? __...\n", + "635000 uhm, can anyone tell me how i can set a python script as my ...\n", + "636000 what are you trying to change the permissions of? sometimes...\n", + "637000 or mplayer __eou__ __eot__ i just hate mplayer with a passio...\n", + "638000 got any problem with sun jdk and koala? __eou__ __eot__ why ...\n", + "639000 hi everyone, so how is karmic? __eou__ __eot__ bit unfriendl...\n", + "640000 hello __eou__ I've just updated my jaunty to karmic just now...\n", + "641000 MaT , you have compiz effects enabled ? __eou__ __eot__ yes,...\n", + "642000 what is with with this new release and the nvidia cards __eo...\n", + "643000 i have courier-imap and sendmail running... and squirrelmail...\n", + "644000 my sound system isn;'t working can anyone help> __eou__ it h...\n", + "645000 hi all - I'm trying to ssh to a remote server, which is lock...\n", + "646000 hey guys. i had an issue with installing ubuntu when it firs...\n", + "647000 Hey guys, my system crashed and the mp4 player, the instant ...\n", + "648000 could anyone access win7 shared folders from karmic yet ? it...\n", + "649000 !it | luis_ __eou__ __eot__ i think that was portuguese __eo...\n", + "650000 ok I installed, ubuntu netbook remix on the second drive of ...\n", + "651000 Which version of Ubuntu are you using? __eou__ __eot__ 9.10 ...\n", + "652000 Hey guys Im about to wipe 9.10 for the more reliable 8.04.3 ...\n", + "653000 I have a RAID1 array and tested the redundancy by removing o...\n", + "654000 i have an easy question, i have instaled karmic on my laptop...\n", + "655000 how do I change file associations? I've tried changing the ...\n", + "656000 i have a new install of karmic. it comes with grub http://pa...\n", + "657000 is there a text based web browser with javascript ability __...\n", + "658000 Hello, can someone please help before I kill my self. All I ...\n", + "659000 I need HELP PLEASE :O RESET COMPIZ settings =( .... I alread...\n", + "660000 Hello, I don't find flahs very stable using an 64bits oppera...\n", + "661000 douglasawh-work: you could check the grub2 wiki page, i'm no...\n", + "662000 anyone having problem with software enter in 64bit?? __eou__...\n", + "663000 hi, I am trying to use the mail program to send e-mails to m...\n", + "664000 hello i need some help, for some reason my wireless card is ...\n", + "665000 Sabre-night: it's a problem of Window XP i think, not of U...\n", + "666000 I dl'd a avi file, but when i play it, I can see the start w...\n", + "667000 hmmm.. __eou__ __eot__ http://tinyurl.com/2l4vlx __eou__ __e...\n", + "668000 lol, I come to ask a question, I don't get it answered, but ...\n", + "669000 Anyone can help with touchscreen? __eou__ __eot__ did you ru...\n", + "670000 did you install inside Windows? __eou__ does your machine wo...\n", + "671000 is there a way to encrypt a home partition __eou__ i mean a ...\n", + "672000 yup ive installed XP first, only thing is XP got screwed up....\n", + "673000 does anyone know how do i kill apt-get? __eou__ __eot__ why ...\n", + "674000 question about keyboard. on win 7 or vista my num lock stay...\n", + "675000 you see on rTorrent 0.8.6/0.12.6 i want to execute a comman...\n", + "676000 ~/.local/share/rhythmbox/rhythmdb.xml might be what you are...\n", + "677000 hello all. i just tried to format a new hard drive. i tried ...\n", + "678000 Hi, is there any way to get more virtual desktops in 9.10? I...\n", + "679000 very stylish to f.ck up the system __eou__ __eot__ how come ...\n", + "680000 have a system running 9.1, altho hostapd is configed to star...\n", + "681000 Linux is for dumb mentally retarded bitches who ate too many...\n", + "682000 no sound in karmic... I only get sound in tvtime and nothing...\n", + "683000 DD? __eou__ __eot__ yep __eou__ __eot__ \n", + "...\n", + "684000 is there a version of ubuntu for homosexuals and lesbians? _...\n", + "685000 how much swap would be optimal for a netbook with 1 GB RAM? ...\n", + "686000 how to install global equalizer on ubuntu??? __eou__ how to ...\n", + "687000 that tomato is great ! __eou__ __eot__ agreed, much better t...\n", + "688000 is there some kind of plugin to allow me to view quicktime v...\n", + "689000 can you still use unetbootin if you don't have ANY OS on you...\n", + "690000 Would anyone be able to recommend a good virtual ISO tool fo...\n", + "691000 I always used samba to access windows network shares, how el...\n", + "692000 so what if the Eskimos have 200 words for snow ?! how many m...\n", + "693000 guys, can anyone help me, sort this out. Im helping a friend...\n", + "694000 Can anyone tip me on annother more user friendly program tha...\n", + "695000 I will give someone a high five if they can tell me how to t...\n", + "696000 hey, commands scheduled via \"at\" aren't working.. any help? ...\n", + "697000 on grub press e __eou__ __eot__ And add the params to the en...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "698000 I have an iso for installing ubuntu. I want to install it on...\n", + "699000 anyone know a good windows password recovery tool? __eou__ _...\n", + "700000 ummh, I just installed Ubuntu 10.04 Beta 2 __eou__ after ins...\n", + "701000 what command will give me the default gateway ip? __eou__ __...\n", + "702000 when it was released __eou__ why do they make new release ve...\n", + "703000 how do i get my box to allow me to install linux-restricted-...\n", + "704000 Where can I get a torrent file for the 32-bit server edition...\n", + "705000 Hi. Just updated to 10.04, and I've noticed that all apps i...\n", + "706000 Anyone have experence with the mx5000tools? When i perform a...\n", + "707000 No Reflex: there is a delay after the grub screen disappears...\n", + "708000 How do I install a tarball? __eou__ !tty h00k __eou__ __eot_...\n", + "709000 Maybe this:> http://www.pendrivelinux.com/ __eou__ __eot__ d...\n", + "710000 I have my ubuntu box setup as a wireless router, what would ...\n", + "711000 hi all ! how to print in black&white on lucid 10.04 ? thanks...\n", + "712000 hi, i recently switched to HDMI display (HD5850 + Samsung 24...\n", + "713000 why just install lucid __eou__ __eot__ why don't you scrollb...\n", + "714000 what is the best way to reconfigure X autodetecting my video...\n", + "715000 unable to find a medium containing a live file system __eou_...\n", + "716000 do i need an itunes account to install apps on my ipod touch...\n", + "717000 say, whenever i type in my \"sudo password\", i get to use sud...\n", + "718000 what? __eou__ that doesnt look right __eou__ __eot__ you rig...\n", + "719000 Glad to see you using Ubuntu, :) Thanks, :) I personally lik...\n", + "720000 Hi networking issue in Ubuntu 10.04LTS: http://pastebin.com/...\n", + "721000 Hi, im trying to install ubuntu with a original cd (shiped b...\n", + "722000 does anyone know of a fix for the volume slider on mplayer, ...\n", + "723000 hello, quakelive sometimes leaves my gamma setting changed l...\n", + "724000 How-to run X windows system without nvidia and nouveau drive...\n", + "725000 hello. i have a file name \"libstdc++.so.5\". if i want to \"...\n", + "726000 anyone tried ubuntu one __eou__ is it any good __eou__ anyon...\n", + "727000 nope.. still no wlan configuration.... ugh __eou__ lspci sho...\n", + "728000 how do you change where the window manager buttons are? For ...\n", + "729000 anyone know how i can join an image + mp3 for youtube. i in...\n", + "730000 Hi Ubuntu pros. I'm teaching some talented youngsters basics...\n", + "731000 hey my web home page has just been changed to start.ububtu ...\n", + "732000 How can i found the hostname of specific IP? is any command?...\n", + "733000 I want to make another user that is not an administrator abl...\n", + "734000 none? __eou__ __eot__ none what??? __eou__ __eot__ kernels i...\n", + "735000 what hardware do the developers recommend? is there a list ...\n", + "736000 i want an image viewer sub console __eou__ can any one help ...\n", + "737000 Is there a way to change username in ubuntu 9.20 __eou__ 9.1...\n", + "738000 narf!@ __eou__ ja, im also troubleshooting display driver is...\n", + "739000 Can anybody help me remove compiz completely from terminal, ...\n", + "740000 How do I remove an Fstab entry if ubuntu won't boot? __eou__...\n", + "741000 Assuming a lot of users are using xchat... question: what do...\n", + "742000 can somebody help me __eou__ How do they make cds and dvds a...\n", + "743000 How can I determine if the program Rhythmbox depends on Avah...\n", + "744000 I am having a problem with virtual box. I am running ubuntu ...\n", + "745000 Hi, where is the hosts file in ubuntu? My computer is acting...\n", + "746000 hello, i get \"dpkg: dependency problems prevent configuratio...\n", + "747000 hello __eou__ has anyone a tutorial, how I can install ubunt...\n", + "748000 I just finished upgrading to 10.10. When I start Ubuntu, it ...\n", + "749000 Eughhh people, I just deleted a partition and I accidentally...\n", + "750000 is there a certain way to install icons? __eou__ __eot__ put...\n", + "751000 Werner_: kneaux_: just.. 'halt' __eou__ __eot__ you're right...\n", + "752000 hey guys, I just reformatted my flash drive, and it had a lo...\n", + "753000 i just popped whats supposed to be a 2gb stick of ddr2 memor...\n", + "754000 please help, when trying to do an in windows install of ubun...\n", + "755000 hello, can I ask kubuntu questions here as well? __eou__ myr...\n", + "756000 Hey, I have redirected a port using iptables. It doesn't wor...\n", + "757000 Hi, I'm trying to enable SCIM for Japanese input (on a US ke...\n", + "758000 yeah __eou__ I have a problem.. Can any1 fix this __eou__ m...\n", + "759000 can someone help me with audio conversion? i've tried every ...\n", + "760000 Are there any downsides to using 64-bit Ubuntu? I'm particul...\n", + "761000 Can anyone suggest a good tutorial on how to back up your ho...\n", + "762000 NOOOOO! I just upgraded to maverick and the stupid garbled ...\n", + "763000 \u001c", + "\u001c", + "\u001c", + "\u001c", + "Anyone has a recommendation for a good wireless router t...\n", + "764000 Does anybody know why the kernel names the sound card interf...\n", + "765000 what is nautilus elementary? __eou__ __eot__ i more sleek ve...\n", + "766000 it does __eou__ __eot__ i'm trying to rotate these .movs and...\n", + "767000 anyone know how to force detect usb drive ? __eou__ __eot__ ...\n", + "768000 it's rather irritating that my isp won't let me hook up a mo...\n", + "769000 wont that change his uuid for that partition? __eou__ __eot_...\n", + "770000 Can I create a custom LiveDVD of Ubuntu 10.10 that maps /hom...\n", + "771000 anyone try the netbook version of 10.10? __eou__ __eot__ i'm...\n", + "772000 Anyone know a best tutorial for learning the Linux Kernel 0....\n", + "773000 how would i connect my xbox 360 to my pc via ethernet? i wan...\n", + "774000 you can also look for GUI's to do that __eou__ __eot__ where...\n", + "775000 does passwords and encryption keys support hkps? __eou__ __e...\n", + "776000 still trying to install 10.10 on my Revodrive X2. Any help? ...\n", + "777000 alright, I'm having some trouble installing an rpm.bin file....\n", + "778000 Hello. After upgrading to 10.04 from my 9.10, Everything wor...\n", + "779000 If I do \"cd ~/long/path/name\" and then \"./foo\" the applicati...\n", + "780000 Hello could someone tell me how to get Samsung ML-1640 to pr...\n", + "781000 If I want to install Ubuntu and have two monitors on the sam...\n", + "782000 Hi. What's the WINE channel? __eou__ __eot__ #winehq __eou__...\n", + "783000 how can i find my DVD directory ????? __eou__ how can i find...\n", + "784000 Hai - How can I 'rm -r' all directories created on a given d...\n", + "785000 hey guys can someone help me out? __eou__ __eot__ Ask away a...\n", + "786000 my numpad on my keyboard isn't working at all on my USB inst...\n", + "787000 Is lubuntu using ubuntus logo? __eou__ But i can see all fil...\n", + "788000 when i do 'sudo ps aux|grep mysql' -- it doesnt find any mys...\n", + "789000 how would i get the memory usage (in MB) for a program and p...\n", + "790000 exactly :) __eou__ nick? __eou__ __eot__ hm? __eou__ nick? _...\n", + "791000 '~$ sudo e2fsck -c /dev/dsa7' asks me: \"Clone multiply-claim...\n", + "792000 Im trying to add a font on a ubuntu server to be picked up b...\n", + "793000 do you mean in the terminal? or to paste here __eou__ __eot_...\n", + "794000 anyone willing to answer few noobish questions..Im moving fr...\n", + "795000 when you say home lan are you talking about like... a hop be...\n", + "796000 hi to all...where to find that fancy aquarium wallpaper :) _...\n", + "797000 Configuring SDL-mixer, it tells me I don't have SDL 1.2.10 o...\n", + "798000 for counter in $(seq 1737 1857); do wget blah && unzip blah...\n", + "799000 how can i show where apt-get will install some packge? __eou...\n", + "800000 Hi I'm hoping someone here can point me in the direction of ...\n", + "801000 can someone tell me how to bridge connections in ubuntu?? __...\n", + "802000 hi, I have a dual boot between win7 and ubuntu.. is it possi...\n", + "803000 clamav/clamtk is enough __eou__ if you really need one __eou...\n", + "804000 FF4 is a lot faster than FF3 __eou__ there's no reason to st...\n", + "805000 you can't even get 50gigs of mem without getting something c...\n", + "806000 why would a chip could be blacklisted? __eou__ __eot__ Some ...\n", + "807000 iam looking for a mediaplayer with a internet radio browser ...\n", + "808000 what's a recovery partition? __eou__ __eot__ your speaking w...\n", + "809000 Hi guys. __eou__ I'm having an issue with connecting to the ...\n", + "810000 erm... guys, I'm trying to reinstall my ubuntu system. Right...\n", + "811000 does anyone know where I can find some help for pureftp? __e...\n", + "812000 is there a way to force ubuntu to use a specific display res...\n", + "813000 how do i force apt-get to rebuild its installed packages lis...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "814000 PLEASE FIX \"WWW.UBUNTU.COM\" WEB SITE ... ! __eou__ PLEASE FI...\n", + "815000 Can you please help me fix Ubuntu? __eou__ Can you help me w...\n", + "816000 Trying ubuntu 10.10 from cd on laptop,gets the message\"fdevi...\n", + "817000 anyone? __eou__ experience with aws? __eou__ __eot__ #ubuntu...\n", + "818000 Can I install things in another language if my Ubuntu is Eng...\n", + "819000 hi all __eou__ there is a way to disable plymouth at boot? _...\n", + "820000 anyone know where I can run code that runs before xorg does?...\n", + "821000 So it's a wired connection, wicd says I'm connected, but can...\n", + "822000 what do i do if i installed a printer and it shows its conne...\n", + "823000 hello everyone, i was wondering if there was any way to prev...\n", + "824000 Hey guys, I want to cut a portion of a music, .mp3 file. Wha...\n", + "825000 i upgraded a few servers from 10.10 to 11.04 some time ago, ...\n", + "826000 right click on panel>Add to panel> notification area, I hope...\n", + "827000 This isn't really an issue, but does anybody know why I get ...\n", + "828000 does it work in cheese? __eou__ __eot__ likea charm __eou__ ...\n", + "829000 DOES ANYBODY PLAY FREESTYLE STREET BASKETBALLL? __eou__ wow ...\n", + "830000 To run Ubuntu 11.04 how much RAM is needed to make it enjoya...\n", + "831000 anyone know where chromium stashes it's profile info? __eou_...\n", + "832000 i know, i know, ask me! :P __eou__ __eot__ pagefile __eou__ ...\n", + "833000 Hi, could anyone help me? I'm get trouble on setup printer s...\n", + "834000 I don't see 10.04 (non-LTS) on this page: https://wiki.ubunt...\n", + "835000 how do play movies with mplayer on your desktop, if you teln...\n", + "836000 thank Ileden __eou__ still says readonly file __eou__ i did ...\n", + "837000 hey, im trying to make my webcam and micro (netbook) work on...\n", + "838000 Question .. in ubuntu .. my terminal and other windows keep ...\n", + "839000 He's looking for his iphone __eou__ __eot__ i know, just wan...\n", + "840000 how do you run a program in terminal that allows you to exit...\n", + "841000 Is there any software to make autotune music? __eou__ __eot_...\n", + "842000 he meant me :P __eou__ __eot__ :) __eou__ then you're typing...\n", + "843000 I have two ubuntu boxes on a home network, how can I allow m...\n", + "844000 isnt working:/ __eou__ i could really appreciate some help r...\n", + "845000 How come every time I try to do an upgrade to natty that inc...\n", + "846000 where's the \"advanced\" button for 11.04? I need to specify...\n", + "847000 anyone know if its possbile to make it, so when a program is...\n", + "848000 Hey All, My Deluge is Acting Funny. Lately it's been Hanging...\n", + "849000 how can I change the time format on the login screen to be 2...\n", + "850000 th0r/Phoenix87: I suppose it's just the package removal righ...\n", + "851000 hi are the security updates really required. it asks me to d...\n", + "852000 ok guys when i'm tryin to wget and the url has spaces in it....\n", + "853000 a terminal program wants me to enter some stuff from the key...\n", + "854000 here is some dmesg output that shows the device being recogn...\n", + "855000 Tried to find the source code online with google but there d...\n", + "856000 Hi! I'm using Ubuntu 11.10 and printer HP 1020. When I plug ...\n", + "857000 anyone tried kubuntu? __eou__ i'm trying to decide if i want...\n", + "858000 Er, what? ctrl+alt+delete would just reboot. You mean back...\n", + "859000 Hi everyone, I recently have written a few program and I pla...\n", + "860000 this is just a general question, but does anyone have a reco...\n", + "861000 hi. Is there a way to tell apt-get/aptitude to upgrade from ...\n", + "862000 your locale is also messed up. you should try and fix that w...\n", + "863000 hello everyone __eou__ I'm trying to ssh into a linux machin...\n", + "864000 ya thats what i need. whatever happened while booting. __eou...\n", + "865000 can someone please check what version of gcc is default on o...\n", + "866000 Hi, I'm wondering when I'm using something like tty1, if it'...\n", + "867000 !patience | psychognite __eou__ !details | georgetso __eou__...\n", + "868000 can anyone help me with imagemagick's convert command? __eou...\n", + "869000 how do I switch to a console login? __eou__ __eot__ ctrl+alt...\n", + "870000 If I have a personal development machine, and another machin...\n", + "871000 hi __eou__ my vpn-server has multiple IP addresses so when I...\n", + "872000 add an entry with nopasswd ether-wake for your user to /etc...\n", + "873000 what problems to expect if I add 11.10 repos to a 9.04 serve...\n", + "874000 i'm fairly certain i have a virus __eou__ all of my contacts...\n", + "875000 any good editor in ubuntu like dreamweaver ??? __eou__ desig...\n", + "876000 http://blog.anselmbradford.com/2008/12/24/what-is-the-signif...\n", + "877000 how do i reset unity __eou__ its not seeing my applications ...\n", + "878000 On older versions of Linux, you had the text-based GRUB menu...\n", + "879000 it's not always easy to know whether or not you're installli...\n", + "880000 Hello, how is everyone? I had a quick question troubleshooti...\n", + "881000 Hey, quick problem. Can't get cmus to work, __eou__ doesn't ...\n", + "882000 if you press Ctrl-Alt-F1? __eou__ __eot__ yes no terminal _...\n", + "883000 The user history should do that, it will be located in /home...\n", + "884000 If I can PXE boot my Remote server as it hosts up a VNC serv...\n", + "885000 if the SATA cable fell (melted) off of a harddrive while it ...\n", + "886000 chroot jail? only time you change root is if you more a whol...\n", + "887000 Is there a good tutorial on how to set up a secure server? I...\n", + "888000 yes __eou__ __eot__ with acceleration, unity and stuff? __eo...\n", + "889000 !eol | bigterd __eou__ S/upgrade/change __eou__ __eot__ actu...\n", + "890000 What's the best way to use ubuntu without changing the boot ...\n", + "891000 is there a way to change the ALT button to something else (l...\n", + "892000 in case anyone answered my question while i was timing out, ...\n", + "893000 this system does not support openGL @@@@@@@@@@@@@@@ ...\n", + "894000 how to exite from telnet? __eou__ __eot__ try ctrl+d __eou__...\n", + "895000 has anyone helped you yet? __eou__ __eot__ no :( now I've go...\n", + "896000 hi, how can I encrypt a file or a directory ? __eou__ __eot...\n", + "897000 So I have a question. I am currently SSH'ing into a machine,...\n", + "898000 Will a new user notice much of a difference between the KDE ...\n", + "899000 hello everyone. I concluded there was no Mono package in Ubu...\n", + "900000 what do u code in? __eou__ __eot__ C++ __eou__ __eot__ ah k....\n", + "901000 In terms of stability, I would say it is up there with other...\n", + "902000 hi :) __eou__ I am new user of Ubuntu and I trying get Totem...\n", + "903000 holy crikey __eou__ xcompmgr makes xorg run sloooow hehe __e...\n", + "904000 Famous last words... __eou__ \"Ubuntu is the best distro I've...\n", + "905000 I've installed another window manager (blackbox), made a fil...\n", + "906000 grrr. grub error 18 __eou__ max cyl exceeds the max supporte...\n", + "907000 how do i change the file permissions for a folder so that an...\n", + "908000 Help! My machine is running an ATI Radeon All-in-wonder, an...\n", + "909000 can anyone here tell me what versions of alsa-base and libas...\n", + "910000 sheesh __eou__ how hard is it to find a silly background __e...\n", + "911000 Hi all, I am trying to configure a kernel and I am getting t...\n", + "912000 lo all __eou__ anyone knows why ubuntu started ignoring my p...\n", + "913000 Does anyone here use Hoary and AMD64 with Nvidia X drivers a...\n", + "914000 Hello people __eou__ Is windows listed as a boot option? __e...\n", + "915000 hoary is about stable enough for a release? __eou__ why am I...\n", + "916000 and grogoreo and gratuit: DUDE __eou__ and grogoreo and grat...\n", + "917000 lol nice beggining for that sentence __eou__ In fact it'd ma...\n", + "918000 Will package updates for hoary go into hoary-updates and hoa...\n", + "919000 hi all. sorry, asked this question last night but fell aslee...\n", + "920000 I did a clean install of Hoary 5.04 the day it was released ...\n", + "921000 which reason are there that sudo iwlist wlan0 scan return No...\n", + "922000 hello .... is there an Ubuntu package for egroupware ? __eou...\n", + "923000 Im having deep problems guys =/ I changed my user and root p...\n", + "924000 is there any on the mplayer site? __eou__ __eot__ there is b...\n", + "925000 Yes, but that's problematic. The only other CD writer in the...\n", + "926000 hi, is it ok to ask n00b questions here? __eou__ i just wack...\n", + "927000 How do you uninstall a program you installed from binary .sh...\n", + "928000 so, my system hangs during startup at the \"Loading ...\" prom...\n", + "929000 I need help with uninstalling GRUB and/or Ubuntu so windows ...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "930000 thank you __eou__ __eot__ I'd kill my computer within a day....\n", + "931000 well __eou__ i just did gbic __eou__ you don't listen __eou_...\n", + "932000 i have installed ubuntu 5.04 (hoary hedgehog) on my Apple iB...\n", + "933000 has anyone had the 99% cpu issue? where your cpu is suddenly...\n", + "934000 hello __eou__ hi, i was wondering if there is a complete new...\n", + "935000 is there a way to turn on automount ? __eou__ I mean eject s...\n", + "936000 !2**32 -1 __eou__ that __eou__ halfbaked 32bit poo __eou__ c...\n", + "937000 googling for Thunderbird /var/mail gives some possibly usefu...\n", + "938000 hey, folks, I have the most BIZARRRRRE problem you've ever s...\n", + "939000 nvidia-glx isn't going to do much good without the kernel dr...\n", + "940000 meep: Preferences, Audio... then click the Advanced Options ...\n", + "941000 what are some fun applications to keep my bored ass entertai...\n", + "942000 so what's the difference between \"Erease entire disk\" and \"E...\n", + "943000 My sound isn't working anymore. I installed a few updates ye...\n", + "944000 is there a guide to using a custom kernel in ubuntu ? how wo...\n", + "945000 how does ubuntu handle proprietary thing like codecs and dri...\n", + "946000 I'm having trouble with a dual monitor setup and xinerama......\n", + "947000 symlink it and see what breaks :p __eou__ heh don't do what ...\n", + "948000 i can not figure out how to install real player __eou__ it w...\n", + "949000 what are you talking about? reinstallation doesnt fix gpgerr...\n", + "950000 no, w32codecs aren't in multiverse or universe __eou__ __eot...\n", + "951000 I have alsa with oss support installed, but it seems that th...\n", + "952000 Hello there. Is it possible to install ATI fglrx drivers as ...\n", + "953000 hi. when will ubuntu have x86_64 support? __eou__ im new to ...\n", + "954000 Hi, I re-intalled my Ububuntu system on hda9 for upgrade to ...\n", + "955000 hi all, anyone here used automatix __eou__ ? __eou__ i wanna...\n", + "956000 can anyone recommend a good wireless connection manager __eo...\n", + "957000 Can anyone tell me why when I click a link sometimes in Mozi...\n", + "958000 :P __eou__ !tell chris__ about repositories __eou__ __eot__ ...\n", + "959000 but aparently a pretty old one... __eou__ it was created yes...\n", + "960000 Does anyone know how to change the default display manager f...\n", + "961000 I know my firestarter shows up on services since I started i...\n", + "962000 I have a user 'ftp' in which I login to my ftp....how can I ...\n", + "963000 Everytime I bang on my desktop table my computer restarts! _...\n", + "964000 by mistake I put my top menu bar to the bean, how do I take ...\n", + "965000 if one doesn't need Firefox downloadwindow... :P __eou__ whe...\n", + "966000 How come Fluxbox's running very bad on my Ubuntu Laptop :( ?...\n", + "967000 ok how do i turn off automounting in ubuntu ? what do i edit...\n", + "968000 can somone help me, i have a folder with install-sh and conf...\n", + "969000 how big is the xubuntu-desktop package? __eou__ __eot__ not ...\n", + "970000 hello all __eou__ i just installed ubuntu... and it never as...\n", + "971000 are there any graphics promreams for gnome good for a quick ...\n", + "972000 how do I run programs that I'm not able to run by just enter...\n", + "973000 hi! could someone tell me how to get started with postfix? I...\n", + "974000 Hello. __eou__ I am new to linux. Can any one help with a to...\n", + "975000 yes nero __eou__ I burned it with Nero __eou__ a data disk _...\n", + "976000 witch program lloks like winamp , or does what winamp used t...\n", + "977000 the root pass isn't lock __eou__ __eot__ ? __eou__ __eot__ \n", + "...\n", + "978000 I think \"dpkg --list\" gives all installed packages, and ther...\n", + "979000 anybody tried the new ati drivers? 8.23.7? much improvement ...\n", + "980000 ok this is frustrating. __eou__ trying to find a good media ...\n", + "981000 hahaha nice. Photoshop 7 CAN be installed using wine. __eou_...\n", + "982000 just sitting here doing nothing.. slowly watching Firefox ea...\n", + "983000 !What do i type in terminal to move files from one computer ...\n", + "984000 i am installing a Perl web application called Twiki, where s...\n", + "985000 ... upgrade through synaptic/apt-get as well? __eou__ upgrad...\n", + "986000 hi __eou__ I am trying to figure out how to convince either ...\n", + "987000 hi. I'm on Breezy 5.10, and I was wondering how I can instal...\n", + "988000 hello, i need some help regarding screen resolution in ubunt...\n", + "989000 I have most of the gstreamer plug-ins installed including gs...\n", + "990000 my ubuntu has a strange behaviour: all my mc (midnight comma...\n", + "991000 How do I chmod? __eou__ __eot__ carefully __eou__ __eot__ =...\n", + "992000 hi... I have a problem... I exited game and my resolution st...\n", + "993000 okay im back in X, now how can I reconfigure my nvidia? __eo...\n", + "994000 Anyone with experience of gdesklets? I would like to change ...\n", + "995000 boy is frostwire buggy for me __eou__ __eot__ Isnt it slow? ...\n", + "996000 How do I get a higher resolution in text-consoles __eou__ __...\n", + "997000 I've been trying the past hour or two and I can't mount //La...\n", + "998000 does anyone know where i can get info about remote x11 login...\n", + "999000 i'm looking for 3Com 3CXFE575BT Lan linux driver __eou__ __e...\n", + "1000000 any networking help available? __eou__ __eot__ what kind of ...\n", + "1001000 I think I just totally hosed the windows partition on my pc ...\n", + "1002000 has anyone got SATA or SCSI hard drives/optical drives? __eo...\n", + "1003000 us poor poor linux users lol __eou__ ;) __eou__ __eot__ cons...\n", + "1004000 I don't know if this is the right room to ask this sort of q...\n", + "1005000 hi, I am trying to use iptables to forward port 3389 to 192...\n", + "1006000 I press \"Finish partitioning and write changes to disk\" and ...\n", + "1007000 I think its an issue with jack audio stuff. __eou__ __eot__ ...\n", + "1008000 sudo dpkg-reconfigure locales? __eou__ __eot__ I said, I try...\n", + "1009000 can soemone help me with installing Openoffice.org, I am get...\n", + "1010000 can some one tell me where I can get some `bind` help?! __eo...\n", + "1011000 yes, they are updated __eou__ it has been 4 days, and my .co...\n", + "1012000 majority of stuff runs within the linux32 wrapper __eou__ I'...\n", + "1013000 please __eou__ I cannot get my floppy drive to be read. __eo...\n", + "1014000 !msg the bot __eou__ __eot__ libghf.a is part of the source ...\n", + "1015000 heya folks __eou__ how 'usable' is the edgy eft? __eou__ __e...\n", + "1016000 has anyone experienced apt-get hang after fetching? __eou__ ...\n", + "1017000 Well, logging in as root is a bad idea in the first place __...\n", + "1018000 I'll want to take a look at /etc/X11/xorg.conf, the Monitor ...\n", + "1019000 can u do the same with desktop cd ? __eou__ __eot__ Nope. __...\n", + "1020000 hey guys, is your firefox able to open this page : http://en...\n", + "1021000 only dvds seem to work __eou__ __eot__ does it tell u the er...\n", + "1022000 !upgrade > D13GU, __eou__ __eot__ apt-get --dist-upgrade? _...\n", + "1023000 does anyone know of a way to have a PDF printer in Ubuntu? _...\n", + "1024000 wtf? __eou__ __eot__ sun java is opensourced __eou__ __eot__...\n", + "1025000 Question: why all drop down menu's are behind flash when vie...\n", + "1026000 I just wanted to say that i have been running windows on top...\n", + "1027000 sftp __eou__ __eot__ what is the ssh copy command again ? __...\n", + "1028000 hi, it's about the 'sed' command, basically I need an extens...\n", + "1029000 *** Does anyone know if it is possible to simply Run a game ...\n", + "1030000 Is beryl a window manager or a desktop environment? Will fe...\n", + "1031000 sladen, what is a .bin file? what is a .cue file - *nix doe...\n", + "1032000 whats the best way to go about completely wiping out my comp...\n", + "1033000 Hey all. I have a window's program I need to get working on ...\n", + "1034000 Is it possible to do a reinstall of ubuntu and this time en...\n", + "1035000 Hello, can someone please tell me of a way I can play DVD's ...\n", + "1036000 I have this strange problem. I just finish moving my old fil...\n", + "1037000 i think thats the same thing. __eou__ __eot__ What is the sa...\n", + "1038000 how do I resize my ubuntu/linux partition with gparted? It's...\n", + "1039000 ... __eou__ __eot__ pureftp with pureadmin, ought to work fo...\n", + "1040000 anyone have any suggestions on my raid issue? __eou__ __eot_...\n", + "1041000 this is how is looks: kernel /casper/vmlinuz boot=casper p...\n", + "1042000 what programs check hard drives at the startup??? __eou__ __...\n", + "1043000 dopewars is a big timesink for me __eou__ so is frozen bubbl...\n", + "1044000 what would cause my mic to work fine outside of teamspeak an...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1045000 its not appearing in the packages list __eou__ as a beginner...\n", + "1046000 NTFS is better than FAT32, but its Linux write support is st...\n", + "1047000 Hmm. __eou__ Where is xorg.conf? __eou__ __eot__ whereis xor...\n", + "1048000 crdlb--im actually trying to find out where this \"world of w...\n", + "1049000 Why does /etc/init.d/apache2 fail to start apache2 AND print...\n", + "1050000 Jesus >.< How many things was that command? __eou__ __eot__ ...\n", + "1051000 i dont mind the grub menu but i was just seeing if i could d...\n", + "1052000 hello. do you guys know of a way to set a proxy only for a s...\n", + "1053000 wheeeee!!! __eou__ __eot__ In my expereince, people have ver...\n", + "1054000 My friend has an Ubuntu Server, and he would like to configu...\n", + "1055000 evening all.... __eou__ Let me preface my question: yes, I'v...\n", + "1056000 which project that allows windows programs to be run in linu...\n", + "1057000 arac7000 I mean from banshee __eou__ I have the files in tha...\n", + "1058000 having trouble connecting to anything but PORT 3389, changed...\n", + "1059000 Is the text based installer for ubuntu available on the stan...\n", + "1060000 I'm using Ubuntu Server, and randomly the server will power ...\n", + "1061000 did you get your answer about avahi-daemon? did you check ...\n", + "1062000 I can't get any sound to work in flash 9 plugin in edgy. Can...\n", + "1063000 what __eou__ can u tell me IRC channel where i can ask this ...\n", + "1064000 Can anyone please assist me with setting up SoundBlaster Aud...\n", + "1065000 any one help on running/installing a jar file? __eou__ Andre...\n", + "1066000 hammedhaaret__: __eou__ (oops, didn't mean to hit enter) __e...\n", + "1067000 in case you missed it __eou__ __eot__ I did miss it, I'm lag...\n", + "1068000 use the ubuntu guide to install it (google the guide) __eou_...\n", + "1069000 Hello, is there any application converting .mp4 files to .3g...\n", + "1070000 Hi, anyone here who have tried the simulator flight gear? __...\n", + "1071000 is there a function in some irc client, wer you get to set a...\n", + "1072000 How do I decide how much space to partition for /usr, /var, ...\n", + "1073000 hi everyone. can i change my apt sources.lst to ubuntu and ...\n", + "1074000 Hi im driving crazy, I want to disable the tapping of my tou...\n", + "1075000 hey, how come i cannot install rpm files? with rpm installed...\n", + "1076000 hi....is there an audio recorder in ubuntu that can record l...\n", + "1077000 hey, i'm suddenly (the last few days) experiencing crashes w...\n", + "1078000 Hi everybody! Does anyone know how to get WPA2 working in 7....\n", + "1079000 you can also try mplayer or vlc __eou__ __eot__ tried both o...\n", + "1080000 hey i tried ubuntu live cd, and its fairly decent speed. can...\n", + "1081000 __eou__ oops __eou__ __eot__ Its scag here __eou__ __eot__ ...\n", + "1082000 if the answer could be given by \"factoids\" there could just ...\n", + "1083000 Anyone want to see my new desktop? __eou__ __eot__ show me _...\n", + "1084000 Do you have to type all this to make a box with a button in ...\n", + "1085000 I need help how to restart iptables __eou__ I centos this co...\n", + "1086000 Can I get the mouse wheel to change workspaces? __eou__ Can ...\n", + "1087000 I am running Ubuntu server edition - wher can I find my USB ...\n", + "1088000 can anyone tell me how can anyone tell me how I can make the...\n", + "1089000 has anyone else noticed that the splash screen progress bar ...\n", + "1090000 why shouldnt I use -j3 when compileing a kernel with debian/...\n", + "1091000 how i make a hard drive totally blank __eou__ __eot__ apt-ca...\n", + "1092000 \"nu tu ubuntu\" = i'm a n00b with Ubuntu __eou__ :) I'm n...\n", + "1093000 Hi I'm having problems compiling fwbuilder-2.1.14 . Getting ...\n", + "1094000 Is there a way to only have 1 instance of VLC like in window...\n", + "1095000 how to restart that nautilus?? __eou__ __eot__ you mostliky ...\n", + "1096000 !hardware __eou__ best look there RAdams __eou__ __eot__ tha...\n", + "1097000 Hi __eou__ Hmmmm I need hel please __eou__ I install ubuntu ...\n", + "1098000 o man this is annoying :| __eou__ i hav ea widescreen tv and...\n", + "1099000 for some reason I keep getting an error window popping up th...\n", + "1100000 hello, mrxvt doesn't have any accents, how to add them pleas...\n", + "1101000 hmm, i actually can't seem to find much info on update manag...\n", + "1102000 this may be a really stupid question but does anybody know i...\n", + "1103000 Hi, I've just upgraded to Gutsy, and when I load up gnome th...\n", + "1104000 is there a log I can watch while the ubuntu process tries to...\n", + "1105000 can`t make it booting into xp :( __eou__ i added chainloader...\n", + "1106000 how can I manually re-load the partition table so the system...\n", + "1107000 is it just me or have they been no updates for gutsy in a wh...\n", + "1108000 screen is very powerful stuff __eou__ __eot__ I think I migh...\n", + "1109000 ;) __eou__ anyone know about grub error 18? __eou__ __eot__ ...\n", + "1110000 is there a way for ubuntu to pass on the options passed duri...\n", + "1111000 Varka.. another thing im having a problem with is getting th...\n", + "1112000 Hey guys something is really bogging down my ubuntu system a...\n", + "1113000 hi __eou__ my Broadcom 43xx wireless drivers will not correc...\n", + "1114000 can anyone help me with this : whenever i play any videos, i...\n", + "1115000 anyone here understands assembly??? __eou__ anyone here unde...\n", + "1116000 I have a volume problem on a Toshiba lap top, anyone able to...\n", + "1117000 I have some major concrens about ubuntu __eou__ well just 2 ...\n", + "1118000 start your proxy __eou__ __eot__ the proxy is running. __eou...\n", + "1119000 I have a cron tab to >> stuff to a file however it ends up a...\n", + "1120000 am i here? __eou__ nice __eou__ how can I change the IP-addr...\n", + "1121000 How can I convert \".3gp\" (cell phone clips) files to other f...\n", + "1122000 hmm __eou__ Do you guys know why I cant see my userlist on x...\n", + "1123000 sexopter: It is due to a xorg update released earlier __eou_...\n", + "1124000 how do i get into the long wizzard to reconfigure my keymap ...\n", + "1125000 Does anybody know of a workaround or fix for the apparent bu...\n", + "1126000 Can we run Mac programs on ubunut? __eou__ __eot__ not that...\n", + "1127000 Is there a form of ubuntu I can put on my old Mac G3? __eou_...\n", + "1128000 hi there __eou__ i need some help __eou__ yes sure __eou__ 1...\n", + "1129000 Hi, i have connected usb cd drive to my laptop, in \"tail -f ...\n", + "1130000 hello all, could I get some help to reduce the memory usage ...\n", + "1131000 !installguide | qwerkus __eou__ this room is dead today __eo...\n", + "1132000 when i type $ locate on the shell it doesn't seem to search ...\n", + "1133000 hi all.....two worrisome things. Sometimes my computer woul...\n", + "1134000 I'm using 8.04, and I have a problem with, shares-admin, ser...\n", + "1135000 Is OO.o going to support docx soon? __eou__ !docx __eou__ __...\n", + "1136000 Krusader __eou__ how do you change the default ubuntu icon o...\n", + "1137000 i'm trying to run eclipse __eou__ which java package should ...\n", + "1138000 hey guys __eou__ is it possible to have multiple filesystems...\n", + "1139000 what if i install xubuntu-desktop from gnome session __eou__...\n", + "1140000 does linux only live because it can reap the rewards of the ...\n", + "1141000 anyway, tahts not my issue __eou__ can you help me get it so...\n", + "1142000 someone just hacked my linux website (not fully developed), ...\n", + "1143000 everything I am reading is pointing me to some kind of bios ...\n", + "1144000 i have a question you guys may be able to answer __eou__ why...\n", + "1145000 which one is the best codec to handle with avi video file? _...\n", + "1146000 there is firefox-2 on Hardy __eou__ __eot__ really. Where _...\n", + "1147000 Anyone have any experience getting a FireGL v3100 card worki...\n", + "1148000 can someone here please check if the new Ubuntu Hardy shippe...\n", + "1149000 how do i check and see what all drives are mounted from the ...\n", + "1150000 do you need compiz fusion to use avant-window-manager? __eou...\n", + "1151000 shadu: hmm. is it plugged in now? __eou__ __eot__ yeah i've ...\n", + "1152000 did you get an answer to your question? I've been trying to...\n", + "1153000 can anyone tell me why a fresh ubuntu image wont boot? __eou...\n", + "1154000 STUPID QUESTION: sorry - sorry i am running on compromised b...\n", + "1155000 phoenix: \"syntax on\" __eou__ phoenix (colon first) __eou__ _...\n", + "1156000 hello __eou__ can anyone help me? __eou__ I'm currently usin...\n", + "1157000 does anyone know why when I enable my NVIDIA driver after I ...\n", + "1158000 rampageoberon: yes well i looked online and it seems the on...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1159000 hello __eou__ is it possible to rsync files only a specific ...\n", + "1160000 hey ... when I mount my iPod the only user that can write to...\n", + "1161000 hi guys __eou__ __eot__ hey __eou__ __eot__ : you know any g...\n", + "1162000 im trying to emulate a server install using the desktop disc...\n", + "1163000 I have 512MB RAM, should I get Ubuntu-Desktop or Kubuntu? __...\n", + "1164000 Do you have to be in root/sudo to use #sh? __eou__ According...\n", + "1165000 i like opera... web browser - mail client - chat client - pl...\n", + "1166000 ok, my internet sucks xD! so, again: how can I enable Stealt...\n", + "1167000 hey i was wondering how ppl would respond rapidly wen we pos...\n", + "1168000 could be several reasons, but most likely is some package ne...\n", + "1169000 hey guys i would like to know how can i connect my pc to my ...\n", + "1170000 can anyone here help me with sudo in ubuntu? __eou__ how do ...\n", + "1171000 is there a google search applet that i could add to my deskt...\n", + "1172000 temporarily rename ~/.songbird , if there is such a file __e...\n", + "1173000 guys if i install virtualbox with window$ cand i play in it?...\n", + "1174000 i downloaded from http://cdimage.ubuntu.com/releases/hardy/r...\n", + "1175000 hello everyone __eou__ does anyone know of a good software t...\n", + "1176000 How can i use a different partition as my home folder? can i...\n", + "1177000 for example... I do wanna take a sceen shot and send you. Th...\n", + "1178000 installing gspca-source got logitec webcam going __eou__ __e...\n", + "1179000 trying to mount an ext2-formatted SD card (in a USB adapter)...\n", + "1180000 I'm having trouble with 'GRUB Error 21' in Ubuntu on startup...\n", + "1181000 hello, how do I go about telling my computer to auto turn of...\n", + "1182000 What package should I install if I want some basic C manpage...\n", + "1183000 how to uninstall wine software ?? __eou__ __eot__ how did yo...\n", + "1184000 !irssi __eou__ __eot__ this is a better channel for them to...\n", + "1185000 well how do I burn an image file (iso) to cdr __eou__ __eot_...\n", + "1186000 hey __eou__ i got a question r there any experienced linux h...\n", + "1187000 I'm in ubuntu live cd, when I run fdisk -l /dev/sda it says ...\n", + "1188000 no matter what I do the 8.10 installer will NOT detect my ha...\n", + "1189000 hey guys im trying to run ubuntu on vpc 7 but i can't get it...\n", + "1190000 how can i use 2.6.28 under intrepid? __eou__ how can i use 2...\n", + "1191000 how do i merge or resize partitions without losing data ? __...\n", + "1192000 hi quickone have you checked your restricted drivers? __eou_...\n", + "1193000 i miss mirf __eou__ *mirc __eou__ :( __eou__ im gonna use it...\n", + "1194000 I about to set up my server with LVM but wanted to know if I...\n", + "1195000 is there a place where you can have log files checked for mi...\n", + "1196000 I'm new to linux and have ubuntu 8.04 now, and having graphi...\n", + "1197000 hello, in which package I can find allegro.h ? __eou__ i can...\n", + "1198000 i think it has something to do with how you must own your di...\n", + "1199000 yes __eou__ sometimes i get errors, sometimes i don't. u can...\n", + "1200000 All of a sudden I'm having problems with Firefox. It seems w...\n", + "1201000 I have a quick newb question for anyone willing to answer: W...\n", + "1202000 My X server keeps crashing whenever I start conky. I'm usin...\n", + "1203000 hi. I had ati driver fglrx installed.. I removed disabled th...\n", + "1204000 Anyone know how to test if your graphics card is properly in...\n", + "1205000 Hi everyone. I have some problems with wireless on asus-eee ...\n", + "1206000 ok i have a problem it lets me ftp to my site in firefox but...\n", + "1207000 sata or IDE HD? __eou__ your HD device is /dev/sdb ? __eo...\n", + "1208000 what the heck. i removed ubuntu-desktop, restarted and it wa...\n", + "1209000 Does anyone know how to get Broadcom B43 working? It was wor...\n", + "1210000 there is a root account.. if you sudo su - you will be root....\n", + "1211000 audio CDs don't mount __eou__ __eot__ Well, that might expla...\n", + "1212000 every Internet connected OS needs an enabled firewall simple...\n", + "1213000 how long does kernel compilation usually take? __eou__ __eot...\n", + "1214000 where does aptitude download the .deb packages to? __eou__ _...\n", + "1215000 hi, another problem, I have a php file in /var/www that writ...\n", + "1216000 Have you tried running an fsck / re-installing firefox / dow...\n", + "1217000 how do I rescue a broken usb flash drive that is recognized ...\n", + "1218000 hi, i had a litle problems when installing the virtualbox an...\n", + "1219000 my firefox seams very slow to open up windows, can I reinsta...\n", + "1220000 I have 8.10 - Should I downgrade? __eou__ __eot__ what probl...\n", + "1221000 any good DVD burning programs out there? A friend of mine us...\n", + "1222000 My sound suddenly stopped working. I can't hear anything. I ...\n", + "1223000 could you please recommend me a good mp3 cutter program for ...\n", + "1224000 is there any way to change settings of the new notification ...\n", + "1225000 hi, I have Ati mobility X1300 and Ubuntu 9.04. I'm running o...\n", + "1226000 how do i make my own debs to replace system ones? (like svn ...\n", + "1227000 Hi. I've just installed Ubuntu 9.04 however the username and...\n", + "1228000 Damn, my CAPS LOCK is locked. Any idea how to get rid of it?...\n", + "1229000 Hello, using kubuntu, I want to connect to the wireless netw...\n", + "1230000 all yo want to do is backup files, correct? __eou__ __eot__ ...\n", + "1231000 anyone know how to import a key with Seahorse and have that ...\n", + "1232000 this channel is not for hacking/cracking tools help, please...\n", + "1233000 where is the correct place to drop a script called by cronjo...\n", + "1234000 hello __eou__ please help me my mouse is frozen __eou__ __eo...\n", + "1235000 where can i get those little aluminum stickers that say \"Pow...\n", + "1236000 I have a quick scripting question. __eou__ __eot__ bash scri...\n", + "1237000 Good morning __eou__ how can I set my irc status to \"away\"? ...\n", + "1238000 !xfce ? ubuntunom __eou__ !xfce | ubuntunom __eou__ !xfce __...\n", + "1239000 help anyone? __eou__ __eot__ have you tried running in Gnome...\n", + "1240000 how slow? Mine takes about 1 minute... __eou__ __eot__ yes :...\n", + "1241000 what command are you using? __eou__ I mean for gedit __eou__...\n", + "1242000 How can I check my IP address on my interface and how can I ...\n", + "1243000 schmiedc: __eou__ help me __eou__ https://lists.ubuntu.com/a...\n", + "1244000 hi all.. I have a small problem, I need to know how to find ...\n", + "1245000 Is it possible to run folding@home on a server __eou__ __eot...\n", + "1246000 hey.... ok downloading 9.04, can i put it to memory stick? d...\n", + "1247000 tumie: sure __eou__ __eot__ ok, __eou__ __eot__ tumie: it's ...\n", + "1248000 My guess is that virtualbox provides an uninstaller with tha...\n", + "1249000 what do you mean by rolling release? __eou__ __eot__ things ...\n", + "1250000 hey ... __eou__ i am still trying to compile my kernel __eou...\n", + "1251000 Question, I keep setting up dual monitors, using my nvidia d...\n", + "1252000 I'm planning to strream music to some other computer connect...\n", + "1253000 try cd media/ and see if its listed __eou__ __eot__ What do ...\n", + "1254000 So I just fired ubuntu for the first time. I am currently ru...\n", + "1255000 there should be a channel called ubuntu-learning where the b...\n", + "1256000 why not run mac? __eou__ __eot__ i dont follow. __eou__ __eo...\n", + "1257000 hey, anyone here? __eou__ and knows something about DOSBox? ...\n", + "1258000 /quit 'insert message that everyone ignores here' __eou__ _...\n", + "1259000 video: http://www.youtube.com/watch?v=b_y5iO5sQ0Q&feature=Pl...\n", + "1260000 help! how do i turn off the stupid system 'beep' in gnome? _...\n", + "1261000 does ubuntu 9.04 come with different window managers __eou__...\n", + "1262000 How do I upgrade my kernel using Synaptic? __eou__ __eot__ w...\n", + "1263000 When trying to upgrade to koala my computer crashed and now ...\n", + "1264000 where can I find documentation on 9.10 gdm setup? __eou__ __...\n", + "1265000 use xrandr __eou__ __eot__ thanks, i will look into this xD ...\n", + "1266000 hi i want to install karmic using a usb stick but i couldn't...\n", + "1267000 anybody have problems with flash on 9.10 on 64 bits? __eou__...\n", + "1268000 how i know if my sound card is working,?.because i don't hav...\n", + "1269000 hi.. I downloadead the xampp-linux-1.7.2.tar.gz.. How can i ...\n", + "1270000 hi everybody __eou__ I installed VirtualBoxs none OSE, from ...\n", + "1271000 Hmmm. where is the Firefox java plugin? __eou__ Deluge is qu...\n", + "1272000 I'm trying to debug a suspend/wireless problem on a eee __eo...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1273000 Is there any way to change wubi into an actual install and g...\n", + "1274000 Suppose i have speakers only attached to my ubuntu box, how ...\n", + "1275000 can anybody tell me the light doc2pdf convertor?? __eou__ __...\n", + "1276000 Hi all! Is there a linux tool for viewing windows event log...\n", + "1277000 Um, really? __eou__ __eot__ yea? __eou__ __eot__ Why? __eou_...\n", + "1278000 rivrbird: ok mouse is working....can you now help me get onl...\n", + "1279000 Hi all! I just want to ask u something: Can I install a mult...\n", + "1280000 same goes for canada... but if you get an isp that allows ml...\n", + "1281000 Is there any command to delete or remove a keyboard layout i...\n", + "1282000 you realise this is #ubuntu? __eou__ __eot__ because problem...\n", + "1283000 hi I am trying to use the \"sudo do-release-upgrade\" on my ha...\n", + "1284000 What cli command will give me my ip address and DNS servers ...\n", + "1285000 yes does work __eou__ __eot__ is it an integrated BT/wlan ca...\n", + "1286000 hi __eou__ what application can i use for ubuntu to write IS...\n", + "1287000 Why are the GUI and alternate install CDs on separate images...\n", + "1288000 thanks darolu :) __eou__ __eot__ uhhh .... why are you downl...\n", + "1289000 my desktop appears as if frozen, but I can still access it r...\n", + "1290000 cjohnston: nice note on lp/ubuntu/answers/103031 - I had to ...\n", + "1291000 is there a game repository i can add ? __eou__ __eot__ no __...\n", + "1292000 So erm, anyone for the iCatch webcam thingy? __eou__ !webcam...\n", + "1293000 Anyone have any idea what this might mean \"X Error of failed...\n", + "1294000 can anyone help me out with getting my wifi connected on my ...\n", + "1295000 how can I mount a symbian phone if it's showing up in lsusb ...\n", + "1296000 I'd like to find the least power consuming screen saver. How...\n", + "1297000 Hello, i try to boot ubuntu 9.1032 and 10.04 64bit , the fir...\n", + "1298000 any exports here able to help me install nvidia on lucid? G...\n", + "1299000 please could someone help me __eou__ i don't know what happe...\n", + "1300000 I see you've still got problems. Keep at it - you'll get the...\n", + "1301000 just got installed a computer with ubuntu 10.04 and want to...\n", + "1302000 hi can anyone help me....having problems with running a dhcp...\n", + "1303000 I've never heard of a BIOS based computer that allowed you t...\n", + "1304000 any randr-experts here? __eou__ __eot__ http://wiki.debian.o...\n", + "1305000 hi! is it possible to mout a specific folder from an externa...\n", + "1306000 Hello. I lost the password to my wireless network on my Wind...\n", + "1307000 hello everyone __eou__ got a problem in regards to my screen...\n", + "1308000 I've read the page on Ubuntu wiki page on environment variab...\n", + "1309000 hello, how to turn on terminal command line memory? so that ...\n", + "1310000 Hello , would anyone have any clue on how to get my mini SD ...\n", + "1311000 hello all __eou__ how can i install grub to the parition boo...\n", + "1312000 Getting 4.0mb/s consistent on 100mbps lan with nfs server on...\n", + "1313000 hi guys.... how to install to flash drive? __eou__ i need to...\n", + "1314000 http://paste.ubuntu.com/455896/ can someone help ? __eou__ _...\n", + "1315000 Help Help Help! I can't start my x server! the driver isn't ...\n", + "1316000 its not a checkmark its a radio box. and do not confuse the ...\n", + "1317000 you want to listen to shoutcast streams? __eou__ __eot__ sur...\n", + "1318000 Whcih package has phpize ? __eou__ Tanks! __eou__ __eot__ c...\n", + "1319000 umm, the irc server has session limits 2 conns only. __eou__...\n", + "1320000 What uses would a normal user have for making directories ow...\n", + "1321000 i created a preseed file, how can i load this file from a we...\n", + "1322000 Hello everyone - I have a question about defragmenting my ha...\n", + "1323000 Is there a way to reinstall Ubuntu/Kubuntu without losing pr...\n", + "1324000 try inserting it and running sudo fdisk -l. __eou__ __eot__...\n", + "1325000 In terminal, 'sensors' works fine, but I can't get any temps...\n", + "1326000 ok, so there is no fix for slow internet speeds when using t...\n", + "1327000 you can put /boot on a usb flash drive __eou__ __eot__ how d...\n", + "1328000 it didn't include foul language etc. __eou__ __eot__ sudo ap...\n", + "1329000 how can i stream my line in input on my wlan? __eou__ __eot_...\n", + "1330000 does anyone know if it's possible to subscribe and download ...\n", + "1331000 hey, can i have a host ? __eou__ __eot__ what do you mean __...\n", + "1332000 n00b question but if I clone my ubuntu drive and burn onto a...\n", + "1333000 what app would be recommended to backup a whole hard drive? ...\n", + "1334000 someone does know about internet connection issue with ubunt...\n", + "1335000 friends, plz help me. i'm having a problem with booting ubu...\n", + "1336000 Need help with my usb flash cannot drag and drop files to it...\n", + "1337000 does anyone know much about network devices? I'm having some...\n", + "1338000 Hello, I'm trying to get wbar to work, but typing wbar on th...\n", + "1339000 anyone using 10.10? how to customize sound ? there is no opt...\n", + "1340000 I have a file which contains all my passwords and usernames....\n", + "1341000 or hibernate __eou__ __eot__ my pc hibernates just fine.. as...\n", + "1342000 i can salute if you like.. o\\ ? __eou__ lol __eou__ __eot__...\n", + "1343000 Check sys>admin>software sources>updates tab>releases __eou_...\n", + "1344000 why to watch bluray on monitor __eou__ __eot__ i have 37\" fu...\n", + "1345000 anyone know how to edit the alsa-base.conf file? __eou__ __e...\n", + "1346000 Does anyone know if Midi files over 10 tracks will play in U...\n", + "1347000 IDM for ubuntu 10.04? __eou__ i want a download manager for ...\n", + "1348000 I do not want the username@machine_name to appear in the ter...\n", + "1349000 is it possbile to make new partion from the unused space of ...\n", + "1350000 Is there a way to autohide the top and bottom menu thingymab...\n", + "1351000 hi, when I type startx, then gnome doesn't start __eou__ but...\n", + "1352000 hello, I have a problem with alsa on my desktop pc, It runs ...\n", + "1353000 i setup the nvidia drivers __eou__ i setup the nvidia driver...\n", + "1354000 Stairminn: Thanks though! I'll give Freenode a shot. __eou__...\n", + "1355000 how to install java to chrome i installed it already but its...\n", + "1356000 does anyone have a better answer to makmanalp's question? __...\n", + "1357000 Hello! Is there a way to tell apt-get/aptitude to reinstall ...\n", + "1358000 FLASH PLUGIN still WON'T WORK!!!!!!!! __eou__ firefox 4.0 ca...\n", + "1359000 servers use linux commonly yeah __eou__ because of its secur...\n", + "1360000 can someone help me? __eou__ __eot__ ask and see __eou__ __e...\n", + "1361000 hello I am on an ubuntu 8.04 laptop and I have full connecti...\n", + "1362000 is there a greenshot linux alternative, I need a simple scre...\n", + "1363000 Tried update to 1104. System crash at about 99%. I have run ...\n", + "1364000 anyone run mac os udner vmware/virtualbox on ubuntu? __eou__...\n", + "1365000 Hi, i'm on a clean install of Ubuntu 11.04, installed the Nv...\n", + "1366000 Anyone has had their menus disappear on them? I just reboote...\n", + "1367000 Howdy all! How do I make Unity launcher icons launch with op...\n", + "1368000 I want to recompile ther kernel but I want the default .conf...\n", + "1369000 this is a result of this pam update > bug 790538 __eou__ __e...\n", + "1370000 I am trying to install Flash 10, and have installed Flashplu...\n", + "1371000 messed up my sudoers file, now i can get into root to modify...\n", + "1372000 Xnest or some vnc trickery might do it. but all are hacks, a...\n", + "1373000 So I have an issue with an Ubuntu 10.10 laptop. When it is b...\n", + "1374000 .. do you have a minute or 2 when done ? __eou__ __eot__ wh...\n", + "1375000 can anyone help with an swftools install? __eou__ i've tried...\n", + "1376000 what's the command to format a usb stick? __eou__ ?mformat _...\n", + "1377000 Hi I need a new OS for my VPS the old one is like Fedora Cor...\n", + "1378000 Can anyone explain how to mute the volume (Maverick 10.10)? ...\n", + "1379000 oh rww, I'm installing via wubi so I don't know which to use...\n", + "1380000 ok, rebooted. applet is still running at 1 hour or so now __...\n", + "1381000 https://help.ubuntu.com/community/WifiDocs/WirelessAccessPoi...\n", + "1382000 does anyone know a good way to make 'ls -la |less' show colo...\n", + "1383000 to follow up on the nox instructions, they didn't work for m...\n", + "1384000 So you can ping gateway and DNS server but not google.com, c...\n", + "1385000 hi __eou__ vpn connection from ubuntu? __eou__ __eot__ Possi...\n", + "1386000 do you have the latest ubuntu? I had similar issues with ubu...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1387000 reisio rechecked bios, it says wlan is activated. __eou__ wh...\n", + "1388000 Can anyone answer a virtualbox question? __eou__ If I add a ...\n", + "1389000 has anyone tryed Gnome3 __eou__ __eot__ I'm using it right ...\n", + "1390000 try sudo umount /dev/cdrom0 & eject __eou__ __eot__ eject wo...\n", + "1391000 so anyone noticed their soundcard hogging their batteries? :...\n", + "1392000 In Ubuntu 10.04, I am using the Chromium browser. The backsp...\n", + "1393000 do i have to reinstall? __eou__ oh ok __eou__ and it will re...\n", + "1394000 thanks deej1976 __eou__ __eot__ No problem __eou__ __eot__ g...\n", + "1395000 hi __eou__ hi nins __eou__ i dunno __eou__ im new here __eou...\n", + "1396000 I am trying out a new desktop environment called awsomewm. N...\n", + "1397000 Hello. Is it possible to make Ubuntu 11.10 look like 11.04?...\n", + "1398000 all of the posts i find about unity are either \"It's horribl...\n", + "1399000 :D __eou__ __eot__ I really don't recommend adding a repo fr...\n", + "1400000 ubuntu 11.10 has an option in User Account to allow my user ...\n", + "1401000 hello, what software do you recommend to wipe a hdd clean be...\n", + "1402000 cool.. then the packare arand mentioned will work for FF, or...\n", + "1403000 1 question - I install 11.10 on my dell hybrid studio, graph...\n", + "1404000 is there anyone that can help me with a live boot? __eou__ I...\n", + "1405000 That sould at least pick up windows, then you can work on ge...\n", + "1406000 hey so __eou__ uhm __eou__ I use Banshee Media Player __eou_...\n", + "1407000 Morning, all! __eou__ apt-get dist-upgrade reckons it'll tak...\n", + "1408000 then you remove it.. __eou__ all the cleaning disks ive ver ...\n", + "1409000 A samba server on Ubuntu, with a share having guest ok enabl...\n", + "1410000 yeah, laptop-detect is noisy, it's been doing that for a whi...\n", + "1411000 mmmm Python __eou__ I need a good Python book __eou__ __eot...\n", + "1412000 I'm working with the live cd and can't get printing to work ...\n", + "1413000 i have a pentium 266 MMX with 64 MB ram, and if i am not wro...\n", + "1414000 what is the actual problem __eou__ it's because you need Scr...\n", + "1415000 hi all anyone have problems loading X with nvidia driver? __...\n", + "1416000 help help >_< __eou__ my resolution is a nice 640x320 __eou_...\n", + "1417000 my network doesn't work with ubuntu 4.10. what to do ? __eou...\n", + "1418000 help __eou__ i need to know how to STOP the X.org server __e...\n", + "1419000 apologies, but work calls again. __eou__ fglrx in hoary work...\n", + "1420000 evolution does not filter spam..., which packages else do I ...\n", + "1421000 has anyone got a link on how to get mplayer working in warty...\n", + "1422000 anyone know if there is a way to make just gnome-terminal no...\n", + "1423000 are you running Hoary? __eou__ __eot__ yes, latest __eou__ _...\n", + "1424000 who are the three people on the new login screen? __eou__ __...\n", + "1425000 (WW) NVIDIA(0): MetaMode \"1600x1200,1600x1200\" __eou__ ...\n", + "1426000 but youy probably lose some in the process __eou__ so if you...\n", + "1427000 bah, xmms doesn't respond to the next/prev/pause keyboard sh...\n", + "1428000 AAAAH! __eou__ On an unrelated note, I'm looking for the bes...\n", + "1429000 but how would you do a sort then...it does have to do exact ...\n", + "1430000 acpi suspend to ram stopped working for me after installing ...\n", + "1431000 how come when i do a modprobe -r to a module, it`s loaded ne...\n", + "1432000 hi, what software comes with ubuntu for palm pilots? __eou__...\n", + "1433000 I lovers breezy __eou__ because, the packages in breezy are ...\n", + "1434000 Hello __eou__ I have a problem installing Ubuntu 5.04 on my ...\n", + "1435000 Hello everyone __eou__ I'm surprised to find so many here __...\n", + "1436000 have you installed hoary clean or upgraded from warty? __eou...\n", + "1437000 Im trying to make and install the latest stable kenrel from ...\n", + "1438000 And of course there's always good old [RESET] ;-) __eou__ _...\n", + "1439000 xp sucks __eou__ __eot__ not if you're blind, or paralyzed, ...\n", + "1440000 gro:I used to get error messages, but now not anymore , fire...\n", + "1441000 Hi, I am having some problems making my monitor use 80Hz fre...\n", + "1442000 i know about winmac_fstab, that add my windows and mac parti...\n", + "1443000 What repository do I have to have installed to get nvu via a...\n", + "1444000 did you get it? __eou__ __eot__ yes. maybe there is somethin...\n", + "1445000 Any good platform games avaliable to download with Synaptic?...\n", + "1446000 what's the advantage with gstreamer over xine? __eou__ __eot...\n", + "1447000 anyone know how to rename USB thumbdrives? __eou__ QUESTION:...\n", + "1448000 well so everything went pretty well except I lost two functi...\n", + "1449000 an error moshisushi __eou__ __eot__ what? __eou__ what error...\n", + "1450000 if I type in ifconfig > ifstatus.txt does this spit the resu...\n", + "1451000 I have a USB datacable and i've configured my Win XP machine...\n", + "1452000 yea, - would input data from stdin or something, but general...\n", + "1453000 hello all. I am having an issue with the calendar associate...\n", + "1454000 No candidate version found for j2re1.4 __eou__ The following...\n", + "1455000 how can I get my usb mp3 player to automount again? it worke...\n", + "1456000 Whats the best HTML Editor for Ubuntu ?? __eou__ __eot__ blu...\n", + "1457000 i am trying 2 run gnome in kubuntu __eou__ i have just insta...\n", + "1458000 hi friends.. how are you __eou__ hey can anyone tell me if i...\n", + "1459000 how do I reinstall grub after windows install? __eou__ I don...\n", + "1460000 Though I am spoiled by gnome __eou__ minum requirements for ...\n", + "1461000 I just downloaded Ubuntu 5.04... but maybe that was a mistak...\n", + "1462000 what is the Ubuntu equivalent to inetd restart? __eou__ __eo...\n", + "1463000 what is the firefox-bin? __eou__ __eot__ it's the name of th...\n", + "1464000 hi MacSlow just the person i wanted to speak to __eou__ __e...\n", + "1465000 Question: If I wanted to plug in a USB mouse, is there any ...\n", + "1466000 : error fetching interface information: Device not found <--...\n", + "1467000 Iit it possible for me to recompile just one module for the ...\n", + "1468000 lol __eou__ hey, Im completely new to linux, just tried the ...\n", + "1469000 does anyone know how to install a realtek alc850 on ubuntu? ...\n", + "1470000 guys, can anyone please help me in a networking issue, i can...\n", + "1471000 anyone know how i can install wmcodecs __eou__ __eot__ you m...\n", + "1472000 Can someone please help me getting the official linux aimcli...\n", + "1473000 I have a question about linux, I know windows has problems w...\n", + "1474000 is there an easy way to find out? __eou__ i know __eou__ ok ...\n", + "1475000 why should apt-get remove kubunt-desktop remove all kde pack...\n", + "1476000 Hi All! __eou__ All the time that I enable dri + fglrx or dr...\n", + "1477000 I dont know that I would always call that a problem =P __eou...\n", + "1478000 you run the livecd from the cd __eou__ your hdd file system ...\n", + "1479000 Hmm, system seems to be working fine after dist-upgrade __eo...\n", + "1480000 hi how do i switch on code highlighting in vim __eou__ __eot...\n", + "1481000 After upgrading to Dapper, I cannot connect to a windows sha...\n", + "1482000 how can I unpack with unrar? __eou__ __eot__ unrar x __eou__...\n", + "1483000 Hi all, gnome has broken down completely- I can login but th...\n", + "1484000 hi all __eou__ quick question: i connect to the internet thr...\n", + "1485000 hey, anyone know any good terrain generators for ubuntu? __e...\n", + "1486000 so is anyone able to help me get my screen resolution higher...\n", + "1487000 Hi, my connection worked properly when I started Ubuntu 6.06...\n", + "1488000 I want to install the amd64 kernel on a 32bit install so I c...\n", + "1489000 Any programming-editors with orginal php highlightning? high...\n", + "1490000 is it possible to format an external USB hard disk to the FA...\n", + "1491000 you'll want smp build regardless __eou__ whoops, wires cross...\n", + "1492000 try this - log in to a terminal, >> sudo dpkg-reconfigure xs...\n", + "1493000 c __eou__ __eot__ celcius or F? __eou__ it's impossible in c...\n", + "1494000 anyone have any luck installing IE in wine? I'm having troub...\n", + "1495000 How can I connect to a CVS Server and download all files? __...\n", + "1496000 I have Ubuntu on my machine, and I wanted to see what KDE no...\n", + "1497000 Does ubuntu have an update mechanism, like RedHat's up2date?...\n", + "1498000 grub wont let me boot into windows xp cd __eou__ i tried cha...\n", + "1499000 you can try moving the module up to an earlier position in /...\n", + "1500000 ah, well I was resizing a 60 odd gb partition to 12gb, it wa...\n", + "1501000 you got it to work with direct rendering O.o? __eou__\n", + "...\n", + "1502000 deb http://www.getsweaaa.com/~tseng/ubuntu/debs ./ __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1503000 really ? thanks ! __eou__\n", + "...\n", + "1504000 that's cool, but I just don't know how to actually accomplis...\n", + "1505000 we have something like 300+ linux boxes in production at wor...\n", + "1506000 : ok, thanx :) __eou__\n", + "...\n", + "1507000 what model number does Device Manager tell you? __eou__\n", + "...\n", + "1508000 is that where it's likely to be? __eou__\n", + "...\n", + "1509000 i would think thers is no upgrade path from a pre-release __...\n", + "1510000 i did an \"expert\" install and could assign mount points to m...\n", + "1511000 says gnome-applets is installed already __eou__ yes __eou__\n", + "...\n", + "1512000 it works __eou__ yes __eou__ usually it is best to be update...\n", + "1513000 you don't actually have to do anything aside from selecting ...\n", + "1514000 sure? __eou__\n", + "...\n", + "1515000 no problem __eou__\n", + "...\n", + "1516000 because it's pointless __eou__ best to just ask your questio...\n", + "1517000 : i have problem with linux ubuntu...I cant connect so I use...\n", + "1518000 ok, thanks __eou__\n", + "...\n", + "1519000 I got it from ps aux, are you suggesting that ps aux is lyin...\n", + "1520000 it was a general comment. It's just cool to see you excited...\n", + "1521000 if it mentions a package that is unavailable, just replace i...\n", + "1522000 there's a grub splashimage package __eou__\n", + "...\n", + "1523000 yeah, it filled my system drive and locked everything up __e...\n", + "1524000 I have try both of them too __eou__\n", + "...\n", + "1525000 hmm, not good. __eou__ you're up-to-date? __eou__\n", + "...\n", + "1526000 dont you have limitations getting audio and video from OTHER...\n", + "1527000 I already unlocked the root user & stuff __eou__\n", + "...\n", + "1528000 ahite __eou__ lol __eou__ meh __eou__ sorry, mis-tab :) __eo...\n", + "1529000 Yeah, I've got it sorted now -- I installed some binary pack...\n", + "1530000 let's start with \"fuser /home\" __eou__\n", + "...\n", + "1531000 ehe :) __eou__\n", + "...\n", + "1532000 not very, had a long night __eou__\n", + "...\n", + "1533000 thanx :D __eou__\n", + "...\n", + "1534000 I know how to change icons in the menu, but I need the png f...\n", + "1535000 add a .desktop to /usr/share/applications is what I do __eou...\n", + "1536000 hmmm bummer __eou__ that's when i get out the hammer and loo...\n", + "1537000 have you a nforce board? thr1ce __eou__\n", + "...\n", + "1538000 I mean ubuntu has very good itegration with gnome like you s...\n", + "1539000 Xappe; yes i know, i've tried to change it... __eou__ makte;...\n", + "1540000 no, didnt. Assumed that it worked, foolishly enough __eou__\n", + "...\n", + "1541000 what's the new name? __eou__\n", + "...\n", + "1542000 um, did you check ouyt sf.net for torrents in search? __eou_...\n", + "1543000 not sure, I've heard it should be something they made by the...\n", + "1544000 will try __eou__ din't work sounded strange again __eou__\n", + "...\n", + "1545000 ok thanks __eou__\n", + "...\n", + "1546000 gunman: have a look in /boot or wherever knoppix rescue moun...\n", + "1547000 ok thanks ... __eou__ could i use init to go to a special ru...\n", + "1548000 yeah, there were. i had to do follow this: http://www.ubunt...\n", + "1549000 yeah but some more than others :) __eou__\n", + "...\n", + "1550000 take a look at http://paste.ubuntulinux.nl/670 and you can ...\n", + "1551000 oh sorry, I don't know. I'm looking at the ubuntu list. __eo...\n", + "1552000 yup, default install __eou__\n", + "...\n", + "1553000 at the boot: prompt select 'linux single root=/dev/hdx (wher...\n", + "1554000 then you mean AD __eou__ http://www.google.com.au/search?hl=...\n", + "1555000 already tried that... but it doesn't seem to work :/ __eou__...\n", + "1556000 no __eou__\n", + "...\n", + "1557000 vncviewer is also installed, so you can use desktops remotel...\n", + "1558000 you should install it from the repositories __eou__\n", + "...\n", + "1559000 is it working? __eou__\n", + "...\n", + "1560000 I recommend https://wiki.ubuntu.com/ExampleConffiles, the mo...\n", + "1561000 please we're trying to help you. No need to troll. __eou__\n", + "...\n", + "1562000 best text editor, bar none __eou__\n", + "...\n", + "1563000 i know, i've never liked the synaptic method. i'm asking for...\n", + "1564000 people still use bitchx? __eou__\n", + "...\n", + "1565000 but the universe repo is NOT supported __eou__\n", + "...\n", + "1566000 sure, but do you need them? are they actually useful? __eou_...\n", + "1567000 where do i find that Muine then? __eou__\n", + "...\n", + "1568000 ermm how? example? __eou__ i copied that from when i restart...\n", + "1569000 how? =) __eou__\n", + "...\n", + "1570000 ok .. if you're running on an imac g5 then that has to be pp...\n", + "1571000 ah, no idea, sorry __eou__\n", + "...\n", + "1572000 2u2 was in response to Dr_Willis :P __eou__ http://www.ubunt...\n", + "1573000 try a fresh install -> sudo apt-get install --purge --reinst...\n", + "1574000 thanks - but it did work with several identical boxes earlie...\n", + "1575000 and it will have webcam support soon... __eou__ try and ma...\n", + "1576000 tarball and scp or sftp both of which exist on an machine wi...\n", + "1577000 I was under the impression that ubuntu uses UDEV __eou__ con...\n", + "1578000 packages was the work I meant to type - for breezy in answer...\n", + "1579000 i wouldn't know about gnome 2.12 __eou__\n", + "...\n", + "1580000 gftp first then fireftp __eou__\n", + "...\n", + "1581000 there is several posts in the ubuntu forums (look in the tip...\n", + "1582000 cant convince my woman to switch from windows :( __eou__\n", + "...\n", + "1583000 not in here please __eou__\n", + "...\n", + "1584000 i suppose so __eou__\n", + "...\n", + "1585000 nope __eou__\n", + "...\n", + "1586000 try disabling sound support in gnome (i.e. ESD) and then try...\n", + "1587000 Eh, no, not on the machine I'm messing with currently, thou...\n", + "1588000 those are bitmap pcf fonts, i believe __eou__ the artwiz __e...\n", + "1589000 synaptic is front end for apt-get/aptitude ... __eou__ can y...\n", + "1590000 we're all new to something __eou__ help.ubuntu.com __eou__\n", + "...\n", + "1591000 i think e17\"enlightenment\" gonna be the unique desktop syste...\n", + "1592000 Tad - it even supports my old tuner too. just about everythi...\n", + "1593000 its ok.now i see the Debian menu:) __eou__\n", + "...\n", + "1594000 then do apt-get update and apt-get dist-upgrade __eou__ I di...\n", + "1595000 i think i helped juantao with the gpg problem... __eou__\n", + "...\n", + "1596000 sure most of the dependencies can be resolved using the info...\n", + "1597000 no dducko __eou__ embeded wmv files __eou__\n", + "...\n", + "1598000 (synaptic:10222): Gdk-WARNING **: locale not supported by Xl...\n", + "1599000 I will tell them not to, because I have a reason. __eou__ an...\n", + "1600000 this sucks. __eou__ i give up lol, no 3d acceleration __eou_...\n", + "1601000 all of the \"myths of java\" are unfortunately trye __eou__ sk...\n", + "1602000 and .bashrc ? __eou__\n", + "...\n", + "1603000 Id be all by myself! __eou__\n", + "...\n", + "1604000 i type the commands, but it says \"cannot connect to X serve...\n", + "1605000 where do i find out how to make azureus the default for torr...\n", + "1606000 Not sure. Just trying to get my arms around what you were as...\n", + "1607000 aah you're one of those... __eou__\n", + "...\n", + "1608000 thabks I loking too __eou__\n", + "...\n", + "1609000 yes I know that...I am just a gigantic smart (_!_) sorry! ca...\n", + "1610000 Still, nice way to tell which version something is complaini...\n", + "1611000 did I mention *always*? __eou__\n", + "...\n", + "1612000 bmp crashes. __eou__\n", + "...\n", + "1613000 sweet thnx __eou__\n", + "...\n", + "1614000 ok ... i think I got that part ... now ... where do I start...\n", + "1615000 ill have a go at it. im in ssh so im constantly in and out a...\n", + "1616000 What will that accomplish ? __eou__\n", + "...\n", + "1617000 strange, that script runs on slackware by default __eou__ ye...\n", + "1618000 the first one. also see easysource __eou__ which distro are ...\n", + "1619000 ^^ __eou__\n", + "...\n", + "1620000 sometimes there is great freedom in having no choice, and I ...\n", + "1621000 did you find messages like \"{DriveSeek REady \" or not ? __eo...\n", + "1622000 like a cover on the big red switch :-) easy to do but discou...\n", + "1623000 ok i will check it out __eou__\n", + "...\n", + "1624000 Personally I don't see the point of using wireless on deskto...\n", + "1625000 I did. Been through the install, and this is the first reboo...\n", + "1626000 definitely maybe :) __eou__\n", + "...\n", + "1627000 thanks __eou__\n", + "...\n", + "1628000 see if installing python-gtk2 fixes it. __eou__\n", + "...\n", + "1629000 did you install ati drivers? and if so you might what to try...\n", + "1630000 ahhh __eou__\n", + "...\n", + "1631000 I don't have any firewall software, this is a fresh ubuntu i...\n", + "1632000 want some fun, greap -R /path/to/extracted/kernel/...\n", + "1633000 I love ubuntu dapper's new icons __eou__\n", + "...\n", + "1634000 Thanks so much! __eou__\n", + "...\n", + "1635000 not sure, how can i check? __eou__\n", + "...\n", + "1636000 welcome __eou__ apt-get __eou__ synaptic is a front end for ...\n", + "1637000 maybe, i'm not aware of one. all i know is that ntfs is rea...\n", + "1638000 no, mine was wrong.. it's !ipv6 __eou__\n", + "...\n", + "1639000 if you can't do a trace on it check the logs. ~.xsession-...\n", + "1640000 you have some command to install it in xterm? __eou__ its a ...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1641000 exactly .. __eou__\n", + "...\n", + "1642000 should my friend use jabber so that he can chat with me ? __...\n", + "1643000 well you probably hacenvt compile in the right options in or...\n", + "1644000 A windows partition will not effect a linux system. So.. do...\n", + "1645000 everything works just fine, but I can't use the three last c...\n", + "1646000 i know some bash but i don't know squat about php __eou__\n", + "...\n", + "1647000 fair enough. Any thoughts? __eou__\n", + "...\n", + "1648000 it cant be run wqithout xserver __eou__\n", + "...\n", + "1649000 ubuntu (or any os) cannot influence this __eou__ if your cd ...\n", + "1650000 you might find this of interest: http://www.debian-administr...\n", + "1651000 sry i havent tried out yet __eou__ but i will report as soon...\n", + "1652000 my computer in the network is still having internet access.....\n", + "1653000 64bit is missing support for most non-free apps same with pp...\n", + "1654000 they changed it! it used to always be in there simply under ...\n", + "1655000 i mean, the paid ones __eou__\n", + "...\n", + "1656000 su from that user? __eou__\n", + "...\n", + "1657000 hmmm did you google for that drive i assume? __eou__\n", + "...\n", + "1658000 \"if i recall correctly\" :) __eou__\n", + "...\n", + "1659000 if i delete CHAINLOADER +1 ... might that solve the problem?...\n", + "1660000 what's the deletion command? __eou__\n", + "...\n", + "1661000 ok, I'm waiting for you __eou__ please if I'm not reachable ...\n", + "1662000 I just let it do whatever it was going to do by default and ...\n", + "1663000 nope, it's a Lucent Orinoco __eou__\n", + "...\n", + "1664000 how? what's this? __eou__\n", + "...\n", + "1665000 I google it and I find some problems with sata and some durn...\n", + "1666000 well i doin't know anything about that then.. sorry. __eou__...\n", + "1667000 this isnt all in one file? __eou__\n", + "...\n", + "1668000 np im new to ubuntu/debian in general just learning the new ...\n", + "1669000 what about the root password for this cd? have any idea? cos...\n", + "1670000 you told me to do that before and I did that, but no problem...\n", + "1671000 it's in xchat __eou__\n", + "...\n", + "1672000 too bad ubuntu doesn't have /proc/config.gz __eou__\n", + "...\n", + "1673000 thnx __eou__ thnx to you too :) __eou__\n", + "...\n", + "1674000 http://www.dyndns.com/support/kb/archives/using_ddclient_wit...\n", + "1675000 DLink, I think... but i don't want to rout it... just like W...\n", + "1676000 ive done that 20 times no dice, firefox thinks mozilla is st...\n", + "1677000 what is iirc? and how do you convert a deb package to ubuntu...\n", + "1678000 cmod numbers dir __eou__ i suggest reading man chmod __eou__...\n", + "1679000 yah but installing xp on fat32 is generally not a good idea ...\n", + "1680000 thanks, the -r is what I needed, what does it mean? __eou__\n", + "...\n", + "1681000 ah .. interesting .. is it some bash peculiarity? Will it wo...\n", + "1682000 yea __eou__\n", + "...\n", + "1683000 If you really want it, I would use the vanilla kernel, yes. ...\n", + "1684000 the lo rule changed from 1786 167K to 1864 175K. No packet...\n", + "1685000 no __eou__ if you are using xfce you can set it in the autos...\n", + "1686000 never mind, it's fixed now __eou__\n", + "...\n", + "1687000 it's not possible to do that from rescue mode or the install...\n", + "1688000 get icecast, xmm, and xmms-liveice __eou__\n", + "...\n", + "1689000 hmm i might have ended up with my root FS as module, didn't ...\n", + "1690000 yes __eou__\n", + "...\n", + "1691000 what is the question it is asking? __eou__\n", + "...\n", + "1692000 dist-upgrade wants to install all sorts of new packages that...\n", + "1693000 it's not an iso __eou__ I want it as a raw device anyway __e...\n", + "1694000 I think they might __eou__\n", + "...\n", + "1695000 I have used it for months now without a hitch __eou__ all of...\n", + "1696000 northbridge? __eou__\n", + "...\n", + "1697000 i use the fglrx driver on the only machine capable, so no __...\n", + "1698000 Moritce, will that tell me if it is actually in use? __eou__...\n", + "1699000 Yes C. C is never compiler just in time __eou__ C is always ...\n", + "1700000 what if I don't want it to start by default? __eou__ isn't t...\n", + "1701000 sudo apt-get install bunch-of-free-mainboards __eou__\n", + "...\n", + "1702000 accroding to users-admin i do __eou__\n", + "...\n", + "1703000 anything you got to say ? __eou__\n", + "...\n", + "1704000 tried that and root only had access still, \"mount -t cifs //...\n", + "1705000 aclocal is correct __eou__\n", + "...\n", + "1706000 it makes a backup of your current xorg.conf and runs thru ...\n", + "1707000 its under your home __eou__ this is my example /home/Matt/.m...\n", + "1708000 join me in #pelo since this is off topic __eou__ no need t...\n", + "1709000 sry, my bad: xchat-systray or xchat-systray-integration __eo...\n", + "1710000 Eww __eou__\n", + "...\n", + "1711000 what are you trying to get from there? __eou__\n", + "...\n", + "1712000 install the fglrx driver __eou__\n", + "...\n", + "1713000 True. I am a very paranoid person (and I love security-based...\n", + "1714000 dist upgrade to dapper then use the upgrade manager __eou__\n", + "...\n", + "1715000 so you get the problem in any media player you try __eou__\n", + "...\n", + "1716000 stopped __eou__\n", + "...\n", + "1717000 ahhhh __eou__\n", + "...\n", + "1718000 how did you set it up, on your router? __eou__\n", + "...\n", + "1719000 no, but I have totem-gstreamer et al __eou__\n", + "...\n", + "1720000 maybe __eou__ he is probably going to have to convert the dv...\n", + "1721000 good. sounds like you have a pretty good idea what needs to...\n", + "1722000 what would i enter into the terminal to do that __eou__\n", + "...\n", + "1723000 hmm __eou__ i'll check it out tomorrow __eou__\n", + "...\n", + "1724000 ah, didn't know about the wiki. __eou__\n", + "...\n", + "1725000 apecat, __eou__ Thanks! Been meaning to nail this down for a...\n", + "1726000 i wouldn't do what he's done either __eou__\n", + "...\n", + "1727000 plenty of highly paid programmers. __eou__\n", + "...\n", + "1728000 Just incase u forget __eou__\n", + "...\n", + "1729000 I doubt that __eou__\n", + "...\n", + "1730000 \"Could not init font path element /var/blahblahvblah/TrueTyp...\n", + "1731000 xfcemediaplayer just loads themm. __eou__\n", + "...\n", + "1732000 my spelling is a bit off __eou__\n", + "...\n", + "1733000 lol __eou__\n", + "...\n", + "1734000 ohh ok, i thought that was a gnome login screen. __eou__ th...\n", + "1735000 yeah, but E17 and enlightenment are 2 different beasts __eou...\n", + "1736000 -- thanks, I knew I had seen that functionality *somewhere*!...\n", + "1737000 :) __eou__\n", + "...\n", + "1738000 cat won't let you browse the file, so it's not convenient fo...\n", + "1739000 kitche: like this: http://pastebin.ca/315975 __eou__\n", + "...\n", + "1740000 use: sudo aticonfig --initial __eou__ then restart your comp...\n", + "1741000 ok, then the theme installer should be ok, just drag the tar...\n", + "1742000 good point __eou__\n", + "...\n", + "1743000 ok ill check it __eou__\n", + "...\n", + "1744000 there should be a how-to somewhere, just a second __eou__\n", + "...\n", + "1745000 6.06 is ubuntu Dapper Drake __eou__\n", + "...\n", + "1746000 sweet! have you upgraded to feisty? __eou__\n", + "...\n", + "1747000 sorry can't help you much __eou__\n", + "...\n", + "1748000 did you see my answer? __eou__\n", + "...\n", + "1749000 , i'm looking for a program that can scan files for virusses...\n", + "1750000 what was the command you ran? __eou__ to install it __eou__\n", + "...\n", + "1751000 thanks __eou__\n", + "...\n", + "1752000 thanks __eou__\n", + "...\n", + "1753000 It's impossible the use any special keys, also the windows k...\n", + "1754000 ;) __eou__ I'm not a core developer, no. I can only upload ...\n", + "1755000 i was just confused cause you had a ~ infront of /tmp, so i ...\n", + "1756000 thank you, that worked __eou__\n", + "...\n", + "1757000 I used kernel.org, but I just picked on randomly __eou__\n", + "...\n", + "1758000 all are removed __eou__\n", + "...\n", + "1759000 ty __eou__\n", + "...\n", + "1760000 thanks __eou__\n", + "...\n", + "1761000 its a custom vmware build running vmware-server on top of ub...\n", + "1762000 fuser -v /dev/partitionnumber __eou__ security fixes are bac...\n", + "1763000 Would you mind taking a glance at my xorg.conf? __eou__ http...\n", + "1764000 what's cli ? __eou__\n", + "...\n", + "1765000 besides, the torrent was going to take like a day to downloa...\n", + "1766000 thanks, i'll take a look __eou__\n", + "...\n", + "1767000 thanks __eou__ do you know if the information is already up ...\n", + "1768000 then this is your chance for the big leagues. Download the ...\n", + "1769000 well i did that, even before per \"chsh\", but when i start gn...\n", + "1770000 the volume of gnome sounds is OK, It is the system bell what...\n", + "1771000 and this error in the first pastebin happens when the module...\n", + "1772000 :) __eou__\n", + "...\n", + "1773000 thanks, that worked __eou__\n", + "...\n", + "1774000 it feels broken :( the gui is much easier to do downgrades ...\n", + "1775000 i find that fact hard to accept :) __eou__\n", + "...\n", + "1776000 the filesystem needs to not be mounted, so live cd is the be...\n", + "1777000 no, \"why?\" was my question :) __eou__\n", + "...\n", + "1778000 Okay __eou__ Holy crap, it's working lol __eou__ Same here, ...\n", + "1779000 THX __eou__\n", + "...\n", + "1780000 baby steps __eou__ heh __eou__ thx Z__ __eou__\n", + "...\n", + "1781000 thanks __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1782000 NP. __eou__\n", + "...\n", + "1783000 actually, I just installed avant-window-navigator, and want ...\n", + "1784000 is it working for you in Feisty? __eou__\n", + "...\n", + "1785000 which files? __eou__\n", + "...\n", + "1786000 could you right click on the applet and check the properties...\n", + "1787000 sure __eou__\n", + "...\n", + "1788000 I'm using alternate install. I'm reinstalling feisty. I got ...\n", + "1789000 you don't have to defrag. __eou__\n", + "...\n", + "1790000 do other 3d games work? __eou__\n", + "...\n", + "1791000 try this url:: http://www.howtoforge.com/ubuntu_feisty_beryl...\n", + "1792000 packages.ubuntu.com __eou__\n", + "...\n", + "1793000 Heh, it's *also* required for nvidia's horrible drivers, too...\n", + "1794000 what isn't __eou__ jealous? __eou__\n", + "...\n", + "1795000 Nah.. __eou__\n", + "...\n", + "1796000 i would ask but theres like 3 different issues. ready? __eou...\n", + "1797000 what else do you want to trust? we have no access to \"objec...\n", + "1798000 that is one odd xorg.conf __eou__ I dont think that you need...\n", + "1799000 hmmmm, that seems to be the sources of the Ubuntu package bu...\n", + "1800000 can't find the anjuta folder either: its not in /etc __eou__...\n", + "1801000 You want pretty, take a peek at beryl when you get your desk...\n", + "1802000 do you have other computers on the LAN and if so, do they co...\n", + "1803000 I have problems with Netgear routers dropping connections af...\n", + "1804000 I have the required drivers and such. By all rights, it shou...\n", + "1805000 does it work now? __eou__\n", + "...\n", + "1806000 there is nothing to back up for me... __eou__\n", + "...\n", + "1807000 its still closing after executing the command.... __eou__\n", + "...\n", + "1808000 just saying, Pidgin doesnt like being compiled from source _...\n", + "1809000 Wouldn't have a clue, but I'm sure there is one. __eou__\n", + "...\n", + "1810000 http://ubuntuforums.org/showthread.php?t=198453 <- a thread ...\n", + "1811000 try anjuta __eou__ or just open the files with the dialogue ...\n", + "1812000 thanks, i just needed to recheck the apps i wanted. __eou__\n", + "...\n", + "1813000 Its simply router creates ppp with ineternet, i can login to...\n", + "1814000 nope __eou__\n", + "...\n", + "1815000 what do you prefer then? __eou__\n", + "...\n", + "1816000 what's your real question? :) __eou__\n", + "...\n", + "1817000 np __eou__\n", + "...\n", + "1818000 thanks __eou__\n", + "...\n", + "1819000 yes I am __eou__\n", + "...\n", + "1820000 that's different also __eou__\n", + "...\n", + "1821000 does the ubuntu computer have internet access? __eou__\n", + "...\n", + "1822000 : can i install ubuntu using thumb drive and a dvd image? __...\n", + "1823000 >_> How? __eou__ fdisk? >_< __eou__\n", + "...\n", + "1824000 ty __eou__\n", + "...\n", + "1825000 Well, it happens on ALL hosts. I get a lot of strange chara...\n", + "1826000 i think that is the wrong terminology. __eou__\n", + "...\n", + "1827000 no kde __eou__\n", + "...\n", + "1828000 ...\n", + "1829000 we were asking in polite english :D __eou__\n", + "...\n", + "1830000 So your telling me i might as well go with gutsy if i want 1...\n", + "1831000 i dont understand what that means to me __eou__ nvm i unders...\n", + "1832000 how can i solve it? __eou__\n", + "...\n", + "1833000 Thanks __eou__\n", + "...\n", + "1834000 sh __eou__\n", + "...\n", + "1835000 oh __eou__\n", + "...\n", + "1836000 doesn't seem like it would freeze the machine... there are m...\n", + "1837000 do you know if (for me this is) the direct cd printing works...\n", + "1838000 ok -- i m updating ... __eou__\n", + "...\n", + "1839000 then I'm not sure (not on dapper anymore)...sorry __eou__\n", + "...\n", + "1840000 it returns it's process number, but it still doesn't come up...\n", + "1841000 do you remember having a seperate session for XGL? __eou__\n", + "...\n", + "1842000 try \"sudo apt-get update\" then \"sudo apt-get remove flashplu...\n", + "1843000 not found either :( __eou__\n", + "...\n", + "1844000 I get this: Could not find device for //boot: Not found or n...\n", + "1845000 my xcom work good the way it is, i but i dont have any hardw...\n", + "1846000 use the linux version, not the windows version, and if not o...\n", + "1847000 /nickserv help __eou__ If it's your nick, then you can recla...\n", + "1848000 !gutsy | amx109 __eou__\n", + "...\n", + "1849000 sorry I wouldnt know __eou__\n", + "...\n", + "1850000 i did that it is not working __eou__\n", + "...\n", + "1851000 my system rebooted this morning, and when it came back up, n...\n", + "1852000 nope. LTS = Long Term Support. __eou__\n", + "...\n", + "1853000 Not according to \"man sshd_config\" __eou__ HPUX does :-) __e...\n", + "1854000 hehehe...I will, just dont know when will I try it :)...hehe...\n", + "1855000 what are you trying to installe ? __eou__\n", + "...\n", + "1856000 Whining?? I installed that CRAP Gutsy because of people said...\n", + "1857000 ah right :) close :) __eou__\n", + "...\n", + "1858000 they use them for caching __eou__\n", + "...\n", + "1859000 i would back it up to another drive, or u can resize your 32...\n", + "1860000 1G __eou__ 1GB astro76 :) __eou__ so how much i ll use __eou...\n", + "1861000 thanks :) __eou__\n", + "...\n", + "1862000 no, there is no VIdeoOverlay option __eou__\n", + "...\n", + "1863000 I'll put it on mah webserver __eou__ http://stainer.homelinu...\n", + "1864000 lol __eou__\n", + "...\n", + "1865000 did u upgrade from 7.04? __eou__\n", + "...\n", + "1866000 No. Just download a Linux source distribution from kernel.or...\n", + "1867000 nope, it was working for a while __eou__ but then all of a s...\n", + "1868000 trevino, automatix and anything else will break your system ...\n", + "1869000 bummer. no 2.6.23 there. any idea where i can find the ubunt...\n", + "1870000 i presume you have fresh installed system..right?? ubuntu?? ...\n", + "1871000 cp /source /destination __eou__ I was gonna suggest you us...\n", + "1872000 here's another thought: set gdm to autologin and configure v...\n", + "1873000 you can also search through packages for files online: http:...\n", + "1874000 i asked if there was a shortcut for switching between layout...\n", + "1875000 really ? __eou__ what type of card __eou__\n", + "...\n", + "1876000 could be wlan0 ? __eou__\n", + "...\n", + "1877000 so, if I have an okay nvidia card that is giving me trouble,...\n", + "1878000 do you enter a latter it can complete? __eou__\n", + "...\n", + "1879000 thanks, :) turned out it was just one file __eou__\n", + "...\n", + "1880000 primary difference is that ext3 has a journal __eou__ and so...\n", + "1881000 for example...if an package is installed...you could use th...\n", + "1882000 sorry about the long message. __eou__\n", + "...\n", + "1883000 much appreciated __eou__\n", + "...\n", + "1884000 thanks, ill look it up __eou__\n", + "...\n", + "1885000 OK, I've got to go through a few reboots so I'll be dropping...\n", + "1886000 but when i run ifconfig wlan0 up it brings up the wireless c...\n", + "1887000 Athlon XP is 686, with MMX.. and some other stuff __eou__ th...\n", + "1888000 I'm working with a family member who has two notebooks. On 7...\n", + "1889000 well i dont know ... in any case... i need to do pon nameo...\n", + "1890000 do you know what others :) __eou__\n", + "...\n", + "1891000 ahh if noone has an answer here id suggest asking in #compiz...\n", + "1892000 in theory you're right, but in practice there's not much use...\n", + "1893000 Yes I know that. :) I just want to use this old machine to p...\n", + "1894000 do you have a lot of data to back up? __eou__ do you have al...\n", + "1895000 thx... __eou__\n", + "...\n", + "1896000 its the developmental version gutsy 7.10 is the latest versi...\n", + "1897000 - no, i guess. __eou__\n", + "...\n", + "1898000 it was, but I just fixed the problem anyway. __eou__\n", + "...\n", + "1899000 I assumed that you were using 'mail', for which you can redi...\n", + "1900000 yes i am here __eou__\n", + "...\n", + "1901000 it shows in Mb/s __eou__\n", + "...\n", + "1902000 no it's not __eou__\n", + "...\n", + "1903000 sudo aptitude install ubuntu-desktop __eou__\n", + "...\n", + "1904000 I'm not sure which codec I need __eou__\n", + "...\n", + "1905000 true so it says this on boot? __eou__ You can set splash scr...\n", + "1906000 i know 6.06 was where I started, but 7.04 or 7.10 is lightye...\n", + "1907000 never done that. Whenever I do unzip it extracts all the fil...\n", + "1908000 how? __eou__\n", + "...\n", + "1909000 np __eou__\n", + "...\n", + "1910000 it worked. i dont know where jcdg went __eou__\n", + "...\n", + "1911000 not at the moment __eou__ thinking about changing to gutsy X...\n", + "1912000 sounds good __eou__\n", + "...\n", + "1913000 Bingo - You figured it out. :) __eou__\n", + "...\n", + "1914000 certainly worthwhile. __eou__\n", + "...\n", + "1915000 i used to use other linux distros in the past. linux was a b...\n", + "1916000 ahh. sorry. :) __eou__\n", + "...\n", + "1917000 not sure, it's the default ubuntu install on myserver __eou_...\n", + "1918000 hmm, maybe #kubuntu can help. I can't and nobody else in her...\n", + "1919000 E319: Sorry, the command is not available in this version __...\n", + "1920000 then that is the 5007 not the 5006 just a second __eou__\n", + "...\n", + "1921000 thanks it works! __eou__\n", + "...\n", + "1922000 gksudo gedit /etc/apt/sources.list __eou__\n", + "...\n", + "1923000 you'd have to put error trapping in the script __eou__ as cr...\n", + "1924000 : i can. but I don't want to. thanks anyway? i was just read...\n", + "1925000 www.distrowatch.com has a plethora of choices for tiny insta...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1926000 what did you do? __eou__\n", + "...\n", + "1927000 i don't know, let me see it in fdisk __eou__\n", + "...\n", + "1928000 i'll be completely honest and say i don't really know ubuntu...\n", + "1929000 Ah, sweet. Thanks. __eou__\n", + "...\n", + "1930000 not sure about ati, sorry __eou__\n", + "...\n", + "1931000 hah, why didn't i think of that? (just disabling the source...\n", + "1932000 Isn't there some new wireless utility with Hardy? __eou__\n", + "...\n", + "1933000 bazhang: thanks i'll tell her to try both __eou__\n", + "...\n", + "1934000 ok, thanks __eou__\n", + "...\n", + "1935000 Hmmmm that leans more towards ram/cpu issues than software, ...\n", + "1936000 does it give any errors? __eou__\n", + "...\n", + "1937000 you wouldn't happen to know the commands off-hand? __eou__\n", + "...\n", + "1938000 i hope you r here i still face troubles wih pptp client , i ...\n", + "1939000 : I don´t see it that way when I send it but O.K. __eou__\n", + "...\n", + "1940000 ya __eou__ if I have rythmbox running i don't get sound __eo...\n", + "1941000 ok thanks __eou__\n", + "...\n", + "1942000 weird, I unset DISPLAY and gconftool-2 still worked for me _...\n", + "1943000 not sure; I'm more of a gui fan -->best ask the channel for ...\n", + "1944000 check and or remove mozilla addons in firefox beta 5 seemed ...\n", + "1945000 that seems to tell you what to do __eou__\n", + "...\n", + "1946000 startx does nothing? no output at all? __eou__\n", + "...\n", + "1947000 if they are built correctly maybe __eou__\n", + "...\n", + "1948000 thank you very much for the reply __eou__\n", + "...\n", + "1949000 sorry, I got confused and thought you were a different user ...\n", + "1950000 how? __eou__\n", + "...\n", + "1951000 like you got ram to stick into your laptop ? i'd compare ...\n", + "1952000 every ubuntu release has had 2.6 i think. __eou__\n", + "...\n", + "1953000 ok i did, did that just reinstall it? __eou__\n", + "...\n", + "1954000 just type that __eou__\n", + "...\n", + "1955000 - ah ok... pretty cool. All you need to do then is check the...\n", + "1956000 Oh, lol, ok :p __eou__\n", + "...\n", + "1957000 ya :D glad to get help from u to thanks __eou__\n", + "...\n", + "1958000 , u helped me alot __eou__ :)_ __eou__\n", + "...\n", + "1959000 thanks __eou__\n", + "...\n", + "1960000 it doesnt work, it says \"E: dpkg was interupted etc.... __eo...\n", + "1961000 ty ill have a looksee __eou__\n", + "...\n", + "1962000 yes because it doesn't run as user __eou__\n", + "...\n", + "1963000 whoops, I mean blackstone __eou__\n", + "...\n", + "1964000 i have the microsoft natural ergonomic keybard 4000;;; but t...\n", + "1965000 pardon? __eou__\n", + "...\n", + "1966000 ok, if you don't won't to paste it, I can't help __eou__\n", + "...\n", + "1967000 yep, it's good to know some basics about the OS you're runni...\n", + "1968000 Sry, just checking out the bot __eou__\n", + "...\n", + "1969000 ok, thanks you actually helped me figure out the problem... ...\n", + "1970000 i just was going to wipe 7.x complete and plop 8.x on that d...\n", + "1971000 I'll give that a try __eou__\n", + "...\n", + "1972000 thanks __eou__\n", + "...\n", + "1973000 from a fresh install? __eou__\n", + "...\n", + "1974000 the drive ubuntu is currently booting off is an ide drive __...\n", + "1975000 Paulo - on the compiz fusion site they have a description of...\n", + "1976000 that usually is the cause of this __eou__ and I would not bo...\n", + "1977000 with the link above, I was able to set my gnome cpu monitori...\n", + "1978000 i mean that I can view my partitions in nautilus but I can't...\n", + "1979000 not like that, no __eou__\n", + "...\n", + "1980000 I checked my clock preference and there is no box or anythin...\n", + "1981000 doesn't seem either of those suit my needs.. rtorrent is tex...\n", + "1982000 yah __eou__\n", + "...\n", + "1983000 most likely __eou__\n", + "...\n", + "1984000 set vim to run in virtual mode __eou__ well at least that fi...\n", + "1985000 err... if the bootloader is screwed, there is no kernel, so ...\n", + "1986000 no no, the entire bar __eou__\n", + "...\n", + "1987000 i will check for \"/dev/ath*\" tj83: in my past experience, it...\n", + "1988000 pirate_hunter: Yeah, in your desktop manager it should just ...\n", + "1989000 it worked for me :( __eou__\n", + "...\n", + "1990000 I know it can't, and if it tried it would need to scale and ...\n", + "1991000 i'm an ubuntu n00b __eou__\n", + "...\n", + "1992000 i didnt understand it __eou__ how can i use that thing? __eo...\n", + "1993000 you need a cross compiler. i don't see any packages for them...\n", + "1994000 have you enable the drivers for your videocard? __eou__\n", + "...\n", + "1995000 dunno __eou__\n", + "...\n", + "1996000 how do i use it? __eou__\n", + "...\n", + "1997000 i know that Ubuntu can do OpenVPN but why would I want to? _...\n", + "1998000 I'm sorry, there's no other way to interpret this: 05:37 < a...\n", + "1999000 did you ever get this error message or do you know how to fi...\n", + "2000000 then just click on applications, accesories, terminal __eou...\n", + "2001000 no. __eou__ but that doesn't mean it doesn't exist... __eou_...\n", + "2002000 ah that's interesting... I looked in xorg.conf for the dontZ...\n", + "2003000 forget what I said. How about you just put the module (drive...\n", + "2004000 it worked before while I was running windows, but I cant fig...\n", + "2005000 maybe you were entering a password to mount FAT32? __eou__\n", + "...\n", + "2006000 you're funny __eou__ i once used a little utility called pho...\n", + "2007000 thanks __eou__\n", + "...\n", + "2008000 hardy or ibex? __eou__\n", + "...\n", + "2009000 is it an xorg.conf issue? __eou__ pad works with xubuntu liv...\n", + "2010000 yeah __eou__\n", + "...\n", + "2011000 so any idea?? __eou__\n", + "...\n", + "2012000 I guess that depends on the game __eou__\n", + "...\n", + "2013000 to make my pc load free less mem __eou__\n", + "...\n", + "2014000 yep. nvidia geforce 6150 __eou__\n", + "...\n", + "2015000 it used to work on 8.04... __eou__\n", + "...\n", + "2016000 I believe I should put that extracted GNOME Icon in somewher...\n", + "2017000 try apt-cache search __eou__ or http://packages.ubuntu.com/ ...\n", + "2018000 its built in. i just noticed this though, is it meaningful?...\n", + "2019000 Oh! works. __eou__\n", + "...\n", + "2020000 : thanks, but i dont have alt cd and my optical drive isnt w...\n", + "2021000 i have a xps one allinone with an intel video card that is u...\n", + "2022000 okay. So hit Alt+f2, type gconf-editor, and hit enter. Go to...\n", + "2023000 i believe that specifies _which_ vt to reside in. it doesn't...\n", + "2024000 i like dell, millions also do, millions also don't __eou__ H...\n", + "2025000 when my master volume is set at 50% and everything else I ca...\n", + "2026000 i did a fresh ubuntu 8.10 install, no upgrading __eou__\n", + "...\n", + "2027000 ls -l RegnumOnlineInstall_32 __eou__\n", + "...\n", + "2028000 Have you tried googling first? __eou__\n", + "...\n", + "2029000 Umm CLI? __eou__\n", + "...\n", + "2030000 yep __eou__ Ok m8. __eou__\n", + "...\n", + "2031000 you dont give permissions to apps, only to users __eou__\n", + "...\n", + "2032000 i know the ip of the server as it is static __eou__\n", + "...\n", + "2033000 so far I only have one page that is close enough to what I'm...\n", + "2034000 thanks __eou__ Hmm, how do I figure out which one is eth1, e...\n", + "2035000 np man __eou__\n", + "...\n", + "2036000 the article in wikipedia on java is quite good __eou__\n", + "...\n", + "2037000 I don't know. __eou__\n", + "...\n", + "2038000 Setting up the rsyncd.conf file __eou__ And the various othe...\n", + "2039000 -> cd __eou__ -> are you sure it is desktop not Desktop? ca...\n", + "2040000 you can only reinstall __eou__\n", + "...\n", + "2041000 huh? __eou__\n", + "...\n", + "2042000 oh... you mean i can use dpkg with that ? __eou__\n", + "...\n", + "2043000 ive gotta learn some day! __eou__\n", + "...\n", + "2044000 If you can find the iso, you should be able to mount it. __e...\n", + "2045000 thank you. __eou__\n", + "...\n", + "2046000 can you pastebin what is happening? __eou__\n", + "...\n", + "2047000 interesting, but i would like only from FF. __eou__\n", + "...\n", + "2048000 transmissioncli doesn't work ? __eou__\n", + "...\n", + "2049000 oh ya mean the nickserv irc password. :) lol.. '/msg nicks...\n", + "2050000 it was a joke __eou__\n", + "...\n", + "2051000 sorry __eou__\n", + "...\n", + "2052000 What *is* #ubuntu+1? I can't really find anything helpful on...\n", + "2053000 your xorg.conf is fine, and xrandr is also fine, what exactl...\n", + "2054000 my question is is it safe to build programs using sudo apt-g...\n", + "2055000 good luck then __eou__ I lost my patience with Windows long ...\n", + "2056000 : i just got done installing it, stable thus far (2hrz) __eo...\n", + "2057000 do you prefer vi or emacs? choose whichever commands you're ...\n", + "2058000 do you happen to have a link for the torrent? __eou__\n", + "...\n", + "2059000 what? thats a first __eou__\n", + "...\n", + "2060000 any sort of similarity could be used to split them up, but i...\n", + "2061000 no.. it means i stopped dpkg-reconfigure part way through __...\n", + "2062000 yes on some not all sites __eou__\n", + "...\n", + "2063000 yes __eou__ sorry, i gotta go. make a swap and ext3 partitio...\n", + "2064000 I input this rm -r nacl and get this rm: descend into direct...\n", + "2065000 yep, AK_Dave is right __eou__\n", + "...\n", + "2066000 i am just about to go camping so i will play with it tomorro...\n", + "2067000 you need to edit hte options in /etc/fstab __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2068000 np __eou__\n", + "...\n", + "2069000 and file a bug report to linux on launchpad.net __eou__\n", + "...\n", + "2070000 sorry i dont know about LTS __eou__ how can i check ? __eou_...\n", + "2071000 http://ubuntu.wordpress.com/2006/08/02/local-dns-cache-for-f...\n", + "2072000 yeah, I was giving up in here :P __eou__\n", + "...\n", + "2073000 so make swap 2Gb __eou__\n", + "...\n", + "2074000 I may be the connection, idk that much about it __eou__\n", + "...\n", + "2075000 ;) __eou__\n", + "...\n", + "2076000 its fresh __eou__ straight from the site __eou__\n", + "...\n", + "2077000 yeah __eou__ something on the lines of phpmyadmin __eou__\n", + "...\n", + "2078000 thanx, never heard of it. I am off liveCD right now cause i ...\n", + "2079000 what's the whole filename? __eou__ did you get it from http:...\n", + "2080000 !thanks | Klunk __eou__ where as I am the person that trigg...\n", + "2081000 ok, let's try __eou__\n", + "...\n", + "2082000 howto vpn l2tp over ipsec on ubuntu jaunty ? __eou__\n", + "...\n", + "2083000 lightweight relative to how lightly the user runs it... __eo...\n", + "2084000 thats not a channel __eou__\n", + "...\n", + "2085000 ahhhhh thank you __eou__\n", + "...\n", + "2086000 aptitude search pidgin will show all pidgin packages __eou__...\n", + "2087000 no, 32b __eou__\n", + "...\n", + "2088000 Okay thanks :) __eou__\n", + "...\n", + "2089000 > I have a problem .....tor, privoxy and firefox are all ins...\n", + "2090000 yeah... i suppose ubuntu preloads a bunch of different modul...\n", + "2091000 Yes: http://blender.org __eou__\n", + "...\n", + "2092000 I must be mistaking then with 9.04 :) my bad :) __eou__\n", + "...\n", + "2093000 yes, same issue __eou__\n", + "...\n", + "2094000 just type in make? __eou__\n", + "...\n", + "2095000 k __eou__\n", + "...\n", + "2096000 root from terminal can play soundm though __eou__ root from ...\n", + "2097000 then please stay on-topic: ubuntu support __eou__\n", + "...\n", + "2098000 I am experiencing this on 2 machines, one intel laptop and o...\n", + "2099000 !info ufw __eou__\n", + "...\n", + "2100000 \"direct\" ssh connection? As opposed to an /indirect/ one? _...\n", + "2101000 can you ssh in? __eou__\n", + "...\n", + "2102000 the page he was using though, didn't say to re boot hmm __e...\n", + "2103000 lol but what does it really do? is it a VM ? __eou__\n", + "...\n", + "2104000 Okay. I guess I don't have a solution for you then. Sorry....\n", + "2105000 is this(System/Preferenced/Sound command) window or ubuntu? ...\n", + "2106000 I checked there doesn't seem to be any other package manager...\n", + "2107000 ty __eou__ i assumed linux-source would be just the patched ...\n", + "2108000 yes, do you know how to get the latest repo for transmission...\n", + "2109000 im looking to use ubuntu as a live environment to remove vir...\n", + "2110000 I think it is, k3b for example has this option but I don't w...\n", + "2111000 ive never used it :) and im short on time so had not time to...\n", + "2112000 whats it called? __eou__ ok __eou__\n", + "...\n", + "2113000 Can you read from the drive? __eou__ That'd help. __eou__\n", + "...\n", + "2114000 yes __eou__\n", + "...\n", + "2115000 no.. willis is my first name __eou__\n", + "...\n", + "2116000 yep. I don't need down to the byte value, a general idea wil...\n", + "2117000 thanks - i'm looking more for a videoconferencing solution, ...\n", + "2118000 no I was just thinking about how some words in English hav...\n", + "2119000 ahh yes thanks :) __eou__\n", + "...\n", + "2120000 no such device __eou__\n", + "...\n", + "2121000 ok __eou__\n", + "...\n", + "2122000 mine is a gui app. Just to make things more complicated. __...\n", + "2123000 desktop 9, 699mb.iso 32bit. on a 6,4 gb quantum fireball ata...\n", + "2124000 mine works ? __eou__ can you tell kathie the command to rest...\n", + "2125000 So, I have to compile it from source or getdeb? __eou__\n", + "...\n", + "2126000 i use only synaptic with official repository __eou__\n", + "...\n", + "2127000 canon would have something but if found that HP has better m...\n", + "2128000 sudo apt-get gparted __eou__ gparted is the gnome partition ...\n", + "2129000 how __eou__\n", + "...\n", + "2130000 right, my server doesn't allow ssh, so, only ftp __eou__\n", + "...\n", + "2131000 got right version, http://pastebin.com/d2de70cdc __eou__\n", + "...\n", + "2132000 i figured, radeonhd gives me atrocious FPS __eou__ radeon wo...\n", + "2133000 no __eou__\n", + "...\n", + "2134000 \\o/ __eou__ hehe, I only had to persuade ya __eou__ everythi...\n", + "2135000 it some local brand called TransTech __eou__\n", + "...\n", + "2136000 i don't think you can view the output __eou__\n", + "...\n", + "2137000 ah, sorry then. actually so does the download page :p just t...\n", + "2138000 ah.. hit CTRL+H to view hidden directories.. any directory b...\n", + "2139000 gonna try that now and see if it works __eou__\n", + "...\n", + "2140000 screen is a window manager for text terminals that lets you ...\n", + "2141000 Keyring will work for them IIRC __eou__\n", + "...\n", + "2142000 in addition to those instruccions gnubie gave you, you can a...\n", + "2143000 sudo mv srcfile destination __eou__\n", + "...\n", + "2144000 i ok i will try again __eou__ cant seem to remove the wifi s...\n", + "2145000 don't have live cd, it was update manager upgrade.. __eou__\n", + "...\n", + "2146000 http://ubuntuforums.org/showthread.php?t=603492 check this _...\n", + "2147000 thought you said that. my bad...dude. __eou__\n", + "...\n", + "2148000 thanks, i have to add responsiveness patches to make it usea...\n", + "2149000 dcc chat __eou__\n", + "...\n", + "2150000 yea, I know about songbird. I'll try it, but I bet it uses g...\n", + "2151000 I can't find the reason... I don't understand the posts I fo...\n", + "2152000 wicked thanks __eou__ that guide doesn't really have anythin...\n", + "2153000 thanks! If I have my router allowing VPNs will I still need ...\n", + "2154000 yes. but for that, i have to install grub2 wich will automag...\n", + "2155000 yes automagically so __eou__\n", + "...\n", + "2156000 it might be a bug in empathy __eou__\n", + "...\n", + "2157000 thanks for the idea ;) __eou__\n", + "...\n", + "2158000 :) I want to get reed of MS and Adobe __eou__\n", + "...\n", + "2159000 I think you need root power __eou__\n", + "...\n", + "2160000 you mean make a symlink of ~/.rhythmbox (or whatever it's ca...\n", + "2161000 you can also try this: http://www.torproject.org/index.html....\n", + "2162000 thanks __eou__\n", + "...\n", + "2163000 Thank you sir.. __eou__\n", + "...\n", + "2164000 That sucks. If 10.04 LTS is this bad then Im staying with pu...\n", + "2165000 you mean ubuntu workstations can be added to the ubuntu doma...\n", + "2166000 oh come on. this is in fact the internet... __eou__\n", + "...\n", + "2167000 right. I've just never used it __eou__\n", + "...\n", + "2168000 nah.. I think that will just get the output from the last co...\n", + "2169000 im open to any suggestions, i have no idea what pulseaudio i...\n", + "2170000 As I said, removing kernels by synaptic only will remove cur...\n", + "2171000 nope.. __eou__\n", + "...\n", + "2172000 yep! __eou__ and the xxx format is 'self' 'group' 'world'. ...\n", + "2173000 my router has the channel set to auto... what's the best to ...\n", + "2174000 but i want to manage vhosts as well __eou__ i want a thing l...\n", + "2175000 they are giving different info from what i got when i was gi...\n", + "2176000 the syntax for sending a factoid to a user is \"!factoid | us...\n", + "2177000 omg ur awesome __eou__\n", + "...\n", + "2178000 well, i was looking at audacious, but the provided .deb isn'...\n", + "2179000 dunno, arent there other events to use that occur after the ...\n", + "2180000 then he should use unrar __eou__\n", + "...\n", + "2181000 http://serverfault.com/questions/92429/cannot-install-mysql-...\n", + "2182000 I thought that too and changed the settings a few times but ...\n", + "2183000 should I get mplayer instead? is there any special reason fo...\n", + "2184000 what ftp server are you using? __eou__\n", + "...\n", + "2185000 you just have to set up you MX domains to google's servers a...\n", + "2186000 I downloaded the Package from http://www.virtualbox.org and ...\n", + "2187000 do you get \"It's working!\" when you try http://localhost ? _...\n", + "2188000 correct __eou__\n", + "...\n", + "2189000 ahhhh, i've been x'ing out instead of typing exit, hm... we...\n", + "2190000 no, OS X __eou__\n", + "...\n", + "2191000 guntbert thanks, I will try them __eou__\n", + "...\n", + "2192000 ah i got that taken care of already :-) __eou__\n", + "...\n", + "2193000 /etc/X11/xorg.conf ? i thought i heard it had been removed i...\n", + "2194000 what should i search for, explicitely? __eou__\n", + "...\n", + "2195000 have you run sudo update-grub? __eou__\n", + "...\n", + "2196000 what is backend? :S __eou__\n", + "...\n", + "2197000 thx __eou__\n", + "...\n", + "2198000 i used netbootin __eou__ i used unetnootin __eou__\n", + "...\n", + "2199000 thanks bud __eou__\n", + "...\n", + "2200000 i use to click on my username __eou__ but i don see anything...\n", + "2201000 know about DSL... not a big deal on nettops imho __eou__ mp1...\n", + "2202000 It exists in Chromium, but I believe the same option is avai...\n", + "2203000 I'm looking a distro with a good hw dectection mechanism... ...\n", + "2204000 mine 2.6.32-22-generic #33-Ubuntu SMP Wed Apr 28 13:28:05 ...\n", + "2205000 Valve has already stated that if you bought a game for Windo...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2206000 OK. __eou__\n", + "...\n", + "2207000 :( __eou__\n", + "...\n", + "2208000 Actually it is a terminal based application and it recieves ...\n", + "2209000 wish I could do that, got a laptop ;) __eou__\n", + "...\n", + "2210000 karmic __eou__\n", + "...\n", + "2211000 Thank you thank you. __eou__\n", + "...\n", + "2212000 lol __eou__ it looks convincing on windows __eou__\n", + "...\n", + "2213000 hmm... LVM allows you to dynamically set up partition sizes?...\n", + "2214000 about what ? __eou__\n", + "...\n", + "2215000 netech_dd if=/dev/hdx | gzip > /path/to/image.gz __eou__ sou...\n", + "2216000 ok __eou__\n", + "...\n", + "2217000 no still no signal __eou__\n", + "...\n", + "2218000 either in the accesories menu, or you have to get from softw...\n", + "2219000 Is X-Chat safe on ubuntu , cuz it screwed up my windows with...\n", + "2220000 lol :) The laptop is fairly new, besides it's not getting h...\n", + "2221000 i have never seen wpa2 work with less then 8 characters (per...\n", + "2222000 yes but I'm wondering if certain packages are '''blocked''' ...\n", + "2223000 I would install win7 first. Select the custom install and t...\n", + "2224000 I use parcellite (GUI) and xclip (it allows me copy things t...\n", + "2225000 ive tried todo exactly what you said with my external usb ha...\n", + "2226000 no __eou__\n", + "...\n", + "2227000 oh, I must be tired, I just need to run Jaunty in VM so it d...\n", + "2228000 fair enough __eou__\n", + "...\n", + "2229000 would you mind if i PM you? __eou__\n", + "...\n", + "2230000 gparted can't find the pendrive which I need to format bac t...\n", + "2231000 so the best way is to just copy them? __eou__\n", + "...\n", + "2232000 I figured google would give me results, but some might be be...\n", + "2233000 that is for one font, and that would be the font gnome-termi...\n", + "2234000 then no need to compile (as instructed in the forum link).. ...\n", + "2235000 that's the list of installed packages ... I'm more intereste...\n", + "2236000 thanks ill try again __eou__\n", + "...\n", + "2237000 hold shift at boot, select recovery mode, select root __eou_...\n", + "2238000 but I want the visual effects of compiz. So I guess it is a ...\n", + "2239000 i need to use it in a script, so gui/sudo solutions wont wor...\n", + "2240000 silverlight streams are streams that use the Microsoft Silve...\n", + "2241000 yes __eou__\n", + "...\n", + "2242000 glad to help __eou__\n", + "...\n", + "2243000 the grep left out the actual error messages... __eou__ the e...\n", + "2244000 dude, second link, point 1 __eou__\n", + "...\n", + "2245000 I had to reinstall because my /boot partiton died.. I coul...\n", + "2246000 maybe you need to add nginx itself to sudoers. becouse sudo ...\n", + "2247000 Hmm.. being somewhat new to ubuntu, I haven't needed to use...\n", + "2248000 you can still boot fefora as default with the ubuntu grub __...\n", + "2249000 https://www.redhat.com/docs/manuals/enterprise/RHEL-3-Manual...\n", + "2250000 I removed it several times __eou__ with purge __eou__\n", + "...\n", + "2251000 -- I don't think so. __eou__\n", + "...\n", + "2252000 well its in beta still but if you wish to give it a try I wo...\n", + "2253000 yeah, tried that. xangua, I am installing from a reposito...\n", + "2254000 did you make sure you closed any existing ssh sessions you h...\n", + "2255000 Please run \"sudo aptitude update; sudo aptitude install apt-...\n", + "2256000 it is a 1 pixel image, there is only 24bits if information t...\n", + "2257000 http://img214.imageshack.us/img214/6808/capturadetelac.png _...\n", + "2258000 Good idea! Thanks! __eou__ It's owned by root :( __eou__ Mag...\n", + "2259000 thought so __eou__\n", + "...\n", + "2260000 *? __eou__ ChogyDan http://pastebin.com/sdwxDA27 __eou__\n", + "...\n", + "2261000 Why would you want it ? __eou__\n", + "...\n", + "2262000 it would be the third time i upgrade versions. probably quit...\n", + "2263000 i know but i dont know what it does >_< __eou__\n", + "...\n", + "2264000 ubuntu doesn't make the ati drivers, what ubuntu bugs are yo...\n", + "2265000 you might want to try Simple Scan __eou__ I just tried scann...\n", + "2266000 64! PAE is a hack, it can't let any one program use more th...\n", + "2267000 you can back up to a file if you want __eou__ did you set up...\n", + "2268000 make a launcher that does that perhaps. __eou__ You could ...\n", + "2269000 thanks, but i didnt add any repository ^^ __eou__ i did sudo...\n", + "2270000 you'd rather it were ancient, idiosyncratic and had almost n...\n", + "2271000 sure __eou__ are you still there? My client set you to ignor...\n", + "2272000 you mean ntbl or whatever __eou__ that normaly means nucked ...\n", + "2273000 but it does not ask me... __eou__\n", + "...\n", + "2274000 seems like your packagement is borked __eou__ *management __...\n", + "2275000 does the community generate those components? Where might I...\n", + "2276000 best i could find - https://launchpad.net/ubuntu/lucid/amd64...\n", + "2277000 then you don't need one ... or you could always add swap-fil...\n", + "2278000 Ah! __eou__\n", + "...\n", + "2279000 look into /dev/mapper __eou__ or maybe /dev/...\n", + "2280000 no? sorry then, update... done. __eou__ That was stange. __e...\n", + "2281000 I helped him realize his mistake __eou__\n", + "...\n", + "2282000 but it is the best solution... __eou__\n", + "...\n", + "2283000 It's installed mess around with it for a bit at least! __eou...\n", + "2284000 bs. dapper is still there __eou__\n", + "...\n", + "2285000 heh, i wish. numlock does nothing __eou__\n", + "...\n", + "2286000 you may want to look at http://waxandwane.org/clipsafe.html ...\n", + "2287000 errors={continue|remount-ro|panic} --> Define the behaviou...\n", + "2288000 http://paste.ubuntu.com/559043/ __eou__\n", + "...\n", + "2289000 Now its ubuntu only and a fresh install __eou__\n", + "...\n", + "2290000 you should install from package manager instead __eou__\n", + "...\n", + "2291000 i am using autofs but i can get it working __eou__\n", + "...\n", + "2292000 i can noticed that the ata disk partitions was printed, but ...\n", + "2293000 You can get eclipse too. sudo apt-get install eclipse __eou_...\n", + "2294000 chroot and use adduser __eou__\n", + "...\n", + "2295000 shows that orange screen with \"default \" and counting down ....\n", + "2296000 yeah tab complete is awesome __eou__\n", + "...\n", + "2297000 than you'll have to right click on the menu button and selec...\n", + "2298000 sipior I want to always print two pages of the old document ...\n", + "2299000 so no grub then.. :( Yeah, I would be inclined to just burn...\n", + "2300000 terry I ran sudo dpkg-reconfigure -phigh xserver-xorg and sa...\n", + "2301000 ie, I'm still in the middle of the upgrade, and ctrl+c-ing w...\n", + "2302000 So? __eou__ not only googling but REading bro __eou__\n", + "...\n", + "2303000 you want to undo what the runescape install script has done?...\n", + "2304000 When you specify the output as an AVI file, ffmpeg cannot d...\n", + "2305000 thanks cipherboy_loc, mkanyicy...I am installing it now.. __...\n", + "2306000 im probably not the right person to ask about this but you m...\n", + "2307000 spot on, thanks for the help __eou__\n", + "...\n", + "2308000 Starmin: that's what i mean __eou__ i think the shrink optio...\n", + "2309000 no but kind of __eou__ most people just reinstall have a fir...\n", + "2310000 - they were empty. __eou__\n", + "...\n", + "2311000 what was your problem again? __eou__\n", + "...\n", + "2312000 here's a list in english with all common user agent strings ...\n", + "2313000 Well on a clean install, it works perfectly - including the ...\n", + "2314000 LOL.... ;) Just looked for a cheaper solution... __eou__\n", + "...\n", + "2315000 than you should be ok... what seems missing? __eou__\n", + "...\n", + "2316000 java jre for the open office __eou__ ok I have java 1.6 __...\n", + "2317000 Set the system time correctly and then sync the hardware clo...\n", + "2318000 I get this: E: Could not get lock /var/lib/dpkg/lock - open...\n", + "2319000 you have to mount the usb and copy as usual __eou__\n", + "...\n", + "2320000 i asked 5 times. nevermind. let me try other distro __eou__\n", + "...\n", + "2321000 thanks __eou__\n", + "...\n", + "2322000 ok. cool. Thanks a bunch. I'll ad that to my channels. __eou...\n", + "2323000 I'm using Wubi, no dice __eou__\n", + "...\n", + "2324000 reason i need to fix yet another corrupted filesystem is bec...\n", + "2325000 eep, sorry, wrong person __eou__\n", + "...\n", + "2326000 perfect, that's exactly what I was looking for __eou__\n", + "...\n", + "2327000 the WM is installed, as are the things it depends on - there...\n", + "2328000 Oh... Sorry, no idea really -- I mostly use SQLite, however ...\n", + "2329000 well, there's that about webmin, but I never ran it with ext...\n", + "2330000 yes, that's where I'm seeing the error message __eou__\n", + "...\n", + "2331000 I'm banned __eou__\n", + "...\n", + "2332000 if i am not able to see Ubuntu1004 then how can i get inside...\n", + "2333000 !! the disk with my filesystem got renamed? what can I do ru...\n", + "2334000 Yes. __eou__\n", + "...\n", + "2335000 most recent ubuntu release __eou__\n", + "...\n", + "2336000 its too new a feature to even predict. do you really need t...\n", + "2337000 Between? __eou__\n", + "...\n", + "2338000 What i'm saying is to block port 22 specifically. That way,...\n", + "2339000 try \"export VARIABLE=foo\" __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2340000 I do __eou__\n", + "...\n", + "2341000 hmm interesting. i do have 76 things in /etc/init/ but only ...\n", + "2342000 Ya about that, I set the stupid thing in empathy, but it kee...\n", + "2343000 \"Inappropriate ioctl for device...\" __eou__\n", + "...\n", + "2344000 I am back __eou__\n", + "...\n", + "2345000 thanks __eou__\n", + "...\n", + "2346000 hopefully all. but certainly in canada. __eou__\n", + "...\n", + "2347000 use apt-get or software centre etc __eou__ ps -ef | grep hel...\n", + "2348000 no idea. Ive never needed a driver for my cable modem. but...\n", + "2349000 yuck. no idea, but you might try to resolve those ?? by inst...\n", + "2350000 sorry, what are you compiling? __eou__\n", + "...\n", + "2351000 Just did install bootchart __eou__ Oh I hope it is not vid...\n", + "2352000 you're welcome __eou__\n", + "...\n", + "2353000 awesome, that's what I want to hear. gonna give it a shot no...\n", + "2354000 such as aptitude install package and if there are conflicts...\n", + "2355000 you should be using gksudo when you /need/ to open a graphic...\n", + "2356000 try replacing the email address with your local username for...\n", + "2357000 any ideas how to install gnome2? :-) __eou__\n", + "...\n", + "2358000 i'm using it from Windows though __eou__\n", + "...\n", + "2359000 maybe this could help http://ubuntuforums.org/showthread.php...\n", + "2360000 sorry, meant to address to crimscx... a bit distracted at th...\n", + "2361000 just saying checkinstall would not help. It would make the p...\n", + "2362000 yes, i guess, and some other browsers? like chromium? __eou_...\n", + "2363000 not directly that's why i've a done a ssh reverse __eou__\n", + "...\n", + "2364000 provide a sample of what you are expecting to match __eou__\n", + "...\n", + "2365000 that's an option as well, or daily __eou__\n", + "...\n", + "2366000 you will ahve a lot of settings created do a ls -la in your ...\n", + "2367000 lsb_release -a __eou__ lsb_release -a at terminal and hit e...\n", + "2368000 since then I've had to pull in a few gnomish components when...\n", + "2369000 hello good buddy __eou__ you might look into the GNOME shell...\n", + "2370000 dumb question, how do i get vncserver to start up with the u...\n", + "2371000 I know __eou__ Typo __eou__\n", + "...\n", + "2372000 http://www.askmebetter.com/ __eou__ Pastebin the results of ...\n", + "2373000 web server to host website. i want a user other than root to...\n", + "2374000 gogeta has a point. i would - sudo aptitude purge unity && s...\n", + "2375000 do you have an actual support question? please stop with the...\n", + "2376000 it is, but it's also true about nvidia =P __eou__\n", + "...\n", + "2377000 k __eou__\n", + "...\n", + "2378000 you could make an alias. Not sure how it would affect other ...\n", + "2379000 you're probably more savy than me so I'm not going to bother...\n", + "2380000 you can install wicd-curses and use it at cli, no gui app wi...\n", + "2381000 honestly if the mic sound is distorted i would think its be...\n", + "2382000 Yeah, I'm guessing it's bad __eou__\n", + "...\n", + "2383000 mount -t udf __eou__\n", + "...\n", + "2384000 the samba configs. __eou__\n", + "...\n", + "2385000 format disk - perhaps. __eou__\n", + "...\n", + "2386000 canonical provides... what ? __eou__\n", + "...\n", + "2387000 make sense it doesn't has to do with ubuntu, already tried t...\n", + "2388000 One can do: apt-key adv --recv-keys $KEYID -- directly. __eo...\n", + "2389000 I had to install bind in order to achieve name resolution __...\n", + "2390000 System filling write cache quickly and waiting transfer proc...\n", + "2391000 why not __eou__ there is an xorg edgers update ppa (less fre...\n", + "2392000 it dpends on the specific error... __eou__\n", + "...\n", + "2393000 it is __eou__\n", + "...\n", + "2394000 that s the same, as \"dangeros\" as cat __eou__ i forgot, you ...\n", + "2395000 yes ! thanks :D __eou__\n", + "...\n", + "2396000 ah ok thanks __eou__\n", + "...\n", + "2397000 yeah, I tend to like clean installs __eou__\n", + "...\n", + "2398000 question answered __eou__\n", + "...\n", + "2399000 aahh right __eou__\n", + "...\n", + "2400000 what sort of problems? __eou__\n", + "...\n", + "2401000 ditto, i'll just wait for the devels to answer me then. or m...\n", + "2402000 Bentley which one? allready in basic gaim or somewhere on th...\n", + "2403000 there's a md5sum.exe program for windows __eou__ don't know ...\n", + "2404000 yes __eou__\n", + "...\n", + "2405000 there've been conversations, but I don't remember the outcom...\n", + "2406000 thnx __eou__\n", + "...\n", + "2407000 i told you to use \"burn disk image\" __eou__ http://www.wizar...\n", + "2408000 don't worry about it, its just a warning. __eou__ exactly __...\n", + "2409000 and an article reader __eou__\n", + "...\n", + "2410000 thanks for the ipv6 disabling link, i missed that one __eou_...\n", + "2411000 if you can login via icewm run it from an xterm or whatever ...\n", + "2412000 the problem is that crrently gnome-desktop on hoary is unins...\n", + "2413000 try a supported ubuntu kernel __eou__\n", + "...\n", + "2414000 no __eou__ hate to be an arsehole, but Wine Is Not an Emulat...\n", + "2415000 but not installed by default __eou__\n", + "...\n", + "2416000 what should I do about the error? __eou__\n", + "...\n", + "2417000 do i just remove the lines for the accounts that i want to r...\n", + "2418000 because it doesn't clean up. It just kills the X server __eo...\n", + "2419000 n+30 ;) __eou__\n", + "...\n", + "2420000 dont blow ur current __eou__\n", + "...\n", + "2421000 is that the precise apt-get command? __eou__\n", + "...\n", + "2422000 free for 11 years now, one of the BSD family and lots of lin...\n", + "2423000 you allready have a running FTP daemon __eou__\n", + "...\n", + "2424000 snapshot.debian.net has all the packages ever released so yo...\n", + "2425000 make sure that both system agrees in setting utc or disablin...\n", + "2426000 its a usb printer __eou__ epson stylus cx 6600 using 6400 dr...\n", + "2427000 ok thx __eou__\n", + "...\n", + "2428000 select burn, settings, multisession, continue.. __eou__\n", + "...\n", + "2429000 that is something you need to type in a terminal window __eo...\n", + "2430000 never had any problem with that, windows can be installed on...\n", + "2431000 delete it __eou__\n", + "...\n", + "2432000 If your on linux, not really.. only if your going to run som...\n", + "2433000 if you are using KDE try with konqueror __eou__ OC'ing is an...\n", + "2434000 gdm uses xml-like theming. __eou__\n", + "...\n", + "2435000 how? __eou__\n", + "...\n", + "2436000 ah, ok then......not sure sorry. that was my only idea. __e...\n", + "2437000 yes i have one like that, and one virtual interface eth0:9 _...\n", + "2438000 is that a linux port ? Interesting... __eou__ in the repos? ...\n", + "2439000 my install of Totem plays wmv perfectly; I don't seem to hav...\n", + "2440000 ubotu is helping you out __eou__\n", + "...\n", + "2441000 x broke. __eou__\n", + "...\n", + "2442000 does corel draw actually work in cxoffice? __eou__\n", + "...\n", + "2443000 look for /boot/grub/grub.conf.sample or so, there should be ...\n", + "2444000 yeah but I have linux already installed, and now I'd like a ...\n", + "2445000 how can i set what happens when it says \"configuring network...\n", + "2446000 LP_ what installer??? __eou__ oh ok... really from the cd?...\n", + "2447000 they dont work... __eou__\n", + "...\n", + "2448000 that doesn't have time stamps. i have no idea what is from w...\n", + "2449000 Openoffice __eou__ and much more __eou__ they dont have to e...\n", + "2450000 arts daemon is seriously fucked up in ubuntus KDE3.5beta2 pa...\n", + "2451000 i'm trying :( __eou__\n", + "...\n", + "2452000 can i msg you __eou__\n", + "...\n", + "2453000 sry __eou__\n", + "...\n", + "2454000 the installation shows up __eou__ and goes fine __eou__ then...\n", + "2455000 no that's it. it used long listings i.e. (hd0) /dev/...\n", + "2456000 thanks I will check it out! __eou__\n", + "...\n", + "2457000 u need to change \"nv\" into \"nvidia\" first. __eou__\n", + "...\n", + "2458000 I see __eou__\n", + "...\n", + "2459000 ill try struggling and compiling it first :P __eou__\n", + "...\n", + "2460000 i'm searching only on Hoary __eou__\n", + "...\n", + "2461000 is that really outrageous? __eou__ audio isn't the point... ...\n", + "2462000 Okey poke... Thanks. :) __eou__\n", + "...\n", + "2463000 One question though. __eou__ What about comments? __eou__\n", + "...\n", + "2464000 ive seen alot of people mess up their sudo by enabling su bu...\n", + "2465000 yes, i have __eou__ and i do have a floppy drive __eou__\n", + "...\n", + "2466000 sorry i just skimmed it because im doing something else and ...\n", + "2467000 :( but thanks for trying to help.. __eou__\n", + "...\n", + "2468000 run sudo apt-get install kubuntu-desktop __eou__\n", + "...\n", + "2469000 i have problems setting up printing in xfce did u try connec...\n", + "2470000 the installer will allow you to select the partition to inst...\n", + "2471000 ehm... XDCMP was due to my fuault set up to choose. changed ...\n", + "2472000 sounds weird, have you asked in #kubuntu or #kde ? __eou__\n", + "...\n", + "2473000 ... hehe.. what is it NOT ??? ... hmm... I'll try another pr...\n", + "2474000 I never really tried it with Breazy, but I'm pretty sure it'...\n", + "2475000 you can install Adobe Acrobat Reader - acroread - it's somet...\n", + "2476000 yes __eou__\n", + "...\n", + "2477000 as I said in windows XP it works without artifacts at higher...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2478000 I will try this - I'll go and login to ubuntu right now and ...\n", + "2479000 there is a gui toll for upgrading to dapper __eou__\n", + "...\n", + "2480000 I don't know which kernel do you have installed. But for exa...\n", + "2481000 did you explore the Removable Drives and Media GUI helper th...\n", + "2482000 you can't on fat __eou__ fat has no idea of file perms __eou...\n", + "2483000 always annoyed me why Gnome changed it to middle mouse butto...\n", + "2484000 hmm, what of? __eou__\n", + "...\n", + "2485000 have you enabled multiverse? __eou__ don't repeat, don't pas...\n", + "2486000 it says audio open error __eou__ now tell me what next that ...\n", + "2487000 yea, but that is like 4 weeeks away>posting __eou__\n", + "...\n", + "2488000 ur currently using breezy? __eou__\n", + "...\n", + "2489000 good idea :) __eou__\n", + "...\n", + "2490000 https://wiki.ubuntu.com/RestrictedFormats __eou__ follow the...\n", + "2491000 welcome to the semi-flood irc channel :) __eou__\n", + "...\n", + "2492000 mozilla-mplayer is a plugin so firefox can play video from t...\n", + "2493000 just checking, after Lukian's complaint :) __eou__\n", + "...\n", + "2494000 no. __eou__\n", + "...\n", + "2495000 torrc iirc ? __eou__\n", + "...\n", + "2496000 yes __eou__\n", + "...\n", + "2497000 is there no official wording to put on something like that? ...\n", + "2498000 plus the whole context based task bar really throws them for...\n", + "2499000 what version of llibc6-dev is installed? __eou__\n", + "...\n", + "2500000 deb-build? __eou__\n", + "...\n", + "2501000 sudo apt-get install PACKAGE=VERSION if you must __eou__ sto...\n", + "2502000 I know, but nobody warned me, and I thought it wouldnt be th...\n", + "2503000 well, in my case, i used one port that works perfectly with ...\n", + "2504000 which one is the lightest version as compared to any other ...\n", + "2505000 ill set local time thanks __eou__\n", + "...\n", + "2506000 Ive got nvidia-glx nvidia-kernel-common installed along with...\n", + "2507000 yah __eou__ are you in a terminal? __eou__\n", + "...\n", + "2508000 yeah, I had that issue at home... I'm not using the beerorki...\n", + "2509000 and then it appears \"Error 17\" immediately __eou__\n", + "...\n", + "2510000 what exactly happens when you try to install it? __eou__\n", + "...\n", + "2511000 nameserver __eou__\n", + "...\n", + "2512000 i'm saying, it's not new by any means __eou__ i'm deeply sad...\n", + "2513000 It did when I was doing that on redhat I Haven't tried it si...\n", + "2514000 ok __eou__ theres a file called md5sum.txt __eou__\n", + "...\n", + "2515000 ctrl-alt-+ and ctrl-alt-- maybe __eou__ and the + and - hav...\n", + "2516000 for all gnome/gtk apps __eou__\n", + "...\n", + "2517000 me too :P __eou__ Forget about it. __eou__\n", + "...\n", + "2518000 yes, from system, network tools __eou__ no trace for www.goo...\n", + "2519000 thanks i will work on thar __eou__\n", + "...\n", + "2520000 crazy enough to work __eou__\n", + "...\n", + "2521000 maybe sometimes things are too simple and i'm complicating t...\n", + "2522000 i know, i was hoping you were in the Bayarrhea. you could co...\n", + "2523000 sudo mv __eou__\n", + "...\n", + "2524000 if you know the module name of the onboard card (check lsmod...\n", + "2525000 yes, that's it __eou__\n", + "...\n", + "2526000 the goal is to keep it under 750, so i am going to see how m...\n", + "2527000 i seriously reccomend you ditch ubuntu for headless clients ...\n", + "2528000 give me a moment i will see if i still have it ! i did it t...\n", + "2529000 That should bring up Network Settings __eou__\n", + "...\n", + "2530000 thanks, \"usermod -p * username\" does what I want. __eou__\n", + "...\n", + "2531000 you must upgrade to from hoary to breezy, from breezy to dap...\n", + "2532000 write: PATH=$PATH,myprogrampath __eou__ it only works on th...\n", + "2533000 GAIM is eating my contacts, that's why I didn't like it. An...\n", + "2534000 have you updated your apt after adding those? __eou__\n", + "...\n", + "2535000 functional yes - some just do not like the decorations as we...\n", + "2536000 is my system completely lost _ __eou__\n", + "...\n", + "2537000 I don't know, I'm no X expert sorry, all I can reccomend is ...\n", + "2538000 Eriock: I am trying to figure that out myself.. sorry.. i th...\n", + "2539000 If you are certain you have installed the nvidia driver corr...\n", + "2540000 no, i'm not sure that is right either (i'm not on linux to ...\n", + "2541000 vista says what? __eou__\n", + "...\n", + "2542000 chown them to root, and then chmod them where the world has...\n", + "2543000 fai is an acronim for Fully Automatic Installation __eou__\n", + "...\n", + "2544000 : i'm basically moving HD. I installed on a plain old sata d...\n", + "2545000 what? __eou__\n", + "...\n", + "2546000 :) once I learn programming I'll make sure to do that first ...\n", + "2547000 Are you sure? __eou__\n", + "...\n", + "2548000 Lets just hope we regain all of our functionality as we did ...\n", + "2549000 yes __eou__\n", + "...\n", + "2550000 yeah, it'd be helpful, I spent a few hours trying to figure ...\n", + "2551000 thanks. __eou__\n", + "...\n", + "2552000 usb? __eou__\n", + "...\n", + "2553000 this is also means that both hdd's must be plugged in? __eou...\n", + "2554000 with nautilus everything worked so fast and I could save scr...\n", + "2555000 ask in #grub __eou__ same hdd ? __eou__\n", + "...\n", + "2556000 i mean real pakage ? __eou__\n", + "...\n", + "2557000 it is 4310 __eou__\n", + "...\n", + "2558000 that's fine, I'm single and my ex is a lesbian ;-) __eou__\n", + "...\n", + "2559000 - i.e. an incomming odf file in email wont take over your PC...\n", + "2560000 NTFS, I believe __eou__\n", + "...\n", + "2561000 thanks for your help anyway __eou__\n", + "...\n", + "2562000 im no noob, i game with wine all the time __eou__ i have jus...\n", + "2563000 are you sure it didn't add them to your fstab already? I ha...\n", + "2564000 np :-) __eou__\n", + "...\n", + "2565000 I don't understand your question __eou__\n", + "...\n", + "2566000 good luck __eou__\n", + "...\n", + "2567000 you can disable them from the gnome menu, system - effects _...\n", + "2568000 Zero you have to register. __eou__ change the type to ext3 w...\n", + "2569000 How do I register my nick with Nickserv? __eou__\n", + "...\n", + "2570000 so i should copy the the entry from menu.lst from the ubuntu...\n", + "2571000 you haven't explained what permission you where denied? Or I...\n", + "2572000 ? ha? :P __eou__\n", + "...\n", + "2573000 either one __eou__ unless u ftp to wrong ftpserver __eou__\n", + "...\n", + "2574000 because that's more asthetically fitting and this way it ...\n", + "2575000 and yondie: thanks. i roll my own for slackware, since it ...\n", + "2576000 firefox could be causing it __eou__\n", + "...\n", + "2577000 I don't know brice...But I know that when someone has a nvid...\n", + "2578000 have you searched synaptic for libglu...? __eou__ was it in ...\n", + "2579000 In the future stay with intel and nvidia for good linux driv...\n", + "2580000 thanks. __eou__ and you too sno0 __eou__ sn0* __eou__ what s...\n", + "2581000 I said ages ago I am not bothered about that any more __eou_...\n", + "2582000 GigaClon, DShepherd: Oh man, I already installed Ubuntu, I'd...\n", + "2583000 But I don't want the details... like I want it to look the w...\n", + "2584000 thanks __eou__\n", + "...\n", + "2585000 MP __eou__\n", + "...\n", + "2586000 will do, thanks. Are you referring to resolving the error or...\n", + "2587000 I think I just saw it, hold on. __eou__ Here, I found it. \"A...\n", + "2588000 is UUID necessary for just extra mounted space? __eou__\n", + "...\n", + "2589000 oh okay. __eou__\n", + "...\n", + "2590000 okay __eou__ it's tremulous __eou__ I'm on my ubuntu server ...\n", + "2591000 https://help.ubuntu.com/community/AMD64/FirefoxAndPlugins __...\n", + "2592000 smbfs? __eou__\n", + "...\n", + "2593000 SkyFalcon866: thank you i will do that after my interview in...\n", + "2594000 if apt-get not work try the aptitude __eou__ join me in #w...\n", + "2595000 can someone tell what is deafult window manager in GNOME ?? ...\n", + "2596000 I don't know what you mean by NAT setup, so perhaps I did __...\n", + "2597000 theres a BIG search button in the window.... __eou__ someone...\n", + "2598000 maybe you should try an older version of slackware __eou__ ...\n", + "2599000 thanks.... __eou__\n", + "...\n", + "2600000 I'd wait about a month, to be honest. Let it have the chance...\n", + "2601000 like 2 hours __eou__ im at 637 of 1300 __eou__\n", + "...\n", + "2602000 Are you suggesting that something went wrong in that particu...\n", + "2603000 if you are installing them both on the same drive, it will b...\n", + "2604000 I don't know __eou__ I know you can set it up so your whole ...\n", + "2605000 is it an old BIOS and a large new hd ? __eou__\n", + "...\n", + "2606000 gparted is the gnome partition editor, I'd say its quite int...\n", + "2607000 thanks, bookmarked ; ) __eou__\n", + "...\n", + "2608000 the issue is that default is keeping me from booting as my c...\n", + "2609000 where can i chk it ? __eou__ i cant find it in the wine data...\n", + "2610000 or try a \"find /usr | grep -i icon\" __eou__\n", + "...\n", + "2611000 thanks. Is there a equivalency between videomode (720i) and ...\n", + "2612000 http://ubuntu.wordpress.com/2005/10/13/enabling-cupsys-web-a...\n", + "2613000 Yessir? __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2614000 if it dont wrk ill have to boot to xp to get online :( __eou...\n", + "2615000 this is keeping you from booting? __eou__\n", + "...\n", + "2616000 lsmod says the module is loaded, but I am not expert enough ...\n", + "2617000 thank you. do you think you could help me with how to comile...\n", + "2618000 the partitions you are working on. MUST MUST MUST - be unmo...\n", + "2619000 Hmm...maybe I'll try again with Gutsy. I havent run both sin...\n", + "2620000 it usually means the server is down temporarily. But the onl...\n", + "2621000 so did I, but it wasn't worth the effort __eou__\n", + "...\n", + "2622000 same problem with a new user __eou__\n", + "...\n", + "2623000 but a backup is wise ;) __eou__ !apt-zip | nano_ __eou__ !in...\n", + "2624000 doesn't that only show mounted ones? __eou__\n", + "...\n", + "2625000 what does iwconfig say? __eou__\n", + "...\n", + "2626000 what should i set the refresh to ? __eou__ it's a 15'' samsu...\n", + "2627000 wireshark __eou__\n", + "...\n", + "2628000 it not evening loading driver sir __eou__\n", + "...\n", + "2629000 how did you create the new user? __eou__\n", + "...\n", + "2630000 preferably __eou__\n", + "...\n", + "2631000 are you having trouble booting the live cd? __eou__ what are...\n", + "2632000 Roger that. It's still a puzzle how you could have started t...\n", + "2633000 I don't know where is this panel :) __eou__\n", + "...\n", + "2634000 you're welcome. let me know if it works __eou__\n", + "...\n", + "2635000 didn't find an option __eou__ ^^ __eou__\n", + "...\n", + "2636000 firefox won't let me start more instances of it without firs...\n", + "2637000 do you know where ubuntu keeps the index files __eou__\n", + "...\n", + "2638000 I'm not sure. __eou__ Usually they don't take out support fo...\n", + "2639000 groups = nogroup admin ------- id = uid=109(marsh) ::: gid =...\n", + "2640000 ok :P __eou__\n", + "...\n", + "2641000 how to make changes? __eou__\n", + "...\n", + "2642000 er, preferences where? __eou__\n", + "...\n", + "2643000 In the Network Manager window, click on the wired connection...\n", + "2644000 nice,dude __eou__\n", + "...\n", + "2645000 hence why all of our front end systems and networking equipm...\n", + "2646000 Sorry, how do I do that? __eou__ I think thats it, n...\n", + "2647000 thanks.. but there is definitely a difference __eou__\n", + "...\n", + "2648000 any way thnx :S __eou__\n", + "...\n", + "2649000 is there a way to make it work w/ compiz __eou__\n", + "...\n", + "2650000 , i have two 10\\100mb card and 1 comp have adsl modem bu...\n", + "2651000 you are back, did you not reinstall? __eou__\n", + "...\n", + "2652000 yea __eou__\n", + "...\n", + "2653000 okay then __eou__\n", + "...\n", + "2654000 robg, ii have windows on it and i try installing from the li...\n", + "2655000 what does error msg say? __eou__\n", + "...\n", + "2656000 Gaelic __eou__ one of life's little ironies... __eou__\n", + "...\n", + "2657000 i have to get the nvidia driver to boot first. __eou__ The...\n", + "2658000 sudo /etc/init.d/sshd restart most likely __eou__\n", + "...\n", + "2659000 don't know really. I m still trying to get my LBP3300 workin...\n", + "2660000 zetherol __eou__ what's your problem __eou__ xnv,how can i c...\n", + "2661000 Why did they change the standard Hda too now Mimic Scsi devi...\n", + "2662000 if I don't done that ? __eou__ can I see anyway ? __eou__ i ...\n", + "2663000 how do i get there? and what do you mean by bypasing the aut...\n", + "2664000 what sort of connections ? __eou__\n", + "...\n", + "2665000 yes. can your run Apple software for MacOSX on windows? can ...\n", + "2666000 try https://help.ubuntu.com/community/SoundTroubleshooting w...\n", + "2667000 it was a repository maintained at stanford and they somehow ...\n", + "2668000 lspci | grep Ether __eou__\n", + "...\n", + "2669000 hmm yes :) __eou__ does it boot you out or just warn __eou__...\n", + "2670000 I'd check if the router has the ip of the printer down right...\n", + "2671000 Correct __eou__ because ony root, or users in the admin grou...\n", + "2672000 iwlist scan __eou__ are you sure your wireless isn't working...\n", + "2673000 yeah.. :( __eou__\n", + "...\n", + "2674000 is the kernel a default kernel or is it something you config...\n", + "2675000 now that would be a seriously hard firewall to crack ;p __eo...\n", + "2676000 i saw the power options, but they dont let you change much _...\n", + "2677000 Denesh- check this site- https://bugs.launchpad.net/ubuntu/+...\n", + "2678000 thanks opt1k. I'm downloading streamripper. I'll try tuner a...\n", + "2679000 thats in the Advanced Desktop Settings __eou__\n", + "...\n", + "2680000 I'm no sure... I didn __eou__\n", + "...\n", + "2681000 clf flush size is 64 __eou__ what am i looking for exactly? ...\n", + "2682000 use fstab for this, its the noauto option __eou__\n", + "...\n", + "2683000 i think i do......thanks...just found out how to....thanks f...\n", + "2684000 hmm// The National weather service is givving 130 Kbs __eo...\n", + "2685000 is there a link to info? __eou__\n", + "...\n", + "2686000 those two instructions are just only to add it sources.list ...\n", + "2687000 I use wicd its easy to switch with this tool __eou__ sure, c...\n", + "2688000 elijah@elijah-laptop:~$ bug-buddy --xchat __eou__\n", + "...\n", + "2689000 Switch servers __eou__ Adept? I'm doing this all from termin...\n", + "2690000 Or maybe do a kickstart config so you can install many machi...\n", + "2691000 yes, i didn't indeed. I think it comes bundled with the Kern...\n", + "2692000 you can see if you can find a .deb for that version __eou__ ...\n", + "2693000 i had it set up ages ago for a shell over serial port. __eo...\n", + "2694000 yes but its onot in intrepid __eou__ no would need to be bu...\n", + "2695000 ah. have a good run now, must wait. __eou__\n", + "...\n", + "2696000 I'll try fbrun and be right back __eou__\n", + "...\n", + "2697000 ill give it a go __eou__ hmmm errors __eou__ if i go startx ...\n", + "2698000 which eeepc do you have? __eou__\n", + "...\n", + "2699000 X is for forward X output, C is for compress it before you s...\n", + "2700000 envy is a last resort and has mixed results.. Did you insta...\n", + "2701000 i want the default __eou__\n", + "...\n", + "2702000 a 500 GB drive is 500B * 1,000,000,000 . 460GB that you are...\n", + "2703000 I dont do dual head.. have you tried with effects off.. __eo...\n", + "2704000 hplip did the trick - thanks :) __eou__\n", + "...\n", + "2705000 I've no idea what the problem could be :/ __eou__\n", + "...\n", + "2706000 ok __eou__\n", + "...\n", + "2707000 all right then :) __eou__ ah and then there is htop (for con...\n", + "2708000 : it happen when I try to solve the card reader problem __eo...\n", + "2709000 Just what I was looking for, thanks :-) __eou__\n", + "...\n", + "2710000 did you try fs-driver? __eou__\n", + "...\n", + "2711000 use alt F2 and run conky from there __eou__\n", + "...\n", + "2712000 can u tell me the commands? __eou__\n", + "...\n", + "2713000 Pandah; so that means one installation covers both the disks...\n", + "2714000 why/what __eou__\n", + "...\n", + "2715000 i think there is: http://www.ubuntugeek.com/disable-internet...\n", + "2716000 where does it say the plugin is ..which folder __eou__\n", + "...\n", + "2717000 lol at quoting me __eou__\n", + "...\n", + "2718000 can you tell me, at what stage it hangs? __eou__\n", + "...\n", + "2719000 no, cygwin does it the other way around __eou__\n", + "...\n", + "2720000 sure, but basic stuff mainly __eou__\n", + "...\n", + "2721000 Not sure how to do that - newb here. __eou__\n", + "...\n", + "2722000 because it said your kernal could not be functioned by this ...\n", + "2723000 because it's easy to configure, and a nice pretty ui for eve...\n", + "2724000 i read that from here: http://ubuntuforums.org/showthread.ph...\n", + "2725000 lsmod |grep pcspkr what do you get __eou__ well the pc spkr...\n", + "2726000 as in when i do a mouse drag, it opens another pdf window __...\n", + "2727000 same here __eou__\n", + "...\n", + "2728000 doesn't matter. same thing happens with both files and folde...\n", + "2729000 the package in synaptic says it's not supported by Canonical...\n", + "2730000 check the wiki __eou__\n", + "...\n", + "2731000 yeah, I guess __eou__ different result __eou__\n", + "...\n", + "2732000 What was http://pastebin.ubuntu.com/181707/ __eou__\n", + "...\n", + "2733000 Thanks :) __eou__\n", + "...\n", + "2734000 thank you for your help, i am very excited now __eou__ Tha...\n", + "2735000 , i need send parameters ... for example in bash i can send ...\n", + "2736000 de nada ;] __eou__\n", + "...\n", + "2737000 who you talking to? plz use the nick in your replies __eou__...\n", + "2738000 ok in backport. I will take a look at backport __eou__ shoul...\n", + "2739000 virtual machine in that case only to get the feel for Ubuntu...\n", + "2740000 my mistake mneptok is correct next proposed lts is 10.4 sorr...\n", + "2741000 agreed done __eou__\n", + "...\n", + "2742000 thanks i m gonna read and i wont install all the application...\n", + "2743000 oh ok __eou__\n", + "...\n", + "2744000 pxe? thanks! __eou__ got a look at pxe installation .... it ...\n", + "2745000 thats not a user name, thats a key pairing. i don't think it...\n", + "2746000 so you can copy paste in man, and then delete the ones you d...\n", + "2747000 I thought it was... but gparted is the only gui tool I am aw...\n", + "2748000 Ah, then that's not \"general programming purposes\" :-). __eo...\n", + "2749000 Sorry, no - that's all I use __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2750000 only resolution cose different way it is not workin __eou__\n", + "...\n", + "2751000 happens,i have suspend hibernate going misssing sometimes __...\n", + "2752000 k...will do __eou__\n", + "...\n", + "2753000 you may have it installed already. i do, but i don't recall ...\n", + "2754000 the XP install disk says I have no hard drive __eou__\n", + "...\n", + "2755000 No, nothing will explode __eou__\n", + "...\n", + "2756000 so i must have a problem, right now it does ~ 9Mo/s __eou__\n", + "...\n", + "2757000 You mean the first disk? __eou__\n", + "...\n", + "2758000 hum, i may need to do a bit more research on Win4Lin than __...\n", + "2759000 btw, how did your sudo password stop working? __eou__ you co...\n", + "2760000 I don't know the difference between pkill and killall, meh _...\n", + "2761000 no problem :) __eou__\n", + "...\n", + "2762000 i'm afraid i'm not familiar with that error... maybe google ...\n", + "2763000 ok, thanks, i'll give it another shot then :) __eou__ ah coo...\n", + "2764000 how do you kill it? it locks up my entire system and when pl...\n", + "2765000 thanks anyways __eou__\n", + "...\n", + "2766000 unetbootin is the repos for karmic, you may wish to try usb-...\n", + "2767000 wuts the command to import those? Or should I just use phpMy...\n", + "2768000 you really don't need that stuff for Ubuntu __eou__\n", + "...\n", + "2769000 programming, and office work __eou__\n", + "...\n", + "2770000 on average how many years do i expect? __eou__\n", + "...\n", + "2771000 What is PCM set at? __eou__\n", + "...\n", + "2772000 rather then changing in every app separately, I would use xm...\n", + "2773000 or does one need Ubuntu for it to work? __eou__ Now I have 9...\n", + "2774000 http://ubuntuforums.org/showthread.php?t=56949 is one way bu...\n", + "2775000 yea, what you're saynig is removing sda5 the right way, usin...\n", + "2776000 fair enough, though if it's from a mainline repo (and often ...\n", + "2777000 I don't play that game but TF2 and WOW run fine in it. __eou...\n", + "2778000 nvidia __eou__\n", + "...\n", + "2779000 very well then. Good luck to you. __eou__\n", + "...\n", + "2780000 webcam is supported , just need help fixing it mate __eou__\n", + "...\n", + "2781000 no, never heard of it. __eou__ I love OpenOffice, but I am h...\n", + "2782000 whateva... his los __eou__\n", + "...\n", + "2783000 Yes hibernate is suposed to shut down the system .. it dump ...\n", + "2784000 Idk. I've got sans obviously, it just doesn't look as nice i...\n", + "2785000 xubuntu is light, yo ujsut have to desactivate gnome and kde...\n", + "2786000 did it work? __eou__\n", + "...\n", + "2787000 want me to show u my monitor or are u searching the support ...\n", + "2788000 normal releases should show an upgrade to 9.10. __eou__ alth...\n", + "2789000 thats why yesterday i was switching to admin account __eou__...\n", + "2790000 seriosly you will be cracked wihin a day __eou__\n", + "...\n", + "2791000 -_- ive tried that before with other laps and it wasnt, i ne...\n", + "2792000 , that didnt work neither.. __eou__ I think im going to have...\n", + "2793000 make a binary image of it with dd __eou__ dd if=/dev/usb of=...\n", + "2794000 I kinda like the minimalist design but I also love the evil...\n", + "2795000 ok, try as chelz said, right-click an .exe and go to propert...\n", + "2796000 okay. havent read much about KVM but than its okay __eou__\n", + "...\n", + "2797000 sudo vi /etc/X11/xorg.conf << send any section named nvidia...\n", + "2798000 : if ubuntu continues to concentrate it on the x , i w'll ab...\n", + "2799000 no i am building from a .tgz __eou__\n", + "...\n", + "2800000 Oh, I see! So if I wanted them installed, I'd say \"apt-get ...\n", + "2801000 lucky you :( __eou__ now why won't my nvidia settings stay, ...\n", + "2802000 sorry... I can't find the tools name. __eou__\n", + "...\n", + "2803000 welcome __eou__\n", + "...\n", + "2804000 that's not normal right? usually you have to do a bunch of t...\n", + "2805000 (don't go looking for it on dell site - they'll charge you $...\n", + "2806000 pastebin your /etc/fstab __eou__\n", + "...\n", + "2807000 good call. How would i know if its the PSU? __eou__\n", + "...\n", + "2808000 thanks it's what a was looking for __eou__\n", + "...\n", + "2809000 no __eou__\n", + "...\n", + "2810000 its in /etc/sudoers, but you can use 'sudo visudo' adding th...\n", + "2811000 then i will mount it ti /media/ and then put a symlink to ~/...\n", + "2812000 ok i will deactivate it and see what happens __eou__\n", + "...\n", + "2813000 its just 50% now ,should i wait or kill. __eou__\n", + "...\n", + "2814000 sebsebseb : well, my internal speakers work fine __eou__\n", + "...\n", + "2815000 gotta get my laundry, be back in like 5. id like to help yo...\n", + "2816000 i have update-notifier running the background already. __eou...\n", + "2817000 debian is offtopic here, this is ubuntu support only __eou__...\n", + "2818000 ah __eou__\n", + "...\n", + "2819000 I believe \"sudo update-alternatives --config default.plymout...\n", + "2820000 alsamixer or anything else is already at 100%, i would like ...\n", + "2821000 tru but if you include in your command to run as a different...\n", + "2822000 I didn't see those, do appologize for the short answer. __eo...\n", + "2823000 my /etc/environment just has a path and that's it. __eou__\n", + "...\n", + "2824000 no problem. (^_^) __eou__\n", + "...\n", + "2825000 links? never heard of it :P __eou__\n", + "...\n", + "2826000 most likely if its even possible __eou__\n", + "...\n", + "2827000 Woot! Yep that was it. __eou__\n", + "...\n", + "2828000 I know its fine sorry about that __eou__\n", + "...\n", + "2829000 just one at a time __eou__ i have comcast so bandwidth on my...\n", + "2830000 What are you trying to do? __eou__\n", + "...\n", + "2831000 thanks __eou__\n", + "...\n", + "2832000 right, no have not seen one yet __eou__\n", + "...\n", + "2833000 you might want to check this: http://bugs.debian.org/cgi-bin...\n", + "2834000 it should be prompting you for updates up by the clock __eou...\n", + "2835000 line 22- 27 Jordan_UI __eou__ - the I lol __eou__\n", + "...\n", + "2836000 How are you sharing? __eou__\n", + "...\n", + "2837000 no need to reinstall. just run the command and then launch t...\n", + "2838000 why var? __eou__\n", + "...\n", + "2839000 To re-enter play after being killed. __eou__ lol ... like in...\n", + "2840000 No error messages at all? :( __eou__\n", + "...\n", + "2841000 yast also allows you to start, stop and configure services f...\n", + "2842000 bummer __eou__\n", + "...\n", + "2843000 or... something else __eou__ murchadh sweet, i'll give it ...\n", + "2844000 yes I know but nothing happens when I click on it. __eou__\n", + "...\n", + "2845000 yep __eou__ what now? :o how can i make it work instead of m...\n", + "2846000 194hrs? thats crazy... __eou__\n", + "...\n", + "2847000 if you need something a bit more substantial you can use Ard...\n", + "2848000 that searchs the package list __eou__\n", + "...\n", + "2849000 is it mounted \"ro\" ? __eou__\n", + "...\n", + "2850000 at one place it has to be transported into the gsm net and o...\n", + "2851000 Done __eou__\n", + "...\n", + "2852000 the partitions mounts fine, it's a directory inside of it th...\n", + "2853000 idk, have you ever had it working on any other OS? __eou__\n", + "...\n", + "2854000 but anything i drag there, is cut off and im only seeing par...\n", + "2855000 it's probably ok as long as gnome-look is only providing the...\n", + "2856000 http://www.supergrubdisk.org There is a SuperGrub free r...\n", + "2857000 I have been using minefield for a while and surely it's more...\n", + "2858000 check the share settings.... __eou__\n", + "...\n", + "2859000 also, use the p switch when creating tar. i'll be around for...\n", + "2860000 does it work ? __eou__\n", + "...\n", + "2861000 What broadcom chipset do you have? __eou__\n", + "...\n", + "2862000 its a server __eou__\n", + "...\n", + "2863000 have you tried reinstalling GDM ? __eou__\n", + "...\n", + "2864000 i thought you said there isn't any benefits to it __eou__\n", + "...\n", + "2865000 \"md5sum ./file.iso\" is the syntax you're using, correct? __e...\n", + "2866000 yes, I know about that, but it's too fast __eou__\n", + "...\n", + "2867000 Yeah I tried that, thanks for the suggestion though. I've ev...\n", + "2868000 ummm...okay. is that a bad thing? I have never had sound sin...\n", + "2869000 to look cool? __eou__\n", + "...\n", + "2870000 :) __eou__\n", + "...\n", + "2871000 you don't even get grub? __eou__ can you mash tab or whateve...\n", + "2872000 then stick with it __eou__\n", + "...\n", + "2873000 it's a shared drive, just a folder with files. __eou__\n", + "...\n", + "2874000 Oh okay. Well, don't have a clue, then. Except that I'm on a...\n", + "2875000 And they said nothing? __eou__\n", + "...\n", + "2876000 where are you looking for an icon ? __eou__ it is in there, ...\n", + "2877000 how can i've sucessfullly installed my Geforce FX 5500.RUN _...\n", + "2878000 system is uptodate, version 2.2.0.35-0lucid1 __eou__ do you...\n", + "2879000 sr0 is the cdrom drive __eou__\n", + "...\n", + "2880000 I think I'll prefer to say it's matter of taste then __eou__...\n", + "2881000 no __eou__ depends actually __eou__\n", + "...\n", + "2882000 well they have different mount names one is /media/Server2 ...\n", + "2883000 what movie player are you using on ubuntu? __eou__ i mean it...\n", + "2884000 Googling \"PM\" but not getting a clear answer. Is that a abbr...\n", + "2885000 it's because I didn't install it, only tried it from USB and...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2886000 I'm sure it has, but if I want lightweight I usually go with...\n", + "2887000 either in ~ or in /var/spool/mail or similar. depends on you...\n", + "2888000 yeah I hate printing, especially in ubuntu it is even worse ...\n", + "2889000 i'm not sure... :( __eou__\n", + "...\n", + "2890000 Thanks, it installed them now. I'll test it on the windows b...\n", + "2891000 #ubuntu-offtopic __eou__\n", + "...\n", + "2892000 : thank you but i can not get the bittorent download for 10....\n", + "2893000 It's capital O, the site doesn't load at all, so it looks pr...\n", + "2894000 sudo: can't open /etc/sudoers: permission denied newline ...\n", + "2895000 I'm afraid I've never set up a multiple port nic card before...\n", + "2896000 but will it work with the new hardware? __eou__\n", + "...\n", + "2897000 Almost every command in Linux, but some manpages are not rea...\n", + "2898000 Not done ICS in years either. :) my router handles it all. _...\n", + "2899000 thanks __eou__\n", + "...\n", + "2900000 one is packages/built/designed to be used with ubuntu (menu ...\n", + "2901000 not exactly what I am doing, but that might be a good start....\n", + "2902000 I was hacked by Anon thats why I want it __eou__\n", + "...\n", + "2903000 Yes there is a chance for data loss. You should always backu...\n", + "2904000 intel Q965 __eou__ its was working right with my hp 19\" moni...\n", + "2905000 ok good then choose something and pick your partitions __eou...\n", + "2906000 i would like to honestly say that I exhausted all options tr...\n", + "2907000 i can't really search (i'm not on ubuntu) __eou__\n", + "...\n", + "2908000 it does the job and has a built in crossfade option that I l...\n", + "2909000 Thhat doesn't look like it. try lspci | grep WLAN __eou__\n", + "...\n", + "2910000 hm, not USB or anything then, very odd __eou__\n", + "...\n", + "2911000 i'm sorry, i don't think I'm going to be able to help you. _...\n", + "2912000 That would only allow one session wouldnt it? __eou__ I have...\n", + "2913000 netherlands, europe __eou__\n", + "...\n", + "2914000 install the dev package of it __eou__\n", + "...\n", + "2915000 because its not official and it doesn't do package upgrading...\n", + "2916000 haven't had very serious problems, some annoying ones, but n...\n", + "2917000 yes __eou__\n", + "...\n", + "2918000 whats a cool one to check out? __eou__\n", + "...\n", + "2919000 Do you mean install completely without network support? I re...\n", + "2920000 i've made all my problems go away a long time ago, by bying ...\n", + "2921000 hopefully installing it won't be too much trouble. __eou__\n", + "...\n", + "2922000 don't know __eou__\n", + "...\n", + "2923000 dunnow if that's what you're looking for, but I think it's a...\n", + "2924000 no, I have 1.0 from mozilla.org ( the binary) __eou__ I bypa...\n", + "2925000 could be a dippy driver or a bad eject button on the front o...\n", + "2926000 yeah, I read those. __eou__ if I knew how to build packages ...\n", + "2927000 all right __eou__\n", + "...\n", + "2928000 and all those programs you want on one desktop? why __eou__ ...\n", + "2929000 Getting the harddrives spinning takes a lot of power to star...\n", + "2930000 separation of user and system __eou__ yes, it's good pract...\n", + "2931000 i dont know anyone that uses grub __eou__\n", + "...\n", + "2932000 meaning the it doens't install because of some md5 mismatch ...\n", + "2933000 I also have libc6 installed __eou__ and thing the package I ...\n", + "2934000 not sure, IO used to ask at #xfce when I used that. __eou__\n", + "...\n", + "2935000 then /etc/hostname ? __eou__\n", + "...\n", + "2936000 Heh. __eou__ When did that unit ship? I'm thinking mid-1990...\n", + "2937000 thanks __eou__\n", + "...\n", + "2938000 I don't know __eou__\n", + "...\n", + "2939000 yes __eou__\n", + "...\n", + "2940000 delayed due to the olsen twins growing up too fast __eou__\n", + "...\n", + "2941000 yea __eou__\n", + "...\n", + "2942000 only if th upgrade fails ;) __eou__ if you use a non-enghlis...\n", + "2943000 the extra buttons don't work. I know there are apps to make ...\n", + "2944000 use -f on what, fsck? __eou__\n", + "...\n", + "2945000 sudo iwconfig and paste the output for me in pastebin.com. t...\n", + "2946000 what are y'all tryin to do? __eou__ is the system still up? ...\n", + "2947000 ok, checking url history now... __eou__ i think i got the u...\n", + "2948000 i remember differently. a lot of updates just around release...\n", + "2949000 it shouldnt matter __eou__ run sudo apt-get update __eou__\n", + "...\n", + "2950000 I'm not really sure. It's on my Dell inspiron 1000 laptop. _...\n", + "2951000 race you! :) __eou__ same __eou__ looking still though __eou...\n", + "2952000 yep __eou__\n", + "...\n", + "2953000 abiword doesn't spell check properly for me __eou__\n", + "...\n", + "2954000 when i boot a windowsxp sp2 cd, it prompt for password when ...\n", + "2955000 so instead of using -rfakeroot for a Debian package, I inste...\n", + "2956000 see... that Backup directory is actually on a drive that is ...\n", + "2957000 I thought so... you left before I could finish... A) in a te...\n", + "2958000 :$ sry, *son types easier :$:D i'm neither american :) __eou...\n", + "2959000 Smoked? __eou__ Yeah, I'm nuts. __eou__ Didn't seen that it ...\n", + "2960000 baaah __eou__\n", + "...\n", + "2961000 you have to 'sudo apt-get update' for the changes to take ef...\n", + "2962000 why did you type that crap? __eou__\n", + "...\n", + "2963000 wow so that wont survive a reboot? __eou__\n", + "...\n", + "2964000 thanks a ton =) __eou__\n", + "...\n", + "2965000 istanbul (from the universe repo) __eou__\n", + "...\n", + "2966000 cool, thanks __eou__ what's the core ftp gui app for ubuntu ...\n", + "2967000 Windows XP 64-bit doesn't have flash either __eou__\n", + "...\n", + "2968000 install it for another user and copy that user's .xchat2 dir...\n", + "2969000 HP LaserJet 2600 USB __eou__ HP LaserJet 2600 USB __eou__\n", + "...\n", + "2970000 unfortunately no. dialup 64kbps __eou__\n", + "...\n", + "2971000 how about in #flood? __eou__\n", + "...\n", + "2972000 you're clicking the wrong link __eou__\n", + "...\n", + "2973000 I mean, install ubuntu in the free space on hdd, so that I c...\n", + "2974000 but i don't want to install that __eou__\n", + "...\n", + "2975000 Cool. Next thing is the ubuntu CD doesn't seem to come nati...\n", + "2976000 well you have just thoroughly confused me :) __eou__\n", + "...\n", + "2977000 You need to study/learn/read about tcp wrappers and other th...\n", + "2978000 if i unload a module of my wireless but the LED dont off, i ...\n", + "2979000 never! __eou__\n", + "...\n", + "2980000 in dapper it is __eou__\n", + "...\n", + "2981000 oh no why is that __eou__\n", + "...\n", + "2982000 nmot sure unless it was something that you added from apt/sy...\n", + "2983000 for *.zip do unzip ? :P __eou__\n", + "...\n", + "2984000 if you can mount your zen micro as a normal usb hdd, you can...\n", + "2985000 fireftp and gftp __eou__\n", + "...\n", + "2986000 nah - not a sign of guilt, a sign of being right and knowing...\n", + "2987000 LVM, among other things __eou__ To be honest I haven't used ...\n", + "2988000 will when I see him __eou__\n", + "...\n", + "2989000 ok i will have a look for it will right back when i read the...\n", + "2990000 Can you boot into Ubuntu ISO CD? __eou__\n", + "...\n", + "2991000 thats another thing, i have alsa-base and alsa-tools install...\n", + "2992000 phenomenally dumb question--what do i do with this? __eou__\n", + "...\n", + "2993000 System>Preferences>Session>Startup Programs __eou__\n", + "...\n", + "2994000 thanks again, i have the glas icons theme installed and a c...\n", + "2995000 somehow but it won't be on the same line __eou__\n", + "...\n", + "2996000 yeah last month i used it fine __eou__\n", + "...\n", + "2997000 flash is available for linux, though __eou__\n", + "...\n", + "2998000 http://paste.ubuntu-nl.org/25232/ __eou__ oh so should I unc...\n", + "2999000 is it one file? __eou__\n", + "...\n" + ] + } + ], + "source": [ + "# MmCorpus.serialize(TEXT_PATH[:-4] + '.mm', bows)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'bows' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtfidf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTfidfModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdictionary\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'bows' is not defined" + ] + } + ], + "source": [ + "tfidf = TfidfModel(dictionary=bows.vocab)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "bows_mm = MmCorpus(TEXT_PATH[:-4] + '.mm')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtfidf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTfidfModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/tfidfmodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, id2word, dictionary, wlocal, wglobal, normalize)\u001b[0m\n\u001b[1;32m 96\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mid2word\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mcorpus\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 98\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minitialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 99\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;31m# NOTE: everything is left uninitialized; presumably the model will\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/tfidfmodel.py\u001b[0m in \u001b[0;36minitialize\u001b[0;34m(self, corpus)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0mdfs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0mnumnnz\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocno\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdocno\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbow\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdocno\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;36m10000\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"PROGRESS: processing document #%i\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocno\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/corpora/mmcorpus.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0myielding\u001b[0m \u001b[0mone\u001b[0m \u001b[0mdocument\u001b[0m \u001b[0mat\u001b[0m \u001b[0ma\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m \"\"\"\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdoc_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMmCorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__iter__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;31m# get rid of doc id, return the sparse vector only\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/matutils.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 838\u001b[0m \u001b[0mprevid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 839\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 840\u001b[0;31m \u001b[0mdocid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_unicode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# needed for python3\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 841\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransposed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 842\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdocid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/utils.py\u001b[0m in \u001b[0;36many2unicode\u001b[0;34m(text, encoding, errors)\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0municode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 239\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtext\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 240\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0municode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 241\u001b[0m \u001b[0mto_unicode\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0many2unicode\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "tfidf = TfidfModel(bows_mm)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(0, 2.0), (1, 2.0), (2, 4.0), (3, 1.0), (4, 2.0), (5, 8.0), (6, 1.0), (7, 1.0), (8, 2.0), (9, 1.0), (10, 3.0), (11, 3.0), (12, 1.0), (13, 2.0), (14, 1.0), (15, 4.0), (16, 1.0), (17, 1.0), (18, 5.0), (19, 3.0), (20, 5.0), (21, 4.0), (22, 1.0), (23, 2.0), (24, 1.0), (25, 1.0), (26, 1.0), (27, 1.0), (28, 1.0), (29, 3.0), (30, 1.0), (31, 1.0), (32, 24.0), (33, 18.0), (34, 3.0), (35, 2.0), (36, 1.0), (37, 1.0), (38, 1.0), (39, 6.0), (40, 1.0), (41, 1.0), (42, 3.0), (43, 1.0), (44, 1.0), (45, 1.0), (46, 2.0), (47, 1.0), (48, 1.0), (49, 1.0), (50, 1.0), (51, 1.0), (52, 1.0), (53, 1.0), (54, 8.0), (55, 1.0), (56, 4.0), (57, 1.0), (58, 1.0), (59, 1.0), (60, 2.0), (61, 1.0), (62, 2.0), (63, 1.0), (64, 1.0), (65, 1.0), (66, 1.0), (67, 1.0), (68, 1.0), (69, 1.0), (70, 2.0), (71, 1.0), (72, 1.0), (73, 1.0), (74, 1.0), (75, 4.0), (76, 1.0), (77, 1.0), (78, 2.0), (79, 1.0), (80, 1.0), (81, 1.0), (82, 1.0), (83, 1.0), (84, 1.0), (85, 2.0), (86, 2.0), (87, 1.0), (88, 1.0), (89, 1.0), (90, 1.0), (91, 1.0), (92, 2.0), (93, 1.0), (94, 1.0), (95, 1.0), (96, 1.0), (97, 1.0), (98, 2.0), (99, 1.0), (100, 1.0), (101, 1.0), (102, 1.0), (103, 1.0), (104, 2.0), (105, 1.0), (106, 1.0), (107, 1.0), (108, 2.0), (109, 1.0), (110, 2.0), (111, 1.0), (112, 1.0), (113, 1.0), (114, 1.0), (115, 1.0), (116, 1.0), (117, 1.0), (118, 1.0), (119, 1.0), (120, 1.0), (121, 1.0), (122, 1.0), (123, 1.0), (124, 1.0), (125, 1.0), (126, 1.0), (127, 1.0), (128, 2.0), (129, 1.0), (130, 1.0), (131, 1.0), (132, 1.0), (133, 1.0), (134, 1.0), (135, 1.0)]\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'bows' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mContext\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mContext\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'bows' is not defined" + ] + } + ], + "source": [ + "print(bows_mm[0])\n", + "print(' '.join([bows.vocab[i] for i, count in bows_mm[0]]))\n", + "print(df.Context[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(2, 2.0), (5, 3.0), (10, 3.0), (14, 1.0), (15, 1.0), (18, 1.0), (20, 1.0), (21, 1.0), (23, 1.0), (32, 3.0), (33, 2.0), (44, 1.0), (46, 1.0), (56, 1.0), (68, 1.0), (75, 1.0), (101, 1.0), (136, 1.0), (137, 1.0), (138, 1.0), (139, 1.0), (140, 3.0), (141, 2.0), (142, 1.0), (143, 1.0), (144, 1.0), (145, 1.0), (146, 1.0), (147, 1.0), (148, 1.0), (149, 4.0), (150, 1.0), (151, 1.0), (152, 1.0)]\n", + "\n", + "we the , need to . it is than __eou__ __eot__ sounds ok not with you - I'm suggesting all only ones modify like you're agreeing me then though rather \" my idea merge\n", + "\n", + "I'm not suggesting all - only the ones you modify. __eou__ __eot__ ok, it sounds like you're agreeing with me, then __eou__ though rather than \"the ones we modify\", my idea is \"the ones we need to merge\" __eou__ __eot__ \n" + ] + } + ], + "source": [ + "i = 1\n", + "print(bows_mm[i])\n", + "print()\n", + "print(' '.join([bows.vocab[i] for i, count in bows_mm[i]]))\n", + "print()\n", + "print(df.Context[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "bad_rows = []\n", + "for rownum in range(len(df), 123):\n", + " bow_words = set([bows.vocab[i] for (i, count) in bows_mm[rownum]])\n", + " df_words = set(bows.tokenizer.tokenize(df.Context.iloc[rownum]))\n", + " if not (len(df_words) == len(bow_words) == len(bow_words.union(df_words))):\n", + " bad_rows += [(rownum, bow_words, df_words)]\n", + " print(bad_rows[-1])\n", + "print(len(bad_rows))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "bad_rows = []\n", + "for rownum in range(0, len(df), 123):\n", + " docnum = len(df) + rownum\n", + " # print(rownum)\n", + " bow_words = set([bows.vocab[i] for (i, count) in bows_mm[docnum]])\n", + " df_words = set(bows.tokenizer.tokenize(df.Utterance.iloc[rownum]))\n", + " if not (len(df_words) == len(bow_words) == len(bow_words.union(df_words))):\n", + " bad_rows += [(rownum, bow_words, df_words)]\n", + " print(bad_rows[-1])\n", + "print(len(bad_rows))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:gensim.models.ldamodel:no word id mapping provided; initializing from corpus, assuming identity\n", + "ERROR:gensim.models.ldamodel:failed to initialize distributed LDA (No module named 'Pyro4')\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "failed to initialize distributed LDA (No module named 'Pyro4')", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, num_topics, id2word, distributed, chunksize, passes, update_every, alpha, eta, decay, offset, eval_every, iterations, gamma_threshold, minimum_probability, random_state, ns_conf, minimum_phi_value, per_word_topics)\u001b[0m\n\u001b[1;32m 313\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 314\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mPyro4\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 315\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetNS\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mns_conf\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mns\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'Pyro4'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mLdaModel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mlda\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLdaModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdistributed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, num_topics, id2word, distributed, chunksize, passes, update_every, alpha, eta, decay, offset, eval_every, iterations, gamma_threshold, minimum_probability, random_state, ns_conf, minimum_phi_value, per_word_topics)\u001b[0m\n\u001b[1;32m 323\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 324\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merror\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"failed to initialize distributed LDA (%s)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 325\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"failed to initialize distributed LDA (%s)\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 326\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 327\u001b[0m \u001b[0;31m# Initialize the variational distribution q(beta|lambda)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mRuntimeError\u001b[0m: failed to initialize distributed LDA (No module named 'Pyro4')" + ] + } + ], + "source": [ + "from gensim.models import LdaModel\n", + "lda = LdaModel(corpus=bows_mm, )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "X = tfidf.transform(df.Context)\n", + "X = X.todense()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y = tfidf.transform(df['Ground Truth Utterance']).todense()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics.pairwise import cosine_distances" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement(s='Hi'):\n", + " q = tfidf.transform([s]).todense()[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(X):\n", + " # print(i, q, v)\n", + " sim = 2 - cosine_distances(q, v)\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " return df.Context.iloc[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement('Hello Ubuntu')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement(\"Ubuntu doesn't work on my Macbook Pro!\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_reply(s='Hi'):\n", + " return df['Ground Truth Utterance'].iloc[get_statement(s)[1]]\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_reply('anyone knows why my stock oneiric exports env')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_reply('i set up my hd such that i have to type a pass')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=200)\n", + "pca = pca.fit(tfidf.transform(df.Context).todense())\n", + "X_100d = pca.transform(X)\n", + "y_100d = pca.transform(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement_100d(s='Hi'):\n", + " q = pca.transform(tfidf.transform([s]).todense())[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(X_100d):\n", + " # print(i, q.shape, v.shape)\n", + " sim = 2 - cosine_distances(pd.np.array([q]), pd.np.array([v]))\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " return df.Context.iloc[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"Ubuntu doesn't work on my Macbook Pro!\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"me just installed another serial port copier but don't know\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"I just added a second usb printer but not sure\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/.ipynb_checkpoints/06 Getting Prosocial-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/06 Getting Prosocial-checkpoint.ipynb new file mode 100644 index 0000000..f257a0f --- /dev/null +++ b/notebooks/.ipynb_checkpoints/06 Getting Prosocial-checkpoint.ipynb @@ -0,0 +1,140 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Openchat\n", + "\n", + "[`openchat`](https://github.com/totalgood/openchat/) is a PyCon Open Spacess scheduling bot on twitter. \n", + "[Zachary Kent](https://github.com/Zak-Kent) created it to manage the open spaces signups at PyCon 2017.\n", + "He'll be enhancing it for 2018. \n", + "It uses the SUTime module which is a thin wrapper for the Stanford CoreNLP Java package. \n", + "So it requires a lot of confiugring to get it to work. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading CSV with `read_csv(*('/home/hobs/src/nlpia/nlpia/data/mavis-batey-greetings.csv',), **{'low_memory': False})`...\n", + "Reading CSV with `read_csv(*('/home/hobs/src/nlpia/nlpia/data/sms-spam.csv',), **{'low_memory': False})`...\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "np = pd.np\n", + "pd.set_option('display.max_rows', 4)\n", + "pd.set_option('display.max_columns', 500)\n", + "\n", + "from IPython.display import display, HTML\n", + "import seaborn as sns\n", + "from seaborn.utils import plt\n", + "\n", + "# display(HTML(\"\"))\n", + "display(HTML(open(\"../data/jupyter.css\", \"r\").read()))\n", + "%matplotlib inline\n", + "# import mpld3\n", + "\n", + "sns.mpl.rc(\"figure\", figsize=(16, 6))\n", + "# plt.style.use('seaborn')\n", + "# plt.rc(\"figure\", figsize=(16, 6))\n", + "# mpld3.enable_notebook()\n", + "\n", + "\n", + "from nlpia.data.loaders import get_data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cloning into 'openchat'...\n", + "remote: Counting objects: 856, done.\u001b[K\n", + "remote: Total 856 (delta 0), reused 0 (delta 0), pack-reused 856\u001b[K\n", + "Receiving objects: 100% (856/856), 186.88 KiB | 460.00 KiB/s, done.\n", + "Resolving deltas: 100% (516/516), done.\n", + "Obtaining file:///home/hobs/src/prosocial-chatbot/notebooks/openchat\n", + " Complete output from command python setup.py egg_info:\n", + " \n", + " Installed /home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg\n", + " [pbr] Generating ChangeLog\n", + " ERROR:root:Error parsing\n", + " Traceback (most recent call last):\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/core.py\", line 111, in pbr\n", + " attrs = util.cfg_to_args(path, dist.script_args)\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/util.py\", line 251, in cfg_to_args\n", + " kwargs = setup_cfg_to_setup_kwargs(config, script_args)\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/util.py\", line 313, in setup_cfg_to_setup_kwargs\n", + " description_file = open(filename)\n", + " FileNotFoundError: [Errno 2] No such file or directory: 'README.rst'\n", + " error in setup command: Error parsing /home/hobs/src/prosocial-chatbot/notebooks/openchat/setup.cfg: FileNotFoundError: [Errno 2] No such file or directory: 'README.rst'\n", + " \n", + " ----------------------------------------\n", + "\u001b[31mCommand \"python setup.py egg_info\" failed with error code 1 in /home/hobs/src/prosocial-chatbot/notebooks/openchat/\u001b[0m\n" + ] + } + ], + "source": [ + "!git clone https://github.com/totalgood/openchat\n", + "!pip install -e openchat" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/.ipynb_checkpoints/09 Features -- LSI with Gensim-checkpoint.ipynb b/notebooks/.ipynb_checkpoints/09 Features -- LSI with Gensim-checkpoint.ipynb new file mode 100644 index 0000000..fe93c14 --- /dev/null +++ b/notebooks/.ipynb_checkpoints/09 Features -- LSI with Gensim-checkpoint.ipynb @@ -0,0 +1,7918 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "from setup_notebooks import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(HTML(\"\"))\n", + "pd.set_option('display.max_rows', 12)\n", + "pd.set_option('display.max_columns', 200)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.models import TfidfModel, LsiModel\n", + "from gensim.corpora import Dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "dates = pd.read_csv(os.path.join(DATA_PATH, 'datetimes.csv.gz'), engine='python')\n", + "nums = pd.read_csv(os.path.join(DATA_PATH, 'numbers.csv.gz'), engine='python')\n", + "df = pd.read_csv(os.path.join(DATA_PATH, 'text.csv.gz'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So the new things are LsiModel and scatmat" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 ['python', 'never', 'stop', 'learning', 'what'...\n", + "1 ['Watching', 'Boa', 'vs', 'Python']\n", + "2 ['Monty', 'Python', 'The', 'silly', 'walk', 'v...\n", + "3 ['Senior', 'Software', 'Engineer', 'Full', 'St...\n", + "4 ['Architect', 'Django', 'Solr', 'Platform', 'E...\n", + "5 ['peaceful', 'rain', 'Python', 'inevitability']\n", + " ... \n", + "183064 ['Las', 'mejores', 'ides', 'para', 'Python', '...\n", + "183065 ['Gagal', 'tidur', 'gegara', 'habis', 'vertica...\n", + "183066 ['Go', 'boa', 'wkwk', 'Boa', 'vs', 'Python']\n", + "183067 ['RT', 'RealPython', 'List', 'of', 'Python', '...\n", + "183068 ['Watching', 'Boa', 'vs', 'Python']\n", + "183069 ['Чертова', 'дюжина', 'вакансий', 'в', 'IT', '...\n", + "Name: tokens, dtype: object" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tokens" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load cleaned tweet data \n", + "Don't forget to fix up the tokens! \n", + "Can you think of a better way to save a list of lists of strings?\n", + "What about the raw, unprocessed unicode tweet text itself?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load the vocabulary we built earlier\n", + "### *Or* recompile the vocabulary from the texts (tokens)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dictionary(87147 unique tokens: ['AGARLIFE', 'WITH', 'PSHACK', 'Harassment', 'HoneypotOnMic']...)\n" + ] + } + ], + "source": [ + "vocab = Dictionary(df.txt.str.split())\n", + "print(vocab)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Everything the TFIDF needs is in the Dictionary (vocabulary)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "183070" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfidf = TfidfModel(id2word=vocab, dictionary=vocab)\n", + "tfidf.num_docs" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 [(0, 1), (1, 1), (2, 1), (3, 1), (4, 1), (5, 1...\n", + "1 [(8, 1), (9, 1), (10, 1), (11, 1)]\n", + "2 [(11, 1), (12, 1), (13, 1), (14, 1), (15, 1), ...\n", + "3 [(11, 1), (18, 1), (19, 1), (20, 1), (21, 1), ...\n", + "4 [(11, 1), (18, 1), (20, 1), (22, 1), (23, 1), ...\n", + "5 [(11, 1), (37, 1), (38, 1), (39, 1)]\n", + " ... \n", + "183064 [(0, 1), (11, 1), (71, 1), (3253, 1), (3530, 1...\n", + "183065 [(8, 1), (9, 1), (11, 1), (135, 1), (1298, 1),...\n", + "183066 [(8, 1), (9, 1), (11, 1), (1664, 1), (3956, 1)...\n", + "183067 [(0, 1), (11, 1), (58, 1), (239, 1), (297, 2),...\n", + "183068 [(8, 1), (9, 1), (10, 1), (11, 1)]\n", + "183069 [(11, 1), (24, 1), (651, 1), (1664, 1), (13176...\n", + "dtype: object" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bows = pd.Series(vocab.doc2bow(toks) for toks in df.txt.str.split())\n", + "bows" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This would make a nice, compact sparse matrix representation of our entire corpus... \n", + "Which would mean we could do more in RAM at once. \n", + "Left as an exercise. (check out `scipy.sparse.coo_matrix`) " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1275" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab.token2id['publishes']" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'python'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab.token2id['python']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab.token2id['Python']" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'doing': 0.38,\n", + " 'enjoy': 0.53,\n", + " 'learning': 0.29,\n", + " 'never': 0.4,\n", + " 'python': 0.08,\n", + " 'stop': 0.42,\n", + " 'what': 0.32,\n", + " 'you': 0.2}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict([(vocab[i], round(freq, 2)) for i, freq in tfidf[bows[0]]])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice how \"you\" didn't get as much weight as \"enjoy\" \n", + "Let's look at some other tweets " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "87147" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from gensim.models import LsiModel\n", + "lsi = LsiModel(tfidf[bows], num_topics=100, id2word=vocab, extra_samples=100, power_iters=2)\n", + "# lsi = LsiModel.load(os.path.join(DATA_PATH, 'lsi'))\n", + "len(lsi.id2word)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is starting to look a lot like a set of vectors that we could use as features \n", + "But wait, if I used the IDs as the vector index (column) numbers, how many features or \"columns\" would I have?" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "87147" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(vocab)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "100k dimensions isn't a good idea \n", + "Even for a masively parallel deep learning project this would be big \n", + "Like the cat/dog picture classification on 256x256 images \n", + "What about PCA (Principal Component Analysis) like is used on images? \n", + "In NLP PCA is called LSI (Latent Semantic Analysis) \n", + "That sounds cool! \n", + "I want me some latent semantics (hidden meaning) " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "lsi.save(os.path.join(DATA_PATH, 'lsi'))" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lsi4 = LsiModel(bows, num_topics=4, id2word=vocab, extra_samples=100, power_iters=2)\n", + "lsi4.save(os.path.join(DATA_PATH, 'lsi4'))\n", + "lsi4" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "topics = lsi4[bows]\n", + "df_topics = pd.DataFrame([dict(d) for d in topics], index=df.index, columns=range(5))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df_topics4['favorites'] = (nums.favorite_count > 0).astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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np.ceil(nums.favorite_count ** .13).astype(int)\n", + "df_topics4\n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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zA/9vS61g3qZFpr4Vp1iVd6g/+Uk4++yB/bcvCpNe2sjdq1yaF9qE13mEO8JU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6JKiOlhXBN8+UGIHYHr6rWFO9KW1TIsAelQGBa0yfWUahVpUKGkT4gqVQ8DZujPAr9P/AnaDVK+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\nli2EvJn3amvFGzbkhmuoXsG2aJ5EOmS84NFoYFh5ltqPHuPm/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T/gH1Rmz5KphnCg7gG2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ZIXVPJOFBCygusDHyf6+x9hGRIz2oRZtnuiFlYfgV0e2PuPUJqfnRPaE+B8EWb/Lnv4424h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HoVeI5B\nxgW3WyFXAS8uhdis+efhWrFIXT8Np94BkkXMIQ0JNi8oVLcokAqSLn4fQ+x7ypom98j3sE+XM9n/\nMIe3fQ9aWuCBB8DjYdiRLd2X11hZ6n8tXUKSpEbgUWAR4DIMQz/t7/976RKrVgnTi0Jwq7/rOhJt\nBi8s0vFvEjctcgnsK9Qn90Ug5Bb5utpyeNd3xOcG4O+Gp3sEKzX2R7DgmxBfBJUHhXVDsR6qJgmC\nQQKmLoboUkFEjF4CFSeg7AXoem8pBxjE+5UjYgVL0sT+Jh2CudrcIf5VZoST6dJTgniI3QLfDZcT\n2CKRsMHx5gwVaZ364xrjjXC8xkK6vJnzWpczLqfo9AmDRyYmxDWZpTQ4o7766Q9isQMxyQITLwFT\nVvkWw2mSyOAPN9B5y0u4Exe2V0Oq6N+CQdSuTjb0dhHY7KMuNE65uw63w12S+ofDRKNhRtwJvAeG\nqDiZY38NLB0XA+pj74CTCRiuEv3ii1544FdWGuq8WMIxCATQ/vr/MviBJL6HIG+H2CKoKZSDji6D\nij0gK4AmJvMjqyHaDFVZ0d9PHIL9heAgXA6rh+Dy47DXK14rsrDnZlj5E3EMFgrpaLJMX7NMR/WF\nM7Wo450uDv7rt7nsSIbHl8CzteJ3n5gP6+LQvUmsbugKGBqka8B+CjRFmEDJCGPgj3xI5tuPO+lb\n0UFHaBylykqm0YLR1oJ11zEUbNif62dfVw3x5lPsa7bgWaCgZd/Fbbc+cu579Ab545ht/c2J3366\nhANhPf3bQUNDG+Fw6Lf2+yZePcy2/nuKs6Q0DAwEzkyLPhcKY0Xyb+6i7Mp1cN99M0bxhEKoge6z\nExKn73e2B9Csz9WQSnD7fTjCW/HRweXf7Wf3/7Hj+46O50iKwU9kueiLCMWerkEmx3i7RHaZgZ1d\nLUYAACAASURBVPMJGUtOJ19fw5MfPcWH/way1U7S9SnKopXEYzHe82F45j9BK4cpQxgr7qkXKenl\nGTG/qk6CJyNU4oohxt+Tl0DdbtGLWo1S2kK8Ayr6BJnQVjD7N4Dnm+GX54n/+wfEHPDaUCklXkMs\nWCvTYI9DvwapNpj/G1GpIm0RKftlORi4XMQbR1ZBXysk9oJ0EH68BD6zTagnagqmkHnAhgy6jrrQ\ngf+knZTPQfiRO9ny0xDdPUGCnV6CnV5xbD3ifvrcvnOmrr8pq0tIkmQDnMAjwHX/6yTDbB+B664D\npxMqK9FkDfnkGIZm8O/3wq1fAZcGxz4OC74tvqoBx6ugLV7IwX0R/uEK+PkFhXMBug7Bp/aAkhKq\nAiVd2rUO5GXBRkHpITMQD9lkSPx9uApap4Q64bJRuHxQSGctUkHJgCiVYink4EzZ4asfgK6t0DkF\nug7GQtiVgXcMQJmrCaamIJViol6nNgxJG5R5Cnqfzk7ROZzW0NXeDajuktP4GTlYs5lKk2Aw8TIw\ng5G3GE5r92q3XwxUL7N9QA0Q2DjBfy96gdHJLB27wkzlEyx3LeaCXxyGT39aKBmKygaAp56i9yIb\nN/+8f6ZmNMBT58OKAfh/V4k61i9cAysKZruSxULYqVFpMQi3QfMe0Y9qlGpU58uFEsKQBfufL/xt\n6A5oe6jki/MVv5A+xhww5RRkb84OnpgIPvpXgXZImPjKiH0oQNwJ1rom7KkUmhOMaATiwgnasMKG\nS6B3YUFqWBgMbj4Enylkj6Qb4KguSJVTTlEv+5cd0NdkZ/eCMuZL1XS7VuEP9HDyT3w47uuhct71\noOnIGR2jcKK/eS+47rqDdn/P67jhrxxmW39z4nfhyWB6Pry9YLb131O8Ck+Gs36vEP+nLvfhfD5U\nmpgW5gQB1DMXJ2enY89SS88pY108pmAQenoYOL4Pb10F9pEsmSvPJ77Uxonz9pPLZ7HKFuZ/I0M+\n7aRmMEPKC0MpHZsO7rSYoFs1oVJIW6AlAX97pRhD5UKVvpuOwN3Plg4zLwmlolUTPgwypblaEcX/\nh6qEOSPAyCJIjEFTTCx2nFcoi23XBEmgtosFY8OY+1sglBANj4tFkHwWfvBlWPMPgqwwEMfwYgMs\nGxXfPfaHMO+/YVs1fHGNMJpMWeDjQbhwTPhNSbqYG8qFFH0sCnm7zMRyF4lsNdFoGNatw6+GCHT7\nCPi656pczoI3JckwcwCS9DRw7e+cZNiwQUyiiw9ud7eQmI6KMg7ZSrDGQLJa2bkoh+JhRnaQ1+Gi\nvXCqCar6ISXBHr9QC8QuhLKTkGoUZSq7loPaU9rt6Q9lERkZ7IUroFsATSgbwjdC42Pi8x2NcOlJ\n2NMg8oRzkmDMoOCIbojylNvaoDkuHuaHPglrd0LlCAy1QuMk6BMuYnbwXfsB+NGPIJ1mtA3qByFv\nAcmQyTV7cbafB8PDpBZX47z4RtTwdvzelTOdxhlKhiJMcsHEq4AZjLw1EfzhBqKbe+d81tK6hI6v\n3D/nMzWkEurtwRcMceWPtrHnbhd1kZv5emeQT/eATw0K0vcLXxAkQ1cX9PaihYcIShGsGnRMAjbh\nRyMjDJccGmxrhWtCInXNMl3aZ2wBYIHyo2Kw1QsrEudC0iKqOUQLMkX3HkEyBPzwyYPCN8eRhTEb\nWHMw3AZyzaz+PgmdO8R3dQn0MgdUlxO3T+EYy6NIMGYXKglnHBJLoLcL/vM4PKRBVVB4MDTsLh3T\nsy1wxTAcqhMyzmrFxafemedziz5Bxwt9xP9sLdPPPkzl/xzgmQUurtuZRUllMaankcrLwWLh/r+K\nc1vkejxr7/6d9NlmW39zwiQZTLzRMNv62wyFikXZTQ+jhfsgmQTAqK+hbNKJeuda1EtrZzafWZw8\nl4JBVUsqiFmlLYP5YUgkaDo6im6FuqSMcutHxXd9PoIV99H5s5Xo27awdw20jYKUgnQz1D0DMRlc\nEuy5BObvhcqcMHBGFwSDv1vM2dJeSEaFH5MrJ9Igow7hgRB2iYXlFSfmeg5kFbF9zzJRmQqERYKi\nwLFK6IjACRfUA9aE8Ef4Wid8eVa1wXQDhNeWekvpEGRSkPIUPkgCZeJ12Q5IK2KRRJbEMafqRSWq\nLfNgsAz+YM8sdURhgbs4B510gjsnoVfY0Sos5KeSSN4ypLyB09VB0Audd8/ywToH3uwlLM/ZCwVm\nPXh+vx//GxkE9fYKUgHEw7t1q0gJsFoxcjnyLmHMIdls/KQjx5c2wdf/Fv7yL8VFiy6DxsJDpMiw\n+NfC8TO+GLybSzfxZudcVisvlWqfWvvBPi1Wr2yzKBa5UKI1J4lyaRrioZ4fEdLYhRNwsly4j47b\nAQO806ULubwSTq6BPRbo1GDP9TBvD4QaZeb9WOdbdyzis/+yE+OhhwDxgMQ8BvWDYNgVYt0XU/li\ndoZ9DA8EaH8IVG8a/+x7UlQvvO998Mgsqa1JMJh4Caiqivoa87tM/P6g85b1cMv6uUqGs7Dh/hAQ\n9bGdIIpFxh1PYveFuWrahs+3WHwnl4M9ewQ53NMDXi/TB/ZwPmAv1JNOyaIWdKiQIjHaBrYr4UhS\nfN7xQyFdtAzBXhkWDoJLPzvxqytClVD8PHMhWPaCay8Mf6xAMkiwJgSuCpG6kK2FxE0wug+ekuCL\nO2DfpdC5pfS7URu4c6A7xPjimspjiYnfmqiHqkI/7t4jJI6ji0FbBLbfQJkOWVlUIZKAq4bF2LCw\nkLaneKz4KxbRsWkrJBJUvGc9E0uE4uwX4SFuyOlw6aXo27agrViMTS/DMx3Gc9/m13urTZgwYcLE\n2xHFNOlQCHp7sXV2woqbyT3ei/X7vWL8vtGP/3MB/FBanFRV6AmI31i7FrxCno/PBytWwK23QjBI\nsHstnQDBID+P7mBHZx25dIK7+qEmBvHmMuwHVQxfC2UhmL8tw3F9BzkXLP2VUCWOLobEUhhfCY3/\nBNNtYLXDdy+CP392ztmw9oj4jn0CMlUQlaB8QpgrtsTFHK4xAY9cJOZi7kLahAWxTU6C6/uF+jFh\nF9UfJE2kM4LwTsjXg24XCx+rxiFfBhbByWAfBd9DwlMhehHsicLlabDsg+9/Ca7+Z2iPltSUdglO\n3AANz4nyl2PvhLIRWD0I+4rEhCzOJeMFJQr2CFjT8F9ralivppFbOzi+3s28P9+J5ZbPzpQGjwa6\n4aW8Nl4B3gxKhqf4XaZLFIPUaFTUX3e7Re7OiRNgGCQaDcpOinycXzeJCgpSDtoj8Oh74M++K1bG\n8rNWxqYtcLIC2qLi4bGPlrwWQLBfVWmhQACoNEC6ERoeFg+SvVARoog+D9S2lpzJAZo2gSVaqMla\nQKoBnKNzT2+25FcHDv4RNPwIcpeA5zlhAikbCpqhY0sbgmLTNFFKU1HQ0NBXX4Z13mIi3jDRtV52\n94fZuSuIXunAYnFz/aXd+Ltm5Vi7XPDooya5YOI1wVzxeGtjjidDd3fJULeASETF81CQ/se/gjwv\niW7RkVetwXLVWuZd9U8Qi0EiIfK96usxxkbRFUHGZmSQy8SqwGzEqkQeo10HFOj/KMx7SJAREiJQ\nUGbJE3Vgiw+WhUXKRcIqJJESghCeWAUtG0WfnC7EQu6gIAOKMAq/8XQHRApGvmvy8P/ZO/Pwtsoz\n7f/O0W7JlmR5i+04cpx9NQkJCZDECQHC1oaWdminH7iF+cq0TJu2M4VepcV0Wtrp12lDhzJ0m4bS\nFtoJkJYCAUKiQAIhCYmzkdWxnMW7LVm2teuc74/nKLIhXaChDVT3dfmSJUtHss7yvu/93M99z9op\nJEddSNrezDooZgtJLU3YqnPca6RSFIAvKtnWloz4PJRFIVQPzr2SdW02gWs4Vz1JK7I9gLhVRbOY\nSdkteNJm8PsJ+cOohWW8f26SQFMQSkpIFEPSOkRhskYmc/ePVpa8k8if6+cn8kqGPM418uf6+YNR\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x5Cse726EPtuA977Amx4/NrcWz+EglqRcg3qcUBqFvhoLERMc8uhMinqZcKgHTCpKRkMB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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "scatmat(df_topics, num_topics=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# lsi = LsiModel.load(os.path.join(DATA_PATH, 'lsi'))\n", + "bows = pd.Series(vocab.doc2bow(toks) for toks in df.txt.str.split())\n", + "topics = lsi[bows]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "df_topics = pd.DataFrame.from_records(dict(t) for t in topics)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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19eYCPRw2P2eDeffeCy0t+R1hli0zmVGuS0uLy72tUZyKj8MttwxMKa6rywUL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GbIcmmPPffoybrqO72wsdHdRpPmIx/+sZSjNw3ioZEjoFrGYM0QQ6pL6mJCvRSSlgzH50Sict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ng0zEU7I+jj8JJHFA+qJtdU9bDp+zD/fiAOLVWQ6IPJcdj9USkdHTGCMwRbgnDDLuhOQJtN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\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S/Ql+WDXEuCuGOZXGNbOLM8XjNG9oYbopn5quEcwVVegLHDxTlSJRYydWDKaQDoygTyeF\nGZYvFEBrEbS7oPAAlD8E7/gcjCbFUqr8eRHfPVgGO2oBBfZMhZ9USBUBNLHEhPhPHyqWcdiUgrEq\n6K+GseXQ1iRCSgc+AWduhUgFnB4A3TBUbJHXLO7OTqI64JwZWt8N+l7Y7YRfT5Ikh15rzDyzBAZX\nyHuFktKeV/ULoV4ClG0BtKSFOwxrDoLLJ65EQbOm65CJTBIpzCNRhu0T5p80NHsgqqRod0HMoDBe\nCkFDklZ7nJaWzedFkIMP3i8B4J+CXJIhhxxyyOGNidcryQDwwgsy57tc8nj0KKnHH4MHHsgWFg8d\ngg0biEUjpPSKLNZTKqHv/zd9j3wX/H68jgDj8REiowHGy1QYHSXYCOlwmPqAVqSNyXoqYAJLD7Q5\nk3jdsq769DvhF/XCMATovUrWTrUh8HRATRiu64Av9IP7ajCXwJn/gUIVwt+CY3eL+1LRoIhFF42I\nft4FWkpwnqLeUQgj9ZKEAGAQ8rfB1B9KImT69yHgE9HGX02XNeAzbtHta+gX5kNLA+RNEfaDigg+\nmoZEY8GWAtcwVO2Xtor8BOydBjo9zJ8MFgdcqcD8PrHWHpkhLIhzt4ntJcBZpxxucQuUJuGbm9JM\nPR6m2QvuJ7x4dnVJIflStrKXGW9pTYaEXiGqhweXib5Bt11EvoyqVIZG5sCpYZgcEh/Rp6vhfYdh\n1AyOhFS5UhaIFkvGKJqSzFlwrqiZZ3D+InwZpLVEg2mC12rXHVD+iAh+heZA/iFpz/jMDfCPnWDp\ngG8+CH97P2xcIX7o88fB5ITTfWAdgUnXgckrwpOtcXh8BjScESXyX8+GpT5odwojYsaAvNeIEQoS\n0FNqpHQ4gSEJ2+v1zBqxsH1BITNv/zSN335CEgmf+xycPi2OHBlqVAYvozrb7G2m2SPPx0sKMQ0M\nyz8uvpj/TD3AObzxkevdfJMicz9nKJNwwX3dZ1UoioqYoTENR0tgziDoVAgVmdhZmmTtSRWDRv3K\ntJn9082wtB1m9UH5FDvjRyOEXTC1CwL1kN8Om1fDtCOwZTlYAjC1XcQW0wq0OeFAOZyshL/fI32M\nhSZpLbgUmlfBPdthxATt/wjO70DAJgwEy42w5FuynQp8fz58wAeRWtCdhDYXHC0VTRt/HkQmQ6FT\nEgFn7ODeA+YKSHVDQRRiFaIIPR6FimFpaTOltESFFtgMuMCVFDGokifBlyfaPofLRdwJhD2XtAI6\n0EUhpcr8NklLIodtELAbqUzbSZlCOGatESbDxNNXb8Dzva2vbRx+jeN57l5/Y+LPYWGZs8j860Lu\nXr/MuNh14ZW2/WPG51dpJxoIeHHd/EVJMGSwcCHcfz+xd67COCJWjek8ePbdMP8QDFdC/eMvrWir\nwE43eOKVbC0b5trhMoaLOlFSIq641yIOUCW7QBmX0SNSDPYgJFxgGBL9peMfhp+8AF/3wnihaBu5\nv6mJKiowaIXiMXnPqB7aPwibfPDeufD0c3BbO9QOSGJh4hotE49Ey6SgkNZD3AUtjVClB50OrD2Q\ndwj0RhgywNGr4dgwVI6AIR+iEfjFbJg5KEUCmw0WGqD4FFSugMJ9UKh9lRevI5OIQYA7LI5VJlXW\npENuSUIYIppBQUySKh1+SXxMCsN3roQ798Lzk+AqIL/wSnEHjC/NXgcZ9ullWIf9IU2Gt2ySof+n\n6zlyz/+wuUrFptEIVvpESyGuiXU9+nfw3u8IZUWHVMYmB+D5GmhIg2kAfB+G8schOgmMLbJAT5uk\nAtarWVOmEUcHkxYsh82Qlxbtg7AJCuJahW10gj3ZFBHu0kXl799NgX3VQrOxN4BuVI6lNgixVpj8\nHBx5J5T9Hm55Nyw7C28HFu+A/kLoyYM+C/RZ4Z3H4Ib3wy8fk6C7aBRaC2HqsHi422NyjANrIfAi\nTNI5cDfdCc3NeJub8Oz1w5IlIubS2iqDiNstP5nB6qKL0+vzZhVkEXtLz4M/fyn9JueRnMNFyAUj\nb1JMvJcvcV8HAl7yZ9zMESXCE7PA0y70xbVnYFG/Dn1aB2Yzvvpi3Ic6ZdZWVR5cAjedAxkBFQAA\nIABJREFUknFxSkCSrxkE5wmbLGmEI+UwrIdH58CXt0kgkRHezVxNnQ1QdhJStdL7mFayVX+vWxSf\n64LADMivA1ccem0w/TlhSYTnQktItq0MQY9DqiNVq6H+hyLmdM8q8G6EF98NC34Jqhnidu1483XE\nF6u4fgmKG6w+Ob5kAaSHxNoqc7x9efKaMZuM065KsalUFUnU7Jgsc0TdoIhSzndA4SkLwXQUZwzu\nepeeL/8shWK1MuiIYbEZMYVUhmcVkFdXheHWJtpGIbj5CXmjXbtg+XKca9e9doHeVzme5+71NyZy\nSYYcLjdy9/plxmuJnS/1mktVr//IJHFHRzN1ddr+LBbRWgBYtIjxs89j6ZPqe14CnvsaNH4FLBFo\nc8DkiOgU6IAeO5wphry0QroizdRzEC0AWwiMKYiVQm+PtAimLNLqqCKvjTtF7Big9YNg+CW8WA6/\nWAof3QaWm7KFgQzSCmyfAs9WyRor0AlBN6zzwvJOKSyTFp09yI5UCpJY2OOAZZ1SeIiaIVkPp6tg\nigtKdoIpAgyKgOSCPimoNAxAVAfP1sC0gDAM7++CeIOwF3tuFW2+/COg6xMWQ2Z9mFmT9tihMgJh\nCzi078B/FSTbIGaGyQPgr4fYdDh1DH4/Cx54CoZNUBEGRa8nXmnH9KMn8H70Opz5JTTOWSMC/t//\nPhw5kl3LXbSmeyVr8on460syrF/Pkc3/yy8WuvAcCvF0RZT7vFkF8JEK6L8Z/ssKnwxKT6/lGFAG\ned3QXgTuIUAvAemIBUbnQsVeyXY9WwsrzskFVJCQ5ya6SmSQRi7KAhXa8iFihsZeURM1D0sfbdQA\neiuczYcKBb5yJdx1Ql7fewPUfwu++Db4wgF4ch6cHIBOpyQ3bmiF+aPgGIBWF/zXzaAMQNAEKNIm\n4fHJD8iFG9PL50kDg5+Egm9B1Qjoq6rhRz8SJoJzXdZFwmCA97//pUyGDLQL0+vz4nF7LmAyXBKX\nKXOWw1sHuWDkjY/M/X0+ONEeDxx8igXzb5RWqjsnLFQzgczevUSf3kK6BI5rFL+U00y0MEY+UyCZ\nJBgNkt8X4vZbJNE73y86CJaEtD2krRCqAZspu3slDv9vMVTpwHgWegpgdZtQJFf5tG2Q5G+GKXEp\nDFtgwxK46wA8Vwnh94Pp91AQhKorwHFAWGvBfNhyHawIg13r0zxQA086YJ8dvvAsVL0DZvyHNheo\nMFYOJ78ApV4YbofZB0GfkopI0gFGzcN61CDsDqMKvQWQ1IN5Kdi6JAgBqaScccHkoCRdOt4mwpD5\np+GJt0HktAhQJsbA/u47WPjNn7MwbKf8e48ReLwZ1ze82Q99yy2wfTve4ggev0XG+FWr4PHHX8OF\n4X1V43nuXn9jIpdkyOFyI3evXwb8CQmB86//Q9v+kYmLjJNUBk6nB1fFWti8mbEPXocyLhZJujiE\np4PjhFD3S3cAaWlzcGkFVRVZOxn0YEhIhf/gTFjVAmNTYGgQdv47lH8Dtk2Dj++E+Fwo3gf2UYhW\nwngJDC0Qp4ZRI5ztBZMC1aXi3gfgbMm69oFYU+vTwlb40o3wb08JAzClA6MJ+i1QHtKKEGlJLgwv\ngsL98OWr4It7wRSCX9WDxwJ5bWIpHTGJ5lK0DHT9Iggd02kJA0VYnAA/mAfXn5H2h7QB8hToByZF\nZF1mSQl7QcelWR+Z556/BcqfhooI7J8JXQrYHDA4BkoBnDLC7BC8+wSEZ0PSqadsvx2SSbwlo+L2\n8fjjMu8nk+evgZRBQZ/M3q8XJJReAX9V7hIjv9mA+p3/xhWI8/nfDVDZF+XaDohMExuyDgf8+wx4\neoFkt37UCYdCUjn65TqxLjvlhC9cA880QPtsGHwPlByViy42GaodEiQWJCTLZpyQYMjEswm7tpC3\nwTMzID8GP5wnGTcU2NQAIzpY9n7wx+GRGvAPw+IWeZ31CJT/Ti7GW3dDwWl4zy/gn3eCaxw+tQcW\n6qFDBwfKREzkxtNw7zlpDbEk5NHjE9XRjFdr+ztg4JPyAxD+OJy4Bf5rbpRmbzN0ddH87H38xxdW\nycIhEpHHjG3lxdAGwAyLweP2/OETlEsw5JDDmwJbG7IcgvMspUzQogUm36zrv3SQ4vHA4CD4/UQs\n4F8r1Xc1DYZAjMHlkG5rQz3bSXT5EuJ58Kl2+OlP4b+ekknbkAazSZSey09IwKAq8hhYBKuOwH/8\nQFoJqtPwN8fh6rPSAxnXyZhnULN6OHFX9vAyzhNxPUwNwreWSevDd9NwogAMSdjUAZus8KF3wGfe\nBrHZ8MU1EIxAtBx0R6CgC74Qg+nzZXw99RloWQehSrD1QcVnYdwOuxwiVJmww/BCTXTSIn/ri8BX\nCHodOEugPCwaDcFGOKWCWUtq5MclSCINdU9C2TPChnvvt+FDe0Tj5yv74J8/vYkbWkYpOTcIP/85\nhmvXXXhuHn8cgkGcKSN89rMi8PtaEgyZ85xDDjnkkMPlR2auncgYfDVj7itt+0fuy3WI8wvOurpm\nXIcQhrPHg60jzrChAJCWxMK9oB+Bsm3SNqio4uiUSTPqgKgJTBqrwaTClcfg7jshHoRJMVj1FLgN\n8Ll2MBcAY6DXQ2gS6MOiYVC1BTDAwDPw9/Ww3QD+rcI6PPwcFGgJBlUrThTGRITxXAFMGZb59ysr\nJV44UgB7S0UsMlrK+c9SvkVev/qkzK9qChaNgLEL9BHZzqgFGP61mlWlWz6TziFaTDoVgnNgfo8k\nFJwxaXMITZe/FbIFcD3QNl1+783Lfv+qPfu7rh9KxuX4y6tg9gAsPSYFlvEb4KMHYHpQCii2sxCb\nZKXl6ml4S0ahrAxv4CBP374cb3VKrifNclSXApqbCXg30NEh57qjo5mOjmYCAe8fdZ1cCm8tJsOG\nDfg3PkTU14YjKh6ok1WwjcHoVBhaBKXPgH8lROZB1wloHITRKZDfAja/VIz64+AaETaQbuQCIVFA\nLMSilRLsnu/XAXa4YYVPLpSwUW6gNJIpiyswZoVeB/Q3QFkSGrYJA8EZBWUalB4Q3YTAVDgSh5Xn\nJNA0n4LTdgjaoCYAv5oB0wYhbxpUPydiZjP1MLkfUnlyc9x9PXzlZ5rrhAJnCkWd1OuGZf0wWgW9\nt8Ipg463tVyBdcGN0NxM8zonzc513NO5iXs7aoW9cKmBSMuwevGJDQqA2y3eq6+UaMghhwnIVTze\nmPjCNQrGL90jf/h84PPhwY0HN9/TH6L4t9t5YolYIH71dwkqTnWff23L/euZ3vwtxhrEMioNuFpE\nPNfSBQPXwR6Hjpt+p2JvhWg+HLgeZrVAQTsYUjJWNTq09gggsAQMg5DulkX+aBDayuGry2DlWbjx\nBIxaYXGHWD6pBrGFPE+zdGV1Gcb10ueYmdwH8+A3M+FcLaTCsFiBa7qlXeHI1WBaCrsrYFEACo/L\n4t4QkWTwh98B/+CHAg+UfFOSwKeXwtRDsKMEJiVh1tnsfKCQpYCCtM6Z2yXp3VUgPZWqAgP5QjNd\n2SmVjqQORudB+Quav3ah7MOo6TBsq4fVraBcfz1s2wb/8i/ZkzmxzQ3k8Qc/gA996ML/v87I3etv\nTOSYDDlcbuTu9cuMvyQLWEt0nKfQNzfjbfLg9W5k5jNPkLc/RK0R9hvg1gg42iBaCJbhV951Glmj\nvOdeePR+aTPfPhkWpcA8AOM1MLwYhkah8UmZ+0L14DoCfasg/zh8eTZUTIJPboLB+WA8DnlxYRWo\niszzKsIsUM2yD1KiiUQaQgYYrxRRSWMV2FtlxArkicNUwAxRmxSUfQvgtp9ljx0FhhZCy3K4+hvC\nSFSAZJ44RsQU6L4dzL+QpALIvF43BsNGiXUybMteO+QXQGmntE+WjmrikIViQpBQ4GQdTBoAVLAm\n4PEroG4mBI/D0PXCWH/HryA8DVSbGAqEVhVhOZfg+JkU1/TY8Vr78LqheaeehCGFIZY9H0kzGKPp\ny8ZkeOskGZYvh+eeE6sHYKgAisLyhR9dAfn1klEbr5BqWrwcDA/DzJOQHpeLPHAtlGyHzVdAYxLK\nW6DPnL0wxidpHuXtMFYLkSoo2wmDy8DYB/8+Hf75V5AfzVJEgmbJXCUVuG8N/NNh6M+Hwt5sAiJo\nB911kP9TeL4SSsYk8dDukkxV7T6hGo1Xwj4TOMehvwSql4LySzhbIBdjWoHqKVIF21spDhUmTYk8\npcCDSyWTN39QzyxjJfprz7H7cBkfO6mlySIR/rOuj5Al+7Ve3Q3XfHf7H0w00Nz8ym0SOeTwMsgF\nI28sbG3Qs7M022Owol9H10c+QNOdGy+sqqxfz8knvseM+iXZFzc0iAf28DCtkXZqBtLoVDh3B9Rs\nyo6Lo9Xwd2+HH/+PjMvdV0KfG9gJTrcs1H9WCLcfl4SCxQ+B+WDsheJDYserpGQCfrYWnpkFX35K\nxtS4DswqhEzgiEsSOZnRSGiEmkfEWQJECEpvg1EnHLPBo9Ph0/sgHZf/TQ5IkJGcDsc/BTN/BtaA\nCE6V7ALzUdhbLXo/x/4Z8v8bOtxw0AEf3CeWUlGjJJkNCENDRaoQhqgkPnRx6J8rCeb/vRo+9XU4\neDOE/bC9Dox+WBGENUe1pLNfPo/jxIXnTdVJ1URZuRLOnIGSkmzbW2b8bmqS5+6888Lq2J8JuXv9\njYlckiGHy43cvf4WwMsJSGbigKYmAkd+xDf+427W+Z3Mfc8/sq8GFp+FU++EaU/InJRJrqtAQifM\n8bxE9rlRk7STv+CGfTVSAPjK78CiLX57GyDvFIQaRVAxeCUc08H4MdhZDWWnoOgaWPeACD46oxC0\nSDW/YkTiDnMqG3+oetFFMgW0UUkHR94L+XowD8o6r/CgbGs5CmddYEqKrt5XroYvP/PSrypTOBgp\nlvdSTRCul8fRQnCchaIXpPDbdSVUPZ/9XnwOqByT4+irgvF8KQwbfaA3wMoe2bb7VjhzAK48LbFF\n7w3w3XG42wv7KqH2CggdU5hSNJloYRzHlnMMLoHigSkAPL20nM6e4xwtViEYwjB5CvbhCJ6/vYuV\nt/wjyoT7NafJ8DIYm1OI8USAhB3UiIhp7J0ES7uh7YMw6VEwRyFSD/kTnBVVHfStgdgBUSe/ugP8\nFtE/WN4llS9rSoLCuB4MMQimQW2AJ2PSR+u3y0L/mg5pU0ghAWqmF6nVJX00qhOG0pA3Dr6rYOqA\nBNLRcijfDC8WgHEUFvVA+4eh5v+EXpNOwn+9H641SubLkoSYAVInYeZuCapteWAMwAuz4Mrjmjqq\npi2hSwvdVlUgZoTOm6Bgr51YYQHl3SF2TUqxdsAB0Sj3zA/xxR0w+JM7qHjPxkt/2ROC1PM92znk\n8CqRC0bemLhntcK92+S8+O5swr1h40t6OL/3g/V85EMPXVAlV20m9tUlmNcGJr0FdTxKcC6UHBIf\naWsSxoqgKw1lo7IfixN618KpnfDUNJg0BmM6YVx9dDcYrgWSkDZLEqF0rwQBKUWCmO0z4JqTsq/O\nApnky0dF88aclHEwPAU4KzZTBu1yG7aA1QFn/k7okHuisPLXUDQErgkiUAoQt0G4WtStLX0SHG1Y\nAlf7oL4MWqfDjMfBrOgYK1PRxSAvIAmNjJATaM4QDhmnFaD1anjICo1+ODkDxoNwfQRu3C1iUV/y\nZsUvE3bpA00ZQJ/M/q0oCol8BWPSAr/97UsDw4kMhpMnYe1aEfLNWBL/mSpkuXv9taG83E1fX+fr\n/C65JEMOlw+5e/0thMy8ryUdQr95EDWlTd6KLOgVXR61e0bZfCWsPgzRKshvk7WGQZWiQGYe218J\nC7WFc0Jbn+yYBUtOQWuRuABakhIf9OXJowK88CCUbwPbAIRnQf7TUNAHP2mA2yIi7gxZPbzobCg/\nIPNvuAIKeuUYhhZozPUeiFTCeLkwCgtPSxxS/y2ZV0Ec+fIS8MxkeHayxBuqCW49CA2jwmgEGG4U\nl8DuAigcA6UWxhxgOQ6BBVCzO/t1+pfAgWEojcCMYei3Qn2GZZkH5lEYM0qsQjrrdAGiuReyiJXm\n5sUSi4AUtNf2wpx2KHQq7K7K55r9YcYrof9tZor3GTHMW4bVvQTv5m/jzeunufr2885goZ/ci+PM\na7tf/3o0GbxeEokAhhQkiuRi6s+D0jHYPAUsR+CRL8GIPasaCpIYQAHHPrCNQuUwHCkVas2sQdhw\nh1iCjRdADLCGwBgDZwJMUfjoQXjnCfkyP7cnK7SoQ3qRMqgPCL0lqUj1yhqH2dulGla4H2o3yQUz\nuQ9qAP/1UHBMaDcjRTDogo/9GOp/ANN/KPuc8X3xU00Bzrj4vaKAMwznlsnN1lsgFB5MwpwI5On4\n2QILk7rnMTRnCvUdIew19SzuiIr+QjJJo1++v2DfZjoeW5vtydmwIRuYAuzdC83N5z/zq8HJ+255\n9S/KIYcc/ixY0a87f6+7nW65553OC7b5yIc095h168DrJWXQQyxBYRjQgRKPktYL+wBk0lQA65Cm\n0TALgn8LL9wuzztuhHt3wwcOSYLgcztgagcE90kgMvm7MP2/oeAIDJghWQgYYfUZ0TlIA8Wj0OuE\nuBV6p2aPtb8E7OlsggFkfDYPgLoLxvLgmkchpMLPZkPvctkmpUgyYtwE9EO/TaonaUT1+WgZbF4C\nV/xU7IONcRXVDpYwxLQqjl7bD0DKJhWUzIxcdQr+dSvcdhx0AWgcgF2l8MP50F4qr80csj6mfU4d\nxPMhXiD0z/DUNGfushFYU0KAlvPtLUCWZut0QksLzJiRFfJtaMjpKrwJIAmG9Ov4k0MOOeTwMsjM\nERqLwVGyHNe6e3A5VwJQ99Xt2KaWkMiH61pEp8DeoyNtt/CbKXCyUNZTCb2mVeeU+U8PDFtFu27L\n+yA/BQv8UD4iRQKFrCtfZAq4H4d4idg3uzcBpZAsgcZ6sPTK3AjyOoMK0Tnyt78Q8sNwpEz+LjwA\nYyVSKLD7YYMTElXSmlmyRRIHPocwwo2qFHOnDcHdz4jzxZc3w5w+2W5YY37bejXNJMCekDl6rAHs\n4zAaEfZEvAw675D1Y8NVMDcl1taZBANIASGNCEqSlnWkAozpYWuD/NFaJIz2B/5PXtPshQ1b4LrD\n4JsC1q40yYEwigrGbnDsjWH2jWH1A3v3UqXa8XziP7Ni/k4nw9eYL8eV8hK8JZgMI/90C21nN1MS\niVKySypSviZwb5Tszk9WwOIucA+Cbw7UtcFIDMr04nOa1kPMJuwBFTmZZlVUS80pockY0nLiY0YJ\nJKMFkE4DeZKh6yyALgNcqQfTEAwqUOEXq8hgHlQHpF3hHe2wrxTm+qF2RDJ2Sjrbv5NByir+p91v\nh+AxaDXAjadg0zy4VZV+pM4PyI12vs8XEbSc3J/dT1IPszphyCLUYb0qSY6PNrnYuMVKq3WcNgKs\n6pCbKWSSyp8uE4wbIGhSKBrV6NMTq2IT6bavoV/Mt9aJe3Mwx4L4K0eu4vEmwCuoUHsfXM+KL/+Q\n8fExusuyzw8XSGuYSYWqsGT280OADtoLYfIgxBxwqALq7eB4Qcadcb1UDpaflfG2bR7Eb5UqhuNZ\nqXKEjKLUrFrghRJY2AX9M8B5WsZtAAzCAtMBL1bDzHEwjAm10TwillqjJdA9CWp7xba43QHFcTm+\nBedkN2md2AM/NR2aWmCsTqomSQUUM4xMB2UU0hERjTTFQJ+AgAFcEU2PQSeBVodLRJp0KUDNikV5\nfLDNLSKQa62SoDhmg+v3Zasqae3zZO4WBUhqrRdjVaB3VRL86CLKGz51Ia01Q3v1+eRx48YLk8V/\nJuTu9deGt0I7Q47J8NeF3L3+FkQmzm9qkjmkqYng8A6cv+6Qf/u8zL9pNY5IjWzT3Az19VBfz9je\nLailRob6EoRnQ8kgOFvhSDU09sPm98OSh6EoCtvrYZWmi6AaJTGfMoljxWgFVG6V1snu90Pdxuzh\nJRTYWQv5ZTA1ml0bgSQETP0wWASVPtj7cSjzw6F6cAfAOgJjBVC7FxyHYMc0qB4Qrb0remBKRNod\n714L9/9GEvzdCnS6uKDI2r0Q4nM4n79VTeA4AhyFoog8PVYuyY2LkTJBT6mwHPtsEDfC1KGstWbC\nDqOJC602d7ilXRM9JNLw7ExhYoYs8rmOlsKCyVB8PA/z2QisXUvkbCv2460E1i8nGN+P84UkwUWi\nkOk0LMT10K5XdVm85ZkMtgefoOGJKJVPgWFETkTtJogVgckIf3MMFp6EvKCIZ+WNQUUIDGGIF8oC\n3xyRBfj+KTBmkT7bkEUybEfLpcVAj7RMBIqEAhsrEEEu0wBU98KKfhgvEjXwrWWyvbFMVMX1abhr\nN1ii8P7DopdQoGarb4bRrDMFgG5cepXNgzC9VS4WnwO6HSKkRlosWjKuESAnc/ExmNYlf9d3wQyN\nkuSKwu/q4YPrRFHVEhjB84EUk4IBUUOdM49jpbD3yjIiJnj4bWVEDfD9e6ZTEE2TWNZ4YTZz/Xri\n33lA/m5ufnl7y4tw8r5b8K114lsrFVHfWic/3/Sx13zuc8ghh788iv/z2+jCY1gTMLULCkNQ0wuN\np2RCLFYkmZqIwYhBbBsnDcPhYhgfhxEFzq2UsUpVwGgRv+ykDvZUQ2gpHDsCZ89IgiGpgENTp04k\n4IqAJCfKNUZZLE8SteNOQAf9lTClX6wvR1SwDssYnqkQ5PXCWEgStYbpkJeGwoLs51NU0b1571FQ\ndGCTmIoxg/RhGiLgaAWnX7y+dSl5L8foBNsuRRLSP7xSEhCKmh27vW55XNkDy0Lg6II8E6zog/BM\nGFwumjxKUioiKYu2X0WS5GpZEWc/U4blcDfj9sBLE76ZhIPbLT9/JqHHHHLIIYcc3qS4OIbfuPHC\n4mJjoyQYtO08bg9qVSncdJOwnD0eqKqCaJRwWSX2yavp2Pt12lbCiRvh4D9AtQsSDvBsh8KEMP5W\nt8KINv/qEmAMgWVAku1THobIVOh+n8QUvjsgOE+2NaZhtQ8W7hPXqa6lwk6wHINov6wNddPlNZYk\njDbC1Zth7nfBcRrmfweeD0NoHuxfCeURKRSHLFAwClEVVh+TYuzvy+B7C6S9/h6P6CcBTHoB6n4I\ntT+Wz7LtBYgdBWNc5uwhG7QViivgxVCSUN0l7oDuEDj14EhKgWK0UgSwjYoYDgCgFyF/9LKOHbKC\na1QcJ9JAVQgqY1DQCop/lJTNQHrHNuxjSaivx7U/Tt3ppbgKrsa5P07djAdedYLhlXCxccKbDq0r\nFSorgQjojZA2yYWomuVL1yXAWA6jethdACv2a/TTOIxNhtQA2JNysQIsOyOPFSNw2gVTgnKyz1eO\nVHANgT8P8mLwRBV8oFscLILToPMqiAVhYAV8qQKKbgDPv0pLhpKGirCodyqq1qeUhmAh5I9l1cYh\nG3wW75Zt7DFwTYamWnm+83ZJMmDQhCyBf10BHhWe1cHbugGjBLVpvVivvO003HxaXt/sSfL1bwxi\n0IuwiHrkEDNMMHN/HyRA3zuINQVr3ve3KPfdj2F3i7xwApOhv+dbVPl853t6zvf2ZoLXS7AbZtyd\ntUp77F12Tv7DZykGmr3NeNyeHKMhhxzeiLjEgtTr82atLR/5Ij8HvrjqXrAqtFanmTmqJ1jsxq0r\npDtyjJRBx5AaYbqlkkS4h6dq4e2nZQFurYRIHSQrJBsfL4arWmG8FtyLwVsMK8fAVQjDJUJ3zGBf\nNcx1gHVAmGlt06G4GEqfFYcJJQ2lPTJRD5WCq1t+V9OQtoAhqAU3BcIIqHkenq2GZR3Z90hrCtWm\ntLbQt4AaB6vGcBuPgw3R9jEkhCGhIEloY0q2GciD2jA0Hczut9UFD2sB0j2rYVU7zLXD0Zvgim9A\nz81ARKo2ll5JMOhSwqJL6kQsy6ZCd3KIgUNG6pc1wg2RbCB4UXvL+baJlzmnOeSQQw45vMnxpzhR\nTHztxftxu7Nx/sTC4oTtXEs+diG7WVszlGvbeWZ6iH37H3nkU9B0b3YX6T5x7bP2CCNBj2Y1PSEZ\nn39G1nSmgFhktjXB5B/JeioD1Sjz78hcqN4jz+nSso2tV4SU9Wbwfx4aNoJpGJIuyAvJto/PgunF\nMHs/tBbCmjZJCpwuhKIx8HTKHHzTGbjmHHxtCdzrldemtHXe4TKYE5LCR3VYGOtWjV1ZOAbRszA0\nwaIyrYdYsfwedkH7AqhIQclJUAfkM+VpMcwZB0zrA7QCQyohOhEvumE0Ls89OwMsRkhbYWZM1rup\nQkjFU1hrGsS2ev16EYAG8HgILjTgyvx9GfGmTjKkdAqW6+WizLQbRO2gS0K4VlMULwT9gFSvdpbB\n4jaxl3QCcT8E0mCxS4uFggSlpOUi2lMD07RemUNlwj7IdDBGTFA0AgvPZY/H2QIzh4WGu+ZnMK8P\nds+TbJIuLb6nZaMQRbM5SYt2RKcBGqMvJRN22cFSD2f7JTlxrgtmHYTuD4D7xxfeWCkj3OcF32JY\nvU+eCzaA8yikjaC6JCh+aC58ehfcdQQMernq79klVb+kRWxSAD7wYoqAGaqm3QeKjqTJQGTuTJzv\n/zD+j9YxYumEKoWurk0YetyU+2ovTcG9OPEwAUvCBv7Wk3OmyCGHNzwucf9OTApm7uF43tcw3f9V\nyu77NOlFxbjv+h4Ak37+cyguxvnUUxCPkwwMEDMmztMZ57bAoVvA3CML81A1pEuheARKNgH3SHUA\ntJ7OGig+K5NvVC8+3plAxNwLh4FrdVpLBPImSQsoAzBsAqdRWG/pcSgE9lTCAi0ZECsXC61GJxj6\nQBmBPgPUBSE8W8Z5XRSeXyyaPcMlsDMF7zwHiWIw9EPCJZRHa0oqEKZeGJ4G2xOi3/DtjfD1q6Sv\n8x4vfHEV3LsP9BqDrapbkhkVT0JyXNo/knatpU6RbfRAXspAIC9FzU23Y0vsouvhdbBpIx13yHfh\ndDbiypywiUFfDjnkkEMOb038qUmGiY8ZLaYWTevH45FFasapKBiU7Zqa5DGTiMitMXn4AAAgAElE\nQVQgU4SE88dk9qyjbvQ3KKSkfUAT1g/OgdgwDFjBpVhQDVFSLtAXgHFQNOsiU8TRzxCGooMwbgbr\neHb+D88SF6Y9NVJ07b8C9kWgqAUi+fDraaKpULwdtv4N3PBv0h5v0JIMxVqx96bDskZ70S2izDUh\niU263gXOn4NND6YErCmRuCE4T+KQzLJM1UusYEmKFh4piVWeq4Ufz4Z3HYfYgLy3otl1jtTA01Vw\n/XE4sxzUEQgnJNYxaH0HU0MwZgdLBEiC0QCHyiE6AlOGobVK2iWSQDQJx6wwwyEtG2k9hM8eouDu\nr2fPm3aOnP72V3ul/FF402oy9MxQsEywWjQNgD4lgoqqSR4NIeifDsejkunZXA+WFCzthFWd0h4x\n6gL/O0VMMfvm4oR5REssAHhrJYOVAkbmQeqU+LBaJvY4IIHsk9dKT++UAej4kCYAuQem/h+gCYFl\n+lQCNhEGMaZFQMQZzR5D80r4UK3QbhJpqZKBJibSJhTd6CTpDUo6pdc4aBVBEOOAiItkrviMP7yn\nCbwb4aezwLHqeq7ZuIXfzIDVhnnYWo9iWv9FUvfey+Pf+ji3/cNDBAJe8suuxRBPvuQcnPmEwtSi\ne+SPDKNhYhD7Cn3cJ++7hRl3P57TZPgrR653882PzD2cYTd4NnoZrBljYXiWuFJkMKHCPvz4I/T7\nn6fILErUI/UwWi80x+Lt0JknDjm2A3BiASx4PrubQwshHpQ2tdLRl/b99eTB4RkQLYZ1W+S5FFl1\n64x3dsoift6ZAMWfhE67BBdpBaYHoVAHI1VQ0iLBi+MwhOZAvwGUdqlwHFwNf/9jcOhhZwnMdwhN\nEyT4cB6C3uuhYgs844ZrfPK/NKKbs22qtElk2vJMvfK8Qat+bJ0LM+0waQ+knGAJZNlxqgJ6swUM\nBigqouN9Ceq612SDvj80Hv+Zvddz9/prQ06T4ZX3n7uu3ljI3et/QbxC7H1JXGxX6XTKQvTiouHE\nn0u938TfN2yQRMQl5piRDevJv+8RtjsCrPLB3mvhV/mSnL/qnFg4rumQNvFF3VCAFB/CS2U0GZ0E\nFb8D9YS4P2QsKkcssmjvuh3KH5Z1mjENG+dBRxHcs022G88DvSm7NvK6ITYLyqrl78N6ePtuMJ8Q\n1iCATXMKjOtlLakCI7PBcUxaMCb9SN5rfyUkTTBsgDn9cKJUGAxUS8G7vEP2Oadf4h1zGobz4Nfv\nhuMGyD8JV3TD2i747Z2w4lFI9EP5OOzQjs/nlMSHpxvQDAWGbXCuHK7QXDZUBdI2Cyl7FPMA6J7Z\nDg88AEsm2I5PZK28Ro2mP0mTQVGUGYqiXKMoiv2i59e+pqO5TKj89nbaguKd7joEVr9kucZqpOJj\nCkDgCsjvgeVBSRBc1yYqnNdpIoexShhcB/YuGCmRFgclna0SNfbJwt+fJ5msoFkyWSCq5KlJcPu7\ns8eU1oNqhZYILP89VBwEWzss+gRMezTbg5s5E2mgpRz67NBSJiqr914Nd10DG+fKNkNWOF0E41ZQ\nS6TFIv8otBRoKu3doNqh4KTWe5SAvHahDo9MkWpYygotk+FTNwA6WPkR0CsKa//naQA8reAMRjE1\nLKe7/RDDTiO3/YOoxrtcHiJzZ17yHOTH3OcHlJbj215qhfYKwWumdSKXYMghhzc3Mvewx+2hGQ9O\nf5DbdDdmXSkywUsmCXnnnQwfeZ7JZ6DoCJTsgrEpsPBTsPTj4H8BIn7Qx8USKpNgiOm0cXgIFpwV\nZtjQUm2xrg2sm6fAqTI4p8LDDbIYH3XImJ5xFMokGE7kQ2JI9nfQKqK5V42CrwCW94kzUToAziPy\nurzjgCqJhsmHoMQK13TDZ34lCQYlJXON45C8b8oi81K0THR2Ou4A9RYYmC+U0IRO2ikaumRszxsS\nWmTIKsGH3gBqHjxXCgUDoBbDeIX4iitpiE0qQ7EYoawMli0Dnw9nyZpswjcTOF4s0pvBJXRzcsgh\nhxxyeJMhM86/3Fj/Ssjo9mReO7HSPXGbiY+Z971UrO/1whNPvOR/ge+tB8DQ0go6Hdsng3dpJc7p\ncMMRhb8fNDMnDm+3m0jOBV8J2IHuG8HRIyzDofnSRtC/AhKrwZSCkUoITYfISmmBPxCBgpgs+ttK\npO3dHYAt9ZK4SMezCQYQ8cbpJfDEKSn2th+X6r9qhVSJtMerOlk0W7Tkvw4RrvbdAWY/dN8uTItF\nPXDV/2fvzMPbKs+0/ztHqyXZlrxvsWVn352FEJKQKCGBsDZ0aOHrMCXdpp02HTKdTktn2mKmnZaP\ndtrQ0q+dLjRM2ynMQAmF0rCEKARCyGonIbtjeY13y7ZkydrO98dzFNkBEgq0k9JzX5cv29LR0ZHO\nOe/7vPdzP/cTAGcC3Dmwoh0mlUPOHJiwTNafU/rl9c4ERFU4NA8W/A6OWuEjB8W40hyHskkwkgB7\nmf61VsOcLunAtSoAv79S9mPVxJhyfruoKBQVFDOYYlEs/TBqJZN4AEkMp8/3WNXKuxwTXFDJoCjK\n3wOfAY4BtcCdmqY9oT93QNO0+e/q0Yx/7wsqGX79EYWlR0E1y8LafVgkrMMT5Qt3NUI0W+SyzbnS\nx/XZiUI0TOqXFiMgQWD3CijaAc23Q/WDmTKEM3lQHgJbTC7KJg+sDGQyU5oJ/HNgRYMs5H/zQXit\nTWqGQC7a5W1AQmS9Zv1xTYHnZkNhjygPtk+Ux5d0wzfnwdIWuPsgHPgQlIbE9MTWCfmvisN5MAuK\nPZBsE0NHRc/KgRxbziFIOUQ2lLcXEg5EYpuEq/4PPP28ZObOzIJ5v4G2Cgi5IacTTPYqyTy+lUFk\nDDrzrJT0x97i2TVgIAMj4/Hewzl10ptlz0HKq/7nf4hFRoiUQs8ymPjfQhh8ZSXM6IYRG9zWAK6k\nELH5Kej0QE8xFLXDgmaZ4Kt1JZrfK9mFf/XJ+BucC+5D4q+wJpDJ/qeRMOlZES88b4brOgAr7HKL\nkW8sIVLM89n4lALBIim3O5UNieVg3QurmiAWFeI3a1CIjXQpX6RYTIGPFcDU3kytYgohG7RcsAX1\nbkMK/L4W9haMf98lXXDZKbCU6S3AEir2kAvTl+8ROavXK9+v15tRl40lHMZ2mhiLP1EZhXGvvz0Y\nSoaL79+4ri4tGPf6/yIupmTYtClTj38+1q/PlDgEAq9XxF3svfx+mYs2bZL9BIPUR5qYMWk21t+9\nxNkP5VHav4i+3ucYbjHxwDVx1leCvRNQRXVe8ah0zyt/GNpKYUInbLsCrn8SvnATrItClhdO7QJn\nNqx+FYZtMi+33QHzfwj/PR1uPi3rI7O+NLl7lSgZQPdP0td6KYso4LdNgwcvB2+/zNUJBWqyoW1Q\nvJSqBjNJ4vMRnCvJhbTRswrU+WDDEOQfgLPT4amPwqpGSI1C1RawDWQ6YHQ75PhfmwC+k/q6Lsm5\noTMFRLLhhEMIkzxd9R5ThGBII6aAaoPRLBXHYIqEx0TSZYZEAtVTjK01fM60c9w5fTvqFx0XUjJc\nzJPhE8ACTdNCiqJ4gUcVRfFqmnY/b/5d/9GRVBRuBXo8oMyG0za4XP/CTc3CDAHYh+W3dxAYhF/P\nGuOroCKu44sgXA0t5YAirS89+4VEqOnPvGfzZPjlKpizBVoXwys++OCrcOVuaFoFpjCsPgg3nYVv\nzIOvPCtt24I2qZlxxDP7UoDVr8kF9PQU+PhRqGyHx6bDhEEwm+B762Dqc5A/G5QQHB2Ax66Dvz4k\n9T0lTunP7o5C2TC4s6R1ptomhMPAZFF3xKxgGYFEjpAwN52C7qug4BGF+TPeR1/2Tk7X9nHtZg3q\n6vAH/Hj1C+/Id25m1ucef1OSof6WZZT498k/qkpngZ1O30JqH3133UkNGDDw54Vz6qQ3MpDy+/Gv\n9+Ff72Vxk5sVL42Q3QEH9sAv9E3MmnT4ue6kGCqOOGSsyw9DRQ9smQ/OOdAUE/K06aOQfRTOROCO\nBvh8K8yogu8Bd1RC1Ayd+VBcD52roegFGFEgOgNCTVAahOsHpD4yAazsh5BLlBRDNti4FjY/IVkK\nRzOMVAn5kJgEl0XA9BQ8WybmvY4kMJRZUp1dDqG94K6Ar18OrxXAj56QgGJSP7Qtgprd0FsN9gPQ\n54ZhDeafAnUIykLw+BxY44QrDoFJATVRhdbSjPLVr8ibbNyY+Y7TJELaCfx8AuEPKGkzYMCAAQN/\nZrgYYbxly5uTDLW18ly6TSW8XqX8Rr4NPp+QC7oCot43jVr/cSgqwtoxRPzwLhrvy8NcNMSpgmdp\natN47LoUBZ0KD7cpzJiWYtUp8cfTTNLBSVWgOiCl4Wt+Jx2WvvY0WBPQdhl0m1Rqz5qxpWJ0VpdR\nfOos3Xs0UsAteqepmKorEHRCIWaS0opfzIbrTosaUo3Lz9RZ8Mj/0z+SD76xHTqroKgt89FTqnTI\nyo1l1pJqCixtsrYL5EopQ0D3V34gF5ZPhOpF8Fo7rDRD5eNCMAAM2OGJqdIKc0kr9BSCdlz8BZ0h\nGJ4MliZ4cZbYAOyYAOsOwitLwGkZc8qfgdZiCCWgzAP2rhQJDaw33M5A51Y8JWuF9Nm9+43P/R8p\nyXAxJcNrmqbNHPO/C3gUOAqs0jSt9h29uaJ8B1gI7Nc07R/Oe+4NlQxbJyksC4BZgbY8KLZCTxXY\nj4NrCBJesHaBY+j1LMjPauFj9eN7p6YQsy5TFFpvgapfAnrJRNpgy+/NZMi6nbC8Cv67D7Y8Ivt4\n8iroHoKrZkjrzB1eyaKlgKgbbCMQ8kJ2k9QBOYKALq1tLJLWapsWw2+mSTnHhuvgQQV2noD17eAc\ngKRTd0R3QFYbRCrkvc0hiBZBwSvyue66Fb7YCBEFbKqoGEq2g1ImWpt4uIukmsRf5WJaME5gYgWX\n+RvZ65uI2+wiWOImuGcH3q9+F+dvv8zkKZ/PfIEXyHZ1Ftgp6Y2+4XMGDFwIRsbjLwBr146vAwTw\n+RjZ9Sg/e/4nbNguqYZ63Qfnc9fD1cfh95NhZkLlwztSWOKiDEghi33TqEzUrbeC51dQXwpNbmgq\nEPPf5QHovgZWPwS9fw3TfqabJ4YgjjDsr30K1MdgWo8cUkLPbuim1ijAsEWUarnD0FAE04NgH4Vj\nhZAVg/wkOEbhr94P//U7cIRkX+l5JloCPSPQOR0Kj8GEYSmFcMVlm9M3guVFiH0IrP8FJ4vh6pMS\nrFQNilnUzplQ1JXxCErvf2imjNusX58JHMaWSKTJhjdxAv9TkwzGvf72YCgZLr5/47q6tGDc65cY\nNm0ScmEs1q17/YIzPSesXy8/Y1Vv6TXAm3kwjPnbv7gEd8pK8fFWlCRYsiA6Ck4PNMZgTj88Xwk7\nqmDj8RzMxUM4W8ASlrVRyiRdnEYiEPDIGulLeZD4rZDzaY+6fgdkqQq5YQ1THD55PTzwNPS7oXgA\nzrrAPlESx8/PgBmtUBoFfyVMt0HhGekqlTLr5fcHZK21vVy8k86WQdGgvJ9pGLpzpB114YgYVhbp\ny56gTdp1j1rBGgMUuGcF3P0inM2Gby+DRDk4+2HNPil1SEMDvnodfPkVSNrAPCrqR3WMODyhQPtC\nKGqBeB64TsBpLxQNgHsA9hfDgi6JW5IuiY9i+RCpsWNJOslO1cCMGcRP1WNZs+5dVS++E0+GLkVR\nzhEJmqaFgBuAAmD2OzyoeYBT07TlgE1RlAUXe03Qk8WaRnBo4nGlaODohIp6MVo8nQ+RyZKdOv/T\njpihxS3mXwBdDthfAq/NgKffJy3BnM1CKqjJjDeDhhAGn2uFZrec6P+w2AlmiYnitxbD/iR8oB5y\n9C6PywNyohMqZAUl4M05BREgMlN8I1K6t0O5Ihmtjbvh8S1QXgZ/O0FapSyeDifL4Xix1O9ah0A7\nmukA4W6QshD3QdhXAg/NhTMp+DVwvAQKXhWCAYCODjh7lqjHBWGV3SsmEgmPsrmkE0cSfM+fpnar\nfICDxaDV1xGqNHMwuomzz9/LkZyG11+QRj2vAQMG3gqi0dcHIz4fjiW30FhdwEmvnRSyiI47YIpW\nSGEUjlZYmOqcTVaeNIaOmPSWl2fB0SH9td0HocuhsqRFugApCdj4iozbK/aKKVTN/0hpnKZK+UJk\nipRZOKOQuBmG5kLvPFGfpRxyiHGPzCPZcWheA0kN5gxCoghemgiV/dLq+NUC+PTV0OmCT18lRpAH\niqFT72VtCUKjB9rM0rbqF3OgtxBCpdB8OXQthd5vQPkTYFoJJ0sgngPZipDLliQsPwK9WaLI0ID2\nQukaVD/JJYFi7Ri+XycRzrUXDQTGn4vzg0YDBgwYMPDeRlrtNlaFMJZg8PszpMIbKRDHzt3p336/\nGESOmdvr16/Fv64WdyiBo6kNc0KIgJwoWEplHTO/C8wJKS+85gwUnx0m7yBYIso58/4jl8tCO1uD\nidliumxLguMGiFWLmWK3A2JAXlDjxXJRH+SOwr+tgAPTIW6DHgc4WmQuv+qolBP0m2BGJ+QG5L1S\nZlmn5e8TgiORhNUBiTVKOsRUf1c+qCqUhKBiGNr/FtRKSQbcvRKiVnn/YzfK4l7T6wSGS6EoCf/+\nO5h8Br7xOCzvkQRwPEu2UYCadkma2LvE/DJNMKSX7opdYg9bP8Sdop44o8DOeRA2ieElSHxgCgFx\n6dQx+InLyb73UbjvPti8mUQimFGebNjwdq6kPwgXIxk+DHSOfUDTtISmaR8Glr/D914MPKf//Txw\nxYU2rv/6Bs7aoqjAtqnwtcVyMXz0BjicA5Zh3QirRE5QyiLBJMALXrh3GVQPwM4q6HBB8Qgs6ITZ\nR8HzPAy5QB2GuAsS2TqLZhK387hLamw/Ug8/9MPK730RgJ8/Dpd1ipnIt5fC/R7Y7pX3UxHDkahJ\nAtuhqVJ362wCe4vIcNMYtgkLdsgNjsNQ+yPockLbdtiiwuM1oDolWHXrLEnOUQmaWyfIvhZ2wvoG\nuPUIfPoALGgZc86AiB0iBRpZzYNoyRS3b25gYg/8/Fdh2UZR0BSFhb/cgQI88eogzXsGmbd2C6Vf\n3yplE+djTLDa6Vv4Fk65AQMG/qKwadN4s6gNG14n3V83YQ1FN11Ow+0uhhY4OXWjjbX/dB1nrnXy\n7avuwxd0w113EZ7swZQUouHkPOitFYVBVjNYhybQkgs3BqRntXtUxuCSA2Ky1HeFlIuZIqCNQM5J\n8D4E4SCU/gI4Lq0mQQIKyMgZFaCyESzo5RBt4IjAiC5VNAMlYTGDckdlHpoB5CWgrQR2lsh27nYh\nQaoGoSwiPbtbO6D8cVj4GdhthdOHwdsJ/zYfDrslyDIhXYyWtULYJvOJaYaT4UIXAV8tdT5R2o0z\nePT7if7zFzL1tLW1sGhR5v90gPiHkgwGsWzAgAED7zkMzEUUb+mSu3QryrEZ7/PNIXUT57GP127e\nim/jJtxmFzlVUxh2yMJ/EAgAlpBerq6Jmb0vADuqNFRgu1djeyUcrpC11OZa+PlM+HYFxE/CJg9s\nDkBbEIZmgycCVUNyOEXlcMdBaRm58RWwRKB7MlQOw2mzxA2o0JgnfgYlYdhXAeaIeNRpQMwNg3Yw\n6QKckF3UlWjSElNJQeda2DoHKv4H8k9LOf4926GrDNZXgdslSvNIESxpgTNlop5UAGs/pGzQq0Aq\nCkM6gZAygbIKDhfCkBtOlcD3LpPn+i4T4+jAHaKSjJRC3gF5bk0jXLEL9urKdn+VdEVMNxhwxiHx\n0ovw2c8yPFzPwJ0+EhVuBu70MfzkJnjqqXfhyrkwLujJoGla2wWee/kdvrcb0BttMIjEZeNQN0bG\neeU9P2CV/vfqY/KzdSL4mmBaCnoXwKQOCB2CznngKQR6wHYGAnlQMyDGjesbIKQHh+fKJhTI74JD\nU2CnD673Q6JATnzCCWadrKjNlQu1pC3AhxokWKyMCpP1pZ3CsoUt8PlrwdcD6oj0fm3NgeRZKImD\ntUP2td0rN5etCxI2GHDDshaR6v5sAfxNFIKj8PX9sK1GLlI1njGlHKkERyOctMCElCgsUgos6JBt\n7Do1lLSLi2oiKQ6p7ZOmUl1/mgFHkvIR2FVpYkVjEuXuu+Ghh3DpWa+6ly2ECpPg9/NI12Pc6juc\nOTFj2VB9oDF8GAy8Vfj9fvzGYuUvAxs3ZoKQdKZkbJZk82Z8Xi+j3Z3khOeSe8Nq+t1bqP7r53jk\nmjB/dfs/wLe/C1/6EjlR0SXumgBbXPClXil/SLigwNNMchTKh8Vg0d4FEYt44YTNQj4rQJsLKsaQ\nB1V7pYVwcC6426QMI1oMBbtk7BycLRmFobnidWMKwWi7ZEE6s8WEd0kLXN4vSrf3nYBJA7LvuAPK\n+qAckYQubIdlzUIqt98qplaT+sGjewctaZX5YnsV3NgI81ozxwlCYpjDELJC3tEothwvdHZS59ss\nG3jlV/3me6mvLcFrdeD3eVn8/HF6HINMWPfFN24/9ofgT9zy0oABAwYMvMtYt+51DwWDfjwe3xuP\n7+n5eyzZMBbp58Y8H7xrI7WdEP6nfyBqFpN69ynpeqDpnfYiJVLenlIhaYarjukeB0l4ohQ27s3M\nfxuuh3/ugOBhUUVEqiWR0OUSg3zHJKh+Ga5sliTDqiMwmgdhYEaPJH9XBcTvSQNiOTCvzwQkyW6X\n0gxNBVs8QzJETPBCDTwxXYyo63wwSwFPBQTLoLcHJtTLWrHJAjc8BKG5mfbVK12gtWa+pk8ekG3P\nFkGuC9xB+T9aDNfvBasTkiGY1A0+D8TtkNUh8Uz1g2Lm72yROMXVKAmIgqh0tPJXye8U0gUxurqY\n6KJKzDPyGH7uWRLLavHcuJGBO3147vfLAX1208WvlXeIC3oy/FHfWFE+DXRrmvaooig3A+Wapj0w\n5vlxngzbqhVKh2F6nwSVLxUIy+UNype6vEfYoTVO6HGKFKdgEIbaoMAm3SXOhqVmBeD4Uig/A9ln\nJQvkC4j6IZIPoRnSEjJLJwSGssCaAw933cHAPPAdrKcfNwrgYwcvVsHCDunrWjoM/zUHsuLwd/vl\n9QeLYWY/hEyQmwJi8DUfrBmCkSQsPAUpTQwdPREJik2V8JImdbunJsD7Q6KCUIblJgnapatGX5Z0\nwEh/U8MTIafx3NdGfyVYumSfKaAjW6Q+aYyYdWPMLDsmhxNcLvxKM76p19CtBSi64jaef+RfWX3r\nV19fw/NO63mNgNUARu3mnw3eyf26YQMUFLw+UBlLVurvMfyF95N9aIStNaOsOiFBiZoS8nRUN21K\nt6t8NnsFS6p3cH/D3SRcsGrEzwrzDlIxCVwsOik7pE/8X14JX/ULAWHOA0uflFcM2aCvArzNYB1j\n0gswNAnaEjA9MKb9sAKNbsiZLX449QUyJtf0S+/quAesg+K9kBWDn8yHDxyF04WQ5wBzAVS9DCcr\nIbcXTCkJFsJmadlZMwLhKsg+IWP7sH78cQtYXR6orIT6+kwXD6DVv4EJ/gIpj9i8mTp/HXWbA3D0\nKAcde5nHioxr+FiPhreC8ztSvM16TuNef3swPBkuvn/jurq0YNzrf15oaqqjurou88D58/2bdYp6\ns3kh7Qe0ezedbScoisjDcRuMToDOUnjZBzNfhJcrIdgCS/tgzSHZ7qG5YuKcQhKoO6tgeQvEC+X5\nUBmoYXD1QCwENhuMFoOzMTNPD00ULzwlJcngvBHxbprTJQnhYg2UKLw6F3o9cMM2IS5+N0s6PERV\neHKqJKe3TIV1J2S/vZdBzmkYjUF8EuQ1SHl8CgjPBo9OMjTlQvVghuDwV4na0ZyCKVEx9e/Pgt4K\nUG+Gmh9AqwUmBqGxDNossKJVVPuQ6VTVuxTydmW6CkKGZEgjBZjKyogoXZg7k1gqquT7z1awrLh+\nvIrhhhvggQd4u3gnngx/TLwCXKX/vRrYfaGNr2rSmPHl7wLSl3RZJ8x1QW8l3B6DapMs2ptWiiGH\n90XIaYCDM0UOU9wqBIOG+DLsXg2pHNl3IFdcS9U49C2Fr9nB3pF57+yIlEys5yFuXPgQ1QS4Ut3B\nKnagAtN6JWM2rwtKRuDTezMEA0jHCGtcttlWIQQDwHM5YBoUt3FnDL6wGkwq5CbAdQbWNsHiXnCY\n4TErfOUKeOByOO0BR0wC02NV+psoOjOYK/++sByOTIED+mc8Ug1N08B5C7gm53CsSORCNRELqAo7\nl5SDywW9vVwZgCMtL3Go5SRnHriHMwUKdx36Oo888tnxJ+W8IDM4vfpCpzCD851pDRgwcEli3D39\ndu9bv18IhrFwuzP7Sfdr3rSJ+u98gb39A5zIHmXKWWjPhi47oGc+7ElIKpL12FsJg9N3SP0h8PmJ\n97AqtQNTDKJO8VdoKJYx/8Ag3O0T1djXV8Pz0yFeAiOqlLU5ElBzVsbpJOOXQ70rwDMw3udH0WRc\nzzkOw8Bglkz4QTskHUIwkJJxWgH+9oDsd2EHVJ8SggFgSovMVwVRaMyVzkgjFuieB7knZIJuKJF6\n1L2lEMoCbWCA+NEjRKrK8W2pP1cmEd26meDWLefajq2879852PwQD94g6aAHV+7gKevW8b2y3yre\nSCZrwIABAwb+rDEw4KepqQ4QomH4ST27nU4CnO+ldD6pUFdHIBh4PcFQVwcvvAAnTlAcFu8DzSTt\nJJ1noOZVuGovlO+Hvhao2w5LAvB8DSiqijekEnSDZhejw6Wt4m8wFAZzD/TXgrUJ+qohNEcW4Iks\naLpDL3tXgDAM1sBQjZj2D9pgXtiEyywEA8j+ZzebeGGWJAeGLFJe/2qZEAzeoCzgex2SiNaQzxAe\ngaACg7W6+kKTmCOnQQwhfz4XTueJGuJUHsQs4K8W36lZPRAsBZMZ8hSY0gGTvw+WUagJQdIC+UFJ\ngCftma87WqKTLtYMwTCiH5NbN6AcyoEOfd2X6uggXJzElIRQTwunFmZjya8SQiHt1RQIvCOC4WL4\nX1MyACiKsgmYDxzUNO3O8557w+4SMUXBBBwvh+kdIkOd0QUjH4TCx0T26mr5AUgAACAASURBVGqE\nYx+F2Q9JsJdwidwkZIUjM8Vd9JXrYMHvYHcFZA+Kz0N1N1zZBTuK4OMHx79vaKIwZMG5kGrIJY9B\nEgqMZoFrRNqepWtPIiaRvWrAPT4p6fBXw7UnYaYNhqbAj2Nwa404no/aIWiChAUqgtBnh7wYBK2g\nmCBmhrB+oTXngL8cPvcyZCXg7z8HP/x3aHdBYRj650kdcp0Pbm8ATxXEmqB0UF6fQi7gX80Qdi5q\nAmsS9lUrRJYvx7v7OFUnuqR8Qh9Q7vreau49NR0+9rE3b3sDJMwq5kTqwic9PficV5dtBK1/uTAy\nHpcuEmYV8/MvjA8s9Ez520I6cJk9G77//fFdEPTnQn+9EmsnvDQBVjZnFvwKMGAVI8ZDxZAzKuRs\ncRienLSC69t2oI2CfzLsLYHP1cNJG5wogMKIlDX86wr4+AHpBpGTKyov3YOXlAWIy8K+1QOOidC9\nQJykK1+FoTng2QPOU8iLrNK6OGSDF6ZBIgqzu+FH74f5Zrj9P8ThOr9fCIZDxUJEa0DYBa5Qpp82\niIlV0UjGVXtoGgzNkuc0ZGzPfxmcv4eXZ8LNa++mdXIDvc7MZBXt7WTGS3PI3bxHHtC/16c/onDd\nHdvf+Tj7DtVnxr3+9mAoGS6+f+O6urRg3Ot/XjinZHgzhfIFlMubN61nfT2weTPB6dW4b71D4oSt\nW6GnBy2VQlNhYAF49okSUAMCHwbrY7CvDK4/JY/9ejZ8pEFIgfwwPLMcrmyHmBNw28naFWUoG2yV\noLWA3S7lBpZhyGqHSLmUi5vCEPOIt1LPQugJyFrHlpCEb3YM1CwYqRCTxl25sKIZtCA0Z8GMXvls\nRwugJgj7SqHWBkEPuHRPvaEkxC6DST+XuRwL9DvhtAMWdcB/zpV1Vhp+r6gxYkCiWtphx/JlfRou\nAEsUnpgIRzyZ1yRVWNUMl0fA0ilEBoqo3zVg0AXZIQlJVCBiA1sMNLNENqZEioSiYdm2PaM8Sc/h\nDQ3w+Bv47f2BuJCS4X+VZLgQ3oxkAODmm+nauoWsHLANwVevgn/qhPz9EsylLNBXBiV6gBozy4WV\nhoacUFevbNtthWevgJ1Z8FohTByAdcdg1Awf1Hutnvy8XLgpM+TtE4lLzW65iK16je/YXqyaItku\neL2MBcSTYWUg0x5z/UFp04IG3dlw8xk4a4XKIAw4odkFW2bAbYfg4Tmy/2WdsLRJ2qn1XgbW8zpI\nmkPSa7a9GMp0t9LB2XAqAuGYlIgARO0Ku0s0VrpmwYoVaD/4AaPrlmJ/XHwWHvm72dz6k2OwbNkF\ns5gXJRnOl1a9k8WKgfcMjGDk0sW4e3r9+ozcHt4WORhdORv79sPSHuj22zPmUnV1om741regsxMt\nlTpXxnY+0l46mgKn8sGlgKMMhvtBHYCfLATvBCfX/yZMQVhKLOy63PA7i0GdCotdEBuCGUf0pU83\n5HdDtFA6VzTnQHECbGEYqoXceoibwJzMtLdUERlnChhVpXNEzARPTYXrCqF6GwwokBOBlnzp7e0d\nyLz2nCeQjha3jPcgztNpA8qoCc5+GLw/h448KAjCaLaF3GDGPdgf8JNbv57BLV586+ted16e+tsS\nbvjxOA/n/xUY9/rbg0EyXHz/xnV1acG41/+8MPzkJrL3B8c/eL464Y28GEBK8/yyffSbX8P+ib87\nF9sP1ELnsjDezZKBP7UAqo+Lcry7EAbPwLzuMbusksU+wIBdPBFuOQo/ngexuS5qXg4xowdys0Dp\nB4cNtBBYESNoczizr7hL1OmOFjizFqwH4KVhURYCDOebaDQneXwWhL2w4hXYPFvKFT6xD47Ng74e\n6fJXHYEzHmkl/SEVjpWCUgpFIZn3va9C1mG9TDMp3aB2VcH7j8l7aYqQGUMzZSS0DMuaMuGAYFTK\nLIqOQTIM7hiMWOG/p8Ntr4mZJYyPHVL6Ps3a+GRF3AQUOYmlEtgLKjB/fAOnXvoZkzfoSZ0tWzKe\nHO9Sgve9RzLoGPBvInvtP9BhEe8C96h8+SpSbxOxQ7YNUkHJ+o9FjwcKdXKg0wlHy2DVKfn/H6+G\nf39W/g5NhJbrwRaVtiHJbKj6JQxGwVkobSkVs0hWKo8IaWE5T1p72iNmYCBS35QCSpa4nFs0kefk\nxKVswztGcRC0iwtqj0M+TxpRs5AZJ+bBmtfkMXNIykjihVK7m75RRwvhuAqzB6UkxHEGdk40cWVL\nkpFKOImJoaQegWsiuUn3Yk8pYErp58BsfmOSYdMmwl+/G1swY/QQmlyF+1jTm5+4seZjf8Ie7QYu\nTRjByKWH4PRqXKfGM6Nxdw5ZvcG3dt++QUDSPrea4tZOzItWwLPPQmkp9aYeJv7gPrIfq5egxO9n\n+Hf3k/XAFhqd4E2Jya17TDYgBdSXwfwOGecsSGYAoNQDZ4PQZ4Mp/TCjT+oxTYxHIBdYBxUPiQLt\n1yth3YvQmqd7MuiXoysBfXdA9U8hqEJhdPzYruk/Qbv4OhSNQu8kMFdJfWjYBCV7Ib8euq6Bkmck\n6zI0Scwlx9ZUxhX5LCkzxN3SxjKrXXp4D8wFzwk7R/OjzPjldti4kYHtm8SoC1i/ZT03hY8y1DOD\nQK0Xn9d3zqvhUoJxr789GCTDxfdvXFeXFox7/c8UbzEu9wf8+DfXSaIgEGDFr15iQWsSa0oBRSHq\nycb98Bb8n3s/vqJF9JkPELUEcWyLkzMiPgNxVXziKgdF6QeyBikYEd+CmCoL6YgFnp4MH+qz8GoW\n+DpsEIkwqCZxxaG+BGr7pByjtwiK2sT0MWUDdRTO3gjVP4dWF/x0PtS9OH4eT1rgX1bCvz0n3SQO\nlMLHdIFgevFe54Ovvgj7S2B6lijmt06EacukU1UaKURNYI9BKhssQ6//7lJArFB2bu2HcDX0VEDN\nCzBklbLJQC4058KSNkk0gKwDy/XyUG3MvqImsOsPDOqeEFGbfBeVLfoTmzaJEl0/X+8mLlVPhncM\nj28jfap4C7hH5aJJfyBnHAqGITgC918O/elWJMiFHdaTc2dd0t98WwXnWoFN7MucQHsLFG2F9iII\n7oaibVJPZBmWwNfTBDmdUHFClAIjRXBkGfQsktdrSJkGCNlg0sSMLE0wgMh/44qwYSDH2u0Ek772\nLxwR8qFyUJcTzYMpA/BysRiLgchvLQMQs8vFFfWIbKjzE2UE7YACJxKwfbK8yY4JsC8JpvWfYmX5\nUgBWdtqYF7QBkMhRGbYrUFICigLJJOzYAU6nXKxpbNyIs3fwXLbTnEhdmGCAN3eoNWDAwCUB97Gm\ncfe0OZEi69Et8uRbuW/TZKTVeu4h56lmtHgUnnlGGk53dBDNixN6eXPGl+ELX6D7+T2YouByQyxP\n/AjSGCjUmfyUEAwgY2eeZuHFxcW4TTKGexLwoldK144VZIwi0zordxTc9UIwaMC6nTI2T+kBe6ls\no06RntqbdZ+b8wkGEOVct0PIYHMKRhTo74GTRyAYEimoaobOa6T1VMoipRjBQRh0jN9Xt1OIXTUu\nNZ6uRiEYQDeSqqoSddz69RAMEvy/t+H/9gbq/HUseeYoh8qvw++FOl/dGypADBgwYMCAgQviLc7v\nvs1+6vBRF/CC18vKpbeTE9VAVbGPJnF/SrpK+adnwV13oa77II4Hn8WTyMJksZMyKQzM8HBiEpjy\n85nbLYaMIEljWxK6XRCxyhoPwN4Wx9sdh/Jy8HqFlFdgWjcElsNoPhSelflzz3XSVUpLQZ9efrBt\nosy/odJMLDBgAcxw9UlIuiB7FP7mECRtmfWkBqxqhO1TxCfqWxNkvXi8ELLrx3813U4pxxy0CXmQ\nxmi+/D5yJaScEC6XMomBWnCdhBevhLNX6aUYFijJhaqoJJRt+WCuyBAMKUShH1dhhxdsVtnuUKEo\nLxXAarZQmj8Vpk2T2CqtGp827eLn913En7WSIY24M4tENIo9lZGgJlQJ+gAGbOAZHSOzRRgvJSkM\nkC0JG9fC97bKcy05md6rIIFkvBhSvaCVSwuRTqdc+INlQjIM1MLgHMg9Aj0rIP8VvQ2aDaIJcCbl\nNQWInCeuZEiGTqdcrL5m0DRRLphTUpIBQjK4YuJ0OmQT+VDZMDyzBL72MOCU/u9qUrJk9i7p+X4i\nJZky95gyipgK7fkwzyVB9sBlYFHz2dfVx8p2C4lZNSj1J8BpI5UYhbxckteuxP7gE7B8+QXLJYLT\nqy9OMBgwcB6MjMeliz/4nj6/JOqee0DTiM+uxnQ0AKqCktAI5IpXQm0CjilQPaTi/exX4Omn2Z2z\nl5IiyOrU+0sn9Za9TRDolD7WaeSHwZsrCrNBGySroPgFwAadwzBxCM64xbwpHTBEx5RPdDqhKCxk\nc890oBVqEmAaAArB2Smkb955pWhjfSKCNvGHUNSMi7V3EPr0jhAKoFmg1SnHEbTBnnL4zZXw/x6C\npjwZ97PikrGxaFARlccUDRKlDuzuyVBfz/CGtfT+42KCD/0I9x2fAsDt9rHj2nWs2x3MdJu4RFVi\nxr3+9mAoGS6+f+O6urRg3Ot/AdDnGX/AL8S2z0fPzGoKP3AH/s7d+KPHpQzS7cb7/D58jhl4z/RD\nIsHQ2WbCKzyUjswQ0/n2duKEaGsN4B2UtcrRIthTKiUBaSQU+ER9RgWoASc8olbMmQsFO6F3Avz7\n1XDnSXC9DD++BY6FRNE+YoUPnAFG4JpGKac0qWCJQ6gIGBIVoV0VMsDVmCEkDhWLmsAWh0mD49dW\n6UOMeyRuGXFDokxKIqz9kjwASXbXdkknwHgunLkeoqfh2AxY0QPtJ8D3jCgfo6eAUfC2i1eTmpTf\nQ/mQ0wepJHxtFfxdXLpN7JoA3hUZZUXcAlaTHS6/HIJB+QEhGu66611L9L5nyyXGovOBm8n9+y3Y\nNWGxjs2EGYdl0f1wKdx+CpQwxIrB3gthVUwf8yKyYH+1HGb2QEEYhu3izTBhEGb2ykWdvsib8uCh\nOeLZMK0XXqmCxc1CVCjA4FzIbRif8YopGbdPkDaXVt0tPa4AVnEVTZMgETN0OaE4JO3MqoKSZVOR\nAHXnUlEx1HTBmWK4ohsuC0BeKPMeKRXsZyHhgV05YmiZ1EmLl/JhRRuYoqDccQcA+/c8yoJQHvzn\nf/LaR25gck+YWFyXLOXlkqNZYf78d/XCNGAAjGDkPYn0IldRaJ/jxamXXjhUDRIWRr0pEvYkATd4\nhyCmibqs6pCw85b0+OiBjptgYCvMDklva8swvJwPS4ZgZz6sPg09C+C1Pqi6Ary/fv3hpBDiWdUy\nY/moFUJmcI/AoTKwXAHmfdL+uKobjleBpwd+Og/q/JCwiqt0+kqNqWBRIZkSEsE8KmN3aw5M7R8/\nB6Qs8OhMuPqo/C4dljH6snZ5vjgs9aepmZC3X4KP4elQuBvqaxzUTr4S1q6Feikrufdzi7j1s9cx\n+Ktegs8/RTQRxW4W9sW9+gZqEwUGyfAegkEyXHz/xnV1acG41/8CcCEyW3+u7uOTqNvnErIhGKT/\n9GEGHClsGlgS4FTMWCdNJHn0BHZdsdCvlx8G3IACJcOygP7wIVmTJMzyWpBR5cG58NEGCNeI0jyu\nQN0NsKRPvPam9QqZUGSGrCgsjkpM4DklRH5IL7nvmAwlp2C0DHZkgS8Eaq8Q/+kEwldXw+bHXl8G\noCHHmjJJW+zhfEhVgOWo7FtT5efFiozXVNpbofsqGJ4p3hGODjCFwBqE4VHIRd5bGcwkzjULxJKi\nkj9UAg4nhM47HhdwxQmzqM9BSt57e/8oCYj3bLnEWJRseJx9C6UHq5aC6j55PFoCtWfFaVQF7N1A\nUk76FW0wsxuOFsKaM2L4aNGltWsbhWAAWeCDdJDw9ktdTmFYsmErz2QIBgVhrWIe8T9Iw6JJZsue\ngMoRCUzHPmcZlb/TZygrIdvvrdKPScucqNxRuP4F2PAk1HTDR7ZCfy8onTBQDiFdnhNThVCJFgjb\nltSLliMquIeFYADQHnoIfvlLFiy6BVpaGJgLe++8hdRt60iYFOxxjZyuIHz60+IUaxAMBgwYuBCs\nVlEwKDKilR8K4I7JCJZasxTrtdeTbZ+F57CKAuQeglQJDARVfrtcCIY0LIOiuPJEpRzNMgzhJORE\n4ZdVcNwjrSn3qbAiAJWPSg1nYsx012/X5YPneTPYYtI3W1GhskgCDm8Uqoah1wqzT0PuSGZ7sz6G\npsf6UVOmrtSclLpQhwZThqH5DoiPKYdQ43DTYciJSa3nqiZxty4YEUVcEiG3taNiOqkoopjDZCKY\nrRvybN5MINqJf72PTmuMHc1+grffgs8fwG624/MH8NVtFoIBMsGE0SrYgAEDBgy827jQekB/znfD\nhozRYH09ebf8DRNjubhC8PvvVuH6zXNYycEWV8/RkHlRWQNN65UF+aQRmdNVfV43JzJ+SAD/54hu\nvB+G7dXwtauE2N9tgyWt0FADHxiGegckRyGnCfJOZsz54zPkd+cw/PP18HSVNAvosEG/TRb5IGvB\nj+6X+T8dpmhIB6o+FwybIaxA+zow2yD7tKw1QfahJqBiMPNaBYlJSrdBxwmIlsOubLh7DfRpsKcW\nvni7kC0JJRN7EJc/rBZouQNsy6FkiZSOTFoIy0/Cjtuuoe65fyFKQhQMs2Zd/Jz9EfCeIRkArtyj\nMXrtLEKTJeuU7pU6R1cjJBQpnUjqF+oTM2B0srSX/O1MPXAshtZC6bmaMsnFkI5X0/W7iVzxfADZ\n5pQnc7HbukBLijljry7rHdW/5ahZZL8jVZz75lOW8b9BWpZEVZjfohtA2nQnUf1YYqqQDZVhKB6R\nVpWOGJQdAFu7lEuAXu+zEOb0QfdUCE2wY4nD4Y3iu6AAiqZBQihBf8BPnb8OgHtvn8tzVxRlDupN\nXGUNGDBgYBxiMfjud0XvD7B9OyQShCdXSceaxx+XjHxJCXYXBD5hAUVhWiLF2noZGlVgNEecl90N\nYqw4bIGXC6Rbw+wBKT04lQdf3Qnzs8Sk9/lJgAZtH9YPJVfaVcXyxdwJNTPWxh0yJ2iA87CMsT0j\n0vI4qI/djrioGMYiBSRNkJ2AvvnQOEdI5ZIQ9M+HWBa4HgF0IjeJHiCl5LUjZlGooektqCxgMkFp\nBApGoUKDozaw9SiktBQLTwyzJ6uf3QtL4Phx/Ot91E9zE8Qr3yPgnj5P3sznG9/T/Px2wQYMGDBg\nwMC7gYuRDH4/vnpdoj8yApMmwW9/SyA7yck8qH2ki60//gKdp+sJLl5AKguiTkCRZK1Fn6uHp8LH\n6gGn/dx6zO+VBELQBvfcAj9dASMxuPIs/Mt+Wed9Zg+sboS5U4FsWDsE1558/aGOlsjv1AL4yC5Y\ncgiWtsDhLKBGnhuaCJ5CmNMpqsN0lykFaC0AT0gSGQdLofEg7LFDt76N/xo4MAF+XiueEOkyy+SY\nY7jyOSmzv2EbfOd+UW8UdsJ374cpTZI8ARi2QmSCTlBEYO23wdUO2Y+pqBGFnHqwXb+O6LLF1Pnq\nsK9cIy8c21HiT4j3FMkAkP34YXJ/vB3rqIUtXhhsgoQuvYnrrUXiKnQ4YVkLHB+WAHBJEroWCNtU\nWAr1i2DrVL0uRjeM1FTJMFkHIFeX6qjJTH/SkEVXMwxBdjdsmS7b2PTgMq6CeRicAXmfJJk6HTWe\nYbdMKbCnxGE0ZhJCIaYTHgkFTDYxiyzSSzAsQG4cHrxXZXcW/PM10FggxiQNQTA9t52fzSkm//7f\nkxUC37NFxLP0nN6yZUS+uJ6B3ABzv1vHXVEvxa/4uXOujw9sG9PyzCAZDBgw8FaxRTeJVJRzY0V5\nw3neDjffzO7Pr6DgKTdFv9dwdMjYmYZ1SAxyIyYhFDqyRJWmqGCJSclB3StwugCc+6V20ndCxmD3\nw/o+BiVbYYqCZoVIcWbMTekKMjUFxwukFWZ+BCL9YDVD3wKZ2DsWyna986QrRNIhrtUxF2hDUHwS\nrO1CMqTMkMqBAZeeaVFkflBUQJF5Iish5Xgp3ZdnxAokwToq84JlWC+RSyqoGjz6vsksOjbE4n2d\neHHzpf/YzTOf2sFG3+ZzAVxt8dzx361BLBgwYMCAgf9NpEnvQADuuw9On4b+frwf+0eKsvLxT89i\nbYeDElzkNZzE7CnDGhMFtjoM1nwxTVY0aP0wJEwZE4SVAd3AeRRi/fDBfjCXy1xvG4Dlh6V8IjYJ\n3vcckILpSQhNzsQAMZPs33Va1nnF+2FKUFSGVg2WN4HnKERKJL5wNEJuNOPRpAIjJigcgqQHhpbK\nnL+iWX5KdQW9twRmtsNfvQbLmiRGyR0dTzKYUtDQL4aQsWI53r48GNFV8aoma0BzAWg2IA+yFGlr\nneiHvlIH1UmVn9xyDXV3zsVtdwMw8OCdsoONG/8YZ/iieM+RDAD4fNi/cB8fPKxRqbnoMIvywKKJ\nSiArCY4E/KoWnp4i7ScfLIBjfSK5mboTFm4H/2rJhFn0tpJpOUHSInW4PfPgcDlUD+jKByu84BXZ\na1M2lOkBc1rl4A2KvLZzDSTtcPdVEpQCRPPlgvd7Mx9DlAaSJYuapaY4kCuSmz47uA6JIWRapXHT\n3SlWNsKdUXisBj5lg8s0OHn/VfzTM10kr16JZoIJL7ViHk0ykgvs20dWaS0ejw/PzXXYdweYXurD\nc7//jYkEv398pswgGwwYMJDGpk1QWwvHdcOnmhoZI9avHzdW+I9toj70FAD7SoO8eBs8P1EvddBL\nCBO5QK6QtJuugKl9UnIWV8S8cUof7CqBfUshkRSz212V8tpcnUAITZRFf9Iq5Raazq1qSKYjPXEX\nhyB6FnZXioqsqguyD4qhb+F+kUPaOmE0G0JTocsBLxWD2QEWRToB7awE8wiMFEJvrmQ14nr2wZSU\nIGLUIpPuvnJY3iLZDFsSGorhtQJ4tkbG+GcmyVzQm6Vx075h4q1nZEfr1tHxjcVYR3n9ODx2LDZI\nBgMGDBgwcKngvLWCd8OXqc25SR7PyZHExCc+gSkOIxNtWL71XfrJx71dJVIG1fVzscVd0mVJlaXr\nk/MhMkFlUY2sv2w9ooAAqJ0Nwx+F//4k/MtNsrb7dTnYmiRxAbLIL3kGhieBtQvcfZDUMiUOnpjE\nHyZdjLHDC9ikswNI+fnxMiE6+pJS8gDQ4YJDBef5MpVA1J1JWgA8dY2sJzXgWJGUehCH1iuFCBku\ngkgfdM+X7WMmGO6XOMbSJ//P6JC14JwBEwNKkruW3UWdr46Ni4VUCAbHf+9/arw3SQY4x9pYB4fp\nd2YebnKLo/ixfDieKwaOUTPc7Zea3qiuKGj7K5hfAL17oOE+OHudfsGo0GOB4/kwtBAquiFeIN4P\nrrC0TXstH763FLZOliByUG+FYtGkZ2rDGWi1wYbd0OKUC94aBGtSAss0uzVoFZOyrjXgMEF0MoSy\n5DicuRJUh6ySETswDRxmE31eO9ZXYfUxhZxtoJlhyp3b+NadKzDFhO4wxTTUm9bhiNqkReW990JD\nA/h8RBd78bq9by6zPV+OawSzBgwYSGPjRpHwT5smdYC33y5jxObNmbHC78f3SJCS0DRuuGkHlx+M\nM+O3UBAStdjQDIg5IOyFcKV06FmQ9tRJyjhp131wrjsJN74A2VE4fpOMnylkzP39RNilQH+2ZDaU\nODhb5RAUhGhO10Q6kxCZB42lUGiG798BZ+6E4TnSgaevCsJDQlIPqTDkAs8w5DTA7tkKnYUQLoZ9\nCWgekHE6kJtxwE7pioZXy8VDwqTBPSvk/5ZccZueqMGyVinfy42BpqUIWyC3pYN4Mk7yUAPaPffg\nrbkHAO2ee4jfe49kiXRpqkH6GjBgwICBSwZ+v8xRkEk2uN1QX4/PH5C5y26H668XLycgf/coPd/+\nV7w/fRSLYiJahqxVEgnCZ5uJKClOF8FSDWI9Kdb9Sjo4mPtU7DEniqoyIbmOeXfn8MnPwSdyoQf4\n2+ehwyEdqgK5Mp/7q6DxDDz8V/DQAlnD6RZSdBVA32WAFVJ2WNIOplGwJiTOsFplnQbirVQ+SQz2\nS0dhZkTUEX1TYcJ/QaIHsi3gHhRiQQH8s8AUh+1eeKVMyjTvmwnHDkHMCpHT8Pc3w9M3ChFhTUJu\nFgxNlySMLSpl+aVJUHsG8Y7CyK5H/ySn9a3ivUsyjMGCdg1tsRc0GMrLIm9Eamp/+oS0DFvaDNsn\nSXbsNS888E14rhyWPQk9Jkj+DLSXZF9KCopGhOmK50ldrjkCsRAMemWbkhB87Wn4t23CcHlGM94K\nIwrMGBLjyIOlYm5iU3UDEgt8fj8M2WGkQtir1vWyz5c+BafKgBQcyoPjwAG7eExYUrDoGFi0JPld\nUXKj4DuuobrBbMqh/jtfYNHDO/D7vEQd4Pd5qTf1wOLF1Ctd8KlPSZ00YrJmEAcGDBh4V3ABorLE\nVcKRf72GHRNVWi6H8Adg7yfh0BXQ8QEITpbNfzwbrgxDcK78aOaMr4IGZOvtKWs3g3dA/nbE4dpG\nuPo0FOtVXwoyIcez5XWjqmwbNYmRZPEBOJItRPCcFPyuQoKQp6+FncvAPgnCcyE5H2oiUNstKrgX\nSzQ6TbCwHWJ50g7zstNiBNmWI3WjqgaRQqmz/MoOIUG+th2uOSPySw34zjQppbj9FBysgLmjCqUh\nSGoKDQVSi6l85jMEztwtn0fTsNx1N3i98gEN0teAAQMGDFwKSKue/f4MCQ7y98aNmcSD3w+33Qbh\nMOjd7tA0fvDxOeDzYV64CE9bsagjR0dxllaBGybEob8WTpaDahJzf5QUyUQYXC6ie39PMjRExASu\nvdAcEvu56kEhBLyDog73NcMVp2BOnvjgrQqI6hAgrw/y94onhKJBqkBij2gJdBRAQ6E0GQhZYNAM\nhS9D/oCoENS4+OLlnhAiwZ4QJbuiQLMDXqiBG5+VlpYjFiE+FA3+ZSdc3Qj2MKxvgPZyMb8ctkkM\nczYlpSQty4QMKRgBNSoxw7dWwa8f/QG//VQ1I9/YQFNTHQBNTXUM7+plIwAAIABJREFUDPj/FGf9\ndfiLIBkA9vZ3Eq6BcCqCAixqF5WAvwpuPyKO3kkVFh+DjV+Cj3wfWhfJaxceEmIB4FChfnJvA0sv\nqGYYnAGHsuB+r2yzeZ70Qd9WLeRCCvmic0fBGYOoQ/wWzLpkQY0DGrQ44KRDGLZ2FSbvBu/P5cLy\n3Q/zt8v2c7thSgKuCEjNz6gJ+h3iuq6GJGuWUiASArVziNpOKB0EX91m9tZW4fMHqO01w6xZuIdi\nmUyYz0dWF28tI2YEswYMGHgzjDUZeqOxQh9ffMHFzC9bwIT94PwfWPBDqAqB6THYfxKaLbCnEq5f\nCq+GIXFSSAIlDjGnBBlnrxEFwxdvhwmj8NU18JJeNpEEnqyRIKDDCQVRfaJH90lAlGxt2ZDVI/9r\nClz1C1jwPYha4G++AVc/Cn3N4DgLNT8Rg180KcNzKfDMRPjBFLj8EDhCcMfNUi+6eR58b7G0PsYi\nraZeK4TKQSnFS5kk6FGAZyYDCljCsLgdlFQWCRWGszSiZvjFDbDrlR9Qcu0mMbFM17qmx++LwVA5\nGDBgwICBPwXSquc0keD1Qmfn+DLr9Lzl88GGDbB1K6MOG4FaL4t3t1Hnr6Pu66tp+NHDMs9pGqxf\nT2gqnP6krOFC74PhyWDuh6AJTkzzUD+7kOYsByZU7EmY/Cuwj4LFJMpxDd3YX4HexdD0GfFhGvh7\nOPjPEmOkFEgWQ/9cOHANPFsBvy4DFOiMQEUvTBsCmx4H5MalLHNmt3wkUwQSNmkYAKJkB8g5IYTC\nqjNQ2C0qxhtOQU4cPr4PWrKhJR+2rQX/nfBvelerwDdhcC6Yp0C0Asx5cPZvRIGZtMHslAtQyIvA\nTT9qwvHsEaqr6wCorq7D4/H9kU70haFcqn1sFUXR3q1ja8lWMJkli9SzFJQ9ckL7q+Dr0+TCW3MM\ndlWJ4cYNuyQg3TMBJvXB6TxYHoCwBT50RBb1Vk0IBlW/AFKqKBu+OQv+qQG6zFDdA89NhKsaRSrb\nniMB7qFbwO6Xi3hlQG+HYoJIBXxzDnyuE7LaIVKuG4kBeYeEqfv9RLiuUcxK8p8VYqRnMewZgatQ\n8BxSSSSTmIEXJsHMHOho51xx0Fk3XFe8gvreIwSjQbBY8A5oBG++ltofPv5H6aFqwMCFYPTT/gvH\n+vXwyCPsKYj+f/bOPDyu8rr/nzv7SCNpRoslS5Y1smTLKxKLjTFexmw2xCFyQgNJmqBsLSluIpqN\nX5pEclaHkFg0pCVt2oqUJCSF2gkJscOiMdhgGzDyviBb412ylhnts9/fH2e0WfKKjQW8n+eZR1d3\n7n3vnZn3vst5z/kervZDZwkcOQ6TjeIl9vnb4PHfyaEBG6RooAdBT5EJuRYDNNiUBxEjeI4Mii6e\nTJIVAEMcMoAkuwwgzF3QUwCNPihKhrXJsH28pCT2Fko+6oIA9M6Cya9Aep8YDVozIbNVBgYgbXMw\nA/5hgaS2WnhUDBu/uxrCcfjgfkgPQcQpMaMg6tnRDHC8IQK/P7oB/lIy+HV8YB9U7gZLn4kOS5RQ\nPph90JYE9sxs8g40ERxnxPYP3xr+PZ7JoNPPGGjb1bN+cWiaxqC602W5wru+fFWvxhbqWVcM0O/N\n4HYPhk4AkYnpmH/1f/JPZaXoOf3xj3DnndRST4W7XM6rryf2wANEMmRM0DUZ+hqh5yPg+L2EESSH\nZU5GtgtMBkLH2kiJakStOsag6OUt9kGrHbL6Bm+t7SrobIXIUkj9PURskNcqczp0OJkO+lSYuAm+\neRN81Qe9bZL++vn/gYwfwNwdor8UM4jGUkepZMXqT7MZyk2MUxJ87zr4f/Vw0gXGo3DYCcfSZK4J\ncOMxuLUhkRwA8CUcPExPi/d9nh2alsGkX4IhvwB8PnpsRtYXxilug/HdgMVMVtk8em+bSdI3Hr3U\nv+gwEs+6Ntp7ptF2vpdYf6eGp1dCCmLJELeDKwKb86HPDidSIC8EU9ug8zbINYtrStwCH90NX1kC\nNeulLB1YVywiXfMPQ0keZG4B3QzdJjDZ5dyTZgmr0ABn32Bu9ryEEGTO49AwHlI7JUzD2QXHHXCr\nDxYZwHFY9Bdcr0kZJ9KlgnrdMO+YZMswdcCxeyGlHjpugKnrIHWXDgUT0I4dpv0qKDZBpwkckySr\nxcoSI/OTp8HjXsoS1kVvmRP3k2uHWxQVCoXinSCxohG8toCr9/moTwtRth8CmXB/Gfz7H+HWY9IO\nRjUJLei1wMuFcHMjg/MWXTpWQ6JX14CQFbJ02JYuKwVxQA+I8dbRAFovzOqE6AQoiMJbRXDVKajP\nhdxeeCUPVr0ooWmQMCwkjAu6IbESYpesEJ99Q/QUQK59IA1u9In2QtwsGYm6i+C7k+CaVnitDO5o\nkXO++Dp89VV4YAl8eTfknwA9xU7j1anYaMaGmdcLYtx6IE7E4KdtgQ1TtpGeF1ahXXMd6a5bzmw8\nON0rrX9lSbXzCoVCoXgnqK+XvsfplL6nvBwqKzEe9w8aIJxO8PnwGTtx19bi8ZRBbTUAvbcsxo4Y\n6/smSJHWSWDaI3Ot9ETI4ZHlS7C98CKpoQjGOPQZdCwJEce5YQi5ICMxD4sbIJwK5iBsyYWZb4kH\nepIZxulgCMh4Ir8N2CTn3HIIrEdAnwWH50PuSbC3SjpsQwTMiWt15omRARIZpU5IFoqNV8Emp4w9\nfniVLETfHpOQDb91MLQ+DrReD+lboGEubL0abngToh+BWE4G/oY2Ii6IzZ6Jobkb3G6Sc/L5sD9I\nj7+Z5GXl4JfvNuly/q7nwXvak+GNHI2sPpjQKRVwqC1dR9xkj7hgaovEyDoTiuT94Q1hDR67Dr74\n2uD+F92w0T14jQc2gTUVgkFouRXyvPDSOIbnJgEmt0NKH4wLwq4l4NokKS3diQr/D3fAt14GVy/o\n2bLKZj8EXWGwh8Td92fXQeVmifmN2YHpYJ0I0Swwx8zM/IHU8KARLAYIxaFvFgRnlbP5zbV8ZOeQ\n79PjAZeL+hzEg0GhuEKoFQ8FwP50jXG94q0A8reseTATRNQFli7osYLFCtY2OW59kRxjiksGn0Pp\nMO/woLBjbSn87c5ETKUFOq8BrR1cDYBhMJ0VwKkkCY2r9oi+Q8V22b7vNcjQJHsEwKnpkLEbfnY9\n/GEqlDVJes3yfaLFkGSCP+eLmPBVcXA0QXAapO2U86N2eDEb5pwAewS6M1PZZ+ti3nEdo8mGb0Ye\njq6DhHKBHhGasnVCSmsa2Gx021twNCY6mf5B2rlQngzvWpQnw7nLV/VqbKGedcUIhmozAHGjhmFW\nqYRRhMMQDlOX2cPiqUugvR2mTyf2+OPD4vp1wH81RHyQHoBuhwFXVxwtNxdiMSLWMPs/5id/LaTs\nH8zwEDdBq0nmYMFs0UsA+MU1cMIJX2mA32fC0gOQaYO2bBi/O+FpjoRXanHJPmVMBmMvvDERsvww\nsVeMFvGQeLk3XQfORjCFwRACInJ+bzaYm+H7C+DT9RJGaYzC9Bb5XG1JcDwN8v2QPh3SX4E+E3Ra\nYP/nwPY8FFtl4bq7GJIbQTOaSf/hX8UjtKKCp156jLsW3idGm3cobeXZPBnes0aGPqNGXJM0YobE\nylYgGYwTwXIAOheKGMiBZCjxi6eALQa9TkgKJITFIiNFK6LA0VR4/Br4p6OwJSYraAVdEE2Ck6lQ\nclhcdJ0hWFcESw/KuTESrjNW6DJCt1VW57YVwrh2OJoGG/Phoyfg1nronAWd42HzcVg/BcZ1iPvv\nrcfhxhlQ8GvQohB2SnaKfnQglmFFD4XonmEmfXOYX947i889vnPwoJoaGXAGhpyoUFwB1GBEARBc\nPAvT5t3EzTp0gfm09+OI2nNmosnaNAGuPyqukgbguUlw2yHwmyFqEi+1nTnidTC9C6b6IGCXVYru\nsIj2dl81uOIA8P0PQ6RdtvsSWg0xA0xth4XHYX4TWDoh6IC+EDgj0rfsyIKZLYP9RcQg3nNRDY7e\nAdl/gd4ZkHoMTsQhIxt+nAv/bzskGTJo0npI7wpiSLJyclYI5w5Ak/4mNgm6+wy4zbPE1XTtWtrX\nfJP0Rzae+0udNQt2Jtp9ZWR416KMDOcuX9WrsYV61hUjqKmBykr6Mi1Y/YPW/bqJ8LJbthc1woZC\n8DTZmNMYxhaKDxgK2mywa28dOZ+/iz2hNq7dDv7bs3GGTpG7yUrUGCSWDEmNon3XsRDGPzu4cBzV\nRMchmA1brPDmYvAGYUYAbnkLnimGlXVgt8CpaTBuO5gi0GMBuy4LEu028ZxocIErKHM9XQdrBsTG\nAxG5WNQA8V6YVA8xB+xwwsQ2MUJsy5GEA2ZdxBstcQnjyOiDtusBE7TOl8/s2An+rdBVBsl5S1h7\n4kWqD+TSNu4wGeFSCTGpr4eGBrjrLhkjuN3yeoe8Fs9mZHjPCj/aYzrJ02YOGBg0wNkLthMyAMza\nIKtDM7pESdQWk1WuqFksVYYIbJkwvFvsM8KubCjslLCIPjtM6YO8XogagRBMahMr04BXhEnKDCfE\nRrqugVP3QOBqOJEKU9oh3SQikXfug0/shBtOwikbbAtA7l/gA29B9TroTYYvboalDZBaD1vGyTUO\n3gmB2Wb5nLouD6TVRm9yGumbRTRimIFh+fLBwabTKa/lyy/XT6FQKBTnxFa3k413L0SLwM5siT0E\niNitAMTMRnL9RjaUgCkqbfDeLIg4EqsNieA/u1Xa1mmtMP9q+NgO2OKCA0Wwfzy0lcpgwKRDvG/4\nPbTkQ9UG2f52Hfx6jYTS/fOrkNMLpxIZLwy94EtHUmshGYFenAEhs3jIddnAnwSHJ8L2mfD7b8HO\nW+GVOSIG+XCuDEKqr4V6q5+D1iCaCUxXzcXRbeDpm4sIY+SpbxuxTpmNe3dM8mUl3E3Py8AAsHfv\n4LYKkVAoFArFlSKxsm5vDWOIyezK8K0qbr63imrrEqq9clj1oio8d3+dpGAMg66LUCPgyLJxwzWL\nKd7YBm2Q3w3tW5vxfygVS2oeGGRlX4tDdxl0zJLyWpLEwAAJQ8MpmBSAPTmitfRKDjz9Icnu9NR0\nCCa09jSDLDhbDSKuGMyGpBQJlSz2S/imaXIiY8UhSOmBg83Stxe8CkX1EqYfSodZJyGzTzJZeXxi\nYIgaRJsPxFjRYoM/BUHbJvuKfwr2OijyQ+5W6Ht+PUUnI9ROaMUfR4w2Pp+En0yfLif1i2yOkWxT\n71kjAwA7d2JcvZruxGC1ZxKsn55IP5kGL94h7i8HCsUA0GeH/7xDLGoBC1gjw40Mtpi470aMIvCV\ndgTymyEt4UKb3Ae9RSLSUTdJ9i0Kgx6RB8QI2LfD+CfESHAkRX6A/ZNh5ilZddM02GaB1BAsaJNV\nND0qq3pLd8LMVnB1QPp2MWR0FwFpQCRCTIPG+WkErRDr6+b49PzRv5c1awY9GAIBea1RIRMKheLK\nUP9kDd4KDwBduTbSJkoMhGazYfnBKoJWaLluGrjdHDNBT5EILc04JfmvI5q4OUY16IzDzvGw+/My\n4W+ogGkZoHWIUO/eExDOEvHcmCZtqG6UNjpqEs+HhUchYpKwtAVHJW1m1ngRfOpNqFIXt0qsJYi2\nwk27IQh0JIvRoyENDoyXzD9lj8GGbeDeDA9ugiqvXPsLr8HMU3G2TgAMcNyxgdbr4pSMP8jBG2Jo\nx0yk7AnLwCEchmXLzu8LnTULTAmri8kkr3/8x0v3gykUCoVC8TaIJBlg82biK1eir1+Pjkz6499d\nSeRfH5ZJNNCeZsao69huuhtru46pT+eqduhorePIT0ux7uugruIgccDui9B0B7QtlPnbnq9D8AOS\nThpgc4Fkk7BOhAcApsI/t8OXA/DnKXCdETpL5djmWbB7Fmz8O4ilgKUZbC0SehlJeEX4y6QvNyAp\ntgECZujMSoRx9shLs0BfGjw3U46JIyGex/MlfLIgAJ12CflMD0HKTvGwd4UgKSbeEzcEkrmuWaNi\nYzfFy6qGeyps3TqYznoMGBf6eW8bGQAqK0n9u/uJA2GHWLBAVr9S3wB0yDPJoNDeBV98Ulxw08JQ\n0ir5S/vpSmz3ZkhqkhOlUgmbZkG7S2JyQjmQ8zuwOsSlNrlRDAQnMuRcE9A3EzaUQFo2fO+7cCAf\nXv0AHFwEEwIw/4TEE8fD4kaTHBHl1KUHxSgSsMLLt0J8Oey7DdqAti7ofHE1hd/7A/s9pfDhDzLj\nxSHeC6OxePGl/KYVCoXioii7pxJPrReA9P/8C8VbG+iZ4oa+PqisxB7UyXtlJzQ0YLSBJZGC2BqH\nCd2wc5x4jHWUgmkq3LEPSv5TQuVsT0PhZpjaKvo8KekQ6QTnVjg+ExwH4a2J8NfroeQoVD4Aaz4M\nz94kaajmn4BYKtjb4bgRulLEtfHErOFGaAPgMIKWA4E0aCmQwci4t6BjBnypA4wahM0SRlfcDtsn\nmmlNkm5Y1yHv1GxMmpX1GYuY89U67t41AXJyJN4SYNcuGUAkBl9nZOdOSQoO8jcaHQybUCgUCoXi\nCmN95gWYOxeDpqFVVaEBUw0ahm9VYT7VPbAYmrn2r4MpmxNhfxN1Gy6XB5+zHHtOKWX317Ht47D/\nC+B6A2xNEqaQ+Srk/FnSW3dY4Nqj4PoNZO6CpkkwuQ0yc2VuVWOF/Bjkvi73l/s6zNoGZb8Ay0kp\nr8cBdXfAsU9B472QEob9X4N9S6DhdYg6oP0EvGWE3dfKGMHaBnEb1BeAZ5csVIcNYmiYeFjGGSEj\nmGOygKHFIXs9HM2BnoQXfEoY0DTMExNSjqOJ9Y9BAf8rkl1C07SlwGqgRdf1hZf9gsXFvHBjKhst\nnUw0iJjjkgYIOsEUEosUSLiEKQgJgxfJMYYJODoicCATUu3QMw50H+wzwDdukfjb52o1ood04mGY\naAZbt2SESAqL8GNUk5gi60m4NgKZe2BGPqweBzUPQZtd3Hy788G5Q1KpnDJD6x0lsPEAV5/QsWRm\n4ez1M+/FGEeTdVpybbAkSMYx2O6tx+Orh4oKbPech+CH8l5QKBRjCOfS8oEOMmt346jHfGpVHTz1\nFEce/zkaItRY2pzopBsh7obkkGR2GPeGiDVGjCIk2W2Bkp3wWh78+9UwE/AXiGE55xismwsP/Te0\nhCG/S4zPpj5oHAfPO+FEJszpEw+G8OFBUal+jEEYt18GD7UlcEMf3PFrCDggkAquPjC54Ia82djf\n2MlPy4JM1pOAXn5wDSSHX+NzPTPxlJXDU0+RkjNfVifWrRshmnVeTJt2YccrFAqFQnG5KSyEw4fF\nug6wciUAuqbDj340qC3Qn5UChmnIvfLYD/GuWgrt7fzBbaHs77/GvKeg/j7xONCNkPEqpL4MnVOg\npwncHaK15OwRr/GFlTAnE47lQ3QKzP8XWbzQgbY45CKLuqa4LCK02MHRDoZd4PZJ/++7F6b/SKaK\nmVfDsRPQ4oDSDvDFYNf1sKsMil6CBid88uuwcC/88o+w8RZY+LxcwxmS69x0WD6fKQYT/JJ+WwNO\n2aErNUrLR9IpHhoKMZqRYQxxRYQfNU1LA3qBF85kZLgU2SX6Cdk1LEHZrroJ7t4NSUGw5EKSRbwV\nTPshIyKxNuYeObY/I0WdG65rAc0EkTDoqWDvhg4zBDVwhqHVInEzbRmQ3gaHXDLQtMQl9OGp6fDZ\nbfBygaQrefVmGJ9IxXJgEsz+P3ANESDTkXsBcZkZ6nISB4y5uWzhBJlGK8/fFOGjT8ZpH2fF6nYz\nYdJcWfkagxVOoTgdJRCluFBCLo1fF8C+LPjh87AzC1KKxHMhPAO6LFD0qog69hogKT78/DjiebYx\nH65qFldEgD/dDIu3wVsWyRLh7pAMEVtmQq4OgQxISYHkl8AVB2MYXsqTGEsQocamImiZACcMcMQO\nd78I6yfB7QcHr99lhywDrB8Pt+/ReDVfxzvdRvXJEhlILVuGb20t7s99BTZvhgcfFHGnd0gt+nKh\nnvWLQwk/nrt8Va/GFupZV5yVoemVV66Eqir5q+t4f7Ecz8lE7EG/flx6OqSmivGhH4+Hamc91WsD\nA54OLW8+TuYOOLUQsl5KpL+2yQKyjixG2GKJ7WywtAA6tF4Hr1tgXvdwMeh+ImY4lgS5ndBnEYNA\n1ACBe+D1rfDhQ3D0w3BqC2T45RyLLt7pIKEUviY4kA4/mwsv/zc8OhsyeyGnW0I7rzsu4tSpIVk8\nAbn/3lzonAh9HyrhsDtKwfV/i9PpweXyXKIf4+0x5oQfdV3v0HU9cu4jLw3WPh1N14kDiw9BTgdM\n7IZx+8CxA2xRSO2FWHikgSFQChvcYOuVFGKaAex+ICLn7CmBLbMgP6ARRwwMAJP8IgyS0SsVJrNX\nNBkAWq6G/7GC+3EZ7E79X3HZ7c2R9/tyQc9MJWyDrpnQ8E8QuDEZAK2oiKZpUL0gxt6v3ktYM/HR\nJ2UEndESQnvr2KCqqEKhULwHsfp17tojBgaAWS2Q9QYEfOJymPMEJO2A7iwxMBycA/XZoGvw7Ewr\nlcsMRE2ABlvypIyOJLhpC1jD0OSAj++UtJQ6MH4WTNgHM16F/Gel7e8phs7p4q3Wjy8deruhsxEm\n7YC//4sYMD62B8wJoV7DBJgYgNdzYekeDR1YeAQeXB9iR+Nb/HpiAJ54gtqZUXj4YTEyPPWUGBgu\n1JPhQhit7Mt5PYVCoVC8p/D6vOd3oMcD27fDqlXiVvDww2A2g9eLr68uUZh34NXW6xcDfHW1CNXn\n5cErr+DZ2SWiyDU1sHkzpkdWA5D6Kuhm0TvQYtCUDGhiYICEl2JANg7Ny8eyvo5nb4S2q0FLTWXT\nLTLnihvgmcmwP02MAVYdVt8gnu1JUUjeAdvGA3HI3AyTU0BPgywNUnskND+SIuEbx6fAh/aJgQFg\nxWvwkd3gc0LpKUm/XegfNDB0loC/vY6kjmSaysopXJdDwNZKYWH1mDEwnIsrmsJS07SX3glPhn52\nFmlMPwKHHdCdDT1BKG4GR5QBI3tXQh08rxv+Ogm8syWfqg5cfwTKWsBmgCQb6H446oJfLobbdooQ\nmH47FNTCE6Xwt9vFhcYMvJ4tsSn9OeBBlEnTbofs30gatlgmWJuhezLEbl+E9j8bSO6Dhi8bmPBk\nHNshME8soC3jMBkt+VR/ZhIPHnNRnwNTH16Lc10d1NYOF/9QxgbFGEeteCgullCahqkTXs8XjwUA\n2zII/kmMC1PawRKEYClktORDRwc4HMRPnBgW6hAHwkkSYmGMABp0pkLNLMjshr97E3bNgKxjkNUh\n52zMh+evF9dMA7DQJ14RTZOgW4O+bvFwiGmi4ROLQLtdPC5St0s2CnMPzDusEU/VWFWeT3XTVHzB\nJnxuJ779W6CkBJ/biQc3Hk+FDLiGpqFMpAS7JIyW4vISp71Uz/rFoTwZzl2+qldjC/Wsvz+p9lZT\n7ak+/xO8XsmOUFmJ97pWfK1/kv2BAO7umXge3gUdHcRILNRmZ0v4xL59kr4xEBjULEr0VWGDhm6A\naA4EegE7BMIyB/vNTKj2Qt1kuCmQxX5jCweLRHAyYAXntaBvNfD7j+Tw0wdPEM00YGqJYxhSlfuz\nXfzuatiRLuHyOjD7JHzwIPgtYM2RY5JOgiEkOgu+T4Pr12COSjj+oTT41dWD5S7dD9c3y7E6SCpM\nOxijGi9/bhIGSyMnSiwEk/MITJhPmbsCj9tzYT/QZeBsngyX1cigaVo28CSDvYsGnNR1/eOJ989q\nZKiqqhr43+Px4LkUE2avFz0heBhP3NDa2+D2F8RC5Z0IzdfCnBQ4kiZ5S3/dAV8+DklHoCkOuTGw\ntkKHDfw22JUHr5TIh5wbgFtehK48SD0uKVE0XcInQBROnSb4t2nwk71i5UrZkXDzdYAxBFhBC2oY\nozoGux1/SRBX9m0EX1qPbUopbcbtZLQVUF1bwde/Xot9i4/j4x3kneyWi4yBfOgKxZnwer14h6yQ\nrly5Ug1GFBdNp0UjaoaACQ67YIYLsurhWzfDd1+AsBW6Z0D0KGT/QxXU1hJraybUF8Qeg4P50D0P\n9kZhyWZIPgldaWBMeKH1mCF1eikcO8bhSBvjzNBZAL65kBKCx7uhPFP0HzqOgKNP+ogDdpgSAEsY\nWpcayKqL0zlNdHx6Q4AOE1shuwtsyTZ69Bj2HAexz36clMpHqf7aHKof2jqYimqoV0G/AflidBpO\nZ6jbKsgAbkjs67DrvU3UxOPiUEaGc5ev6tXYQj3r7y+8Pu8ILwaP23P2SXB/37NqlYQEAng81Poq\nqHDXAtD2odtwdkaGud1rIFoOOTlw112QmTmg4dD+zPcYKqbneBM65sARH3RYYcMkSUn98nhY2AIn\n3TD+ALQugm3XwbiILAY7u6GrBdZNcVDWFOHux0KcmAYT9sKBGyG+D9JTIOUofH8hrHxVNJkAwi4w\n+WHNNLjZIosKgRLoy4ZxL0v6yhjQY4EkMzxRDB8ygmsbBI2y6KwZxNgQB4yJufDRZ1fywheLqPjb\nhov5iS4bV8zIcC40TXtZ1/UFZ3jvknsyDLB8OSxaBED79x7g5QyY3QKH7VAWE88FvxVOOUFfBoe8\nML0V0CBkhewcMHVD9Bgk2eGbS+EHT4qVLGSCPitYoiI+piOeEcYohJJhTzoUB+AZNyy8BrbtgPI3\n4e4vwxOPgjUEERdY/6+O+OLFGLKzCXc3E8yClixwDhGiDJgg/5iDmF0Hkwl92hSSvvSQvKk8GBTv\nEtRgRDECr/eC2rCYpuHLkjCH14scfOkNM95t/0f+RxePaDOL2oqgoQG/QyO5R7JFdPwNOF+DYA9k\nJTIQdU4XD4T0l8VTwQA8NA9ub4DsHsjsga33Q9s6mNEKFkSjx6CLcnR2CGJGaLJCXhDSumXA0Fkq\nMZ/Pz4BbdoPmcBDRuzF/ZXhKKq/PKwO0od9FvwG5pgbWrh38YImVoLeF8mQYsygjw7nLV/VqbKGe\n9fcnF+zJADInKy0d6Gtqa91UVPgA8K9cTsBfx8RHOjAAcTOrkxaVAAAgAElEQVRouoYW1dEMBliw\nYNB7O6FFV3/nHFp3vYZmgsVvgbcI0vogvRdsEcnUoOmysNyveXdqiok/jotyUwmEkuwY/9THxJCB\nr3wmzg+fTaP1UAdJYcjqBf/1sKMVZqaBown+kgq3NYnAdCwJgnNgwtPwWgFMM0k4fMOnoTARJhE3\niKZDxADBItgWgdL0wa8jDqTtA3NP4vlJiF+u6XuA6/9gJHdz9CJ+mcvHmNNk0DTtWk3TngNmaJr2\nV03TLO/oDaxZIwOysjKsAbjzAIz3w9wTELFKBUgJQ24qpO+HaX5wZYKzALImShGhLLA7wBKAa1vh\naJrst0YlF7stOtil2qKgGWHXVVDcIQPP249AtAMCBuixQckBMJrFwAAQ/uBiYjbQm5sx9YC1A7K3\nQfCg/GQZKYso2qLTXWLGPv8u7PdUkrRmK3g8tC8fJTWliq1VKBTvEoa1YWdpu/x+ec+o6wSTIblo\nJv6bb6Q96OfGSYvJbIeUhNH/GXsyRVt0WLECgNYc6EikEkqph7gPTgHRJAi5oK4LnJvheLqBH99i\n4/FS+MJrMOsUhJHOU/fBjQ5InQJBCyQXy6LKFD84ekW7YXqrGBhInOPYJ9oQDg16HfBWXjex/jC6\nIV4FAytAo6lHD9Vn8HovTcjEaEadizVWq/5GoVAo3h8Mae8vyn1/zZphfY07c9nAtqtqDYXla2lL\nBS0/H+PH78UQEw9DFiwYPK+2dmA7UJTH3CNiYADwHISrT0BWlyxEtGY7eGqWYZio/rgDUT62Bcw7\nwP1YH/smw4MfjWPqgU3mDo5NhJSYhD8SglmpQMJIcX0rxDPAFoRdRjEwAMw+LAaGqBmiE8wc/Awc\nu9GEWYem8XZary2BwzDfJ8dHAPt2CO+TrFgAx+fN4uj679L2+AM4dAhNjbH3PhP+lcvfFf3slRJ+\nfEPX9Vt1XU/Xdf02XdfDV+I+8HhIjuq0TsoGxHqUfERShph0SHkLsjaCPQSdiHBH0hFJdWk7JrlP\nt2VD6ZtgTayWvZ4DBzKk4vULmnu/BH1lDm74QR0ZK1djdMGxj4FxvIHFs+DgzWBJL0CbM5tIomJZ\nrl0EIYilGgllQ+9EMGZCui1OwATtjXugpgbdEBE3IZ8P71rJnZ7aNcpnfRdURoVC8T6mX2+gulra\nsOrqka78pxEIDL43o1FnxlvNsHkz5ptK6JmTTDxF2uKACT7U1MP2cRrewxsAmNygY/qncuKTwV8K\nrXeD6e4bsf+ujp5C+MDxZMwRcHdoPPiqkU8edtBjkXZ9QkIg+IY/Q9p2cCQMGWlHwdIu2/szJJzO\nlyaxngBvrpa0yZou4o/2Xph8y/1YE4LBA6ERZ+L09/pXcC4FysigUCgUigvl7RoZYFhf41n26Ij3\nzP9UDp/5jBgTkpJoTWIwxWW/JgPQUJzOdT9fCwbJHAjQ/Jt7eekvS2hKF12k8S3dfPLN+LAJcFMS\n/PhGyH/TgDHLxrI3HDz0v3aw2liww8iNB6xsGQ9fvQ2eM8KedjAegUMx6ADejMGLk+DVPNiZK2VG\nLaDbTGgGCE5KomTWanxf+TG6BoZ5C8l76DFsGTbMVVXEkbAK+y1LyDWnoRUUgNtNzrb9pO6Ik7YD\nrvu9JAyY+osYzuq14sE4xrmi4RJn47KGS4xCp0mEQlIjoJtAi0KPG3Y/ANrTcDwKd74BYScEc8Td\nNc5gFoqORJ5TTe6duK7TZwQb0JQPdhfEgtBwbSpJbX00XhVhph82JRlo2B1HixvQYmKWWHAM5iSV\nwL79pJbOBqDv6GuYmuF4uhH3im/Sa2mld886jN1RCATQmzpIe0tWyAY+Uwqk+4e42yidBsUYRLlV\nKvppd2kjjKQRE9iDw+uH3+8dZmBgy2a8v1mPrwviGuh2mN9lY8FbQSxdEDXCzlSNOf/z4oiJ88GJ\nGqHbIOn1AgDMV11NxNKAe8JHBnN0JzQKnpqfzvJN/oHBSYMLijpkBeJACczcK/ubkmB8LwQcoEfA\nMB4snbC3GiY/Au1lkPsHMI3i9Ri2GrEGz9Md8gLDSi47oxmFhoSAqGf94lDhEucuX9WrsYV61t8H\nnN7eX26xea+XhrtvYXxbjBaHeIl3Jxspbh7ZX3ZbNBxhnW6ThiOqs/8GDaNWwjFLEE99ADo6BnT5\nggbxYI8YQTdAchAs47JpmZHF4abdTH9LBx02FcHN+xkQjT5QBlPqwVsIXUXwglHmgSCpr2dlQPfc\nZNA0glNSsaVMxukuJ3nZA1j+VIf/C4tx+WyEDUE0DY5Ph7w9YAiKroP9/kFdQp54glfmHGTebwGD\nQTJxJCVJWs9ly+DR0wwz7yBjLlxiLJJ63/38ZAH05CPJzoHdX4FX/wC/ToGy3VB9I7Q4wNAt3eW6\nImhOFYHI1ydB3ChiHoHcdDrTrBjMRn41E966/360BYvoTIPmw11khuMsWA/2Y/DRZ+x85znQYnGq\nNmr88xa42WcgtSdK6uIlMH263IwOXXaN1N4YOJ0kfeNRur77t3RkO9nudPMvj1Xxzz9awveel0pp\niupiYBiqRt6/MqhQKBRjkHS/jikqA1PT83WYvlmF/cGqEW2Xy+WhsLAagMI/OMn/2utM7oOvHZBs\nWCufg+t7QoQSaSPjvfDnyVDNSHGqoiM64/NlRcBd7yNvUinuX+4cHCxNmSJ/vV7KN/k5MAG+dpvs\nMsXhy0th1QIw58ChAvCnQc088OUlE9Sh1wThZrC2w5RVkNQIE/4oBgZN09ASok5aXR2aro9qYPCv\nmD/6FzaWDAwg9zO0vzmXZ4ZCoVAo3p2c3t5f7rbe46G4OUpyYoyQ060PGBiCy4f3kU0TJfbckTg2\nng3Fr+zD0HSClnAHezNkHhcFgmaZy6WFILUPTuSngsOBeet+yvbqWCLi3T7/sJHAVGjNAP+1sDMC\nMbMIRN+6E773PAQd8I+bYbEP+g5B/r/1MGFbEbYOO4UVXlyeSiwV98Mjj5D2FsSjIUy9YJ4+m/gM\n0NIzMM4sxRQxygfZvFm+2/R0bPWJD5eSAiYTzJkjnuzFxZf1a387KCNDP48+yqJoNslHRYxDB3I2\nwBdfhGBinr/SCzmHZJCoAZvzYeckKOyAnnSIpELEYSP1ZDtJoTh+q86H98KkH/wbSf+6gdzXINai\nk7U1hms75PwFzIfE73Z+M2hRHUPUhGa109d0DN/uTXLhcJjQHDebPzCesDsf/71lNDZWA6DNy+Ha\nz1ZQ7anmH/71uZGCK+90I6BQKBSXgvNou5xOD6898jV2htuY9zwknYDZR0GLgB7Q0UPJaDFInlHK\nrDYj1V5JKwmIeGIC16IvkZo2bkQqLAAeemhgxebY3Ut4shg+97q8FTPAT58FfxJk7QHHKQjoYLSA\n2zGBnOJS8u66V1JeZafx5kcgbIHeEhuaywXjx5/XVxGIvj6gJaFQKBQKxfuZqNU47H/jy68P+7+4\nQeIW3/igxt5yWWTfW66RPDlC1rN1TGvV6TFDV6aBbQWSwlIDjOXluAuvhl/+EueXv4FpYgGdqWbC\nqckYJ+XCCXD1gKkTQkkQj8I1J8DiB0cMbjoElnEyh0zphedvdmHeVI9z/mD/HfmvnxPyriWWBER1\nYg7w972GboIDn2jDN2U7cT3GXveTBE/tkZMeeohr9uiQlibCT/PnQ33C6jBUBHqMoYwMQznSTLUH\nGtJhQwG0vSQV5fv/AalhIA4bC+B7C6HaIxXy2Rz4a8IIEbdC3BGkLw0sX/8G4ZwsrGYrE4uvZZ8L\njqbCwsNwMBk6LNBtkthcEGESAGMkCn192HpC1BZ3i5UqEMAZLmGDvYWcj36Gjk/eR+FhDwAF967j\njRhUV3vIPRanutpDZ8oon00ZFxQKxbuEYW3YWdoul8uDOSePlNCgC+P8I/I37SiYjwYxhKCpqQGr\nU6fWtxZvYJSO2eMhfdYc2fb5wOnE6x5874VPL6Zqw0r+u3k9ICmJIxrsT5e+wByFn86CdVPgF3PA\n4EyjekID3vIyAHZMg+em9NK9zUiHDeKHQzBxIrS2whNPoC1aNGhIGWL8GMaf/vTu8URT/Y1CoVC8\nP7hM7f0296ge+ADiwXAe/eG1OwuYtlYmWtPW6lz7jD6Q+nlzoYH6bBPpnaDHoSnNCH/+M+zZM7jI\nEQyS7sjCmJKG5Xgn6cvvJW4Bayt87HUwmiR03pBQFrx1nyQEaC1J3Oc2P7sLTbg8lbBiBYFkI10O\nA9EkWQyJm2Dv16FnkghKl/wYCv4XInGwefdjqz8mHgv19XI/5eVw8iS0t0NzM5TJGOOsY4criNJk\nGIWqxRpVW6wY+kKQnExXpIeUsFQk/2x4tQu2jIdOG8QsgA4lXTAhLJkjbjiZTXJnkOS2LnoyZLTs\naOvmrwUxbDFxo+knkgJdU6H+Rpj3W+hxQucpSaEZsEN9PhzL0rAUJ9JaBAJkO3v5p1VhGr0VFHpq\nB8qKGzUMsbH5eyoUZ0LFbioullMVhWT8yodBF4HFtETa4LVToS0TStsg4gST38ELN3Xz4/zVI63+\nGzbAjTfCrl3SYR87Bg4H1TXlA55h/SEWHreHqsUas+JgjMHcHfD0dDE2pPfBDUdgbk8aq64L8v2/\nxjB+45+hunogHeVfPDZuL18l162pEZfHhoaBQc/p+FfMJ9D7iuQEB5w7DLhu+MIVjb98O6hn/eJQ\nmgznLl/Vq7GFetYVb5dDLo1J/rPUoepqgtufH+7FEI8TWzQHW16ZGOYTvDHrsBgYRinDW7+Wkqkw\n/qd74BvfGDSaeDyDHoT9ZbndBLU2Ih9ahGnVzyEEWif4ss2UnIzQkwbBiIwP+mlOA98/lrP0m2vA\nYEDXddps4DCDsQtak2XsEiqG1EbozoR4puj/Bd1WnD4nruK7pN/vT2FdXg6/+hXE42ccP7xTKE2G\nC+RDe+Fgv3pHNIqeLloLvjR4JBmSDPCJnWCOgasTHn3OTn4Ylm6H7uX3kvfx+3A2BTD/+CfYO3px\n2pyYMjLZkg9b80RkBKDLDKYuyHgNpmwCezNkvmVgkh9Km+HlAviyfQmrHZ/iR6t8VP/HYT7mC5Ke\nk0RtjZPDG1+kL8VEZGI6caP8vnGjRsyqEZxTeGW+PIVCoXiHGOf4AEY04oC7A1xBUY9e1gB3TYSr\nDsCS1+DW3d18pxbWNXwT78dc0iEHAuD1ogMH/ZugtxdefplY4yECh/dTeU8NW5fPwevzDrwAFvqg\n+Nb7Wb5RpyUDPv26ZCT6thduPQSG1g6WtjoxJiXDY4/BihUDittpeW5ZkVi3Djo7xZOh37AxCq5H\nN1I48dtgNlO4Jg3XB78lrpLvFo8GhUKhUCgugG1ujUMumdMccmkjPRqGaM3ZSm/B/NQ6AMytQcxf\n/Aa2NRtlQu7zyfE+3+gGBsAf3Iyt+SC2fQHCjhh9vs1Sfm2tHPDoo/KqrRUPx9pqbHU7Sal8lKgV\ndn74Row2mDplHnENIuWlZH61irS4TPQeviuNqc06S7+5hlO/X0HT9TrdNki1gLULjMC4PtFxdO6D\n5rlwqhd6D0KTG8b/MkRHfCLcdRcsXw6rVkFHBzz+uCw+GAywY8cl+uYvPcrIMBRNA03jmmaovSax\nLx6n7QNGjEVFuDvgO687WNCaRLCkiGUHwKgDqanoRvjRF2bjK3MPDkgrK3luYR7VtRVUzw0Sykxj\nbxasnSYK6LaY2PbDGtiR7Xg8TkiDYLIFT4cL5s4dcIexdEHZ0lUQjVIRqMQT/Qy27hjmX/3fgAeD\nIaZjDOnYtja+89+fQqFQvFPU1MCuXQRc9oFQCR04lgaNBaCZrWhTxWfREJH2c2n3XXj+fo0cvH27\ntPmA9xNAJALxOEZ7Es6IkbUPltO7+iFq62sH2vSKtRUY6+oo+6Z4EhyaAFY0chMZMXSjRluGGc/S\n+2THfffJ4ADA62Weea6k3Zo7F+68UzJX1NePrrcwZCDlbMqBxYtlv9LWUSgUCsV7lGt8+oAHwyS/\nzjW+0wwEo+g1xWZNHl3kftmygdP83tPCCbxeXE05zC35CAQCWO78JHZfUMo/PT20xwMVFcOEo1MO\n68z5z42Ye3QoL6cn3YHpIxXg8WD4uy/QlWJgwdTFUFgIBgMZd/+c7M0Q0sDcOVh03A6mPslw0VwO\neb3wXImRzHoNmzMD9x0fl+uvWSNGBqt18OQXX5TQiTGKCpcYwl+u19iYNfj/VQbImAlFAbt4NIQj\nuLqLcDU48EVacDeHqEtpY3HJEsjJgbIyvPVrcZ/oxZ07XYwDa9dKZV+xgvvGbeWja/fiOtFNx9QC\naGpi4f4QEQPsuhaueQ2imrzsOblitXr0UfoyNCxD0rqFU8DepsPSpejr16MlvqfIxHTMRxKVbayl\nNlMozoByq1RcLPXfW8H0b/8cow7/XQafrYdTNsj+7P347yrG9VQDfb/9+bD2E6QN9RbC7tngypd9\nOYfA3AW3/R6YPRvvHdPxeCrA46HaWw0wUlg3gffhFSz66s8H2mJA4ii3bh15cL+RoLYWmprE4HC2\n1F9D0w9fSLs+9Ngx0h+oZ/3iUOES5y5f1auxhXrWFW8Lr5dDyxczaU3dmfuu0fq1of3laTTWeiis\n8A7uqKmBykqorsbvceLyBoalrAbA48HrZkRWKo/bM+Ch2M/xTy0n71eJRYyKikFviAS7J2q4AmCP\ngCkmfwPJYJ4APTliYBiK+z/A9TdVI8cHTqd4M7jd0HjlF5TPFi6Brutj8iW3doUA/RsfQNcLCnR9\n9Wr90P3Jur5okd5tGNynZ2XpOugxDV3XNF2fOVPXdV2va6zT60rTdL2qSl6LFg0UW1VXpbd/cZG+\nPyNRTna2rjscul5aqnclJcqpq9P12bPl3ER5/dtRM7peVaV3JaHHGf7qdRiHf4bEOQrFWOeKPuuK\ndzerV+t6UZHuTzHrbVZ0HfTebKO0o7qu99oG28ioGb3Xrg2eW1Wl66tX63HQf/l9OTcmDoi6npo6\nUIauSztcVVd11luJnF6Ph5x/xv3n006fqZxzMbTsMdIfqGf94gD0/qp5eV7v/vIVYwv1myjeFlVV\n+hsFXHjfdZb+8tB/Lxq+o39+1n/OefTNZx0HDD2ntHT0Y9xu/WA6el+WQQ870FuuRm8rRT9xHXpz\nCfq21eg/m41edatZb3SO8gwZjcMbP6Nx5DHvMIlnfdS5vAqXOAM3tiFuNpWVOO/6HgDJP1k9mOLs\njjtgyRLJDvGpT1FfkkZ1hRvfffcwo7Gb4A++Q3TVD8QVtrgYamoGrF69lfdLrNB990FREZSXY9Gg\nKz1h9Q2HB4Q8vLXVsq+iAiKy6ViwBK2gAK2oCABt9WrsXSNzqysUCsV7mspKaGjAmpSKJQoYjVib\nY7R+ajF4PNivX4RWUAAkPMCefXHwXI8HKiuJAxO2Q7dFdrcnaQQs8cH0UIy+agHISsjy5eDxoOem\nDVd4PtPqy9D95+NdcCEeCP0hFtXV0sckXDyB4S6kCoVCoVCMNbxe6bO8Xq5xL5J+7EL6rlH6S7+3\nhsZa2d9Y6xkZNjFU6PEs5YCMBVqnD1+073qmBr8/cX8rVsi5gcDoGR8aGzEYwGbLw5xdRNp20MMG\nxrcUcNwPaa/AzJ4kql8y4O4yQnr68HDKaHRACBpdl//HMCpc4nxZvhxKS6XSrFqF97EHcZdXkNoU\n4I8PluNZW4/bK4PS6go393VPJWfm3IH86l3P1BB9flDV3HRLOfrDq7DVNxNN1TB36HQWgTlmJTV9\nLgDHj27gP751L9U+N1RXo2saWlXVoCuQx0PfGxuHGxgS1xvgbG64CsUYQLlVKt4WXi99n7odPRbE\n3AGmHmgvA1vcRcjvJ/0zVUR+8B3Mf31x1Law2ltNxRf/C9+kdNK37iQ+LgsefJCyeyrPfe3iYnrT\n+wjdMBn7b7fQ97HrMd1STsoHz+Pcy81Qt9GzuJC+k6hn/eJQ4RLnLl/Vq7GFetYVb4v+PusS9l2N\ntR4KA+UjM0yVl8uCxXniL9Nw1Sfqdk0NXS/X4nXDB1PKBw39FRV4ayrxlI9ebiDLjrUjSK8FLDnQ\n2q2R7teJ6ZA+vVQWOdzuQfHK0zGZxoyBQWWXeDv0V5g33xz8f9MmPLVe3GUewhYDFfXgxom3ugK/\ntwbPzGU0dTfJgLZcgmxSUspwPeIFwPWIl5QPVpK6oQlLh07S0ThRuxSfuiMIQH1mlNQ++NanH0df\nuRI9IVCmr1xJTBv8LUd4MIwiiKJQKBTvWTweLEeD2E+IgQHAoINthx9zonk0h+Mj2kKvz0ttTQWe\nWi8+QydTTTl05rgom38XZfdUjojBHEZNjWjuHDmC+UgHru0QtkQG2vZLymiikOfD6TGcCoVCoVC8\nG+jvvy5h3+V0J4wJQxdjvd7zMjC0Ttfwl8lrY6YYGlqnazQGajh2S4DnZ4F/82O8NrdX5l4mk4g0\nnu6BkZhTOpOzsX/8XpIi4DgIhUs/BYArMuQzDxGtHDi3nzFiYDgXyshwLurr5Yd1OuFHP4J/+Rcw\nGiU12dNPk96HWJp8Pny+evYd+Q1s3EggR1Kd1OckyklUDtMt5SMucWKqRm+ubLddrdHStoHJmzYB\n0DseThQyICim6TrGfutwwoAxqhuRMi4oFIr3Cxo0l4gHQ6AUdA06yyDqgu5frOR40Ugju8cHFfXg\nxYfnYIyc1iATMidJuipGCj0NUFMjx+zZQzwSIdbbQ/fWjXQ5zHhvKab+yZrRz7tYhuT6viCG9gFD\nhawUCoVCoRjL9Pdfl7DvcnlOMyaUj5yPnYnMPTquenltzARXxWpSHEUceLGVJ15oIn5gFz9xdPLT\n1Ha8y2by6+xmvEunUu2tprrag3dtYlzQP6cEoo8/ji0M28dB+FePkxJOZBx8aYMsJifGIgO8C8Md\nVbjE+dKf0sTtlkHmXAlpIBhk/Q02/hrbSvSGqwC48+VjGC0OPEtrRlaK08IX/CvmE+gWg0JavTgV\n2prA3mGjxxnkrZISyvYFoKmJmKYNGhiGMkZcYRWKi0G5VSreDv4yjYBk+SVnHViaIVAGGW/qdOVq\npJw4e93y+rx4Jt0E3/42Xnx48Q229Yyix5DIod3XVI95405iDiPtqz/O/mYvpXhwVda+/Q+1YsVI\n48KyZSMHHedijIXPqWf94lDhEucuX9WrsYV61hVvizHWd4FkkfLu+hO9PYdJSi7AM3MZnj/toisj\nwIOl3fzNoQkQCLAup5voqSZaryqmtrp+1LL6ynJoWnMfh57dzIIH1tMzDgwtkBqGPdfAjA9WDWpR\nnGMeeaU5W7iEMjKcLxUV8vJ4JF3lffcNxN1QWwteL9W+Wu7FR2Et1LttlFU8OFgRzpGGrPE+G3Zv\niJx9ic/sdHI8vYO8eMHw+xg60HwXVD6F4lyowYjikqBptM2GjK06J6Zq5N5TxfH/WUneJ6vk/dHa\nxv7J/LFjMGECjBs3kHay2lt9xpSVckA1PPYYXSVGUgpvpZ4mytxzz3yti+VscZnnyxgxRKtn/eJQ\nRoZzl6/q1dhCPeuKS8IY6buGUl3hprrWJ/94PHR9uZw3ZpXhvuc+anJ81OeAp8lGMBZiafFSPKvX\njJz3LV0K69bxpTUefvLhDZiqqtj27yspPQnGqqrB44aOJcbgdwFnNzKY3umbedfSb2AAicXtJ7Ha\nhcdD+ZP1OF/1ySH9g83RGMXI4DRdh+vQkJzqixeTt2bN4DX6B5mjWfbGaMVTKBSKdwyHA0NeJgC5\nCWNtHpy9bXz0UXk5HAPG4n5GzSYxFKcTHA6iZRNgu48yj0fa6dNyY79tTo/LVCgUCoVCcUXwzBzS\nJ5cnhJ59XmqX5lDvzsHjA6+tnpq5PxwUkD593vfggwObJl0HrxfrMysx9ntejjavexcuICtPhguh\n33PA5xs0Ljz9NOzcOXCI3+/F9UDtyIHmEJGR9j88SfqH7jn/1a6hRobRKt4oRouBt3zecw+WFYor\niFrxUFw2Em3jGdvB/ja9X8jxAlWmqakh/p0qDF98AID23/4X6b/41dgbDJylj3gnUc/6xaE8Gc5d\nvqpXYwv1rCsuCWOk7zoTwc8tx/bLxIKw14vXDV5vrXi3uyvk3r1e+rxPYvfcI4eVOfE6RWuir8+H\n3e4ePSzzPD+33+/F5Tq/Yy8HKlzictA/2Xc6RwqTnKNyBJw2nIHg+V9rxQq4666Lik86p8uvQnGF\nUYMRxeXmrO2g1wuf+AR8/vOD+y4k3MHhgK98Baqr8bmduH1KZPFMqGf94lBGhnOXr+rV2EI964r3\nA5E8J+bjw/v8+idrcP7Xb3DPu0N2eDz4H1yKa/PIed+lmKM1NlZTWPj2yng7jDkjg6Zpnwc+g/Q6\nP9N1/bejHDO2jQzz58OuXcP3LV4M/SEOZ+GCjQxDOc/QCK/PO0wdfYSVTKEYI6jBiOJycd7tYL9H\nw4WEnS1fDnV1sh0Mgs1GT6ib5L53R2qpK4F61i8OZWQ4d/mqXo0t1LOueC8T/NxyjH+pG/g/dvvi\nQY+GfobM1/xzbaMaGd6Ot7nf7yUQ8A7873R6rohHw1g0MkzUdf2IpmkmYLOu69eNcszYNjL0M5on\nwxlo+OxyTC/UYQtGCdpMRG9eTPF/nt0oMcIN5gJdh5Qng2KsowYjikvFmdwGz6sdvFi3TKeT4/Nm\nEtkzaHQ+n7b9/Yh61i8OZWQ4d/mqXo0t1LOueD8wmifDAF4v/g2PEPDXYTsWJTjBhNO1GFfV6GOD\nizU4jGVPhisi/Kjr+pHE36imaZErcQ+XjMWLz/vQ/kHnhbjUBgIyaB4YPI/h2CSFQqG4kjQ11V68\nJf9i29YhIr0qXEKhUCgUivcHsdsXYz7Tmx4PLo8HF9BY6aSw5uxjA6/Pi8fHe2qed0WzS2iadh/w\nhyt5D2+b8wiPOJ3ozec2TAx1g9m7twJgcPC8YsV550tXIRIKheK9Tn972d1dz8lvzyH46TuGuQ5e\n1nZwSB9wPm27QqFQKBSKdz8jQiTOgNN15rHB0LDO6mYJ1z4AACAASURBVLWVQDnlv9tO2b+dZ9lO\nz3kddyW4rOESmqZlA08y6CenASd1Xf+4pmnXw/9n78zj26rOvP+92i3LtuQ4sbLLiUNMSIiAACEN\n5AIFAgVqCtOVDpoOndJpZhre6dvSFVGYTtoyxTNvOhM6bUfMMExKaXFLCqGBcIEAARKiLAQncWLF\n2eR4kWzL1i69fxzJsh07G0nsmPP9fPTRdpejq3uec85znud3+A5QO1RehKIo2Qf7rRWqqirqGPLu\nnCwffOAhFgv03UR2u4rjEs+HXzddIhkhNE1D6ydi+tBDD8mwSslp098hGwz6qPl2GJ6tH1G1ZcnQ\nyBDq00OmS5z4+PK+Gl3Iui6RnAKaJtI6NUQkw6pVEAyOcKFOjtGoyTAZ4Xy4LZvNDhk/ct5oMuTJ\nD5rOoCMkFNIIBn1YLC7CYY3qpxyU/HZLYYNbbz3piIYBjPIlYSQfLWRnRPJhCYU0Yo99k8xOP9Y2\nK5awhSKc4PEcuyTlcPavru7Ulq+UnDKyrp8e0slw4uPL+2p0Ieu6RHLyaI8ug0gE9T/WQU+P+NBi\nEUtrP/DA8cdsIzymO56TQXeuC5Pj+8AE4FlFUdYrimIeoXKcOfLq5GcQh0Plwgt9gIhgKPnps4UI\nhkDg9BwMcMbLKZFIJCOJw6Ey8YfvcPS7i3AE7BT5g+D3D+00GM7+1def1TJKJBKJRCKRDEaL7ED1\n+mDWLLGYgN0uIhnWrj2xA2EUj+lGJJLhZDgvIhk0DXy+gakLLpeYPTvDEQ1wepoMfQzlBDmVteAl\nkrOEnPGQnCkOHKhj6o8bh7aPg21g3vYNtuG1tTKi4Swh6/rpISMZTnx8eV+NLmRdl0iOjxbQ0DTf\ngP6H2ulAfezZkxvnjZJx3ahLlzgZzgsnQ3/y66ufyjrrI0W/tVslkpFGdkYk55Th7J+qjuoZgbGA\nrOunh3QynPj48r4aXci6LpGcPF6viterne7OIzqmG3VLWI5JzqeIgPOprBKJRHImGc7+1dae02JI\nJBKJRCKRqO4P0f8YxWM6GckgkUhGFDnjIZF8NJB1/fSQkQwnPr68r0YXsq5LJB8NRqPwo0QikUgk\nEolEIpFIJJIxhnQySCQSiUQikUjOU8woinLWHk6na6R/oEQikZx3yHQJiUQyosiwSonko4Gs66eH\nTJcY+ePL+/bUkHVdIvloINMlJBKJRCKRSCQSiUQikZx1pJNBIpFIJBKJRCKRSCQSyRlBOhkkEolE\nIpFIJBKJRCKRnBGkk0EikUgkEolEIpFIJBLJGUE6GSQSiUQikUgkEolEIpGcEaSTQSKRSCQSiUQi\nkUgkEskZQToZJBKJRCKRSE4Tp9OFoihn7SGRSCQSyfmGMlrXsVUUJTtayyaRSM4ccj1tieSjwVit\n68IRcDZ/lzz+SB9/LN63Z5OxWtclEslAcnV9SG+4jGSQSCQSiUQikUgkEolEckaQToYRRPvi4pEu\ngkQikUhySJsskUgkEolkJOn9zNjoi0gnwwiitW4a6SJIJBKJJIe0yRKJRCKRSEYS5e2x0ReRTgaJ\nRCKRSCQSiUQikUgkZwQp/DgCaF9cPGDGTB2/APW/N4xgiSSSkUMKRElGmsE2GaRdPhuM1bouhR/H\n/vHH4n17NhmrdV0iOZv0fmbxMVEM2SsXYP3N6O2LHE/4UToZRhDvUgvetbGRLoZEMqLIzohktCBt\n8tllrNZ16WQY68e3APGzdvTKyukEg4GzdvyRYKzWdYnkXBB1WSgKnB99keM5GQznujCSAur4BSNd\nBIlEIpHkkDZZIpEcS5yz6cRoaRmyfy6RSD6iZK8cG30RGckgkUhGFDnjIZF8NBiqrofDYRwOx1k9\nb0nJeLq7W8/qOc7vmXp5/JE9/tmLlBipKAnZrkskHw3O23SJkS6DRCKRSCQSiUQikUgkkmMZzskw\nqleXyGazxzwefPDBIT8/l48xUYZXXhn5MoyG6zBGyjBaynE6ZRiurp8Pv/d8/79k+Ufo/GPE/p7q\n43Tr+pi/H87jso328o3msp1y+c6A3ThX1+5s1PXR8l/KcozdclRWTj+r49rKyunn1fU4mcfxGNVO\nBslpoGkntdnqNSvObjkkEolE0ocW0NACWu6NdpoHOc39JBLJ8TnTdet4x5P1XyIZlbS07EekRn2Y\nx4PDfieO/9FBOhnGGifZCK1NNZzdcpwmfZ1wiUQiGUMMcDIM8d3JHeQkt5NIJKfG+eBkGCnOt/JK\nJJJRwXnnZFBVdaSLcNbKcCoD7AFl0DTwesUDxPNwjYKmEarzFLY73ranUoYzxKk6Gcby/XCqjIZy\nnMsyjIbf+2GQ5R9ZznX5Xf5AwVbDANurBTRCIW3A9gNs4RD7ne/Xf7Qxmq/naC4bjO7ynbBsw9TJ\nc4Wqqic+5+AyfthynuS+fddulDgZRst9JssxEFmOwagjXQBgdFyPUS38OFrLdlbQNLxoeFXvcbfh\nRDdNf2fDIBp/sIxHLo3QGFxLdYOFgNuFy+7C4/agusRxtYDW93oAdXVotW7UACcuw2kweJZPdalD\nl0My5pAq1JJRRc7ODmsLh9utvg61dvmAz/yr66h3hgmEAwTCAcKxMG6nG48fVK9P2L3VK2DhQkIh\njTsu8fad06t5RXvQ3+4PZd9Ppl0YJci6LjkdQiENh0M9uyc5Tt8pT/dzdZTctvy421BXB35/4b3H\nU6ifmjZwwK6q4uHxgM838DhD2aGTKONJcTLHGVxWKJT3JJB1XXI+oihnf6WasVYvjre6xHkXyTAW\n0QIams8L5DqWmnfoGf2T8XYP1wDU1VH92g58tT6uTDoJO+1oHg1frW9AR1oLaIXz9H+urx/6uzOE\n6lL7HCxe1SsdDBKJZGToF10wgLq6E+zmO+Yz91o/XtWLr9aHJ+zCHkPYXNUD5Oze2hgAy93CsaoF\nNLyaFxDtgebr1x4MZd8/rC0+E7Z8lMx0SsYm4bB25g423L16EoPn1Ev1x/0+FNIgHAaXCwIB8Tz4\nHF4vwR0bB0YmBALHRCgE6n2iuP37XWfJmTg4iqp/WQeU8zxxZkokktGBjGQYLXi9eFWGjmTIeZR7\n3n+e4otuGd6b3L9B0DS6u/2UlLjB72fPo99k/aUm9k0A9Arb55byVfX/cts84ZXX6uvQ7OG+fVWP\nF9Wngd2O/xc/JGzKiO8qKnDNXYwrzLGe95PlOM6QU509lJz/yBkPyTnjeI5YTSNQ7yMQDgAQcLsI\nuF2FqKrBYc11deB2o2k+dh3ewJFEClwuVHctqt0tbPDGJylZeDea2079Rh9hC9QYnCy8+wHUR5+B\nDRsIuWGtK8jCGjc9JR1MXvQTHA61EMkw3KzjcLOip8qZmB09yWPIui45FUIhTTgY9gdgugu7XT25\niIZly2DlSvF6cJ0ffK8O/n4IG9H9XN0AB4Ph47WFiIZ8HfT7CWl1OAJ2CAYhkYBp04TTYfly8cjh\nX+rG/UCd6EO5XIVz9ot40AIaLrsLzQUeP8P3t+rqBhx7WI4TmdDU5KWqynv8fU/Rtsi6LjkfkZEM\np87xIhmkk2Gk6Wf4A+EALrtr2M5i92V2SjaHjz1GXZ1oyPLY7eD3CydDjxNiMTr2bKO8pYtOXZqH\nv1LMo69XixA9EA1UruH1al68voBo+H79a/jSl0T5wmG8dbXiOyh46E+nY3umQv4kYwLZGZGcM07G\n9vS3hajC/gUC4pG3d6oK1dXQ2AiaRtst17Ly9kq8lqXw/PPCPt5yC6GXHsVRfZcYdCxciDfgw+MH\nl2e5sNn543q9NE3XsKzwMfHxACBSLdwNg+z9UPb2dO3phwyHPp1jyLr+EWeowaqmEXrmezhWbhhy\nl6RF4eCqJVR5tJM/Tz6SAMDr5bk77X0TKv3rSyik4fgXbWD9GaY+aQGN+Y95xfb98XgIuSH8SRcA\n9jqNcFUYux9se8B4Q63YTlXxB/2E1wpnRTgWxmVx4vatLaRLaBqh+eDYCvWrlqO5oDZoF3ouqjp0\n/3CQ8/OkUktyv7HPidOPk3bknABZ1yXnI9LJcOocz8lgONeFkQwi32B4vbjqfEOG8h19ehnpl9dg\nmmThyFdc6K+/lQkT7io0NOEwoa+rOD63ApxOuoMbSBHBsC/CgYtaeXvpPG7/doSech29vWnu0WI0\nLWmk8qmfYj4UR79qFSxcCKqKagnCws+KjvLBg4UyPv886qY20Rjmy3iq4kP9O6T5Rvx0Z98kEonk\nZBlse+z24Wf/cvZIdakQoBA2nOd734OPfxyCQUJ1HsJusGdg8a4Q0ak7sXSGSXQ3E3rjPyjuTBMq\nC2Bav4U9ze8Q+PQ0wv4ggVUrYOlSXGvXkiiD+D/UortCx7inuziCi9jSS3B/9tlCefO2dihbear2\ns/+s6eCQ6FPlTBxDcn7TP2rgRAx1D/t8hC2bcAyzjSEO9gbLyZdlzRqIxUQdv+ACuOUWDI/UwVWg\nhf2ouPomWDKJDXDB3YVUgNx5tfo6oT/Vz0b4/D4+q0uxNP9BXntB03D47Tj80OT242iuwnGHF9xw\n5IgPuz9A0Y99ALhRYUMj2sEN+N12agPOAdGnaBr792xk6xsxwgvdEPQLZ4TdBWGgtlDGY2xarvzh\n8BBOhsHXPffa4RAOhWMiGc4jnReJRDJ6kZoMowW7XTwPMTM04dMrmfg5H4lJFiY+HmDCp1fCihVE\nv+URjctGkd/XuFPMBJS81YpjfQeGozGmrjnKXd94CX0siaktSWUPzNmRpvhXPVg3HUHf0QN79kAw\nyLop7ahBi4hgePddMBhgxQrx/pZbUCMVhUKdjupw/856vlMqGzKJRHK2GWx7wkNEhMGAzrXqUgcM\nyLWwX+y7cyesXElXogfzN55gynVPUBaH6/0JLM+9i5JIYmpoYcJLh7EcSuL4F41inQP3tCvwPRnB\nGQFXGFyrVhMLHcV0KEKJ/gKmV/49xnBaRDK45x9Tng+TS37Mb/ww+5+JMkjGDmvWHP/7watf9Zuo\nCC1bTGjbfwHQdJ+F0LLFfd+9XK2QVcTkmP3HL5I2KMPXgfznK1eKCAaLhede9/L1b1t54QMfaz/r\n4ut2H8+4g+K8j3loetCFdW+KD2rqaboHurv9omyBAHbvCuFE6He+QDjAxtDBwvn8frpeqBd9t3CY\nkMdNRaMTmpr6bEZsoYuwO7dLTlsh/YdnWLvYKbbJazF4PITmQ/f2emb/sgGXOYx9w1o8fmiY6yRY\nYRHRGYNtQSAwvC0b6vrkGVRf7faB76XGikQiORPIdInRgsdTSEGorxerObgorObg9XJ0TpuIYABY\nvpytyw8zwXwLE/7mKSLzS2loaufSo2BIiU2ygAIoM2fysrKX6w8VkYlGURRQBl/a0lJ6o11YFROk\n02A0itmA2bMhlYIpU0Rjtncv3HlnYb/TSZuQs16SfsiwSsk5ob/q+1B2K+/gVVXij6/APHuhcOAG\ng9RNO0w40or3B6/Apz4Fvb2QSpEu0oPOQG+0lyI96IWGY5/tzRpAlwL0emFTTSa0a6tQD5tg507S\nPT30mqAkUdgva9SRmuKg/R9vxe6Hops9Qi8in043uNyDGW4W8kxpOHwIZF0/zxjqXhqsAdA/NeFE\n9I9g9PnEfgcPEirdh2PCjeB09h3vG7E/8ujCH5C9/36UJUsGRt8MLp/Xi+ZRC3pOuegKLaCh1vt5\navNP2T1zFqgqNzz8a+a1WSm947NEX/DRUhPB9VfPoG16hs4Nv6Bslx7SabQ5VtRIBf455dSXHCId\n7aQn1svFMTuedxKoUxYTWf8iNpsDbr+dpuoNOH/RTFGbgeQlF9B+tYkjn7ECUL7Nwo7/2MQndqRo\nN8dpMidpq6pkY5URF3aWvtWKM10EU6YQjQYoOpjE/8//l/DaelSPd+CETD49It+P8vkIbfH1pT3s\nDweYbs/pV2zl1FKizqCNkHVdcj4i0yVOHanJMFLkvN3DhuX2N+gbN0IsRuToQWwTpoCq4rMH8PiF\n150nfDjcHhJ/+wXSJUaMOw+gJDKk9DqM0QxpBVqKoTwK5rSoIvrcabLAO1NgYbKSbEsLSnExGAxk\nOzvJAjqjEfR6oskYRZZiqKgQOcSlpfD00wNnAX2+QgcBhl566WSui5z5kuSQnRHJOSFvxwanbAGN\nf30H1ZubwO2GYJDu4iAlv/ODqhLY7+fuaztZ8xQUJcGQESGACpDQQbZMRzSSodgM+oj4Iu/EzRgg\nMWkSRUdawWpFW1BBjb0a52vvwaRJpLduJVgCk62V0NMDkQjcdBPRUANFF6oDnCGaLyfGeyJOsMxl\n9FuevvDtc42s6+cZQ91L+UFuPjUhz6230n1T9UBBxMEOgfxz//Qfm42Qx92nyaDdtxQt1kC4tRl7\nb5arD8C4CLjHz4Xt2wceN68r5XKJJcBRRV1xiUgkr8+D1xegx/8Wxcu/jS9Qz+feDmIOAffdR3Jd\nPW1KAxPd97I88gxfV1qoen0mmiVIjcGJs2oePPssWkDjC/9zM1/UYli++yC1P3ue2c3NpI62kJpR\nDIpCzAnh2VGca9I4TJfDFVfwu0sasccgu3oT5a1xuqxpZu+J8u9/N5MXJ0R4+E07N875rPgNub5V\nqCyA4zcNsHQpXRvWU3r3l6CtTfTL8v/F0qUixbW+XjhmcumuqCo+TcWjaif+H4/HGZgIknVdcj4i\nnQynjtRkGCk0jeS6eozHy/195hkR4qeqUFtLm68OG8DGjai734F4EearfochnCJpWkM22oF5VzY3\n5QV6MiiALguTIvCqKxf9AGQV6DVAUg+TeqC3q4UiEJ1ZvZ6eMivt+hhTOpK0WJMUA4beHrRZVm7o\nshYcDMuWwZNPgsUiHs88AzbbyedhDvW7TwO58oREMrY543W8rk7YqSlTxHuvV0Qh/OQnA7Y5uPkV\nqnMrQmC3k1pih8WLeb71TW7Yn+WyIHz3OvjaViNzDifz5hdDBrKdGYrsoOvORS/ogLQ4tC4FKdNh\nSAKdndgbIjjnVpPqbCXV0YoRsCagJ3EUi86M3mSCYJDYEhdFd3gI1PvQXBBAw+V24dW8hdUuBlw4\nbeAMZF53wp2L1c47h4GwG9EO5PcbLupBOoI/2pxgyda+9n/Nmr5IhtTXVRjsZMhHPqxYIQbDQFe5\nQumE2eB0kskkcewwQF0dfifYN/pR7RbqnaWo493YG14l7CwD/3a44w6Y3y+VCFgd3kBD2A+1tXgD\nAewWP4bvrATTFO7eeZBIYxBrd5LMoz/h7t4oOoOeHmeGxNMPo6QzHJhhxPS7n/NX4yFxBLq69jLX\nANbUXtgRIBTSOOJfQWkswQfjoaZ+FV3bWwlcn6H61xAz9bCtRkf80gwL/wWSJRBteRfzjq1s+eup\nfG3RYiq2dPDGZAPq1jQdl+vR9dr4cUM182+shmoVvvAFmDULNm6kpOMQ0aJSijSN0v0HCKl2HBrQ\n1kbUs5QinNDQICJNQTznRCXrNQ07rr4lcAesjHMqyLovkUjOACOmyaAoykRFUTYritKrKMrY0oao\nqxPK46tWkd7XKGajli0rfJcjFNLgqafA4+E/5+7D669Dc9vZHNzC5y7fzu9uCvPnaR3sj0RIRGJk\nu9rRRbPsL4V47orpgVdchZk1zVUohpIVM2/2GFhTYE2LbWJFJj64eBKGVBpzWkFRFCaliimNgVGn\n54amUrjiir7Q4vXNfxIe89WrhUf9G98QM275FI9B6zufrXy+Y9atl0gkY4ozVsfzNmj5cnbQLOzT\nwYOi82y1iu/r6sTjO9+BVIrM66/Sad5PettWTM+9TnrTGxiKsuycBHNa4F9fgMmtyQFzHGkFdBkR\nwaDkIshilQOLYohAxKyQ0IGzK8OuhhfRpeBICaydCaYsHCqDbjOg00EkgsXiAsBV68ETduFVvQTc\n4ll1qcdep/4CjFDQnfjmN8XrQIDotzyEvq4C0NQklOVPmOMuGZOEQtrxN1i8uNBXybftdXUDQvYj\nk0qEg+HWW+l+ro4DDwuHVvedbuKfW1rYd+VK4kuvKAyKV6+mOAKpXbsIZbdAMin6EW43c7wrcOPk\nSlcNhkgv8xfPxd2iiHoB8MorA8v59NOMK7bhfdNE6qc/5qZfrMe+0c+UjA3NoxLqOIK1O4Yuk0WX\nzqLPAkYdxQfBfPdXsQdLKU+bsEYsPOWyYCwHKzCuF5QMJLJpsq4b+dzfvMe/PAeLD8P3NsFlWbDr\np5OaAFkzVG6GMj8cugLSB+Hxm2C/JYGhIcBjT/wXsUQW9/4kZDJYDqS5e/VO1ACEG58RDsD2dmGf\nLBYMcR26lhYRTQqEn7hf9L127CDsDILPR8Rq6HOI5lMp3A1hvKqXMMJO5G1F/v86JaSTQSKRnAFG\ncnDfDlwHbBzBMpw56uoKHb/ly+Huu8HppLcY0YisXCkahfp64XBYuhRuuZl0LAqrV+O3HMQbrCFg\niDB/Txe/fLqDi4uyXLstRs0hKO4BYyfoolDRA8aMcBiAcCY0OsCrivdeteBsyP/Bjm5ImnJBQIkE\nRouVzZMVLBg4Um6gy5AmoyAa85YW4SSpF0stZfbsLzQ6Npt49vkKaRKDRRwHd1A/ZEdWC2h9nnmv\n5pXOBolkjDG4jg+o56cz4O23T1CfJLhyhXCMAoTDaAToeGIVmuYjbEhR0wZHHEY2/qUOvU7Pc7eY\n+OFVYAzDf82FXqOwpaXJgacx5ILKYuXCDqd1wk6DiCQTL6A4nsWYAX1RlhlHxMfTuuHGA9BpgYmT\nirH3pGHJErDZKCpyEX98hZj9BfB68dQH+gZ+Q9rAfDRDTgiYQAC2bevLcS9qAccdXmILXVTtPzPL\n1EnOTwYvW9gf7dFl4h5yuUQb39Ym2vbly8X9dfAg1NZibs3Vp5UrKbltOam7ayl6ZQ8lf1eH+crc\nUq65epjZ8R6ZDa/T888PkW7chZIWEySZ7i6yOgU6O8HnQ9/UIpwRGzdybcjOtj8+gTY9C+EQmkvB\nX9wNP/oRfPKT+LXVeBfGSLU04p3SyAFTjHmbDuBZsRbLvma89z7JvLYE2XF20e8pKhIaVb1JyGbR\nrfoVPfouJr7VgzGj8NDaGNP3gD6nj2JJgSkDZDJsNrby/JIsn9wOrbtaOJTJYFu3n2w37DdDZ3GG\ncZtAmw1FCfjCTpjUBX+3IU3t+1nMRVBsgKQFMiaYbILEOy+RsqTENTIahWBkayvE46DoCM1J0HQP\nkIV9i3exd+E2LBsDhJY6ibUdEv+JxSL+o3zaiNdLbdB+Jm8ViUQiOW1GXJNBUZRXgOuz2Wxm0Ofn\njyaDpsG99+L95d0iJxCIrliOYXuAVLSXrQvGc/EFV2Bds0U03H4/TJ3KkXmH2LcrxNM3F5NJ9fCJ\nA3Akq+PmNRlenAVXV4Prt4X83i2TYE4X9KTAkoE/u2B+CzxxCaj7oTgOf7oAvFohoyhihJIkZIyg\nS0JGD9k0oIMUkDKALaXDuySL95WscDLo9YQsafbZM4SsMLUDdlcqXNlexISLrxY5gB7PsUuXDSca\nNCi/ry8k+hTz/rya8M5LxhYyd1OSZ8g6fip2op8NavrVj2jNJpnSBfo0WNJwYEYxcxNOfHdV41m5\nQaygE4mQyqRRspC1gCEm7OdvL4SGSrj3XXh/PIw3wuy9wvbmSelEysT7D8CcFZABlJytTVsgmxeD\nzDkj2kuEPS/vhfcX6Ji9O0NYB9ZyHcWtVnTTZkJDA43fvBf9X1VQ9US/awAElnvw1br6zq+6VJEe\n119tPhDgkDXF5Dd3iEFIRwfMmCHsttdLaD447vcV9B6gYKvPsjikrOvngGHEGkP3uI9xLtjtg5xN\nd9xB+JUXsPdmyCaTKB/7GNGPVfdpeOy5ax4zfr8DsjlNklJI2hUSty0gULKb6a92o//0F2HDBhzN\n5XR//gpMD/+c7lngeA96dWCNw5EqKIlDajzEnZDqBP14mKCBrhc6L9MTr9RhSJoxBCPs7VaY+uUb\nSWxdz9SO64Q2QzQKoRC/ugK+9A7ULYTlG+FAKRTZFMrbDCTKk1haIJuFlEHBlMqKVCcFFAU6J+p4\nz5hh0WFRZ3XZgpZVzCAilRrH65jensERh5AZ7HHRj+qeDWU74cgE0PVApgb+6Wr4ajfEysCxBf77\nMmh/Hx54DQ5UwmUH4Oh1UHQYMBjoXGCmfFcZpvePYOjKokvSV75Wh5nKjjgb7zdy1R+nwZQptE86\nyLgL7iZQ78NV6xH/dW2tcACNMkFtWdcl5yNSk+HUGdXCj4qirAc+PpST4cEHH+x7r6oq6igI4eqf\nM6wFNNQA+L93L86dzaz6+0W4XtuGq9fEhJieSg5Tskvh1SkK3RaFmzrKKQ620zYuS3lblmiZmAlL\nlkCkB3RzYPybEB4PG2bCtQfBekA0hnm58oPFMKlXOA32TYRZ+2F/KUyNw75x0DkOLt0GXWYwlcN2\nBa48DEdsYI/CgQVgfR+m9uqI6DO8WaWn16IjfKUb52vvMa7UzmXvtqN77DExi3bffexb+RAz5i4R\nndJ8ekTfBdGO7dAcL6rBbscbru9zxgDDd2QHHVtqMowNNE1D63dfPPTQQ2PO6EpOkpOp48frPA/a\nP61T0P/sMQIBPwHVza9e+il1vzqM3mwmVmTkaLmZgL2H0nQZroMRjL0xNl+Sxn0UiorA/gHES+Ft\nC1xzCDZMBFdIHHuSDkyhwqmzQMYMKGJ2MqtA60zQ7RaOBEs1FO8VM6NKQmyXArbUgPuQ0GtIlkNs\nAujSOqyBDPEqG5SV0jwziu6qciyGKVgawticiynxRwjYwWV3ievk8Q60m0uX9uVne9H4esyC4+dv\nwMyZIqxaVQurAOQdDIHA0MK9pyPoexLIgcc5YIj60mo3MT6c6Hvf1OSlqkpsM7hPE6j34V7xBNOd\n4Kh9kNjv/wPLpTfQvP4Jpt3+NbK//AXpTAZ9Mi2Eo7/2NVi5kj23K8x6DsJmsNjA3AGd5cWUtPeQ\nLgFjt3DC6RBpQtc2wdFKyMQgk4GqzkJ5s3rQZJQfggAAIABJREFUZRSa/jJL1ZN6Nk9Kg8lA6Scy\nzPLZCMe7RGRAGeycDhfthmAapoZFNJFeDyQh7YA3y2BRJ6SiYM05EDMWaC2Dnhkw6V0wp6CtCCZE\nocsIxXpQctkdaQXemwhXHIYeI9hy0Uw7xsMFKVgzH6w9sG4cWIwwOQa9V8FXfPDKndC2AW57H2xx\nIcodnyQipNbN03OFzYJiL8falKao3Sjq6fbt1N9chSsM1Zv2EVpgYK9hEq6IgcOzDbzz5YWoK/zU\nP1BLbdCOuyE8UEjzXDPMeWVdl5yPSCfDqXM8J8Oo1kLwer19j9HgYIDCWsdoGoFVK8Drxb2zA2c4\nRaB5G5+srkZdeh9z7LPwT4PXpoBRb6QkmmarsxWKinC0ZtFlwRqGXhckK8A0HXQxOHAzRC+B161g\njORSInL3Y1aBlF7kChri8OurhMhYwA66OMw8DDM7xD4WA5jbYbsLUsVQnhJRC2U2hUkRoKgIG0Zu\n3J3m/elJ0q2HWJpycXEwhgJEj/hh2jTwenFkzaIALtfQM12Dyc+IDcoR1jwqXndYdIJV0AgMdEgM\nZlAnVzoYxgaqqg6o25KPMIN0XAbU8bwKPQzUfBlq/xy6LIRX+/ieaQPtKx7EcuAwATs0OA04o3ou\nTldwRWkau8GGqzXJ5FCaNyph8g4o3yz0E/RpcHYJG6tNg4wOds8AQwj2jYfDDgi5czO5CAdC6FIw\ndYJ9K0yMgLNHCCy+cI34XkE8jFlY8IEQ4zVmLFjDNrrcRvQJPaYLLidtnknPwTTFm0tpj0TYr8Gu\n++ooaRS/z799Xd8gMjS/3zXweAg3+NFcoGk+XDELf6hpIJmKi5lOl0uEwLvdA9Pc8mHWg4jHgyf6\n5ySjjXx9CQQKjoZ580T7mkgWnPl1dez+Ux29PxI6UYF6n9g9oFH36F24Vq0mZBH37/vJf8PU2EqT\nGqDiKISfeZJYNokuJZRNFSD61M+J6xXC20VXxRYXfY+EA3S2HlIKpKyQNonte41isJ3Uwa5y2JOL\n7vdXishLBdj5ybmkJtpJlus5uijNvG7oTKdoeilDJtJFVgFjj4gIuPQdMLUL5wY6iJdB0gHRmcIp\nOL0LUjahT5UvdPdssHWI6IMeg+gI550HHVaIlBeGGSkdNDmElqstCb1TxOsDpaAPwU0b4eIP4B/X\nQW8GPv0B3L5PnHPxq/DJVihPQ1FODFZJAUk9G4vTxCv1jNuQoOif/0f8N04n3H477urFuB/5Jbaa\ni2mPlKPiwvXoL1n05VV8EgiWm/BqCAcDDL2azLlC6rdIJJJhGA2rS+T7X6MWLaD15cAGwgFeevA2\nLjiagdsu4oNUFzXhEIpOz6N/iBK77gNY1wrNzcz4IlQ2ZXljWpyr98OaxfCmvYfZCthzDgRdA5TG\nAQXCF8PEF2DPMjDsAH1YLJGWXzItVQSuft7+Ff8rHAddM4H9YhtzKudk6IFEEeyxQjyWE4bUwaGG\nLJsXwQw1SvlbGSpfgYXNkC6Lkt53GFOuZbX85AnSCug9HhxTa8SH9fWFNIkhL5R2rMJ5vyiFvNJx\nX0h0Lgd72GPkO0tnOGRXIpGMIEPZiUDg2Do+TLrVMcfwekk/9FCfx7zs7a3899tikLDpBrgkCI3p\nHqJmhXSik4wCF23cyx+XwBs5kcbvfE48f6wFlr4Nc3pyB9ODqxs6DwsbOqNVfBwpF9Fk5rj43Lpf\nnK+xHBwZcETAFARnM2QNuYFFVixpqWSgdw407k8yO5ShZK8BQ/kkMFix7PGTvWEOQcLUbLKRXGDB\nUgaZf/933rlhPJYjHfjqPLhqPYTD2oBQd7u6FNXlIuSxE6CeJTsnELmqC+wBHDabGMDkdHbyhOaD\nI+8Q7ndNeyfEMI9l23uSs76hkHb2tCvyqy6cSbzeAY6knhUP8+dUhsXAsy2vkp5YyV3LlzPtE/ej\ntK2B76zEpfnRajW6//4+ftXcTtdCaNwkDmc91EroApj+V68CYDraSVcpWBJC48mQAEsuuieSSwnS\nISIWCIHmhtv2Q8QGmaNiosSaBIMdNhbnymyFbASilUCHSEXYsXsHs7sUXgtmmXEZuHaKKIJ/WgSv\nTYIvvSeigpIXgbkBimJCq2qLU4hix6ZCbxtMnweZcqjYBt3jIKaHinZxWlsSekxQnYtYMGagrQR2\nzIV5e0R5lCi8MhUuaIPnL4Cb90DvRCAIQRtkFPjTDFiqA30AbtkHJUcg+xwoLrDthkwvJCaAOSj6\nYG9a4bU5aTJZqEtEucGZ4UaPByZMIJXqwvCzVYzzPyPuT7cbeywINQsJzc9pabwaoPKaBKHP5FJd\nhrOPY7HeSiSS84oRS5dQFMUAvABcCrwHfCebzb7b7/vRpcmgaeD34/etYN7ONvTJNFEjFGUNHF6Q\nxdaa5pAKyawFfWmMojAib1GBvSG4SoP4DEABfQOU9oqoBNLC0xPTg8ECWybCs/OBDHTNgdKdULsF\n5hyGlCLCCMt6RUP+i+vgb9aLhk7X71JlFFh3KbxVCkmbCFP82H64ulM4IH40H77ghwtynYODDniz\nGuydsDihxxpI0/a38zmg386FRV8kFtqJY9ItA/N24fiN2HFCnPvCM4+3fFr+kT+nbDDHLDKs8iNK\nfua1f91WVUL4caj9lsED6ix+li8ctDSepqFpPlSvj97FVbxzpJkl+0TW3dqZsHEqpPUiMuGIDe7a\nCx/fkxvopyFlBlMEHviccNjGxonQbVMMyMCGaZAwQjoLLTbh4F0YBUuLsLGhBVC8H2JGMdtZ1iGE\n3WJToO0yYZMdfkh0Q7sRXAkwHwVDD+z1AOUWxr9pIrrsDuwP1RO7yY3xTxuw3f09gjs2Er01RpXL\nS/cvvontf9+leREkG8A0QUfHnbPYe7OLhM7J9P/ayaIXjgoHcCAAO3fSUQTGI5uwWGdwqPUI01qi\n6KZMg1gMzdaGOu82ePZZmpq82P8QwLHcB4hBdTisYa/TCC9Xj83Z/5CMmrp+kvnr/dMKzhhVVULk\nr39bCh9+YJhf7cnngwkToLlZaHIArS37eeseF1VrArxxIXz5FVg/B6rD0FFqY/u9d3LDw0+xx5ak\n2wHFnZAuhtJOuPyQOHxaB/qscJLltUj6o00X2lDhnG5BQqFv0iJPQoHDpdBRJFI6Uza4/n3RtzEo\n4tgZ4IE74SslsLccsmVwGCiuh/+ZB5d0QeUB+OpmOHQzTHgd0laIh6EkUVhG9ofXwPffgANW2D0d\nbtgGjQuhIgktHxfnLnsNisNgbRb1OqaHzZNgyngYv02IP6b0ENPBe5NhSUBcl2RM/H4lC812mJoB\nQ7d43zURDG1gMkHKBJ0mUGbAhLdEdIehE8iA9zqFmbf9JbXe1QRWrcDdECb6go+iIlef9kLffZHX\nXdA0mjQPVXjEd/l76ES6WGeDwecadL5RU9clklNApkucOqNak2E4RtLJMOQguKYGLBbCe7ZjjovW\nNWyGCUkhpGjIQO84wAwHPwWzfg7BG2H8y5DOiMZZlxNLyskrQL/XjQ5wxcAQhWQp/OOl4JkO5RvA\ntld0ag1ZEaaXFyaKmEVoYn/Ck8F+SIQndlXBz2bAoga4oRHaboSd++F1Jyw8ADfvFfukgfdmKFy+\nL0v3p+ZjfXYr/n8wU9qYJDK7BHOmm6LIVVT92waxQ/8Q5v7Xrb4OtXbQQOCYizvM50NxlvKCJaML\n2RkZA5zuAKl/WlXOnjT5VKo8WqET6/Wi+lQ0jyb2yduFadP43pXtPPKxf6T34ft5pwRKY3BJixio\nZA3w9Rvh4ZfgqXvgnqehuEt8jgLRLLw7GUwGuKJRLAV8XUDY11TO3r4zCS47XLC54fkQrxAidoYQ\nvHSJGLwcHA+O9kLINUDgHij9PZR3i/dZxCCmKC2cxUoaFJ2O7tp5FG0+TK+1HWOvkaxBwdCRhHQG\nY9fAepEBotU6bL1OXvhMBy0ds3E1BFFjTrDb0aamUN8Kgs1Gb8cOTB1ZHrnaxLeazBR1F0NLCz/4\nhIWvWW1YQzYibhvBhWFcARWH29P3Hx75Xw8TP+c79f/zBIx4XT/BwChP3tmS57SdLQYDpFID64ei\niFVEwmGRg99fuM9uP/XohsG/6V//FX7/ezq8t1EeGAeBAL9ZXMKNjzyM/br7ySAG+wk9ZKwQVsCS\nBMM4CHwCDpeA7VmYsQgmPw36OESVwhLYwQqY0FbItfVXQtgCc1tgR6VY0vWaA+K7xtlQvUu8zmsh\nKEl4dTpcfBT2zIArPoBsMhfZCQSL4V+vhAc1OFgCW++GsheFbsP7E2ChBcZVwbgdwjnQOw3MbWBp\nEvt3muH/XQtTj0BDhYg+WFcN330N3pwCVzfD0bnwy3K4OwT7e+BjTSJSorkMXGEo1sGr1XBDLgVk\n/1xYMxvu/TPEZoiohLAFlDZ4fjY4LwHjuzB3H5gnQVcL7HcIp0TGCK2LYfyGnNZEXDxr0xWuD1oh\nkYAZM0haUqTbmsnarMRq7MRq7NiDToo8DwyINArZAzjqAwUH7XC6WOcqFXGYc414XZdITgPpZDh1\njudkGA3pEqOOwKoV4PTDqlVQWgpz5sDevYRrFKzRDMYsBMpEmkMmJRwICUWoiifKhJJx90Qo2woJ\nM+y7GC7cCIecMDEIrcVQGRVe+/ztPCNUaLQNEXAfAYsZ0jbxedYsQg63lcKifSJFItYhQgaNaShK\nie22ToJrDkNvFjbfCFe+ILzpIQdEtsFvL4cv7QFLDLZUgrtF7BfJiJvesjWI/sabmLM9SHtmK4ae\nNMycB3YDTauXUrEBSnbk4gs9nr70Cf9di9HmGgpOhlzu5zEdplN1MkgkktFP/3p9KnW8Xyc5pNUR\n9vvo3bSHUL0LSyBGkXup0L2JhWn8wTKqdRWwZo2wDYcOoQtlaPn2/fzbQiHQ6ArD72vgUw3wswUw\nIQGmNKhZiMXBrIAhBZ0XC/ucNsGVjcKJcENAFClgF8cBMfDQA3EHmEOgS4hIBH1UpK9tqICPp2Ht\nLJhlhsXNYhBiOQK7tsPVOa29DBCyQLdZRES0LoGKt00oGR1tt9mputpDut6LEk5RUvsNCAQ4MGcn\nmc3vkilWcP1nlvaFUNwEWTKsmXGYBRvgCFt5a46OmmdbaXJa0JReFh0yYoqnaCnLErZBrT/GFmOM\njL6T1FS47v0Y73/ehM7SRfENNiredxF2A/PBkftbLEs9H+ZuGL0cLwWnHw6HcCp86EiGdC4Rv7YW\nurpE50BR4NVXhTphKiW+r6sTUShPPVVYKnJQHdI+qEO9ULSnoZCGY2u/36Oq4PGgBTeilpeDppHt\njUBM5CRcn4jQ8b/3YzNAMgOKXWhCEYXMhWA+CMkW0P0eptZAexJK/RC1QElU1Ju0IpxvZV2wrRKm\ndEJFTPQheqeCKQ6z2mHdTLioC7YvFOWu3gXaTRBJwq3rYb0L7D1Cm2F+m0gl0oHQE3EJJ4OzB/7p\nGlhwCKY5IaQXEQUXl8O81+C9EpixHbougvguIWqt5PI07HH42huQyMDEbpGiYcjAjxdDt0nU56t3\nw5fLxEoxM1vFNuYY2BK5yaCsWBUmYoRNkyCgh7Z2eGAR/O1uKO+Ekg7hQGguhdt3QsQFegMYWyB6\nFxzthQ4TlDVD0UERKaXowHoYSMF1+4AZTjAYSBlSRJZMwfrnCNEba8jsa2Ci0wNOCvdB7lmkN7mO\n+XwA5zLyU0aZSiSSYdCdeJOPAJqGVl+Hp97D2mVLcW1soPGx7xPp3Uf6vc3E1/2GbCpFz+Qkxn4O\nKENaNEZ5Qa9YJfS4wNYIqYm59+VQsgPIwvg20cA1VORm08h595V+eYzA/hIouVC8jjvh4M3gvxLW\nVEJvERyywbdqhMiQLQsGB2yeIY7T0wkvq9B5KVRF4fLpMKdUNK5hMyx7C5qBnXa48Gjht6iBXFn2\ntsCLL1LkD6Lv0lP13Diw26nyaOy3LKVk5VrRqLhchB7zgKqi1ddR8dKbAHi94j0wMArhZETcBiMb\nL4lkdJMTHQQK9fokhcD67ERuQOVQl1O11knG1oujPsDWBW7+uOuPRFc+hL/Gjn+tj9g//5iuSDuZ\nJ54glcnwg5fh4Dyo/QDcQZEW9qkGcdj/sxEe2AB6OxR/AJHrIF4l7Nyv50C7Ba7aJyK50v3KlaZg\ni/MhZ8lxsOUxMWu671549efwH9+DTid87x5omSqWvOs2wdElwglxuN+BdcAzc8TrDFDxGqRMCYjH\nmPbVN8VKPvE41n1xtCcfgSeeYMq33qV9EThfyJJRcqtQJEDfC28Vi5lcczuUvpdhzcwM/++SONGp\nRn64KMl3aw3sqwTLIzP536thQRhqZhUxd4qewJd0VF13O9ObuyjaFQGgSnMNmKl3bD2pv/D85STb\nFrv9BNsNd68bDLlloRDPXV3wgx9AcbFwNCxZAlOmFMQ3v/99oZeRTNJephC/s5Y9X5lXOF5dHYGW\ngp5GOKwde263mwOHdtFRtpf25x8CIJpuYc9XFUKXgRKHg5+H/QvB0p7rv2SgbBcUhaA4IZbEHr9T\nRPSED4tBdBYxkZLNFpZvnXdUpGKCEEbNr4I1OQKereDoBPVF8X1CgWtehFvWi/dXdoC7FcpKwdgJ\n8QniczUglt/+7A7xfnkIFgVh0lq4XAfjEjA/CMURKOkWK0sUHYI188TkTk8VxEyQLoKOUghPg+sP\nihSO2g/Esb+vifPo4zC5BUrbchEUuX5c1AhvTBf9tD9fKiKTPtYsfhOAxw/TesUEkC0J+lKozTkk\nJr0O5TuFVkV8DVywHpo7hVbF4RtMGCIW0tWTRAqLzYYyY4ZYESaVwlAxBcdWiC2YhsOhkrjIKSJd\nwuFj77f8SjHHo9/3eT2xs4bsp0kkkmGQTgYATUOt91P55nqWPv4yV27YT3VzBFMoiZLNELPFCN4E\nWybDe1fBXqdYsqzDCnsd0KsXj9KtQrixN7dEkT4CB3M5ghhFbuE/3QEvzxHe+6wOMkXCUQGQsgih\nx+0ToLkJfjsZYmGwrodLXoXPvA8Ld4uG/N//BGUuaNeJzoO7CZLAnBa46nVIfQDNFmhogMeLYV8R\n/PWtcO/t8MgS4eFPzhArT4CYQQCIzyqFyy8Hp5NxH+ihrQ37b/eIWRLNV7hmwSANtbUEKyzU3PsA\nOr2Be+teo3ZHCtXuFp2ncHjgjFH+WWosfDQ5VRVqqVo9Ohmc85tfDrF/jnl/R+LgvPP8yzUrC6KP\nHg+bqovpePVFrNsgWKbH9dt1VAe6oAcq/ryBmgl6Vl9eRHY8PKSKgcBrLth9qRgcHS6Brkr48SJx\n/J5caLIhBs5G4A1I2KCxCu5aB2VpkReuZMWx1s4UaWvjoiJsOlAGC3Jh37ZGuOR+MeDq2QfV98Nn\nHob2cviLtXBHA8y3Q/ZCGPcaJO2wqwbeuVLs3+iABYfF6+YyaC6G/UC8UqF3cpLOSZ0Y2mM0fncc\n62ekOXAnbKkTZXvfC4c+BdFxQi0/UiVWvkhbYcYB+GQE/nI3/M9v0hhbk/xQg0f+kOLaXWD92T6M\nYYhW6Cl9J0rJbjuuP42HYJCq1RYq37Jhd9Ue/z8ei5xk+3PCFInhrlMqJUblIKIYTCYRrWDIzS4E\ngyIF024Hvx96e6FTqDqXd4GpoxNdfIeYAAloeP3CIefVvIVB4/PP439kGdxxhzj2r35FdQjK0/MZ\nN+ce3iyDVBn0pGH6k9Bqg5KtcMEbEJksJkQyFthbLHQGes2gU2BKK6CAMwuluQhLBTDmflpRQjgd\nKjuFxgAKHL0GFD20fkwIJjZWiUkW01FIGkX/4ocqeFWwRuC1qbBJEVFBKZuIXggWC10Hewyq28Bv\nEvoo5e9AIg01JohOFVpVJb2iLGkzlNnhzRKRVmpICgffzCNwwS54N+fASCliciZmhKgOcoGbGPIr\nd+V+W8wAv74C7r9TvH/pIghMhperxG/43YVQVw36DNz8efjOfNh9FPTdBVtTekikbNkSIsrD7ICS\ndXrM8TQl0cniwJWVYuWPigq4u6C9kPnXn4DdTsXayNC2FES/arCex3E4604GiUQiGYaPdrpEXR2h\nzlfZuu4dXrYGmdGc4eUqIANqs9BHQIHS3eJx+FH4xK/F5NTamULTQId4n2+IM8CUP8KRJFSMh3kt\ncKBMiIzpwmA+Ajc3iQ5wca5BzCIa+N9Vw8ebYFK3SH8IbQRHFsriIgpB0UGPTogpbZsKZZfCxJ1i\nHfasRYQrTu0UHeb9JXDNL6EFaF8M178E/sfhL+6A3/4WUiWgy82yZfSwuFWE8xUd6CI05yjmbgvv\nVEzlqg8O4bj8yyJ15D6xykRItYO/AedCO9n7VGILXRgufZi9vp8JB4PPV1iPPS9a1D+0TyoffzQ5\n1f9d3iejkyFWI+ir73mnYv9Q9EGpFNqmZ1i//pfoSu140aBtE5fdfAMXHrBTdiRO/P00v79Mz99s\nSDIuDfok/M+zafZ+sQvnFui5CO7Jqd+rAfhGL9ylh0uPQGkaPr9d2Ftzv9bNEAGnBRqCMKVLLD83\nJQmVSTEA6TKDIwHVIfDNh0WHhKJ8PqIhr51ja4T5R8HeJdLNvvsslPUAu8VxkgokLHCwFG7aDLoZ\n0FQmHs9cBH/3DtRdBZ/9AK7fC7pQlsPFMGlvjJdnwWsvtoAeHu+Bq/8Txn8J5jwkZkozCVhXBW/k\nRns/mg/X7hWFW9IrynrdrpzzWsmCEYrjYhbWkkiTmmpD6QqzsLWUI+vWkelVGPf4dpRV/4e0s0Lo\nTtjthdnTsby6xNlm2TJYuVKkRDz7bKEOFBWB0QgLF4o6Ew4LB4HXy6/Gvcrn34CdX4COcRBRIPHk\ntUzqgU+NM/CeP8xnaIDAaghbaLq0gXBkG8kNCvGXX0DfGwcnfLtyO5+J2Mi2gXUvmFUx4bGzE8bP\nh3F+KD4sBvTXRsCkF8tnQy6bAzGzb+mnuxCZCaEWmBoRkxnpcSIawhQS0Q7GiBBUNUShtwxWzoJ/\n/DP0VsBRK9S0iggGqwicYUnOeRcrFtEIZkX0b645ArGMGJxv/BqYNoPeBBN2Q1yBSbsg6BIRFcZ2\nePcvYHoH7KmArT0w96hwVihAZQ9cnMtGWZBbkTVYDEUZobWy4DB0G6Esp6OST9eoOgqWNFzQCR9/\nX9SrmUYY9wJUZqEyJJwbz/1BTAzt10OkRDgVQKy4AYBOQSFLrxMM++LgnCzEOAEiEXjpJSEAarfD\nwYNQV4dj+XJofAajfYq4X+rrxf3h9w902va3vR9W+0oikUjOEh+9SIZly0DTaPxqOenvfpOuXX8g\nu+gItxzKcN1u+FiHGHBnFdF4brkS/EvE47IXxfPWy+E383LLSipw2CbCZFO5tAdTF0xNgm1fTu/A\nBO1Z2DYebtkN/zUfWicVxB8VwJSBvRVCzbjHKDrC43tgSxReny7yDIvioJ8CjX8F1uvEbEJyDoRr\ngBgELfCwKmYLUIRq+jdr4aLDkCgVgku374LeGdBbBcGl4vzvXQ66HtFpyBSB9bX9mF9r5M/GZhLl\noAU34r2wBQDvvdVs/cYjOPxgXxtE8a7jiSc0FCAQ8ONFQ/N6CmF9mjZQl0E2fBLJ2CCf2w7CsTjY\nkZgPBQfweOhx2CAQQH1yAw+9EIdIBC8qX9lhwZhsouL9HoiLdfDeLkuyZ844dD3QORe2PQTRUqi4\nF4LXgEGFbfNg3SUwMwjf/Rz8aR4csMF4M6yeBe1zQd8jBBZjCYj0gDUX5lzdIXLCQxZhR5vKYH8Z\nvOyCm/ZAVXshlS1L7jWQiYNji7DZf7wQapqFNs/bk+CXlwu7XVkG0w2gqxF6EK2XgXUifGUzmFLw\n78/BZW0WyCnpxw3CUX3dHvC+IqLcHl4LN24Vs7jKUdhmhp6MEK37gZYL/14PV7cIR0vaKhzNC+Oi\nsHtyzvJ4G4xXFHqSCrqDETos5aDTYf/iP6Oz2uj82tUo6Qz6L/+t+L/yAoRw7MofZ5Hezyw+J+cZ\nkmXLTn2fodKE+rNmjXjOiz7m9glMLSF0pbmwPHNbG6H5wNy5/HXPTRS1gMsH138XLt8AF979CjNX\nw8VrJjM1kuLC5UHiBz/OhB9tZdrjcRb/NI6uLYalOw5Z4Rj7m40ZxkXfoMYGzfcIh0HzPXDnW4U+\nR6sZrjwohEidOcfBURs8f734PjQBEtbCz0mWQUluMP66C3SRwne6pBBC7a6Gtw3QHobaPWJ7Qxaq\nwjCxBxIusUw3iEiftnlCTyo2AYxREdWgS4gJllQxXPYEGHICqQDmnAOkYj+URIQelfsZcL0Ok4/C\nnFbhqHD2QHlc1ClTv3ICjE8IR2BNp3AwhKzQaxDX4eKgqEv7y6DlUvitWzgddAg7ML9FHLOlSKRb\nZA2QDcPsozBxL2SNYru0At0zoevTWbZ8dxydVoVdf2um7v+Uo616QESzOJ3wD/8g+kgAy5ahhXOO\nhDVrCjbU6RSv89EL+SVo8xFgw6We5iNg/j97Zx7fVnnl/e/V1S5ZlnfHdhzZjuPscUJIAoREhC2l\nQAOlhTLQuNMZShlmJrSdF6ZvW0zLtNO+XdIp02XKYjrQ0pYpKWVJgRJBQghZ7eyLYytOvDuWZMva\npfv+ca4jJ4EWOm0JRefz8cdarpZ7dZ/7nOec36LbhJ+GgMlFLnKRi79QvP/cJQoLCa1exP7Zv6X/\nKfBsg7wyMByHiB1Ky+B4r3irJ12gjsjLDEDLvXDpt+ChhaKovHa9JJ81gnIkViY2SOOhIfSHTR64\npENEhFIGcKfBoFfYfVeCX5/cHpkvj80YhGsOQtQMeXbYZ4HCMQTCOCr+zJoCrhpw7AazQZJVYxLG\nbDC6DHZ1wqvXQvdx+SIXHYfrDkOHFZbollQH7wbPg9CblkQAxKZq0/wiXi4bJRNLUBsUgSJPSKF5\nuUbzvhJYsABaW4mWg41yaGzk0KtP0bDsutN1GM4UfvxL2ivl4tyJP/C7n6VCnTtPzs3w+WR8T6RH\n/CFk0oQFa9iioLqkQxqcJ9e9xkEDo3YEBAhlAAAgAElEQVQVRzyJkoSH58PGallMpBX4iZ5TByvB\nfzU0/ggOnA/Tt8PxmTAQhYca4f6dkHdCvO5HqsEfgfIasA6D/QQMl4G7SyhulpQgF3weEXhcdkw+\nL6KK4r4pI0XfYRsUR7KQ6lAJ5A8K7PoHy2VR5O2Ew0XCZ//xQvC1yDzQG4fQpZAahoUb5PWDNoGC\nR01w0gFTAnLd7v4oTPnFhEPmhTt3QPEoBBaAvVUWLwpStDCQFcebGJoCGYvw7L/kVbn/hTTPnmdi\n+dEU6pxa0ie7scbzIRjEtNAL4TCjd99A3jVvIjT4Z+qEvpXifNRjxeaP/ck/721FebnQF95pTDi3\n04qCOnG/CgtheBjfrUupjr+GoWI1ns37ie3aRuBSmPSyibTLjjoWp/OR5dQc1JENL77ILncvs9pV\n+s9XmHz/C2iXXIIyZQpDk46R310AxwMYkXzCmYRhq6BwlAz4XWL7WHkjVH5bnB5GLoNgGNIzpdvu\nd8Mv82DyNrh+u2wzJSlohAc+DHf+D8QLZTeCKbHMTqpSEDBkpJFx38uQKhA9ButJQQ4dvwmqfyrI\nowxZnam0U5ASd90F9X7429+KhtXQYqh4KYsSiurOKzEz7J8HHR644ZdZNNHEjljSoFtIItoq5jTE\nz4P8rfI+I1MF9TA8Dwr3yrgwxIVqkd8GO26ABU9CXAVLOuveFc6HXyyWImWDGRq64IpNUD0kABQ1\nJvmXywb9V0NVS9amM2kGk8nBcL6Zwv4RIjNc2Ivm0jptN62HMzTRKNfOZ56Bq6+W2243NDYC0PLv\nN9EUmy4FBb8fpk2Dq66SN/f7oaVFHLxag9kC78QxOhGFNB5eL834aPY2v9Oz+38dOXeJXLwXI+cu\n8c4jZ2EJpxYtY5dfwp4GcF4LP47A2u9CYB4MKGA+Bv2fgeijcMEoHGmAEht8PwNffhGevgZceyQ5\n9eeLSrjXDxf3yeQzfD4U7JDJfmKMT7h7S6SAoCjSXQBJtt1tQlnockrFf0zvgm10QIUJPNsF9qoA\nWkYmxZQCw4vBvkNEJl8ogBvbYM88yKuBni7gHnhyA1y1EZb5RWDJ3gOjDdDnhbQLrN1g2QOV26QA\nomYgZTVhSiT5wlXwhW0QKzZRsC/JK099R9wjxq22WltPVdN9Lc0sLvNgs3lkx37fwvAvaa+Ui3Mn\n3qnVVe48OffiTexrAwHfW3PXm5oIvvA0A8UBqg+AapHO5PEboerlAk688k9Eb/06iallePbEcOwd\nZOMVGR41wlfboWIvBO2wpQ5m2qDvhDhG2AthoBLsZtjYC7ccEeoZQGcT2H8BGKAkrAvXASi6yG5G\nNBKmBgQG7jiadfnJIIv1lAGMBoiWgLVH+OiP3AdzS2D+HTBwJTwzADfshwcWycJj/TRxBfpYELoL\n4TInHAUu3ibvWdAqn9FapttsGqXY3PUxqP6Z8NvNAVHfnz8oCvzBanAeh24XFEZAdYIjINsaAqfz\nHX0e8NUI7c1yEpZ3wqhV7IoPlEF9wsKkgTiaWUVTIX3DNVgffOrs3+zPCLU+c6xHblyK8sb2U/e1\nxQux/3zTn+WzT4uJhcy1a4XS19SEz4PYV7+daG5m32/uY9YOjYRBwZzRBBXx5JOn7ClbJvVzZRk4\nNkLnQhibAzM2Qf95Mo+795uwHk5hu+UOkg//J6bZ50NXF+FCJ+qho9i+9R20u+7i5PmwaxQuPSjn\n6uOz4WN7YdAOeZqc184I7CwThM1Ni6Hi25KLWFwQS8OwAkOfhIXflq//X+fDbdtkLLgNcP8tguCp\n65XCW2oUTBERWUw5YEc+PD9NqJv5cbjYD5f5ZcwMNIJ5EAq7s4dHU7J6UyA0nqfrodYElhIYvhVm\n/RsMj8CUQSmaqHp+0zEPhkKw2J+1fR23lc0g4zOtj2eQ/72fgurvC5UiZRV9hLRVChzJAkFJBM6T\ncTfcCGoQytZDfk/2OyYMUuTYOxNCEbiyHSIKOHQ12IRVXMTGqgAFRuZL7lf+awMZLcOIQ8UZSWNL\nwd7pZnxTHGy/oZDGn3RRlrax5HiGmoEkflcGj6kE5szBd/tKYt/5f/TVlOD3uPGuP4h7zT003rRG\n0DIej+RZHg8tbj9N41azb2Elfuox/fFTlux/4cgVGXLxXoxckeGdx/vewvLA8hpq2/yYRmDwJlCX\nwKTHYOo/w6E1cEiBWiccPQTTfy1CSK8UQGUh3G2EyVGZ4CIdcMUoeH3gbYKHfy2QOzUpE6q7lVMQ\n2PGq+3MNAoO1ZqAgqms3aBCaAZZh2Wa0TroIiZR0IqpD0DcfLv6FoBmeP1+q9gBXvw4Gl+hE5XWB\nwQ2WEByolefntEEQCDaB/XWonwe1r8v7jys35beBax/4Pw5VTwF6A8mkf3dTIgmaJBvmsIrh6g+i\nHHg6K+gIUmDYtAmmTpVkzeMh5m/FdqajxJslq7mu9Psz3unvnjtPzp1YuzbbJfP7TxvbweAZRYaJ\nC7hHH8W9ejXxTY8SrxMFeBTI3w3DVWGG7vgxx6KwdxX889MjGBIZZrwGD0+w9HVHYKXuVz/ZIEry\n7TfC63vAWwWTgUgMNqpQPhPKeyHyEchvBUNblu6All30lOsw6o4VMPdo9qsnVSkAm3TnoKPXwvSn\noH+pCPLFZkP/VWJBuW0jXH1YbCv9bnndJ3bBulmgDcN/1sOH/xvy/FLkyMiuE7JBj0OKJSONULwJ\nhi6SDYpeh4X9YhuoAKlK0EZlWyUDqVIgIC4XrkD2e2sGWO6Hi4Ygngdfn2XA688w7FQoyZ9EkZLG\nNBqDGg/J7kOYPPMwtQey2gFn6Gb8pcbeeEHhL41k8AVb8brdWfi5zweNjfgI/v4F2Rkoq8KoPGbU\nkDGyaZO4B2QyUF5OwtBP30qY+yJsjELTjyA5C+p+DrFysHUn2fcZcJVswjUTigYGYOVKnD4fmQwM\n/fdd5NuhcCesSGfpDou7pZtfGpFz24CcA9UeuDMJpmdh22S4tANGw/CGR2iT7JKcJS8JBycJjbJW\nHwvf/DEcqoJJ+YJSSNTBiBPy/kc0nBqGoC4M310oTg0JB/QXQ0kQ8vrhNTcscoL7EKSM4C+FoRKY\n7QdnSOgFv5oF3/RDyQY42Ah5Os1g0AZjZqEepQ1Q0AfOsFBR00B1OIsoUtDRRghq4cDVoNZKIaLj\nHqFiVP5K8hwtqVNY9bHiPAKWPhk/B16D+t7Tf15zRsQmG3ugJy4F0YROscqYxObyuE2QIyknTHlc\n/042C/0uFfdIHHMqTaxApX4gTZ2WwfxSlOHaaj62CXwVYWoS4KscpGnO5eDxCDLhUBqfEqSppRXc\na+EmHQHq8UBzM8Eljaxt8gAeWlpb8HjA+/vG6ITn3o0CQy5ykYtcwPtEk2HyNj+GNGyYAoZnYfjH\nEB2Fqd+Dl/bCz0JQ8z1Y8T+w73yoyIO6ckiVwV1FcMOoJJBLTkBqBGIGWLUfhipk8gFdLCkp/5Vx\nFUikU2XNCFd4UhjiBnGkSFrB3A/D88Hol9uVTrBdDic+La8d+gRoS6Rqf8OrcMkxsCZACwm319wL\nmx1w/2Kp3Dd7hVPs3A3194N5GGoeAk+b8A6Z8B1TGQinYCwiHUAFnX9sAMPFy0FVKI+aiP7sm9Lt\nmjnzbA72LbeIgFVbG97mFjJ7Dp1+4N9K/Ti3eHx/Rq7I8J6L4Iwa/UbwzfUX3iy8XnxN3uz2mzZh\nHxbRxPIXoGibgeA8MLfDvnlz6Guo5PixJMNzUhy6G4ZukwVJRxOEKuAJnccdskC8BKIxmPQc7LLB\nZ07C/Jch77B0Khf8D9j7wPMoFE6wYdQM2QUagFYN/tUC9/avhqNL4BczYcABL9fAM7Nhx6cE9bD3\neuibAYuegq4n4LXj8NOdYLLBDxbDs/WCaKurEv2du16TBcnnusQKMDJJ+OOp8e+ggU0TeptrH5xc\nAg4/5O8BjKLJoyi6BfI0WSDZx8BoAUeHLAxde2XblCoiwuPoubE60EZNXDaYh2I14YoDJSWYcMrv\nUV5O+sZVWb2c4mJGf7NWftMznYDOuH7/NXG6fa3rBKbu8UAqha/RTbO/Bfx+mn3Nb81h1+fA8De/\nSvq++yg/ANollwCg3XUX6bY2jkS6aL4oSce0Ns6/VV7W8Wm4yiMLZcsghNIQd0OsBAqOQGavVMOS\nQ8eIPvMorFlDXJUE7f5FMOSQItVvdAeU9VNFUDpokWJDaxkcKoBnYjB4QtA5lSEpQDiS8EINuBJQ\nvBO2ToaOYkEoqFFo0yUpjBE4OhkKt8n98t+Cv0rcGKKlYv9qjMOsPgg59MV7JfygEcJuWNQhDg8Z\nVVwqDhZCvVnonP58eHUS/PMW+N4nYagWil4WJKczDcUJaa6YjYAd8kJCechXwZU8w1aW7Fi2paH6\nt9DwH9LsKV8PeUeEImXIgGIX5Oa4i1bfB3TbcQ3mD2ddJsYj5ZSxGh6B1+phzRUwYoOuEujNh5AT\n2udAMiLU2KQKIzMNoKoURGNYDGYSDiPWQBo0FdsP1zFt+uUsCTqhqoqxTBRt+CSeuE2Ktd/6lvzF\nYjTuHTpFnZCT1Ad+P303rMQ9vZFmHyx5cgtNQY8UDn4fWjQ3d+YiF7k4B+Kvli4xunopHYHXyN8P\nlUcFstHsFdGsjCKV+i+shH97Gp6ph+vbpMuWcIOxHxxDsGc1zPsxvFIt8ME00HM+VG+Fn86G67vA\nNnL65/o8ELWIeNfEqB8GT0DEuVL54jGdKARlTLyVNSDlgpGkWKh1rgbDU5CwQUc5vF4IiwOw8CBY\nkcTS7RQrTftx+KIXvuKTfbnqCLQ1wNS0iE8mXQLpM8T1Tp6OBtr7rzDza2dXmsYcJuyKAUNKgeef\nP3vCmtjV9PnQXt9MX8vN5H/mUfo334t1ix93K1nqhNt9ujZDLnIxIXKwynM30qqC+sV7sw/o3GAQ\nmkQw6Dtte7fbS0EbvP4Pl1BgcNCwd4y0UZxsFE2HUAPhz64ib1sAvF42vfoYdbuO4taLud0fh5oW\nGKsQlNZjU+HmLlAiwjfvscMLi0TU0ZCECzqyGjezBmB/mcCc304c/CRMf0gWMC3nw0dbpVDwwGK4\nwwLBerBGIWWDxGEoQgolyXxxd2j2yQKqOgT7/xUavisQc58HGvOFCgcirLe3DDoK4Bq/dEvHIwOg\nyjGKWETgd9gOJid0XwMzHtLnBwVUA0QByoT6BnrRWIeFj3gglGfHc8JCOhYirWYwmwrE1aCkRF7Q\n2Ch2iU89BYsWEVUGsH2gSZ6bKNp5RjT7mv/X3O63GuuRG5f+RWgSvnVrpcCgh7dxFd4frpdieXPz\nH9zHceh51/VzcO3YT2c8Q20A8hJy3nS4oWEYbGY75OXRU9XP2BKo/U9pPmgaxF0Qj0HvP8HUH8HJ\nBpg0czWpnz+KMaoxdJ5y1pzs3iXjp9kLdx2GViMs75LnMkhOk8kHYxCOuSEvLs+FTaI/8sQcQUN6\nRmBfIdj1Dr0tBsu64OIhMI1A/6UwMh1sPRCZLO+RDEGkC+oDYNktxS5UQBEBxLQNYvmwaymc9yqM\nBuAH50O8HKYdhpl9ktNsvQA+/AJEi8HdL4gDc4A3jYQFTDpFNGgR4evxGEcmjR+jtAqJMgg0Qv4B\niFZIvmPtBltf9hgpQLgY4mNgmHZ6EXI82m6DmT+GvkmwrQguPwxvVEqDp38l5L0I5jwp+pQOCeoi\nWgzDCSslzji75i3k4qe2oaZgrNCEY86FYLVyLLmTV+NRigJRkpk0msUCVVV4DIU0jtjB78fvceNp\nXqufmN7sOdfkxeP24FnVxMHbrmf6hdeiQxnO6WJCbl7PxXsxcnSJdx7vK02GQL2CQZOK+rFPQNFv\nYbNVLIl8elPO65e/X10AF+yGnyyCv38dWsvhfFUgfACDk6HkePa9T1phdAoU98A3FsGXNorgkTEK\ncZuIBn9NTzxDZshPiFXSop7sxKjofwMLIHUYnCnRWxi0g1UV7uSeWlhoBFsHDC+Db5XDpw1Q/hIk\nTsCWahGSNBtgZDYMhODBOvj6i7C9As7vgfZKqO+GsQJJ1FUkMT5yKWj1px8zwwGYuQ4GXCplY4h3\nM0AwSNQ7HdvUpQKpPTOmT4eODrSkwDkyZtDSCuH6KbgPdJ5uZ3eOT4i5ePcil4ycexGcUYPzyLFT\n9w0ZjZEGD+4fPHLWOO7sbKampjn7gNnMobIk007IXQXptpry8olFRjBWFGNsukMKFn4/feE+FOMh\ndl8gArTFr8PzXvDshoFh0VUIWUU0scEFjm44fjN8KwL/1A7TNsuCI2CR7TwhfeGua98kzdLxVxJS\n5LDqBYm4Ktdh+15BGQw4pPvZWSjXUYCPHgZLFIqrIdYOxWnheicKskWGl2+F0qrs7hsPQP06XQcC\nQVH4quESv4hUfrwN9k+Bef7Tj/nYFHDoh3z4PLD1iiaEAYimoMSvu2UgRWrGREBvPFJWucaHFoC9\nx4SjI03amMEwYx6m+sYsWkHvxo/OtpLa7oPycjKHT2L++ldEBPIMPveZHX2vx/tHQ7DPlbHe3Oyl\nudkndyZYAf4h/vrEIkRKUdDMYlmYVOS3SAMjDshUOBmrM2EdCIAfiiJw3CLn5pgHRgehwCraGSkH\nmMb0/KCiAi6/nHi8D/WJ35IsFqFUfz60zM9+j2sOwHkDEDYKmrLbKS4NdR2QMArSscslxYcpIXjF\nAxd2CR3gRwvgtp1wn1eaLpquxTQx2v8Byn4EO/4BFjwjLg0pm+Q6ppAU9VIW0aHq6IP5ARiMQKki\n7loK8NBi+OQbWa2TccpQ0gCWMz5vPMYFYaeOQY8FSsNSHEkZZGyCIBuiZWAOSTEBIFIueU7SBQfu\ngdINMHocJvdCrxWqu+RaoGiCPjCnReQVTZCmMScYTBD2yBeNlkDqKJQGoS8pDaKxKim+aCY45IIZ\nw5BwKSTTGtokA2NTNQ4c1vC2CxIpoyqcmFnNwaXTaQi8Rt6zEY4VQGMfvFKlcdHCK7B86h4Zl+Mu\nXGuy42987K3693Xg9+NeuYrW1vWs8luzaLJz2KryXBnrucjFO4lckeGdx/tLk8Eh9krxCih7CZQY\nXBYAVNBUWNYhE2CvE6wOGHTCpzbLSy/qBnXCYSrqkUkx5JGEryANBYdgN/PwBKUMbh2VCf5IkXSv\nQLoN44WMYZucrjFVoJLGjNy3D0G7A6whsVArHxORIncM1s6Ey38u75UoFHuyuv+Al2ZBiRs2VcPM\nhVD2O0lqjtTAyg7Zfn4Anq+DqXH5XvYIBJxirRYrgBlPC6w4g3TerP+l4BlRgAwlI2loaIBIhMDA\ncQqwYNreDq19or3Q2Hj6hPbDHwKgrFwJ99xD+lv3Yf7sl3CPb+N2nw6//QtaouUiF7n448N9oJOX\nZqt4D2oYUxnw+bLj+sxt3dnH2790J/ZiC5AkYQFzHILFTgxEMMXSnHAbmGp0wZYt0N4OVVW0ZXq5\nbCfM2qtfBx1w8DCsOiyq8D1RmJ2Ra+VoiSxiUnYoPgTKQejKh8MFKo81pvnyhtOvvxpgSogczXiR\ndzysaYGP29LyxMFiQULMCMNJG9x8EAxmSKTB0CdCjGM2yOgCjV6/vM9L3XD/E7D/czD7a6cr6xuA\ngBm+uxh+3QB3bJVOczJx9nG0DMr/jAEKd8CYAyyqfNauUlkYFSEuGPF8cEQ4LRfSjPJXuAXUaJKU\nE9QIREf2M6CewLX2TvL84VNIlLy9MfC7CZTDzxrLuPMaHW12Bp97fNH9p0AynDPh8WRvvw3++sRi\ny93PN9HohiUd9+K48D7Gvrac0N2vUB1RMKY0rAlQO8KYT4DZDmpA5vjqmPxclm5IVYCxBxJOUNMQ\nLQLbkP5jNjfDC1tOdeo1pDjxL5vgl7OgqU00oRp74ZM7YWYYylJg7JAFNBnp/kdM8P3zpfngSgja\nYLMLrjwKj5wHrhhoFlAmoARiqoyLvIPSALGkwXVUChEms6AhUaVYFzOD6Qic3ys5ikkDy5jQJUK1\n8LHt2TEXrxDkjQHYNQkW9ErB48wINorc09w2mBaGtBGSmiAvDPp+gaAKNKDmUblv69MBmgaY9WUp\nhAzkw2EzEIP9pTBzQHKwkEW0NMwTNC6MY1KECH4Yah+EkUJIxsAaAb03hXVY10VJiiuNlgZzQCNj\ngmggg2kjTHILCsmYBndMw9p7nGnDJzk2TaV2LtTt1kirRqrrGrH0xmQs+v2i49HSkkWINjfjdbvx\n+P34rEEaPR58Hl33a2LD5hwuMuQiF7nIxV8FkiE0zYY6FkPTBIaaMctC2hgQ+6RIEmIW+N7F8PFh\nqHtdqtGaBj+aD9OHYGGPIBlAFvqN/TKJDdihOArRWniwBIJWmFJkZfaOGL/6AHzlhxCdLDZOxhjc\nd7F0tzREqfjlerjsMHS6YVpAHh81we+mwdrF8nnfewaenAezU7CzVB4zhuGiAFy+E169HEYPwTeW\nwgXHdVEyBLFgKoO6TuFWZvLAoXcRwjaZNAMuOO+AdDTUjHQTRk3QOzmfxI0hfr3bxR27R7H1ixR0\nyGkmNtXDI7ZDfGm7icTMCmJLPFitHmxtfbB+/anjfqrrc9118NRTZAwKhjNJjuPQ2/GJMIdoyMUZ\nket4nJtx7wqFL76qSJHhbUZXsULUlr0/7ILCPtjz4YsIJ8L4PW6a1vnxr2vB64fBb3+U3x0dZNkx\n2F8CG2rAYIQx/XrljUCxH+ocoNqz72sMg6ETDKrAxG1DUnw95oJVhwS6Xj4m7hHWoxC2iA6DzyCI\nAndcrsVHC2DEDAv6YV89zOiARDG87oCL+yEWB3+BfJeqERh0QbEbkj2wqwxenCoq9ykVbl0I878O\n6bSgJFIzs3SJZi987jXoLwFnEI4USlFb0aSokCgFNHj8Llh9H6RTgsr45iegr1sKGv5CuPYoLOwQ\n6oRByXZ3M0hnVjULBz1vLxgVhcEKI5nZhUwqXpm1Fx7vmq5axf6fP8DTl2ZYP7Ua3G5WTV/FmiVv\nTm37U6jUnytj/e3uS+C+6yi4V3fg8PlOtwP0+Tj53b+haJeJ9LFjqPPmQXk5I6/8FteNqxl46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W7RarS2cC9pQJt/7zr4B5whDJABk7aEkDXUXgHMmwtQpWtoMpIzSNXZUGDOkMbbPsfKhNgRtu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C3tAA772HeRHQ3gGAWUnCvn2QTNJ5cS3OrRr6TTcSCAbwbg3i8bgpe/UIBYXF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\n5eu3wfLqGJUeiLmg87Ywpd0GUt+6Fbs5xVs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6OEIV5dc3sPif94LTCRYL8p0Sa5+IYL7j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Pqb8NLnpLwhUwJKPRCFcbeYN9aGAQ30Vssh/nyGM5gtISRF2gRtayBTKxLrdAnMisLNrVKW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\nwbF5YLBDX4mYu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rgWuudLcq4gBsWFY5KwKykIOMHQBcYKSNkE0NZGxA1+72UQTctzZUNJ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\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/8J6Bkjyf6ec1U4UXuvKWfI9Xw2//mao5cbwGGBVObvnDQRY8uaWrwxl+o6v8k1Fbja8M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FGHtO/sWiSMhp6L4Ds3wNFKiT/WLxdJqC0l3Tcokc/QNFh0XJgOoXnQ55B4aH8FDNry24qVwoZ5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arR44FobzVXCaQRuD0vXw4F/B052SSJ0sgQvrZEH1NcNqLGJQYjUdhk3gDUPLMJhfhrwS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\nkVMBvBVAA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yCKNCDvGHPQdZO9iz4rMTdeAbhuELIJEG+zLIehwMDGZYlPPgvPpGKtWNI0p2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\n7aPXncD3+klobIShIdi0ieju71B3pIZTp+JorTfJnf1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9vdSetQiqq6VQ5N/9HZ9+69v8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1WBI7ki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\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RtuOxWriyDR78AHxwDC5uh2hMS7InQUILfSbo1cKKw9L2hLXwq1vheQNcXwsf/iTsXAXz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\nm4WwJUXlMLy1COqs0Lkaqt4ERx90r1NIdqVZ1YeYoRX2jcWL4bb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rZxZineY5nkp755Vp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55q7PPC4/PhX9eKHMIdgnQSMgYonxKQ4AvXCH35aCn8y0bodkLzVjhYJpTt46VS1ckpH/Rx\n0VKDsCBMKXCFpDtE7gateUjAENsoeH4CpX1CeZ01LE7yKGCaglQptN0szI5Be/b9CvjnC0sC4Nn5\neYPIuhDsnQsxA9gT0klDU+RvteMwdwouHYZZEyrzx2DlcIbxigykITHVgxENFi/G+2wXd773n6VC\nbTDgC3gIe9yy0HM6Yds2YsHWPB06J53w+fJyirPoaE/vmFKI8ztOB4z8Hij5/l2EDj1A+A4vXasP\nkbaD9b7txN1gfNeH2PnnbsImlYRFD2kwxFTS42n0J0YofjFGxZRIG9Jpjdgk3HIAhibgiAOGYnJP\nT+phOA32CTBOyLjTdMJEsHTB0v8U6ZF7Bxzqh4/cCM8slnH0ic3wahHsqZZ2swa9jC1Ng7hBmAfj\nK8BoA/0iGceuuFRuGwdh0SBUT8j52pNw3TEB8tZ0gDEMlw9KUpdaBEfLYdtlwjL66mbxi7Bnx6Vp\nDDw/BZsRPvxNWHhUOmfYUwJWmnRQckQ+j3kUijqh9CWwLRI6ujeQB0/DaQEf43ZQNY1hG6SMGitO\nxOkq1jFkhiM9I4wYNZ6dD19en+J4MsgjPU+JFwNiennyH3ehbAd6e6k76YW21lPH8kzj4NzvM4GG\nQhL434rJh+4l9LCPlL6IYOt2Fu1/ldhYNxwfI3zicYKlKS4ZhAMpKDuYBdBV+TdsAV0ErOMCcnvu\nF7+R4uOgRMHemZUNacKOsRyS14whKO2F2QfA8RORGhYfgP60tFc+OR8mLdLdxTyabYuZ/bymOFjG\npeuK535w7hMJZKcTVnXK8VUVZvVBSQjGU6CPKCgqmIcULCfd8OijBGL90/NH/PomaYt9880Cans8\nZ5fuFKQUhShEIQpRiD9BXHxMhtOqxTPN2LwtfvDlO1JMMxmam2XSDgSECh8Ali6VNpQAPh9dt0Ld\nbf78ovFjHwO7nWC9G3drB7FUDMbGUK0ZBjMpaqOS7K6x23De+1se+ds/Y1HPOBVRE+bJOJY0RC0K\nQatGETpGblb52RB89WFZ8OythJURUCfzlOQOl/SRD14F7qfzjISMCdQM7L4dNnxP5AooUqF3xGSx\no6qSNCgIsKBLwZFyWBCFxCzRQ3/lMrj1IOz0wJGlcMlr8N4jkkiEF2SpyVk5wjEXLAzBy5fDon5I\nFUP3JHRVwrv3iewjF5oCvcVQGRGXbxCNrGnG168iHguh1ZCZgJIh0VybgqILB9Cyzva6FGgxoYpb\nMrKviBGOl8Eji+UzAmw9IgnQ318DX9oF4xYoC2U7bRihOAWPLIQXamFj0MDuOg2LCl98WkMzaBgi\nGs95wDvugve8Z/qzbht5lDvanfiWjuALeMSV/sYbGbgsQtVRz+t7l+d+5u7N7L83Mgq8kOJir3hM\nyyfq6+m6u4a6gBe++1349a8JPvRJ3FxN8pc/Qp8wcFIXwRMWECxtgCGHnmKzg+KBEDogaYToEgis\nhwX3Q1Fctg3USnKvrxTad9nerNzBCKSEseOegomsoaKqkyRs51wZL0vLYWwStrwPPtwJf/msgBQV\ncUnyQbwRIpUQuBkavgqjiyRhMmfEoNYxw81/1CLSDWtGkv+xNWDrAWcrxKvAdhL+sQG+7H89owpg\naIPIJTpcUJ5tcVm+C3pvBMczYD8KJRPScWL7nbDl28LcAgE4PeMCYvQ6oVYFNQHWGKRd8IJdpFxp\nm5VDly+kZmcbE2aYGzOiFoHRVArJJKxdS8faer576Ed843dJBjdYqXzVRN9NKeqeny8Ha8yaR7S2\ninFnTc30XPKG/g3ZeFMspvOI4n5Ox/ppkpFQYDuu5m0EP3YT7prFxMLtWHvTHLeMsqAPnq6DeWPy\n3ecMi+N6AdamlkDJKzK3hhvA0SbzYWQ+6GPiD2SICEOwvFs6KulViDmBKYjNA9dx2PkpqPklLBiW\nbizze/OswFQRTC7Jf3zzMOgnYXexAI0pJyzogtoJWN8NBgtMpcGakveb1awcKCtfDDjBE7eQSSXQ\nX/0O2anbLffcG8lu/hTMl/PonizEWxMX+7z+do0Ck6EQ5zouCibDm672njbxzTRj8zb7TlnQOZuy\nnQGam6cnZU9rQPbx6KPShjKrj3R+eTtEo7J9S4sklo2NuJ/aLf/fsgyruQgtbUKnKaBIpaSvP87v\n/uqdRItM9BlVXto0F0WRhbvebcAdgSPlKr9qFx3of10KP1gOjf2w3y5u7ioQ1QsTQVPAlpUhROdD\n90fgxU8JwBD0wC/uhh98GB5sgq5qiNRAxiyLfAWhMveYZb9Pr4HnaqBvubjHXxGQBVpzG8yJQ3Or\nuMcrwNgmGJmTTwjmZBP/FS9I5cfUDnOGYF4yDzDkHkOKBlVRiJthwiKf/WubX//VKZqAHfZxICzS\nj8GktLr7yTLQh7MU7ogkT4pFrk3SBC3rJZn4h2dlX/c8J+CIzyvnds874BM3yt9CNumFriEu+F97\nChxTab76aIa/2qMRrnChj2vodDr8HmBiQlpZIovFcLkd39IRKC/njlXDPPatGwnpDxFf76HL42fg\nF82EQn5hOOQqnn6/mESe5d78g9qxFuK8CH/Aj8/vg9278TV78C+1wyuvwHe/S8qUpMvfjCE4SV/i\nIUavKyG2zEFKl09aVA2KIhnUsRBpnbSszagQ6wDzQzCZHUP/dgt863qYKoaf3ARPZs0SAbnJDVAV\nl3EXCOYBvSmjHMgRh8/WwuQkzAvCs07pxOJIgyEDPTbp3nLsCzDuhWQGTjZDdCVkZsl+7ZokSCA0\n9UmzMCRUBNTw3A+VT4r+vaRVAJAtAXi2Tt6Ttkuil2szSAKOF0OnA5wvQ9398JID5jwEs/eByS6b\n1Y3Chp/LeW4+KXr62nGYqILudRCogIgTTr5bzjXsUXB6xNvl0EYjjeu3EjXCrvk69Do9YRsCMOh0\n+NMdPDCxi9Ll6/BdpdI5kMH0rvdAWVl+LOcA6tZWqTIvXSoAw0ypxO+5R35vXKzJXA6gBTFexg1N\nOzyRAAAgAElEQVT33suDV7uhvZ3wJjutS8sxpQVEqw0LywDyLZ0tGTCmxEg0t0RytuUXRiMjEJyC\nbc1w6AoYXAiBdXBsY1bqMC7dJMqPwvAWWLwPSpYII3C0OA/cg3RlKd0HtnYoPgLWHrCMwuYekSEG\nkbl1SxfozQJiWAygucFSN58pI5h0eg5dWkZXCbS6wd9QgqZqcNddYuTQ0iL33tkYDLnr9VaaQ76J\n+7oQhShEIQpx4ccFw2SYrgb+kQj6WStG27ZBYyOB7S0EwgGcHb0QieB0uvGEkRaFgUA+WWxqksk+\nHMafPIr3aBL/EhsNRSlc/bP47U2reNc3fkPKDukiDeugAkYjT3gyvOO4iuooIjMZwaCKVvqESRgB\nqh6e8MDaUlmojDWIkWEaqWqkFWknZ9TgwA3Q8Fvo/hBoBlj4bdhXBf1fha23iYkiadE/W1JCbQ43\nQEmbVHvKo3DpGBwvAUMN6Buh/HegT4PeIIumgRKYdRKil8LYCvE0yOigap8kHhwBZ1LYBJpRgADj\nhDAZaqdEK23vzF9mDeguh7Kw6GQT+mylyACOVL7yBAKIOPdlvRpqoX5U2u1ZeyU5UdQ8i0ND9Np3\nXwlfeQ6Uang5k9dlq8CPVsJ1x+VaBErgK1fCx7NGko646HVna0XMCiUJfa6asoctGF87yv5qOWcU\ncJocNNZtkJ22t4PTiW9eN1sPxmjc/EFxnw/5cdVtzbezzEVTE+zYcdbWYwVPhgsgtm2T9nJniOln\nl9dL6OaluO5+iLHYGKWKjZQaRTGZaC3PcMgWx3tC2u4VJeX+nLxUz7cqM9z9LDw3FzZMQMaVTcpN\nUNQN/zlLWDxNelj/tCTQGEAXFeAOZJwaNAEZy6fg8BVQsxfmj4lrvjMujKfOEgEzv3413PEshKxQ\no4OJBKRWQPJViH4a3I9k963IZ1AtkBqGE6XyjKmfhExGmBKf3Q2aA+b2CWvKPCpsJBCW0VeezLes\nzGS7SLx2PSzww9hlMOspkTnd/S64ez+YBoWRoI3LZx8plhaCdqs8SxJmGCkHBuBEsVwz0mCIAyYY\nU8QTorMUjLPnENf3cMBt5J2rakn+oAvT9SaOHE5x3Za7mXSOcHf4Ae48mGB8g4Hy/VaMaRvE41ga\nmtB1BzGva8K/tVGeOT6fzBlv0NL2dAYTZFlMAc6ePJ4nQMNb5smQA218Pu6oOcQ2w/U8k96B+uIg\ncTPsrIUbDkNXOfx2PiwYFSbb8mHp+BBaCeV78h4+uWhpgFvbhCnjOAqDC8B9RACJtBlMsfzc1Plx\nmP0IHLkLzF+FhWMimbCk5B9Ae5nMVXUDIl26ZED2NXANvNgP78saq6oG6LVBVQoUI6QjCsaMhimL\nAGbQmDII2y430WVsCoY1V4DFIoyGs7VBncmkO9eRAzJyxy3IgS7auCjm9fMwCkyGQpzruKCZDNPV\nQGSx7ve3/FH7OWsSt307eL14trXgcXpovXETje5GPIGwLBQDAWEqZNtQctddhB6Wz8OsSvjSl3CO\nJzBgh4kJip54lmBlES9UGQheCzgcUFxMWRTQNHSJNGq5gXglTF6ix7goS0NeAHOrwdonFODxFULp\n1yEJQlonFXzjBCx7FJ6fDaZx0CdgfDmcWAAlvTBwLQQbpOJuSoNWJI+bjAkGi0Rf7Y7A5HLouRV0\na2DSBf1/BtF5kgDEqqEmCEUJqDgAi34kp9v/PDiOSzKQo0ZriphiZcaFwdBrECBgJsAA8hnKbWBP\nZ2msBgFMHNnFmYKALqoCrn15AGFBD0Qz0BqGI4Z8n3N0cq4xA4RrYHW/sCQm6oUK3vu+6c2YF4Hi\nSjheD04rXJWEgzXQ1AGrBqTTRE3/FBk1w6xvdmM81oFZlX064+Dt1tFYskiqSevXMzZ3Fr0EMThL\nCZeYaWkEPwEMV2/NVzhzlNVt2+T+gbNWl3KAyFmjUDV6+0fO8+UMMf3s2bqVtqtvhKYmXqnSMflT\nHwMbTWQq7CybMnDLYT1lUWHgGDTp3DIcynDby+KP8mydeBaYuuCfyuGflsDKj8IvL4UX58OPymTc\nJ9yABppJxpSGABYqUDMB5TG4bC/MHhezWJ0Gr1RCRoO7roa7r4L5/dIK80Q19FqhNA2Ve6A2DpVP\nQFmbgBK2AUniEhUwcjPUuuG9R8UPpiEId46AJQ2VI9KBIjIfBk3SdneqTjxoVKOY8anG/NJIXwlT\nGSh/Ap6dA/dtESPJ56qho06OmdKLL4Q1DXXjoJsDQ5dDeAM8eyn8zTvkOh5wwa5qYUEpZtHpl8TB\nPQldEz38zAUL21J8v7WTgF2l7odJ9uoy4PdT3AHv6llI6VEzS9rfx6xn0rR9cjGupruwWj0kk8Jo\nC3ztzumkLvPNe6VEDvmqb24MZ/1+fF4fPuS+mGYxnW2cX6zj//bb8//3+bjdfyd/V9+Oc2iCH44/\nQ/xEEs1pxJqApi5IWaAYuGMf/N1OqKmCrvcJi8EegJEVoBbBb/8cHpsvLLdAKdzfAOEeiAPGMQHP\ndCqojuyxFbl3Y7XSErrmIShdBYlyKInmAYYMcMkorNwDh3RwSX/WG0gD95Ow8QSccMCIWeZtc46V\nNwGTJo1wA6g6hWCJnh3zoNcBn/2bBtIKKJqG4f0fkXshHs+bPv6pYyao8CbkQIUoRCEKUYgLNy4c\nJkNLs+jfc/HfRdC3bTs1MfB42GEPYvnruyTpa24m7HaKpMLvl0k9W4X2H2zG/4vDBOaVcoN/J5Nr\nTFg69Jg7k+y6sp624VdxaHq+vxcmloDziBn9nggOVU+wWsMdddGVGSU9Fx6zwO17ZDHS1Qz1LaJD\nNrxHKMa5GMu2rNOAiUvgq6vhL4pgzAwRPaQ7gG5Ydly01/65sD4uC2vVBBMpOLBQTNi0pLjHzwvB\n4UowrYW5e6QlpuME9HwESnfDiTDMDYMjASMr4eES+IRfkpJcdedZjyTJXU7RYMeNcuy547A5gHSC\nyHpKxGYLiAJCx97clQUX7KClwZhtVTcDRyCuz3tSROafCl7k9OY6IF4J0SpJesbWQP97YfXHZbuc\nCeSv18CV7XB0AQQy8O7DYE4L2KFljxtww/PV4D0hjvp+D1xmg7UHXbB2rVSQgAHnbgYf7WX7aju+\n4OLXeXhMVzF9PgEetm49pRp3Svw+De155C5/prigKx6nP0e2bj0zoyGbaDazHQ9OLn/wRX61qZRL\nPLXc0nKYjmVLWP5CB73pEPOzzKZEFfQY4duNUBGBuiGoC4vngAq8NhuKp2TM7aiHu1+UcY0mYy5R\nKqDEtA9LXMwe3/8auBEplP4qUH4pSTrAjvnwjk74ihf+/gVhHETMkF4sUiZjCCbnixnrcx5YqQdb\nQKq3liFQwgJo/MuV8Fm/yCnMgzDlhOJsB4xfL5ZOMM/Ok/PpLpJnxZaAGFWm7GI0O6iCOyN6eEcb\n3LMF7piC7jmgG4GFB2GyCsqOZUGZSkkSUw4YqwXHINxfC3+5ByIe0EZBKRZficE+uHRCIW4rQpuM\ncLgSFmSgW4G2SmhZDl/ea8O75TYmB3Zh3d2NweggPjpI67WzWd9hZ6zExMuZYxgNTgIeJwFvI833\n7qDk2sW0JSx441lj2Jnzx8yx7POJL1CA1wMJTufr5FXnQ9X4nI71nLdF9to0b2/m2wH4TjyIr+le\naG2l9cmfMi+q4ghLtyBnLNsmWYOYFyp2ifFptFqMRxXknikekDH0kwaRMABEDWJ6WpOEeDHoFbAP\nQKwSBq+VeTRRBtYfw5xxGFegNGu6mrAJM88Yk/3euhXu3y7Hi5bI5/mPW+DW+4CMbBM3wLADyibF\nzLl0FRTvVCiOa2iIBKQqpiOjqui//W3o6IBDh+SaeDz5lslwqjwn9/fc6zPumdZGPY2tmT/u+5gJ\nlgUCZ2dSFOKiiAt6Xj+Po8BkKMS5jguqheXZqOPTlONznHCF1zey7d6tp7zm9XjxfuMhWnc9RGNj\n07Rr+ORSCyOr48Q9FiyBOL/xeFh85yPs/udP85mH/Yy3hdl6EzjbA9DYyPrtz9EUX4h3zIG2bx9D\ns6SdlrtHR0eJijsBugREl4sh22Q1HFsh1Y05beAMg/OgyCZUBXasFpfs360H66C0nFthA8NBsI7A\nljBkRuA7G8A7BUuD4BgBnV5MqTJ26IjA8iHAAPsrsiCCQxgMY2shtBCMqrAVxhbCM8fh+GJgGLZM\nwm6reDdsDkCoEf7OA99/RPanSwode9FIHhjQ9GJgly4SVoWahqIgtM6DZd2il02ZIOGAYyZYNiZg\nw2Pz4LoT0F8C7qjIL/Qx0E3ku1ZAXk6Si5G1kCyXBeHIZnGer/kVnKwWo7gcRWKoCiIfvIzV//AC\ng5dB2YuSqHTMhvo+eUSfLJH2nYNXQ9UzRhKzDMSsGof+fDYdV9bQdEcrd70nSvNHnzj1ns1KcKYX\nZe3t8MlPngoynEnXenoS8Wa2OQ/igl+MzPxOz7ZJwC+SrEYPbN9Oa7KbO9S1eHa3MycYIb1lNeYj\nQYKdbbgjMGHVYUtpTK4wYN+fQqdJ4n+PPy8ralsDy/fBhFnaPa7Wi4N+zrMERfxINMTPYdgGHWVS\nqa2fDbFFYnCX1INnt3RSyPlB+LyiI9eQpK3nFqh8FCxZgEOfgW4HlMSkeqybUc1VdPD1ZvjCL6H9\nL2HWi1D2Apwsl+1+uBLePQrmehhvhTkJcLmhbD/ELfBaJTwyH257GX68CjavhIX3wfFyWGKGyqMi\nr7AcEvM8TZHKcKxazj9tA/NY9rwNYEvLZ8t5UaSK4Wsr4e+fB331HGLDPRwug8YheHwRWKJybp3L\nKlnyqSau/0YrtscOoRgtTGRioGkU1dYQ95iw7O9l5GOL2RYPctfWuzD8awvpGic+L/zTkaXYfrnr\nVMAgZxQJ+UQQXgdA+gP+vHzibHPe21BGcU7G+u23iycS4HfH8ZdHGFu1hFfSfawLBKkKlXDHARMA\nrQwyWA3XHBRJoVGDoRUw1SiSBE0Bx0GwdYARODkX4sth7n4oOgm7yuHyk8IU1Kvw6CVwVScUJ0+V\n8MUrITpH5sVxI7iiefB6fCUoXWCPQY9F5o0Hl8L6XgHg7UkoTUJCEVZPbp8ZYLwBJmbcEhrgehLC\nU/nXIkZY9qtn2fX5LWx6Wcv7gJxuMDzzXjjLPXO8RmFB7x/4/Zx+n53noHchzk1c8PP6eRoFkKEQ\n5zouKJBhGkw4LabBh3M9wc3QyeeO7d++Db8zjKc1QMApCwUvnunjHjzopfM7UUZGuqnuHac6qsfu\nKWWxbgmtzU0EH7iP3eVx7n5kkEixAadShnbyJOOzwJCAuCY95UuyzIRcJf7E/5IK5A/H4SNzYOQ5\n2PykLH6UrPAl6QQlBj9bAptjYJwDA69CTzHccDSvj9kxH5o6heZpmISUUY69zw3r+sXLIaqAWg/G\ncZE85GjPoUvB83P5/bALyleB+3HYsQ6a9kjC0l4OL1wOA1FJyheFYGO3VCfnjUBtRN6vSwnAMVUv\nVdXea8CYgdkPz+gaQdbojlP1PSrSHnN2GkYvE0p12AKlI1JJTZqBFKJjze4nXgnjpWC0g2O/JFSq\nLr/NWDH0NEDDLrkGSlrMMa39QpHdWQ/eDtm2sx70l8liVZeGksNGSsdqobSU0JIko7u6MZiteNZc\nc2pVJ7foa2kRQ7iODti0SWiuFgusX3+qpnUm8+FsGtvzeFF3wS9GfD5JJHMMhtO+x1DIj8vlBZ9P\nkne8+D3g9bWIg/yDO0ilxzGGktIGhrzniJpNfgCe8cCGmCTSuae9BkzYwWIU40R9TCRVSiY/rjSk\n48xT82BXrSRjXRXwF3ugbjPMuT8P1GUQv4MBVcxf0zYIrYW4GwyHYeRDMPI9qAlD1WSW6dMjJpJz\nJ/JjWEOOo8/qz5U0PF8LDy+WRGvxsDxXB4uFbt44mL+cmg6O3wDdtTA/JEmbOwKzDooZrAJE3bDb\nApsHZGwqGWFEGSL55VVGkeTRlJGfRhWGZkMqCVoC0iYoSYBrEgYcChWaRjQBxRoMm+SZUWpxEV1a\niq1fzrWmrYsH/vfleHe0g93OupEI1iDiyRB347cEeVzXivkDn5wGnbzBLKvhDEyG6f/ngMnsfePz\n+/D5Z2xzpvH/+54bb1W8wfHO6Vh3u+GTnyQQDrArsIOfrYDrdG46ptp5T7KGK/bYMXYG8S0b4fNd\nGSKLdMx6QmXQDJVJOP5xKDkIrj3S1Wgy60u08zNwxb/JfRMoEbNjgGR2UJnO8PG7bgVlB5RMiieR\nMSNGxs4pCF4LkX3QWQcvFcv2uf16A7CmV+5BvV7mHH2OsacIwyEXgVvBcThrTJmUfcyNwEm77GvH\nOnjnTd8+FaiaIcM5hUV12nfU2qinaERlZkyV694cq+H0++9tCG4V4k8fF/y8fp5GAWQoxLmONwIZ\nDGd68XyM6UrxuZ7ccnTDGcfwtobx+nzc+8BifDU3TR8zFPITbmvBEgyzqhGcrW7+Y2SE9zR+UIz9\nHryLRq8XvwW83/oWhkiGRCxOOh5BARxDchyTDkyKHo0MmexCwzwoUgJXK7x7XKiTDydgE1KBmVgg\n5mrmIekWESiBd5aLi/UxB3RWgu5o/rTGzZLkJy0wnpbK42PL4EOvwbgLbONgV2HQAY4j8khKVMoC\nByDUAKOrIFoEYzbouRHUn8CJjwsN2zEIK4rhlSL4/CB8d56ADBkzzJ6U5D6hgEERumpxG0Rroeo/\nxEyrvxg82c/a65BuFf4FsDoIjkn4cSN8IAy2Usj0SYu8eA0c06A3CVeWQKYB5j+XP2cFYXjoktKp\nI+2QfuU5/UXGIj+XvCo/U8VgmIBkFUxVgWkI6pLCZjBrUHUSDKPQ8wGY/Wuy5hMj/5+9Mw9vqzzT\n/u9olyVbizfFTmw5cRJnw04CISQhEVsJECAUpu20pZgpnXY6zJQu39d2poCZ0int15kJM22nM91S\nynQbWgJtIYGQKCGLyWonIasTy7GdyKtkW7J2ne+P5yiyQ9iXAvVzXb68SD7nSHrf877P/dzPfUMk\ngrmyCo/Jjf0vPp7fgI1lHqxdm3ctqa0VPQcYX3XK/V9uTL/c5m1iQ/fuj7EtEmvXjvvMwmENZEC7\nx3h9+ICRW1tQ54ZJbIDBm2fiv7mBDy77GToVuqdC9cm8cGNWEfbQYIPcK4angbUXjCMyn0wRGHGD\nWaOEqzpI2MEcATUrLQyWNNy1H56bCv/YDPY4tBuEyaDLyP/pgUxakpt0IZhDULAJ9IvAmAT7Wqhy\ng+MMhPR5jYdiDTDN2EAXhe4ymNwLKavM26RW1VWBJ2YKRX2LV2z6Tjlh3SwBXW/XQfFOmPZb2LYA\nlrbClq/Bpd8TVsJGL1wTAH0fLNIJTd06Iu+RqiGUuZXQkOuBAnQmUOPgCkJsBrQPCrCRNsvzJw2r\nZI2wr1KAnHgCIgq4Fy3CfOwgGz4yj51nj7I65ME/fABfwyJ8nsVkfvZDaJh3rjXC52tk0Y7H+Lbf\nL5oLgQDhPdvgYmmzetm5vm4d3HPPOcaLryWAH6DRR13Egmfs88feZ8a2Zb1T94l3KslsaMDf6IOm\nJtru+Qxnj65jihP+6h/LsCnA6cPgdqOmM1hPgu1kFgXwZGXtM0fBeRyGrFAaFW0GZyvM3QG9Vwlw\nngMYQEQcWzwwpxfKowLEWadoc0IHynUwchgKD4leUbYYziwD/zS43Cpr17LjkByGr64QJlAuUgr0\nmoXVYEPGnE7VHFVU0UwqbIXoELi0vD+lg4xR5piyejWcXUfXI99l8j1t49+n3Ge/bl3eeeK8zycH\nJrwuJsP54wzek0y6iZiIiZiIiXh74j3DZDhfcdvn9f3pFPe1RXvtF6+i8cZ7tQvynVtc29ubUB4O\nsHa1F/2//BuZhfP5zLouPKs/LhXNlhb4+c/B4WBvXQhH2kjNnhQxB5iioKCwrVJ9ieBfuF7om7tV\nSDpkgz8lDre8CO6I9BqTkUqIf4pYYSVd0F4IU7vy1XqAQ6UwexBiHsj2iKND/wIoOQh9lZBJicvE\nsBdsPZI/o0pfdU7pvdsuPac9H5djDu+Ci47I38uicOrT8FQLDFkgbYTaXjgyGS4Piw/4zipYtV3+\nN6mTRL6oD07apQqatoJrGP7fEtFzWHIapmkaECELrJspavUfaANlNcx/SvTUqoYgroOuz4mzRoZ8\nC0UWEZMzBEFvknYURdNcUBVonwxuKyhRaPksLL8f9n0Ohp8UcOJEiVSePBHRtkiUQvfNYN0A5QN6\nMg4LOreHkckRXEctUFYG3/72hRMAn0+ST4/nnCMFDQ0yPhoa8v3auU3ie5yx8HLxvq14+P0CKORo\n71pbVc7CMORzEq4OY2kOyJfFS8/jT+H979+Az8fI79dQ+NsWaGkhc/QA+oS8R1kg4QJLSKrnvoAA\nexkLdFynsXlMUL5J5mlLuZy2Li0sBn0qT+XWIbopG2tg+qDovWypgfv8cHGRiCe2JuGaQ/mXtb8c\n5vdAsBrKzgBpEZc1HIb+j0H1/8CPGqBMYyLtrZA5dmUgL2Ka0kOgCGqHBEhoL5JruKwLegtgxWn4\neT3UhOAnC+CPv4G//QDcWQXKE3DmEjCchE2T4OJF0LVZjrs8IOdRddBRBcUZsHfCQJmAppb+/P0g\nC6QM0GuR+5gVUDMiEBg05xPMM0XiTrDwLBSm4YwL7CYojkGpaRqDhQa2X5rmxo/8iP964SFmtkO0\nyMoNvQ5oaSGw1IN3uybu2tAAa9eypnkN9/ygBbxeWtb9gIbVnxnfx56b63ffLX32udCq0eOYDGPH\n29gEL0ebHxtvZxJ4fvvWBc71ls71Ma4STQiTsd6hnee6VbT0x/BPyQq4ZYFFA3DjbmH/ZG0wPAOM\nJ8AeEcFgVcc5ao+afakqdtwgbIbClCZOrBfGgg4RKi3eDQ9767kl1kp1jwAHqgJPzYQbj4jriykk\nc+xIGdyogf4qAhImLGDV2jC2TsmDbn0F4NZBwAa/WwgfcYLnCfDXgU0VS9ixUZgC+y1/S8PXvisM\nmBa5h8SubcDaGhRA+2XGwBvSZHifrksT8ebifbuuv8djgskwEW91vC3uEoqiPP3GL+n1R05xG8ao\nbb/dcX4PtZbwtfh/hf8zK3EmFPy/eoiWfU+Ne5rT6cO7upEmXxM3hkr56jELHudkefCxx9h34lH2\nL8/S6QzRvAoe/YcKUKXiZlqyAkNK5aLg+FOfcIm42arn4IFNcGUrhM2w4pgmZmWUtoa4R2ieV7bL\nRj6dhahO6KBBm7QyxPVi6/jHqfCVi8SzPmuF0XkQvApKuwVgSJnBdgYsZyA1KAAD5NkMjgR0Xibn\nVIEpBQJA2FLS+2qMScJ/vx8MKalOfuuPcP12KOmEHeWyWUvpYdAuwm+JDLS7xFXi6CLos8KHDsFf\nH4M1K2CgQCpPISfcegaaNsPyTug5LqKPRSnoXQFn/kao4f1LIbBcrjfpEoAhUQ44IFoFmQKIl+Ur\nRzWdYOsDRzcs/haQBsezEEFU/U0qBO1wuEyOGfFC+XporYB+Z4aUYRTDqTOEF1vAYIBkUjZ5Y2mr\nPl/e9jQHKjideQCqoSHvNJHrrc0xal6lt38i3kXh8+WTvNxnOCbpc/nD1HT4iC/24nrYj9XqZW3V\n4LnEKRKRJBSnE0UxgNlMyg6JCh3dy2Q8b54qIMKOIgHl4nNFn2RPBh6dDv91JeyvgJYKiMWg90q5\nVygIGBHV2r2+sVnm3YN+eHgDXNMOPRdDyT6YFRQNglwyM2SRBD2t5HUMXK1gy2jK+yn40AFxkZjV\nD5d3wgNbYUkIBqeLNoLOKAADiFDlsl74+jYRd/xkK9SG4AG/tDRUGkXA8sqLoL0MuBnm18LhIvjP\nP0LklIAiTX4BIlVgfymkhwRgQAdY8u1XesSNQwcY09A9DXZNEbbGqBFSqrjGAETsUDEsfe9TB+Go\nS1wxZhwXt57h7pNsTx3nmYEOzp5di2Ux+DyLcfzhWdi2DRoaKPr9JohEpIq8bZuIBh9toe14My0b\nHyXcUIffv5aWtm3ijjS2XSISyYvD+v3nGDEXXP/Ovy+c35f/drMZxrKv3gnmxJiWMp/Xh+/zD+O6\n9zHM134MNR7l8j7TObbA19eDaUCABEWFs8XQH5DWwpi2CwotFDBduQDAsK8czFmI2fKMmLROxsuo\nAZyHZdxt9oLbLo93FcG/Lob6M3DgEugzwG+ulZakugEBIUBrW1LhuVmw3yMAg98rYEiwCo6Vwc5i\nGAVquyD5NPQrsCirsLALph+HeclpAEwKO7BHHWw7vJ41zWvyjDmnk3g8IC15F/pctLHzhkQfJ5gL\nEzEREzERE3GBeMV2CUVRFrzcQ0DDyzz2mkNRlH8FLgb2qqr6+dfyP+8oe2FMZWjk92sovPEe8Plo\naEKUv+ss+D7ylZeg+C6XD7TLdF68jFE1gPks5zZeti99kJk7wwSqili+bohZvzCgAyJOA8ldW0gW\niCK8PSkVDkNWPNunh/LnuOYURCwQuRJGWyShThUKfTJulD7mP14OL5TD0mPwvx+Gqw/BSDFctRN+\nNwu++RzceAIG66FL+zST5RCeA+EAeIPwD38LX/+++M332GXzHzGC3g36fqjZB4YdUsl0HJANWsos\nAIjpMMzsk+PO7YVeKxhmwQsW2DJF/v6VD4sWQ0EUrj0J80fhCq3/erIJDlaB7xj02cDqkCrqdSfA\nOApH7TBfB9sq4cotUiFq98AVO8CzRUQeS3ZBMZIMRWLgCglNvNMMU09K5dIyRkRLBxhCWrUzIn8r\nOwYOvSYQpwpdNmuWzWFoHlS1wDQd7C4B98ypNATBsWMQJl8kB1i3TsCDHLiQAw9y32+7DUpK8pXu\nsY/lxiFMVIzeY+EP+OU2MCYZekkrjPbZ/v52DwOH+8Cl0HSVnsbOYgo/vAB2B+HECVQ1BYoFY1Th\n+TKV5zJgqJf5trYBKkZk3JtehL2H4Lr5YN0BAaOwgKaHhSJe5BcXl4IO6QMvGM5rM1wRkAw99ioA\nACAASURBVEuaWgqBa6RyO1wv9G1XqyRaw1pL0ZZqKIxBrBgmpcHeD2Sh4knRPXFqc7g6DL+YJ2wj\n0xC4hyQ5U7PQdhHUHhJb2SMRuOSM3DvimutFvxU+dhQ+2SLHanwA4i4wD4vTzt17IDIVVj2ZTwot\nGltr2iCMWKHXBoVxcJ+Wv6sIzdyQhf0XwTYzXA6cKBTdmtIoxBWZ68EKKOmX/+l2iO5NTUicMhIZ\nhexpleMXV9Mz0kFzdZqOfZuYeijEscPPYLhaYfi3J0k/cRIKjbR5gtj7FY4qafw+wOvl0ar1ANR1\nHeUj3pXjFf9zDBivV4CFSGTc2PJ5fbLGjAUvYXy7VW7cOZ0vO0ZfMd5o28M7mXTefTd897ss/N7D\nZJ5cR8Kj2RhPgoQ9jiELl3TK2vB8NSwqFNFf5yCUxQVkyukeOFvEtSWbhf4CSM+GybshqpfxNWKA\n8nCeBWTXGEFbvBqjqB1mc5gHLtZzbQZKYxmOlgrrzpuSubgcKGmFdLkA8bnodsNwEvxzpPXCGYdH\n5glT0Z4GdwpOTYHBrOwLPFFQ9qsMLoBIj57aoskERsRaqeFoOL85Cz4k37u6sJ/oh+marsf5Ljdv\npsVlAmSYiImYiImYiAvEqzEZdgPfAf7lvK/vAG9w5yKhKMp8wKaq6nLArCjKwtfyf+8oyPBUnqGQ\n3qjZ0OUsoJqapFKdSxrHVpE0xkPiL1dSvtOPpTlAfPAEI79fA8BpSxZMJkjE0MUUDIdPoQD2gTTF\nMWEIhGfk2xt0qtDzW8rz1GcQi8Wh01K5VDKQbYdYBtRS2fy0JeCffw3WFHwWuPpFcHVAd5EkELlw\nt+btMFM60B+HL1wnycDCzYAivai1IaGLWlPCXuixAzHZ1IW0hEcFlKRQoH9YCP02WFsP+zwirFbQ\nCr4X4J/+F9IZWNkMn94Jd2ptFQCKATqvk+PNj4nrhCcKqw/BwjNwulQSpN/OhhdLpSfVnpTr83Xn\niWBdJfK9wyED3R2H7kIo7IapQa3yWyHADEiFKidMp0eSHB3CtDCn5RyThmVzmKqEjjtE5Kvro1BU\nAovbwNx+mtbrYgwtMNF+dReh9B5C3jA8+6xYXALBQ80EfvUDGB2VE69fn9+oaSKjNDXlq1C50Crc\nrzXGthdNxDscfj/+tU3nfh7HQJk7N/93vx9nh5O5V9XRuFeqiF+++HYc181GNxwnNDNO+7ZPoeqB\n8nKONt1MbUrHB4ukeh+yiHNE1CSOD12HwJUCz06YFAOfBia0loJ7RJg4tgAMlsC/XwqZMVXbXCtD\nyxCs7dD+eBR+VAinXFCUlLkGYHVC4SooLYfhhSIcq+iEDh5cKc9REReZ8zl0qirotltjC5wtkHtD\nyC6tUO2fkmvaVwGrb5XXBfD9e2Hrd2H/v0GiDAzTIFMo8z4XWQQgtKdg2AjNc+QaEgY5poIADGkd\nuObAqtnQcj3ckIDCqWKp6Uhq13M7bK2Ce6+SxPT+q+HxenjyGlD0KgVGSPZ1os/C7HZYv7eTwdFK\nZm60Mf0nMJgy4h7RYx6Fqc0xPKcS+IbdNH3hSfjWt2h6YogvPdmPr1MPdnt+XfH58uJ9fr+ABHb7\nhZ1k/H78Xi7MIMh9P9/q8rXGG2VMvZNJ5x/+QMvf3ELhDzaiz0KBsRpsNgoCItZrjMDsfthUAzoD\nPOyGfy+C7cXQW6+1zGgDNJMVNotOlfUmPVuAtd2TJek/5RI2YM5hJdd96AsIi2ZFh7QoPujPcE0g\nw6woNLhknOtUmBsTIMMAmDXwXdUYNTEHzOmDeT2w6pQ89uFjsDQMJUOwuRaCWehwwv/WS2uRioD7\n9d0ZsocPUDNYTFHaIC0Sa9ZAbS1qaJD0basYrYD4Yi+JnqOEHm8SgCF3Xxo7diZYchMxERMxERPx\nFsWrCT8eAT6tquqJ8x9QFKXzTZ57MfCs9vNG4DJg75s85lsTOdDg+PH8AjykbdTGVIic+54anxT6\nfLK43yOMh50BP761flGPf9jPH9bcQmHHQ4RLLTw+bYjdNaBUVvCp4lLMu1vpL4BRk2zkj34A6ndD\nWxnUBUX47B+25jc2IInw8t3S96magQw4jwgdWQG+tBMSWqJ9PA3pUlFYP6vAp/ZqGyWTaA0krFB4\nGLqzECmAKXo47oarTwpledlpGC6C3y6HJV5w7IDw1aAWgmu/2MWlLGBICo36okER0DrkEKvMy0+L\nMFtGgbAVhkxwdTugCOhhykBDUAQrUaFwM2QboD8GW5bAprlCH31qMdywEUxFMMsK/3UxLO+Ayzoh\n5ZDK4+8a4LgHqkLQUi/Ayaf2w6BFBCKjZeA4AvoopFVhJehTAmrkEiIFEfcCAVV0GRjVy7WXJaQ1\no+A0nPw0TP0+BFwKd31Ux/oNeiy/LqV9ZZCabbXQ2gPBCEyfLklEMsn6xgYCU6to+o+D0k6RTsuY\n6euT8TN2k6797A/48eUq4D7fy1q5jhvGr+E5E/HWhz/gx48ffD6a/H58jee1d5Vok1Lb0LvWtjAw\ntwuamljdZcca2IY1EiGVGUKJJSj6r+dRUpAJdlD9vQ4GDTDzeQEY5vbA/LNgSwqN36nAlRGIeYU5\nkC4QAcNArlc9I+1ShQkNaFRg2CBtRjn3BV9AvoaOS9L/f7ZpTi4OSc4BvG0w3AnmISg6KM4r4XoR\nzwN4tg62e6S6CwIU+ALS2pT0yJBP2yEySajilmIYvgQy2pzr+EuojUirlDsuIMas/wFdJczeCWfu\nzLdtQR4czCoiYtnvgPI4zNglc9k4lgVuhJOfgEl7oHchXP00GANiSwhyP83YoPwZaflq2gIPLoMv\nvyCARWqfhWBNAn+lSsgGJSMwv1vez7ZDpwgUGigaUQjrU5BV0Cd0pI16TA43DA3BbbfhGz0M5uOk\n43E819wiYyLHVsi1Rfj90Nwsei1eb36tyYGNY9kLXl+eCfVmwi/Ckl6nN3/ssayId0OM1Trp6KD2\nxx2omk6C2tGBSQ/BG8CzHpQUVA+J9bPSA9/cKe2B8amiO5TQ5dkvPQVQWAZZOwxp47jwepi6T3Aa\nZ1zAhxzzxz9VQLycU0vKBcnaFPF+2DgXmgtgyTSZE5YIUAW6UcjoQbWAXQMTUGBGu4Bi62ZBmweu\nPAbmuKxP1Xq4axMcrBDtkg+dgbKABqZrFzN0fRWVLdDnjjD80x9g+PDVFKTTKNYCDAYLhoJa2r+z\nmJoHAphbERbM2M91jIvWxLoxERMxERMxEW9FvKLwo6IotwEHVVU9doHHVququu4Nn1hRvoq0STyj\nKMpVwGWqqj445vELWli+I5Hz4Q6HGZmhI60bheJiqJ2O4erV0jYBL6WqQp4aj9iMXf3JrzPlvmuo\nvmM9Tf4m7iDA7n/6DQaTykA8xeRklqnOGczcM8ixiigz+5xEes8QmwvulrwgIQhd052CQasIRFm0\nzU1HkVQZ7UlJoo2VsA1YelqSh9PlUKZAtl9ooEUJOFwBexbAh3dIhdMQkY3TiTth+k/h766H/3iK\nc0JYZ21C3HhwKXxlCM5MgoqnweSG4k6ITJPEO6mTpN6qSG/2hoWw/AAYDfDrafCxQ0LbVjOgmsSq\nM6XA/9RDw1lJiLImCOmkReGMHqZobhR3fwW+9J/gSIkP+b5yWNAjCUyTX8CVdW64KQBh4IcXS7UX\nJCHrdsL0PtF0cMZFTT/nmmHpydsC5oCGpE7YJD12KI+IeGWfVdgMyNvC2WtF8PLHl+kZcJi4u0VP\nYqaLWQ43roATDhyQxEJRSBdYOGlPEtFl2F5XwOKTCbJXXcnijUfzGgw+H6HP+c65DeT+tnZNI41h\n77lhttYZoPGetS8ZuucLpMKfWCT1NcT7VSCqyd8kDgK5jXwuMdQSx5Q5JUIJkWF6rreQqi3BOXkV\nrkcPgc9HLBYgGP41hcerKdp1jOE6Hf2XZIlsgLKFMHkdJFT4xgr46vNC8R+phG/UwTc3iSq9giTf\nzRVwcR/o09BeAu3F0O6ALivc+iLM7Xsp48Dvhcu7BYAD+MklcOduaVlaNw/uew6SBdLqlEWYDBkd\ndN4ONT/NJ/7+aknGsoBujObU2YVwcCp4N4t2i0k7z7Evw6xvQb9FXCl+UQ+LToNzOpy5FWZ8HRSb\nzNlc5BK/XFV6yAyuuKY9US9srbGhkr9nodMo9kC8FEz9gAFCc+FoCBZ0wpMzYWWXMJoyKUhU6rF1\nZuh1GDjuSHOoHO5pBoxGXnSksGZEK0dRtfv3TCh8UYdOb0Dvu4INJ5/h6jaVpF4A1lihGfvUOhGB\nBVi/Pp/snd9ik/t8An5p22uU8bU66KThI+dR4F9FiPFCcc4m+m1oz3qr5nr3nCqCA5302EX3I+CE\n+UE4W25jVm+GpCmOGhHWSi5ayqE2BtkqSGuAWUE/6AbArukNhTUbSwW5t5dsAmNK1r+4AWqGoMsO\ndgesmQ5f2S3tdikl3/5w5noRBE7p4VCZrGmmYSjbJGubpQdSdmFZgDBvjhfD/84RtkRXkbQE3nUS\nivoh5RSGUL8FWibB4rjoQCTmCvMGRYA+Zysc//dqpn2pi9gHF2BvDqIfiOBfXoXP2cDoDDuZebUU\n7g2f+1xTJgPGZHocS65xXSNrV69905/RRPx5x/t1XX+vx4Tw40S81fGGLSxVVX3sFR52vamrgiGg\nSPu5CMkLx0XTmA2Oz+eTSu47Ed/9rnx5PBTuEgXG0Od8uB72j3/eWFrqypUQj+P3gr/RC3V1sHgx\nukSW/3QM4vE34iVAR0sA+8dLuOyWR7jr4VX8tnkZ0V07adOPUtCd5l9XjXLtCdj1AVjeAJY+KHsK\nhishHAdjAmyRvFe3gvjPp+3isa2bBsYgXNsDGEVVe/IgjEyHzkoYUeHUgFQYl7TDQLFYWLq1l6Qe\nke/XnoAUELaBU4Vik5zDmgJzCpxtUJaBjLZRStslKTdkQbFAOAvoobwQmivFXm/fJPjYi5q4FhAt\nAlu/WMl9/ICIy6XMECvR4w5mUOJgtGnXBVy7RwQpFb383mMHeqDeKerejsOw+Qb4YLuAH3UKRJww\nqAqgkFHhpEvo0JZ0/v0z90vfrU2rdqaBpEFo3VkduEeFJutMQM8YkCGD2AVOG4JrjmVQDUmmDVix\ndXVhVENQVCTVSYcDYjEMZR5mut2k9u+leDSKd1gHP3lGlPN+8ANhNRw9SriuGZdHxlVg3VrW4ocG\nL03AykebWf/xxYCXJn/TSwCEsb+fSxbeZeH3+/H/GdByc3aU+T/48sni+vXEb22gcMAJgQDmUJjJ\nNEKtDyxtdE5rZXh4J9GFeqwdpzjohJFRE4VPxjlbCDOfhE1T4KoAfPiAphcCFAThC4OAmndUAVh8\nJi96N7UPpsRgYwV8Y5MAASpik6dPjrncAIxUgf205tZQKMBgw6C0YxjUfHKuA8iKLa3Sk+9bB2Ev\ngfSuL+0WMGHUCrYOmKwDbyYPMKR0YH1RfjZkZY7deggOl4CuHmw/gUxCFo8K7ZomJ0QIVg1DqQYs\nlMTzwMNQQx5kyLlxqEB/HAoRfYi0ollaasBARhUxv0MLYGG3gLgmm4gHJkqgKJhh2AglQ2mOFUHa\nZmGzN45S7iY+2EO328jSthQzB0DR6Tg1P0syUopnUN7gsyVm9B0Z9JkUeocDeyxGqPAkrrYITJ4M\njY3E7UFCXwfX6tX59onzx1djE37NWaHh/PVxLLj1GsCCsQBlk7+JxnAA76v+158mHCe7qEgAGksn\nB2IFpyUZ9Dbg3raXbFaoaaoKm+ukfcgyBJmjYCoHw5Bo+8TLxx87t1OyBqHj46D/nYikpvTSyriv\nAnbUgyEmLTTXtTLOCapkJ+hDMv9Ofx6qHxWR4USxrJHmHsjERHTYPAo9NmnnWdIpdrHOOHyxWQAP\npU8KAADuJFzeI4w9Yxb0+0CpAvceiFcaSRekmfrlDvRxsP9qN0oaMuXF+NNt+IIeCoLQXnGIQnwy\nHgIBDKkMNDURLLFwVAOrwnXhC64tEzEREzEREzERryfesIWloiinVVWtesMnFk2Gv1ZV9W8URfke\n8FNVVfeMefxPx2TIhSYqBWOEH18ucsJJWkXg2eV6bKeymDNCTc4aFYLXLae6IYzz2T5c1/wfPhf8\nCg8HP0Js46PESzPEojqsRQpHezJ4rjNS88MUYU3oTLWBIQ6jNnCEGQdE5n6MGqDLAV6DVEuSOjDo\npapy5kbYdBAaD8BAVusTBVQjDCmyKc9VHkE248sD0uKQmgNbkrCzUqo/BjMQg8u64cY2ARiiNeDc\nl9+gHZ4MUxNiE/bsPDjQC/qwbI4URE1+oQrxM1A+BEMFoM+AVdNHaKuFF24GTwCWPgnxmVC8a3xL\nAwgQst0rPaqpIrHoixnlta9YCau/IglJSi+UbltKetiXdspxcnZ2owZJaoxa0qQgtPJtU6Tnu2QU\nhhxgjQjQYsrkbfByuHDIZUSXTGFz2yCTQY+VRF8IW0W19FX39cHgIPFiB0EieEdNUFUlj4XDhOxt\nYDAQXu2l5PE++u+cjjPsxRX2SlWzsUkuzuc7ByC8ErX1vUJ7/XOqeIRCfsKta6Hai6U5QLLnMO5f\nttH7fxehK/ZAIIDTH4aGBk4dbEY/rw3nkbkU/eEgL9izTM/oWFuV5Z/88MAKYeqMZd+MjVySreoA\nbd7ENdaOaoATDpgxIHMgpVXUc/M/bYP+ZdDbD9aLpKWJo8BxEXMst0KyFEw94hxjGBZAs3MJ7DYJ\nkPmXh6BqOH/MzdXSt67oBWg8UQaVo9A7E6r2izaKIZF/LcE6cB+XeajYYGAZTPojbJgDq47IPG/5\nBHh7ofAgpLvlvpZ73cO1MLBUQA6DKv3wLWFpr9IBX7sB7nta2ErRyZI0jlbLe2XqAnUEhk0yx7MK\nHKiGJb0Q/ASU/S/YRsR2sMeooy7pYa0nSGObnRbrMB57OYfpo6EwS//FChlVJW43M3ogy+8r3Kzc\nO0TcYkCNRJiVceENhIlVmbDGnaRHIxyaagePh59+2skt85tIXfcBjE8/g8/70lapHDhwQUCxsTFv\ni/ka4xw4+WbEAF8m3tRc9/uJ3fABLKMpBi0yXg1ZAQAKM5CsNDPoSzHpZ1mUYhnnaUVAAeVWcP0O\nQnfC7J/CoRK4+AQYotD+V1C8RdokxkZCL0LIUzQfrU1eAbTDDVD5NHzhs/DPvxMQoCAgLXW5V5bS\nyVpybCnUbZcxNDQddCZoTcGydmH6qcD2KfBIvQi06lS4VIFLhgTYUvTyOowjMDIDXPsgXgQFA/K/\n4XrYPwSX94EhJohKGhieDz83CXA/tx8651Xj8/oYGWnhxoEG0o/+HH0mO+71Rs0K31l/37nxNQEy\nTMSbiT+ndf29FBNMhol4q+MNW1gqinLgZb4OAuWv9L+vFqqq7gcSiqJsBdJjAYZ3TWgAA/DKAMPY\nWL0agNqf3cvA0/8GgHHv/Zib7+Psp70U7okQnh6FhgbueboAHnkEa3cGVwsU92dx7VdJGMBJA1it\nOIYUrOhJFIIpCY7Q+NNljdJ+kCgHpUSShhyN2JQFUiKAVdwMJ6eALgIosjnrtwJa2wWMT1Q2eTVF\nbZNsom4+Al89C5TAJ0vhLi8sc8DgJTBaJfaZiXJJYpIumHpWWBiGJNz8FPzDMbmeB/xwTwimXQLW\nQTBOA/RgM0sbhzECWQvMaBE1+dOnJakv3iu9rArw2LUQmAZZA6Q9sOI0PLgZHlwvm7SPnIB/3gQN\nO+DE58FSAk6TJCCmjMZqQL76bJpYnPaejG2VUFTw18DuqWA2QYkK378bohXCcEjqYH2tpm1hAXdS\nYbCmgqwJzNMvxWB1Y0khIEI8DqWlcOmlWPrDlBVbwO2WCqXFApEIrjY7roATZwsUDpVS0+jHFfaO\nt5/TNv25zd8riTtObBDffeFy+ajxraWmpon4JKhem6TQtQj31jg1a6HG75U2m2CQocldxCfpGK1u\nI3Z9Kbo0uAb0KKpWbVcgXgwJpzYXCjTAQOOHZTQqQw6YU3WwbrV2IWmYPiAJvE4nFdReW/46DVHw\nbID4qLRP+R4GyzFhQHlDYmvr1Gjlg3EYNMBAGbQugOIXIWoWfRkdci/xV8OWGthaDX4NmjbFhZFV\nvVcAQH1WQM/cUmU2a/ewqTCyBIqPwKbLYJdHErq4AtYhCJfINdiS0teei8I2qPkZ6BUoOiTXu7lG\nKOdNPtBF4RvLpc99ZBiMA1B4DFwtQqMvSMEjFwmwuqkGFpWAVS/UdV0pxCeDqQ/K+qDNMMyLZQrE\nYoSt4Ojro6E7i/MgTNlgwGDSUf7bDLNjeh4yrAS9npUj5VzXZaE8FqL9ToXgFQlClX2MzMlwUSBK\nuruNhx4KMO/HD7HNk+KJVnEKyM15f8BPk79pHPvgJfeDQOB1AwXn7hvvJh0GAJ8P6ze+jaKqjDjM\n2FNiJ+yJQtRhB4op6Mpis9gxDQKaPkfEBCU/h4I4REegMy7r1UgtBO6QNrhorTAEQKyi7cfAfAQq\nNwp4ljWCOwbFLZB9Qrbosw+A9ZCA7MqYNVRBxvIWL8zYKX/XAdZhKDoMC7tEKyJeIM+dF5XWmpuP\nwWf3wJEElO0TUeHi3QLmZaxiTR34BHTU5YE0V6sAGiiQRRULWQXC8+WY922BqQPw5TYDl65bzzZj\nmLNVh0ldPQ/l/vvlmjdvRrn/fux3fZYmXxNep/edswmfiImYiImYiPdtvCLIgAAJnwBuvMDXwJs9\nuaqq96iqulxV1c+92WP9yUOjf4fuaODsLxsBmGsP47KBbmszzg4ni5/bxogzCPE47Y+twjnZSnLW\nZDIWI1kdKCmFrFnP5b1GXKfdDOoS0lit02Hvk8oKQMYs37NaL3G/UWiVqiIJc49mPBq4A37zafjy\nR+H/zgdnFzw9Hc4USvVnxAgv1MhxgzZhL6yfBvddLRuYNXdApF42UcFZ0JmFpftlg+P5Gdj3gvsF\n6WFNFwKKVDZNITkHyOYr1QMFh/OUUmerbP51SSjeB9mM/Kwim7m0SapFI9Pgrm2AKscxapTq2zbA\npLBsupQxlG19QuikJWUwVA/WUej2wogOzCHZcOpUEZiMG8WK0xOVSZADMHKxvQq+uVwqoM9VwsEi\n6Y1dnAG1T3pwMwrsnAIxvVhihjJJwoNn2KmLsrFjC5syYimWaW1luEOTNWlpgeJieq7KQm2t/G39\nevjRjwRwMBiwn5DPB58P+vuBlwIG9YGWlx2DE/EeCL+f5qPaZ3j0KNyy+pybSCDSxdD6oxRt96B7\nIkX516Oov+qhvwAeWJziUBn4GqHTAd+eB50KpLKaO4oi4olxHZCR+0HSoonD6kSMbp8nr1VgygBZ\n2DEFjpbA8Cy5pHanJOJDBvm+bwokauSekyiXe8KpT0HaDKaZkFwOwzeJXeTCQkiXwZQhOdaVAWEP\nZAqE1r48IPeadjf8fAY8PU+ep0tBeLYkUu13yDXuniZtFZPWQ9oJzVbRlcgaofVKOB2C+A7RfFEt\nUJiS+1oaEa6Nl0v1d8PF8NMGCE+BHy+EkqjoR3xhB3x7GTw1HVIGGKjRdFp0kARuOSLgy0VBSO+B\nTB9U/hFS3WA7ACEbbKrKYhiOMOdshs0VKYaN0J/NUhiHkSKIDmYIn9JjcKmEVzggEMBr8Ugr1YoV\nWG/9W2r+x8iQuRjXvNtxmS9FV1JOyVW38fxQJ184tAG/F/at28Dtf6GnP9wMyD2hyZdviWpiTOV5\nbIvE63QNeNcml36/COM2NbFxlpm02Yi+wEK0AkZvUxny9eBsgXQ6gqLpKJx2iH5PhwvaJsPsPWC9\nVhLwuAEm/1IYgqUbBGDKxKClAraVQ9gEz84VJpwuBRdpuj3eGKSLYEUU2r8k86p7JYQaZJ6lijQt\nEq+sNzEN+Ip5BHgIWyG0AAYVWTsKwtLy+Ls62OGFtEEKAM8XixV0KCGFgshUKPPDkQpAJ7acQZtY\nz6pwzt1Jp4Jrr7RfOBNybsv2k+gP9TAZA5NOz8a6eDX4/WT0OllnNm4UHSqgsaHxnfpEJ2IiJmIi\nJuJ9HK8m/PhjpI1h2wUe+4Wqqh992y7s3dAu8VriQuJafj/td0BNTRNP1Bu4QV+LYd/Rcxu/9oYW\naloa8j7oGzfCCy+QKrNhxCaJ5aRJPFvaw9V74owUmcnqExhGpPd6yC0+330FsoHSI5uLqCZk9uKn\nYPYPZaMTuAMqfwOPTZVNz79uEHXtE6WwpFs2S6Mj4ExpImXI5n5tPTRqfcyxcrD2QK8meBUrlYrO\n2AjPBcchcXAoSshGJ5e064C0BVJu6E+LiKIuLVIEMTcU9MrGzKyxNFJFoB+GwaVgPSa6DReKtAXi\nlRoI0if9tZ6IJP/Ri2C0XsCJYQt4m/Nq9BEjZKeCvg0KMvl2h7ECcGfcUD4In7wZvrZVbEJDt8Cw\nCl4jPJ2G3s7x4nMrOkRc5KJB0Lsq0I8kyA4MoKuvF3lyn4/E4W2MuiOEF1uwzPRh3x6k8Lvr82Op\npQXuuYdAgxdvS+DCQy7g5/F1jbjGbAZ9Xh++tf5xvdehkD8vIHlevNJj73T8WdIq16zh2T88xDV7\n4nIPcDpJ2tKYahrOuQxEnnyMyBV6PNHLGN36LAddWRYMwYOXSJvEvddB0/MC8HXeBmVbpaqpKlCy\nb3w7UMoibIEdXnjicrh/BwxcBh2bNHtKPSgxKI4KGNhfDSUdedFGFej8MFT9Ov8SWm6Fht/CaIUk\nQaoOWhfCkCaid8IN00N5cNFfDcsG8j3m918JX9sBRs3Kcmy7Foj2QSgG5THRXnh2GuyZJP3rhUkB\nK25o09yAHXKPylph0AxlAxAyg60A9EMwMk/A0C/fCA/9AZ7zSoX7huMQLhDdFYMquhRKUq5lxAzH\ny6WdqyIKIxYIOcA8DSwZBdd+lWg1mLtAV1zE2fAw1WOUhcYKycYrwNwr1Pzq3xZgCMXlwvV6MJlI\nJRME54wypaNcwMZt2+DBBwnd0YDL5eP+KxQO/VU9fzngIdIQJ4APyGuw+DUno3PziYdp5QAAIABJ\nREFUP7cujW3juxAz4bW2RLxFrRNvaK6vWSOCymPiK47tfFmpBMC8uwM9FnTOUrJnO9GHtHGk6TFs\nrYal/dDtgIwb9J3CmFFSYHFBYj5UPMe5BWtkqrT/nIpA+2VQvQsWnIGnpslcsKQ1a2OtPW+sWGQW\nWWe3egWoqxqCJQmZA/FSWfNQZQ7oAwJ0pfVgScGmafDzi+FHj8s6+p3L4F+2aC4sHmEMVv1eNCiq\nhjg3WVSdrKfhehhcKKy/wfkwWAhHwmDcB+7SUnbecT2xtm1YDZP5+82juB/4tnymd98N3/++tO7l\nYtWqcUzONxvvyHrzNrT3TMQbjz/Ldf09EBPtEhPxVscbbpdQVfWTFwIYtMfeNoDhXROvpfqTE3LL\n/azZQHl+EIA1a7j5lq9hON517jmhj8/FecImzw0E5GvbNli6FCWtwvTpBOZNYV+8g1mBOFurIJ1I\ncNIkFEwFYBIcdUHxKBiRD1EHtE2F1k8LvffkndCzEMp/D10WuPYkXDMCo0ap9F3SCRk76OPgTArA\nAHlgYMlp+Z7UaZsnPZQkwTwAjgMvfRuch+S71SAq20MWuaatXuhzQcIFSgQmD8gGz5CU6pChV6jP\nOYABZIOnQzblliiMVkJ0Sv7xeLlsqPpWCAPC0QqeAdn8FaThVxdD7CT07oMDHnD+Sqqxm2ZovuhG\n6dXWlQswk3vd8WJIuKXC2joTojPgvp1QGYG6U3Dpf0LVSYj9EhI74e/+KIDFP+4TdwtfO9SeBVPC\nwjNVEEwOogJ+Z5i2ujKCLdswDxtwBT04m+NM+lYLhW2MA6oCgRaa/E301pRJb/QFKNA+r497NEor\nINTWwEs/k3DY/9I/vobHJuJtiDVrxv/e0MD2ZXViXeh0QlMTqd42uRd4veD3k5w3m1HnCPGtm0jp\ndVQNSaV1RUDmx53NEE2B+SzM+A9JXEr3Q+k+eVxBlH1HDaCm4EfzxLXl+m5ovk3ETg2r4CInWIal\ndSFiguMuARhA7HTRjpUDGCLTRONl6k5hPsSqxEI3Y4eapCRi/hqxjfUFYHg2+YOocGa5bHGW9AjA\nkHOXzBQKA6GlXACJbQ54sQw6HGDUw+0HYVIUvEPwH0/D4m7RnNElRb1f1YEuIRXiZ+fCwSVwYAls\nfRDaGyG8EOoz0FIJmy6G+h7YXg2brgA0dpiS0hJIvbRSzTkrFePtU+BgCVQNGCk+CWXbVfSjYOuU\nfnlzMEnAYzkHKmSM+fuygiSYgTtAp5g5fWuS9s+7iBWnwONh0G0lYVLo1llgcFBAZ5MJ1qyh7WOf\nYeDelQDcVOVhpr6ZdH8Xd1TDHdVQ7wD8F9Beya1LFku+1epC8VoZDu8US+pC58nZeeYea2pieqwA\ny1mwnAXVpMMYjNN3uhOGxT0oqwgJMGqUxP5FOxhGIPQpmDQC1hiUW8DRBdZAXlMkUSJjqeikjNGW\noXwLzq4psGuyrK9ZQB8TxpCtTR5PKyIYXJCF+/3Q4YQvbYPrdkDaKs+JeSAZl2LAc1NFI8gZF+2j\nq9uk5W/TFNg5CfQ6uO9SWFcCrgNg1dbIIyXa2MrKV0yRdazoEEz7ibY+K1DyCNz0K/iL41B2oo+m\nPXash/ppwod772F5P+fNg0cfFZHi06dh/nzZk7wWgOF1jIlw+KWuR2/2mG/p/74dx5mIiZiIifgz\njzcs/Ph2x7uCyfB6LLxyKPpYimrOCjMYFGuyVato/2IJNU84BYzQBP8A8HhIdLRgvnQlHD4Mg4M8\nVt3OrZuyDNnAER1/uvXT4Op2EZeKeWCzTSp7BRkBGmY/ApE5kO6VvuHmSvCugOBzUDECnlFQCgEV\nbCHZmLlG5NhDs8BxRHNwKJDnJlxwdiU4j4C1W6o4qTgUdUuldNgFOreQMLxDsLcc5vcI7d8VFwtJ\nfSFkXODoEIZBxigbtZcTrstF1igtIkoEdHoBJfyfkz7xlB30EdlMGjNgzkqfbnlENmLheug/DVVI\nG8ceLywIQNvfwIz/vPD5WsphxqBoQajA9tnQ0Ca6DJE6cLwI9y6FB7fAlsmw/CxEK8HUDb++zMVN\nO0OkTQbKoioJNYPZUwGxGE1/f5FYGjY3k+g+iFlfKmMgEICyMigoOJcMtGx8lIZtbePGVsi/hnBg\nfEXvkHMuNzpvG5dIhJwBwg1AtRcAp9P3kipSe3sTNTVNr/Cuv3PxZ1Hx0BhO51uM3vTZf2FgZiXL\nj4bJZCKYz6bZd+d0aveeIjwrIb6x2SyOXSncrZLIdBbJHMtFsggSMTC64ReVsDQA1UN5rZVBu9hQ\ntjvh57dDVwE8tBHS86H2e3mR06AdSkdhd4XM29XHxK7vhWmwuhVSmmjk/nIYKIFpDqjaAQkTGNIy\nn60JScC2euV+pEOU9fUabVuXlLk8WABKCDyhPHuq92rwbBTgzp4SUdcN0+HqHgFBdlTCkA0sSQEv\nRo0CvOpUSbZCVoiaRFvlRKlUdy9Jg9ILiTnCZErawBQVmvnR0rzTBMh9Rknlq9BXBOA/FsGqE1IJ\nNyTQbDjkfCCJaawSCk+O/7izilwXilZON5nIqElOf9KC978TZA0G9CmxBPnlcjeWoSgN3SmGKkqo\nHdJjPzsA69fThJ8vPtbMC89uYI6vGovFS2DSHmotjRTeoyWCjY0CTI0dazlQobHxHPB9wXita9xb\nZGf5qnP9lc6zZg3+ji34Q/vx7erFv6QCX91Kln7te2CAjgJwjAgzoHgUFA3MBlkHRiqkDa94HwSH\nwWOG9D6xfnbFhW1iHIK4B3YBQSvU9Ysr0p4Kabc75IG/3QkfOiJA1DavBvplZB5kM/DMNNhfIbaa\n1cOwKAXzCyDthmQhxA5D5gT8drasnX/XrI3jKWBqB7Mq42drNVx+Shg1roSAXY/Wy+u56YhoDCXd\nQBjsi8C6C1whYRbFy0Tk9MrTELzFxlNdUT56WiFgNVDXBYpODzNnyr5k/XpZh3Jr0WuNVxkToZB/\nHJi9pkXESV+R0fBq4+xCbIULsUnfDKPhbbBu/XOMP4t1/T0YE0yGiXir45WYDBMgw4XizSxaY6tG\nuWN85zskblzG4E0e4ou9ADg7nLj8YWKxAMHPeHGu8RNfLIrztmdPMHCllZ2D7VyxL4tlEIyaj/1W\nr9AlvRo2UdcvLQx7jBqt2QCtn4TajRCaDyXNkLLBmWV528aMWXQIPb8Gh1FYCoahl9JaMshm53d1\nMHMQSqPQuxImvQiOE5LQ51TrFUTIKqJCcSx/jDaXuDMowMgksJ+F0CwoPALZAjhrlIQp4Qbz4Ku/\nvVkNZEhZxK9+wCrJxeQhoTOXxSBiB7d2zowZWkugshDihdB2FVT1wJkymNQHrv1S/fV7Yd1Meb2f\n3wn+Wph7BrIuqOuFwn7p2W5zwrZ5MC2Q92AvzMKcbhHJLElAwmbhZKmeOe1ROucU4dRPwnKkjUFP\nERGPm6r2QUwOMQ0NrFqG1+nNv8BAALxeWtb9gIbVn8lv+rREIaf83b7WR02jf/y4g3Fj9UJAwrmN\nX0cAqr0XBCDe6Xhfb0buvhsOHcr/vnr1ucqsf20TC44fIDOjiuxQH871ZxldWEYw1sP0dhdRl51e\nXzfetZDNZknrRQxu2CxWegoybwaWQLAFLuqCbbNElb6uS5JiE9ID/vhs6LLBqXKxYrx3BIxh2LMY\nrv8mhB3QpxfhWFUVVfopGouhzyZzf9gNVkW0SXRxSEVFbDFtAksY/B8A3zP5l3rWB8lKqHhChCQV\nNe9ukUWqvkYDRKvl+aNe+R49ALZhceXxe4VhkQFKY1A7oLn1KKAYBDwBTSxSJ+BlwCF6EH9/O3xR\nD+1boKIGZm2C45+DGQ/DCZforuRawjZ7NYV+DcxVgdZycBrB2yUASp9JmBQq0FkjzjcbZuqYtThL\nzS+M6FNpVFVF1UF0up5jiQxzkjrMfVl0aYWEFUavm0rh8z3EUyrW0SR9Xj1tOj2P3VRLbfNBPt7m\nwnnX3fDUU/g/tIjMk4+xJGEBIFmUImWKob/mJlxrWyQpzLXcgdwrcoDChdawsd/Pfzz32NucwL3s\nXH8t58mB+HfdhT9zEl/IQUSXxhaKMmiBvdNgxRHRHJnXKzo79hy4pR3i6JfB9T2weMEShJEUOEYh\n6xDAO+XIA+DGYbjmQ/DAszK+HvDB8m5h4PkC8jW2xSfggLXz4W92ifZRm1sKAb6AsFimPCK6IL4A\n1IRgbwXUFYL1OGQM0P4J+EMJ3P0d+P1MeOxyuK5ZwK6xoGKTT5hzKiK87N4DffOhfJ9mHautkSgK\nL0xWOFJdQIoIhVEjZcMZrnQvhN5eAaByY2bZMmnTyTEYXqn14HWOCX/Az+P7x4MLL+tc8WoJ/is9\n/mbAAb9f3oeXA+sm4nXH+3pdfw/HBMgwEW91TIAMbzReL5Ph5TZtixbB9deD00n7zeF84pd7vs8H\nt9xC7Mx+rAknmePHSOlURisSjJYYcAYNGINxzhZBdQ/EKhW+NV3l3ucVtk5R2bAA6k7CRb0w1QZt\n9TA5Ao6DECmHoi44ogPnSvD+TPqOVW1zblCFlTBwGcTd4P0lnL1WlOX7J0HxWbFxs6WEuuz1yP85\nW/MVyKxBqjb7SoX6uaAICg5pbg2aCn6sBEYXyPP76mBnFj7YDLbTop6tj4HtJPQvFZ9xJSvWm6lC\n2fgbe2Sj1/ZXQgn95AfhilNwewtsq4K6AemrNgKRGjluPCvAw7bZUO8R1sVwDKqPQvtfQ8nPpNqY\nE8fqtktrRMQogIyiUahJwagOCoATRWC4DR45Bp9rFtHMjBfcp/Sc9liZrSuHjg7++9IMf73LQJYM\nGZsOY1QhWOXG0xOVLC4jZeYkGUzuUjAaJWmIRPAvcNOw6zRO38rxm73GRprw04SPEC24fOfRiHPt\nNxrQ9Up9sC8BKf6E8b7ajJy/OR/rDDLm/hDyr2H90bWsXB8mvNoLgQClj4ewKzUEI4fwTF5G+GgL\noY/qqBm8idQvHmX7NCOt7jg3vQjuNJxpEG2WbA0cGIBpCjy3FK78OdTEhMYfcEDSCO3l8LgXvrhD\nWhlWm6F4pyRIISe4wgIAGCKgjMJej7B5bAmptuYSqdynFGqAWJvMl0c+CBe1wpZ/gJOH4M71MKsd\n4mapLKuaZaWSlXME41CREnFFMnB6Msw5AT/6f2B4FGb3wWOz4Z+fE02Uh3dDYbf8vCIAH31RRP3a\nXJKApXUCNJZpLVhhs1Sdn6iD8iwYowI2zg+AMgtaQwJe5KIoLiDLA8/mNVkATtthkgIDqiSrUSOU\nj8pjaRuE7TC8SkdBVxasFoq2xUU/Rq8ntLyIb5UN89BjnJvrWSBjNaAm08TtRozpNANX6jC3Whmd\nYsZ5YpSi/jjZijLOFKW593IDvrqVBMIBLj0SwPqX97Bw+xYKd4fGj7FconihxHDsGnah9ey9wGRY\ns0aSX7udTPA0+qEYQX2cMg0QSurk844bBLgatoIzKmubWQUlLT8DjMwEQxtYsxqjxgrOMPQ5YY8H\nbjgBI3MgHBDAYPNUuKcZFvbDcw1wzAVf3SvtFAmdgHhDbnD1wU8WwKQquHYdKDoBA+57XmMRLYIf\n2aFyRNapFQE4ViKCqP3zYeADQD90z4eLfgx/yMKCIDT0jH8rFIRJ5FwJlT8DvQHpMdLBkFHAN6cC\nhqqZhIpO4Vr01/Dd7/LDK018KrtEkui1a/N7EngJkH3Bz2HNGgFHX+2zeplob2/iZx1c2Gb1tQBe\nr/U5bwWDYYLJ8JbE+2pdfx/FBMgwEW91vGFNhol4HXF+q8TYn2drTclr1lByyDn+f3LJR3096a/d\nA04neosVi8GCuRPKd2WwnI5jiIF9FEYKIeMys7gTouUqM2fCp4rgyCyYPAkcbdDwO5h0tJrYZChs\nlYplLiJGCI8ZCmkFhhMw0ABBk1CUS5+RDXHpWXmOovW2GqdLcgGad712DF0apvbDdcehZFQYFHGD\nbPyenaa5YITBsRHKN0h/9QGDqMSHFgJp8f4e1cP/Z+/Nw9uqz7zvz9HRbsmWvMd2HDl29s2E7AlE\nCQQCBRoeukDhAdOZdpiZzpDSjeftgtvSd5h22gl96dtlOh3T6QItlLTDtGEpUUIIIauzEJzVsuN4\ntyXLsrUeneePW4pkkwRIQwvP4/u6fFk6Ojrn6Jzfdn/v7/29816DuEOU3dUIRCbB0Aw49kkILQKT\nAv5KiFeD3w0/my+sjl1VUtFCR84Vd8KZWom02oKwv0DYF8ZBMBogFQB7PAswgERsdaDTAccnwdH5\nUjosWgZ2owAS0wNQ+V+wrl1+V5cTdihw1qZhD8d4Ma+H383SKC208JN5CfzOFJFJSfREgtLWPhgd\nhYICUimNYIGFviklHLnShs/robuuHH78Y3yz7biinCs/F2xppolmGvEB4Gtq5KCnfmy727VLFpCZ\n9uS7AMCQFh915ZbGnMhBvXTLXfyOf507Blitsu3WWwFwezdyx8xNEAxS4/NQs9nFqwuh6bbDhPI1\n+o9t48TcEOqeANqvnuT1Mlg6onFrRz4+DzhGYOYr4Ndhf1yYSG3D0LAJpvcKwAASAa0eAD0qoN+I\nGda2woACR2fA/mroKoL+ChjNk3QGVYclXdI3dMPYSWLYJGOGYURo3DoweydUnwX/KHz6aShSRQvC\nHlMEYEgJ0BC3yfsTlRB2gyMM9ogADDpw/S64/TBMCcI3XxTH8N9/KywiFfjIabjzMIxahQ5/rT9d\nTcME37tKdA9QIF8DgxVWzYVlfTBaBguNMHIL9KyD+SXwZSnQgNcPv50jaRIPXSvgg67IX5kF0EF3\nQWuxpFP4PJKucjYP8vth60kFcw9M2majCwOxYgO/X6bxpdUhEm740jqNL60XoUkFSMWTRIyQKFDo\n+rid2IJilCoLDi0Fs/NRSkp5uRL+/4UjeG6/jyaXH4CzV5XibQ7izFuQdaQy/TcTfc1xsM6l5KT1\nPi5YacKVMx9dzP5cEd3znWfjRqiqApeLcPkoxGKUa9ZzmheWlOgA9bogPwIVARn38+KSxpMBGDQV\nbB3yHMImiGgQ9IguR38l9BSLLoi1S/rNQz649gQsb4PqXrj3eVh9RnQ4FB2icyVtxt0n82XDfrhh\nc1qHIwUN+4AERIthnxu+/hLM7oXrTgkjpr5bsmlCFrD0C7C9vBFKDsKqdpjWLwCKlnMronYBHpQ4\n9K+FgWWSHhKeAk9fAZZKAVUCjpOowQR86EMA2JYvkTGooUEO9M1vZueKNHuO9evHto1cHZlxwpvv\n1Fyu8zzXjGXmsNw2eiEWS+bzC+3zTi0zTuce+52kjEzYhE3YhE3YBW0CZLiYXcqkdb5IUn39OSqe\n89ubZZ/MBJ6Z5Px+gp/8NFitdNfXESRKwAhny+10lxmIGqF4GPQKcB6JckObkVaDSuVzEAvC3/4B\nbKdsxFRZsEc62zAOgjUlkZQFveBqllxnsxX2zpfTJ8oh4ZUKD3N2wEAeBMplUR93iLJ1ngqJIig6\nAO1bJWfVqqXL5AEv3STlLp//PIQ+Ks5H8HYpIzm3V64nPyFRpvZ8CD0DeYfhn2bCs11gOQWFB2BP\nFdiSYAjL4itlgpJXRDV/1o8kxSLvFdhXAOtfAs+gLNR8Hvk/ZUjSRXaUwnAEitohrkL9IKx/FroM\nYHdA1CppF3phGkQwSCmxmf0SnSodheMOOKuAOgKGSLa0XfttcOhhsN4Ph++GBd1wxxGYoRVQFlFZ\n3ZnkqopS7L3QVQZ7PmwiVp3H4BJIzaqBmhoYHMQwuRp9moaa1Ji0oA5vQyPljvIs8FRff27B57K6\naPBsoLHJj7exCS8eUZLPXRCWl198kZbbPhsbceeCDBOU0HduFwIWMjZ+Ubxli2zbunXMPsYNd53T\nZ1nXtZwG7cuMllooXnA983caKVZqUZcs5ZlpGsQTVJwJUd8NSbe0x4U9MGMmGCOw9g0YXAT9VqFR\ng2gG7JwGL04VUcfNs0SQ7tiIOMmzQxAPw8hqMCvgXyZCq20e6f/mnMh+SpV+vG8SfGmZjCX+ati/\nDJKzIbUP1LkyZuhGMEV1RpF+bEiAqulYO2HdURgcFbAimBbEU4DJT8v5RuZnz2nUs3oONx4WoMQd\nBktSnK9OJ3TaRcB2pzst0pcUMbx98yA5Cu44WAeg7AWo/A249sj+83uklOH/8sG2avj0DgEdlHR6\nhnlA9ivtgAEzuNOVNyaHBLgxpODebRrWXoiGAhSGU3QlUqw5AP9fo4YxoPHwFhHzW+OHpEnFYs3D\n7jRjshtw9hRg39+Pqy1FkWU+hgceJF6oUvlX5Xz86hl0dTVxZ2WQv1GT1LWkc8k2bz5X1nZMWxvf\nPDMgw8aNF3fggkHelr3TMeJSgcvx59m0CerrSXS0kNj3Mo43YgzNM5JQo8RUAbtBxu2zbpl7VF1S\nYQDQ4dAMiOZBqBb8dQJAHf4sdN8iYEDlGrCvhHt2iG7PaAhG8+FIiTy38hw9pFU9koaUsEs1pUxp\n2Azg0emW/TQbTLKK9siZEpi/Wz6f1S9sv4QiIF7fQmhvEKZPcAacWg+BOgjfCc0bBNg+Vz2qUkRN\ndaB8CxT6REAyZpDS0decADohaISCgxrWfgPDn9lA4KFbuesbO3jl7K43p83kAtPd3bIt01Y2bZJ0\nr9zv5AIP49NCL2Jut6RHBAJvse+fey46H8CRAWImbMIm7BLMgqIo79pfebnnL/0DJ+wd2ATIcDH7\nE0GG4X+5T15s3JiduDJOSYZ6mHEqPR6OO4EHH6R02x4KhmJETDDl7AiVnSlMKUBRGOkCiopA0/j1\nFRooCu4zkqM9qESImcSZNyfA0Za9LN0gVRha3cIQ8KQ1BRP5kH8U8g5KNE+fCeFZ0GeVxfbOIuiw\nwEErPD9VnPnEgChjP7xajtG2BGo7YU8LLH5KrsXzuKRU9NvTAmjIompKCJa0wrpT0Pg83HIcXq6C\n718vC7YvroUvrBOnqPOW9LUj5b0eWgcHHVBggX9dAdvr5PPNM6G/SJgLL3vghcmSomFAfkN+EvKC\notswGgHbCKQ8ENTguQpxviyaMBhCVvjjUnjyw5JS8lcPwJMfg0G3RGOLN0upvEWfhplPglYijAZ9\naAhLOIphMIr7pUFqeuIU9cFIcwrn4ThFp4ow2gtlUb96NTgc9K/UiV5TjvloN8HP3M7z6lEaG73g\n89FYdVIqS2yozy6AmpqyeaPjnYV0RYLcbRdd0E0AC5du46Nfmzdno4CZZ5BZjGde19WdixpH6hzn\nGA1O6rLR6FdfBaC8J5/IgnLibgt/XOzggZVHiBfCg3cq/Po+hblhKWenIP06/6hEZOMK9FYJABg6\nLqdXo+A9DZ/dKc7NZ8+Io3zLQRFHNYdEv6BoN9jb5c/aC1P8YA5nf3LQIo5Q3ABXdMP/+wScccIP\nZsB3J8FnpsDxqXBnGfxtHQTNwnqwJ6TfgPTFrmtFWLU8LNHnjH6Ljhw7pcDIPHjRIyxwf4H0a9Kf\nGxSJGoctUiUmoYrmS8MBWBQUPQqQ9JDrvgtWBRa2y7GSDji7HKImOcbakxIVLg/LPXGPZn+vQU+f\nT5NzuqJSEjBjsWIBSdpLJPvpyAI3EYsBT9xG9ycKSJgMrBoA3WAgWJLPgFPFkNTQR0bQ43GcJ+K4\nnulk9DUNQ1+I6PFDOD/3A8xrb2XatE2EF7m4Y3kTI84GnpsXxhdO4vM10VgfxL9rC4Gq/mxbfLvO\n3nhq+YXYDZfDLtfxNm6E5mZMERVT0kzKaaHgmAFTiQdLvhvri1uJqEABhDWwm2UeWXlWQG4MkN8D\nlhFwnYTqdtlvybdg6u8gbxjcvwTPz2AwTeqwJSCswv+4A/7zCql0sr9K+przFAQWQvvt0HYXoMB/\nr8lebkW6AoQalTmoZBSmvQG1AREbLRlJM+4UGCqGzRugvQvaloL5OamWopth1tOw9DfCckil2Q4R\njxzz6B2w7V5J9egZFW2HXSXQY4G8hELIAsmrFhOdpOC8eSNu92p8960nEgm9+VlnUiS8XhmfmpvH\n6hMcOSI6Mplnmpsy8TbbXWYe8nq8ogd0sf3fal56B8DGO7bxAMyETdiEXYJlFJLfnb+enhzHZsLe\n82b8S1/A/5GWdjaS/f6sM+j1jqUc5kRAX/2vrzM6LCHD07etIVEIg9UGph9NodxzD+zYgdp9BiJJ\n4oqOryCAb76OIQqNq3W8w0V4r5xJYXMzsfgIKVUhhX5OFC3mBlMAhlzixH+7Hc4uAdOPYehqKNwN\n+V2g9EFsCGqG4GgxmDVY2Sb1xa9pFadm0ArOw3DlTKitFlbADa9A940wfBhsndlymADN5UJ/tqSj\nkZmopicI1jDsroCpwzBtlwAg6/xQPQwVoxDsk+/Ey2BOHSx/DUbK4IgOX3kd6o9CXgT+/jV41gN1\nFfA9m+S5Nq4RDYXlAZhpFLG4zaug7jh4OsE6BOaY5J0XR+U8U4fE+fjgdvDuhqeXw4+/A/0m+MFi\neMAo4MaGNAW8PAwps0Q0o1YjfbcvZdIfj/LvswxEY0F+Mkehz6mT3KHzSeNcaGmBYJCe+kFGwycx\nxs3o7m467qjnSTbQ6IPrGqVsZWOTH/CCizGLHq/HC9m3YyPpGzeOiTQFgxepTT6xkHrnlnuvvV5J\nUenuzi7Cf/97yXPOzefN9P3M4tzhoPuFz2Z1WYLBLGAREY+7vNcEj28BaxE3/vgYN9fM4Pu2IHc1\na2gqhOtEOyGYVpo3d8H8pWDZBs5XRKMAJOVopweu6pbKER84AQk3YIKOQqjokb6aZ4GWMOxbBNOs\nYOwHsxFsUdAMwoayJiWdKZYu57ejWtTxa4KizD8lCEk//OE/4EA5FA+mc+TtYEgpaOj0F0PSBb+Z\nB3cfBXcl5L8BpjSYMbxISmIC1K2GaAymdIGS7pcxNX0NBqksMYSMUSMmKI2BdVjK1K5uTesv6MLa\nyJ8OhpMQKxemVMIkzCVVh5fqoCAslTA0k7C+kmZQ49DjkONHTTDigofnw1oX/A8CAAAgAElEQVQL\nfOAlqbRT8XsDSSWFbcBEbW2CE3MhWK0TIox2Z4oFLQZGbSquwCh9BWY0SxI1rqGrKRSjifbJJrY5\nw9T689l13XwpQ/vYY9DYSN7H5uJ58SkIP8sUlweWdTMjHGZBuBx3f5LWujDuTJvMcbx8niyLodHX\nyIZuF/W35wDa49vl5c4/z+0jmeNmzvWnHG/ePGhpQe3vgUVXwrXXiiN8993EVThRD7WDoHfIc1WS\nwmJLIJobIyY464K6IFgMQFLah+6U8T+qCKvlO1fDilPQUQB/t1faWp8d9EhWr+PECCz+CbR+XIC3\nvRrclL7c3ExkW3d2mwFpszpQOiLAgR6C278Gr3wM5m2G5BBsqYAPHYOIC4wOWaC12WF3OXgViBkh\nuhTyfyTX7xmSSjCumLA6npuiY9LhcftRlrpS3NDYiG9NDaeH/FSjsOWJh+GJh1FnzGLdFbfJc+nv\nl9K5LpesUTZsECbdxcCn8RoJueuccfameehP0U7IBRku9xw2MSdO2IRN2IRdVpsQfnwXLbDMintX\n2oP1+eCRR4Q2Pd7SE/Tp29Yw9R8ekom+vh798cfBbiW8fga2bSdBVXh8aoSG7jKUzi6+vE7nG8+b\noKICQiH42Mc4tu17zGjPh1Do3ILnpZvh16VQ6ochI9xwGrQimD4Han4KaBBYDM7j4FehNCrbjrth\naaeUsSwdFZChx54VPwOpR3+lTeqMG0JSaq55CTybPrmOpD48sAOcmqh3ayFZLLliIkpnSgob4Ew+\nVIfTSvEatNTApA5oKYYlHRCqh8Jm+NpHYc2r4myteQUOrYDeRcJUsPTAz0bgQ4dh8rAsME/WgnEA\nfj8NVulQNAtOFUu+bncHfOg3cp0mXWisMSPc/iFYEIK/2ya5vRYNUiWSKhKpgFiVMDUSLgFpgtMh\nv0NFN+jstqkcqNT4p0UpPnlURTNoXHsMrmk1QSpFxGPFNm8drTNeZaj+QQa7H2N7/V14m3xUVc+l\nwxDGi0faTEao62KWE5UMbPBI+Uq4aAnL95K9LwWich2ozP3PPKvzLFYDAR/Bg00UP/gs4ftvwrrL\nj9XqwWbzwE9+Ah0d58pVYjCgpZKoxaUcu7WepG8v7ckBzEm4+oyUao2UyXG71wszyb0PzIMwEhO1\n/KAVLCp8Y1Vaid4qKQz9s6H4iAjYzfPD9mpY3S59LpoHvQjbKFfBJ+6CTj2rcB9RIWGAb6+Ez70C\nn7wZfrIZHroG/vkFeGUmrGjJOleRQqkg0bFEHLaz+dAbgqvjsOx7aco5MDoVlHbovhOmPi5sBWdU\nUiBOF0LdoDCjXFEBPdSUaKJ0O+Q+rP85bK8Q5f5JYdg5WTRiyq2wxwxX2ccK1p51QEU4zQhJ/9ZY\nWjzPlICjpbAgLbx3shJsi6H0jyJEO2qW74SskBeFPXVQOQh1YYWB5TrFL4ApTRTUUymGpolTmHAL\nEBsLwMFSOXarG+YNQm3CjV0xYy0u53RhHyFzCZsf3IAHH9XfH2XtvkEi5kGi0/MhGiVa5yC6qApX\nixV3M7BsWbZ5evw0NjSN1V05nxP1dkGGd+rUXeC477ivb9qUBef9fkgkBHDYsoXAJ5cQ/F83Ev/3\nb5K/JULPEig/IWO9aRRSVqkgkTRIVSOAoXRllmP1UKpLOWZ1VPYP1wrbJemQ7/3bJCiYC/ZOeH0Y\nHgiA65AIp45WwLbJMPt10QYCEXP0toveg02BZFLYLmGzlMncUyHpRiNGQIc5/fBqFQQWwO1Pw4kV\nMP0gaKMw7ABrRK73wEdgehySOowuyd4agw6m1yCyD5Yuv4dn9/yc68NOvrHcTOPM+2h1baYmuAH8\nfho9flb84mWuO65duDpEZizLvffjxR7PZ+d71jntpbW1EZfLS3RLE9ZdfowdQYx19dhuaLh00OBy\ng2MTdtntfTmv/19gfw7hxwlhyf+7bEL48c9sw5+7lYBXuJfD9Q5iK2bKhJjJmz+fSjJgshrkM7P5\n3MJKSWg4Nx9mRE/QHx3lw+0a8UgnMbd0spgjwWiiDfLz4amn6MsDwmFQhaOsA6XlML8LRstl0byv\nHF5eAdpRidypKcg/AZYAzOgH26hEdZZ2pr8/mlaCRwCGzrzsELLuCCQ1SIVhaBiUEZi/TRybRp8M\nN19+VXQd/A3CYjg7F3qmSFWKeDUM10KiEE5MglELDBfDGQfUtkot8NdLgDywpxeKK45AtUmAh6AR\nFu2Aip9KRYuTR0Woa1IYwi4wpaC0Cz75QclH/50d2rbBFdth9aOwYbPkfZt00XZ4vVQo3o/9Hq55\nXdTzXXGJ6OZ1g+0wDHpg6o/AuQfUAKjDoCehZ7KGZk4xqzLBrftT1HcBCY0v74YpKQNJkui6hvls\nlGjzi6TiYepbgszZJxFsb0MjdYZivN6Gc8//9W2PS6rNW9FD0+Jv7qCHmiaoaZLNNTVvUZd8wi7N\nMuJgmUhghm7c2Ch5zLnm8+F+1EdNox/n+k9h3eXHfWsjtn9uEjZEezvcfbfs+y//AitW0LrQCPX1\nzNjqJ2Ex4q4tY7sH0KXfKHFJ2/E8DtW/gmevhe1V4vj8ci48eC38/TpodYiOwV4HvGGEkwuBEEzu\nhF5bWugwXT7CHpKoPWr20uMKhKYJaJFITyGvToZvrQL3FPjWSqFw76yGG9ICjnOGYfvVQufuqgRj\nAAqawbgZak7Cye3wV98XJhCI823QBWzIS0DBdkg6IU8Th89cIGkNh8qheghMZnEc9TwwO6Q6xt4O\n+Mp1sL1WynQeL4Jr2qAgIaDBvF4Y7pNobyo9lrkj0JMey/qukPtgTsj3fzZfwNbBIghWSjqKsR/8\nd8PQPDC6VZwJlS4X2FFZqpiY1WvAGBGgxJhCAKOUhL8LToDzJBTtgVgpOI0KefWL2ToVPl56Pd/b\ndA/KumoS33+QiCWIO9/ElBku7vjMv/HBpiBrbbPhrruwlc7H7XcR/P59THrsJDV+L+5HtmQBhrTz\ntcFanxWxa2y8MFD5doUf3yk9/XJFhTfmVNCJRuETn5Df2tjIwHNv0Lb2q3TtjTC4Hqa+AEU7RTvI\nkC7XbO2BcCh7uLy4pOuYWsF2KK27kQbNHacEhCp+BQZnwN6VcNtPoSUkAsRnF0ObU1Jl4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3HF8LddvA3wBdB+DsJPAeAtxQlnbsU0BbgSh2YxGhxhGjlIbTDZC0SV4zQNQGakAiNI6E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\n2RmFFcQRlenKoh8+sSsew+13w9kuSfv3eMSKPPSn6SdtI1l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JlJGjWD8PDLRc5Jk647ZNLB4jvNjHDQ8/T9OlsHIXJC04cpVFotlLdTfEKjxQ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7dcMbJ8WNjlz5pkNzaaR2+8Ro1dGzYkx53056y9zFONtenjxd13mzFQcp0+cbcZUq1x7PHfbspc\nrlXvdlsdMxku08aGUz4r0pmo8e5sM7qsi5FBjAyCMPUQmchS0hSRTEaGMZP+8F69+vTOf6oyx6L4\nj6Sc2FZvx8QoxyZWx6crVpud7urm5s3Z1zaZrnGkPjTRxPtY7+c2maaZNOZNaPmrV5+9lbWJ8u45\n0/qewf2asUaGEZDn+hQkXT5GkvFxrGaf8ncjfT8eeckwXqR7boxWfkYvhJHIpD+kvT/tZ1e2eDOO\nkdGMDJL40YYkfhSEs48kiMpS0pJVffsqB3/64lm8j6eTvGw8sYQTmDXdCMW3QYyja3rq9mfZjpXT\nIL7lFpqWkil7xGRw8V0cDCtoVdPQdd/UbptTJOkaduxk5rOYaZn9J5szyC/wqxUObthjyj2JI8/1\nacpE9+8JKm/Q4SAvU3/LVP4pEhkOI8OWjwahRO6eRBHT7bk+RkZL/ChGBhtiZBCEs48oI8KkM0UU\nf7/hx28l75qOWMrYCJO1EWXd78evk11tIwnvph9TZJyYDshzXZjyjHUMTx8X0n437Z/rp0B2lxAE\nQRBmLlNk4jDtVzlOldV+lN/p2gTXZbKZIn1KmEDkngrCzGGs8p5+XNr7af9cPwPEk8GGeDIIwtlH\nVjwEYWYgsi4IMwORdUGYGYzmyeA825URBEEQsoz0+EVBEISphIxRQjYg/VSYQYiRQRAEQRgdUYwE\nQZjKyBglZAPST4UZhORkEARBEDJjz8Ls94+egVkQBOFskp4lXsYoYaoiz1JhBiJGBkEQBCEzliIk\nmfQFQZhq2CdqMkYJUxl5lgozEAmXOOsU4HA4Ju1VWamd6wsUBGG6ISsugiBMZWSMErIB6afCDCKr\nPBkKCwtxOr9PWVnTpJQfiewnGp2Uom30M5m7V7S1uXA4Mib5nBDmzVtKa2to0soXBGEKIoqRIAhT\nGRmjhGxA+qkwg5jSW1ie6zoIgiAIgiAIgiAIgjCckbawnNKeDOMygBiGWAoFIYuQ/bQFYWYwqqzL\ns1sQpg3yXBdmDDP82TWa9/z0y8kg28MIgjADqKzUJL+LMH2QZ7cgCIKQbciza0Smn5EhFDrXNRAE\nQZh02tr2o/K7TM5LlS8IZwFR0gRBEIRsQJ5XY2ZK52Q4rbpZe9Da3VZkH1pBmPKIW+X4UC5qk9lu\ncl+EiSWjrBtGct94kOe2IEwD5LkuTFus51W6sWGGPrvisp4xZmL6eTIIgiAIgjD1sS8MWH9noJIm\nCIIgTHEsg7j1v64n39sN5UKC6ePJYOHzQSAw0dURBGGSkBWP8SGeDEK2MaKsWwqaKGmCMC2Q57ow\nbfH7k8YFkMSPM8qTQdPOdQ0EQRAEQTgdZrCSJgiCIGQp8uwakelnZJCbLQiCIAjZgzy3BUEQhGxA\nnldjZvqFSwiCkFWIW+X4kHAJIdsQWReEmYHIuiDMDGZWuIQgCIIgCIIgCIIgCOcEMTIIgiAIgiAI\ngiAIgjAhzCwjQ/qepoIgCIIgCOmIviAIgiCcJkbIONdVmDKIkUEQBEEQBMGO6AuCIAjCaSJGhiQz\nI/GjYaQqDLIftyBMGSRB1PiQxI9CtpEVsp6uL4DoDIJwmmSFrAvCBGKEjBQDg67p6Jp+zupzthgt\n8ePMMDJY+P3qJQjClEGUkfEhRgYh28gqWRd9QRDGTVbJuiBMIH7Dj1/3n+tqnDVkdwkLWYkQBEEQ\nBOFUiL4gCIIgnCYzwXthrMwsTwZBEKYcsuIxPsSTQcg2RNYFYWYgsi4IMwPxZBAEQRAEQRAEQRAE\nYdIRI4MgCIIgCIIgCIIgCBOCGBkEQRAEQRAEQRAEQZgQxMggCIIgCIIgCIIgCMKEIEYGQRAEQRAE\nQRAEQRAmBDEyCIIgCIIgCIIgCIIwIYiRQRAEQRAEQRAEQRCECUGMDIIgCIIgCIIgCIIgTAgz18hg\nGOe6BoIgCIIgTFVETxAEQZheyLh+1jhnRgaHw7HW4XC84HA4fuNwOL521isgnUwQBEEQhJEQPUEQ\nBGF6IeP6WcNhmua5ObHDMRcIm6Y54HA4HgP+yTTNt2zfm5NSN8MY3sF0Xb0EQTjrOBwOztU4lM04\nHA5gMttN7oswsWSNrKfrCaIjCMJpkTWyLswMZO43acRl3ZHxu6kwCDgcjm8DD5qmudv22eQYGSz8\nfvVKxzAyd7qRPhcE4YwQZWR8iJFByDayTtZH0hPOJaKLTB3kXoxI1sm6cHpkc9/3+SAQONe1mDaM\nZmQ45zkZHA7HJUCF3cBwVhhJOEZyoxH3GkEQBEGYOUxFJVp0kamD3AthpiJ9XxgD59STweFweICn\ngA+Zpnks7Ttz8+bNife6rqNP1gN/BDea/luvpeBnjeI2KQgTiGEYGDaZeuCBB2TFYxyIJ4OQbcjq\n5hkwhdx9ewodFPfN4Pso4TSnZCRZn/F9J9vJ5r4/hcbQ6cSUDJdwOBw5wE+BzaZpvprh+8kNlxgJ\nm3uk6XDgsOowFd0mBWEaIBOP8SFGBiHbEFmfAKaALpKiG81kpsC9mKqMJOvSd6YJ2dz3s7nuU5Cp\nGi7xIeBy4KsOh+M5h8Nx5TmsS4KBBx/AdDgwHaq9TIeD/mKHWLoEQRAEQTi3nCNdpKfQMUw36inM\nqFfOHEQvHDNW/wES/WjG959sJpv7fjbXPcuYEokfM3HOPBlsyUzE4ioIk4+sbo4P8WQQsg2R9Swk\nQ4I30Y2EUyGeDMKMIpsTYZ4hU9WTYWpii9cZmHXuqiEIgiAIgnBOyZDg7aTr7FdDmB5I3xGmJZII\nMyMz28hgdQrDUFua+P0QCqm/hsF///UPhx8rCIIgCIJwLplMncQwlB7k86n3Pl/K+azEff/5xSfH\nVXxHh3HKY4TpyXiSPo63nwnCuMbJU/3G/r01VkJi7ng2yJYxVIwMkHRxsRsZdJ3tP+0ZfqwgCIIg\nCMLZ4Fxsq63rSg/SNPVe0zK6AqfoSKdBOGyMr17CjGS8/UyYALJ97jPZRgZrrITE3PFskC1j6Mw2\nMlgYhjIuGAZoGt/7vw/g8wYA2LL8Pl5f/2F13EhWqmwXQkEQBEEQph52j8v0zybrXBahkHpBMiO7\nYfCfX3wyoSP5vAF83sC5XW0WHWzaYfUxez8Tj4ZzwLmQrYk4p+WhDqN7GEzU9em6jEMZmJmJH629\nUkMhCAahuRmKiyESgQsuoOWviqjS/PjqQgSCPgD6P1JDwfe3ZS5PtkMRhHEjyeDGhyR+FLINkfUx\nkmk/91AIAoGke661YjaR+7z7fMNCI1LOnX64N0CgXhv9/LaEaB0dxrAVOLdbx+MZ5fdjQXSwKcdE\nyrrPG0jo4sIZMtYEhelj0ESOM6eqy0TJs93DYLRjrO8zjbvWdRuGGgMt7y77d5nKmgQmbfw8Q2Zc\n4kcjZIz8ZX19smOEQuD1wsaNEInQfWc1LVe/Ay4XLUsNPnZ1spyBgdYMJzLOSSyOIAiCIAhnibPp\nTQBJF1z76pimKQPAli2ntWo2qj6UOMhIhotair9dt7FWBNNY9/vFGY0Pw8qO4/HoVFWpcquq/FRV\n+cevIFt1Fh1s2rPu94uHfyj3enyMtd3ORhhAptwGZyrPlqHAKqepCXw+jIb64celezqkX3O6MVfT\nhrfJWRyHrPHTPoaeawPDqZh5RgbrgajrUFurOo2mQXU1JTsjVIVrYfduqr4DN+5rpfvpejru1Rla\n5KbjXp3up20d9RzF4giCIAiCcBawr26dLSODhbUgYukZgQBUV6v/x7hqNiYjw7AfGamrjHbdxtYW\nH3fuTEmWPayMERRvt1vnjLHaRXSwac/Hv7Rx+IdiZDg90uVxso1yo5WdaWyYKHm2zmuVU10Nmobh\nDqceZxkNMp0rfbxLr5fbnXrsqeo9Ce08IWPoWSD3XFdgIjFCRuKB6jf86JqOrunqy/p6aGiAcDhp\nYAiHCYVDaG4N7rtPhU40NFBRvBJ2GhAOU/JaGG7z0/GUH8/DRvxEhjzMBEEQBGE6YymYVuJDy5sA\nkqtak+FGbMcqu6kpqchaHgdWHSfi/JbHwqkMF2M9n91AklbmVF99E6Yo6e7sZ0P+pgujyGMK6fKd\nacI81nCLkY4ba13GSqZ+sXo1bN+eMAjowTCgJ70P7ONnej9Kv3775gCj1Xek652EOWO2jKHTypNB\n13T8uh8Av+5PGhhAhUVYN9myXhkGoXAo9YG9ejUl21vVsZa1Khgk94baZFmZYnZG+k4QBEEQhOzC\nvppvrdZrmvImsDwix7radiYJo63yKytTPRpOcW4jZOA31PF+wz+6R4NVlxHCIlJckK22gGSbjFaX\nszEBHOs5JiqhnHBuEO+VM+dU7TXa/CbT9/bP0re+PZW3xESNGenhZZoGFRUEN67Dr4OhgVFXi5/4\nQnQmL/SxGk7H+/0MHTemlZFhVKxOFQ7TFNqe9GgIhcDno/syt/Jk6OlRBglbBwyFgpSUeDMKT0eH\nMS4jw7hcGAVBEARBmHzGq4hmIq4XGCED7rmH4BP1p690WosjVh1GCkeI/x110cVeL58v1UtipPpb\n7WHb5julXiORnj/C9v+YDB9jQYwMgjA27OOHnTPJMWcdm7717amMQGMxMowWopapjn4/xs6fEVzp\nxn28R419Pr/6SvezpizDucYaBne64//ZDlGZgkyrcAmLER+mQGSgl92uHiJ/5Mb4QQNarU4gGOD3\nvvFTSjrzlZGhogLWroXycgAVUpEumPGOE26JJ96wu9+MQSExQkbmegqCIAiCMHUYyY32VNgzkvv9\nhHc3wP/bS7jnMhjL838k93Br0p/J5TgQSKnbqHqG3XV4m233rEzuvek6jvX703Wdtv0/qh40kS7G\np1P3kc57JtcvTDzS7mdGprCI0UIYMs1xrM/tn03EfRlhvEj8n/bXaKhHD6FC4nUdwx1Gf7SesNud\nmLvpIfX78FIjGWrgdqcaAUAZXNONHOO9JnuYxQztrzNmC8vvfcBNR38n53WA04TBPHAu1jj2vhX4\nWisZfLaBvDw3HD8Oy5eD10vzkmIOvZmM6XHjwqtVg67TsYbMW4k8bIwpxshv+BOrDIIwk5Ft7caH\nbGEpZBtZKetnOtn1+wmFQ/z4yHMseesQlV0mWreTXFcRXHMNkUWVaLW+U58j3U3c+j/TZGEs+Rrs\nk4ZHH4W77kqdaLjdyuPTjq6nhouc6hz2utvqFQqH1MurEfJqqfmz0g0rEzmRH0sM+KmOmag48mlO\nVsr6TGI0Y8Jo8pbpd/ZVekt2Q6FkLpvTld9MITGGkSzT2lI3/p0/4EMPuzFmHaNsfyuXHowxpw8c\nObmcuHApiy5Zp8ZYw6BlE+x3xMcbu4eW3eBq5d6ZqLwR9nCzachoW1hOfyODdXPjHT/86nYaLi9m\nvb+WKj3Abz+2kgsrKgEo+uVu8vYeY2jdZeQvWZUsIhxEd3tVx4aUDtjSktxOJHG+U3gw2F0EUx6u\ngjADEWVkfIiRQcg2ZoSsp+sAthU+vd6Lcd9ujDuq1XPf7x/7gkNaOASQVODr61W4p6WjQNJl2TII\n1NdDXV1qeYFAUqkGlRC7rm746t5oRo3RlPB0g4FVv3idRr32yZjMj9XoYpFpgjQJSdymIzNC1rOR\nMzXijeTlNNYxYSykGSUTNDSocc7nU2NWUxNEIvi1EP6gW4W6BwL4by1Gr7gcd2sY77Yg1NfTsclL\n+Cd+WK/z6/0G65fquH8SwlMXUGOjZVC1zllbq85lDwc705C5bBg3xlHPmW1kiO8qYXS9ScPSPu54\nLcIPqvPIL81n7dxKLs0fwu3WKXj8WYraC1W4RGUlNDcnPBqCtOL13Zd8WNus+Akjw2neGPFkEASF\nKCPjQ4wMQrYxI2Q9g4JsND2BsWiIUKSVO95y0FNRinfJWh774zWJY05rwSFdiff5UrfnzhT7ayno\npIUpWCtshqH0pUAgmfTavpvGaOET1vcj6UBW/dJcqq16dHQYw7Olnw2PgUx6m3gqTAgzQtanIGMO\nxZ7Mfj7eCbVtTOnf00TBiupE3jwMI2FUANS2lLu3YdR6YffuhIeD7nkfAO4r173/Q1MAACAASURB\nVLPkG49T/uuXwevFqK7EqIygaSFCrSshEkFHQ0dLjkmGoYystfFE/5bnxHQeDybAQDSzjQwWNTUY\nrU0YK134m1wcucPNfFdt4sHbXX8PJYHtqlN5veByKUNDcXHiwZx42NqMDImHo/0hPwYkJ4MgKEQZ\nGR9iZBCyjRkh65kMAPEEi34M/IFQSt6EcS042GOSrZelKB4/Dlu3Juvidie9HKxzaiH8vkCyPLuX\ng73uY1E2T6WUpivuMMwgkdEj1DpuMslU92xZcZzizAhZP13SvYkmgdPyjDpb/fx0z+X3q7nVw0bq\nby15tTwZ4kYAv6sJf6R6uIHV61Xjjs0Y2uGv5WHCqo1Gkn8rjw4kjRzTdUwYyWvkNLw2RjMyOM+k\nbtmC0VBPoLiZ84/0s3JvJ63nzaX4QH7Sdc/noyTYozpjRQXtZi/s2AGtrepVWQlr1zLwve8Sfmt7\nUmkAPG+QmnF5jNlDxcAgCIIgCNMEyyPA0gUuvlgpaZbLrWGg7+pVk4yxJmYcCbuBIf3zjRtT39vC\nKAxC+LWQUswNfzJ0M76jVv9HatT7UEitGqZfXybsIRrpGAaRW26C2trkduG2JGgdHQbff9EHKEND\nR4eRPNcICu7p7MyVKC9DvUbMpD9dJxPCuaehYdKKTt+yNvhE/eg/OJv9PNPYEf8sXUa7n66ne4dq\np457dTqe8tP9dPxarDr7fNi3z9XbCuGNNwjffJ36fuFC5YkODPzrI/DqqyocIhzGE4TLZrtHHkd0\nPdV7IS2RbsbLCxljmvdNKexjoD03BUxoosoZYWTQa+vwPdlMYSTKbW9GqHzuZUrWflR1pJ4eDL8v\n6aXwn//J2/2Hob0dcnNhYEA9gF9+GUfUJHTRULLTZepUkm1YEARBEGYWuk7z/3wpOZHu7lY6guUJ\n6fej/9VXh61kJhKQjeN8iYUNl2v4ilR9fdLoAbB7N/rx4oQHQ8q2lvGyeufGXZEDAbW4Yq9Xeh3t\nRo577hmxjrmRQVVkraZ0KRsej86efg2Aqip/ctEGRly0OR0jQ3pybnu9JkOhFqYBI/XlM6G+PtnH\nrBwqE0z6lrXebcEJP8dpM5oxz8qTF079rOSDdZT8SNXd87DyZij5YHzMtLchJMK61j3SAGvWUNwf\n95z5xCeUJ7rbzVd++CllePV61VhcV8fq4rAaR0aS+/TzZLou+9vJNjJMRtkjjYETPBbOjHCJe+6B\nJ5+ko/sY7t4YjhUrlAJw/vmwezd+Hfz7lnDMnU9nuJWeruNc8k4nZn4ejv5BYoDpAIcJMQccK3fy\n7vNfQ/9BOHmTRjI6CIIwKuJWOT4kXELINqa1rBsGPbXXUly5Ag4dgtxcoi4nORs/qlbVwuGkoj1a\nHoCxuhbbj7MUxribr0EIXfelKpK2nSES4ZppYRcdHQaeX4eTxoBQSHl4Ztplwq7vBALDPBrCc0qY\ndaIHULpT16wcHvnsOnSfMm7Yk2D39YUoLNSSeSnS3JjTE2bDKDksDGPY7l9utz485wMMd5eWUIkJ\nI2tl3XLDnwwme55QX08oFERza8m+PBGJHc+UtPGt7xcBIpEQAJFqjUi1Nmx3vr7P+yh8MDBy3e65\nBx57DFwuYm1tOCAxV+txOYncciPRnTv4+scvZmVuJbVPBAk+UY8RUuPc+/aPsLPNaIaFtLANI2QQ\nagigBUO4W8OEK924a2rx3nEGITFnO0/MBJQt4RJ5h/E/cReOvDxOFIJxRzWGBoGhV/nI7Z0wMEBz\n29t8N28Hh2Jhio518hvNweDQIM7Fiwlftoyuv9/AYA78/LmlOL/+x1wZSK5OYBjD4n4EQRAEQZgh\n6Do9buCOO+j48kZwuznwYnwVzZqkW4YAi/SVvnvuGbseEQio4y23YWuiHwph6FqKAaI3/7j6Pz55\nsivVkY/fRstStbUbwJHPe+m+3cvg9m2qjHA41Zhh7S3f0ABf+xp85SsqD0RlpapH/Brcx7rJi5k4\ngO7Gh3jz8kX40dEDhgodsa28PnhzYLhnha2NrGPtK7UjhpkYKk+WleOhqsqf2cCQfp74b4UZyj33\nJOPwrX480djzkkwG4bDaqvFMmAwZOH48GRah6xQ+GMDj0fHc5idSrSVl1GbcKbzZN7xeVnLatWuh\nokK158AADsCxdCkmkHvTBtxr30/lPfdRdNeNRI634gtruFd6ufIbAf7ySIj7IhrzXjS4d02aoTKT\n55b9b9p4rQcMfF4fhk/HG3GjBwy8rWfWVClhJKN5gkwUk2xUnf6eDHGXwZODnQwNQekAxJzgiMHJ\nC/P47/MGWbXLgd5iYgIOl4uDBQMs7gbmzIHKSoI5x/BG59D+7pu0/e1NXDhUnbRIpidJms5ZSAVh\nEsjaFY9zjHgyCNnGdJX15lVOinvVdeVH4NCVsLT0Cn7+V6uoroyv0n06MPJ2aJa7qs+XuptDJgXQ\nWunyetWE3zCgpgYiEUJejVDTNkJ31BDyqnPVbj/Oqv94nPyBfFi5UpXhcimjAChjQTxW/MT/bmH2\n9ffREQyoyXpYSw3DSFd6LdI9GWy6UE9ZIYO+K+l0aGjBUKpnBVDfVE9dxJu81lNkO8+YNHuE/BQd\na0gaGEZapRwpt4V4NJwRWSvrk+nJMBmM1H/jXkujrc53P12fDEWYTDnQdVq+racmd41vG/n07W4+\n+L8oY2Ym7wurTvZxKBgEv5/2L3+a4h41n+teDjkt0HETlH36Id7QvNDg48cdcym/9hZ8jzah3XVf\nwpOi7Soddu1C+7uvpp7Hum57ngJ7G9i/i/9veTOktPvpeo+ktX2LHqJKDySvfQrPLWeuJ4Nl5Xe7\ncS718NLFuZgO6L1qHv0LHBy5MUr+Mbio3cRqnqHSXOb2OwjOMzFWuvifZRFCJVEMrxtmu7lw3X3J\nzmVt8xR/8Pb1hU4r+aMgCIIgCFnASM90w2D52j+h0r0GE+jcOIuSK5bRfn0R2/dsZ79DT+5AlSkG\n1lIwDSORIHJU5X7LFmVgCIXg1VfpW1UOzz0HmprE624vIa+GX/fzmW43q/7jcRzRGIM5ETrfeom+\nKzUoLFS/b2hIeCb033kzRQPK8BD+Ay3psRBXpPt+EUjW3TDU9263+t7aVi6Njg6DY8HPE67TKTND\ndPhrh7mMhyPhzCuIVk4J+zlJ9cJIwa6Ix+ud4sEw0v2z57aw/VYQsoJM/ReSxspR5iJDv7IlotR1\nOu7Vk2Wcrhyk55kwDPo+76PjXp2+vhDueoMj3/clV+jjhs2Sr8WNnOkGV7tR83OfA01j4GtfVUkc\n+/vh/vspi+QS1cpwxGBWzywGznew4DdO2LaNpQ11LHVr/GH/m3zmySY0e8SXrqMFQwSK3sEIB5Nt\nmJaYNjEOp48N9jFM19HqA9DbmxzD/f7Ty7uR6R4u1VK/z1Kmt5Fh69ZEkqXCf/sxNw1dRG8FnMjr\nZM8FJns7YwzeDtvWQWuR+knu0R4KBkwuOWKivzvI2r0R6qvVg638ut9P7Vx2y5vfr2KMxiOcgiAI\ngiBMXUabpAYCEAxy0gVVFZ+FRYuo8hkUz1uXzCUwUmItXU91o3a5Rq9De3tygSMaZag8X3ldBoO0\nhg8lj/P5KPmHx8nviuHs7CUv6uLFVeXKDbmvT+kvmqZCHQ4dwoxEOO7YzpGttxLe38Ch2+F3ZX4O\nHlRJ61rv0lTZfj/d3cFEtnYAlixJntemKHseNqjar67X49Hx6EofMwiprfYMdWymnAuJHBbxskYN\nbUhfhcz0eaa2TEf0NuHWW891DcaP1X+tkKwMSVQ7OgxaWvy0tKjv7Lu6hMPG2GUgPZwgfecMXafw\nZh8ej05hv5uhoTDz27zJbSnjBlVD1zJP0O35a955B4DH/+HDKvwsGoWNG8nZ+DE6XRVECqBg1Tr6\nnXPJORnDE4SqALB7N0ZrJSU7I8pzS9cxfDoP9gcxCIHbjT9Yj9FgMwjU1ysDjbXlr2V4sC8q270r\nrP+/+tXUNhnnVqUdujvl3rS0+OlYM66ipgTTM1wi3fXkiSfU38pKBve9ydHKuVS8uZdDH4vy8BGT\nh39hO29eHgwO0laaw+FS+OV5JnNOwvsPOigpKWR+8TJCrgiaqzLhVtXhryVyJIirKUS4TgdGSTQk\nTAySoGnakLVulecYCZcQso2slPV0fWK0MIYtW6C6mvrYEzSUuxKKqebW8Hl9rCljdL3A2v89k2us\nXXHNz6e/7W1iZj+tf7ZAGQoqKngt7GKj4eJp/zo+6N6YWDGMHtpLznkX4v/qLSqvgXUegJ//HF5+\nmRNXOph982aARH6Gqio1AbGSKLrrDbitlqJPbqFg3kqV4PLwYVixQinxNTWqjlbYR7ydOjoMtXPE\nk0+qWGqLUAgjHESPVBJyo1Ybq6uT7up2d+/6euXBYRiEwiGV3K6pKZkLItP9sa+Kpn8/xV2Qs52s\nlPUsIGO4UDr2Pm/3rk7znuroUPlLui9zc3x1cql/2PzF+m168kNdV/JuTcBBGUzTJ9heL29/38uF\nFwYSH4WWV2BsvJyQK6LCHyoq8B0oR7v6FiCeDLZxF71tr5PbW0o00kdfYS4MDZEfc1DsdEFfH6Gl\nZcyrdFPo0mjf8TKz+jsouHwDNDfTV9ZH54F2KmfNU7sFrlunxqVgEIJBAq3bCFWvxI8+fJyw2tEK\nf7Cor1fXN9L4YX0/GmM4pqXFnxpeMoWZeeES6Q+Q3bsTVqy8636fnCUabSUOiJmsPZj8WcwJ/QwS\ndUB5T5SLTjj581djdM3K4YKb78T1e5dBMKiEwrK66ToevMx/BmKlLqqq/KMnGpIwiolB2lEQBEGY\nbDK5y4503LZtANR9aTdGXTCRuTxQG0DX9OFbKqY/x9K2eByG5T1w4AAFnmU4+0txByH6Sxd7mnKp\naArT3HOAxU3bEvVuH9jLjrl5+K8eQAuGMGq9hJq2QUMDoScepf/A6xz6QweFh6DrBw/Q83Q97nqD\nip1q4uB5A6p+ov4vmLcanmrgl7dU0tcXItrfo0IvKivVy/LubG1NMc54PLqqz86dqZOUQEAp3Lt3\nE6ipTBoYQiH65pGcHFnu1fFrCtRqqozKyqRbuKXzxeO1M+7WcSqPiCzidLbyFKYAE9TPRrzv1jaZ\ndo8pe/JKw0iu2KeNaSUlXtxu9buM85d0rwUgFA4lvbBGWMHvfrqelhY/3ctg7uOtKV4TWmsE3xY1\nTvmDbvzNi1R+hLiMRiIhePll+i+sIL+nj8LPfJ52bR7ll1xJcc8AfSWFDA4NsPsGL8/0HKJ9z6/I\nz+ng2VXQGXqGVu9xCi++kbmDuaqeixYljQV1dRh+H8HiHnV+LUQwsEWNMYGA+tvUlGpcsEj32LDa\n1rovdXWnvteZyk3Duh/ZTu65rsCkc/x4qguRw0Hl4cMEK4Y4+Rbc3Aw9eeAagtwY5MW3qnSa0D8w\nSM88uO3IIN8t/Q47T0L0c+VcsLgQw6eh985FL1qlHnJuN6XvAtcbo6+wywq8IAiCIExPbM/3U644\n2hOEpU2kU2J/t2xRE3dQOk00CjU1dLUfYuiPdJb+9Y9Y/st9GBfks7xlkO6f9sBza6Gri/6qHrwv\nluFtCBO4fDu6fg+EAhAOE1xdjNazkkWX6Bw79gBznjfB76dDd1OCN1kvw8C9yU/R1dC/ZiO7vnkH\nHzSXQMcuhiJ95D7zjArzKC+Hf/kX9bvWVnV91qTDUs7vuEMZB9xuaG7G++p2unpOUFf3BIeLCxis\nnINWvAjnT7fBN55ItJPhDmP49YTXQiAURAuD7venhpukh1mkrzZmcnfOtPpqP34K6mxjWtEWpg7p\n/eg0+lV6OJHf8A/fwrWuLtmHvV5lbKupgZ6epAw0bAF3Mslq7g21ibqEl45QZ7ushEKJz8K7g8n6\n+3xK/g0DQ0uOeyU/ClLymgYlXoa+8SSzr78P/vph+J1PeRaUlFBb3g9Hc5TcfvzjanyrriY2t1XJ\nuhZhMD9C3iOPMG9OLhx+l94FJkUHj4DDQfW3n8UdywfyCBVEyeuFMtcayp47AEuCRMvycAaDasyx\nrgHQDQP9wCr8DQ343bWqzeyJG9LHjvr65Bjm9arybB4ehk5yW+BM99b+e2vHnlHGneniCT89wyUy\nYXWK3btVx/31r+ktg2NFsOSIOsR0wP5SWNqJ2nM1F3DA3tk5LD/pYv9Hh6iqvA9/uAF/bT0EAnS3\nbqckskgJdG1twrsho7U8kyvOFHx4TVmkDacl4lY5PiRcQsg2slrWz2CyaYUcuJpCRKo1Kna6KXnN\nltPJ7U7mN2hoSK5K2lcIrUSM0SiRslm0VriY/857tNwwB3dbO/NejvDUTXDzDhiaO4u+eVF6lg7i\nyMkjNjjA3Hcr2XvjbXif3M6PK45R3tbFExf0c9fecsK1Nazcu42CR55QYQ3xHBNGRQ968xB0ddG6\npJyfXNzH7Gg/nRsKyPkf0NsKWfraXhw5OVBaqowMxcXKwOByqWuwdCJIhmnYDSi6Drfeiv+zl+Ov\nD9L9336GftVApFpLttXX4sp5vK38kW34f9wOR4/GJyKa0vHCYTWJsJ9zpHtmTSIy7ZaR6bgpQqb8\nFcMmnFOArJb1iSRTuJX1+Tj6ld9IbuU6IjU1yqsqbrA0wkGoryfkg1BIozZ3Nd77t0J9PR0ECbtD\nAEQ0Fy4qca/xpUxy+3w1FGrVGIRULgNNQzdCGD4dX0NIJT601w9dXV8opOZGe/YQK8jF6b1M5V9Y\ntYrBbU+Sd9dnVR19PsKVbnL+3sfQFz9NUWQeO7vamHd9MQVHhuitHGDRD02O3VZO5RMnOHEFzH7N\nCbEYQw7INaHdBb+rhPIIVHU5KYw5QZuNsytCpFojP7+Sgu9vU+3hdaO7ver/lS70R7cl8y54vSqs\na+fOZHtqWjL8S9fV2LZtG9bOEqGwar+QVyXf1dxaok2skJQUsm0Hk1MwWrjEzDEy3HOPigX81rcw\nDx7EAQwUQMQJJX1KVXcAxlLQDwCmem8CJ/OgeBB2rICLW8swLshH/+r/gGFwxN3E/IZIstOcKunj\nFHtgZS3SjtMGUUbGhxgZhGxjpst6x706nocNOu5Zh2fr9uFxwH6/ctONh11QU6Mm7NZK/dataicH\nh4OoexZ9He0U5AzRO9+kbA/84krY8DJEiyFv0MVADuy9J0L7D5xcczgHo9ZL99pyvnaoCb3VRcgV\nQUdD89ejazon/mQls8+7IzH592PgD2nwgx/Qce96jhcHiXW08eL713BFQwvaU10UdoGhwQcOQO7s\nObBgARw4oAwOy5cnrqX76XpK/uFxGBiAykrC4Vbc7kp1fbt20VOYQ3EsF5Ytg3XrOHJND/P3aEmj\nwaOPqvxahoFBCN0IqTaxu35DchV3NAwj6bL87LNw/vmpEwnrmLHk4hgLk+ANMabJ5jlkpsv6MOy5\nEerqoLY2kVvE2Psr9P/ePqZixuTBEt/SFlB54+6/lfDyHn4dMli/3of7JyE8Xl/S0OH307JJhUqk\n6Nbx3AFHvu9j/kcCKd8F6n34vD4la3V1mY1fTzShRyrVGHDsGFx8Ma3LK6kMNtNd0kbJQ0/T8fjn\n8AThcPPrLAzHIN5nGpfC1V0wsNBFftsgucej9M+H/GNw9CYnjqEYFduhZ0EpBS1d5EWhPxd+sxZu\nfDmHw+fPQzuZR6R0ENcj30vKe2srRstz6NF4slorp4xl6LUMvNY9A+VdsXVr8t6Fw6lGB7+fbceb\nqNlp22UnPp60LE0mv1U30FBjfHV1vJH0rF8onZI5GRwOx3yHw/Gaw+HodTgck1+PrVtVR3nvPWIu\npZo7gcF4wMivNdh8HYRdUP8n8LhXHROLGxgMDY4NolYZyst5+tUtHNnxz0TcEY58oJeOshDdn6k9\ndWfJ8s40ZZB2FARBEM4244mtjivzLpcGfj+x15tSV9Dt2dQjEaXA1tQoz8twOOlmW1BAdE4ZfUsL\nOPRlLzFPlN0PFBFZ5ODdu6F5EcSK4BfXuhgqL+TYkgiuw2qhpKcwh9ci+8j/6XZ8rZVo+zsJuiNo\nvfnoAQPWrcP5Tgj+7d94+lYX/jcfgUOH8Icb+Ml1EYr+8xmW/nMblf8PLn3+DTp3djOr20HUAb/R\nIDffBUNDtNIDg4Nw551QU4Px6dvAMFRiuVtUUjeqq6nfogwn/RdWqpXNT65XE4xgELZuxVXjS3pC\nhEKQnw+/93vwzW+i1zeo4157Tel1tjYGMO6qyez5aKHrGH6fmnicPJlM8GbXKzLl4kgvb6x9YRLy\nPkw1zwXhFFieSJZXkmEQ8KJW07vjq+aGccqtD0e974YBc+eqCaymKRnRdTyHKqjCh3sol6pPNuFp\nCKkxxjAS4d681JQ0clr1jI87kWotfvLkubXa+O/jHli6pisPBsCvK28GfWUN3fufSxg8BtsPMNTx\na1pqWum5qIC3fnIrh9w7aG5v5t3fX8eOD1YQKYZutZMuuT1Q9FaEvONRHCYUHoGcQeh7Jcb8Z53k\nRXLwFFXRMdeFWZBHc4WDoq9vIu8v7qI5p5Pev7iVwX/8G1WYz0fw9Z9jtDYRfH8M/yXtGBpQUJD0\nQveqUJLgJ29LGgZ1HX72M1WG3XhpGOp9XLYr19Wk/Kb7di8tS9V3HU/51RbA1phSXT1jdiI8lzkZ\nTgDXAU9N2hls8TK9v32SnJ8GyMmNkhOB4244VgrL3lPWr6sOw/ldsHcWeIF9J1URjhgccMOLC6H6\nEPzvn15LWzG801PJB3/cS8u/6MwPAbfpY+ss07xDnTWkHbOHKRrTKgiCkMJYxqqxjmf24+KKZ2Fc\nsexq3cJsv18p+PYEhfGkh4DaqhKgrQ3eew927QLAERsip9Ck7NPPURiOsejrAzQuNzncCjVN8NoS\nOH9nhHb3AMX90NUKL9wR439fjVDd0o9x2SyeL9vHdxtjuPJK0bsG6J37Br8Nv8hlFSVEw8dYeXw7\nH9y1CP991fi3NNFyVSe5FNN1fh+z3o1S9dYyvragjaJj/Tx13iAOwL9uEL05wkUtXdAThcceY7D/\nGHsX97D64MuU5hdyoqWd3ON99D32KHpoJc3th8hdWsziY4cIr3TjsRI5ahqe48cTiSIjv9qGq6JS\n7WZx/vnwiU8kjQpWG1sTALcbI7JbTXdGuVdFn/4cvHhAuT7X18Mbb8C99w4/frQ4+lP1hfSY9glc\ntRQjQ5Zhi70P6V6MWi9VP3qO+550kWc68Ne6lfHPVTnu7Q/R9eS4YSVVteUocffUAM3qe7uRAXBb\nCVMr4wlYDYM+V5jejy6Hv1hHC35YCu4OlQxWDwSSY5Wuw+rVUFGB7tPVZ3H57Hm7nqErqyn7l19x\n5IJB8kNl7N5/DO36kxR1APl58IEws9peYlHrAG+VQleeKuLNcnBHoKRfhUFEisAVn5tFc02GcmMM\nHHiD1kJwLcvDvMFkz2+foy/4HruX5dG46zFuXOVH37JF5X/ZewxcLkK1Ueq+1weF7eB0JsM63G4V\nutH0C+gro6OqE883XlQntHawufVWZXRIk2tvIAB3kAi5KDEMSva66ft+PYWFGhBK5mHIFE4/TXXk\ncx4u4XA4GoHrTdOMpX1+5uESlqWopgZeeAH6+hjKibK/EBbmQl6Xyp+UF4PBEnihHKIOWLYeCn4M\n87tVMaZT5WoIF8CuefDDC8Hbpr5b1wY3HJ8Df/VX08LtRRAmnFOEtohb5fiQcAkh25jysj7aWGVN\nGO0x/6cZGtl928Ucn/curvdiRBY4cb0Xw7VkrQqdsLDc/a1VxfjKYv//PMrQgT24jsJgGeT0Q85J\neKUSrjgKTjOH1pIoFfGcUmYumPnQVwn9Tpiz10lwTow1xxzsn52LdnyIqANy8vIB+ML6fu5/BWL5\nMFQMYS88uAL+/o0cIvNMYsQoaoYd7fDj5Tl05kT5xGvw7ioXh/oi/MP2PIhGicViCRfZmAN+swTW\nH3YSLckn1zlLrWp+9rM0hRqYv6SH0s5FlHzreVr+78Wc/z21i0W/q5eCHYfh4oshGCTa1kZOevt6\nPHTs/XEy3tnnw6j1YjyxJZFY0rfbhfbEtsy3x/DjN0huUWefNKTfd/tfa2I10raZGU/mn3HhnVNe\n1s82doNTfAwJNjXg3RYksDYf36qPqs9371ZzFnvozli4+GJ4+231v9Xuq1bB178+/PygjGs1NcoI\n8dhjKpdKOKy8kPr6YO1aaG0lcryVjn+uUeESNjo6DDyfDiS33LX6d9wr6OicXUQPvkPOa31E1kZZ\n+OMoR68F841S/uOCLu5/CXL7YN+fweIfgJkDZgyOXwO/LYVDB+Dut+D5eXDdXlV0DBjIgSEntBVD\nIVDGLF7x9NJ/801c8/LL9A9G8OwZoHFxlCuLisnpg4L9vTgHTMIXm4S90FoMlZEccDpxv12AZ9nt\nHH7nNY4d2kNlD0RyIdcFuQsLqVxxm/LosHbO0XUVfr9xYzL0IRJR39fWqnsYCCTapKPDwPOwkfw8\nE1k+PkzJcAkbkzsKxbdHYt48AGI58MC14OyEcGncwOCA4yuAD8GC6+FEIbT/Eey/Apo9sC9uYGjx\nKAvbP74KxnlO9BDc8OHNygVwBri9CIIgCMK0w56EzXIVTsdydT1V7qVRyip5agdVj0ZwvRej6tEI\n8386kGpgMAwVFrB2LQQCRBqfpXtBL3zuc/DyHooOg3MQ2gcgp1sp5T+7AGLkQDTK3DCE3BAFcgeh\nvRQK26D8XcA0cQ/lYBYVoOXNIZrr5EBlIf5aN/5H7yDHzOOTN+TwUiH0bFzD4u3z2HhiA/OfcUAs\nRsVrecx6Gdbvg39tzOOmEKw/CL7XY1x7zMGRhfkMEKM3D/pzYN9c+NsPw3PL4PVFMfa5+4n1n1Qr\nO488wuqXe5j9kzb6DvyWAx+OETm4hz3XvMTBO10ccR1g4GQXrc1BmpcU07nAQzTHqZTFvDy4+25o\nbyccNhJb4g2+G0SvrePOCzaiGyH86Ggrq2ndWJO4B0bIiBsX/Go7z5DBFUGgdAAAIABJREFU4Q+8\nL/O9TDcu+P10uENJo0R6KMVoiG4oWOOHricMVZXFlfSsWo6GG0Ihont3q2PtBqyxsmMHDA2p/6NR\n+MIX1GfpIUC7dyuvg8p4TILfr7Z3tCbIAEuWwH33QWsrYRe4gwwbE63teJtjx5Wxwgqv2LIFgkHm\nHlvFns1+nKUDvD0UZcet8Esv/PsFXZjA3depMHTPa5B3EnK7oOcCmP8MHOiEveUqXKK8J3nOaA64\nouCMwbIwlPbAYcdJLjlisu4/n6HncCf53X04IlFizjyM0l66Vl/DwPqL2f+hm/C86aAquIY5jjyq\nXl1N1cBH8fRfCD4fC3tz8OYvofKSqynvG6Rkdg59Gzy0eIN0XmimGmm2bk0aFq3NBKywttbW5D32\n+/F8Jzij5X8qeDI8B9yQyZNh8+bNife6rqOP9UbZVxziFsPYT3/Es+4enl8Ozy+E+56HFcch5AF9\nvzL8tRdCuwfybwTtO8niIvOgNQJlg/DmXChYBvuPOrhjJ/Dcc1YFkx1wDPUcKXnLaW9LNI3dbIQs\nZ4TEWYZhYNg+f+CBB2TFYxyIJ4OQbUz51c2xeDLYY3VPd/U6nnCwv+nnFNyR5v1obXGmaYlxs7n3\nELMXRvG8qTKpWy23bRnkR1UuBBP1WhyGTwQhVAZLOtUK0rNVcP1+cLjycMZyVNLF88/niaXdfPC5\n9yiMwr7zPCw82MlX1sVY1p2H75VBBhfPJu/gCRo10ENKB6IdgvPgeCk0LobX58PfvaK2/L74AMzu\njS/aOFUcrqOomGh/D88vgPX7ITq7kKF+E6erEIqdnPjKrfDCdjxPH8bRO8CuTxbyvm2rYM8eegt6\nKArn0HFJDM+eQk46owysGMLzyiDMmkXHxuWEfV56n3+O4vYBSltcODsjlJkr2bbahWuIRMb4YFMD\n3vvqU++VYRCq86F5daUjulwMdreSl+dO7lZhT84WNxy1EKBKD6Tez3i53U/XU/LBUdzcZ5iuNuVl\n/Vxi9QW/P6nz6zrdX6+j5IXWVE+G05hXYBjwp38Kmzap91YfticyPHRIGSNWroTt21Vy1p74TL68\nHF55BWbNoqc4H0dnF07gpQ2r0TQvmuZl4NknObz1BvaHQ6z4QZD6lZU8GKqGn/+cnp52ivOLoaeH\nnvABorFBCvrguUshDyjbBxUb4Jtd8BfPQVWnMog6gZ48GPDC7xbA1wtVmITeAkdnwZ+8AVGn8i53\nAu2zoewk5ERUsv5L31O583ConDTOk8ob4ajbyZycMvIKBulv76e0ZxA2b+a94FdYELlOGVqefFJ5\nJUBi/A0NHqPs/Dwii3JxvdEGl16mPKYyeSP4fOoza+cc615Zxub/z96bh7dVnun/n6PdtmxLXmLF\ndmw5MYmzm4QEQwJRwpZCATPQwtB2cGn7HaZDIe0UyrfTgui039JpOw390ZZpZ4ppKdAZaF3KkrBF\ngVCcBBKF7Itj2Ylj2bEtyZasXef3xyN5I4EAIQSi+7p82ZaOjo503vec97mf+7mfzOMeD+EyiHyq\nHqtj1ej5am4e/7r3Wop3GuB0VzIo6Z+3wel0jvycMMEAo4xhRsbj8TBs1GJQxTTEEobL2mSAr7fL\nTVIDKNOhr0xYu7GXxogNSobBMgzVPrAfgUs7dCQMuhFjFeDYRkPHMfyZ6ML6bo8fFx+CoVAWWZwU\nTDDOGnrm/vTDjnFzO4ssssjitMfEdcWJZq8nEq12O0bbrPH7yGQB7Xb8zz+FK7+fnr4OqvqT6IYg\nmSYY/EboMsOkCChauNAjJQn3uuAL22VX9jTBkAJ+fx54boJnliTE4MxgIH64kyWbvOQmZJ0ztc2H\nIZbiaC7UdyXZVK3jdaOfqEYyjQBKP2hzoHYyXLEH7vHApW1wbgLO74DcmKyjEjmgTUGyxEwyEaLv\nPAkWUEA3mCBm1BFLxjAcjTD5YS+Fm8KoFJGKKXgxcd/KAR78oZbBSTmEiuNs+6Yd9HpyBsP456Sz\ntKEQ1qc62bEzwHDxEVK33YJ/lYNYX4hVDX5aSyLkbtlOS2MdB559BIvXj8vZRPPqJlweF+7HV48u\n0jOqlDVr2FOXPj8Zn4xMcOZy4Wu00+5xAtDe7sTnWj3+HAOJF1vecTh4HrzvncdLFmcOJlw7hhZa\naK920feTRvrmh/AVevDNTz/5TgamaWTUPLhc8NBDo+uuSGT8dcZux1NpBp1OMu7nnCMKBq8X15Vz\npStM+nXmqlrytCbQ6XFYhGDA78fw2g5qOhys2biGnjVecta4aW59kMTWN3HbwO/34iXIT35yI64K\nPc/YJeCv2gPWKFQ/DJduletUxoAfoC8XXgvCUB3c8gZctQdsQVh5AGwhCOkkEXygCKJ2KWFPmuBg\nifjqaQGNComIEBObKsAUU3lpSgB/ZJi8SJyUAqkffJ+8Pemc9po1UFhIcNMGIVwaGojnQf50iNRZ\nOLxiAO/5QUzr9+DzuQiXMapOy5AIma40Xq/sM0NEZIw+MwSC2433Fjv+av/IeXP53aPPvxc1/Mco\n7vvIlAyKouiA54AFwBbg26qqbh7z/Af3ZBhTP+M78AQFL/aQzIPvLoaFXbDNJrI+fQqWdMC0haB4\noHY7JGMQmguB+VD4FvSfD0ockgnI74L8A5CYUY61q3RUdpQ2SxmX5ZiQzXi3Hscn3JboOFniU4LT\njEXL4jRHerz4HBasLv/bns5mPN4fskqGLD5uOO3n+sk0fswgswbIZK08HpHW1tePbpNZaLpcsuj3\n+3k891mqD79B9T4VQ7usU0z9MBwGXQr0BeAPwd0r4FsbRskFvxFer4SnZsCGaZLxGzLAT1oLmNcV\nJ6JV8cwoo761A4Oq8MtF8M3XVFzTtJT5k8wcGD1HrmpRIYSmQW4bdN40qvIc1MPQpfBkGK7YAoYU\n5OdDTi9ojNKZq+taqPkvUBWIaaQUNT8Kvkor9u4wSU2cVHEBGn+IgxcnUby1FFuH0L/RjblXpf0m\nsGwD33xQtBpISnCgPWxm15Eo84q19CzXUvFaIdrz5/LXiyLsDtv50WeeYNO5lSxO2vB43BIgpYMB\nJy5ZYzmd+Cr74Nrr8PtdPP1ICzfGbBh2eTEYbBhnpFUMra2yxmtupr3dSU2NE9/qJqyrmgFRMIwl\nGHQXN45XNKTXai5XMw5Hk9wL5zPqJfEJxWk/10810u0gM3A/vhqam/HbxIdkXvsweb2dHLkaalrr\nZKP0tQB4x5r9zLgc2cZiGc24W2T/zJkD112H664bcPSZ5TGvV7wYYjFcdlEt4fOJGaJeD4rCOluE\n5QErDA9DIkFCpyFBisNziijaO8DOSXB+hwqk0CQhbtASyzNhCsZQ43GSGlFenX8YAiYYNMChArh8\nv6gbQlrIS8oc77gUEgY4qMCkzeB4HlxVcg0aNMBANRy9ASo3wa6FsKML/B2wzCMJ4wsPaVjelmLY\nmod58VIOb3qR3JRKgTEXtT+ELqkSL9FzdJ6W4eWFmLxaKn9zlLVfWcHK6+4avVa73bTTjOWJA/jr\nIWU2MM129zgTzRGMjfHGqhkAHA6CD9xJvCIXtfswUasQpbHz60hV2/jLmjWsMt0i94TjeXCMvd8c\ni3A6DbwA30nJ8JGXSxwPJ4VkGIMn/qmOCx7by55yGI5CrU9u1L89Gy7vhV3ng3USVOyCyu0wXAYV\nHsg5At7LYNLLMDhLbnhDtWDu0KApKhVZU0Yq4/GMnuxMz9WxGDMYRsiE9ACaSD6MJR7eER+FYcjH\n3KQki1OLoTuuIbF53cj/ukXLyf/xaFOZ7GLk/SFLMmTxccMZNdePlwgYW8s/FulMlssuf7uaHLQ+\n+iP+sDlC7yF4oxzemAJXHIbph2FPDVy0RdYwi7tgXo8kTfaWwMw+6J8BF3wWVnSAqRvm+rTMGDRQ\nd1TFFFcpCETRAAlgR5mYWe8ohUgOeHKhOAyuGjm0UDXUW2GJT/7X74HyTTCwCG6bAV/cDMvSSVBP\nEwzOAfNBMB4FTxHUvyxrp180aLh+e4riEHTOr2bS0W40yTidN2o4HMmhzJ9ANyePlMeInh4CORo0\nsTgVb2oIzk5hfxg6rRrIzWVPCbxii5JcNotzdxuozB9g8KCOWRsPUhRKoUvB/sW15CTAvvIGXE0O\nntvdnHZ6h0avhUJvMx2Nq3F5XBS/2sKVT/rx2C3Ue8FSV/827wWfazVWl592u4saj2Pcms53u0MM\n3jKnf0Lpq8thx+HyAGOCwk8wzqi5PhHHIiLHlj6M3bTJgaNZvEVMCz6F955z5QmTiciftzOz56yR\n/1m5coScdNlhfqF4I5haPfJjspOz0TOaFc+0fwVcziZcdrA/vQFPog9HfSOORzaIieEDD7BbPcrM\nrihEo/J+drsoHCZHcfjTREU4LL+vvx6X343jxQN4Ks3YDw6QyIEd581isrGNsr0V7BvYjzWYossM\nBTGRq1siUmZVGYBpPlEfpBBydFAPhgLwfhq2tcIVh0AbFgWDOSFEZSIFiTLoWTlKdm6xQb1X9h/N\n0WMIxwlaTegiMXaVwtSiFFsXmFnUkiR3OEo8keLI35uY9OckRiWOLqSgAMOFuRhULQZfAPfjq5m0\n91Gi4U5MuwY4cqOZosg8LIk5WL/8wHHPtcvZhMPZPC5G6n6sSUwznU7a01UsmbnvdKbbfr5TPHWs\neOs0i8HeiWTQneqDOeVwufB/82tcs3UfMQUWHIC8uLD9Bem5dM5umL0fDv8DHCyGuR4oaxOjx2AZ\nTI7D4GxABf98GewqKaLaANv2Ps3i+nqZ+JlayrGyl3cbDOkBmiEVTljJkMHJYrDeLTszccGU+YxZ\nRUMW74IMoXA8JUMWWWSRxScOx1EzjstKZQIPh4OhhRbyHQ4cAPWN1Nz4rzi7I4TLYHq/rFku7IBd\npVA9AJXDQjE27oGisCyyjUkhC0IFUL4LZu6F21+AhxfAjICeqiGwDaZw/tNM7vrNblpn5JEK+PHk\nq1QlxJvqnE6RlwKsmwZXH4CpPjh0OYQNMPPfwV8LPQsgosDXD8OWOpjUD7MCUPEo1ESh/zwITwH7\nQxCJi5/DzJ4Uf5kOZx8BW18POd0xQrlQ8WiS0uIgOYegvSBC7aMm9BFovxlq/ltD2KRFnwSNAraw\nFlNCg6cwifOlJKHCCNa6RlKrf8pbDdMoX7SC2Ib1BM1GZtY2jHznDruDGa8388ccD1cDwc4NMJyg\n2uXkdr+dVw8ZsGPB7vZL0ujZZ8fVU/tcq/FX+/HfBKxHVBYWsKa/K5PJPu70Z0gG9/dvpSWxAwfw\nr9+pJ5Hws/isOlghY8JicXziVQ1nHCaup8euncc857lkLpYvfQlIK1s8EbDbqaEJHA6crfU4Z6b3\nk1FAZUxMHeBwOLFaHbR3NDHZ6pDn7PZRc9J0S0YAh11ILmeiD+cGHdTbodZL4D++w9YSA56ppUTz\ng8zb3ovGnI+/7zAts1U8VRaqXw3QVgYX79NCIoFreBeVOzohmWTKwV7iJkhpVepef4v2m1XKntpL\nrV5BiYNuOpjfEjKg3SJ+MbagdIjQjnHiM6SgQyfy9q2zoGoQApPEXFZVIKmTbjmD1UJedl8Mk1+E\nRxfBzBchNwy6SQVoe0Ksn2ZAH4nRcFDFfQ3wTJC/lcOl+8U40tCfpP+fi6Cujsq73qBzoYFpi26T\nLhtOJ7sOPUv1F24k6mnBn7ORonNvk4O0jDmnGWRIRp9L1CDph30+l5hjNthpb3dSstCCxZImiFpW\n43K30NB6GKetGUeLBUfjBD+XsTFX5v7xMYy5PvlKhvQNvv3P11B8YwtxFYqi0JMDxRFYn5YDHs2B\n/bPg/DcgrgW/SVqkAMwZEoORwFzYEoCLPFIHqamcQvOsGE13PT5KLhzr4nKMQTHCch+jnOKD9j/2\n+VxYt/HeBuPKlVKfNHIgruO//jRj0bL4eGDojmvGKRgyOKMzHh8AH76SwQREP7S9l5VV4/V6PrT9\nZ3H64Yyc68e7X2Yez6xRJmS3B+fXUbCvg3ZjhN8sEgJAk4I5vdLSrWjM1OzNlbplDRBVIG6DnriG\nAwUpVnQq/PJcDV/dmCK5oIqcrUdwXT6LeS9u50/zDdQciQCwyCvtMJd7pJW3ToW1C6E7AdcfBU0U\nhitFkbDeDrokmGrh2vnwhW1wx2vgywW7HyIaMGogMBsSvZAYlONzOpC2kWOgIu3res5ViJylYjyq\nELMppFAxhDRM+Z8UUZ3CM3Ua/m5nimBRCnMfeGwmqvoT+M5OkNufR07QTLDIjLnrKNFwkHhtDcYB\nL3pLJUMX2+m7zoblzx6cDvji/mFKHu0kvhJqTLdAayve2AC2XZ2j5a82m6yJjnH+2l1N4w0g4Ziq\nVI/fQ1OLB5xOPM5VNDW75fVZJcMnE8eSs/f1wdNPj8roTaaRtfZAoY6iQELGWk8PILFFb5GJB289\nFzwecofjfLYzH3vEBJ2dhPNz6LHqAfDbLLirDNj/aRaOs5vHxyHAwLLFFN3776NeI3Y7Lm8rjofX\nEztvLoZdncSDPegNVlyThqWMYmBgtAWmVsvW0iTzvZDMV9APqQSmwdG4mZqeKCldHG1IDGinz4Cy\nl6H7MijeDCb5OBxsAt1OOHoUUmEImaD+CBTEx39ND8+DmkEhFe6+BJzrIZEr3XT0g6Pbxc2gDwrJ\nV/UoBLQwaIKSICgVYO6AIZPCwCUqe6fD1AG5boYMULEJiY0QkqPjlhxq/5hLMN+IIRhGDQXZfeEs\nvEEvtTEzwW/cyoxHH8V7/+XHnK+ZeM3Vspr9ec106RsBUUnV3yCkwbi5PqFkxmO3YG9uOXED4QnE\n9OmC09348cNBZrIBOJ2Ymg9g0kBheu4Uy32VZR1iFjJ5GJa+IdIOfUoyAvP6YX4PkIKYGZQkPD9X\n5IWHisG5QoPHnMB11w243C1yY5koiTpOjY2jefzxZV7zQQkGSLeWORFjkMx35HRKG5Yxx/FxMhbJ\n4uOBYxEMWZzOiDLqXX/yf3p6Ok7hZ8kii48IE9cAE9YmI23jxj7f1ESB1UbMEKEqALe2Qn8uXNgJ\nN+wU40c1vXrT6MFbCKpepMdGFQwRqO1LsbJdQUmp3LxNIaaoGHYeQU3EUbdtoyiU4ot/i1AUlnVQ\nfgRWeCRbqEuvky51g90m5RZ6H1h2imLivE5YeghmdII1vZbKj0FFEF62gykFrfOEVCjqkyxlLB9W\nvT76MVNASiOPR01g3qdS8icw9alM/iNUPaRS/qwedDqCZgO/m53ggDVF59Xw2LVg1UXo+FyCwbla\n9tyRJDHcj3kgCIrCgFkhd99B+q6zEU4cJj9oGyEFLuieg/vZfRyor0O3YYCug9uID3mxXXi5HFgm\n+xuJjP4/EdX2455nh10k0I5mF00tHlGpOpupr106sqnlWBnRLD7+mFgO5XBASYmMp0yrw4aG8Wtt\nEG+EdGCv+Y+fYUsYRUYfiTAptxS7xS7bzJtHTjSJvd5B8+omSCZp2hRj/pvmkX36Gkwjf3fmxOQx\nn2uk5t/R6gWtlkTnTqLxHjQxGM7xsbA3Jn4M6eNQgZgpSW+llBOoqPTkQsoMFV1BSMXRheTw19nF\nS8HzOcjfD90rofN6USJpVBi4EbzniAfDjD7w50oiN5UOS1OKXM9aZkgnmzv/BuFyMPaPJxhACMlD\n58v2w1Ohvx5KC8CQI+RDUgOJKSrqgELPDg0osHW3meg6LfmRcgCU6mr0FyzjL2dZoa8Ps6pn1xWL\nUVSwHfDiLTFh29WJ7Yk15HTGsPzF8/b4KO2z4vO5qPa3cE6JBTsubp/vGCEYYMJcb0l7t6yWbjcW\nc8loB4rjxVzHUsScRgTDu+HMUDJYLES/dw/bDIP4cuFv1dLCclgvZkSbK+CNCvh6q9QMuctEHlgQ\nk12ktPDSNHhlqkh9uozyuNVYiGNHkPqSOVIukTHueC+lBCdRFeDzufBvax5ZtFj8dqx++4kdS6Z2\n60SMRU4zFi2LjzfOyIzHScCp8GTIej5kcTKRnetj0NQkLc0iHgAiDXYiDXaRzz/sJvX/vod3mp/J\nG1VSGrj3AlEBZNJFKtCbA8o8GDoIu6zw11nw6xZ4ZhbocsTFfdigIZVKkVIhLyGL/rZimB4y4amP\n0N4tNc2FcVBTsv94ISiD8JoduApogcIonO0dfe/McXSaoTwkxIQK+Exi7rh+Jiw/KMmZlAECM0G/\nDfLj8tpI2Wi2M5OdVIFoGRiOiiFcfyFM8sP/vURadqKCvx4+97+iuIgr0HcZlK4HNabgnw76Tg36\nlIpeURmoM2LM0WL12sBsJp4H+rgBV24vZ3njVBRUwMAA4eIEOVEL7NoFpaXykyEXxmSeM2ujdzRu\ndIlsutndjN1ip/G+Fix19XhWNZ2UJNJ7wvHWaqdgDXdGz/WJ63qnk6HXHib/hXZRtbz2JAWbdgOg\npFSi06uwXXkT/OQncM45eLat575/u4yE62W+c6AcjymCfUiLvSMgRo1VVbhi+7B4A9THrFBQMJIh\nb7e0EDA1QnMzU99oY6CymKEbdUz5ThsWQx6qmkRVk0TVJMYkxM0pjGGTdJwoKIDu7pHzpmpl/mbQ\nbwLtDMjbDs9cDlsjEh8NzQTdEDg6wL4DalWIFYphbHAqaMJS8lD8JljTbXbtAdmnzwA/WAazjoJn\nElgVmNcBy9tExTARKT0EAU0VGHtAl+6+iQLRUjD1Qs/CXPKODJM/mEfn3GG2D6joLDrWlZu4eX0Q\nQ1Ex9tpzaJq3iWZXrby+sxNCIcjLYyA8QFFMCxUVEAzS83cWyj774GiZy6omEn/bwOHcBPEKCzYT\n6M7xs8tQh8MDmm/cdezrw9gk9ATVybEwomzPmAa/11aXx9yp66TP/TNTyTAGbhu8ftXZTA7DnKNw\ntwtQIWqEkjhcuV9aQFnSxHV9j7DynkIIa6U105wuuGYrVPXDv+yFzx6Cak8AWyAJe/YQfuRhuP/+\n0QvLqlUnpgZ4Lyf7XfZntTqErV/moMbjEPfjd2qLkmbTcDjkhupwSEvOsUzssV6fJRiyyCKLLLLI\n4tg4kXt/UxM5P2rGahXDwEiDnZoaqbGmvh6NvRZVVdhSo2WrHd6shJfsogA4Ug7RHLCYwLIbqoZh\n5T4hGACu2AUXvSlGkApQMGUar9TAzy/QcDQPugoUDhqFYABZIx3OTbfyBvRDEJ0KddOhfAhqZkNp\nunw0pYO2Eulv/zLL2FIOT0+HYR1sK4POQtg5CezdUmaazIHOuaAoEFoBgXppPRcpkP1FNUBEfgeM\n0BcR8iBghOo+yE3A/c/B1W1wfRv87BFY0ieEhH+S7GtolpahejCgkp9SMaZSeEpV8vsiKKEIfWUH\n6buhhqHhCJ7efUTUOOaObjyDnRAMgr8fAN9SM1xyiayNMuexoWH8eXW5jkswuDzyvMPuoLmxGbvb\nQ70XyUS/S0DxQXHM9ufHe7+sUvXDxTHWzImh9GSzWLC/sF3KJADrv3yXoj2H5DWJBKxfj90Pv/ra\nWpo2xfFoBnHsCDKl7agYL8ZiuAf38VLpEADO+T6c0w7x1xfvou+xO8Bkokx1U31XE4ZIHHtjE+bF\nS/HnAt/8Jsqic3mrIM6uKgMaYy7aMJBMwvAwQ4EeUFVSOmlHqyQlcE9pIWqFvEIweSFaAyt2w53r\nwLkWLG64czssfRUSKhh6xLTR9hxMeQJyu6D0T0IwpBAVw1tLYcgIT84SggHA3gsON7Sb5P9IsZAK\nAPuskFAgkQSDFmIBiKvgXwDdlwMqGAek1KvszWHyeoDhYcr3GpkT1jNnT4JlQaiJ69lR4OeGWjfu\nqVV8o8bNLXUHcM0xSweNgQH0aEEr/hNotRxZcHj0nK5eTeGeNdT2JrD4I1yir2dul41Ig51rv7SG\n4lcjb78+3Hrr6OsdDrm+uFzSPeQdMDKnHQ48GUHVO8V0J4JTPPc/+SSDxUL9Hj8Ou4NQjgZrRFxZ\nI3p4rEFqdVQgahh9iZv59JuEadOnQElBybDU/VRFoCMBsSC4J8NT9eC8MIUxCdx++7gWMv/16v3v\nfGzvlVE6wcFxwlK8DBHicgnJ4HKN1gtliYQsssgiiyyyeO84lot8zYREz9hFJ+Pv25sHnuD1qzoJ\nTFEYvjKFpUzhmcd1lIYBLTz/FVAtQgjowqCG4Y9XKvzTFfJ6BZEmRzVgiqRwB9tQVJhdmMIWgryp\nKuqFUG+W5MqF3TBZFYmyfz5EbNKy0vyq9Kb/bQR2FshaKWmC5nPFGf4VHGypgsa9YEqALwdWN0gQ\nsaFKyiVCMSjfDLEisK2FQreQD5kMpDElCm1DKr0e08DWSvl8uydJYAGgjUIwCeZuUT0AlPTA5L9A\nMpzE+qZKygDamIImCn+YBrqoHjXPhLFHxbhhN0UHurAParjotW7MtslM9g/wfHWAaGGCIbOXgXMY\nUXS68vvHt6YbK2meSBisXg1NTbianeOetzc2jXYDaHJ8qOuqcSTDxJKcLKlwajHmPA81LcV310oA\nfA0mos3/MfLc4OKZAOiHk/KaNWvgppvwG+FHl+WRyDVS0OMnMRyCWFyYumSS+oLp3P0KWKLgXK/g\n3FrIlWsS6HaqlNy3gcn3tmJ1+YmWpti57V6Uux6GOvA8ci/PdmzAZwLicXbVwo5KswTUikJMn8Sb\nBxHkugJisqhJgsYvyoGIDfI6oKANTBoYrIClvRDdAy11YI7B89Mg5RWi0NgDRa9JsJnpJFGXgLw6\n0FugaT989jDYhmBFO1inwpe2i4phj25UzWBIiVrKkAJ9HAqDQAysW2BwsiiovDlCMriq4bAZfrXE\nyD0X6mgvL8I2CK9pwujjGj7tTvGHX/Vw1oZdfLcnlxt6J+HYHRYFU1UVPTWlYDDQM7uHvZ/rweSJ\nsP9rWnpusIHbjb9BWJBab0zmt81GWfectydoM/OupET+zhh3ZuKsMf4MwLHnqctF+FtNePyeUbX5\ne8VHOP8/+eUSGdTUEPL1khsY5o6roakNqnohr19uiNaQ3JjTijwgngK8AAAgAElEQVQCJpksupTU\n+PhN0JUvrqg5cWkT9avF8ODrkBMyowaDKOvWiRLA7QaPhxZ/K42Nd42qBSaSCidSKnEi5QvHe917\nuaFNMCR52+5OgiFlFlkcC2e0rPIDIFsukcXHDZ/ouf4u92rncgXnOnX89seTsq9aBTYb+yrWUvUw\n6JMS1B+cBoFK2Sxmgt0NMP9ZKNsFRxdC4TYoD8Bz0+GcI1AehL9Oh9yYJE323wzRZxVenaJyeyt0\nzoT5W8AcF3LBsk0yh6pOJM4pIFQCewyg0UB3DpSGoWUJ/N2r8CfrfKYWbOOIERoOiXO7yw63tUJM\nK2aPGcSsUoIxXCRO8L46yPNAshByDoJWFTO2J8+DqzaBQQOpuAQVIGTDejs4ukCXLmWN50kpRqwE\nkrnyWEQHR+LwliLtMxNmuPAwnD8I+W0i207ptGDUEZ2s5QezojSdpadoew4Dc8OcdfR6fPVwv8eN\nY9Vq8c86lsx54loOaLZ4aPLbRwIMT0szHrcLi8mCe2U9nnr7ibcnfyccY+wcszPZRNO497OWfJ/4\nRM/1iXi39bbLRfjzF5Pz5e/I/x4P1NeTvOMbaBKj31HCqOHJWy/h+p+upa1MzwMNGu55TQ8VQZmb\niozfvmsuo+zJtQxrIc+YSyosrWYUIFokGf1AnpY2KywMFdB9ay3Rn2/GXjCFgaCBwVQbKYOGclLs\nsZWyVd9HfZfKvD6Z89qUKLghbXKvSmm5LgXBaUIwgBCCqhY6cqEiBqkYBPVQFJP56J0GU7ZBXw6U\nhGUfKSuEqmDYBr5KKGqHrm7YrofaZWBvBXMADsWh5jAYExDVybwuMENOj6ipQmfBQCHY2qWECkRl\noe4R8gUFBhfMIb57BxvLpavgi1PlOnNBJ1zQB9+5AhztGl4vU/i3Z5NoSsth7ly8m17GVlSF6+Ja\nHGv2sNl5mEW3moQsaG6m3b2Kmvu8Ytjp90Ndnfyd6QCSUShYLPJ/Bo88IqqGsY+NnYNOJ64mh1w3\n6u0jm8wwepj8nx65Fr0fZK5XH9L8f6dyiTOHZNBoePR2A1t8Ua59CR51wOId8Nk9cKgIanogrJGa\nxNykwrBZj19NUhkSZq/bLMQDQG4cFvjhoA2mHZSbP6SNUrSwZo6ROm+CPTYde2w6SpZcwpe/+2fi\nOg36F18ePdlj2eYM3snY41R2dZhw0XzPrTWzyOIEcUYtRk4isiRDFh83nDFzfcy92lWjSH96H3is\n4PCA46F1x7//u1z417TQGehEX+zDuhVK092tuhZD7VPw+C3wmYfA3AlxEwRnyEJ7vR2ufBYOGfTM\nez1ORwHkRqHQJMFHwiyzOqcLTH3wwlxYsV9mebhCgvDDZtg3Scwg99ghfAUUbQLTXsidIpnJn15i\n4sb/LWPPJDtrUnYay92c37kNU4+QDJYw1A4IeTFggqKIKCBULWjTCZ2hWsg/ICWpxiQk8kAXgnW1\ncNEB+NkSuGkbWIOwpQwGc9LfkQp5MVjcnf48ERiuhryDMDhPNrFsk+NYqIeeT2lI5KTI3yey7vBR\nKI3qUeNxegq1PLgIrrtQQ0VLEu/XzsLdl2Dj0AAWZZ50h6j8NI5vPjB6Xi2W0YTM6tXQ0oLL4qfZ\n5qXJDc1XVdE060YcLW6w2/GvacGyshGn3YOzqfnY4+UEgtTjJajGdrPIYMTd/nj7PQVryTNmrsMJ\nfZ9DTUvJb94wPtsN4HCgrl9PpEJLziMv4nzkyzif6CM+GGBnnZVZh310/R3YHz72fpMa0NVMI9x5\nEENCJWLXktdrYs1ZCq2lUZx5V+CbEab/12sJGmSu24KiPEoqkFOhR03EUVQwdotyO5YHpkEpZxjW\nitoprpUEqxaZq0pSFElHl8LOLlhggvw9EFNArwpJcfCLMPUhec9My0qNFhImSBqFDOm2Czlgjcjx\n9MyEil3w7RXQboWfPyeKCF1Krh9+vZS9vzkXqjrAVwglk2DSZvk+XpkiprSKHlIJITZyknIM33OI\nr01rlYaAIcUb9eA3KgRLpvLgg4eJxqJ0VxUC4NVH8euTrAxXsGWVhwX/omV4MgTO1hCpt2FZ58O/\nSI+l6iqs962Bxx8f7eLR3Dx6gsb6KXg88jsTAx6PAPR4oLmZbz3XxKds4Al4sLn97Kmvp97+Hrxd\njkUspvd9MnFmkwzpmwCvvAJGI0PJCAmNTKRMC5WHFsPNm0bNSFLAgVIoGIay0Ogy+5VqMTbJINN6\nyf/ZaRQ91sb6q+fj8FukrgdomrWP5ua0POa++1DXrkVZtkxYrpYxbUsmMFnjfsPojeJUkgxpRm3i\nzeuksPBZZDEGZ9Ri5CQiSzJk8XHDGTPXJwZ3LheupuU4POqxM+Fj1Y533knCvYWEmiSlSibRpANd\nBMI6oBj+thAca6DnvPTiOga9C+G1YbhqL3QVgV4HFV5xfnd4RKbcfhNMeVhUCZoU/OtVcOcB6F8C\nBW9B3iEw9IImIUoJQ9qnKpY2a9AZ4IUZ8MvPwFP/Ck7u4ZJF97Jk8/iPH9aKqkFhVCKd0kFQM2qo\nrabXYSqiUvDZILdPAhlVkce1qrxel/kaq4X8UBQYngxKXGTdO++Bqkcg7zB0Xwn2ZugohMoo6DDh\nnhmhIhdemgGX/QGMxbC91MimnChTh/XkDsaZEoXYlzVYB2qIxs04azysLGlgT23D6LrnOMkh91WL\neez8GH/vgpa7GiUhk16vuVfWU7/G/c5q0Hdb242VX48NGsYqZcYmgt5tf1njxw+O96sMGUMuJD77\naTQDIZSkkHBKEu5doeV7Dd9BvfdegnY9qZw4hgEh1PoBe9v4+aUirR7jevCdD6F+DQNRFX+Ohg0W\nLdcNTaF6aS0BbwNTfvd9jk6aQziyjfJ0sXzn38Okl0VVpIkBqdH9qowqGDJzMBMnqcD9DdBvAcsg\nDBqhaQvUBEbnPEgHmdBUUTYk8sGyFVJGiBRB2C4Epm5I9qcBdtjhCbu89vVK+Psd8Ma58I0/gbII\notuh1CZzf9MQLO6CV5ZCi1mUSwGDdMq5b518APsAHCmAs4/AC3P0XLo3zt5qePgcUWAcyoWGMAwm\n4YHfCSkcNhtYvaqBRq8XS52JKZ27mbpLwbhToXza9fgKPVifOSwHaRazGl9TPdb6ptFxMHaMZAL7\niYqoiWMl3WY0A4/fg72xifZqFw938P4TvRMVTSd57p/ZJMM118ALL0AoRBIZxH4jbJkM22xQ1wfr\npolp0pwekeVoUjBkgnzgqBYseTDlIBzNg9IQhPUi4dEhN8rYwmo0Wzu484/LuK/VTnS9G0tdPU3R\nP9L8WJhwjg5TZNSiNaFV0H/+H2TgjZWxZH4mkg9jbzAftlfCcW5iWSVDFh8WPvGLkQ8JWZIhi48b\nzoi5fgyCAacTj3s99sabRh/3eEZNl+vrweEg8uVrMP3Xn0c8ALb94FJ6lhhZeH+QgA6OFkKVFQ4F\noN4jWcWoCjkJ6dagDIM+As/MhU+7JVh/pVKSIyri9m5ukyz/mnNhWjdU9IAuF3SDsKJNAgRVL0TD\nYBUkBiE/Cf0qvNEAawukc4XOCJXxchqVIyNZ1vZC2feV+yCZB/k+USkk04FKWAt5Y9zqQY47qUDS\nDBEtvGCF6zfCLxbBZ3bBjklwVr909nKXwYIeQElnUwElIeUdO2+HqudE8WHohaKtsj6LFsH+QdAq\nEpiUDcJQPigxKIzAQSuUVYJmRloZkQJjqphfdQS4ub+a2k0HhCT65Z04cme9zeHd/fhqAv/3G3TP\nzqV2H+yYaqa9WIs1v5T6iIWI2UTrdQ1vS9Ds/1wN/W0eGlbeM35MZLqUvVMQewwSweVx4fBwXBLi\nVOOMmOsZnGgC8FhdAtLn+cfa9Qyl4LxDEpdYomDWyhxu+2eofQB2mOHsHvAUa6nuT6IAm+0w/6iW\nSCzJ4UlGKuIxQimVXWaY3wNvViqUXqqw8EHxc8h0gLFGxCdF4wNMYtTIhG4SGbLgZbu0twU4YIWa\nsGz3vSVw9wb4ciP8dD+EjsBzM+CLf4M3y2H71+CL9wBRIQwhXTYVFwVS70oof1qICE26LCrTueYe\nB1zcBr0l8HopXL0LygBNSK4lfVbxibn2AHROhopu6VzjaILn/yS+LZo4JHRSXqUCu0qh0yrqqgET\nbKqCHaXw4+dE/aBR5aezAL5/32V49rTSeIOTOVseYObPw3TNrGC4MJcphcNM+/V2KCwUP4ucHNq/\nU0mN3ckv/305X312Apn8yCOwdCl4PITPtZPzqabjl8odY377fC62BXj/Cd4POUF9ZneXuP12uO46\nnpsHd38KjuRBQRResUMgBz51AG50i+FIQRSmDErtTsgsBMP8HqjskUFfFpIvzBwflQMpSXh+Sg93\nf62cszea2Li2hV5vGzz5JP/YmhQH6Qo7ilH6XirTpqG/+NLRLg4TbyZjvRsy22TIiFOBzACHD+5i\neiYia7CURRZZZHHmYuw9YEziwF6/TB5rahq9tzudo2ZggPa5daPbAKYdsOSncfKHwN4HszphkhsW\n7RfzM01cCAaQdpDG9MJ6+Q4JljVJqWUGWcNowrLYXtoD338Kag/BpYfhop0iM85AE5duEfkdoEbA\nMCidKi7aBDdvhMhs+M56+Ie3jlD55OjragLw99vFLFKbJ0ZtYV3a1BHYXDm67YAJvHkQGoJcLwye\nBaV7YWa7vO76neIpcfFB2a8CLEyvxVBBNwyxHNBExUei6gko2CElEbbnRIKtHAXtPjCFoWAQ1p0v\nJa2Pz9JyJB+6C+DsPoVpmzTUPKpHVzuf4uH5WI6UMLU3QYnGjG91E7hcRPbvBrsdF55xa6Pqy+qZ\nFlYoTBmYbS2hzmbj3q/8gVW2RhzNLlqva8DJKMHg88m5TuR1UKowfr01Jov5tmDjXdZjDrvj7eu3\nLE4vOByjUvXM+bSI+vmivdLlrnUKVEd0WCKgjSqkTNATgR8sgmdnSBAdIYmrGnxGaJkNaJPkxWFa\nUmU4rGIbgIs8UKiFuRaVmX9RCRcmSZiEOLBEhQzUDUFfLkTK0/NqAgGYiRpfsQtB6DNCURi2fhGi\nGdN8Bb66QbatPAo3/U2uPVN98JkfwnAxKDp4qU62T8Vg6Czo/DwMlsHBJhicCwPz5b0i5fL7isNQ\nE4W3rOKPt6QbLGUSd1UHYApw01ticDurDcKKkITXboehyUI+JoCIIsc2MAWmB/V8qk26WfRMhpoQ\nXLNHyNqNlUKEaFW53lT+71qcHjs3PdjMuc/qqHjwDzx7++U4mpxMu3+TEAw2G747LqH9032wzEF7\ntYv9k2Dor6vhvvvkgzQ3Q2X6wmcy4b3Ffvx5PDbBDCP3Bav1AyrIP8I47pNPMgDhpx9h5Vvw/efg\nxTr49yXCiLuq4e5b4VC+3PAiOlE5aFKQN0uckp+dAT1LRdoTLBDGvS9dG5gwyxe44qYfsmrKXDwW\ncDQ5sXeFOJoKcp4vl6E9T8vGmZ7LZjMcOCCZi7HKhbE3kEzNjt8/jmRw2U/RFzb2eNPIlkicILIk\nQxZZZJHFmYcJjv7hbzWN/D1Si5vZbuz2Hg+RFx8nXiH33HiFhfjnGok8cj+vfvUKfvzXu3DeJMv9\nHRU6ArNhoMEKQP9FeUSK0xl9wD8PhqfAxgWwzw5dpfJWv1kAP2uA5ID8n0hAcDqYYvD9xfCv18gO\nvrMc/vtsiTWMSejNg/XThAyI62DtZLCEwPYGvDEL0MPha0WNMIJSKDgLzP2g04I5ARGNZEAB3lgu\n+++vB4sZUioM6SG3F46YRSGaBOIaeV0qHelkFqu+BdCTB6Tg0UrYOA8e+jfouhDa6qH1clA04C2H\nYaOUZ8Q1cLgAFqTLOhwHkljCMNcLpohKtDDFoD2OZuN26Owk1X6AT4XB0hcUQui3v6XuUBiPq0U6\nALjEB8H9T9ew7ZomEiktb2kDBLoHcdXaRhQEL56dM/6cAwcf/Ac8NhOH8iW167GZ6Ho+zdS0th57\nDTExSHi3oGFCkJLFh4wTCeImKkwQ9cl/uv+DoHsz9V3ppzygRBNSPpBXQLzSjGV/LrftNGOJa3np\nYZgSEGNXXQpudcGbhUIeuAtjmGLQkS/70gels0toskpsSMq7w2bJ1v9lhrSbLAuJuglgaKr8zuhP\nVOD1Cvk7J12eURSBssdgx4Ww3AN9ZqjUSLeYqBVSpTBUJV4Ob1ohOkVIh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CYEBLlIALEo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lxhbBEjQxptt63rybhaXGyIkUEQBEEQhFEnMyY4Z94w6spfzGRmqPrMxU6YgsHBjxGE6cRk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\n05sWZypeZ4sooogi/rJRuP77fFI0nECJDxxaS8AP/uYAgeYm3N9Yj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SwqjDEixuNcge1F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\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cAa5XIDckxIZjTOIRJUlu6MbEO29qv5y3JQQHa2D1MWj/uLTj1HUHsYyGATCWT6f30gVQ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5T+9R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\nH9O3VoKq4krXM57xLN/HBZ1g0PFJx0d5jecOzu+5RwwQjx/H7Ye8PivHbAM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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "scatmat(df_topics)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## That's Fast! \n", + "What happened to the **GIL**? \n", + "The gilectomy talk isn't until tomorrow! \n", + "Can Python do that? \n", + "With `numpy` and `gensim` it can. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's that sound I hear? \n", + "That's the sound mof your fans blowing *hot air* out of those tweets! \n", + "(check out your system monitor or `htop`) " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1.90e-02 3.54e-03 -0.02 9.03e-04 -0.01 0.01 -0.02 -2.24e-03 5.41e-03 2.12e-03 2.69e-03 -2.47e-03 1.07e-03 5.21e-03 2.56e-02 -1.78e-03 -1.06e-03 -1.95e-03 4.43e-03 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetids = pd.Series(range(6), name='tweet')\n", + "topicids = pd.Series(range(lsi.num_topics), name='topic')\n", + "pd.DataFrame([pd.Series([x[1] for x in lsi[bows[i]]], index=topicids,\n", + " name='tweet') for i in tweetids],\n", + " index=tweetids)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "lsi.save(os.path.join(DATA_PATH, 'lsi'))\n", + "lsi5.save(os.path.join(DATA_PATH, 'lsi5'))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "lsi5 = LsiModel.load(os.path.join(DATA_PATH, 'lsi5'))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Python', 0.65726304271525138),\n", + " ('RT', 0.37730218261284065),\n", + " ('to', 0.24256210419921637),\n", + " ('a', 0.2425115388559333),\n", + " ('in', 0.21979729720296687),\n", + " ('python', 0.19540522901071722),\n", + " ('the', 0.17746464991064059),\n", + " ('and', 0.16362893535605519)]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# for topic in lsi.show_topics():\n", + "# print(topic)\n", + "lsi5.show_topic(0, 8)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Python', 0.65726304271525138),\n", + " ('RT', 0.37730218261284065),\n", + " ('to', 0.24256210419921637),\n", + " ('a', 0.2425115388559333),\n", + " ('in', 0.21979729720296687),\n", + " ('python', 0.19540522901071722),\n", + " ('the', 0.17746464991064059),\n", + " ('and', 0.16362893535605519)]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lsi5.show_topic(0, 8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Hold onto your hat\n", + "This will take a lot of RAM! \n", + "(and CPU) " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "tweetids = pd.Series(range(len(bows)), name='tweet')\n", + "topicids = pd.Series(range(lsi.num_topics), name='topic')\n", + "# `dict()` keeps track of the columns for each topic, in case the lsi model shuffles or skips topics for odd tweets\n", + "df = pd.DataFrame([pd.Series(dict(lsi[bows[i]]), name='tweet') for i in tweetids],\n", + " columns=topicids,\n", + " index=tweetids)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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-3.41e-02 7.00e-02 2.24e-03 -0.03 0.10 1.03e-01 4.00e-03 0.03 -1.28e-02 2.59e-02 0.06 -0.04 3.56e-02 0.03 0.02 0.03 0.05 3.59e-02 1.32e-02 2.59e-02 3.40e-02 -2.45e-02 0.05 2.24e-02 0.02 -0.04 0.03 0.06 \n", + "\n", + "[183070 rows x 100 columns]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's with the 1.43? \n", + "Aren't they normalize? \n", + "... Nope " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mscatmat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" + ] + } + ], + "source": [ + "scatmat(df[df.columns[:5]][::100])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "num" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "with gzip.open(os.path.join(DATA_PATH, 'tweet_topic_vectors.csv.gz'), 'wb') as f:\n", + " df.to_csv(f, encoding='utf8', quoting=pd.io.common.csv.QUOTE_NONNUMERIC)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We built LSI topic vectors for 200k tweets in a few minutes! \n", + "Lets look at the TFIDF vectors for the top 6 tweets" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " And Architect Boa Django Engineer Full Jobs Manhattan Monty NY \\\n", + "0 \n", + "1 0.62 \n", + "2 0.6 \n", + "3 0.35 0.31 0.24 0.34 0.23 \n", + "4 0.25 0.17 0.13 0.12 0.66 0.39 \n", + "5 \n", + "\n", + " Php Platform Python Senior Software Solr Stack The Watching With \\\n", + "0 \n", + "1 0.03 0.67 \n", + "2 0.03 0.21 \n", + "3 0.42 0.03 0.3 0.28 0.34 \n", + "4 0.24 0.02 0.35 0.17 \n", + "5 0.03 \n", + "\n", + " YouTube doing enjoy in inevitability jobs jobsearch k learning never \\\n", + "0 0.38 0.53 0.29 0.4 \n", + "1 \n", + "2 0.28 \n", + "3 0.21 0.23 \n", + "4 0.06 0.12 0.13 0.2 \n", + "5 0.59 \n", + "\n", + " peaceful python rain silly stop via vs walk what you \n", + "0 0.08 0.42 0.32 0.2 \n", + "1 0.4 \n", + "2 0.51 0.22 0.46 \n", + "3 \n", + "4 \n", + "5 0.54 0.6 " + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfidf6 = pd.DataFrame((dict([(vocab[i], round(freq, 2)) for i, freq in tfidf[bows[j]]]) for j in range(6)))\n", + "tfidf6 = tfidf6.fillna('')\n", + "tfidf6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice the small weights on the word \"Python\"?\n", + "Why do you think that is?\n", + "(Think back to the definition of TF and DF and TFIDF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now lets see how far apart they are based only on word frequency (TFIDF)\n", + "We'll *\"project\"* the first tweet onto the second with a dot product \n", + "to see how much of a \"shadow\" they make on each other " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tfidf6 = pd.DataFrame((dict([(vocab[i], freq) for i, freq in tfidf[bows[j]]]) for j in range(6))).fillna(0).T" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.dot(tfidf6[0], tfidf6[1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.dot(tfidf6[1], tfidf6[2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That looks about right. \n", + "The first 2 share no words. \n", + "The second 2 share only \"Python\". \n", + "But lets do the cosine similarity correctly by normalizing for length. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.dot(tfidf6[1], tfidf6[2]) / np.linalg.norm(tfidf6[1]) / np.linalg.norm(tfidf6[2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hmmm, nothing changed \n", + "Can you guess why? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "[round(np.dot(tfidf6[i], tfidf6[i+1]), 4) for i in range(5)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "Now lets look at the topic vectors. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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0.06 2.00e-02 -1.69e-02 0.01 -8.21e-02 4.91e-03 1.98e-02 0.03 -4.38e-02 0.06 5.37e-02 -5.16e-02 -2.17e-02 -4.44e-02 -6.87e-03 2.23e-02 -0.01 -0.05 9.84e-02 5.53e-02 2.36e-03 -3.11e-02 \n", + "3 6.42e-01 1.01e-01 2.32e-01 6.54e-01 -3.12e-01 2.34e-02 4.16e-01 2.78e-02 0.10 -1.34e-01 -5.44e-03 2.38e-01 -1.90e-01 3.62e-02 -0.23 -7.57e-02 -1.15e-01 0.02 -8.38e-02 1.26e-01 -1.72e-01 0.12 -1.53e-01 0.06 4.82e-02 -1.88e-02 4.83e-02 3.19e-02 -3.05e-02 1.15e-01 -0.16 0.02 3.43e-02 -4.69e-02 -3.53e-02 -4.31e-03 \n", + "4 1.92e-01 1.06e-01 1.89e-01 4.36e-01 -2.77e-01 1.68e-01 4.37e-01 1.52e-01 0.26 -4.13e-01 -1.36e-02 -2.99e-02 5.08e-03 1.12e-01 0.20 1.39e-01 1.52e-01 -0.13 5.00e-01 -2.01e-01 3.21e-01 -0.02 3.14e-01 0.07 1.59e-01 1.31e-01 -9.80e-02 -2.18e-01 -7.98e-02 8.31e-02 0.24 -0.10 4.34e-02 3.95e-02 1.93e-01 -3.91e-02 \n", + "5 -6.06e-04 4.93e-03 1.67e-02 -3.16e-03 -3.26e-03 -1.70e-02 -1.87e-03 6.05e-04 -0.03 5.69e-03 5.01e-03 -6.80e-03 1.11e-02 5.74e-03 -0.01 1.45e-02 1.09e-03 -0.01 -2.12e-03 -1.36e-02 8.86e-03 -0.01 5.95e-03 -0.02 2.65e-03 7.24e-03 -2.99e-03 -2.86e-03 3.29e-03 -3.38e-03 0.02 0.01 -1.95e-03 -9.26e-03 2.24e-03 -8.17e-03 " + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.iloc[:6]" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0105, 1.1037, 0.9981, 6.452, 1.0153]\n" + ] + } + ], + "source": [ + "print([round(np.dot(df.T[i], df.T[i+1]), 4) for i in range(5)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Better normalize these..." + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0066, 0.5742, 0.1849, 0.6925, 0.325]\n", + "[0.0, 0.001, 0.0009, 0.1673, 0.0005]\n" + ] + } + ], + "source": [ + "print([round(np.dot(df.T[i], df.T[i+1]) / np.linalg.norm(df.T[i]) / np.linalg.norm(df.T[i+1]), 4) for i in range(5)])\n", + "# for comparison the TFIDF scores right below\n", + "print([round(np.dot(tfidf6[i], tfidf6[i+1]), 4) for i in range(5)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So the really chummy neighbors are 1 & 2 and 3 & 4 \n", + "Surprisingly 2 & 3 didn't hit it off, and no pairing got a zero! \n", + "And the last 2 seem to share a \"latent\" similarity that TFIDF missed entirely!!!\n", + "And LSI picked up on the python<->Python similarity (tweets 0 and 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "with gzip.open(os.path.join(DATA_PATH, 'text.csv.gz'), 'rb') as f:\n", + " text = pd.DataFrame.from_csv(f, encoding='utf8')" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " python never stop learning what you enjoy doing \n", + "#python never stop learning what you enjoy doing. https://t.co/IH5ZSKnU8K\n", + "----------\n", + "Watching Boa vs Python \n", + "Watching Boa vs. Python — https://t.co/Pivpk02s2A\n", + "----------\n", + "Monty Python The silly walk via YouTube\n", + "Monty Python - The silly walk https://t.co/C0Ja8UHL4t via @YouTube\n", + "----------\n", + "Senior Software Engineer Full Stack Python Django And Php Jobs jobs jobsearch \n", + "Senior Software Engineer Full Stack Python Django And Php Jobs #jobs #jobsearch https://t.co/EuO3Et4JIT\n", + "----------\n", + "Architect Django Solr Platform Engineer With Python k Jobs in Manhattan NY Manhattan NY jobs jobsearch \n", + "Architect Django Solr Platform Engineer With Python 230k Jobs in Manhattan, NY #Manhattan #NY #jobs #jobsearch https://t.co/ge0RzBDoSP\n", + "----------\n", + "peaceful rain Python inevitability\n", + "peaceful rain? Python - inevitability\n", + "----------\n" + ] + } + ], + "source": [ + "for toks, twt in zip(text.txt.iloc[:6], text.text.iloc[:6]):\n", + " print(toks)\n", + " print(twt)\n", + " print('-' * 10)\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What about a new tweet you are considering? \n", + "Notice how I changed the token spelling (BOW), \n", + "but not the *\"semantics\"* of the tweet. " + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "LSI Topic Vector\n" + ] + }, + { + "data": { + "text/plain": [ + "0 1.41e-01\n", + "1 1.18e-01\n", + "2 1.45e-01\n", + " ... \n", + "97 -8.82e-03\n", + "98 2.28e-02\n", + "99 -5.27e-03\n", + "dtype: float64" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweet = 'I want to help build django with a job in Chicago'\n", + "tweet_bow = vocab.doc2bow(tweet.split())\n", + "tweet_tfidf = tfidf[tweet_bow]\n", + "tweet_topics = pd.Series(dict(lsi[tweet_tfidf]))\n", + "# Now that the math is done let's convert to a friendlier format with words as the keys/index\n", + "tweet_tfidf = pd.Series(dict([(vocab[i], x) for (i, x) in tweet_tfidf])) \n", + "print('\\nLSI Topic Vector')\n", + "tweet_topics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare the topic vector above to the TFIDF vector below. \n", + "What's better about TFIDF compared to topic vectors? \n", + "What can we do about it? " + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TFIDF Frequency Vector\n", + "Chicago 0.45\n", + "I 0.18\n", + "a 0.13\n", + " ... \n", + "to 0.12\n", + "want 0.37\n", + "with 0.16\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print('TFIDF Frequency Vector')\n", + "print(tweet_tfidf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Which one is it closest too? \n", + "Can you guess? \n", + "Does LSI understand the words as well as you do? " + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LSI Topic Similarity\n", + "[0.0716, -0.014, 0.0025, 0.0716, 0.1484, -0.003]\n" + ] + } + ], + "source": [ + "print('LSI Topic Similarity')\n", + "print([round(np.dot(df.T[i], tweet_topics) / np.linalg.norm(df.T[i]) / np.linalg.norm(tweet_topics), 4) for i in range(6)])" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1 2 3 4 5 6\n", + "And 0.00 0.00 0.00 0.35 0.00 0.0 0.0\n", + "Architect 0.00 0.00 0.00 0.00 0.25 0.0 0.0\n", + "Boa 0.00 0.62 0.00 0.00 0.00 0.0 0.0\n", + "... ... ... ... ... ... ... ...\n", + "walk 0.00 0.00 0.46 0.00 0.00 0.0 0.0\n", + "what 0.32 0.00 0.00 0.00 0.00 0.0 0.0\n", + "you 0.20 0.00 0.00 0.00 0.00 0.0 0.0\n", + "\n", + "[40 rows x 7 columns]" + ] + }, + "execution_count": 184, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfidf7 = tfidf6.copy()\n", + "tfidf7[6] = tweet_tfidf\n", + "tfidf7 = tfidf7.fillna(0)\n", + "tfidf7" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0, 0.0, 0.0, 0.0, 0.0076, 0.0]\n" + ] + } + ], + "source": [ + "print([round(np.dot(tfidf7[i], tfidf7[6]), 4) for i in range(6)])" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'I want to help build django with a job in Chicago'" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweet" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Can you find the one word I accidentally share with the other tweets? \n", + "*Hint: use the TFIDF matrix (Dataframe)* \n", + "Play around with the tweet text to make its topic vector more *\"orthogonal\"* \n", + "Or make it closer in cosine distance. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/notebooks/1 Wrangling the Ubuntu Dialog Corpus.ipynb b/notebooks/01 Wrangling the Ubuntu Dialog Corpus.ipynb similarity index 100% rename from notebooks/1 Wrangling the Ubuntu Dialog Corpus.ipynb rename to notebooks/01 Wrangling the Ubuntu Dialog Corpus.ipynb diff --git a/notebooks/.ipynb_checkpoints/2 Retrieval Chatbot-checkpoint.ipynb b/notebooks/02 Retrieval Chatbot, Annoy.ipynb similarity index 55% rename from notebooks/.ipynb_checkpoints/2 Retrieval Chatbot-checkpoint.ipynb rename to notebooks/02 Retrieval Chatbot, Annoy.ipynb index 9811206..2bc0f9d 100644 --- a/notebooks/.ipynb_checkpoints/2 Retrieval Chatbot-checkpoint.ipynb +++ b/notebooks/02 Retrieval Chatbot, Annoy.ipynb @@ -1,20 +1,67 @@ { "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ODSC 2017 Slides \n", + "\n", + "* [Training a Prosocial Chatbot](https://docs.google.com/presentation/d/1IND6PXOxgYb2IVmXnaSoNBcIOaiUVU-iZ6vnYz6J6-E/edit?usp=sharing)\n", + "* [Exploring Hyperspace](https://docs.google.com/presentation/d/1SEU8VL0KWPDKKZnBSaMxUBDDwI8yqIxu9RQtq2bpnNg/edit?usp=sharing)\n", + "\n", + "## Ubuntu Dialog Corpus\n", + "\n", + "* Ubuntu IRC channel (for developers and contributors)\n", + "* ~1.5 M Dialogs (interactions)\n", + "* ~10 M Utterances (statements)\n", + "\n", + "## Application\n", + "\n", + "[![Aira, a visual interpreter for the blind](../data/aira_video_demo_blind_person_512.png)](https://vimeo.com/143070863)\n", + "\n", + "### References\n", + "\n", + "* [Aira](http://aira.io), A Visual Interpreter for the Blind\n", + "* [WildML](http://www.wildml.com/2016/07/deep-learning-for-chatbots-2-retrieval-based-model-tensorflow/)\n", + "* 2018, Lane, Howard and Hapke: [Natural Language Processing in Action](https://www.manning.com/books/natural-language-processing-in-action/?a_aid=totalgood)\n", + "* 2016, Lowe, et al: [\"The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems\"](https://arxiv.org/pdf/1506.08909.pdf)\n", + "* [training set generator v1](https://github.com/rkadlec/ubuntu-ranking-dataset-creator)\n", + "* Lowe, [training set generator v2](https://github.com/ryan-lowe/Ubuntu-Dialogue-Generationv2)\n", + "* Shmalko, [lexica and slang normalizers](https://github.com/rasendubi/noisy-text/tree/master/data\n", + "* [retrieval-based vs rule-based and new modular approach](http://www.aclweb.org/old_anthology/C/C14/C14-1088.pdf)\n", + "* [retrieval-based bot](https://export.arxiv.org/pdf/1612.01627)\n", + "* [wrong idea about retrieval-bots](https://icrunchdata.com/blog/587/state-of-innovative-chatbots-and-intuitive-ai-in-2017/)" + ] + }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Reading CSV with `read_csv(*('/home/hobs/src/nlpia/nlpia/data/mavis-batey-greetings.csv',), **{'low_memory': False})`...\n", - "Reading CSV with `read_csv(*('/home/hobs/src/nlpia/nlpia/data/sms-spam.csv',), **{'low_memory': False})`...\n", "Reading CSV with `read_csv(*('../data/ubuntu_dialog_test_10.csv',), **{'low_memory': False})`...\n", "(18920, 11)\n" ] - }, + } + ], + "source": [ + "import pandas as pd\n", + "from nlpia.data.loaders import read_csv\n", + "\n", + "df = read_csv('../data/ubuntu_dialog_test_10.csv')\n", + "print(df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "scrolled": true + }, + "outputs": [ { "data": { "text/html": [ @@ -203,23 +250,155 @@ "4 I was calling myself a jerk. All I know is tha... " ] }, - "execution_count": 1, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "import pandas as pd\n", - "from nlpia.data.loaders import read_csv\n", - "\n", - "df = read_csv('../data/ubuntu_dialog_test_10.csv')\n", - "print(df.shape)\n", - "df.head()\n" + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'anyone knows why my stock oneiric exports env var \\'USERNAME\\'? I mean what is that used for? I know of $USER but not $USERNAME . My precise install doesn\\'t export USERNAME __eou__ __eot__ looks like it used to be exported by lightdm, but the line had the comment \"// FIXME: Is this required?\" so I guess it isn\\'t surprising it is gone __eou__ __eot__ thanks! How the heck did you figure that out? __eou__ __eot__ https://bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__ '" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# the last statement isn't at all informative (from an NLP perspective)\n", + "# So this is a tough training/test example\n", + "# Success relies a lot on the context (previous dialog)\n", + "df['Context'].iloc[0]" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'nice thanks! __eou__'" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Ground Truth Utterance'].iloc[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'i set up my hd such that i have to type a passphrase to access it at boot. how can i remove that passwrd, and just boot up normal. i did this at install, it works fine, just tired of having reboots where i need to be at terminal to type passwd in. help? __eou__ __eot__ backup your data, and re-install without encryption \"might\" be the easiest method __eou__ __eot__ '" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# And our bot is trying to mimic multiple IRC users\n", + "# both the questioner and the answerer\n", + "df['Context'].iloc[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'so you dont know, ok, anyone else? __eou__ you are like, yah my mouse doesnt work, reinstall your os lolol what a joke __eou__'" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# So the antisocial sarcasm here would mistrain our bot\n", + "df['Ground Truth Utterance'].iloc[1]" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'im trying to use ubuntu on my macbook pro retina __eou__ i read in the forums that ubuntu has a apple version now? __eou__ __eot__ not that ive ever heard of.. normal ubutnu should work on an intel based mac. there is the PPC version also. __eou__ you want total control? or what are you wanting exactly? __eou__ __eot__ '" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Context'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'just wondering how it runs __eou__'" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# We only have to respond with a single utterance.\n", + "# It can even be a question that isn't stated as a question\n", + "df['Ground Truth Utterance'].iloc[2]" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [], + "source": [ + "# TFIDF retrieval" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -234,7 +413,7 @@ " vocabulary=None)" ] }, - "execution_count": 2, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -248,71 +427,148 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "<2x4 sparse matrix of type ''\n", - "\twith 4 stored elements in Compressed Sparse Row format>" + "<3x5 sparse matrix of type ''\n", + "\twith 7 stored elements in Compressed Sparse Row format>" ] }, - "execution_count": 3, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "vectors = tfidf.fit_transform(['hello world', 'another time'])\n", - "vectors" + "sparse_vectors = tfidf.fit_transform(['Hello World!', 'Goodbye cruel world.', 'hello Jane.'])\n", + "sparse_vectors" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "matrix([[ 0. , 0.70710678, 0. , 0.70710678],\n", - " [ 0.70710678, 0. , 0.70710678, 0. ]])" + "{'cruel': 0, 'goodbye': 1, 'hello': 2, 'jane': 3, 'world': 4}" ] }, - "execution_count": 4, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "vectors = vectors.todense()\n", - "vectors" + "tfidf.vocabulary_" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "{'another': 0, 'hello': 1, 'time': 2, 'world': 3}" + "['cruel', 'goodbye', 'hello', 'jane', 'world']" ] }, - "execution_count": 5, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "tfidf.vocabulary_" + "tfidf.get_feature_names()" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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How the heck did you figure that out? __eou__ __eot__ https://bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__ '" + ] + }, { "cell_type": "code", "execution_count": 18, diff --git a/notebooks/3 Retrieval Chatbot Vectorized.ipynb b/notebooks/03 Retrieval Chatbot Vectorized.ipynb similarity index 100% rename from notebooks/3 Retrieval Chatbot Vectorized.ipynb rename to notebooks/03 Retrieval Chatbot Vectorized.ipynb diff --git a/notebooks/04 Annoy Indexing.ipynb b/notebooks/04 Annoy Indexing.ipynb new file mode 100644 index 0000000..6b04a89 --- /dev/null +++ b/notebooks/04 Annoy Indexing.ipynb @@ -0,0 +1,8627 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "np = pd.np\n", + "pd.set_option('display.max_rows', 4)\n", + "pd.set_option('display.max_columns', 500)\n", + "\n", + "from IPython.display import display, HTML\n", + "import seaborn as sns\n", + "from seaborn.utils import plt\n", + "\n", + "# display(HTML(\"\"))\n", + "display(HTML(open(\"../shared-resources/jupyter.css\", \"r\").read()))\n", + "%matplotlib inline\n", + "# import mpld3\n", + "\n", + "sns.mpl.rc(\"figure\", figsize=(16, 6))\n", + "# plt.style.use('seaborn')\n", + "# plt.rc(\"figure\", figsize=(16, 6))\n", + "# mpld3.enable_notebook()\n", + "\n", + "\n", + "from nlpia.data.loaders import get_data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading ubuntu_dialog\n", + "requesting URL: https://www.dropbox.com/s/krvi79fbsryytc2/ubuntu_dialog.csv.gz?dl=1\n", + "remote size: 296098788\n", + "local size: 296098788\n" + ] + }, + { + "data": { + "text/html": [ + "
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0i think we could import the old comments via r...basically each xfree86 upload will NOT force u...
1I'm not suggesting all - only the ones you mod...oh? oops. __eou__
.........
3interesting __eou__ grub-install worked with /...i fully endorse this suggestion </quimby> __eo...
4and because Python gives Mark a woody __eou__ ...(i thought someone was going to make a joke ab...
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% \\\n", + "context_len 1499744.0 489.090587 404.449046 36.0 218.0 362.0 619.0 \n", + "utterance_len 1499744.0 85.485046 79.375129 8.0 34.0 64.0 111.0 \n", + "\n", + " max \n", + "context_len 10835.0 \n", + "utterance_len 3154.0 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "h = pd.DataFrame(index=df.index)\n", + "h['context_len'], h['utterance_len'] = df.Context.str.len(), df.Utterance.str.len()\n", + "print(h.min().min(), h.max().max())\n", + "h.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 8.00000000e+00 2.78675000e+02 5.49350000e+02 8.20025000e+02\n", + " 1.09070000e+03 1.36137500e+03 1.63205000e+03 1.90272500e+03\n", + " 2.17340000e+03 2.44407500e+03 2.71475000e+03 2.98542500e+03\n", + " 3.25610000e+03 3.52677500e+03 3.79745000e+03 4.06812500e+03\n", + " 4.33880000e+03 4.60947500e+03 4.88015000e+03 5.15082500e+03\n", + " 5.42150000e+03 5.69217500e+03 5.96285000e+03 6.23352500e+03\n", + " 6.50420000e+03 6.77487500e+03 7.04555000e+03 7.31622500e+03\n", + " 7.58690000e+03 7.85757500e+03 8.12825000e+03 8.39892500e+03\n", + " 8.66960000e+03 8.94027500e+03 9.21095000e+03 9.48162500e+03\n", + " 9.75230000e+03 1.00229750e+04 1.02936500e+04 1.05643250e+04\n", + " 1.08350000e+04]\n" + ] + }, + { + "data": { + "image/png": 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e253zd1W1aVVtmuTsJG9JMjfJYV3bJPlEkjNaa69M8miSo7v60Uke7epndO3GHGMtXzcA\nAAA9tNoQ3Fr71yTLV6l9qbX2dLd7U5LZ3faBSS5rrT3VWvtuksVJdu9+FrfWvtNa+1mSy5IcWFWV\nZN8kV3XnX5TkoIG+Luq2r0qyX9d+rDEAAABgXFPxmeB3JflCt719kgcGji3pamPVt0nyo4FAvaL+\nrL6644917cfq65dU1TFVNVxVw0uXLp3QiwMAAGDjMakQXFUnJXk6ySVTM52p1Vo7t7U21FobmjVr\n1nRPBwAAgGk2Y6InVtWRSX4nyX6ttdaVH0yyw0Cz2V0tY9SXJdmqqmZ0d3sH26/oa0lVzUjy4q79\neGMAAADAmCZ0J7iqFiT5QJK3tdZ+MnDomiSHdis7z0myU5L/THJLkp26laCfl5GFra7pwvONSQ7u\nzl+Y5OqBvhZ22wcn+WrXfqwxAAAAYFyrvRNcVZcmeVOSbatqSZKTM7Ia9MwkN4ysVZWbWmt/3Fq7\nq6quSHJ3Rh6TPra19ouun/cmuT7JpknOb63d1Q3xwSSXVdXHknwjyXld/bwk/1RVizOyMNehSTLe\nGAAAADCe+j9PMm/choaG2vDw8HRPY3zDF0xtf0NHTW1/AAAA66mqurW1NrS6dlOxOjQAAABsEIRg\nAAAAekMIBgAAoDeEYAAAAHpDCAYAAKA3hGAAAAB6QwgGAACgN4RgAAAAekMIBgAAoDeEYAAAAHpD\nCAYAAKA3hGAAAAB6QwgGAACgN4RgAAAAekMIBgAAoDeEYAAAAHpDCAYAAKA3hGAAAAB6QwgGAACg\nN4RgAAAAekMIBgAAoDeEYAAAAHpDCAYAAKA3hGAAAAB6QwgGAACgN4RgAAAAekMIBgAAoDeEYAAA\nAHpDCAYAAKA3hGAAAAB6QwgGAACgN4RgAAAAekMIBgAAoDeEYAAAAHpjtSG4qs6vqkeq6lsDta2r\n6oaqurf7/ZKuXlV1ZlUtrqo7q2rXgXMWdu3vraqFA/XXVdU3u3POrKqa6BgAAAAwnjW5E3xhkgWr\n1E5M8pXW2k5JvtLtJ8lbkuzU/RyT5JxkJNAmOTnJHkl2T3LyilDbtXn3wHkLJjIGAAAArM5qQ3Br\n7V+TLF+lfGCSi7rti5IcNFC/uI24KclWVfXSJAckuaG1try19miSG5Is6I69qLV2U2utJbl4lb7W\nZgwAAAAY10Q/E7xda+2hbvsHSbbrtrdP8sBAuyVdbbz6klHqExnjl1TVMVU1XFXDS5cuXcOXBgAA\nwMZq0gtjdXdw2xTMZcrHaK2d21obaq0NzZo1ax3MDAAAgA3JREPwwyseQe5+P9LVH0yyw0C72V1t\nvPrsUeoTGQMAAADGNdEQfE2SFSs8L0xy9UD9nd0Kznsmeax7pPn6JPtX1Uu6BbH2T3J9d+zxqtqz\nWxX6nav0tTZjAAAAwLhmrK5BVV2a5E1Jtq2qJRlZ5fnUJFdU1dFJvpfk97rm1yV5a5LFSX6S5Kgk\naa0tr6qPJrmla3dKa23FYlvvycgK1M9P8oXuJ2s7BgAAAKxOjXzcduM3NDTUhoeHp3sa4xu+YGr7\nG/LvAwAAQD9U1a2ttaHVtZv0wlgAAACwoRCCAQAA6A0hGAAAgN4QggEAAOgNIRgAAIDeEIIBAADo\nDSEYAACA3hCCAQAA6A0hGAAAgN4QggEAAOgNIRgAAIDeEIIBAADoDSEYAACA3hCCAQAA6A0hGAAA\ngN4QggEAAOgNIRgAAIDeEIIBAADoDSEYAACA3hCCAQAA6A0hGAAAgN4QggEAAOgNIRgAAIDeEIIB\nAADoDSEYAACA3hCCAQAA6A0hGAAAgN4QggEAAOgNIRgAAIDeEIIBAADoDSEYAACA3hCCAQAA6A0h\nGAAAgN6YVAiuqj+vqruq6ltVdWlVbV5Vc6rq5qpaXFWXV9XzurYzu/3F3fEdB/r5UFf/dlUdMFBf\n0NUWV9WJA/VRxwAAAIDxTDgEV9X2SY5LMtRa2znJpkkOTfKJJGe01l6Z5NEkR3enHJ3k0a5+Rtcu\nVTW3O++1SRYk+buq2rSqNk1ydpK3JJmb5LCubcYZAwAAAMY02cehZyR5flXNSLJFkoeS7Jvkqu74\nRUkO6rYP7PbTHd+vqqqrX9Zae6q19t0ki5Ps3v0sbq19p7X2sySXJTmwO2esMQAAAGBMEw7BrbUH\nk5yW5P6MhN/Hktya5Eettae7ZkuSbN9tb5/kge7cp7v22wzWVzlnrPo244zxLFV1TFUNV9Xw0qVL\nJ/pSAQAA2EhM5nHol2TkLu6cJC9L8oKMPM683mitndtaG2qtDc2aNWu6pwMAAMA0m8zj0L+V5Lut\ntaWttZ8n+VySvZNs1T0enSSzkzzYbT+YZIck6Y6/OMmywfoq54xVXzbOGAAAADCmyYTg+5PsWVVb\ndJ/T3S/J3UluTHJw12Zhkqu77Wu6/XTHv9paa1390G716DlJdkryn0luSbJTtxL08zKyeNY13Tlj\njQEAAABjmsxngm/OyOJUtyX5ZtfXuUk+mOSEqlqckc/vntedcl6Sbbr6CUlO7Pq5K8kVGQnQX0xy\nbGvtF91nft+b5Poki5Jc0bXNOGMAAADAmGrkxurGb2hoqA0PD0/3NMY3fMHU9jd01NT2BwAAsJ6q\nqltba0OrazfZr0gCAACADYYQDAAAQG8IwQAAAPSGEAwAAEBvCMEAAAD0hhAMAABAbwjBAAAA9IYQ\nDAAAQG8IwQAAAPSGEAwAAEBvCMEAAAD0hhAMAABAbwjBAAAA9IYQDAAAQG8IwQAAAPSGEAwAAEBv\nCMEAAAD0hhAMAABAbwjBAAAA9IYQDAAAQG8IwQAAAPSGEAwAAEBvCMEAAAD0hhAMAABAbwjBAAAA\n9IYQDAAAQG8IwQAAAPSGEAwAAEBvCMEAAAD0hhAMAABAbwjBAAAA9IYQDAAAQG8IwQAAAPSGEAwA\nAEBvTCoEV9VWVXVVVd1TVYuqaq+q2rqqbqiqe7vfL+naVlWdWVWLq+rOqtp1oJ+FXft7q2rhQP11\nVfXN7pwzq6q6+qhjAAAAwHgmeyf4U0m+2Fp7dZL5SRYlOTHJV1prOyX5SrefJG9JslP3c0ySc5KR\nQJvk5CR7JNk9yckDofacJO8eOG9BVx9rDAAAABjThENwVb04yf9Ocl6StNZ+1lr7UZIDk1zUNbso\nyUHd9oFJLm4jbkqyVVW9NMkBSW5orS1vrT2a5IYkC7pjL2qt3dRaa0kuXqWv0cYAAACAMU3mTvCc\nJEuTXFBV36iqT1fVC5Js11p7qGvzgyTbddvbJ3lg4PwlXW28+pJR6hlnjGepqmOqariqhpcuXTqR\n1wgAAMBGZDIheEaSXZOc01r7jSQ/ziqPJXd3cNskxlit8cZorZ3bWhtqrQ3NmjVrXU4DAACADcBk\nQvCSJEtaazd3+1dlJBQ/3D3KnO73I93xB5PsMHD+7K42Xn32KPWMMwYAAACMacIhuLX2gyQPVNWv\ndaX9ktyd5JokK1Z4Xpjk6m77miTv7FaJ3jPJY90jzdcn2b+qXtItiLV/kuu7Y49X1Z7dqtDvXKWv\n0cYAAACAMc2Y5Pl/muSSqnpeku8kOSojwfqKqjo6yfeS/F7X9rokb02yOMlPurZprS2vqo8muaVr\nd0prbXm3/Z4kFyZ5fpIvdD9JcuoYYwAAAMCYJhWCW2u3Jxka5dB+o7RtSY4do5/zk5w/Sn04yc6j\n1JeNNgYAAACMZ7LfEwwAAAAbDCEYAACA3hCCAQAA6A0hGAAAgN4QggEAAOiNyX5FElPo5u8uX32j\ntbDHaOt2AwAA9Jg7wQAAAPSGEAwAAEBvCMEAAAD0hhAMAABAbwjBAAAA9IYQDAAAQG8IwQAAAPSG\nEAwAAEBvCMEAAAD0xozpngDrzmduvn9K+/uDPV4+pf0BAAA819wJBgAAoDeEYAAAAHpDCAYAAKA3\nhGAAAAB6QwgGAACgN4RgAAAAekMIBgAAoDeEYAAAAHpDCAYAAKA3hGAAAAB6QwgGAACgN4RgAAAA\nekMIBgAAoDeEYAAAAHpDCAYAAKA3hGAAAAB6QwgGAACgN4RgAAAAemPSIbiqNq2qb1TVtd3+nKq6\nuaoWV9XlVfW8rj6z21/cHd9xoI8PdfVvV9UBA/UFXW1xVZ04UB91DAAAABjPVNwJPj7JooH9TyQ5\no7X2yiSPJjm6qx+d5NGufkbXLlU1N8mhSV6bZEGSv+uC9aZJzk7yliRzkxzWtR1vDAAAABjTpEJw\nVc1O8ttJPt3tV5J9k1zVNbkoyUHd9oHdfrrj+3XtD0xyWWvtqdbad5MsTrJ797O4tfad1trPklyW\n5MDVjAEAAABjmuyd4E8m+UCSZ7r9bZL8qLX2dLe/JMn23fb2SR5Iku74Y137lfVVzhmrPt4Yz1JV\nx1TVcFUNL126dKKvEQAAgI3EhENwVf1Okkdaa7dO4XymVGvt3NbaUGttaNasWdM9HQAAAKbZjEmc\nu3eSt1XVW5NsnuRFST6VZKuqmtHdqZ2d5MGu/YNJdkiypKpmJHlxkmUD9RUGzxmtvmycMQAAAGBM\nE74T3Fr7UGttdmttx4wsbPXV1trhSW5McnDXbGGSq7vta7r9dMe/2lprXf3QbvXoOUl2SvKfSW5J\nslO3EvTzujGu6c4ZawwAAAAY07r4nuAPJjmhqhZn5PO753X185Js09VPSHJikrTW7kpyRZK7k3wx\nybGttV90d3nfm+T6jKw+fUXXdrwxAAAAYEyTeRx6pdbavyT5l277OxlZ2XnVNj9NcsgY5388ycdH\nqV+X5LpR6qOOAQAAAONZF3eCAQAAYL0kBAMAANAbQjAAAAC9IQQDAADQG0IwAAAAvSEEAwAA0BtC\nMAAAAL0hBAMAANA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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = np.arange(41) * (h.max().max() - h.min().min()) / 40. + h.min().min()\n", + "print(bins)\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.subplots()\n", + "for c in h.columns:\n", + " ax = sns.distplot(h[c], bins=bins, ax=ax, kde=False)\n", + "plt.legend(h.columns)\n", + "plt.yscale = 'log'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.corpora import Dictionary, TextCorpus, MmCorpus\n", + "from gensim.models import LsiModel, TfidfModel\n", + "from nltk.tokenize.casual import TweetTokenizer\n", + "# from tqdm import tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "i think we could import the old comments via rsync, but from there we need to go via email. I think it is easier than caching the status on each bug and than import bits here and there \n", + " it would be very easy to keep a hash db of message-ids \n", + " sounds good \n", + " ok \n", + " perhaps we can ship an ad-hoc apt_prefereces \n", + " version? \n", + " thanks \n", + " not yet \n", + " it is covered by your insurance? \n", + " yes \n", + " but it's really not the right time :/ \n", + " with a changing house upcoming in 3 weeks \n", + " you will be moving into your house soon? \n", + " posted a message recently which explains what to do if the autoconfiguration does not do what you expect \n", + " how urgent is #896? \n", + " not particularly urgent, but a policy violation \n", + " i agree that we should kill the -novtswitch \n", + " ok \n", + " would you consider a package split a feature? \n", + " context? \n", + " splitting xfonts* out of xfree86*. one upload for the rest of the life and that's it \n", + " splitting the source package you mean? \n", + " yes. same binary packages. \n", + " I would prefer to avoid it at this stage. this is something that has gone into XSF svn, I assume? \n", + "I'm not suggesting all - only the ones you modify. \n", + " ok, it sounds like you're agreeing with me, then \n", + " though rather than \"the ones we modify\", my idea is \"the ones we need to merge\" \n", + "afternoon all \n", + " not entirely related to warty, but if grub-install takes 5 minutes to install, is this a sign that i should just retry the install :) \n", + " here \n", + " you might want to know that thinice in warty is buggy compared to that in sid \n", + " and apparently GNOME is suddently almost perfect (out of the thinice problem), nobody report bugs :-P \n", + " I don't get your question, where do you want to paste ? \n", + " can i file the panel not linking to eds? :) \n", + " are you using alt ? or the windows key ? \n", + " wait for the gnome-themes, component will be added \n", + " i just restarted X and now nautilus won't show the desktop :( \n", + " hal isn't starting :( \n", + " do you think we have any interest to have hal support turned on in gnome-vfs at this point ? It increases the sources of problems for no real benefit imho ... \n", + " is it a known bug that g-s-t doesn't know what distribution its running on? \n", + " are there any changes to desktop-file-utils you've got hidden away? \n", + " somebody should really kick that guy *hard* \n", + " I've added a build-dep on libxt-dev in warty for zenity \n", + " arse. xt-dev? i added libx11-dev \n", + " so just libxt-dev or libxt and libx11? \n", + " for future note, the xmodmap line in that X sticky-super fixes the problem for me \n", + " we have planned to speak about menu organisation during the 2 weeks \n", + " I need we don't need to force it \n", + " ? \n", + " was away, you said ? \n", + " nope \n", + " the warty repository \n", + " ok, fine. Thanks \n", + " nice to get packages update every 30min instead once a day, isn't it :) \n", + " you'll be glad to know i've fixed my missing arrows in thinice bug \n", + " I've uploaded the gnome-vfs without hal support should be available rsn \n", + " should g2 in ubuntu do the magic dont-focus-window tricks? \n", + " join the gang, get an x-series thinkpad \n", + " sj has hung on my box, again. \n", + " what is monday mornings discussion actually about? \n" + ] + } + ], + "source": [ + "import re\n", + "from itertools import chain\n", + "\n", + "splitter = re.compile(r'__eo[a-z]__') \n", + "for sent in chain.from_iterable(splitter.split(df.Context.iloc[i]) for i in range(3)):\n", + " if len(sent.strip()):\n", + " print(sent)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "i think we could import the old comments via rsync, but from there we need to go via email. I think it is easier than caching the status on each bug and than import bits here and there \n" + ] + } + ], + "source": [ + "import re\n", + "from itertools import chain \n", + "\n", + "def split_eou(iterable, splitter=re.compile('__eo[a-z]__')):\n", + " for utterance in chain.from_iterable(splitter.split(uts) for uts in iterable):\n", + " if len(utterance.strip()):\n", + " yield utterance\n", + "\n", + "for ut in chain.from_iterable([split_eou(df.Context), split_eou(df.Utterance)]) :\n", + " print(ut)\n", + " break\n", + "\n", + "texts = chain.from_iterable([split_eou(df.Context), split_eou(df.Utterance)])\n", + "# assert len(texts) == 2 * len(df)\n", + "# assert df.Context.str.contains('\\n').sum() == 0\n", + "# assert df.Utterance.str.contains('\\n').sum() == 0\n", + "\n", + "TEXT_PATH = '../shared-resources/ubuntu_dialog.txt' # file that will contain one document per line (), all statements, then all utterances" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wrote 12290390 lines to ../shared-resources/ubuntu_utterances.txt\n" + ] + } + ], + "source": [ + "with open(TEXT_PATH, 'w') as fout:\n", + " for i, text in enumerate(texts):\n", + " fout.write(text + '\\n')\n", + "print('Wrote {} lines to {}'.format(i + 1, TEXT_PATH))\n", + "del texts\n", + "del h" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "class BOWCorpus(object):\n", + "\n", + " def __init__(self, file_path, vocab=None, dictionary=None, tokenizer=TweetTokenizer(preserve_case=True), batch_size=10000):\n", + " self.file_path = file_path\n", + " self.batch_size = batch_size\n", + " self.vocab = vocab if vocab is not None else (dictionary if dictionary is not None else None)\n", + " self.tokenizer = tokenizer if tokenizer is not None else TweetTokenizer(preserve_case=True)\n", + " self.num_documents = 0\n", + "\n", + " if self.vocab is None:\n", + " self.vocab = Dictionary()\n", + " with open(self.file_path) as fin:\n", + " batch = []\n", + " for i, line in enumerate(fin):\n", + " if not ((i + 1) % self.batch_size):\n", + " self.vocab.add_documents(batch)\n", + " batch = []\n", + " print(i, line[:60])\n", + " batch = batch.append(line)\n", + " self.num_documents = i + 1\n", + " if len(batch):\n", + " self.vocab.add_documents(batch)\n", + " batch = []\n", + " \n", + "\n", + " def __iter__(self):\n", + " with open(self.file_path) as fin:\n", + " for i, line in enumerate(fin):\n", + " if not i % self.batch_size:\n", + " print(i, line[:60] + '...')\n", + " # assume there's one document per line, tokens separated by whitespace\n", + " yield self.vocab.doc2bow(self.tokenizer.tokenize(line))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 i think we could import the old comments via rsync, but from\n", + "1000 hi there __eou__ anybody experienced trouble with sound __e\n", + "2000 it could also be some element of the OBEX protocol niceties \n", + "3000 hey all...anybody know how to install some win codecs? __eou\n", + "4000 Whats the difference between universe and multiverse ? __eou\n", + "5000 does the default kernel have no loop iso mount support? __eo\n", + "6000 hello __eou__ so, if you install a package in ubuntu does it\n", + "7000 so why not use a 4 page disertation for the version \"number\"\n", + "8000 there is no good download manager? __eou__ __eot__ for what?\n", + "9000 hrmph -- so, I'm well along with my debian-to-ubuntu convers\n", + "10000 how fissy? __eou__ ehhh that was supposed to go to baluba __\n", + "11000 anyone? kernel source on ubuntu? __eou__ anyone? is there ke\n", + "12000 hrm __eou__ Why not optimise for i586/i686? __eou__ __eot__ \n", + "13000 apt-get is getting really old stuff in my just installed ubu\n", + "14000 Anybody else here playing Quake 3? __eou__ __eot__ I played \n", + "15000 oof __eou__ don't forget the \"will delete your user data\" ca\n", + "16000 I can't get my linux supported usb hp officejet 5500 multifu\n", + "17000 hell0w again :D __eou__ Well i am :D __eou__ I wanna become \n", + "18000 excuse me folks, how can I direct ubuntu to use a static add\n", + "19000 Is it possible to mount an FTP Server like a network share? \n", + "20000 Hi! Does anyone manage to install Firefox 1 and Thunderbird \n", + "21000 is it easy to compile an up-to-date kernel for ubuntu? like \n", + "22000 Octane - does Alt-F2, get you to a promt? __eou__ Octane - I\n", + "23000 has anyone gotten kqemu to work in ubuntu? I'm a complete n0\n", + "24000 Does the Ubuntu apache2 binary have mod_rewrite enab\n", + "25000 gnome needs a bloat clean up __eou__ its a good desktop dont\n", + "26000 one thing i don't get. ubuntu has apt-get but when trying to\n", + "27000 :-) __eou__ __eot__ is that a good :-) ? or a guess what :-\n", + "28000 synaptic is included and installed by default in Ubuntu __eo\n", + "29000 heh - gee speaking of gnome.. is there a way to disable that\n", + "30000 gedit __eou__ __eot__ Jedit __eou__ __eot__ \n", + "\n", + "31000 Hi __eou__ Is there any way I can install a CMS on a local P\n", + "32000 dpkg --reconfigure Xfree86 ? __eou__ thanks thoreauputic. :\n", + "33000 can anybody tell me why ClamAV or similar antivirus isn't in\n", + "34000 no, not really :) __eou__ I really wish I hadn't missed the \n", + "35000 no return key needed __eou__ __eot__ ah,, just wordwrap __eo\n", + "36000 omeg, Synaptic Package Manger <-- I've found A\n", + "37000 Is http://sourceforge.net completely dead for anyone else he\n", + "38000 does someone here streams audio on the net? __eou__ does som\n", + "39000 what's the structure of these heads? __eou__ __eot__ trying \n", + "40000 wtf... i try to add multiverse to my sources, and everytime \n", + "41000 does anybody know what package provides ft2build.h? __eou__ \n", + "42000 tar xzvf tar ballname __eou__ tar xzvf tar_ballname rather _\n", + "43000 You are familiar with the concept of a wiki right? __eou__ _\n", + "44000 i need to post my wiki about network interfaces not getting \n", + "45000 how to install kde ? __eou__ __eot__ sudo apt-get update && \n", + "46000 anyone know of a good notes manager / organizer \"tree\" styl\n", + "47000 the apt-system isn't built for downgrades... __eou__ __eot__\n", + "48000 Hey, I was wondering whether any of you knew of a tool to ex\n", + "49000 I am trying to watch a video using MPlayer and I get very lo\n", + "50000 How do I set an icon to a file type globally? Instead of cha\n", + "51000 screw linspire, they CHARGE MONEY for gcc __eou__ It's free \n", + "52000 yes. :) __eou__ google.com/ig | my-live-journal | ubuntuforu\n", + "53000 has anyone heard of this problem I am having on my laptop ru\n", + "54000 hello ;) __eou__ __eot__ in a terminal do this 'sudo apt-cac\n", + "55000 is there a way to link the terminal copy and paste crap with\n", + "56000 [j] [a] [r] [e] [d] , did you try google? (I can't help you,\n", + "57000 did you recently add hard drives? the installer should find \n", + "58000 stay away from the 'guide, it is full of pitfalls __eou__ __\n", + "59000 commented __eou__ look at the bottom of php.ini __eou__ disg\n", + "60000 look for the version 1.0.4 __eou__ __eot__ \"look for the ver\n", + "61000 what's the equivalent in ubuntu of the kernel-headers-xxx-x-\n", + "62000 Hello, /etc/X11/xkb/rules/xorg is a symlink to \"base\" __eou_\n", + "63000 hi! __eou__ any cron users here? __eou__ __eot__ All Ubuntu \n", + "64000 do you find you repeat a lot?...lol, don't ask to ask lol, h\n", + "65000 I wish I knew why fglrx doesn't let me use totem and mplayer\n", + "66000 dang its starting to feel like burger time __eou__ joose wha\n", + "67000 tiago,PM-aSeepin: Please keep the code of conduct in mind wh\n", + "68000 how can i see if my video dirvers are installed properly? __\n", + "69000 hmmm, to buy a XFX 6600GT or a X800GT , that is the question\n", + "70000 anyone has tried google talk with gaim? __eou__ __eot__ yup \n", + "71000 Anyone know of a good FTP client with SSL? __eou__ __eot__ g\n", + "72000 hello ...ppl.. __eou__ does somebody here has a package for \n", + "73000 Has anybody used skype on ubuntu? __eou__ __eot__ - I tried.\n", + "74000 hey all, when suing in terminal, it dosnt take the password,\n", + "75000 Hi, is grub actually able to boot a floppy image located on \n", + "76000 hi i'm back again .. installed bittornado .. but the command\n", + "77000 seems that gnomemeeting is similar to microsoft netmeeting f\n", + "78000 how to update breezy? is it in the repo? __eou__ or u have t\n", + "79000 yea slashdot was one of em __eou__ __eot__ ? __eou__ __eot\n", + "80000 nautilus is the filemanager for Gnome __eou__ __eot__ why t\n", + "81000 nvdia tnt2 model 64 at breezy, someone have problems? __eou_\n", + "82000 Hey all. __eou__ Question, is there any way to install witho\n", + "83000 anyone got the nvidia driver to compile? __eou__ __eot__ the\n", + "84000 hi @all __eou__ what about the breezy iptables-package?? mod\n", + "85000 HI, is there a way for me to create a complete perfect image\n", + "86000 no, the kernel was compiled with gcc-3.4 __eou__ because the\n", + "87000 What is the shell cmd to configure X ? __eou__ __eot__ sudo \n", + "88000 I need to add a resolution setting what file do I edit again\n", + "89000 I love Ubuntu but it's starting to give me a lot of problems\n", + "90000 how can i chroot a knoppix-cd? i have problem with the acpi\n", + "91000 Hi, dmesg tells me \"Unknown key pressed (translated set 2, c\n", + "92000 if you want a standalone js interpreter try rhino __eou__ or\n", + "93000 maybe you need to install libsdl1.2debian-esd, that works fo\n", + "94000 a compile of mine is trying to find libcurses __eou__ i cant\n", + "95000 u on? __eou__ __eot__ you mean \"Can someone tell me where on\n", + "96000 have you tried using gedit to convert the encoding? under th\n", + "97000 I need to reconfigure xserver to use a different resolution.\n", + "98000 will that work ok for my amd64? __eou__ __eot__ sudo wget h\n", + "99000 sup __eou__ is knubuntu just ubuntu with KDE or its own CDs \n", + "100000 hello __eou__ I have a problem with VMware on Breezy. The Ne\n", + "101000 I need same kind of image viewer programm which makes possib\n", + "102000 How do I disable the GNOME startup sound? __eou__ __eot__ th\n", + "103000 Hey, has anyone got Azureus installed alongsie Eclipse? __eo\n", + "104000 How do I find out if ubuntu supports my hardware? __eou__ __\n", + "105000 ARGH! __eou__ HATE HATE HATE HATE __eou__ Firefox needs to h\n", + "106000 ] Kem[, I recomment easybreezy also __eou__ ] Kem[, You mi\n", + "107000 if you're going to be connecting to your sshd on the non-sta\n", + "108000 www.ubuntuguide.org __eou__ __eot__ we dont use that guide \n", + "109000 is there some samba server GUI for gnome? __eou__ there's no\n", + "110000 anyone here know any good psp/linux/ubuntu pages i can brows\n", + "111000 did you get nvidia DEBs to work alright? __eou__ __eot__ i d\n", + "112000 okay. sitting next to me is a rescue prompt with my new targ\n", + "113000 I run it on amd k7 500 __eou__ I think it's 500 __eou__ amd \n", + "114000 Where do I find my kernel.config (I wan t to check if I have\n", + "115000 How does one go abouts editing gnomes, right click menu? I w\n", + "116000 muine music player wont play the tracks :S __eou__ __eot__ m\n", + "117000 Q: what utility replace Google-desktop (the search tool) und\n", + "118000 Care to create a pastebin with what 'iwconfig' gives back? _\n", + "119000 ello!! __eou__ is it possible to transfer the root and swap \n", + "120000 Mount: mouting /root/dev on /dev/.static/dev failed: no such\n", + "121000 oh hes gone now __eou__ Ok, can anyone help me fix my dvd dr\n", + "122000 My \"ifconfig\" is only picking up a loopback interface and no\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "123000 would an athlon 64 3800+ dual core use a 686-smp kernel or a\n", + "124000 ok, now i have amarok 1.3.8 It does 'detect' my ipod, tech\n", + "125000 I wondering if I should dist-upgrade to hoary. Any comments?\n", + "126000 Encoding as 16 kHz 32 kbps single-ch MPEG-2 Layer III (8x)\n", + "127000 sound blaster 16 pnp __eou__ can ya explain that in laymans \n", + "128000 can anyone recommend pmud over pbbuttons? __eou__ __eot__ Su\n", + "129000 prolly means the dev is not ther __eou__ prolly means the de\n", + "130000 don't thank me yet __eou__ nfi if it works ! :o __eou__ prob\n", + "131000 can someone help me with the chmod command? __eou__ __eot__ \n", + "132000 and it couldnt find it __eou__ I did, i typed in 'sudo wine \n", + "133000 how do i make amarok play mp3 files? i'm using gstreamer eng\n", + "134000 you guys, how do i check if the xdamage extension is loaded \n", + "135000 Anyone know how I can use .rpm files with ubuntu? I just in\n", + "136000 ^-^ __eou__ raight, out of the box :) __eou__ blackbox, flux\n", + "137000 i have a microsoft intellimouse under ubuntu linux. when i \n", + "138000 any good programs for making pictures look better? this one\n", + "139000 ah... yes... tricky :9 __eou__ __eot__ yes it is, and only u\n", + "140000 natutilus as root? *shudders...* __eou__ __eot__ lol what's\n", + "141000 I am reading xkb and xmodmap docs, I tried some xmodmap scri\n", + "142000 sudo ln -sf /usr/bin/Xgl /etc/X11/X <-- this does not work _\n", + "143000 hey __eou__ do a /nickserv info zeeble __eou__ blah. well, t\n", + "144000 anyone used cygwin __eou__ i ask for just general info ... _\n", + "145000 hey when i type mkdir /media/partitionname __eou__ it says \"\n", + "146000 ok ill check it out __eou__ nothing else i can do then __eou\n", + "147000 pygtk comes bundled in ubuntu or I have to install it? __eou\n", + "148000 anyone knows how to configure clients for tor or privoxy __e\n", + "149000 ubuntu> no root password use sudo __eou__ Kadran> did you in\n", + "150000 dont suggest that __eou__ __eot__ Why not? It's pretty effe\n", + "151000 turn the brightness down... __eou__ __eot__ it's about eight\n", + "152000 hello. __eou__ hello. __eou__ can someone tell me how the ip\n", + "153000 Hi ppl __eou__ I need to copy a file to a USB external disk \n", + "154000 Is there a package that provides a startup script for iptabl\n", + "155000 Is the live cd really really slow or is it my cd drive, and \n", + "156000 !tell zawa about restricted __eou__ __eot__ cyne: please tak\n", + "157000 No clue __eou__ i think it's fat16, though __eou__ will some\n", + "158000 bah i still need to configure modem, printing, mail server, \n", + "159000 how do i change boot loader options during install of dapper\n", + "160000 any idea howto get sound working on flash videos ? __eou__ d\n", + "161000 what is your problem? __eou__ __eot__ I cannot read from a C\n", + "162000 hi __eou__ please how could i get the list of kernel loaded \n", + "163000 SMACK! __eou__ SetUID BAD!! __eou__ __eot__ man chmod __eou_\n", + "164000 what would the package name for gd be? __eou__ can I search \n", + "165000 Hum. Looks like a bug needs to be filed against ubuntu' use \n", + "166000 Is there a command to see the freespace on the ubuntu filesy\n", + "167000 hehe, 's cool __eou__ __eot__ dr3wster, sudo /etc/init.d/apa\n", + "168000 yw __eou__ ( master boot record ) __eou__ __eot__ great mind\n", + "169000 im running foresight linux as a guest os using vmware player\n", + "170000 is there any way to remove a package that ubuntu-desktop dep\n", + "171000 I just detected an event through firestarter from kornbluth.\n", + "172000 does anyone know if there's a command line equivalent for sw\n", + "173000 what is a mythtv ? __eou__ __eot__ looks awesome __eou__ __e\n", + "174000 I just installed vnc4viewer __eou__ __eot__ congratulations!\n", + "175000 anyone know how to configure the screensaver in xubuntu? __e\n", + "176000 hey, Whats a good program to learn python in or any coding _\n", + "177000 is there anyway to make a ubuntu installation boot terminal \n", + "178000 has anyone here tried installing ubuntu on a G3? __eou__ __e\n", + "179000 For the screensavers, it has a \"Pictures Folder\" for an opti\n", + "180000 can anyone please tell me where can I download dapper cd ima\n", + "181000 Is there anyone here whit a ATI Radeon 9800 pro that install\n", + "182000 i have a symlink from hda to hdb. i'm worried that everythim\n", + "183000 hello, guys, please tell me what i should add to my crontab \n", + "184000 hi, just installed ubuntu on the laptop, happyness so far. h\n", + "185000 does anyone remember the name of the disk partitioner that i\n", + "186000 hey guys i have a problem __eou__ i just installed ubuntu ba\n", + "187000 hi any graphical tool to choose between GDM and KDM and to c\n", + "188000 Hello everyone __eou__ Im thinking of installing ubuntu on m\n", + "189000 hey, does any1 know where the option in the live cd install \n", + "190000 Still looking for someone to help me with the datadump issue\n", + "191000 hi guys... i was about to install kubuntu-desktop on ubuntu \n", + "192000 Basically, I am using a Ubuntu 6.06 CD; I always occasionall\n", + "193000 I'm in a fix with grub, guys __eou__ __eot__ how so ? __eou_\n", + "194000 Why do some companys employ C/C++ programmer under Linux, no\n", + "195000 rich: u dont need to find it, just type wine = 1.2.0... no *** The gtk\n", + "263000 Help! When I try to blacklist my Wifi drivers using the \"sud\n", + "264000 I accidentally closed the chat. Did someone have some soluti\n", + "265000 What is the command to determine which host is the DHCP serv\n", + "266000 it says \"Totem Mplayer\" and it doesnt play. __eou__ __eot__ \n", + "267000 #ubuntu should have a web interface __eou__ __eot__ there's \n", + "268000 How can I partition my HDD and install Windows? __eou__ How \n", + "269000 NTFS-3G has really worked wonders for me, really glad with i\n", + "270000 hmf! where can I get this module PEAR-Crypt_CHAP ? __eou__ _\n", + "271000 how can I get ati sound drivers for my laptop, they're gone \n", + "272000 Ummm... anyone think they can help me out with getting my wi\n", + "273000 hello :) __eou__ i have an issue with tightvncserver :( __eo\n", + "274000 Amarok has a small equalizer, only 10 headers __eou__ yea am\n", + "275000 how to count words \"word\" in myfile.txt? __eou__ anyone? __e\n", + "276000 that said, i don't know why it wasn't like that before ;) __\n", + "277000 I'm gonna stab Dan __eou__ I'm gonna pull my friggin hair ou\n", + "278000 anyone have any ideas why, since upgrading to feisty, my wi\n", + "279000 libata sucks bigtime __eou__ i can't tweak my harddrive __eo\n", + "280000 hello __eou__ i am having a problem with add remove __eou__ \n", + "281000 Hi all __eou__ i have a query relating to Acer AL1706 TFT _\n", + "282000 packages in edgy-backports should not have dependencies that\n", + "283000 Hey guys, is there a firewall default for Feisty ? __eou__ _\n", + "284000 does wine not work on feistyx64 __eou__ Wine Windows Emulato\n", + "285000 hello can someone help me im in the LIVE CD now but i cant I\n", + "286000 when i enter http://bigsnake_net.photo.163.com/ , firefox sa\n", + "287000 sigh, how can i install ATIs drivers when Ubuntu wont let me\n", + "288000 just apt-get remove vim-tiny and apt-get install the full ve\n", + "289000 hi all, is it possible to migrate from Debian Etch to Ubuntu\n", + "290000 I installed 7.04 on a VGN-N230E, and it works fine -- but my\n", + "291000 I was on youtube the last day looking for feisty and Beryl v\n", + "292000 according to winehq, office 2007 doesn't won't install on di\n", + "293000 hi! I read intel releases great graphics card drivers for th\n", + "294000 hi,guys i have just installed ubuntu , and i was wondering h\n", + "295000 Whats the command to see processes that are running on my ma\n", + "296000 is it recommended to keep /var/www/ owned by 'root'? cause i\n", + "297000 I put in the 7.04 live cd and it just scrolls \"/bin/sh: Can'\n", + "298000 how do I get X to use a better refresh rate __eou__ it won't\n", + "299000 !nvu | myo (you should also be able to use the edgy package \n", + "300000 how do you get the installer to install w/o 'formatting' / _\n", + "301000 becouse it is a sudo __eou__ __eot__ wasn't the case on 2 ot\n", + "302000 is there a *nix command similar to 'comm' that compares two \n", + "303000 I need help with azureus: my torrents keep going down to 0 k\n", + "304000 what is a good torrent client for ubuntu....bittorrent has l\n", + "305000 Azureus __eou__ anyone know of a good Nintendo 64 emulator? \n", + "306000 how to make \"ctrl\"+\"alt\" a third-level-choser?!? __eou__ __e\n", + "307000 Can anyone help me transfer my outlook express information t\n", + "308000 help my apache is broken __eou__ __eot__ what happened? __eo\n", + "309000 how long is 'Installing system' supposed to take via the reg\n", + "310000 ergh, ubuntu installed but crashes on next system boot. __eo\n", + "311000 is there a console command for comparing files? __eou__ __eo\n", + "312000 Say, where it is possible to load a driver for HP 4400c __eo\n", + "313000 hey all... anyone got a fix for e1000 under x64? I get 'can'\n", + "314000 is there anyway to have programs start on ubuntu startup.. l\n", + "315000 i have the ati radeon x1400 video card in my inspiron 6400 a\n", + "316000 Question: I just got home from college and my parents have s\n", + "317000 What's the difference between an apt-get and an aptitude? __\n", + "318000 hey all, I'm having trouble with permissions on a new hard d\n", + "319000 i'm having partition problems :( __eou__ I want to dual boot\n", + "320000 blairellisL im sure with the advanced options you can be mor\n", + "321000 ok __eou__ I've got ndiswrapper installed, with its awesome \n", + "322000 Arg! Can anyone explain this? My Mac OS 10.4 laptop can get \n", + "323000 do anyone know what to do to make a bootable CD? i'm a newbi\n", + "324000 haha, shadowmancer, I was about to ask if you were connected\n", + "325000 anybody ever have eth0 and eth1 just disappear on a reboot a\n", + "326000 hey, I was considering trying out 7.10 tribe 3 (for some new\n", + "327000 hi, is it possible to type a command in the linux console a\n", + "328000 how do I use aptitude or apt to show the locations of instal\n", + "329000 why did you PM me? __eou__ __eot__ it is a trick with the bo\n", + "330000 or, Win2k on one drive, and Ubuntu on the other, or somethin\n", + "331000 Hi all __eou__ *I've got a little... problem* (a.k.a. Glotti\n", + "332000 is there a doc on how to install .deb files? __eou__ actuall\n", + "333000 do you have any ideas how to fix this error im getting with \n", + "334000 you there? __eou__ __eot__ yes __eou__ __eot__ hi! I was won\n", + "335000 hi, I have an asus DRW-1608P, and about one week I can't bur\n", + "336000 can anyone guide me? i want to use my mobile phone as a mode\n", + "337000 hm.. i've installed ubutnu and my resolution was crapy, so i\n", + "338000 yay microsoft messed up my ubuntu partition __eou__ i tried \n", + "339000 okay i need help setting up an SSH server on Ubuntu Server F\n", + "340000 when i tryed a sudo apt-get update i got this error msg: W: \n", + "341000 any ideas where do I set the number of workpaces so cube on \n", + "342000 Where can i get earlier versions of Ubuntu __eou__ __eot__ w\n", + "343000 hello everybody! I need a specific answer... __eou__ I am t\n", + "344000 is there any way i can make my own start menu for ubuntu? i \n", + "345000 sudo aptitude download :P __eou__ __eot__ why \n", + "346000 if i want Tomboy Notes to autostart on boot up, is it just a\n", + "347000 his RDM reports that he doesnt need, prob cuz the restricted\n", + "348000 hi, i just installed eterm via a sudo apt-get install eterm \n", + "349000 Any C programmers out there? __eou__ I'm just starting to us\n", + "350000 hey anyone know how to kill compiz from the terminal? __eou_\n", + "351000 Morning, all. I'm trying to install 7.10 on my laptop. All\n", + "352000 howdy folk __eou__ does anyone know how to get the shell eff\n", + "353000 i just installed ubuntu 7.10 and enabled gl desktop. what do\n", + "354000 For importing windows settings, do you have to reformat the \n", + "355000 for some reason proprietary drivers don't want to install fo\n", + "356000 Is the defualt shell in gusty still dash? __eou__ does anyon\n", + "357000 hi, i accidentally converted my ntfs win partition to ext3. \n", + "358000 anyone got patches for kernel 2.6.23 for the new ati drivers\n", + "359000 how do i get my card reader to work? dmesg tells me it just \n", + "360000 oh jesus __eou__ I f*cked up my laptop... :( __eou__ I bette\n", + "361000 I've deleted the windows partition and now grub wont boot ub\n", + "362000 no xstat __eou__ src? run php without apache???? __eou__ __e\n", + "363000 is there a command to pull all the .mp3 files out of seperat\n", + "364000 I haven't had to update my system in 2 weeks.. is this norma\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365000 KILL DASH NINE __eou__ __eot__ are you singing the song? __e\n", + "366000 hi. i'm trying to emulate N64 games with mupen64 and kamefu \n", + "367000 can anybody help me in changing the desktop icon text color \n", + "368000 Chill firefox and thats abou tit __eou__ __eot__ null needs \n", + "369000 i just copied over a directory from a seperate partition to \n", + "370000 seriously, can anyone aid me in getting airport-config worki\n", + "371000 hi everyone, __eou__ anybody with freezing issue on Gutsy ? \n", + "372000 how do I give a bridge interface a gateway address? __eou__ \n", + "373000 i can't load my xserver __eou__ and i have one important fil\n", + "374000 help, how come after uninstalling wine .. and removing the .\n", + "375000 is there a way to kill X only without affecting all the serv\n", + "376000 Hello everyone. I recently installed ubuntu-desktop over a k\n", + "377000 archive.canonical.com/\"dist name\" __eou__ __eot__ much appri\n", + "378000 does ubuntu have a link that explains the size of partitions\n", + "379000 are there any admins for this place? __eou__ __eot__ Yes, th\n", + "380000 Is there a way to del selective files recusive, ie i want to\n", + "381000 Ok, here's a question. I have a box running U 7.04 server. s\n", + "382000 how would i go about substituting a library (libgpod) from \n", + "383000 hello. the process \"ksoftirqd\" is consuming between 20-25% o\n", + "384000 http://amarok.kde.org/wiki/Media_Device:IPod endo_ also stuf\n", + "385000 hey guys - i am installing xubuntu as i have an OLD computer\n", + "386000 I want to reset all the desktop configuration for a user to \n", + "387000 can someone recommend free software for managing a open sour\n", + "388000 I have an issue with system time between ubuntu & windows xp\n", + "389000 ho __eou__ hi __eou__ how can I install kernel sources with \n", + "390000 hi, I have java installed but I cannot seem to get it runnin\n", + "391000 how can i burn an iso to a cd/dvd? __eou__ __eot__ Right cli\n", + "392000 is there a way to recursively load all the files in a direct\n", + "393000 !ohmy | xen_ __eou__ !pastebin | EtherNomad __eou__ __eot__ \n", + "394000 Hello Ubuntu guys I need some help on my installation of ubu\n", + "395000 no __eou__ whats up? __eou__ so the sound worked b4 updates\n", + "396000 I'm trying to install 7.04 on an hp laptop with an ati card \n", + "397000 There is no entry for rar in the man pages on my terminal. \n", + "398000 hi, I have about 200 files in a Directory, file name is cbq-\n", + "399000 I'm still having a problem getting Ubuntu to set my monitor \n", + "400000 _Oz_-> ummm damn small linux works with 50meg hd and 64meg o\n", + "401000 pelo: should i go manual network config? __eou__ instead of \n", + "402000 hi chaps. __eou__ I'm dying here. __eou__ I've been trying t\n", + "403000 what is the difference between linux x86 and linux-64 __eou_\n", + "404000 make sure you install the smbclient package too ! __eou__ __\n", + "405000 So, I recently installed ubuntu on a thinkpad x60, and the w\n", + "406000 anyone having problems with azereus on amd64? __eou__ __eot_\n", + "407000 hey guys, ty for the help I have studio working just fine no\n", + "408000 When ever I try to enable windows effects, I get a message t\n", + "409000 so it doesn't work and you claim it does? great logic! __eou\n", + "410000 anyone know why video would be choppy even though compiz and\n", + "411000 lilo = linux loader __eou__ !ask | mohammed __eou__ lazy: ta\n", + "412000 i even compiled the latest alsa __eou__ __eot__ did you try \n", + "413000 whats wrong with pidgin ? __eou__ __eot__ nothing is wrong w\n", + "414000 thanks linxeh __eou__ i was just wondering what programe to \n", + "415000 hmm... I've been messing around a bit with my suspend resume\n", + "416000 hi all how can i run things at startup? __eou__ __eot__ you \n", + "417000 hello guys. i have ubuntu 5.04 installed, is it possible to \n", + "418000 that we definitely have. __eou__ __eot__ do you know iptable\n", + "419000 can anyone refer me any compiler for compiling the prolog pr\n", + "420000 what is squid __eou__ can i limit total bandwidth /s combin\n", + "421000 does anyone here use xchat? __eou__ __eot__ i am..right now.\n", + "422000 !offtopic | gogeta __eou__ __eot__ this is a support issue _\n", + "423000 Felonius - If you only format the Ubuntu partitions and don'\n", + "424000 thinking about ubuntu for my hand-me-down macbookpro; open t\n", + "425000 What program can I use to convert .ogg files in .wav? __eou_\n", + "426000 so i have two physical disks in LVM, in one volume group and\n", + "427000 can anyone help me with my problem? don't mean to seem impat\n", + "428000 i know it wouldn't really matter, but does anyone know a bet\n", + "429000 : What? __eou__ They all 'act up' __eou__ __eot__ One fine d\n", + "430000 is synaptic not downloading because of the high use of the s\n", + "431000 Ah, the joy of downloading. __eou__ it's like watching paint\n", + "432000 can someone please give me a hand, i've been having an issue\n", + "433000 anysuggestions? __eou__ __eot__ you are sure that you dont h\n", + "434000 when i wanna install ubuntu i get an IO error __eou__ :| __e\n", + "435000 who uses torrents? __eou__ Hischild: Private chat? __eou__ y\n", + "436000 third tab over __eou__ __eot__ still same problem __eou__ __\n", + "437000 is there a 'absolute beginner' room for a question? __eou__ \n", + "438000 any one know why i can only get a 16 kb dl rate...? usually \n", + "439000 I have that problem! __eou__ __eot__ have you found a fix y\n", + "440000 what is the new bittorrent client in ubuntu called? __eou__ \n", + "441000 Camorama only grabs pics __eou__ i also used gstreamer-prope\n", + "442000 WIth the new SSL vulnerability, what can I do to patch my sy\n", + "443000 is there a way to download ubuntu mobile ? __eou__ __eot__ h\n", + "444000 install either libstdc++-dev or libstdc++6-dev and you shoul\n", + "445000 How do I set the logical name of a network card? My wlan0 di\n", + "446000 alextvm : sudo mount -t ext3 /dev/sda6 /mnt/root __eou__ su\n", + "447000 hi __eou__ I can't mount my windows drive. it says \"$logfile\n", + "448000 q. how can i disable the automatic update everyday or so ? _\n", + "449000 Hi, sometimes when I login (like this time), my desktop does\n", + "450000 I am trying to run sudo alien -i lightscribe-1.8.15.1-linux\n", + "451000 Hello. I am trying to change the Network card MAC address, I\n", + "452000 I'm currently running 7.04. I have the 8.04 CD from Canonic\n", + "453000 can anyone suggest a good gmail notifier app for ubuntu? so\n", + "454000 I guess no one knows the answer to my questions? __eou__ My \n", + "455000 Hi, I got the 'application/places/systems' bar at the bottom\n", + "456000 How can i create images of cd's in ubuntu, like .iso files? \n", + "457000 I've never had a problem with Envy, but if its giving you pr\n", + "458000 I am using the ATI proprietary drivers and whenever my scree\n", + "459000 how do you list the users in a terminal? __eou__ __eot__ w _\n", + "460000 have youchecked system>preferences>preferred applications? \n", + "461000 Hi folks __eou__ What I've been used to using is a combined \n", + "462000 Hi, Im interested in testing a beta driver from nvidia, but \n", + "463000 hi all, i get a \"frame sync error\" when trying to open an .a\n", + "464000 hey folks I installed imagemagick package but i dont see any\n", + "465000 guys, i got a lil problem. Ubuntu doesnt start the cron daem\n", + "466000 i found out that whenever i open firefox things get really s\n", + "467000 hey guys __eou__ I've got a problem with my graphics card __\n", + "468000 pgrempton: are you trying to use the nv or the binary nvidi\n", + "469000 Anybody know what the apt etc. equivelant is for the command\n", + "470000 Is there a free weblog application for linux? Basically I w\n", + "471000 Is there a way to change ONLY the Application menu icon? __e\n", + "472000 lol, why do you use ubuntu at work ? __eou__ __eot__ Why not\n", + "473000 #ubuntu-offtopic would be a start __eou__ __eot__ thank you!\n", + "474000 so is wicd every going to work in hardy or am I stuck with t\n", + "475000 nobody who can help me with Grub Error 15: file not found? =\n", + "476000 did anyone here type this command: sudo hdparm -B 254 /dev/s\n", + "477000 how do I get the compiz cube setup in ubuntu 8.04 default in\n", + "478000 it plays fine for me __eou__ __eot__ here says 'no video' an\n", + "479000 Hi! Can someone please tell me, what it takes to add a packa\n", + "480000 hi, i have some private data and files and i would like to p\n", + "481000 Does anyone know how to migrate my mail from kmail into a co\n", + "482000 !away | TheMaxzilla __eou__ !ops | TheMaxzilla away messages\n", + "483000 is it possible to make pidgin to show some kind of popup whe\n", + "484000 I often get notices that updates are available for software \n", + "485000 ok, gnash doesn't seem to do anything at all. no gootube, no\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "486000 echo $(( ($(date -d 'Mar 1 2009' +%s) - $(date +%s))/60/60/\n", + "487000 man adduser says useradd might be friendlier __eou__ __eot__\n", + "488000 pici: no email in my box __eou__ why does #python require us\n", + "489000 can I back up my laptop's entire drive? I'm talking multi-p\n", + "490000 hello all __eou__ where can I find new vlc for ubuntu ? __eo\n", + "491000 I am sorry, I still don't understand this RESOURCES_64BIT op\n", + "492000 how can I login with root account? Do I have to activate it?\n", + "493000 anybody : how much of memory should i have on hdd to have ub\n", + "494000 can someone help me to get a python-script start with xdm? i\n", + "495000 any photographers here? __eou__ any photographers here? __eo\n", + "496000 can someone help me on remounting my secondary hard drive? \n", + "497000 anybody know how to fix CRC Error? __eou__ __eot__ in what c\n", + "498000 hey friends!what does make modules_install do after make the\n", + "499000 is anyone able to watch videos on nbc.com? __eou__ __eot__ t\n", + "500000 When editing the permissions of a directory, do i need to en\n", + "501000 Can anybody please suggest the best format to record a DVD f\n", + "502000 Hey i am having a problem with resolution, I believe the sou\n", + "503000 Just want to confirm if I want to compile a C++ sour code wi\n", + "504000 samba has no content encryption __eou__ __eot__ wouldn't tha\n", + "505000 i have a proprietary nvidia driver and my pc runs on a gefor\n", + "506000 Everytime I use gnome network manager and I use an encrypted\n", + "507000 What is the command line for finding out what process is usi\n", + "508000 Most flash sites dont even work on my wii any more. :( they \n", + "509000 did i mention that my dapper->hardy upgrade left me without \n", + "510000 Hey i have a question __eou__ is there such a thing as an ub\n", + "511000 EMERALD - how do I make one? __eou__ :-$ __eou__ __eot__ htt\n", + "512000 can someone help me with the ubuntu 8.04 server edition inst\n", + "513000 hello guys.. im about to use distro upgrade thingy to upgrad\n", + "514000 HEY OH MAN i cant start the trendmicro housecall virus scann\n", + "515000 I wish some of the distros would add VMware to their package\n", + "516000 anyone know if X11 uses xorg.conf like it use to?? im trying\n", + "517000 will installing an xp virtual box make me vulnerable to the \n", + "518000 why I can't configure more than 2 desktops? if I up the amo\n", + "519000 1318 people ignore my pleas.... __eou__ __eot__ it happens..\n", + "520000 hello __eou__ Could someone by any chance walk me through up\n", + "521000 man that time flew by, seems like just yesterday I was insta\n", + "522000 i can't get firefox to launch from the applications menu -- \n", + "523000 What's the terminal command to list all running processes wi\n", + "524000 hiya, ive just got a headset but im having trouble getting t\n", + "525000 Can someone tell me how to install a program through termina\n", + "526000 but wine is only able to run one executable, not an entire g\n", + "527000 can someone help me with the command line please, i want to \n", + "528000 After the installation, is it real that I have to update my \n", + "529000 Hey, my resolution is messed up after upgrading to a Widescr\n", + "530000 where's a good place to put shared files? __eou__ files that\n", + "531000 hi, I recently installed Ubuntu 8.10 and I have a problem: i\n", + "532000 Hey all! __eou__ Is there a Apple or Mac channel? __eou__ __\n", + "533000 once i get Ubuntu exactly the way i want it is there a way t\n", + "534000 yes, I did it once as an exercise; /usr/share/doc/wpasupplic\n", + "535000 I seem to get a corrupted X session at random on occasion. I\n", + "536000 how do you check for updates in synaptic package manager on \n", + "537000 hi, why is totem the default dvd player when it can't play d\n", + "538000 How do I install a .deb via command line, and how do I make \n", + "539000 Does anyone here have excel 2007 and is willing to make me s\n", + "540000 whats pruning? __eou__ __eot__ removing useless stuff from a\n", + "541000 someone know in what reposiroty is ntfsprogs? __eou__ __eot_\n", + "542000 No-one has an idea for my problem? __eou__ I've just a quest\n", + "543000 I am going to buy a dell xps m1530 today if I can. do people\n", + "544000 does anyone know of a firefox 3.1 package for amd64? __eou__\n", + "545000 Somebody knows about a nice black theme for ubuntu 8.10? __e\n", + "546000 hey all, I'm looking to make the shell that comes with Ubunt\n", + "547000 I have 810 64bit installed on a SATA disk .... is it better \n", + "548000 Anyone: whats the best multiplayer game on linux right now??\n", + "549000 I have a folder in my Trash and apparently I don't have the \n", + "550000 There's a cisco compatible vpn client in the repositories ..\n", + "551000 hi __eou__ i'm trying to install the latest eclipse, but the\n", + "552000 I see __eou__ I want it to print out the package description\n", + "553000 has anyone successfully setup and got working a fingerprint \n", + "554000 if i got the ubuntu repo would that include intel386 and amd\n", + "555000 rsync would fail - obviously. data wouldn't get written anyw\n", + "556000 mpegtranscode __eou__ __eot__ will mpegtranscode burn the dv\n", + "557000 so you need port forwarding / DNAT? __eou__ __eot__ I don't \n", + "558000 I'm finding Ubuntu as easy to use as Windows XP unless I fee\n", + "559000 how can i adjust ubuntu to only have one desktop? (the defa\n", + "560000 Anyone here familiar with RAID setups. Have a problem with s\n", + "561000 Ah, neat, ubuntu now has a USB flash drive installer tool. _\n", + "562000 Guys, could you check this over and tell me how it looks? \n", + "563000 hi Mez __eou__ make sure you install samba first HawkLion __\n", + "564000 @ Tesla Also Running Ubuntu on an EEE PC. __eou__ @ Tesla I \n", + "565000 I'm having trouble with suspend/resume in Hardy. I've upgra\n", + "566000 Doesn't someone know how to make a shell script with an infi\n", + "567000 :) __eou__ the server commodore running apt-mirror, it's up \n", + "568000 DIAF __eou__ its only rude if they listen in the first palce\n", + "569000 Does anyone have any idea about my problem? :P __eou__ __eot\n", + "570000 how to get blender working? __eou__ I got blender installed \n", + "571000 ugh fucking compiz is ultra-broken right now __eou__ Oh, sor\n", + "572000 think they had the same problem with 8.10 __eou__ __eot__ Th\n", + "573000 in shell, how do i clear my file history? __eou__ __eot__ fi\n", + "574000 you from slartibartfast? __eou__ __eot__ yes __eou__ __eot__\n", + "575000 Currently running ubuntu from usb stick. Unfortunately progr\n", + "576000 Can Ubuntu read UFS? FreeBSD's filesystem? __eou__ __eot__ y\n", + "577000 where can I get a version of wine that is greater than 1.0.1\n", + "578000 laptop DDR2 is 200pin __eou__ __eot__ thanks. It's a desktop\n", + "579000 hi, can anyone please explain to me how to effectively forma\n", + "580000 Is there any SSH guru out there who can explain what the err\n", + "581000 help! trying to install vmware 2.0.1 on ubuntu 9.04 64bit, s\n", + "582000 no recommendations? __eou__ for a tv tunner card __eou__ __e\n", + "583000 anybody that's good with cron have a moment to help me troub\n", + "584000 !clone > dadrock __eou__ __eot__ what kind of program is gks\n", + "585000 Tyranos, I have a x1600 myself __eou__ Tyranos, the drivers \n", + "586000 nope... didn't work, how do i force the OS to release contro\n", + "587000 is there a specific iso for linux netbooks? __eou__ er .. ne\n", + "588000 Linux 2.6.29.4 i686 GNU/Linux __eou__ __eot__ same, but with\n", + "589000 If you are using vmware, have you checked out: http://linho\n", + "590000 indus:ok __eou__ __eot__ : why don't you check backtrack web\n", + "591000 i just upgraded from 8.04 to 8.10 and all windows have lost \n", + "592000 please how could I fiix this: Authentication failed when i t\n", + "593000 can i remove pidgin and leave finch? or if i remove pigdin t\n", + "594000 does google labs from gmail work with ubuntu? __eou__ __eot_\n", + "595000 !ekiga | krishmish __eou__ __eot__ but will i be able to con\n", + "596000 while using my ubuntu i felt the need for some a desktop wid\n", + "597000 i don't even recognize linux anymore when i'm fiddling with \n", + "598000 python $file_name_you_want_to_run __eou__ __eot__ it says\" p\n", + "599000 hi, how to install ubuntu desktop, and uninstall xubuntu des\n", + "600000 is there an easy way, tool or utility, that can help me view\n", + "601000 how can i change my updatemanager to look for development re\n", + "602000 anyone know how to access mac user files on ubuntu? __eou__ \n", + "603000 !ot | joel_ __eou__ __eot__ ubuntu can be difficult it depe\n", + "604000 the ftp command returns error 500 Illegal port command __eou\n", + "605000 hey, my WLAN is not work, but the light is ON , here's the i\n", + "606000 re __eou__ any news xorg problem with ati old card and fglrx\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "607000 how do i create usb bootable drive from server (i386) iso? _\n", + "608000 anyone can help me with >>> this problem rndc: connect faile\n", + "609000 So which should I install, 32-bit or 64-bit? I've got a quad\n", + "610000 I thought the wine website had links to all old versions __e\n", + "611000 Can I remote start a laptop running ubuntu? __eou__ __eot__ \n", + "612000 neone have aspire one with them __eou__ aspire one __eou__ _\n", + "613000 how do i get usb working in virtualbox? in ubuntu 9.04 __eou\n", + "614000 If any one can help me that would be rad, I'm even will to t\n", + "615000 any opinion ,thanks but it's urgent __eou__ __eot__ i don't \n", + "616000 nice call ejv __eou__ __eot__ heheh, you in the market? :p _\n", + "617000 anyone aware of a 2.6.x live usb that is less than 60MB? __e\n", + "618000 I found this forum posting, http://ubuntuforums.org/archive/\n", + "619000 a lot of people use glade.. you might want some other packag\n", + "620000 can anyone help me with compiling programs that use qt? it l\n", + "621000 is there anyway to save the video in http://www.omroepflevol\n", + "622000 All the pages I am finding refer to creating your own USB im\n", + "623000 is there any way to read *.chm files __eou__ __eot__ chmsee \n", + "624000 Good evening. I'm looking for the most user friendly version\n", + "625000 How do I connect to a network share in Ubuntu? __eou__ How d\n", + "626000 hi all. whens 9.10 coming out? __eou__ __eot__ October 29th \n", + "627000 =\\ __eou__ I get the same error using VNC viewer (offical vi\n", + "628000 hey guys , is there extensions for chromium? __eou__ __eot__\n", + "629000 So I have python2.6 and scons both installed via package man\n", + "630000 has anyone here bought a computer from system76? I need to\n", + "631000 I got a question for Evolution E-Mail Client... How do you m\n", + "632000 found a petition to get shockwave on linux: http://tinyurl.c\n", + "633000 i cant make my ftp server work __eou__ been trying to get it\n", + "634000 any way to make the remote desktop active prior to login? __\n", + "635000 uhm, can anyone tell me how i can set a python script as my \n", + "636000 what are you trying to change the permissions of? sometimes\n", + "637000 or mplayer __eou__ __eot__ i just hate mplayer with a passio\n", + "638000 got any problem with sun jdk and koala? __eou__ __eot__ why \n", + "639000 hi everyone, so how is karmic? __eou__ __eot__ bit unfriendl\n", + "640000 hello __eou__ I've just updated my jaunty to karmic just now\n", + "641000 MaT , you have compiz effects enabled ? __eou__ __eot__ yes,\n", + "642000 what is with with this new release and the nvidia cards __eo\n", + "643000 i have courier-imap and sendmail running... and squirrelmail\n", + "644000 my sound system isn;'t working can anyone help> __eou__ it h\n", + "645000 hi all - I'm trying to ssh to a remote server, which is lock\n", + "646000 hey guys. i had an issue with installing ubuntu when it firs\n", + "647000 Hey guys, my system crashed and the mp4 player, the instant \n", + "648000 could anyone access win7 shared folders from karmic yet ? it\n", + "649000 !it | luis_ __eou__ __eot__ i think that was portuguese __eo\n", + "650000 ok I installed, ubuntu netbook remix on the second drive of \n", + "651000 Which version of Ubuntu are you using? __eou__ __eot__ 9.10 \n", + "652000 Hey guys Im about to wipe 9.10 for the more reliable 8.04.3 \n", + "653000 I have a RAID1 array and tested the redundancy by removing o\n", + "654000 i have an easy question, i have instaled karmic on my laptop\n", + "655000 how do I change file associations? I've tried changing the \n", + "656000 i have a new install of karmic. it comes with grub http://pa\n", + "657000 is there a text based web browser with javascript ability __\n", + "658000 Hello, can someone please help before I kill my self. All I \n", + "659000 I need HELP PLEASE :O RESET COMPIZ settings =( .... I alread\n", + "660000 Hello, I don't find flahs very stable using an 64bits oppera\n", + "661000 douglasawh-work: you could check the grub2 wiki page, i'm no\n", + "662000 anyone having problem with software enter in 64bit?? __eou__\n", + "663000 hi, I am trying to use the mail program to send e-mails to m\n", + "664000 hello i need some help, for some reason my wireless card is \n", + "665000 Sabre-night: it's a problem of Window XP i think, not of U\n", + "666000 I dl'd a avi file, but when i play it, I can see the start w\n", + "667000 hmmm.. __eou__ __eot__ http://tinyurl.com/2l4vlx __eou__ __e\n", + "668000 lol, I come to ask a question, I don't get it answered, but \n", + "669000 Anyone can help with touchscreen? __eou__ __eot__ did you ru\n", + "670000 did you install inside Windows? __eou__ does your machine wo\n", + "671000 is there a way to encrypt a home partition __eou__ i mean a \n", + "672000 yup ive installed XP first, only thing is XP got screwed up.\n", + "673000 does anyone know how do i kill apt-get? __eou__ __eot__ why \n", + "674000 question about keyboard. on win 7 or vista my num lock stay\n", + "675000 you see on rTorrent 0.8.6/0.12.6 i want to execute a comman\n", + "676000 ~/.local/share/rhythmbox/rhythmdb.xml might be what you are\n", + "677000 hello all. i just tried to format a new hard drive. i tried \n", + "678000 Hi, is there any way to get more virtual desktops in 9.10? I\n", + "679000 very stylish to f.ck up the system __eou__ __eot__ how come \n", + "680000 have a system running 9.1, altho hostapd is configed to star\n", + "681000 Linux is for dumb mentally retarded bitches who ate too many\n", + "682000 no sound in karmic... I only get sound in tvtime and nothing\n", + "683000 DD? __eou__ __eot__ yep __eou__ __eot__ \n", + "\n", + "684000 is there a version of ubuntu for homosexuals and lesbians? _\n", + "685000 how much swap would be optimal for a netbook with 1 GB RAM? \n", + "686000 how to install global equalizer on ubuntu??? __eou__ how to \n", + "687000 that tomato is great ! __eou__ __eot__ agreed, much better t\n", + "688000 is there some kind of plugin to allow me to view quicktime v\n", + "689000 can you still use unetbootin if you don't have ANY OS on you\n", + "690000 Would anyone be able to recommend a good virtual ISO tool fo\n", + "691000 I always used samba to access windows network shares, how el\n", + "692000 so what if the Eskimos have 200 words for snow ?! how many m\n", + "693000 guys, can anyone help me, sort this out. Im helping a friend\n", + "694000 Can anyone tip me on annother more user friendly program tha\n", + "695000 I will give someone a high five if they can tell me how to t\n", + "696000 hey, commands scheduled via \"at\" aren't working.. any help? \n", + "697000 on grub press e __eou__ __eot__ And add the params to the en\n", + "698000 I have an iso for installing ubuntu. I want to install it on\n", + "699000 anyone know a good windows password recovery tool? __eou__ _\n", + "700000 ummh, I just installed Ubuntu 10.04 Beta 2 __eou__ after ins\n", + "701000 what command will give me the default gateway ip? __eou__ __\n", + "702000 when it was released __eou__ why do they make new release ve\n", + "703000 how do i get my box to allow me to install linux-restricted-\n", + "704000 Where can I get a torrent file for the 32-bit server edition\n", + "705000 Hi. Just updated to 10.04, and I've noticed that all apps i\n", + "706000 Anyone have experence with the mx5000tools? When i perform a\n", + "707000 No Reflex: there is a delay after the grub screen disappears\n", + "708000 How do I install a tarball? __eou__ !tty h00k __eou__ __eot_\n", + "709000 Maybe this:> http://www.pendrivelinux.com/ __eou__ __eot__ d\n", + "710000 I have my ubuntu box setup as a wireless router, what would \n", + "711000 hi all ! how to print in black&white on lucid 10.04 ? thanks\n", + "712000 hi, i recently switched to HDMI display (HD5850 + Samsung 24\n", + "713000 why just install lucid __eou__ __eot__ why don't you scrollb\n", + "714000 what is the best way to reconfigure X autodetecting my video\n", + "715000 unable to find a medium containing a live file system __eou_\n", + "716000 do i need an itunes account to install apps on my ipod touch\n", + "717000 say, whenever i type in my \"sudo password\", i get to use sud\n", + "718000 what? __eou__ that doesnt look right __eou__ __eot__ you rig\n", + "719000 Glad to see you using Ubuntu, :) Thanks, :) I personally lik\n", + "720000 Hi networking issue in Ubuntu 10.04LTS: http://pastebin.com/\n", + "721000 Hi, im trying to install ubuntu with a original cd (shiped b\n", + "722000 does anyone know of a fix for the volume slider on mplayer, \n", + "723000 hello, quakelive sometimes leaves my gamma setting changed l\n", + "724000 How-to run X windows system without nvidia and nouveau drive\n", + "725000 hello. i have a file name \"libstdc++.so.5\". if i want to \"\n", + "726000 anyone tried ubuntu one __eou__ is it any good __eou__ anyon\n", + "727000 nope.. still no wlan configuration.... ugh __eou__ lspci sho\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "728000 how do you change where the window manager buttons are? For \n", + "729000 anyone know how i can join an image + mp3 for youtube. i in\n", + "730000 Hi Ubuntu pros. I'm teaching some talented youngsters basics\n", + "731000 hey my web home page has just been changed to start.ububtu \n", + "732000 How can i found the hostname of specific IP? is any command?\n", + "733000 I want to make another user that is not an administrator abl\n", + "734000 none? __eou__ __eot__ none what??? __eou__ __eot__ kernels i\n", + "735000 what hardware do the developers recommend? is there a list \n", + "736000 i want an image viewer sub console __eou__ can any one help \n", + "737000 Is there a way to change username in ubuntu 9.20 __eou__ 9.1\n", + "738000 narf!@ __eou__ ja, im also troubleshooting display driver is\n", + "739000 Can anybody help me remove compiz completely from terminal, \n", + "740000 How do I remove an Fstab entry if ubuntu won't boot? __eou__\n", + "741000 Assuming a lot of users are using xchat... question: what do\n", + "742000 can somebody help me __eou__ How do they make cds and dvds a\n", + "743000 How can I determine if the program Rhythmbox depends on Avah\n", + "744000 I am having a problem with virtual box. I am running ubuntu \n", + "745000 Hi, where is the hosts file in ubuntu? My computer is acting\n", + "746000 hello, i get \"dpkg: dependency problems prevent configuratio\n", + "747000 hello __eou__ has anyone a tutorial, how I can install ubunt\n", + "748000 I just finished upgrading to 10.10. When I start Ubuntu, it \n", + "749000 Eughhh people, I just deleted a partition and I accidentally\n", + "750000 is there a certain way to install icons? __eou__ __eot__ put\n", + "751000 Werner_: kneaux_: just.. 'halt' __eou__ __eot__ you're right\n", + "752000 hey guys, I just reformatted my flash drive, and it had a lo\n", + "753000 i just popped whats supposed to be a 2gb stick of ddr2 memor\n", + "754000 please help, when trying to do an in windows install of ubun\n", + "755000 hello, can I ask kubuntu questions here as well? __eou__ myr\n", + "756000 Hey, I have redirected a port using iptables. It doesn't wor\n", + "757000 Hi, I'm trying to enable SCIM for Japanese input (on a US ke\n", + "758000 yeah __eou__ I have a problem.. Can any1 fix this __eou__ m\n", + "759000 can someone help me with audio conversion? i've tried every \n", + "760000 Are there any downsides to using 64-bit Ubuntu? I'm particul\n", + "761000 Can anyone suggest a good tutorial on how to back up your ho\n", + "762000 NOOOOO! I just upgraded to maverick and the stupid garbled \n", + "763000 \u001c", + "\u001c", + "\u001c", + "\u001c", + "Anyone has a recommendation for a good wireless router t\n", + "764000 Does anybody know why the kernel names the sound card interf\n", + "765000 what is nautilus elementary? __eou__ __eot__ i more sleek ve\n", + "766000 it does __eou__ __eot__ i'm trying to rotate these .movs and\n", + "767000 anyone know how to force detect usb drive ? __eou__ __eot__ \n", + "768000 it's rather irritating that my isp won't let me hook up a mo\n", + "769000 wont that change his uuid for that partition? __eou__ __eot_\n", + "770000 Can I create a custom LiveDVD of Ubuntu 10.10 that maps /hom\n", + "771000 anyone try the netbook version of 10.10? __eou__ __eot__ i'm\n", + "772000 Anyone know a best tutorial for learning the Linux Kernel 0.\n", + "773000 how would i connect my xbox 360 to my pc via ethernet? i wan\n", + "774000 you can also look for GUI's to do that __eou__ __eot__ where\n", + "775000 does passwords and encryption keys support hkps? __eou__ __e\n", + "776000 still trying to install 10.10 on my Revodrive X2. Any help? \n", + "777000 alright, I'm having some trouble installing an rpm.bin file.\n", + "778000 Hello. After upgrading to 10.04 from my 9.10, Everything wor\n", + "779000 If I do \"cd ~/long/path/name\" and then \"./foo\" the applicati\n", + "780000 Hello could someone tell me how to get Samsung ML-1640 to pr\n", + "781000 If I want to install Ubuntu and have two monitors on the sam\n", + "782000 Hi. What's the WINE channel? __eou__ __eot__ #winehq __eou__\n", + "783000 how can i find my DVD directory ????? __eou__ how can i find\n", + "784000 Hai - How can I 'rm -r' all directories created on a given d\n", + "785000 hey guys can someone help me out? __eou__ __eot__ Ask away a\n", + "786000 my numpad on my keyboard isn't working at all on my USB inst\n", + "787000 Is lubuntu using ubuntus logo? __eou__ But i can see all fil\n", + "788000 when i do 'sudo ps aux|grep mysql' -- it doesnt find any mys\n", + "789000 how would i get the memory usage (in MB) for a program and p\n", + "790000 exactly :) __eou__ nick? __eou__ __eot__ hm? __eou__ nick? _\n", + "791000 '~$ sudo e2fsck -c /dev/dsa7' asks me: \"Clone multiply-claim\n", + "792000 Im trying to add a font on a ubuntu server to be picked up b\n", + "793000 do you mean in the terminal? or to paste here __eou__ __eot_\n", + "794000 anyone willing to answer few noobish questions..Im moving fr\n", + "795000 when you say home lan are you talking about like... a hop be\n", + "796000 hi to all...where to find that fancy aquarium wallpaper :) _\n", + "797000 Configuring SDL-mixer, it tells me I don't have SDL 1.2.10 o\n", + "798000 for counter in $(seq 1737 1857); do wget blah && unzip blah\n", + "799000 how can i show where apt-get will install some packge? __eou\n", + "800000 Hi I'm hoping someone here can point me in the direction of \n", + "801000 can someone tell me how to bridge connections in ubuntu?? __\n", + "802000 hi, I have a dual boot between win7 and ubuntu.. is it possi\n", + "803000 clamav/clamtk is enough __eou__ if you really need one __eou\n", + "804000 FF4 is a lot faster than FF3 __eou__ there's no reason to st\n", + "805000 you can't even get 50gigs of mem without getting something c\n", + "806000 why would a chip could be blacklisted? __eou__ __eot__ Some \n", + "807000 iam looking for a mediaplayer with a internet radio browser \n", + "808000 what's a recovery partition? __eou__ __eot__ your speaking w\n", + "809000 Hi guys. __eou__ I'm having an issue with connecting to the \n", + "810000 erm... guys, I'm trying to reinstall my ubuntu system. Right\n", + "811000 does anyone know where I can find some help for pureftp? __e\n", + "812000 is there a way to force ubuntu to use a specific display res\n", + "813000 how do i force apt-get to rebuild its installed packages lis\n", + "814000 PLEASE FIX \"WWW.UBUNTU.COM\" WEB SITE ... ! __eou__ PLEASE FI\n", + "815000 Can you please help me fix Ubuntu? __eou__ Can you help me w\n", + "816000 Trying ubuntu 10.10 from cd on laptop,gets the message\"fdevi\n", + "817000 anyone? __eou__ experience with aws? __eou__ __eot__ #ubuntu\n", + "818000 Can I install things in another language if my Ubuntu is Eng\n", + "819000 hi all __eou__ there is a way to disable plymouth at boot? _\n", + "820000 anyone know where I can run code that runs before xorg does?\n", + "821000 So it's a wired connection, wicd says I'm connected, but can\n", + "822000 what do i do if i installed a printer and it shows its conne\n", + "823000 hello everyone, i was wondering if there was any way to prev\n", + "824000 Hey guys, I want to cut a portion of a music, .mp3 file. Wha\n", + "825000 i upgraded a few servers from 10.10 to 11.04 some time ago, \n", + "826000 right click on panel>Add to panel> notification area, I hope\n", + "827000 This isn't really an issue, but does anybody know why I get \n", + "828000 does it work in cheese? __eou__ __eot__ likea charm __eou__ \n", + "829000 DOES ANYBODY PLAY FREESTYLE STREET BASKETBALLL? __eou__ wow \n", + "830000 To run Ubuntu 11.04 how much RAM is needed to make it enjoya\n", + "831000 anyone know where chromium stashes it's profile info? __eou_\n", + "832000 i know, i know, ask me! :P __eou__ __eot__ pagefile __eou__ \n", + "833000 Hi, could anyone help me? I'm get trouble on setup printer s\n", + "834000 I don't see 10.04 (non-LTS) on this page: https://wiki.ubunt\n", + "835000 how do play movies with mplayer on your desktop, if you teln\n", + "836000 thank Ileden __eou__ still says readonly file __eou__ i did \n", + "837000 hey, im trying to make my webcam and micro (netbook) work on\n", + "838000 Question .. in ubuntu .. my terminal and other windows keep \n", + "839000 He's looking for his iphone __eou__ __eot__ i know, just wan\n", + "840000 how do you run a program in terminal that allows you to exit\n", + "841000 Is there any software to make autotune music? __eou__ __eot_\n", + "842000 he meant me :P __eou__ __eot__ :) __eou__ then you're typing\n", + "843000 I have two ubuntu boxes on a home network, how can I allow m\n", + "844000 isnt working:/ __eou__ i could really appreciate some help r\n", + "845000 How come every time I try to do an upgrade to natty that inc\n", + "846000 where's the \"advanced\" button for 11.04? I need to specify\n", + "847000 anyone know if its possbile to make it, so when a program is\n", + "848000 Hey All, My Deluge is Acting Funny. Lately it's been Hanging\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "849000 how can I change the time format on the login screen to be 2\n", + "850000 th0r/Phoenix87: I suppose it's just the package removal righ\n", + "851000 hi are the security updates really required. it asks me to d\n", + "852000 ok guys when i'm tryin to wget and the url has spaces in it.\n", + "853000 a terminal program wants me to enter some stuff from the key\n", + "854000 here is some dmesg output that shows the device being recogn\n", + "855000 Tried to find the source code online with google but there d\n", + "856000 Hi! I'm using Ubuntu 11.10 and printer HP 1020. When I plug \n", + "857000 anyone tried kubuntu? __eou__ i'm trying to decide if i want\n", + "858000 Er, what? ctrl+alt+delete would just reboot. You mean back\n", + "859000 Hi everyone, I recently have written a few program and I pla\n", + "860000 this is just a general question, but does anyone have a reco\n", + "861000 hi. Is there a way to tell apt-get/aptitude to upgrade from \n", + "862000 your locale is also messed up. you should try and fix that w\n", + "863000 hello everyone __eou__ I'm trying to ssh into a linux machin\n", + "864000 ya thats what i need. whatever happened while booting. __eou\n", + "865000 can someone please check what version of gcc is default on o\n", + "866000 Hi, I'm wondering when I'm using something like tty1, if it'\n", + "867000 !patience | psychognite __eou__ !details | georgetso __eou__\n", + "868000 can anyone help me with imagemagick's convert command? __eou\n", + "869000 how do I switch to a console login? __eou__ __eot__ ctrl+alt\n", + "870000 If I have a personal development machine, and another machin\n", + "871000 hi __eou__ my vpn-server has multiple IP addresses so when I\n", + "872000 add an entry with nopasswd ether-wake for your user to /etc\n", + "873000 what problems to expect if I add 11.10 repos to a 9.04 serve\n", + "874000 i'm fairly certain i have a virus __eou__ all of my contacts\n", + "875000 any good editor in ubuntu like dreamweaver ??? __eou__ desig\n", + "876000 http://blog.anselmbradford.com/2008/12/24/what-is-the-signif\n", + "877000 how do i reset unity __eou__ its not seeing my applications \n", + "878000 On older versions of Linux, you had the text-based GRUB menu\n", + "879000 it's not always easy to know whether or not you're installli\n", + "880000 Hello, how is everyone? I had a quick question troubleshooti\n", + "881000 Hey, quick problem. Can't get cmus to work, __eou__ doesn't \n", + "882000 if you press Ctrl-Alt-F1? __eou__ __eot__ yes no terminal _\n", + "883000 The user history should do that, it will be located in /home\n", + "884000 If I can PXE boot my Remote server as it hosts up a VNC serv\n", + "885000 if the SATA cable fell (melted) off of a harddrive while it \n", + "886000 chroot jail? only time you change root is if you more a whol\n", + "887000 Is there a good tutorial on how to set up a secure server? I\n", + "888000 yes __eou__ __eot__ with acceleration, unity and stuff? __eo\n", + "889000 !eol | bigterd __eou__ S/upgrade/change __eou__ __eot__ actu\n", + "890000 What's the best way to use ubuntu without changing the boot \n", + "891000 is there a way to change the ALT button to something else (l\n", + "892000 in case anyone answered my question while i was timing out, \n", + "893000 this system does not support openGL @@@@@@@@@@@@@@@ \n", + "894000 how to exite from telnet? __eou__ __eot__ try ctrl+d __eou__\n", + "895000 has anyone helped you yet? __eou__ __eot__ no :( now I've go\n", + "896000 hi, how can I encrypt a file or a directory ? __eou__ __eot\n", + "897000 So I have a question. I am currently SSH'ing into a machine,\n", + "898000 Will a new user notice much of a difference between the KDE \n", + "899000 hello everyone. I concluded there was no Mono package in Ubu\n", + "900000 what do u code in? __eou__ __eot__ C++ __eou__ __eot__ ah k.\n", + "901000 In terms of stability, I would say it is up there with other\n", + "902000 hi :) __eou__ I am new user of Ubuntu and I trying get Totem\n", + "903000 holy crikey __eou__ xcompmgr makes xorg run sloooow hehe __e\n", + "904000 Famous last words... __eou__ \"Ubuntu is the best distro I've\n", + "905000 I've installed another window manager (blackbox), made a fil\n", + "906000 grrr. grub error 18 __eou__ max cyl exceeds the max supporte\n", + "907000 how do i change the file permissions for a folder so that an\n", + "908000 Help! My machine is running an ATI Radeon All-in-wonder, an\n", + "909000 can anyone here tell me what versions of alsa-base and libas\n", + "910000 sheesh __eou__ how hard is it to find a silly background __e\n", + "911000 Hi all, I am trying to configure a kernel and I am getting t\n", + "912000 lo all __eou__ anyone knows why ubuntu started ignoring my p\n", + "913000 Does anyone here use Hoary and AMD64 with Nvidia X drivers a\n", + "914000 Hello people __eou__ Is windows listed as a boot option? __e\n", + "915000 hoary is about stable enough for a release? __eou__ why am I\n", + "916000 and grogoreo and gratuit: DUDE __eou__ and grogoreo and grat\n", + "917000 lol nice beggining for that sentence __eou__ In fact it'd ma\n", + "918000 Will package updates for hoary go into hoary-updates and hoa\n", + "919000 hi all. sorry, asked this question last night but fell aslee\n", + "920000 I did a clean install of Hoary 5.04 the day it was released \n", + "921000 which reason are there that sudo iwlist wlan0 scan return No\n", + "922000 hello .... is there an Ubuntu package for egroupware ? __eou\n", + "923000 Im having deep problems guys =/ I changed my user and root p\n", + "924000 is there any on the mplayer site? __eou__ __eot__ there is b\n", + "925000 Yes, but that's problematic. The only other CD writer in the\n", + "926000 hi, is it ok to ask n00b questions here? __eou__ i just wack\n", + "927000 How do you uninstall a program you installed from binary .sh\n", + "928000 so, my system hangs during startup at the \"Loading ...\" prom\n", + "929000 I need help with uninstalling GRUB and/or Ubuntu so windows \n", + "930000 thank you __eou__ __eot__ I'd kill my computer within a day.\n", + "931000 well __eou__ i just did gbic __eou__ you don't listen __eou_\n", + "932000 i have installed ubuntu 5.04 (hoary hedgehog) on my Apple iB\n", + "933000 has anyone had the 99% cpu issue? where your cpu is suddenly\n", + "934000 hello __eou__ hi, i was wondering if there is a complete new\n", + "935000 is there a way to turn on automount ? __eou__ I mean eject s\n", + "936000 !2**32 -1 __eou__ that __eou__ halfbaked 32bit poo __eou__ c\n", + "937000 googling for Thunderbird /var/mail gives some possibly usefu\n", + "938000 hey, folks, I have the most BIZARRRRRE problem you've ever s\n", + "939000 nvidia-glx isn't going to do much good without the kernel dr\n", + "940000 meep: Preferences, Audio... then click the Advanced Options \n", + "941000 what are some fun applications to keep my bored ass entertai\n", + "942000 so what's the difference between \"Erease entire disk\" and \"E\n", + "943000 My sound isn't working anymore. I installed a few updates ye\n", + "944000 is there a guide to using a custom kernel in ubuntu ? how wo\n", + "945000 how does ubuntu handle proprietary thing like codecs and dri\n", + "946000 I'm having trouble with a dual monitor setup and xinerama...\n", + "947000 symlink it and see what breaks :p __eou__ heh don't do what \n", + "948000 i can not figure out how to install real player __eou__ it w\n", + "949000 what are you talking about? reinstallation doesnt fix gpgerr\n", + "950000 no, w32codecs aren't in multiverse or universe __eou__ __eot\n", + "951000 I have alsa with oss support installed, but it seems that th\n", + "952000 Hello there. Is it possible to install ATI fglrx drivers as \n", + "953000 hi. when will ubuntu have x86_64 support? __eou__ im new to \n", + "954000 Hi, I re-intalled my Ububuntu system on hda9 for upgrade to \n", + "955000 hi all, anyone here used automatix __eou__ ? __eou__ i wanna\n", + "956000 can anyone recommend a good wireless connection manager __eo\n", + "957000 Can anyone tell me why when I click a link sometimes in Mozi\n", + "958000 :P __eou__ !tell chris__ about repositories __eou__ __eot__ \n", + "959000 but aparently a pretty old one... __eou__ it was created yes\n", + "960000 Does anyone know how to change the default display manager f\n", + "961000 I know my firestarter shows up on services since I started i\n", + "962000 I have a user 'ftp' in which I login to my ftp....how can I \n", + "963000 Everytime I bang on my desktop table my computer restarts! _\n", + "964000 by mistake I put my top menu bar to the bean, how do I take \n", + "965000 if one doesn't need Firefox downloadwindow... :P __eou__ whe\n", + "966000 How come Fluxbox's running very bad on my Ubuntu Laptop :( ?\n", + "967000 ok how do i turn off automounting in ubuntu ? what do i edit\n", + "968000 can somone help me, i have a folder with install-sh and conf\n", + "969000 how big is the xubuntu-desktop package? __eou__ __eot__ not \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "970000 hello all __eou__ i just installed ubuntu... and it never as\n", + "971000 are there any graphics promreams for gnome good for a quick \n", + "972000 how do I run programs that I'm not able to run by just enter\n", + "973000 hi! could someone tell me how to get started with postfix? I\n", + "974000 Hello. __eou__ I am new to linux. Can any one help with a to\n", + "975000 yes nero __eou__ I burned it with Nero __eou__ a data disk _\n", + "976000 witch program lloks like winamp , or does what winamp used t\n", + "977000 the root pass isn't lock __eou__ __eot__ ? __eou__ __eot__ \n", + "\n", + "978000 I think \"dpkg --list\" gives all installed packages, and ther\n", + "979000 anybody tried the new ati drivers? 8.23.7? much improvement \n", + "980000 ok this is frustrating. __eou__ trying to find a good media \n", + "981000 hahaha nice. Photoshop 7 CAN be installed using wine. __eou_\n", + "982000 just sitting here doing nothing.. slowly watching Firefox ea\n", + "983000 !What do i type in terminal to move files from one computer \n", + "984000 i am installing a Perl web application called Twiki, where s\n", + "985000 ... upgrade through synaptic/apt-get as well? __eou__ upgrad\n", + "986000 hi __eou__ I am trying to figure out how to convince either \n", + "987000 hi. I'm on Breezy 5.10, and I was wondering how I can instal\n", + "988000 hello, i need some help regarding screen resolution in ubunt\n", + "989000 I have most of the gstreamer plug-ins installed including gs\n", + "990000 my ubuntu has a strange behaviour: all my mc (midnight comma\n", + "991000 How do I chmod? __eou__ __eot__ carefully __eou__ __eot__ =\n", + "992000 hi... I have a problem... I exited game and my resolution st\n", + "993000 okay im back in X, now how can I reconfigure my nvidia? __eo\n", + "994000 Anyone with experience of gdesklets? I would like to change \n", + "995000 boy is frostwire buggy for me __eou__ __eot__ Isnt it slow? \n", + "996000 How do I get a higher resolution in text-consoles __eou__ __\n", + "997000 I've been trying the past hour or two and I can't mount //La\n", + "998000 does anyone know where i can get info about remote x11 login\n", + "999000 i'm looking for 3Com 3CXFE575BT Lan linux driver __eou__ __e\n", + "1000000 any networking help available? __eou__ __eot__ what kind of \n", + "1001000 I think I just totally hosed the windows partition on my pc \n", + "1002000 has anyone got SATA or SCSI hard drives/optical drives? __eo\n", + "1003000 us poor poor linux users lol __eou__ ;) __eou__ __eot__ cons\n", + "1004000 I don't know if this is the right room to ask this sort of q\n", + "1005000 hi, I am trying to use iptables to forward port 3389 to 192\n", + "1006000 I press \"Finish partitioning and write changes to disk\" and \n", + "1007000 I think its an issue with jack audio stuff. __eou__ __eot__ \n", + "1008000 sudo dpkg-reconfigure locales? __eou__ __eot__ I said, I try\n", + "1009000 can soemone help me with installing Openoffice.org, I am get\n", + "1010000 can some one tell me where I can get some `bind` help?! __eo\n", + "1011000 yes, they are updated __eou__ it has been 4 days, and my .co\n", + "1012000 majority of stuff runs within the linux32 wrapper __eou__ I'\n", + "1013000 please __eou__ I cannot get my floppy drive to be read. __eo\n", + "1014000 !msg the bot __eou__ __eot__ libghf.a is part of the source \n", + "1015000 heya folks __eou__ how 'usable' is the edgy eft? __eou__ __e\n", + "1016000 has anyone experienced apt-get hang after fetching? __eou__ \n", + "1017000 Well, logging in as root is a bad idea in the first place __\n", + "1018000 I'll want to take a look at /etc/X11/xorg.conf, the Monitor \n", + "1019000 can u do the same with desktop cd ? __eou__ __eot__ Nope. __\n", + "1020000 hey guys, is your firefox able to open this page : http://en\n", + "1021000 only dvds seem to work __eou__ __eot__ does it tell u the er\n", + "1022000 !upgrade > D13GU, __eou__ __eot__ apt-get --dist-upgrade? _\n", + "1023000 does anyone know of a way to have a PDF printer in Ubuntu? _\n", + "1024000 wtf? __eou__ __eot__ sun java is opensourced __eou__ __eot__\n", + "1025000 Question: why all drop down menu's are behind flash when vie\n", + "1026000 I just wanted to say that i have been running windows on top\n", + "1027000 sftp __eou__ __eot__ what is the ssh copy command again ? __\n", + "1028000 hi, it's about the 'sed' command, basically I need an extens\n", + "1029000 *** Does anyone know if it is possible to simply Run a game \n", + "1030000 Is beryl a window manager or a desktop environment? Will fe\n", + "1031000 sladen, what is a .bin file? what is a .cue file - *nix doe\n", + "1032000 whats the best way to go about completely wiping out my comp\n", + "1033000 Hey all. I have a window's program I need to get working on \n", + "1034000 Is it possible to do a reinstall of ubuntu and this time en\n", + "1035000 Hello, can someone please tell me of a way I can play DVD's \n", + "1036000 I have this strange problem. I just finish moving my old fil\n", + "1037000 i think thats the same thing. __eou__ __eot__ What is the sa\n", + "1038000 how do I resize my ubuntu/linux partition with gparted? It's\n", + "1039000 ... __eou__ __eot__ pureftp with pureadmin, ought to work fo\n", + "1040000 anyone have any suggestions on my raid issue? __eou__ __eot_\n", + "1041000 this is how is looks: kernel /casper/vmlinuz boot=casper p\n", + "1042000 what programs check hard drives at the startup??? __eou__ __\n", + "1043000 dopewars is a big timesink for me __eou__ so is frozen bubbl\n", + "1044000 what would cause my mic to work fine outside of teamspeak an\n", + "1045000 its not appearing in the packages list __eou__ as a beginner\n", + "1046000 NTFS is better than FAT32, but its Linux write support is st\n", + "1047000 Hmm. __eou__ Where is xorg.conf? __eou__ __eot__ whereis xor\n", + "1048000 crdlb--im actually trying to find out where this \"world of w\n", + "1049000 Why does /etc/init.d/apache2 fail to start apache2 AND print\n", + "1050000 Jesus >.< How many things was that command? __eou__ __eot__ \n", + "1051000 i dont mind the grub menu but i was just seeing if i could d\n", + "1052000 hello. do you guys know of a way to set a proxy only for a s\n", + "1053000 wheeeee!!! __eou__ __eot__ In my expereince, people have ver\n", + "1054000 My friend has an Ubuntu Server, and he would like to configu\n", + "1055000 evening all.... __eou__ Let me preface my question: yes, I'v\n", + "1056000 which project that allows windows programs to be run in linu\n", + "1057000 arac7000 I mean from banshee __eou__ I have the files in tha\n", + "1058000 having trouble connecting to anything but PORT 3389, changed\n", + "1059000 Is the text based installer for ubuntu available on the stan\n", + "1060000 I'm using Ubuntu Server, and randomly the server will power \n", + "1061000 did you get your answer about avahi-daemon? did you check \n", + "1062000 I can't get any sound to work in flash 9 plugin in edgy. Can\n", + "1063000 what __eou__ can u tell me IRC channel where i can ask this \n", + "1064000 Can anyone please assist me with setting up SoundBlaster Aud\n", + "1065000 any one help on running/installing a jar file? __eou__ Andre\n", + "1066000 hammedhaaret__: __eou__ (oops, didn't mean to hit enter) __e\n", + "1067000 in case you missed it __eou__ __eot__ I did miss it, I'm lag\n", + "1068000 use the ubuntu guide to install it (google the guide) __eou_\n", + "1069000 Hello, is there any application converting .mp4 files to .3g\n", + "1070000 Hi, anyone here who have tried the simulator flight gear? __\n", + "1071000 is there a function in some irc client, wer you get to set a\n", + "1072000 How do I decide how much space to partition for /usr, /var, \n", + "1073000 hi everyone. can i change my apt sources.lst to ubuntu and \n", + "1074000 Hi im driving crazy, I want to disable the tapping of my tou\n", + "1075000 hey, how come i cannot install rpm files? with rpm installed\n", + "1076000 hi....is there an audio recorder in ubuntu that can record l\n", + "1077000 hey, i'm suddenly (the last few days) experiencing crashes w\n", + "1078000 Hi everybody! Does anyone know how to get WPA2 working in 7.\n", + "1079000 you can also try mplayer or vlc __eou__ __eot__ tried both o\n", + "1080000 hey i tried ubuntu live cd, and its fairly decent speed. can\n", + "1081000 __eou__ oops __eou__ __eot__ Its scag here __eou__ __eot__ \n", + "1082000 if the answer could be given by \"factoids\" there could just \n", + "1083000 Anyone want to see my new desktop? __eou__ __eot__ show me _\n", + "1084000 Do you have to type all this to make a box with a button in \n", + "1085000 I need help how to restart iptables __eou__ I centos this co\n", + "1086000 Can I get the mouse wheel to change workspaces? __eou__ Can \n", + "1087000 I am running Ubuntu server edition - wher can I find my USB \n", + "1088000 can anyone tell me how can anyone tell me how I can make the\n", + "1089000 has anyone else noticed that the splash screen progress bar \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1090000 why shouldnt I use -j3 when compileing a kernel with debian/\n", + "1091000 how i make a hard drive totally blank __eou__ __eot__ apt-ca\n", + "1092000 \"nu tu ubuntu\" = i'm a n00b with Ubuntu __eou__ :) I'm n\n", + "1093000 Hi I'm having problems compiling fwbuilder-2.1.14 . Getting \n", + "1094000 Is there a way to only have 1 instance of VLC like in window\n", + "1095000 how to restart that nautilus?? __eou__ __eot__ you mostliky \n", + "1096000 !hardware __eou__ best look there RAdams __eou__ __eot__ tha\n", + "1097000 Hi __eou__ Hmmmm I need hel please __eou__ I install ubuntu \n", + "1098000 o man this is annoying :| __eou__ i hav ea widescreen tv and\n", + "1099000 for some reason I keep getting an error window popping up th\n", + "1100000 hello, mrxvt doesn't have any accents, how to add them pleas\n", + "1101000 hmm, i actually can't seem to find much info on update manag\n", + "1102000 this may be a really stupid question but does anybody know i\n", + "1103000 Hi, I've just upgraded to Gutsy, and when I load up gnome th\n", + "1104000 is there a log I can watch while the ubuntu process tries to\n", + "1105000 can`t make it booting into xp :( __eou__ i added chainloader\n", + "1106000 how can I manually re-load the partition table so the system\n", + "1107000 is it just me or have they been no updates for gutsy in a wh\n", + "1108000 screen is very powerful stuff __eou__ __eot__ I think I migh\n", + "1109000 ;) __eou__ anyone know about grub error 18? __eou__ __eot__ \n", + "1110000 is there a way for ubuntu to pass on the options passed duri\n", + "1111000 Varka.. another thing im having a problem with is getting th\n", + "1112000 Hey guys something is really bogging down my ubuntu system a\n", + "1113000 hi __eou__ my Broadcom 43xx wireless drivers will not correc\n", + "1114000 can anyone help me with this : whenever i play any videos, i\n", + "1115000 anyone here understands assembly??? __eou__ anyone here unde\n", + "1116000 I have a volume problem on a Toshiba lap top, anyone able to\n", + "1117000 I have some major concrens about ubuntu __eou__ well just 2 \n", + "1118000 start your proxy __eou__ __eot__ the proxy is running. __eou\n", + "1119000 I have a cron tab to >> stuff to a file however it ends up a\n", + "1120000 am i here? __eou__ nice __eou__ how can I change the IP-addr\n", + "1121000 How can I convert \".3gp\" (cell phone clips) files to other f\n", + "1122000 hmm __eou__ Do you guys know why I cant see my userlist on x\n", + "1123000 sexopter: It is due to a xorg update released earlier __eou_\n", + "1124000 how do i get into the long wizzard to reconfigure my keymap \n", + "1125000 Does anybody know of a workaround or fix for the apparent bu\n", + "1126000 Can we run Mac programs on ubunut? __eou__ __eot__ not that\n", + "1127000 Is there a form of ubuntu I can put on my old Mac G3? __eou_\n", + "1128000 hi there __eou__ i need some help __eou__ yes sure __eou__ 1\n", + "1129000 Hi, i have connected usb cd drive to my laptop, in \"tail -f \n", + "1130000 hello all, could I get some help to reduce the memory usage \n", + "1131000 !installguide | qwerkus __eou__ this room is dead today __eo\n", + "1132000 when i type $ locate on the shell it doesn't seem to search \n", + "1133000 hi all.....two worrisome things. Sometimes my computer woul\n", + "1134000 I'm using 8.04, and I have a problem with, shares-admin, ser\n", + "1135000 Is OO.o going to support docx soon? __eou__ !docx __eou__ __\n", + "1136000 Krusader __eou__ how do you change the default ubuntu icon o\n", + "1137000 i'm trying to run eclipse __eou__ which java package should \n", + "1138000 hey guys __eou__ is it possible to have multiple filesystems\n", + "1139000 what if i install xubuntu-desktop from gnome session __eou__\n", + "1140000 does linux only live because it can reap the rewards of the \n", + "1141000 anyway, tahts not my issue __eou__ can you help me get it so\n", + "1142000 someone just hacked my linux website (not fully developed), \n", + "1143000 everything I am reading is pointing me to some kind of bios \n", + "1144000 i have a question you guys may be able to answer __eou__ why\n", + "1145000 which one is the best codec to handle with avi video file? _\n", + "1146000 there is firefox-2 on Hardy __eou__ __eot__ really. Where _\n", + "1147000 Anyone have any experience getting a FireGL v3100 card worki\n", + "1148000 can someone here please check if the new Ubuntu Hardy shippe\n", + "1149000 how do i check and see what all drives are mounted from the \n", + "1150000 do you need compiz fusion to use avant-window-manager? __eou\n", + "1151000 shadu: hmm. is it plugged in now? __eou__ __eot__ yeah i've \n", + "1152000 did you get an answer to your question? I've been trying to\n", + "1153000 can anyone tell me why a fresh ubuntu image wont boot? __eou\n", + "1154000 STUPID QUESTION: sorry - sorry i am running on compromised b\n", + "1155000 phoenix: \"syntax on\" __eou__ phoenix (colon first) __eou__ _\n", + "1156000 hello __eou__ can anyone help me? __eou__ I'm currently usin\n", + "1157000 does anyone know why when I enable my NVIDIA driver after I \n", + "1158000 rampageoberon: yes well i looked online and it seems the on\n", + "1159000 hello __eou__ is it possible to rsync files only a specific \n", + "1160000 hey ... when I mount my iPod the only user that can write to\n", + "1161000 hi guys __eou__ __eot__ hey __eou__ __eot__ : you know any g\n", + "1162000 im trying to emulate a server install using the desktop disc\n", + "1163000 I have 512MB RAM, should I get Ubuntu-Desktop or Kubuntu? __\n", + "1164000 Do you have to be in root/sudo to use #sh? __eou__ According\n", + "1165000 i like opera... web browser - mail client - chat client - pl\n", + "1166000 ok, my internet sucks xD! so, again: how can I enable Stealt\n", + "1167000 hey i was wondering how ppl would respond rapidly wen we pos\n", + "1168000 could be several reasons, but most likely is some package ne\n", + "1169000 hey guys i would like to know how can i connect my pc to my \n", + "1170000 can anyone here help me with sudo in ubuntu? __eou__ how do \n", + "1171000 is there a google search applet that i could add to my deskt\n", + "1172000 temporarily rename ~/.songbird , if there is such a file __e\n", + "1173000 guys if i install virtualbox with window$ cand i play in it?\n", + "1174000 i downloaded from http://cdimage.ubuntu.com/releases/hardy/r\n", + "1175000 hello everyone __eou__ does anyone know of a good software t\n", + "1176000 How can i use a different partition as my home folder? can i\n", + "1177000 for example... I do wanna take a sceen shot and send you. Th\n", + "1178000 installing gspca-source got logitec webcam going __eou__ __e\n", + "1179000 trying to mount an ext2-formatted SD card (in a USB adapter)\n", + "1180000 I'm having trouble with 'GRUB Error 21' in Ubuntu on startup\n", + "1181000 hello, how do I go about telling my computer to auto turn of\n", + "1182000 What package should I install if I want some basic C manpage\n", + "1183000 how to uninstall wine software ?? __eou__ __eot__ how did yo\n", + "1184000 !irssi __eou__ __eot__ this is a better channel for them to\n", + "1185000 well how do I burn an image file (iso) to cdr __eou__ __eot_\n", + "1186000 hey __eou__ i got a question r there any experienced linux h\n", + "1187000 I'm in ubuntu live cd, when I run fdisk -l /dev/sda it says \n", + "1188000 no matter what I do the 8.10 installer will NOT detect my ha\n", + "1189000 hey guys im trying to run ubuntu on vpc 7 but i can't get it\n", + "1190000 how can i use 2.6.28 under intrepid? __eou__ how can i use 2\n", + "1191000 how do i merge or resize partitions without losing data ? __\n", + "1192000 hi quickone have you checked your restricted drivers? __eou_\n", + "1193000 i miss mirf __eou__ *mirc __eou__ :( __eou__ im gonna use it\n", + "1194000 I about to set up my server with LVM but wanted to know if I\n", + "1195000 is there a place where you can have log files checked for mi\n", + "1196000 I'm new to linux and have ubuntu 8.04 now, and having graphi\n", + "1197000 hello, in which package I can find allegro.h ? __eou__ i can\n", + "1198000 i think it has something to do with how you must own your di\n", + "1199000 yes __eou__ sometimes i get errors, sometimes i don't. u can\n", + "1200000 All of a sudden I'm having problems with Firefox. It seems w\n", + "1201000 I have a quick newb question for anyone willing to answer: W\n", + "1202000 My X server keeps crashing whenever I start conky. I'm usin\n", + "1203000 hi. I had ati driver fglrx installed.. I removed disabled th\n", + "1204000 Anyone know how to test if your graphics card is properly in\n", + "1205000 Hi everyone. I have some problems with wireless on asus-eee \n", + "1206000 ok i have a problem it lets me ftp to my site in firefox but\n", + "1207000 sata or IDE HD? __eou__ your HD device is /dev/sdb ? __eo\n", + "1208000 what the heck. i removed ubuntu-desktop, restarted and it wa\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1209000 Does anyone know how to get Broadcom B43 working? It was wor\n", + "1210000 there is a root account.. if you sudo su - you will be root.\n", + "1211000 audio CDs don't mount __eou__ __eot__ Well, that might expla\n", + "1212000 every Internet connected OS needs an enabled firewall simple\n", + "1213000 how long does kernel compilation usually take? __eou__ __eot\n", + "1214000 where does aptitude download the .deb packages to? __eou__ _\n", + "1215000 hi, another problem, I have a php file in /var/www that writ\n", + "1216000 Have you tried running an fsck / re-installing firefox / dow\n", + "1217000 how do I rescue a broken usb flash drive that is recognized \n", + "1218000 hi, i had a litle problems when installing the virtualbox an\n", + "1219000 my firefox seams very slow to open up windows, can I reinsta\n", + "1220000 I have 8.10 - Should I downgrade? __eou__ __eot__ what probl\n", + "1221000 any good DVD burning programs out there? A friend of mine us\n", + "1222000 My sound suddenly stopped working. I can't hear anything. I \n", + "1223000 could you please recommend me a good mp3 cutter program for \n", + "1224000 is there any way to change settings of the new notification \n", + "1225000 hi, I have Ati mobility X1300 and Ubuntu 9.04. I'm running o\n", + "1226000 how do i make my own debs to replace system ones? (like svn \n", + "1227000 Hi. I've just installed Ubuntu 9.04 however the username and\n", + "1228000 Damn, my CAPS LOCK is locked. Any idea how to get rid of it?\n", + "1229000 Hello, using kubuntu, I want to connect to the wireless netw\n", + "1230000 all yo want to do is backup files, correct? __eou__ __eot__ \n", + "1231000 anyone know how to import a key with Seahorse and have that \n", + "1232000 this channel is not for hacking/cracking tools help, please\n", + "1233000 where is the correct place to drop a script called by cronjo\n", + "1234000 hello __eou__ please help me my mouse is frozen __eou__ __eo\n", + "1235000 where can i get those little aluminum stickers that say \"Pow\n", + "1236000 I have a quick scripting question. __eou__ __eot__ bash scri\n", + "1237000 Good morning __eou__ how can I set my irc status to \"away\"? \n", + "1238000 !xfce ? ubuntunom __eou__ !xfce | ubuntunom __eou__ !xfce __\n", + "1239000 help anyone? __eou__ __eot__ have you tried running in Gnome\n", + "1240000 how slow? Mine takes about 1 minute... __eou__ __eot__ yes :\n", + "1241000 what command are you using? __eou__ I mean for gedit __eou__\n", + "1242000 How can I check my IP address on my interface and how can I \n", + "1243000 schmiedc: __eou__ help me __eou__ https://lists.ubuntu.com/a\n", + "1244000 hi all.. I have a small problem, I need to know how to find \n", + "1245000 Is it possible to run folding@home on a server __eou__ __eot\n", + "1246000 hey.... ok downloading 9.04, can i put it to memory stick? d\n", + "1247000 tumie: sure __eou__ __eot__ ok, __eou__ __eot__ tumie: it's \n", + "1248000 My guess is that virtualbox provides an uninstaller with tha\n", + "1249000 what do you mean by rolling release? __eou__ __eot__ things \n", + "1250000 hey ... __eou__ i am still trying to compile my kernel __eou\n", + "1251000 Question, I keep setting up dual monitors, using my nvidia d\n", + "1252000 I'm planning to strream music to some other computer connect\n", + "1253000 try cd media/ and see if its listed __eou__ __eot__ What do \n", + "1254000 So I just fired ubuntu for the first time. I am currently ru\n", + "1255000 there should be a channel called ubuntu-learning where the b\n", + "1256000 why not run mac? __eou__ __eot__ i dont follow. __eou__ __eo\n", + "1257000 hey, anyone here? __eou__ and knows something about DOSBox? \n", + "1258000 /quit 'insert message that everyone ignores here' __eou__ _\n", + "1259000 video: http://www.youtube.com/watch?v=b_y5iO5sQ0Q&feature=Pl\n", + "1260000 help! how do i turn off the stupid system 'beep' in gnome? _\n", + "1261000 does ubuntu 9.04 come with different window managers __eou__\n", + "1262000 How do I upgrade my kernel using Synaptic? __eou__ __eot__ w\n", + "1263000 When trying to upgrade to koala my computer crashed and now \n", + "1264000 where can I find documentation on 9.10 gdm setup? __eou__ __\n", + "1265000 use xrandr __eou__ __eot__ thanks, i will look into this xD \n", + "1266000 hi i want to install karmic using a usb stick but i couldn't\n", + "1267000 anybody have problems with flash on 9.10 on 64 bits? __eou__\n", + "1268000 how i know if my sound card is working,?.because i don't hav\n", + "1269000 hi.. I downloadead the xampp-linux-1.7.2.tar.gz.. How can i \n", + "1270000 hi everybody __eou__ I installed VirtualBoxs none OSE, from \n", + "1271000 Hmmm. where is the Firefox java plugin? __eou__ Deluge is qu\n", + "1272000 I'm trying to debug a suspend/wireless problem on a eee __eo\n", + "1273000 Is there any way to change wubi into an actual install and g\n", + "1274000 Suppose i have speakers only attached to my ubuntu box, how \n", + "1275000 can anybody tell me the light doc2pdf convertor?? __eou__ __\n", + "1276000 Hi all! Is there a linux tool for viewing windows event log\n", + "1277000 Um, really? __eou__ __eot__ yea? __eou__ __eot__ Why? __eou_\n", + "1278000 rivrbird: ok mouse is working....can you now help me get onl\n", + "1279000 Hi all! I just want to ask u something: Can I install a mult\n", + "1280000 same goes for canada... but if you get an isp that allows ml\n", + "1281000 Is there any command to delete or remove a keyboard layout i\n", + "1282000 you realise this is #ubuntu? __eou__ __eot__ because problem\n", + "1283000 hi I am trying to use the \"sudo do-release-upgrade\" on my ha\n", + "1284000 What cli command will give me my ip address and DNS servers \n", + "1285000 yes does work __eou__ __eot__ is it an integrated BT/wlan ca\n", + "1286000 hi __eou__ what application can i use for ubuntu to write IS\n", + "1287000 Why are the GUI and alternate install CDs on separate images\n", + "1288000 thanks darolu :) __eou__ __eot__ uhhh .... why are you downl\n", + "1289000 my desktop appears as if frozen, but I can still access it r\n", + "1290000 cjohnston: nice note on lp/ubuntu/answers/103031 - I had to \n", + "1291000 is there a game repository i can add ? __eou__ __eot__ no __\n", + "1292000 So erm, anyone for the iCatch webcam thingy? __eou__ !webcam\n", + "1293000 Anyone have any idea what this might mean \"X Error of failed\n", + "1294000 can anyone help me out with getting my wifi connected on my \n", + "1295000 how can I mount a symbian phone if it's showing up in lsusb \n", + "1296000 I'd like to find the least power consuming screen saver. How\n", + "1297000 Hello, i try to boot ubuntu 9.1032 and 10.04 64bit , the fir\n", + "1298000 any exports here able to help me install nvidia on lucid? G\n", + "1299000 please could someone help me __eou__ i don't know what happe\n", + "1300000 I see you've still got problems. Keep at it - you'll get the\n", + "1301000 just got installed a computer with ubuntu 10.04 and want to\n", + "1302000 hi can anyone help me....having problems with running a dhcp\n", + "1303000 I've never heard of a BIOS based computer that allowed you t\n", + "1304000 any randr-experts here? __eou__ __eot__ http://wiki.debian.o\n", + "1305000 hi! is it possible to mout a specific folder from an externa\n", + "1306000 Hello. I lost the password to my wireless network on my Wind\n", + "1307000 hello everyone __eou__ got a problem in regards to my screen\n", + "1308000 I've read the page on Ubuntu wiki page on environment variab\n", + "1309000 hello, how to turn on terminal command line memory? so that \n", + "1310000 Hello , would anyone have any clue on how to get my mini SD \n", + "1311000 hello all __eou__ how can i install grub to the parition boo\n", + "1312000 Getting 4.0mb/s consistent on 100mbps lan with nfs server on\n", + "1313000 hi guys.... how to install to flash drive? __eou__ i need to\n", + "1314000 http://paste.ubuntu.com/455896/ can someone help ? __eou__ _\n", + "1315000 Help Help Help! I can't start my x server! the driver isn't \n", + "1316000 its not a checkmark its a radio box. and do not confuse the \n", + "1317000 you want to listen to shoutcast streams? __eou__ __eot__ sur\n", + "1318000 Whcih package has phpize ? __eou__ Tanks! __eou__ __eot__ c\n", + "1319000 umm, the irc server has session limits 2 conns only. __eou__\n", + "1320000 What uses would a normal user have for making directories ow\n", + "1321000 i created a preseed file, how can i load this file from a we\n", + "1322000 Hello everyone - I have a question about defragmenting my ha\n", + "1323000 Is there a way to reinstall Ubuntu/Kubuntu without losing pr\n", + "1324000 try inserting it and running sudo fdisk -l. __eou__ __eot__\n", + "1325000 In terminal, 'sensors' works fine, but I can't get any temps\n", + "1326000 ok, so there is no fix for slow internet speeds when using t\n", + "1327000 you can put /boot on a usb flash drive __eou__ __eot__ how d\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1328000 it didn't include foul language etc. __eou__ __eot__ sudo ap\n", + "1329000 how can i stream my line in input on my wlan? __eou__ __eot_\n", + "1330000 does anyone know if it's possible to subscribe and download \n", + "1331000 hey, can i have a host ? __eou__ __eot__ what do you mean __\n", + "1332000 n00b question but if I clone my ubuntu drive and burn onto a\n", + "1333000 what app would be recommended to backup a whole hard drive? \n", + "1334000 someone does know about internet connection issue with ubunt\n", + "1335000 friends, plz help me. i'm having a problem with booting ubu\n", + "1336000 Need help with my usb flash cannot drag and drop files to it\n", + "1337000 does anyone know much about network devices? I'm having some\n", + "1338000 Hello, I'm trying to get wbar to work, but typing wbar on th\n", + "1339000 anyone using 10.10? how to customize sound ? there is no opt\n", + "1340000 I have a file which contains all my passwords and usernames.\n", + "1341000 or hibernate __eou__ __eot__ my pc hibernates just fine.. as\n", + "1342000 i can salute if you like.. o\\ ? __eou__ lol __eou__ __eot__\n", + "1343000 Check sys>admin>software sources>updates tab>releases __eou_\n", + "1344000 why to watch bluray on monitor __eou__ __eot__ i have 37\" fu\n", + "1345000 anyone know how to edit the alsa-base.conf file? __eou__ __e\n", + "1346000 Does anyone know if Midi files over 10 tracks will play in U\n", + "1347000 IDM for ubuntu 10.04? __eou__ i want a download manager for \n", + "1348000 I do not want the username@machine_name to appear in the ter\n", + "1349000 is it possbile to make new partion from the unused space of \n", + "1350000 Is there a way to autohide the top and bottom menu thingymab\n", + "1351000 hi, when I type startx, then gnome doesn't start __eou__ but\n", + "1352000 hello, I have a problem with alsa on my desktop pc, It runs \n", + "1353000 i setup the nvidia drivers __eou__ i setup the nvidia driver\n", + "1354000 Stairminn: Thanks though! I'll give Freenode a shot. __eou__\n", + "1355000 how to install java to chrome i installed it already but its\n", + "1356000 does anyone have a better answer to makmanalp's question? __\n", + "1357000 Hello! Is there a way to tell apt-get/aptitude to reinstall \n", + "1358000 FLASH PLUGIN still WON'T WORK!!!!!!!! __eou__ firefox 4.0 ca\n", + "1359000 servers use linux commonly yeah __eou__ because of its secur\n", + "1360000 can someone help me? __eou__ __eot__ ask and see __eou__ __e\n", + "1361000 hello I am on an ubuntu 8.04 laptop and I have full connecti\n", + "1362000 is there a greenshot linux alternative, I need a simple scre\n", + "1363000 Tried update to 1104. System crash at about 99%. I have run \n", + "1364000 anyone run mac os udner vmware/virtualbox on ubuntu? __eou__\n", + "1365000 Hi, i'm on a clean install of Ubuntu 11.04, installed the Nv\n", + "1366000 Anyone has had their menus disappear on them? I just reboote\n", + "1367000 Howdy all! How do I make Unity launcher icons launch with op\n", + "1368000 I want to recompile ther kernel but I want the default .conf\n", + "1369000 this is a result of this pam update > bug 790538 __eou__ __e\n", + "1370000 I am trying to install Flash 10, and have installed Flashplu\n", + "1371000 messed up my sudoers file, now i can get into root to modify\n", + "1372000 Xnest or some vnc trickery might do it. but all are hacks, a\n", + "1373000 So I have an issue with an Ubuntu 10.10 laptop. When it is b\n", + "1374000 .. do you have a minute or 2 when done ? __eou__ __eot__ wh\n", + "1375000 can anyone help with an swftools install? __eou__ i've tried\n", + "1376000 what's the command to format a usb stick? __eou__ ?mformat _\n", + "1377000 Hi I need a new OS for my VPS the old one is like Fedora Cor\n", + "1378000 Can anyone explain how to mute the volume (Maverick 10.10)? \n", + "1379000 oh rww, I'm installing via wubi so I don't know which to use\n", + "1380000 ok, rebooted. applet is still running at 1 hour or so now __\n", + "1381000 https://help.ubuntu.com/community/WifiDocs/WirelessAccessPoi\n", + "1382000 does anyone know a good way to make 'ls -la |less' show colo\n", + "1383000 to follow up on the nox instructions, they didn't work for m\n", + "1384000 So you can ping gateway and DNS server but not google.com, c\n", + "1385000 hi __eou__ vpn connection from ubuntu? __eou__ __eot__ Possi\n", + "1386000 do you have the latest ubuntu? I had similar issues with ubu\n", + "1387000 reisio rechecked bios, it says wlan is activated. __eou__ wh\n", + "1388000 Can anyone answer a virtualbox question? __eou__ If I add a \n", + "1389000 has anyone tryed Gnome3 __eou__ __eot__ I'm using it right \n", + "1390000 try sudo umount /dev/cdrom0 & eject __eou__ __eot__ eject wo\n", + "1391000 so anyone noticed their soundcard hogging their batteries? :\n", + "1392000 In Ubuntu 10.04, I am using the Chromium browser. The backsp\n", + "1393000 do i have to reinstall? __eou__ oh ok __eou__ and it will re\n", + "1394000 thanks deej1976 __eou__ __eot__ No problem __eou__ __eot__ g\n", + "1395000 hi __eou__ hi nins __eou__ i dunno __eou__ im new here __eou\n", + "1396000 I am trying out a new desktop environment called awsomewm. N\n", + "1397000 Hello. Is it possible to make Ubuntu 11.10 look like 11.04?\n", + "1398000 all of the posts i find about unity are either \"It's horribl\n", + "1399000 :D __eou__ __eot__ I really don't recommend adding a repo fr\n", + "1400000 ubuntu 11.10 has an option in User Account to allow my user \n", + "1401000 hello, what software do you recommend to wipe a hdd clean be\n", + "1402000 cool.. then the packare arand mentioned will work for FF, or\n", + "1403000 1 question - I install 11.10 on my dell hybrid studio, graph\n", + "1404000 is there anyone that can help me with a live boot? __eou__ I\n", + "1405000 That sould at least pick up windows, then you can work on ge\n", + "1406000 hey so __eou__ uhm __eou__ I use Banshee Media Player __eou_\n", + "1407000 Morning, all! __eou__ apt-get dist-upgrade reckons it'll tak\n", + "1408000 then you remove it.. __eou__ all the cleaning disks ive ver \n", + "1409000 A samba server on Ubuntu, with a share having guest ok enabl\n", + "1410000 yeah, laptop-detect is noisy, it's been doing that for a whi\n", + "1411000 mmmm Python __eou__ I need a good Python book __eou__ __eot\n", + "1412000 I'm working with the live cd and can't get printing to work \n", + "1413000 i have a pentium 266 MMX with 64 MB ram, and if i am not wro\n", + "1414000 what is the actual problem __eou__ it's because you need Scr\n", + "1415000 hi all anyone have problems loading X with nvidia driver? __\n", + "1416000 help help >_< __eou__ my resolution is a nice 640x320 __eou_\n", + "1417000 my network doesn't work with ubuntu 4.10. what to do ? __eou\n", + "1418000 help __eou__ i need to know how to STOP the X.org server __e\n", + "1419000 apologies, but work calls again. __eou__ fglrx in hoary work\n", + "1420000 evolution does not filter spam..., which packages else do I \n", + "1421000 has anyone got a link on how to get mplayer working in warty\n", + "1422000 anyone know if there is a way to make just gnome-terminal no\n", + "1423000 are you running Hoary? __eou__ __eot__ yes, latest __eou__ _\n", + "1424000 who are the three people on the new login screen? __eou__ __\n", + "1425000 (WW) NVIDIA(0): MetaMode \"1600x1200,1600x1200\" __eou__ \n", + "1426000 but youy probably lose some in the process __eou__ so if you\n", + "1427000 bah, xmms doesn't respond to the next/prev/pause keyboard sh\n", + "1428000 AAAAH! __eou__ On an unrelated note, I'm looking for the bes\n", + "1429000 but how would you do a sort then...it does have to do exact \n", + "1430000 acpi suspend to ram stopped working for me after installing \n", + "1431000 how come when i do a modprobe -r to a module, it`s loaded ne\n", + "1432000 hi, what software comes with ubuntu for palm pilots? __eou__\n", + "1433000 I lovers breezy __eou__ because, the packages in breezy are \n", + "1434000 Hello __eou__ I have a problem installing Ubuntu 5.04 on my \n", + "1435000 Hello everyone __eou__ I'm surprised to find so many here __\n", + "1436000 have you installed hoary clean or upgraded from warty? __eou\n", + "1437000 Im trying to make and install the latest stable kenrel from \n", + "1438000 And of course there's always good old [RESET] ;-) __eou__ _\n", + "1439000 xp sucks __eou__ __eot__ not if you're blind, or paralyzed, \n", + "1440000 gro:I used to get error messages, but now not anymore , fire\n", + "1441000 Hi, I am having some problems making my monitor use 80Hz fre\n", + "1442000 i know about winmac_fstab, that add my windows and mac parti\n", + "1443000 What repository do I have to have installed to get nvu via a\n", + "1444000 did you get it? __eou__ __eot__ yes. maybe there is somethin\n", + "1445000 Any good platform games avaliable to download with Synaptic?\n", + "1446000 what's the advantage with gstreamer over xine? __eou__ __eot\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1447000 anyone know how to rename USB thumbdrives? __eou__ QUESTION:\n", + "1448000 well so everything went pretty well except I lost two functi\n", + "1449000 an error moshisushi __eou__ __eot__ what? __eou__ what error\n", + "1450000 if I type in ifconfig > ifstatus.txt does this spit the resu\n", + "1451000 I have a USB datacable and i've configured my Win XP machine\n", + "1452000 yea, - would input data from stdin or something, but general\n", + "1453000 hello all. I am having an issue with the calendar associate\n", + "1454000 No candidate version found for j2re1.4 __eou__ The following\n", + "1455000 how can I get my usb mp3 player to automount again? it worke\n", + "1456000 Whats the best HTML Editor for Ubuntu ?? __eou__ __eot__ blu\n", + "1457000 i am trying 2 run gnome in kubuntu __eou__ i have just insta\n", + "1458000 hi friends.. how are you __eou__ hey can anyone tell me if i\n", + "1459000 how do I reinstall grub after windows install? __eou__ I don\n", + "1460000 Though I am spoiled by gnome __eou__ minum requirements for \n", + "1461000 I just downloaded Ubuntu 5.04... but maybe that was a mistak\n", + "1462000 what is the Ubuntu equivalent to inetd restart? __eou__ __eo\n", + "1463000 what is the firefox-bin? __eou__ __eot__ it's the name of th\n", + "1464000 hi MacSlow just the person i wanted to speak to __eou__ __e\n", + "1465000 Question: If I wanted to plug in a USB mouse, is there any \n", + "1466000 : error fetching interface information: Device not found <--\n", + "1467000 Iit it possible for me to recompile just one module for the \n", + "1468000 lol __eou__ hey, Im completely new to linux, just tried the \n", + "1469000 does anyone know how to install a realtek alc850 on ubuntu? \n", + "1470000 guys, can anyone please help me in a networking issue, i can\n", + "1471000 anyone know how i can install wmcodecs __eou__ __eot__ you m\n", + "1472000 Can someone please help me getting the official linux aimcli\n", + "1473000 I have a question about linux, I know windows has problems w\n", + "1474000 is there an easy way to find out? __eou__ i know __eou__ ok \n", + "1475000 why should apt-get remove kubunt-desktop remove all kde pack\n", + "1476000 Hi All! __eou__ All the time that I enable dri + fglrx or dr\n", + "1477000 I dont know that I would always call that a problem =P __eou\n", + "1478000 you run the livecd from the cd __eou__ your hdd file system \n", + "1479000 Hmm, system seems to be working fine after dist-upgrade __eo\n", + "1480000 hi how do i switch on code highlighting in vim __eou__ __eot\n", + "1481000 After upgrading to Dapper, I cannot connect to a windows sha\n", + "1482000 how can I unpack with unrar? __eou__ __eot__ unrar x __eou__\n", + "1483000 Hi all, gnome has broken down completely- I can login but th\n", + "1484000 hi all __eou__ quick question: i connect to the internet thr\n", + "1485000 hey, anyone know any good terrain generators for ubuntu? __e\n", + "1486000 so is anyone able to help me get my screen resolution higher\n", + "1487000 Hi, my connection worked properly when I started Ubuntu 6.06\n", + "1488000 I want to install the amd64 kernel on a 32bit install so I c\n", + "1489000 Any programming-editors with orginal php highlightning? high\n", + "1490000 is it possible to format an external USB hard disk to the FA\n", + "1491000 you'll want smp build regardless __eou__ whoops, wires cross\n", + "1492000 try this - log in to a terminal, >> sudo dpkg-reconfigure xs\n", + "1493000 c __eou__ __eot__ celcius or F? __eou__ it's impossible in c\n", + "1494000 anyone have any luck installing IE in wine? I'm having troub\n", + "1495000 How can I connect to a CVS Server and download all files? __\n", + "1496000 I have Ubuntu on my machine, and I wanted to see what KDE no\n", + "1497000 Does ubuntu have an update mechanism, like RedHat's up2date?\n", + "1498000 grub wont let me boot into windows xp cd __eou__ i tried cha\n", + "1499000 you can try moving the module up to an earlier position in /\n", + "1500000 ah, well I was resizing a 60 odd gb partition to 12gb, it wa\n", + "1501000 you got it to work with direct rendering O.o? __eou__\n", + "\n", + "1502000 deb http://www.getsweaaa.com/~tseng/ubuntu/debs ./ __eou__\n", + "\n", + "1503000 really ? thanks ! __eou__\n", + "\n", + "1504000 that's cool, but I just don't know how to actually accomplis\n", + "1505000 we have something like 300+ linux boxes in production at wor\n", + "1506000 : ok, thanx :) __eou__\n", + "\n", + "1507000 what model number does Device Manager tell you? __eou__\n", + "\n", + "1508000 is that where it's likely to be? __eou__\n", + "\n", + "1509000 i would think thers is no upgrade path from a pre-release __\n", + "1510000 i did an \"expert\" install and could assign mount points to m\n", + "1511000 says gnome-applets is installed already __eou__ yes __eou__\n", + "\n", + "1512000 it works __eou__ yes __eou__ usually it is best to be update\n", + "1513000 you don't actually have to do anything aside from selecting \n", + "1514000 sure? __eou__\n", + "\n", + "1515000 no problem __eou__\n", + "\n", + "1516000 because it's pointless __eou__ best to just ask your questio\n", + "1517000 : i have problem with linux ubuntu...I cant connect so I use\n", + "1518000 ok, thanks __eou__\n", + "\n", + "1519000 I got it from ps aux, are you suggesting that ps aux is lyin\n", + "1520000 it was a general comment. It's just cool to see you excited\n", + "1521000 if it mentions a package that is unavailable, just replace i\n", + "1522000 there's a grub splashimage package __eou__\n", + "\n", + "1523000 yeah, it filled my system drive and locked everything up __e\n", + "1524000 I have try both of them too __eou__\n", + "\n", + "1525000 hmm, not good. __eou__ you're up-to-date? __eou__\n", + "\n", + "1526000 dont you have limitations getting audio and video from OTHER\n", + "1527000 I already unlocked the root user & stuff __eou__\n", + "\n", + "1528000 ahite __eou__ lol __eou__ meh __eou__ sorry, mis-tab :) __eo\n", + "1529000 Yeah, I've got it sorted now -- I installed some binary pack\n", + "1530000 let's start with \"fuser /home\" __eou__\n", + "\n", + "1531000 ehe :) __eou__\n", + "\n", + "1532000 not very, had a long night __eou__\n", + "\n", + "1533000 thanx :D __eou__\n", + "\n", + "1534000 I know how to change icons in the menu, but I need the png f\n", + "1535000 add a .desktop to /usr/share/applications is what I do __eou\n", + "1536000 hmmm bummer __eou__ that's when i get out the hammer and loo\n", + "1537000 have you a nforce board? thr1ce __eou__\n", + "\n", + "1538000 I mean ubuntu has very good itegration with gnome like you s\n", + "1539000 Xappe; yes i know, i've tried to change it... __eou__ makte;\n", + "1540000 no, didnt. Assumed that it worked, foolishly enough __eou__\n", + "\n", + "1541000 what's the new name? __eou__\n", + "\n", + "1542000 um, did you check ouyt sf.net for torrents in search? __eou_\n", + "1543000 not sure, I've heard it should be something they made by the\n", + "1544000 will try __eou__ din't work sounded strange again __eou__\n", + "\n", + "1545000 ok thanks __eou__\n", + "\n", + "1546000 gunman: have a look in /boot or wherever knoppix rescue moun\n", + "1547000 ok thanks ... __eou__ could i use init to go to a special ru\n", + "1548000 yeah, there were. i had to do follow this: http://www.ubunt\n", + "1549000 yeah but some more than others :) __eou__\n", + "\n", + "1550000 take a look at http://paste.ubuntulinux.nl/670 and you can \n", + "1551000 oh sorry, I don't know. I'm looking at the ubuntu list. __eo\n", + "1552000 yup, default install __eou__\n", + "\n", + "1553000 at the boot: prompt select 'linux single root=/dev/hdx (wher\n", + "1554000 then you mean AD __eou__ http://www.google.com.au/search?hl=\n", + "1555000 already tried that... but it doesn't seem to work :/ __eou__\n", + "1556000 no __eou__\n", + "\n", + "1557000 vncviewer is also installed, so you can use desktops remotel\n", + "1558000 you should install it from the repositories __eou__\n", + "\n", + "1559000 is it working? __eou__\n", + "\n", + "1560000 I recommend https://wiki.ubuntu.com/ExampleConffiles, the mo\n", + "1561000 please we're trying to help you. No need to troll. __eou__\n", + "\n", + "1562000 best text editor, bar none __eou__\n", + "\n", + "1563000 i know, i've never liked the synaptic method. i'm asking for\n", + "1564000 people still use bitchx? __eou__\n", + "\n", + "1565000 but the universe repo is NOT supported __eou__\n", + "\n", + "1566000 sure, but do you need them? are they actually useful? __eou_\n", + "1567000 where do i find that Muine then? __eou__\n", + "\n", + "1568000 ermm how? example? __eou__ i copied that from when i restart\n", + "1569000 how? =) __eou__\n", + "\n", + "1570000 ok .. if you're running on an imac g5 then that has to be pp\n", + "1571000 ah, no idea, sorry __eou__\n", + "\n", + "1572000 2u2 was in response to Dr_Willis :P __eou__ http://www.ubunt\n", + "1573000 try a fresh install -> sudo apt-get install --purge --reinst\n", + "1574000 thanks - but it did work with several identical boxes earlie\n", + "1575000 and it will have webcam support soon... __eou__ try and ma\n", + "1576000 tarball and scp or sftp both of which exist on an machine wi\n", + "1577000 I was under the impression that ubuntu uses UDEV __eou__ con\n", + "1578000 packages was the work I meant to type - for breezy in answer\n", + "1579000 i wouldn't know about gnome 2.12 __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1580000 gftp first then fireftp __eou__\n", + "\n", + "1581000 there is several posts in the ubuntu forums (look in the tip\n", + "1582000 cant convince my woman to switch from windows :( __eou__\n", + "\n", + "1583000 not in here please __eou__\n", + "\n", + "1584000 i suppose so __eou__\n", + "\n", + "1585000 nope __eou__\n", + "\n", + "1586000 try disabling sound support in gnome (i.e. ESD) and then try\n", + "1587000 Eh, no, not on the machine I'm messing with currently, thou\n", + "1588000 those are bitmap pcf fonts, i believe __eou__ the artwiz __e\n", + "1589000 synaptic is front end for apt-get/aptitude ... __eou__ can y\n", + "1590000 we're all new to something __eou__ help.ubuntu.com __eou__\n", + "\n", + "1591000 i think e17\"enlightenment\" gonna be the unique desktop syste\n", + "1592000 Tad - it even supports my old tuner too. just about everythi\n", + "1593000 its ok.now i see the Debian menu:) __eou__\n", + "\n", + "1594000 then do apt-get update and apt-get dist-upgrade __eou__ I di\n", + "1595000 i think i helped juantao with the gpg problem... __eou__\n", + "\n", + "1596000 sure most of the dependencies can be resolved using the info\n", + "1597000 no dducko __eou__ embeded wmv files __eou__\n", + "\n", + "1598000 (synaptic:10222): Gdk-WARNING **: locale not supported by Xl\n", + "1599000 I will tell them not to, because I have a reason. __eou__ an\n", + "1600000 this sucks. __eou__ i give up lol, no 3d acceleration __eou_\n", + "1601000 all of the \"myths of java\" are unfortunately trye __eou__ sk\n", + "1602000 and .bashrc ? __eou__\n", + "\n", + "1603000 Id be all by myself! __eou__\n", + "\n", + "1604000 i type the commands, but it says \"cannot connect to X serve\n", + "1605000 where do i find out how to make azureus the default for torr\n", + "1606000 Not sure. Just trying to get my arms around what you were as\n", + "1607000 aah you're one of those... __eou__\n", + "\n", + "1608000 thabks I loking too __eou__\n", + "\n", + "1609000 yes I know that...I am just a gigantic smart (_!_) sorry! ca\n", + "1610000 Still, nice way to tell which version something is complaini\n", + "1611000 did I mention *always*? __eou__\n", + "\n", + "1612000 bmp crashes. __eou__\n", + "\n", + "1613000 sweet thnx __eou__\n", + "\n", + "1614000 ok ... i think I got that part ... now ... where do I start\n", + "1615000 ill have a go at it. im in ssh so im constantly in and out a\n", + "1616000 What will that accomplish ? __eou__\n", + "\n", + "1617000 strange, that script runs on slackware by default __eou__ ye\n", + "1618000 the first one. also see easysource __eou__ which distro are \n", + "1619000 ^^ __eou__\n", + "\n", + "1620000 sometimes there is great freedom in having no choice, and I \n", + "1621000 did you find messages like \"{DriveSeek REady \" or not ? __eo\n", + "1622000 like a cover on the big red switch :-) easy to do but discou\n", + "1623000 ok i will check it out __eou__\n", + "\n", + "1624000 Personally I don't see the point of using wireless on deskto\n", + "1625000 I did. Been through the install, and this is the first reboo\n", + "1626000 definitely maybe :) __eou__\n", + "\n", + "1627000 thanks __eou__\n", + "\n", + "1628000 see if installing python-gtk2 fixes it. __eou__\n", + "\n", + "1629000 did you install ati drivers? and if so you might what to try\n", + "1630000 ahhh __eou__\n", + "\n", + "1631000 I don't have any firewall software, this is a fresh ubuntu i\n", + "1632000 want some fun, greap -R /path/to/extracted/kernel/\n", + "1633000 I love ubuntu dapper's new icons __eou__\n", + "\n", + "1634000 Thanks so much! __eou__\n", + "\n", + "1635000 not sure, how can i check? __eou__\n", + "\n", + "1636000 welcome __eou__ apt-get __eou__ synaptic is a front end for \n", + "1637000 maybe, i'm not aware of one. all i know is that ntfs is rea\n", + "1638000 no, mine was wrong.. it's !ipv6 __eou__\n", + "\n", + "1639000 if you can't do a trace on it check the logs. ~.xsession-\n", + "1640000 you have some command to install it in xterm? __eou__ its a \n", + "1641000 exactly .. __eou__\n", + "\n", + "1642000 should my friend use jabber so that he can chat with me ? __\n", + "1643000 well you probably hacenvt compile in the right options in or\n", + "1644000 A windows partition will not effect a linux system. So.. do\n", + "1645000 everything works just fine, but I can't use the three last c\n", + "1646000 i know some bash but i don't know squat about php __eou__\n", + "\n", + "1647000 fair enough. Any thoughts? __eou__\n", + "\n", + "1648000 it cant be run wqithout xserver __eou__\n", + "\n", + "1649000 ubuntu (or any os) cannot influence this __eou__ if your cd \n", + "1650000 you might find this of interest: http://www.debian-administr\n", + "1651000 sry i havent tried out yet __eou__ but i will report as soon\n", + "1652000 my computer in the network is still having internet access..\n", + "1653000 64bit is missing support for most non-free apps same with pp\n", + "1654000 they changed it! it used to always be in there simply under \n", + "1655000 i mean, the paid ones __eou__\n", + "\n", + "1656000 su from that user? __eou__\n", + "\n", + "1657000 hmmm did you google for that drive i assume? __eou__\n", + "\n", + "1658000 \"if i recall correctly\" :) __eou__\n", + "\n", + "1659000 if i delete CHAINLOADER +1 ... might that solve the problem?\n", + "1660000 what's the deletion command? __eou__\n", + "\n", + "1661000 ok, I'm waiting for you __eou__ please if I'm not reachable \n", + "1662000 I just let it do whatever it was going to do by default and \n", + "1663000 nope, it's a Lucent Orinoco __eou__\n", + "\n", + "1664000 how? what's this? __eou__\n", + "\n", + "1665000 I google it and I find some problems with sata and some durn\n", + "1666000 well i doin't know anything about that then.. sorry. __eou__\n", + "1667000 this isnt all in one file? __eou__\n", + "\n", + "1668000 np im new to ubuntu/debian in general just learning the new \n", + "1669000 what about the root password for this cd? have any idea? cos\n", + "1670000 you told me to do that before and I did that, but no problem\n", + "1671000 it's in xchat __eou__\n", + "\n", + "1672000 too bad ubuntu doesn't have /proc/config.gz __eou__\n", + "\n", + "1673000 thnx __eou__ thnx to you too :) __eou__\n", + "\n", + "1674000 http://www.dyndns.com/support/kb/archives/using_ddclient_wit\n", + "1675000 DLink, I think... but i don't want to rout it... just like W\n", + "1676000 ive done that 20 times no dice, firefox thinks mozilla is st\n", + "1677000 what is iirc? and how do you convert a deb package to ubuntu\n", + "1678000 cmod numbers dir __eou__ i suggest reading man chmod __eou__\n", + "1679000 yah but installing xp on fat32 is generally not a good idea \n", + "1680000 thanks, the -r is what I needed, what does it mean? __eou__\n", + "\n", + "1681000 ah .. interesting .. is it some bash peculiarity? Will it wo\n", + "1682000 yea __eou__\n", + "\n", + "1683000 If you really want it, I would use the vanilla kernel, yes. \n", + "1684000 the lo rule changed from 1786 167K to 1864 175K. No packet\n", + "1685000 no __eou__ if you are using xfce you can set it in the autos\n", + "1686000 never mind, it's fixed now __eou__\n", + "\n", + "1687000 it's not possible to do that from rescue mode or the install\n", + "1688000 get icecast, xmm, and xmms-liveice __eou__\n", + "\n", + "1689000 hmm i might have ended up with my root FS as module, didn't \n", + "1690000 yes __eou__\n", + "\n", + "1691000 what is the question it is asking? __eou__\n", + "\n", + "1692000 dist-upgrade wants to install all sorts of new packages that\n", + "1693000 it's not an iso __eou__ I want it as a raw device anyway __e\n", + "1694000 I think they might __eou__\n", + "\n", + "1695000 I have used it for months now without a hitch __eou__ all of\n", + "1696000 northbridge? __eou__\n", + "\n", + "1697000 i use the fglrx driver on the only machine capable, so no __\n", + "1698000 Moritce, will that tell me if it is actually in use? __eou__\n", + "1699000 Yes C. C is never compiler just in time __eou__ C is always \n", + "1700000 what if I don't want it to start by default? __eou__ isn't t\n", + "1701000 sudo apt-get install bunch-of-free-mainboards __eou__\n", + "\n", + "1702000 accroding to users-admin i do __eou__\n", + "\n", + "1703000 anything you got to say ? __eou__\n", + "\n", + "1704000 tried that and root only had access still, \"mount -t cifs //\n", + "1705000 aclocal is correct __eou__\n", + "\n", + "1706000 it makes a backup of your current xorg.conf and runs thru \n", + "1707000 its under your home __eou__ this is my example /home/Matt/.m\n", + "1708000 join me in #pelo since this is off topic __eou__ no need t\n", + "1709000 sry, my bad: xchat-systray or xchat-systray-integration __eo\n", + "1710000 Eww __eou__\n", + "\n", + "1711000 what are you trying to get from there? __eou__\n", + "\n", + "1712000 install the fglrx driver __eou__\n", + "\n", + "1713000 True. I am a very paranoid person (and I love security-based\n", + "1714000 dist upgrade to dapper then use the upgrade manager __eou__\n", + "\n", + "1715000 so you get the problem in any media player you try __eou__\n", + "\n", + "1716000 stopped __eou__\n", + "\n", + "1717000 ahhhh __eou__\n", + "\n", + "1718000 how did you set it up, on your router? __eou__\n", + "\n", + "1719000 no, but I have totem-gstreamer et al __eou__\n", + "\n", + "1720000 maybe __eou__ he is probably going to have to convert the dv\n", + "1721000 good. sounds like you have a pretty good idea what needs to\n", + "1722000 what would i enter into the terminal to do that __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1723000 hmm __eou__ i'll check it out tomorrow __eou__\n", + "\n", + "1724000 ah, didn't know about the wiki. __eou__\n", + "\n", + "1725000 apecat, __eou__ Thanks! Been meaning to nail this down for a\n", + "1726000 i wouldn't do what he's done either __eou__\n", + "\n", + "1727000 plenty of highly paid programmers. __eou__\n", + "\n", + "1728000 Just incase u forget __eou__\n", + "\n", + "1729000 I doubt that __eou__\n", + "\n", + "1730000 \"Could not init font path element /var/blahblahvblah/TrueTyp\n", + "1731000 xfcemediaplayer just loads themm. __eou__\n", + "\n", + "1732000 my spelling is a bit off __eou__\n", + "\n", + "1733000 lol __eou__\n", + "\n", + "1734000 ohh ok, i thought that was a gnome login screen. __eou__ th\n", + "1735000 yeah, but E17 and enlightenment are 2 different beasts __eou\n", + "1736000 -- thanks, I knew I had seen that functionality *somewhere*!\n", + "1737000 :) __eou__\n", + "\n", + "1738000 cat won't let you browse the file, so it's not convenient fo\n", + "1739000 kitche: like this: http://pastebin.ca/315975 __eou__\n", + "\n", + "1740000 use: sudo aticonfig --initial __eou__ then restart your comp\n", + "1741000 ok, then the theme installer should be ok, just drag the tar\n", + "1742000 good point __eou__\n", + "\n", + "1743000 ok ill check it __eou__\n", + "\n", + "1744000 there should be a how-to somewhere, just a second __eou__\n", + "\n", + "1745000 6.06 is ubuntu Dapper Drake __eou__\n", + "\n", + "1746000 sweet! have you upgraded to feisty? __eou__\n", + "\n", + "1747000 sorry can't help you much __eou__\n", + "\n", + "1748000 did you see my answer? __eou__\n", + "\n", + "1749000 , i'm looking for a program that can scan files for virusses\n", + "1750000 what was the command you ran? __eou__ to install it __eou__\n", + "\n", + "1751000 thanks __eou__\n", + "\n", + "1752000 thanks __eou__\n", + "\n", + "1753000 It's impossible the use any special keys, also the windows k\n", + "1754000 ;) __eou__ I'm not a core developer, no. I can only upload \n", + "1755000 i was just confused cause you had a ~ infront of /tmp, so i \n", + "1756000 thank you, that worked __eou__\n", + "\n", + "1757000 I used kernel.org, but I just picked on randomly __eou__\n", + "\n", + "1758000 all are removed __eou__\n", + "\n", + "1759000 ty __eou__\n", + "\n", + "1760000 thanks __eou__\n", + "\n", + "1761000 its a custom vmware build running vmware-server on top of ub\n", + "1762000 fuser -v /dev/partitionnumber __eou__ security fixes are bac\n", + "1763000 Would you mind taking a glance at my xorg.conf? __eou__ http\n", + "1764000 what's cli ? __eou__\n", + "\n", + "1765000 besides, the torrent was going to take like a day to downloa\n", + "1766000 thanks, i'll take a look __eou__\n", + "\n", + "1767000 thanks __eou__ do you know if the information is already up \n", + "1768000 then this is your chance for the big leagues. Download the \n", + "1769000 well i did that, even before per \"chsh\", but when i start gn\n", + "1770000 the volume of gnome sounds is OK, It is the system bell what\n", + "1771000 and this error in the first pastebin happens when the module\n", + "1772000 :) __eou__\n", + "\n", + "1773000 thanks, that worked __eou__\n", + "\n", + "1774000 it feels broken :( the gui is much easier to do downgrades \n", + "1775000 i find that fact hard to accept :) __eou__\n", + "\n", + "1776000 the filesystem needs to not be mounted, so live cd is the be\n", + "1777000 no, \"why?\" was my question :) __eou__\n", + "\n", + "1778000 Okay __eou__ Holy crap, it's working lol __eou__ Same here, \n", + "1779000 THX __eou__\n", + "\n", + "1780000 baby steps __eou__ heh __eou__ thx Z__ __eou__\n", + "\n", + "1781000 thanks __eou__\n", + "\n", + "1782000 NP. __eou__\n", + "\n", + "1783000 actually, I just installed avant-window-navigator, and want \n", + "1784000 is it working for you in Feisty? __eou__\n", + "\n", + "1785000 which files? __eou__\n", + "\n", + "1786000 could you right click on the applet and check the properties\n", + "1787000 sure __eou__\n", + "\n", + "1788000 I'm using alternate install. I'm reinstalling feisty. I got \n", + "1789000 you don't have to defrag. __eou__\n", + "\n", + "1790000 do other 3d games work? __eou__\n", + "\n", + "1791000 try this url:: http://www.howtoforge.com/ubuntu_feisty_beryl\n", + "1792000 packages.ubuntu.com __eou__\n", + "\n", + "1793000 Heh, it's *also* required for nvidia's horrible drivers, too\n", + "1794000 what isn't __eou__ jealous? __eou__\n", + "\n", + "1795000 Nah.. __eou__\n", + "\n", + "1796000 i would ask but theres like 3 different issues. ready? __eou\n", + "1797000 what else do you want to trust? we have no access to \"objec\n", + "1798000 that is one odd xorg.conf __eou__ I dont think that you need\n", + "1799000 hmmmm, that seems to be the sources of the Ubuntu package bu\n", + "1800000 can't find the anjuta folder either: its not in /etc __eou__\n", + "1801000 You want pretty, take a peek at beryl when you get your desk\n", + "1802000 do you have other computers on the LAN and if so, do they co\n", + "1803000 I have problems with Netgear routers dropping connections af\n", + "1804000 I have the required drivers and such. By all rights, it shou\n", + "1805000 does it work now? __eou__\n", + "\n", + "1806000 there is nothing to back up for me... __eou__\n", + "\n", + "1807000 its still closing after executing the command.... __eou__\n", + "\n", + "1808000 just saying, Pidgin doesnt like being compiled from source _\n", + "1809000 Wouldn't have a clue, but I'm sure there is one. __eou__\n", + "\n", + "1810000 http://ubuntuforums.org/showthread.php?t=198453 <- a thread \n", + "1811000 try anjuta __eou__ or just open the files with the dialogue \n", + "1812000 thanks, i just needed to recheck the apps i wanted. __eou__\n", + "\n", + "1813000 Its simply router creates ppp with ineternet, i can login to\n", + "1814000 nope __eou__\n", + "\n", + "1815000 what do you prefer then? __eou__\n", + "\n", + "1816000 what's your real question? :) __eou__\n", + "\n", + "1817000 np __eou__\n", + "\n", + "1818000 thanks __eou__\n", + "\n", + "1819000 yes I am __eou__\n", + "\n", + "1820000 that's different also __eou__\n", + "\n", + "1821000 does the ubuntu computer have internet access? __eou__\n", + "\n", + "1822000 : can i install ubuntu using thumb drive and a dvd image? __\n", + "1823000 >_> How? __eou__ fdisk? >_< __eou__\n", + "\n", + "1824000 ty __eou__\n", + "\n", + "1825000 Well, it happens on ALL hosts. I get a lot of strange chara\n", + "1826000 i think that is the wrong terminology. __eou__\n", + "\n", + "1827000 no kde __eou__\n", + "\n", + "1828000 \n", + "1829000 we were asking in polite english :D __eou__\n", + "\n", + "1830000 So your telling me i might as well go with gutsy if i want 1\n", + "1831000 i dont understand what that means to me __eou__ nvm i unders\n", + "1832000 how can i solve it? __eou__\n", + "\n", + "1833000 Thanks __eou__\n", + "\n", + "1834000 sh __eou__\n", + "\n", + "1835000 oh __eou__\n", + "\n", + "1836000 doesn't seem like it would freeze the machine... there are m\n", + "1837000 do you know if (for me this is) the direct cd printing works\n", + "1838000 ok -- i m updating ... __eou__\n", + "\n", + "1839000 then I'm not sure (not on dapper anymore)...sorry __eou__\n", + "\n", + "1840000 it returns it's process number, but it still doesn't come up\n", + "1841000 do you remember having a seperate session for XGL? __eou__\n", + "\n", + "1842000 try \"sudo apt-get update\" then \"sudo apt-get remove flashplu\n", + "1843000 not found either :( __eou__\n", + "\n", + "1844000 I get this: Could not find device for //boot: Not found or n\n", + "1845000 my xcom work good the way it is, i but i dont have any hardw\n", + "1846000 use the linux version, not the windows version, and if not o\n", + "1847000 /nickserv help __eou__ If it's your nick, then you can recla\n", + "1848000 !gutsy | amx109 __eou__\n", + "\n", + "1849000 sorry I wouldnt know __eou__\n", + "\n", + "1850000 i did that it is not working __eou__\n", + "\n", + "1851000 my system rebooted this morning, and when it came back up, n\n", + "1852000 nope. LTS = Long Term Support. __eou__\n", + "\n", + "1853000 Not according to \"man sshd_config\" __eou__ HPUX does :-) __e\n", + "1854000 hehehe...I will, just dont know when will I try it :)...hehe\n", + "1855000 what are you trying to installe ? __eou__\n", + "\n", + "1856000 Whining?? I installed that CRAP Gutsy because of people said\n", + "1857000 ah right :) close :) __eou__\n", + "\n", + "1858000 they use them for caching __eou__\n", + "\n", + "1859000 i would back it up to another drive, or u can resize your 32\n", + "1860000 1G __eou__ 1GB astro76 :) __eou__ so how much i ll use __eou\n", + "1861000 thanks :) __eou__\n", + "\n", + "1862000 no, there is no VIdeoOverlay option __eou__\n", + "\n", + "1863000 I'll put it on mah webserver __eou__ http://stainer.homelinu\n", + "1864000 lol __eou__\n", + "\n", + "1865000 did u upgrade from 7.04? __eou__\n", + "\n", + "1866000 No. Just download a Linux source distribution from kernel.or\n", + "1867000 nope, it was working for a while __eou__ but then all of a s\n", + "1868000 trevino, automatix and anything else will break your system \n", + "1869000 bummer. no 2.6.23 there. any idea where i can find the ubunt\n", + "1870000 i presume you have fresh installed system..right?? ubuntu?? \n", + "1871000 cp /source /destination __eou__ I was gonna suggest you us\n", + "1872000 here's another thought: set gdm to autologin and configure v\n", + "1873000 you can also search through packages for files online: http:\n", + "1874000 i asked if there was a shortcut for switching between layout\n", + "1875000 really ? __eou__ what type of card __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1876000 could be wlan0 ? __eou__\n", + "\n", + "1877000 so, if I have an okay nvidia card that is giving me trouble,\n", + "1878000 do you enter a latter it can complete? __eou__\n", + "\n", + "1879000 thanks, :) turned out it was just one file __eou__\n", + "\n", + "1880000 primary difference is that ext3 has a journal __eou__ and so\n", + "1881000 for example...if an package is installed...you could use th\n", + "1882000 sorry about the long message. __eou__\n", + "\n", + "1883000 much appreciated __eou__\n", + "\n", + "1884000 thanks, ill look it up __eou__\n", + "\n", + "1885000 OK, I've got to go through a few reboots so I'll be dropping\n", + "1886000 but when i run ifconfig wlan0 up it brings up the wireless c\n", + "1887000 Athlon XP is 686, with MMX.. and some other stuff __eou__ th\n", + "1888000 I'm working with a family member who has two notebooks. On 7\n", + "1889000 well i dont know ... in any case... i need to do pon nameo\n", + "1890000 do you know what others :) __eou__\n", + "\n", + "1891000 ahh if noone has an answer here id suggest asking in #compiz\n", + "1892000 in theory you're right, but in practice there's not much use\n", + "1893000 Yes I know that. :) I just want to use this old machine to p\n", + "1894000 do you have a lot of data to back up? __eou__ do you have al\n", + "1895000 thx... __eou__\n", + "\n", + "1896000 its the developmental version gutsy 7.10 is the latest versi\n", + "1897000 - no, i guess. __eou__\n", + "\n", + "1898000 it was, but I just fixed the problem anyway. __eou__\n", + "\n", + "1899000 I assumed that you were using 'mail', for which you can redi\n", + "1900000 yes i am here __eou__\n", + "\n", + "1901000 it shows in Mb/s __eou__\n", + "\n", + "1902000 no it's not __eou__\n", + "\n", + "1903000 sudo aptitude install ubuntu-desktop __eou__\n", + "\n", + "1904000 I'm not sure which codec I need __eou__\n", + "\n", + "1905000 true so it says this on boot? __eou__ You can set splash scr\n", + "1906000 i know 6.06 was where I started, but 7.04 or 7.10 is lightye\n", + "1907000 never done that. Whenever I do unzip it extracts all the fil\n", + "1908000 how? __eou__\n", + "\n", + "1909000 np __eou__\n", + "\n", + "1910000 it worked. i dont know where jcdg went __eou__\n", + "\n", + "1911000 not at the moment __eou__ thinking about changing to gutsy X\n", + "1912000 sounds good __eou__\n", + "\n", + "1913000 Bingo - You figured it out. :) __eou__\n", + "\n", + "1914000 certainly worthwhile. __eou__\n", + "\n", + "1915000 i used to use other linux distros in the past. linux was a b\n", + "1916000 ahh. sorry. :) __eou__\n", + "\n", + "1917000 not sure, it's the default ubuntu install on myserver __eou_\n", + "1918000 hmm, maybe #kubuntu can help. I can't and nobody else in her\n", + "1919000 E319: Sorry, the command is not available in this version __\n", + "1920000 then that is the 5007 not the 5006 just a second __eou__\n", + "\n", + "1921000 thanks it works! __eou__\n", + "\n", + "1922000 gksudo gedit /etc/apt/sources.list __eou__\n", + "\n", + "1923000 you'd have to put error trapping in the script __eou__ as cr\n", + "1924000 : i can. but I don't want to. thanks anyway? i was just read\n", + "1925000 www.distrowatch.com has a plethora of choices for tiny insta\n", + "1926000 what did you do? __eou__\n", + "\n", + "1927000 i don't know, let me see it in fdisk __eou__\n", + "\n", + "1928000 i'll be completely honest and say i don't really know ubuntu\n", + "1929000 Ah, sweet. Thanks. __eou__\n", + "\n", + "1930000 not sure about ati, sorry __eou__\n", + "\n", + "1931000 hah, why didn't i think of that? (just disabling the source\n", + "1932000 Isn't there some new wireless utility with Hardy? __eou__\n", + "\n", + "1933000 bazhang: thanks i'll tell her to try both __eou__\n", + "\n", + "1934000 ok, thanks __eou__\n", + "\n", + "1935000 Hmmmm that leans more towards ram/cpu issues than software, \n", + "1936000 does it give any errors? __eou__\n", + "\n", + "1937000 you wouldn't happen to know the commands off-hand? __eou__\n", + "\n", + "1938000 i hope you r here i still face troubles wih pptp client , i \n", + "1939000 : I don´t see it that way when I send it but O.K. __eou__\n", + "\n", + "1940000 ya __eou__ if I have rythmbox running i don't get sound __eo\n", + "1941000 ok thanks __eou__\n", + "\n", + "1942000 weird, I unset DISPLAY and gconftool-2 still worked for me _\n", + "1943000 not sure; I'm more of a gui fan -->best ask the channel for \n", + "1944000 check and or remove mozilla addons in firefox beta 5 seemed \n", + "1945000 that seems to tell you what to do __eou__\n", + "\n", + "1946000 startx does nothing? no output at all? __eou__\n", + "\n", + "1947000 if they are built correctly maybe __eou__\n", + "\n", + "1948000 thank you very much for the reply __eou__\n", + "\n", + "1949000 sorry, I got confused and thought you were a different user \n", + "1950000 how? __eou__\n", + "\n", + "1951000 like you got ram to stick into your laptop ? i'd compare \n", + "1952000 every ubuntu release has had 2.6 i think. __eou__\n", + "\n", + "1953000 ok i did, did that just reinstall it? __eou__\n", + "\n", + "1954000 just type that __eou__\n", + "\n", + "1955000 - ah ok... pretty cool. All you need to do then is check the\n", + "1956000 Oh, lol, ok :p __eou__\n", + "\n", + "1957000 ya :D glad to get help from u to thanks __eou__\n", + "\n", + "1958000 , u helped me alot __eou__ :)_ __eou__\n", + "\n", + "1959000 thanks __eou__\n", + "\n", + "1960000 it doesnt work, it says \"E: dpkg was interupted etc.... __eo\n", + "1961000 ty ill have a looksee __eou__\n", + "\n", + "1962000 yes because it doesn't run as user __eou__\n", + "\n", + "1963000 whoops, I mean blackstone __eou__\n", + "\n", + "1964000 i have the microsoft natural ergonomic keybard 4000;;; but t\n", + "1965000 pardon? __eou__\n", + "\n", + "1966000 ok, if you don't won't to paste it, I can't help __eou__\n", + "\n", + "1967000 yep, it's good to know some basics about the OS you're runni\n", + "1968000 Sry, just checking out the bot __eou__\n", + "\n", + "1969000 ok, thanks you actually helped me figure out the problem... \n", + "1970000 i just was going to wipe 7.x complete and plop 8.x on that d\n", + "1971000 I'll give that a try __eou__\n", + "\n", + "1972000 thanks __eou__\n", + "\n", + "1973000 from a fresh install? __eou__\n", + "\n", + "1974000 the drive ubuntu is currently booting off is an ide drive __\n", + "1975000 Paulo - on the compiz fusion site they have a description of\n", + "1976000 that usually is the cause of this __eou__ and I would not bo\n", + "1977000 with the link above, I was able to set my gnome cpu monitori\n", + "1978000 i mean that I can view my partitions in nautilus but I can't\n", + "1979000 not like that, no __eou__\n", + "\n", + "1980000 I checked my clock preference and there is no box or anythin\n", + "1981000 doesn't seem either of those suit my needs.. rtorrent is tex\n", + "1982000 yah __eou__\n", + "\n", + "1983000 most likely __eou__\n", + "\n", + "1984000 set vim to run in virtual mode __eou__ well at least that fi\n", + "1985000 err... if the bootloader is screwed, there is no kernel, so \n", + "1986000 no no, the entire bar __eou__\n", + "\n", + "1987000 i will check for \"/dev/ath*\" tj83: in my past experience, it\n", + "1988000 pirate_hunter: Yeah, in your desktop manager it should just \n", + "1989000 it worked for me :( __eou__\n", + "\n", + "1990000 I know it can't, and if it tried it would need to scale and \n", + "1991000 i'm an ubuntu n00b __eou__\n", + "\n", + "1992000 i didnt understand it __eou__ how can i use that thing? __eo\n", + "1993000 you need a cross compiler. i don't see any packages for them\n", + "1994000 have you enable the drivers for your videocard? __eou__\n", + "\n", + "1995000 dunno __eou__\n", + "\n", + "1996000 how do i use it? __eou__\n", + "\n", + "1997000 i know that Ubuntu can do OpenVPN but why would I want to? _\n", + "1998000 I'm sorry, there's no other way to interpret this: 05:37 < a\n", + "1999000 did you ever get this error message or do you know how to fi\n", + "2000000 then just click on applications, accesories, terminal __eou\n", + "2001000 no. __eou__ but that doesn't mean it doesn't exist... __eou_\n", + "2002000 ah that's interesting... I looked in xorg.conf for the dontZ\n", + "2003000 forget what I said. How about you just put the module (drive\n", + "2004000 it worked before while I was running windows, but I cant fig\n", + "2005000 maybe you were entering a password to mount FAT32? __eou__\n", + "\n", + "2006000 you're funny __eou__ i once used a little utility called pho\n", + "2007000 thanks __eou__\n", + "\n", + "2008000 hardy or ibex? __eou__\n", + "\n", + "2009000 is it an xorg.conf issue? __eou__ pad works with xubuntu liv\n", + "2010000 yeah __eou__\n", + "\n", + "2011000 so any idea?? __eou__\n", + "\n", + "2012000 I guess that depends on the game __eou__\n", + "\n", + "2013000 to make my pc load free less mem __eou__\n", + "\n", + "2014000 yep. nvidia geforce 6150 __eou__\n", + "\n", + "2015000 it used to work on 8.04... __eou__\n", + "\n", + "2016000 I believe I should put that extracted GNOME Icon in somewher\n", + "2017000 try apt-cache search __eou__ or http://packages.ubuntu.com/ \n", + "2018000 its built in. i just noticed this though, is it meaningful?\n", + "2019000 Oh! works. __eou__\n", + "\n", + "2020000 : thanks, but i dont have alt cd and my optical drive isnt w\n", + "2021000 i have a xps one allinone with an intel video card that is u\n", + "2022000 okay. So hit Alt+f2, type gconf-editor, and hit enter. Go to\n", + "2023000 i believe that specifies _which_ vt to reside in. it doesn't\n", + "2024000 i like dell, millions also do, millions also don't __eou__ H\n", + "2025000 when my master volume is set at 50% and everything else I ca\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2026000 i did a fresh ubuntu 8.10 install, no upgrading __eou__\n", + "\n", + "2027000 ls -l RegnumOnlineInstall_32 __eou__\n", + "\n", + "2028000 Have you tried googling first? __eou__\n", + "\n", + "2029000 Umm CLI? __eou__\n", + "\n", + "2030000 yep __eou__ Ok m8. __eou__\n", + "\n", + "2031000 you dont give permissions to apps, only to users __eou__\n", + "\n", + "2032000 i know the ip of the server as it is static __eou__\n", + "\n", + "2033000 so far I only have one page that is close enough to what I'm\n", + "2034000 thanks __eou__ Hmm, how do I figure out which one is eth1, e\n", + "2035000 np man __eou__\n", + "\n", + "2036000 the article in wikipedia on java is quite good __eou__\n", + "\n", + "2037000 I don't know. __eou__\n", + "\n", + "2038000 Setting up the rsyncd.conf file __eou__ And the various othe\n", + "2039000 -> cd __eou__ -> are you sure it is desktop not Desktop? ca\n", + "2040000 you can only reinstall __eou__\n", + "\n", + "2041000 huh? __eou__\n", + "\n", + "2042000 oh... you mean i can use dpkg with that ? __eou__\n", + "\n", + "2043000 ive gotta learn some day! __eou__\n", + "\n", + "2044000 If you can find the iso, you should be able to mount it. __e\n", + "2045000 thank you. __eou__\n", + "\n", + "2046000 can you pastebin what is happening? __eou__\n", + "\n", + "2047000 interesting, but i would like only from FF. __eou__\n", + "\n", + "2048000 transmissioncli doesn't work ? __eou__\n", + "\n", + "2049000 oh ya mean the nickserv irc password. :) lol.. '/msg nicks\n", + "2050000 it was a joke __eou__\n", + "\n", + "2051000 sorry __eou__\n", + "\n", + "2052000 What *is* #ubuntu+1? I can't really find anything helpful on\n", + "2053000 your xorg.conf is fine, and xrandr is also fine, what exactl\n", + "2054000 my question is is it safe to build programs using sudo apt-g\n", + "2055000 good luck then __eou__ I lost my patience with Windows long \n", + "2056000 : i just got done installing it, stable thus far (2hrz) __eo\n", + "2057000 do you prefer vi or emacs? choose whichever commands you're \n", + "2058000 do you happen to have a link for the torrent? __eou__\n", + "\n", + "2059000 what? thats a first __eou__\n", + "\n", + "2060000 any sort of similarity could be used to split them up, but i\n", + "2061000 no.. it means i stopped dpkg-reconfigure part way through __\n", + "2062000 yes on some not all sites __eou__\n", + "\n", + "2063000 yes __eou__ sorry, i gotta go. make a swap and ext3 partitio\n", + "2064000 I input this rm -r nacl and get this rm: descend into direct\n", + "2065000 yep, AK_Dave is right __eou__\n", + "\n", + "2066000 i am just about to go camping so i will play with it tomorro\n", + "2067000 you need to edit hte options in /etc/fstab __eou__\n", + "\n", + "2068000 np __eou__\n", + "\n", + "2069000 and file a bug report to linux on launchpad.net __eou__\n", + "\n", + "2070000 sorry i dont know about LTS __eou__ how can i check ? __eou_\n", + "2071000 http://ubuntu.wordpress.com/2006/08/02/local-dns-cache-for-f\n", + "2072000 yeah, I was giving up in here :P __eou__\n", + "\n", + "2073000 so make swap 2Gb __eou__\n", + "\n", + "2074000 I may be the connection, idk that much about it __eou__\n", + "\n", + "2075000 ;) __eou__\n", + "\n", + "2076000 its fresh __eou__ straight from the site __eou__\n", + "\n", + "2077000 yeah __eou__ something on the lines of phpmyadmin __eou__\n", + "\n", + "2078000 thanx, never heard of it. I am off liveCD right now cause i \n", + "2079000 what's the whole filename? __eou__ did you get it from http:\n", + "2080000 !thanks | Klunk __eou__ where as I am the person that trigg\n", + "2081000 ok, let's try __eou__\n", + "\n", + "2082000 howto vpn l2tp over ipsec on ubuntu jaunty ? __eou__\n", + "\n", + "2083000 lightweight relative to how lightly the user runs it... __eo\n", + "2084000 thats not a channel __eou__\n", + "\n", + "2085000 ahhhhh thank you __eou__\n", + "\n", + "2086000 aptitude search pidgin will show all pidgin packages __eou__\n", + "2087000 no, 32b __eou__\n", + "\n", + "2088000 Okay thanks :) __eou__\n", + "\n", + "2089000 > I have a problem .....tor, privoxy and firefox are all ins\n", + "2090000 yeah... i suppose ubuntu preloads a bunch of different modul\n", + "2091000 Yes: http://blender.org __eou__\n", + "\n", + "2092000 I must be mistaking then with 9.04 :) my bad :) __eou__\n", + "\n", + "2093000 yes, same issue __eou__\n", + "\n", + "2094000 just type in make? __eou__\n", + "\n", + "2095000 k __eou__\n", + "\n", + "2096000 root from terminal can play soundm though __eou__ root from \n", + "2097000 then please stay on-topic: ubuntu support __eou__\n", + "\n", + "2098000 I am experiencing this on 2 machines, one intel laptop and o\n", + "2099000 !info ufw __eou__\n", + "\n", + "2100000 \"direct\" ssh connection? As opposed to an /indirect/ one? _\n", + "2101000 can you ssh in? __eou__\n", + "\n", + "2102000 the page he was using though, didn't say to re boot hmm __e\n", + "2103000 lol but what does it really do? is it a VM ? __eou__\n", + "\n", + "2104000 Okay. I guess I don't have a solution for you then. Sorry.\n", + "2105000 is this(System/Preferenced/Sound command) window or ubuntu? \n", + "2106000 I checked there doesn't seem to be any other package manager\n", + "2107000 ty __eou__ i assumed linux-source would be just the patched \n", + "2108000 yes, do you know how to get the latest repo for transmission\n", + "2109000 im looking to use ubuntu as a live environment to remove vir\n", + "2110000 I think it is, k3b for example has this option but I don't w\n", + "2111000 ive never used it :) and im short on time so had not time to\n", + "2112000 whats it called? __eou__ ok __eou__\n", + "\n", + "2113000 Can you read from the drive? __eou__ That'd help. __eou__\n", + "\n", + "2114000 yes __eou__\n", + "\n", + "2115000 no.. willis is my first name __eou__\n", + "\n", + "2116000 yep. I don't need down to the byte value, a general idea wil\n", + "2117000 thanks - i'm looking more for a videoconferencing solution, \n", + "2118000 no I was just thinking about how some words in English hav\n", + "2119000 ahh yes thanks :) __eou__\n", + "\n", + "2120000 no such device __eou__\n", + "\n", + "2121000 ok __eou__\n", + "\n", + "2122000 mine is a gui app. Just to make things more complicated. __\n", + "2123000 desktop 9, 699mb.iso 32bit. on a 6,4 gb quantum fireball ata\n", + "2124000 mine works ? __eou__ can you tell kathie the command to rest\n", + "2125000 So, I have to compile it from source or getdeb? __eou__\n", + "\n", + "2126000 i use only synaptic with official repository __eou__\n", + "\n", + "2127000 canon would have something but if found that HP has better m\n", + "2128000 sudo apt-get gparted __eou__ gparted is the gnome partition \n", + "2129000 how __eou__\n", + "\n", + "2130000 right, my server doesn't allow ssh, so, only ftp __eou__\n", + "\n", + "2131000 got right version, http://pastebin.com/d2de70cdc __eou__\n", + "\n", + "2132000 i figured, radeonhd gives me atrocious FPS __eou__ radeon wo\n", + "2133000 no __eou__\n", + "\n", + "2134000 \\o/ __eou__ hehe, I only had to persuade ya __eou__ everythi\n", + "2135000 it some local brand called TransTech __eou__\n", + "\n", + "2136000 i don't think you can view the output __eou__\n", + "\n", + "2137000 ah, sorry then. actually so does the download page :p just t\n", + "2138000 ah.. hit CTRL+H to view hidden directories.. any directory b\n", + "2139000 gonna try that now and see if it works __eou__\n", + "\n", + "2140000 screen is a window manager for text terminals that lets you \n", + "2141000 Keyring will work for them IIRC __eou__\n", + "\n", + "2142000 in addition to those instruccions gnubie gave you, you can a\n", + "2143000 sudo mv srcfile destination __eou__\n", + "\n", + "2144000 i ok i will try again __eou__ cant seem to remove the wifi s\n", + "2145000 don't have live cd, it was update manager upgrade.. __eou__\n", + "\n", + "2146000 http://ubuntuforums.org/showthread.php?t=603492 check this _\n", + "2147000 thought you said that. my bad...dude. __eou__\n", + "\n", + "2148000 thanks, i have to add responsiveness patches to make it usea\n", + "2149000 dcc chat __eou__\n", + "\n", + "2150000 yea, I know about songbird. I'll try it, but I bet it uses g\n", + "2151000 I can't find the reason... I don't understand the posts I fo\n", + "2152000 wicked thanks __eou__ that guide doesn't really have anythin\n", + "2153000 thanks! If I have my router allowing VPNs will I still need \n", + "2154000 yes. but for that, i have to install grub2 wich will automag\n", + "2155000 yes automagically so __eou__\n", + "\n", + "2156000 it might be a bug in empathy __eou__\n", + "\n", + "2157000 thanks for the idea ;) __eou__\n", + "\n", + "2158000 :) I want to get reed of MS and Adobe __eou__\n", + "\n", + "2159000 I think you need root power __eou__\n", + "\n", + "2160000 you mean make a symlink of ~/.rhythmbox (or whatever it's ca\n", + "2161000 you can also try this: http://www.torproject.org/index.html.\n", + "2162000 thanks __eou__\n", + "\n", + "2163000 Thank you sir.. __eou__\n", + "\n", + "2164000 That sucks. If 10.04 LTS is this bad then Im staying with pu\n", + "2165000 you mean ubuntu workstations can be added to the ubuntu doma\n", + "2166000 oh come on. this is in fact the internet... __eou__\n", + "\n", + "2167000 right. I've just never used it __eou__\n", + "\n", + "2168000 nah.. I think that will just get the output from the last co\n", + "2169000 im open to any suggestions, i have no idea what pulseaudio i\n", + "2170000 As I said, removing kernels by synaptic only will remove cur\n", + "2171000 nope.. __eou__\n", + "\n", + "2172000 yep! __eou__ and the xxx format is 'self' 'group' 'world'. \n", + "2173000 my router has the channel set to auto... what's the best to \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2174000 but i want to manage vhosts as well __eou__ i want a thing l\n", + "2175000 they are giving different info from what i got when i was gi\n", + "2176000 the syntax for sending a factoid to a user is \"!factoid | us\n", + "2177000 omg ur awesome __eou__\n", + "\n", + "2178000 well, i was looking at audacious, but the provided .deb isn'\n", + "2179000 dunno, arent there other events to use that occur after the \n", + "2180000 then he should use unrar __eou__\n", + "\n", + "2181000 http://serverfault.com/questions/92429/cannot-install-mysql-\n", + "2182000 I thought that too and changed the settings a few times but \n", + "2183000 should I get mplayer instead? is there any special reason fo\n", + "2184000 what ftp server are you using? __eou__\n", + "\n", + "2185000 you just have to set up you MX domains to google's servers a\n", + "2186000 I downloaded the Package from http://www.virtualbox.org and \n", + "2187000 do you get \"It's working!\" when you try http://localhost ? _\n", + "2188000 correct __eou__\n", + "\n", + "2189000 ahhhh, i've been x'ing out instead of typing exit, hm... we\n", + "2190000 no, OS X __eou__\n", + "\n", + "2191000 guntbert thanks, I will try them __eou__\n", + "\n", + "2192000 ah i got that taken care of already :-) __eou__\n", + "\n", + "2193000 /etc/X11/xorg.conf ? i thought i heard it had been removed i\n", + "2194000 what should i search for, explicitely? __eou__\n", + "\n", + "2195000 have you run sudo update-grub? __eou__\n", + "\n", + "2196000 what is backend? :S __eou__\n", + "\n", + "2197000 thx __eou__\n", + "\n", + "2198000 i used netbootin __eou__ i used unetnootin __eou__\n", + "\n", + "2199000 thanks bud __eou__\n", + "\n", + "2200000 i use to click on my username __eou__ but i don see anything\n", + "2201000 know about DSL... not a big deal on nettops imho __eou__ mp1\n", + "2202000 It exists in Chromium, but I believe the same option is avai\n", + "2203000 I'm looking a distro with a good hw dectection mechanism... \n", + "2204000 mine 2.6.32-22-generic #33-Ubuntu SMP Wed Apr 28 13:28:05 \n", + "2205000 Valve has already stated that if you bought a game for Windo\n", + "2206000 OK. __eou__\n", + "\n", + "2207000 :( __eou__\n", + "\n", + "2208000 Actually it is a terminal based application and it recieves \n", + "2209000 wish I could do that, got a laptop ;) __eou__\n", + "\n", + "2210000 karmic __eou__\n", + "\n", + "2211000 Thank you thank you. __eou__\n", + "\n", + "2212000 lol __eou__ it looks convincing on windows __eou__\n", + "\n", + "2213000 hmm... LVM allows you to dynamically set up partition sizes?\n", + "2214000 about what ? __eou__\n", + "\n", + "2215000 netech_dd if=/dev/hdx | gzip > /path/to/image.gz __eou__ sou\n", + "2216000 ok __eou__\n", + "\n", + "2217000 no still no signal __eou__\n", + "\n", + "2218000 either in the accesories menu, or you have to get from softw\n", + "2219000 Is X-Chat safe on ubuntu , cuz it screwed up my windows with\n", + "2220000 lol :) The laptop is fairly new, besides it's not getting h\n", + "2221000 i have never seen wpa2 work with less then 8 characters (per\n", + "2222000 yes but I'm wondering if certain packages are '''blocked''' \n", + "2223000 I would install win7 first. Select the custom install and t\n", + "2224000 I use parcellite (GUI) and xclip (it allows me copy things t\n", + "2225000 ive tried todo exactly what you said with my external usb ha\n", + "2226000 no __eou__\n", + "\n", + "2227000 oh, I must be tired, I just need to run Jaunty in VM so it d\n", + "2228000 fair enough __eou__\n", + "\n", + "2229000 would you mind if i PM you? __eou__\n", + "\n", + "2230000 gparted can't find the pendrive which I need to format bac t\n", + "2231000 so the best way is to just copy them? __eou__\n", + "\n", + "2232000 I figured google would give me results, but some might be be\n", + "2233000 that is for one font, and that would be the font gnome-termi\n", + "2234000 then no need to compile (as instructed in the forum link).. \n", + "2235000 that's the list of installed packages ... I'm more intereste\n", + "2236000 thanks ill try again __eou__\n", + "\n", + "2237000 hold shift at boot, select recovery mode, select root __eou_\n", + "2238000 but I want the visual effects of compiz. So I guess it is a \n", + "2239000 i need to use it in a script, so gui/sudo solutions wont wor\n", + "2240000 silverlight streams are streams that use the Microsoft Silve\n", + "2241000 yes __eou__\n", + "\n", + "2242000 glad to help __eou__\n", + "\n", + "2243000 the grep left out the actual error messages... __eou__ the e\n", + "2244000 dude, second link, point 1 __eou__\n", + "\n", + "2245000 I had to reinstall because my /boot partiton died.. I coul\n", + "2246000 maybe you need to add nginx itself to sudoers. becouse sudo \n", + "2247000 Hmm.. being somewhat new to ubuntu, I haven't needed to use\n", + "2248000 you can still boot fefora as default with the ubuntu grub __\n", + "2249000 https://www.redhat.com/docs/manuals/enterprise/RHEL-3-Manual\n", + "2250000 I removed it several times __eou__ with purge __eou__\n", + "\n", + "2251000 -- I don't think so. __eou__\n", + "\n", + "2252000 well its in beta still but if you wish to give it a try I wo\n", + "2253000 yeah, tried that. xangua, I am installing from a reposito\n", + "2254000 did you make sure you closed any existing ssh sessions you h\n", + "2255000 Please run \"sudo aptitude update; sudo aptitude install apt-\n", + "2256000 it is a 1 pixel image, there is only 24bits if information t\n", + "2257000 http://img214.imageshack.us/img214/6808/capturadetelac.png _\n", + "2258000 Good idea! Thanks! __eou__ It's owned by root :( __eou__ Mag\n", + "2259000 thought so __eou__\n", + "\n", + "2260000 *? __eou__ ChogyDan http://pastebin.com/sdwxDA27 __eou__\n", + "\n", + "2261000 Why would you want it ? __eou__\n", + "\n", + "2262000 it would be the third time i upgrade versions. probably quit\n", + "2263000 i know but i dont know what it does >_< __eou__\n", + "\n", + "2264000 ubuntu doesn't make the ati drivers, what ubuntu bugs are yo\n", + "2265000 you might want to try Simple Scan __eou__ I just tried scann\n", + "2266000 64! PAE is a hack, it can't let any one program use more th\n", + "2267000 you can back up to a file if you want __eou__ did you set up\n", + "2268000 make a launcher that does that perhaps. __eou__ You could \n", + "2269000 thanks, but i didnt add any repository ^^ __eou__ i did sudo\n", + "2270000 you'd rather it were ancient, idiosyncratic and had almost n\n", + "2271000 sure __eou__ are you still there? My client set you to ignor\n", + "2272000 you mean ntbl or whatever __eou__ that normaly means nucked \n", + "2273000 but it does not ask me... __eou__\n", + "\n", + "2274000 seems like your packagement is borked __eou__ *management __\n", + "2275000 does the community generate those components? Where might I\n", + "2276000 best i could find - https://launchpad.net/ubuntu/lucid/amd64\n", + "2277000 then you don't need one ... or you could always add swap-fil\n", + "2278000 Ah! __eou__\n", + "\n", + "2279000 look into /dev/mapper __eou__ or maybe /dev/\n", + "2280000 no? sorry then, update... done. __eou__ That was stange. __e\n", + "2281000 I helped him realize his mistake __eou__\n", + "\n", + "2282000 but it is the best solution... __eou__\n", + "\n", + "2283000 It's installed mess around with it for a bit at least! __eou\n", + "2284000 bs. dapper is still there __eou__\n", + "\n", + "2285000 heh, i wish. numlock does nothing __eou__\n", + "\n", + "2286000 you may want to look at http://waxandwane.org/clipsafe.html \n", + "2287000 errors={continue|remount-ro|panic} --> Define the behaviou\n", + "2288000 http://paste.ubuntu.com/559043/ __eou__\n", + "\n", + "2289000 Now its ubuntu only and a fresh install __eou__\n", + "\n", + "2290000 you should install from package manager instead __eou__\n", + "\n", + "2291000 i am using autofs but i can get it working __eou__\n", + "\n", + "2292000 i can noticed that the ata disk partitions was printed, but \n", + "2293000 You can get eclipse too. sudo apt-get install eclipse __eou_\n", + "2294000 chroot and use adduser __eou__\n", + "\n", + "2295000 shows that orange screen with \"default \" and counting down .\n", + "2296000 yeah tab complete is awesome __eou__\n", + "\n", + "2297000 than you'll have to right click on the menu button and selec\n", + "2298000 sipior I want to always print two pages of the old document \n", + "2299000 so no grub then.. :( Yeah, I would be inclined to just burn\n", + "2300000 terry I ran sudo dpkg-reconfigure -phigh xserver-xorg and sa\n", + "2301000 ie, I'm still in the middle of the upgrade, and ctrl+c-ing w\n", + "2302000 So? __eou__ not only googling but REading bro __eou__\n", + "\n", + "2303000 you want to undo what the runescape install script has done?\n", + "2304000 When you specify the output as an AVI file, ffmpeg cannot d\n", + "2305000 thanks cipherboy_loc, mkanyicy...I am installing it now.. __\n", + "2306000 im probably not the right person to ask about this but you m\n", + "2307000 spot on, thanks for the help __eou__\n", + "\n", + "2308000 Starmin: that's what i mean __eou__ i think the shrink optio\n", + "2309000 no but kind of __eou__ most people just reinstall have a fir\n", + "2310000 - they were empty. __eou__\n", + "\n", + "2311000 what was your problem again? __eou__\n", + "\n", + "2312000 here's a list in english with all common user agent strings \n", + "2313000 Well on a clean install, it works perfectly - including the \n", + "2314000 LOL.... ;) Just looked for a cheaper solution... __eou__\n", + "\n", + "2315000 than you should be ok... what seems missing? __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2316000 java jre for the open office __eou__ ok I have java 1.6 __\n", + "2317000 Set the system time correctly and then sync the hardware clo\n", + "2318000 I get this: E: Could not get lock /var/lib/dpkg/lock - open\n", + "2319000 you have to mount the usb and copy as usual __eou__\n", + "\n", + "2320000 i asked 5 times. nevermind. let me try other distro __eou__\n", + "\n", + "2321000 thanks __eou__\n", + "\n", + "2322000 ok. cool. Thanks a bunch. I'll ad that to my channels. __eou\n", + "2323000 I'm using Wubi, no dice __eou__\n", + "\n", + "2324000 reason i need to fix yet another corrupted filesystem is bec\n", + "2325000 eep, sorry, wrong person __eou__\n", + "\n", + "2326000 perfect, that's exactly what I was looking for __eou__\n", + "\n", + "2327000 the WM is installed, as are the things it depends on - there\n", + "2328000 Oh... Sorry, no idea really -- I mostly use SQLite, however \n", + "2329000 well, there's that about webmin, but I never ran it with ext\n", + "2330000 yes, that's where I'm seeing the error message __eou__\n", + "\n", + "2331000 I'm banned __eou__\n", + "\n", + "2332000 if i am not able to see Ubuntu1004 then how can i get inside\n", + "2333000 !! the disk with my filesystem got renamed? what can I do ru\n", + "2334000 Yes. __eou__\n", + "\n", + "2335000 most recent ubuntu release __eou__\n", + "\n", + "2336000 its too new a feature to even predict. do you really need t\n", + "2337000 Between? __eou__\n", + "\n", + "2338000 What i'm saying is to block port 22 specifically. That way,\n", + "2339000 try \"export VARIABLE=foo\" __eou__\n", + "\n", + "2340000 I do __eou__\n", + "\n", + "2341000 hmm interesting. i do have 76 things in /etc/init/ but only \n", + "2342000 Ya about that, I set the stupid thing in empathy, but it kee\n", + "2343000 \"Inappropriate ioctl for device...\" __eou__\n", + "\n", + "2344000 I am back __eou__\n", + "\n", + "2345000 thanks __eou__\n", + "\n", + "2346000 hopefully all. but certainly in canada. __eou__\n", + "\n", + "2347000 use apt-get or software centre etc __eou__ ps -ef | grep hel\n", + "2348000 no idea. Ive never needed a driver for my cable modem. but\n", + "2349000 yuck. no idea, but you might try to resolve those ?? by inst\n", + "2350000 sorry, what are you compiling? __eou__\n", + "\n", + "2351000 Just did install bootchart __eou__ Oh I hope it is not vid\n", + "2352000 you're welcome __eou__\n", + "\n", + "2353000 awesome, that's what I want to hear. gonna give it a shot no\n", + "2354000 such as aptitude install package and if there are conflicts\n", + "2355000 you should be using gksudo when you /need/ to open a graphic\n", + "2356000 try replacing the email address with your local username for\n", + "2357000 any ideas how to install gnome2? :-) __eou__\n", + "\n", + "2358000 i'm using it from Windows though __eou__\n", + "\n", + "2359000 maybe this could help http://ubuntuforums.org/showthread.php\n", + "2360000 sorry, meant to address to crimscx... a bit distracted at th\n", + "2361000 just saying checkinstall would not help. It would make the p\n", + "2362000 yes, i guess, and some other browsers? like chromium? __eou_\n", + "2363000 not directly that's why i've a done a ssh reverse __eou__\n", + "\n", + "2364000 provide a sample of what you are expecting to match __eou__\n", + "\n", + "2365000 that's an option as well, or daily __eou__\n", + "\n", + "2366000 you will ahve a lot of settings created do a ls -la in your \n", + "2367000 lsb_release -a __eou__ lsb_release -a at terminal and hit e\n", + "2368000 since then I've had to pull in a few gnomish components when\n", + "2369000 hello good buddy __eou__ you might look into the GNOME shell\n", + "2370000 dumb question, how do i get vncserver to start up with the u\n", + "2371000 I know __eou__ Typo __eou__\n", + "\n", + "2372000 http://www.askmebetter.com/ __eou__ Pastebin the results of \n", + "2373000 web server to host website. i want a user other than root to\n", + "2374000 gogeta has a point. i would - sudo aptitude purge unity && s\n", + "2375000 do you have an actual support question? please stop with the\n", + "2376000 it is, but it's also true about nvidia =P __eou__\n", + "\n", + "2377000 k __eou__\n", + "\n", + "2378000 you could make an alias. Not sure how it would affect other \n", + "2379000 you're probably more savy than me so I'm not going to bother\n", + "2380000 you can install wicd-curses and use it at cli, no gui app wi\n", + "2381000 honestly if the mic sound is distorted i would think its be\n", + "2382000 Yeah, I'm guessing it's bad __eou__\n", + "\n", + "2383000 mount -t udf __eou__\n", + "\n", + "2384000 the samba configs. __eou__\n", + "\n", + "2385000 format disk - perhaps. __eou__\n", + "\n", + "2386000 canonical provides... what ? __eou__\n", + "\n", + "2387000 make sense it doesn't has to do with ubuntu, already tried t\n", + "2388000 One can do: apt-key adv --recv-keys $KEYID -- directly. __eo\n", + "2389000 I had to install bind in order to achieve name resolution __\n", + "2390000 System filling write cache quickly and waiting transfer proc\n", + "2391000 why not __eou__ there is an xorg edgers update ppa (less fre\n", + "2392000 it dpends on the specific error... __eou__\n", + "\n", + "2393000 it is __eou__\n", + "\n", + "2394000 that s the same, as \"dangeros\" as cat __eou__ i forgot, you \n", + "2395000 yes ! thanks :D __eou__\n", + "\n", + "2396000 ah ok thanks __eou__\n", + "\n", + "2397000 yeah, I tend to like clean installs __eou__\n", + "\n", + "2398000 question answered __eou__\n", + "\n", + "2399000 aahh right __eou__\n", + "\n", + "2400000 what sort of problems? __eou__\n", + "\n", + "2401000 ditto, i'll just wait for the devels to answer me then. or m\n", + "2402000 Bentley which one? allready in basic gaim or somewhere on th\n", + "2403000 there's a md5sum.exe program for windows __eou__ don't know \n", + "2404000 yes __eou__\n", + "\n", + "2405000 there've been conversations, but I don't remember the outcom\n", + "2406000 thnx __eou__\n", + "\n", + "2407000 i told you to use \"burn disk image\" __eou__ http://www.wizar\n", + "2408000 don't worry about it, its just a warning. __eou__ exactly __\n", + "2409000 and an article reader __eou__\n", + "\n", + "2410000 thanks for the ipv6 disabling link, i missed that one __eou_\n", + "2411000 if you can login via icewm run it from an xterm or whatever \n", + "2412000 the problem is that crrently gnome-desktop on hoary is unins\n", + "2413000 try a supported ubuntu kernel __eou__\n", + "\n", + "2414000 no __eou__ hate to be an arsehole, but Wine Is Not an Emulat\n", + "2415000 but not installed by default __eou__\n", + "\n", + "2416000 what should I do about the error? __eou__\n", + "\n", + "2417000 do i just remove the lines for the accounts that i want to r\n", + "2418000 because it doesn't clean up. It just kills the X server __eo\n", + "2419000 n+30 ;) __eou__\n", + "\n", + "2420000 dont blow ur current __eou__\n", + "\n", + "2421000 is that the precise apt-get command? __eou__\n", + "\n", + "2422000 free for 11 years now, one of the BSD family and lots of lin\n", + "2423000 you allready have a running FTP daemon __eou__\n", + "\n", + "2424000 snapshot.debian.net has all the packages ever released so yo\n", + "2425000 make sure that both system agrees in setting utc or disablin\n", + "2426000 its a usb printer __eou__ epson stylus cx 6600 using 6400 dr\n", + "2427000 ok thx __eou__\n", + "\n", + "2428000 select burn, settings, multisession, continue.. __eou__\n", + "\n", + "2429000 that is something you need to type in a terminal window __eo\n", + "2430000 never had any problem with that, windows can be installed on\n", + "2431000 delete it __eou__\n", + "\n", + "2432000 If your on linux, not really.. only if your going to run som\n", + "2433000 if you are using KDE try with konqueror __eou__ OC'ing is an\n", + "2434000 gdm uses xml-like theming. __eou__\n", + "\n", + "2435000 how? __eou__\n", + "\n", + "2436000 ah, ok then......not sure sorry. that was my only idea. __e\n", + "2437000 yes i have one like that, and one virtual interface eth0:9 _\n", + "2438000 is that a linux port ? Interesting... __eou__ in the repos? \n", + "2439000 my install of Totem plays wmv perfectly; I don't seem to hav\n", + "2440000 ubotu is helping you out __eou__\n", + "\n", + "2441000 x broke. __eou__\n", + "\n", + "2442000 does corel draw actually work in cxoffice? __eou__\n", + "\n", + "2443000 look for /boot/grub/grub.conf.sample or so, there should be \n", + "2444000 yeah but I have linux already installed, and now I'd like a \n", + "2445000 how can i set what happens when it says \"configuring network\n", + "2446000 LP_ what installer??? __eou__ oh ok... really from the cd?\n", + "2447000 they dont work... __eou__\n", + "\n", + "2448000 that doesn't have time stamps. i have no idea what is from w\n", + "2449000 Openoffice __eou__ and much more __eou__ they dont have to e\n", + "2450000 arts daemon is seriously fucked up in ubuntus KDE3.5beta2 pa\n", + "2451000 i'm trying :( __eou__\n", + "\n", + "2452000 can i msg you __eou__\n", + "\n", + "2453000 sry __eou__\n", + "\n", + "2454000 the installation shows up __eou__ and goes fine __eou__ then\n", + "2455000 no that's it. it used long listings i.e. (hd0) /dev/\n", + "2456000 thanks I will check it out! __eou__\n", + "\n", + "2457000 u need to change \"nv\" into \"nvidia\" first. __eou__\n", + "\n", + "2458000 I see __eou__\n", + "\n", + "2459000 ill try struggling and compiling it first :P __eou__\n", + "\n", + "2460000 i'm searching only on Hoary __eou__\n", + "\n", + "2461000 is that really outrageous? __eou__ audio isn't the point... \n", + "2462000 Okey poke... Thanks. :) __eou__\n", + "\n", + "2463000 One question though. __eou__ What about comments? __eou__\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2464000 ive seen alot of people mess up their sudo by enabling su bu\n", + "2465000 yes, i have __eou__ and i do have a floppy drive __eou__\n", + "\n", + "2466000 sorry i just skimmed it because im doing something else and \n", + "2467000 :( but thanks for trying to help.. __eou__\n", + "\n", + "2468000 run sudo apt-get install kubuntu-desktop __eou__\n", + "\n", + "2469000 i have problems setting up printing in xfce did u try connec\n", + "2470000 the installer will allow you to select the partition to inst\n", + "2471000 ehm... XDCMP was due to my fuault set up to choose. changed \n", + "2472000 sounds weird, have you asked in #kubuntu or #kde ? __eou__\n", + "\n", + "2473000 ... hehe.. what is it NOT ??? ... hmm... I'll try another pr\n", + "2474000 I never really tried it with Breazy, but I'm pretty sure it'\n", + "2475000 you can install Adobe Acrobat Reader - acroread - it's somet\n", + "2476000 yes __eou__\n", + "\n", + "2477000 as I said in windows XP it works without artifacts at higher\n", + "2478000 I will try this - I'll go and login to ubuntu right now and \n", + "2479000 there is a gui toll for upgrading to dapper __eou__\n", + "\n", + "2480000 I don't know which kernel do you have installed. But for exa\n", + "2481000 did you explore the Removable Drives and Media GUI helper th\n", + "2482000 you can't on fat __eou__ fat has no idea of file perms __eou\n", + "2483000 always annoyed me why Gnome changed it to middle mouse butto\n", + "2484000 hmm, what of? __eou__\n", + "\n", + "2485000 have you enabled multiverse? __eou__ don't repeat, don't pas\n", + "2486000 it says audio open error __eou__ now tell me what next that \n", + "2487000 yea, but that is like 4 weeeks away>posting __eou__\n", + "\n", + "2488000 ur currently using breezy? __eou__\n", + "\n", + "2489000 good idea :) __eou__\n", + "\n", + "2490000 https://wiki.ubuntu.com/RestrictedFormats __eou__ follow the\n", + "2491000 welcome to the semi-flood irc channel :) __eou__\n", + "\n", + "2492000 mozilla-mplayer is a plugin so firefox can play video from t\n", + "2493000 just checking, after Lukian's complaint :) __eou__\n", + "\n", + "2494000 no. __eou__\n", + "\n", + "2495000 torrc iirc ? __eou__\n", + "\n", + "2496000 yes __eou__\n", + "\n", + "2497000 is there no official wording to put on something like that? \n", + "2498000 plus the whole context based task bar really throws them for\n", + "2499000 what version of llibc6-dev is installed? __eou__\n", + "\n", + "2500000 deb-build? __eou__\n", + "\n", + "2501000 sudo apt-get install PACKAGE=VERSION if you must __eou__ sto\n", + "2502000 I know, but nobody warned me, and I thought it wouldnt be th\n", + "2503000 well, in my case, i used one port that works perfectly with \n", + "2504000 which one is the lightest version as compared to any other \n", + "2505000 ill set local time thanks __eou__\n", + "\n", + "2506000 Ive got nvidia-glx nvidia-kernel-common installed along with\n", + "2507000 yah __eou__ are you in a terminal? __eou__\n", + "\n", + "2508000 yeah, I had that issue at home... I'm not using the beerorki\n", + "2509000 and then it appears \"Error 17\" immediately __eou__\n", + "\n", + "2510000 what exactly happens when you try to install it? __eou__\n", + "\n", + "2511000 nameserver __eou__\n", + "\n", + "2512000 i'm saying, it's not new by any means __eou__ i'm deeply sad\n", + "2513000 It did when I was doing that on redhat I Haven't tried it si\n", + "2514000 ok __eou__ theres a file called md5sum.txt __eou__\n", + "\n", + "2515000 ctrl-alt-+ and ctrl-alt-- maybe __eou__ and the + and - hav\n", + "2516000 for all gnome/gtk apps __eou__\n", + "\n", + "2517000 me too :P __eou__ Forget about it. __eou__\n", + "\n", + "2518000 yes, from system, network tools __eou__ no trace for www.goo\n", + "2519000 thanks i will work on thar __eou__\n", + "\n", + "2520000 crazy enough to work __eou__\n", + "\n", + "2521000 maybe sometimes things are too simple and i'm complicating t\n", + "2522000 i know, i was hoping you were in the Bayarrhea. you could co\n", + "2523000 sudo mv __eou__\n", + "\n", + "2524000 if you know the module name of the onboard card (check lsmod\n", + "2525000 yes, that's it __eou__\n", + "\n", + "2526000 the goal is to keep it under 750, so i am going to see how m\n", + "2527000 i seriously reccomend you ditch ubuntu for headless clients \n", + "2528000 give me a moment i will see if i still have it ! i did it t\n", + "2529000 That should bring up Network Settings __eou__\n", + "\n", + "2530000 thanks, \"usermod -p * username\" does what I want. __eou__\n", + "\n", + "2531000 you must upgrade to from hoary to breezy, from breezy to dap\n", + "2532000 write: PATH=$PATH,myprogrampath __eou__ it only works on th\n", + "2533000 GAIM is eating my contacts, that's why I didn't like it. An\n", + "2534000 have you updated your apt after adding those? __eou__\n", + "\n", + "2535000 functional yes - some just do not like the decorations as we\n", + "2536000 is my system completely lost _ __eou__\n", + "\n", + "2537000 I don't know, I'm no X expert sorry, all I can reccomend is \n", + "2538000 Eriock: I am trying to figure that out myself.. sorry.. i th\n", + "2539000 If you are certain you have installed the nvidia driver corr\n", + "2540000 no, i'm not sure that is right either (i'm not on linux to \n", + "2541000 vista says what? __eou__\n", + "\n", + "2542000 chown them to root, and then chmod them where the world has\n", + "2543000 fai is an acronim for Fully Automatic Installation __eou__\n", + "\n", + "2544000 : i'm basically moving HD. I installed on a plain old sata d\n", + "2545000 what? __eou__\n", + "\n", + "2546000 :) once I learn programming I'll make sure to do that first \n", + "2547000 Are you sure? __eou__\n", + "\n", + "2548000 Lets just hope we regain all of our functionality as we did \n", + "2549000 yes __eou__\n", + "\n", + "2550000 yeah, it'd be helpful, I spent a few hours trying to figure \n", + "2551000 thanks. __eou__\n", + "\n", + "2552000 usb? __eou__\n", + "\n", + "2553000 this is also means that both hdd's must be plugged in? __eou\n", + "2554000 with nautilus everything worked so fast and I could save scr\n", + "2555000 ask in #grub __eou__ same hdd ? __eou__\n", + "\n", + "2556000 i mean real pakage ? __eou__\n", + "\n", + "2557000 it is 4310 __eou__\n", + "\n", + "2558000 that's fine, I'm single and my ex is a lesbian ;-) __eou__\n", + "\n", + "2559000 - i.e. an incomming odf file in email wont take over your PC\n", + "2560000 NTFS, I believe __eou__\n", + "\n", + "2561000 thanks for your help anyway __eou__\n", + "\n", + "2562000 im no noob, i game with wine all the time __eou__ i have jus\n", + "2563000 are you sure it didn't add them to your fstab already? I ha\n", + "2564000 np :-) __eou__\n", + "\n", + "2565000 I don't understand your question __eou__\n", + "\n", + "2566000 good luck __eou__\n", + "\n", + "2567000 you can disable them from the gnome menu, system - effects _\n", + "2568000 Zero you have to register. __eou__ change the type to ext3 w\n", + "2569000 How do I register my nick with Nickserv? __eou__\n", + "\n", + "2570000 so i should copy the the entry from menu.lst from the ubuntu\n", + "2571000 you haven't explained what permission you where denied? Or I\n", + "2572000 ? ha? :P __eou__\n", + "\n", + "2573000 either one __eou__ unless u ftp to wrong ftpserver __eou__\n", + "\n", + "2574000 because that's more asthetically fitting and this way it \n", + "2575000 and yondie: thanks. i roll my own for slackware, since it \n", + "2576000 firefox could be causing it __eou__\n", + "\n", + "2577000 I don't know brice...But I know that when someone has a nvid\n", + "2578000 have you searched synaptic for libglu...? __eou__ was it in \n", + "2579000 In the future stay with intel and nvidia for good linux driv\n", + "2580000 thanks. __eou__ and you too sno0 __eou__ sn0* __eou__ what s\n", + "2581000 I said ages ago I am not bothered about that any more __eou_\n", + "2582000 GigaClon, DShepherd: Oh man, I already installed Ubuntu, I'd\n", + "2583000 But I don't want the details... like I want it to look the w\n", + "2584000 thanks __eou__\n", + "\n", + "2585000 MP __eou__\n", + "\n", + "2586000 will do, thanks. Are you referring to resolving the error or\n", + "2587000 I think I just saw it, hold on. __eou__ Here, I found it. \"A\n", + "2588000 is UUID necessary for just extra mounted space? __eou__\n", + "\n", + "2589000 oh okay. __eou__\n", + "\n", + "2590000 okay __eou__ it's tremulous __eou__ I'm on my ubuntu server \n", + "2591000 https://help.ubuntu.com/community/AMD64/FirefoxAndPlugins __\n", + "2592000 smbfs? __eou__\n", + "\n", + "2593000 SkyFalcon866: thank you i will do that after my interview in\n", + "2594000 if apt-get not work try the aptitude __eou__ join me in #w\n", + "2595000 can someone tell what is deafult window manager in GNOME ?? \n", + "2596000 I don't know what you mean by NAT setup, so perhaps I did __\n", + "2597000 theres a BIG search button in the window.... __eou__ someone\n", + "2598000 maybe you should try an older version of slackware __eou__ \n", + "2599000 thanks.... __eou__\n", + "\n", + "2600000 I'd wait about a month, to be honest. Let it have the chance\n", + "2601000 like 2 hours __eou__ im at 637 of 1300 __eou__\n", + "\n", + "2602000 Are you suggesting that something went wrong in that particu\n", + "2603000 if you are installing them both on the same drive, it will b\n", + "2604000 I don't know __eou__ I know you can set it up so your whole \n", + "2605000 is it an old BIOS and a large new hd ? __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2606000 gparted is the gnome partition editor, I'd say its quite int\n", + "2607000 thanks, bookmarked ; ) __eou__\n", + "\n", + "2608000 the issue is that default is keeping me from booting as my c\n", + "2609000 where can i chk it ? __eou__ i cant find it in the wine data\n", + "2610000 or try a \"find /usr | grep -i icon\" __eou__\n", + "\n", + "2611000 thanks. Is there a equivalency between videomode (720i) and \n", + "2612000 http://ubuntu.wordpress.com/2005/10/13/enabling-cupsys-web-a\n", + "2613000 Yessir? __eou__\n", + "\n", + "2614000 if it dont wrk ill have to boot to xp to get online :( __eou\n", + "2615000 this is keeping you from booting? __eou__\n", + "\n", + "2616000 lsmod says the module is loaded, but I am not expert enough \n", + "2617000 thank you. do you think you could help me with how to comile\n", + "2618000 the partitions you are working on. MUST MUST MUST - be unmo\n", + "2619000 Hmm...maybe I'll try again with Gutsy. I havent run both sin\n", + "2620000 it usually means the server is down temporarily. But the onl\n", + "2621000 so did I, but it wasn't worth the effort __eou__\n", + "\n", + "2622000 same problem with a new user __eou__\n", + "\n", + "2623000 but a backup is wise ;) __eou__ !apt-zip | nano_ __eou__ !in\n", + "2624000 doesn't that only show mounted ones? __eou__\n", + "\n", + "2625000 what does iwconfig say? __eou__\n", + "\n", + "2626000 what should i set the refresh to ? __eou__ it's a 15'' samsu\n", + "2627000 wireshark __eou__\n", + "\n", + "2628000 it not evening loading driver sir __eou__\n", + "\n", + "2629000 how did you create the new user? __eou__\n", + "\n", + "2630000 preferably __eou__\n", + "\n", + "2631000 are you having trouble booting the live cd? __eou__ what are\n", + "2632000 Roger that. It's still a puzzle how you could have started t\n", + "2633000 I don't know where is this panel :) __eou__\n", + "\n", + "2634000 you're welcome. let me know if it works __eou__\n", + "\n", + "2635000 didn't find an option __eou__ ^^ __eou__\n", + "\n", + "2636000 firefox won't let me start more instances of it without firs\n", + "2637000 do you know where ubuntu keeps the index files __eou__\n", + "\n", + "2638000 I'm not sure. __eou__ Usually they don't take out support fo\n", + "2639000 groups = nogroup admin ------- id = uid=109(marsh) ::: gid =\n", + "2640000 ok :P __eou__\n", + "\n", + "2641000 how to make changes? __eou__\n", + "\n", + "2642000 er, preferences where? __eou__\n", + "\n", + "2643000 In the Network Manager window, click on the wired connection\n", + "2644000 nice,dude __eou__\n", + "\n", + "2645000 hence why all of our front end systems and networking equipm\n", + "2646000 Sorry, how do I do that? __eou__ I think thats it, n\n", + "2647000 thanks.. but there is definitely a difference __eou__\n", + "\n", + "2648000 any way thnx :S __eou__\n", + "\n", + "2649000 is there a way to make it work w/ compiz __eou__\n", + "\n", + "2650000 , i have two 10\\100mb card and 1 comp have adsl modem bu\n", + "2651000 you are back, did you not reinstall? __eou__\n", + "\n", + "2652000 yea __eou__\n", + "\n", + "2653000 okay then __eou__\n", + "\n", + "2654000 robg, ii have windows on it and i try installing from the li\n", + "2655000 what does error msg say? __eou__\n", + "\n", + "2656000 Gaelic __eou__ one of life's little ironies... __eou__\n", + "\n", + "2657000 i have to get the nvidia driver to boot first. __eou__ The\n", + "2658000 sudo /etc/init.d/sshd restart most likely __eou__\n", + "\n", + "2659000 don't know really. I m still trying to get my LBP3300 workin\n", + "2660000 zetherol __eou__ what's your problem __eou__ xnv,how can i c\n", + "2661000 Why did they change the standard Hda too now Mimic Scsi devi\n", + "2662000 if I don't done that ? __eou__ can I see anyway ? __eou__ i \n", + "2663000 how do i get there? and what do you mean by bypasing the aut\n", + "2664000 what sort of connections ? __eou__\n", + "\n", + "2665000 yes. can your run Apple software for MacOSX on windows? can \n", + "2666000 try https://help.ubuntu.com/community/SoundTroubleshooting w\n", + "2667000 it was a repository maintained at stanford and they somehow \n", + "2668000 lspci | grep Ether __eou__\n", + "\n", + "2669000 hmm yes :) __eou__ does it boot you out or just warn __eou__\n", + "2670000 I'd check if the router has the ip of the printer down right\n", + "2671000 Correct __eou__ because ony root, or users in the admin grou\n", + "2672000 iwlist scan __eou__ are you sure your wireless isn't working\n", + "2673000 yeah.. :( __eou__\n", + "\n", + "2674000 is the kernel a default kernel or is it something you config\n", + "2675000 now that would be a seriously hard firewall to crack ;p __eo\n", + "2676000 i saw the power options, but they dont let you change much _\n", + "2677000 Denesh- check this site- https://bugs.launchpad.net/ubuntu/+\n", + "2678000 thanks opt1k. I'm downloading streamripper. I'll try tuner a\n", + "2679000 thats in the Advanced Desktop Settings __eou__\n", + "\n", + "2680000 I'm no sure... I didn __eou__\n", + "\n", + "2681000 clf flush size is 64 __eou__ what am i looking for exactly? \n", + "2682000 use fstab for this, its the noauto option __eou__\n", + "\n", + "2683000 i think i do......thanks...just found out how to....thanks f\n", + "2684000 hmm// The National weather service is givving 130 Kbs __eo\n", + "2685000 is there a link to info? __eou__\n", + "\n", + "2686000 those two instructions are just only to add it sources.list \n", + "2687000 I use wicd its easy to switch with this tool __eou__ sure, c\n", + "2688000 elijah@elijah-laptop:~$ bug-buddy --xchat __eou__\n", + "\n", + "2689000 Switch servers __eou__ Adept? I'm doing this all from termin\n", + "2690000 Or maybe do a kickstart config so you can install many machi\n", + "2691000 yes, i didn't indeed. I think it comes bundled with the Kern\n", + "2692000 you can see if you can find a .deb for that version __eou__ \n", + "2693000 i had it set up ages ago for a shell over serial port. __eo\n", + "2694000 yes but its onot in intrepid __eou__ no would need to be bu\n", + "2695000 ah. have a good run now, must wait. __eou__\n", + "\n", + "2696000 I'll try fbrun and be right back __eou__\n", + "\n", + "2697000 ill give it a go __eou__ hmmm errors __eou__ if i go startx \n", + "2698000 which eeepc do you have? __eou__\n", + "\n", + "2699000 X is for forward X output, C is for compress it before you s\n", + "2700000 envy is a last resort and has mixed results.. Did you insta\n", + "2701000 i want the default __eou__\n", + "\n", + "2702000 a 500 GB drive is 500B * 1,000,000,000 . 460GB that you are\n", + "2703000 I dont do dual head.. have you tried with effects off.. __eo\n", + "2704000 hplip did the trick - thanks :) __eou__\n", + "\n", + "2705000 I've no idea what the problem could be :/ __eou__\n", + "\n", + "2706000 ok __eou__\n", + "\n", + "2707000 all right then :) __eou__ ah and then there is htop (for con\n", + "2708000 : it happen when I try to solve the card reader problem __eo\n", + "2709000 Just what I was looking for, thanks :-) __eou__\n", + "\n", + "2710000 did you try fs-driver? __eou__\n", + "\n", + "2711000 use alt F2 and run conky from there __eou__\n", + "\n", + "2712000 can u tell me the commands? __eou__\n", + "\n", + "2713000 Pandah; so that means one installation covers both the disks\n", + "2714000 why/what __eou__\n", + "\n", + "2715000 i think there is: http://www.ubuntugeek.com/disable-internet\n", + "2716000 where does it say the plugin is ..which folder __eou__\n", + "\n", + "2717000 lol at quoting me __eou__\n", + "\n", + "2718000 can you tell me, at what stage it hangs? __eou__\n", + "\n", + "2719000 no, cygwin does it the other way around __eou__\n", + "\n", + "2720000 sure, but basic stuff mainly __eou__\n", + "\n", + "2721000 Not sure how to do that - newb here. __eou__\n", + "\n", + "2722000 because it said your kernal could not be functioned by this \n", + "2723000 because it's easy to configure, and a nice pretty ui for eve\n", + "2724000 i read that from here: http://ubuntuforums.org/showthread.ph\n", + "2725000 lsmod |grep pcspkr what do you get __eou__ well the pc spkr\n", + "2726000 as in when i do a mouse drag, it opens another pdf window __\n", + "2727000 same here __eou__\n", + "\n", + "2728000 doesn't matter. same thing happens with both files and folde\n", + "2729000 the package in synaptic says it's not supported by Canonical\n", + "2730000 check the wiki __eou__\n", + "\n", + "2731000 yeah, I guess __eou__ different result __eou__\n", + "\n", + "2732000 What was http://pastebin.ubuntu.com/181707/ __eou__\n", + "\n", + "2733000 Thanks :) __eou__\n", + "\n", + "2734000 thank you for your help, i am very excited now __eou__ Tha\n", + "2735000 , i need send parameters ... for example in bash i can send \n", + "2736000 de nada ;] __eou__\n", + "\n", + "2737000 who you talking to? plz use the nick in your replies __eou__\n", + "2738000 ok in backport. I will take a look at backport __eou__ shoul\n", + "2739000 virtual machine in that case only to get the feel for Ubuntu\n", + "2740000 my mistake mneptok is correct next proposed lts is 10.4 sorr\n", + "2741000 agreed done __eou__\n", + "\n", + "2742000 thanks i m gonna read and i wont install all the application\n", + "2743000 oh ok __eou__\n", + "\n", + "2744000 pxe? thanks! __eou__ got a look at pxe installation .... it \n", + "2745000 thats not a user name, thats a key pairing. i don't think it\n", + "2746000 so you can copy paste in man, and then delete the ones you d\n", + "2747000 I thought it was... but gparted is the only gui tool I am aw\n", + "2748000 Ah, then that's not \"general programming purposes\" :-). __eo\n", + "2749000 Sorry, no - that's all I use __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2750000 only resolution cose different way it is not workin __eou__\n", + "\n", + "2751000 happens,i have suspend hibernate going misssing sometimes __\n", + "2752000 k...will do __eou__\n", + "\n", + "2753000 you may have it installed already. i do, but i don't recall \n", + "2754000 the XP install disk says I have no hard drive __eou__\n", + "\n", + "2755000 No, nothing will explode __eou__\n", + "\n", + "2756000 so i must have a problem, right now it does ~ 9Mo/s __eou__\n", + "\n", + "2757000 You mean the first disk? __eou__\n", + "\n", + "2758000 hum, i may need to do a bit more research on Win4Lin than __\n", + "2759000 btw, how did your sudo password stop working? __eou__ you co\n", + "2760000 I don't know the difference between pkill and killall, meh _\n", + "2761000 no problem :) __eou__\n", + "\n", + "2762000 i'm afraid i'm not familiar with that error... maybe google \n", + "2763000 ok, thanks, i'll give it another shot then :) __eou__ ah coo\n", + "2764000 how do you kill it? it locks up my entire system and when pl\n", + "2765000 thanks anyways __eou__\n", + "\n", + "2766000 unetbootin is the repos for karmic, you may wish to try usb-\n", + "2767000 wuts the command to import those? Or should I just use phpMy\n", + "2768000 you really don't need that stuff for Ubuntu __eou__\n", + "\n", + "2769000 programming, and office work __eou__\n", + "\n", + "2770000 on average how many years do i expect? __eou__\n", + "\n", + "2771000 What is PCM set at? __eou__\n", + "\n", + "2772000 rather then changing in every app separately, I would use xm\n", + "2773000 or does one need Ubuntu for it to work? __eou__ Now I have 9\n", + "2774000 http://ubuntuforums.org/showthread.php?t=56949 is one way bu\n", + "2775000 yea, what you're saynig is removing sda5 the right way, usin\n", + "2776000 fair enough, though if it's from a mainline repo (and often \n", + "2777000 I don't play that game but TF2 and WOW run fine in it. __eou\n", + "2778000 nvidia __eou__\n", + "\n", + "2779000 very well then. Good luck to you. __eou__\n", + "\n", + "2780000 webcam is supported , just need help fixing it mate __eou__\n", + "\n", + "2781000 no, never heard of it. __eou__ I love OpenOffice, but I am h\n", + "2782000 whateva... his los __eou__\n", + "\n", + "2783000 Yes hibernate is suposed to shut down the system .. it dump \n", + "2784000 Idk. I've got sans obviously, it just doesn't look as nice i\n", + "2785000 xubuntu is light, yo ujsut have to desactivate gnome and kde\n", + "2786000 did it work? __eou__\n", + "\n", + "2787000 want me to show u my monitor or are u searching the support \n", + "2788000 normal releases should show an upgrade to 9.10. __eou__ alth\n", + "2789000 thats why yesterday i was switching to admin account __eou__\n", + "2790000 seriosly you will be cracked wihin a day __eou__\n", + "\n", + "2791000 -_- ive tried that before with other laps and it wasnt, i ne\n", + "2792000 , that didnt work neither.. __eou__ I think im going to have\n", + "2793000 make a binary image of it with dd __eou__ dd if=/dev/usb of=\n", + "2794000 I kinda like the minimalist design but I also love the evil\n", + "2795000 ok, try as chelz said, right-click an .exe and go to propert\n", + "2796000 okay. havent read much about KVM but than its okay __eou__\n", + "\n", + "2797000 sudo vi /etc/X11/xorg.conf << send any section named nvidia\n", + "2798000 : if ubuntu continues to concentrate it on the x , i w'll ab\n", + "2799000 no i am building from a .tgz __eou__\n", + "\n", + "2800000 Oh, I see! So if I wanted them installed, I'd say \"apt-get \n", + "2801000 lucky you :( __eou__ now why won't my nvidia settings stay, \n", + "2802000 sorry... I can't find the tools name. __eou__\n", + "\n", + "2803000 welcome __eou__\n", + "\n", + "2804000 that's not normal right? usually you have to do a bunch of t\n", + "2805000 (don't go looking for it on dell site - they'll charge you $\n", + "2806000 pastebin your /etc/fstab __eou__\n", + "\n", + "2807000 good call. How would i know if its the PSU? __eou__\n", + "\n", + "2808000 thanks it's what a was looking for __eou__\n", + "\n", + "2809000 no __eou__\n", + "\n", + "2810000 its in /etc/sudoers, but you can use 'sudo visudo' adding th\n", + "2811000 then i will mount it ti /media/ and then put a symlink to ~/\n", + "2812000 ok i will deactivate it and see what happens __eou__\n", + "\n", + "2813000 its just 50% now ,should i wait or kill. __eou__\n", + "\n", + "2814000 sebsebseb : well, my internal speakers work fine __eou__\n", + "\n", + "2815000 gotta get my laundry, be back in like 5. id like to help yo\n", + "2816000 i have update-notifier running the background already. __eou\n", + "2817000 debian is offtopic here, this is ubuntu support only __eou__\n", + "2818000 ah __eou__\n", + "\n", + "2819000 I believe \"sudo update-alternatives --config default.plymout\n", + "2820000 alsamixer or anything else is already at 100%, i would like \n", + "2821000 tru but if you include in your command to run as a different\n", + "2822000 I didn't see those, do appologize for the short answer. __eo\n", + "2823000 my /etc/environment just has a path and that's it. __eou__\n", + "\n", + "2824000 no problem. (^_^) __eou__\n", + "\n", + "2825000 links? never heard of it :P __eou__\n", + "\n", + "2826000 most likely if its even possible __eou__\n", + "\n", + "2827000 Woot! Yep that was it. __eou__\n", + "\n", + "2828000 I know its fine sorry about that __eou__\n", + "\n", + "2829000 just one at a time __eou__ i have comcast so bandwidth on my\n", + "2830000 What are you trying to do? __eou__\n", + "\n", + "2831000 thanks __eou__\n", + "\n", + "2832000 right, no have not seen one yet __eou__\n", + "\n", + "2833000 you might want to check this: http://bugs.debian.org/cgi-bin\n", + "2834000 it should be prompting you for updates up by the clock __eou\n", + "2835000 line 22- 27 Jordan_UI __eou__ - the I lol __eou__\n", + "\n", + "2836000 How are you sharing? __eou__\n", + "\n", + "2837000 no need to reinstall. just run the command and then launch t\n", + "2838000 why var? __eou__\n", + "\n", + "2839000 To re-enter play after being killed. __eou__ lol ... like in\n", + "2840000 No error messages at all? :( __eou__\n", + "\n", + "2841000 yast also allows you to start, stop and configure services f\n", + "2842000 bummer __eou__\n", + "\n", + "2843000 or... something else __eou__ murchadh sweet, i'll give it \n", + "2844000 yes I know but nothing happens when I click on it. __eou__\n", + "\n", + "2845000 yep __eou__ what now? :o how can i make it work instead of m\n", + "2846000 194hrs? thats crazy... __eou__\n", + "\n", + "2847000 if you need something a bit more substantial you can use Ard\n", + "2848000 that searchs the package list __eou__\n", + "\n", + "2849000 is it mounted \"ro\" ? __eou__\n", + "\n", + "2850000 at one place it has to be transported into the gsm net and o\n", + "2851000 Done __eou__\n", + "\n", + "2852000 the partitions mounts fine, it's a directory inside of it th\n", + "2853000 idk, have you ever had it working on any other OS? __eou__\n", + "\n", + "2854000 but anything i drag there, is cut off and im only seeing par\n", + "2855000 it's probably ok as long as gnome-look is only providing the\n", + "2856000 http://www.supergrubdisk.org There is a SuperGrub free r\n", + "2857000 I have been using minefield for a while and surely it's more\n", + "2858000 check the share settings.... __eou__\n", + "\n", + "2859000 also, use the p switch when creating tar. i'll be around for\n", + "2860000 does it work ? __eou__\n", + "\n", + "2861000 What broadcom chipset do you have? __eou__\n", + "\n", + "2862000 its a server __eou__\n", + "\n", + "2863000 have you tried reinstalling GDM ? __eou__\n", + "\n", + "2864000 i thought you said there isn't any benefits to it __eou__\n", + "\n", + "2865000 \"md5sum ./file.iso\" is the syntax you're using, correct? __e\n", + "2866000 yes, I know about that, but it's too fast __eou__\n", + "\n", + "2867000 Yeah I tried that, thanks for the suggestion though. I've ev\n", + "2868000 ummm...okay. is that a bad thing? I have never had sound sin\n", + "2869000 to look cool? __eou__\n", + "\n", + "2870000 :) __eou__\n", + "\n", + "2871000 you don't even get grub? __eou__ can you mash tab or whateve\n", + "2872000 then stick with it __eou__\n", + "\n", + "2873000 it's a shared drive, just a folder with files. __eou__\n", + "\n", + "2874000 Oh okay. Well, don't have a clue, then. Except that I'm on a\n", + "2875000 And they said nothing? __eou__\n", + "\n", + "2876000 where are you looking for an icon ? __eou__ it is in there, \n", + "2877000 how can i've sucessfullly installed my Geforce FX 5500.RUN _\n", + "2878000 system is uptodate, version 2.2.0.35-0lucid1 __eou__ do you\n", + "2879000 sr0 is the cdrom drive __eou__\n", + "\n", + "2880000 I think I'll prefer to say it's matter of taste then __eou__\n", + "2881000 no __eou__ depends actually __eou__\n", + "\n", + "2882000 well they have different mount names one is /media/Server2 \n", + "2883000 what movie player are you using on ubuntu? __eou__ i mean it\n", + "2884000 Googling \"PM\" but not getting a clear answer. Is that a abbr\n", + "2885000 it's because I didn't install it, only tried it from USB and\n", + "2886000 I'm sure it has, but if I want lightweight I usually go with\n", + "2887000 either in ~ or in /var/spool/mail or similar. depends on you\n", + "2888000 yeah I hate printing, especially in ubuntu it is even worse \n", + "2889000 i'm not sure... :( __eou__\n", + "\n", + "2890000 Thanks, it installed them now. I'll test it on the windows b\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2891000 #ubuntu-offtopic __eou__\n", + "\n", + "2892000 : thank you but i can not get the bittorent download for 10.\n", + "2893000 It's capital O, the site doesn't load at all, so it looks pr\n", + "2894000 sudo: can't open /etc/sudoers: permission denied newline \n", + "2895000 I'm afraid I've never set up a multiple port nic card before\n", + "2896000 but will it work with the new hardware? __eou__\n", + "\n", + "2897000 Almost every command in Linux, but some manpages are not rea\n", + "2898000 Not done ICS in years either. :) my router handles it all. _\n", + "2899000 thanks __eou__\n", + "\n", + "2900000 one is packages/built/designed to be used with ubuntu (menu \n", + "2901000 not exactly what I am doing, but that might be a good start.\n", + "2902000 I was hacked by Anon thats why I want it __eou__\n", + "\n", + "2903000 Yes there is a chance for data loss. You should always backu\n", + "2904000 intel Q965 __eou__ its was working right with my hp 19\" moni\n", + "2905000 ok good then choose something and pick your partitions __eou\n", + "2906000 i would like to honestly say that I exhausted all options tr\n", + "2907000 i can't really search (i'm not on ubuntu) __eou__\n", + "\n", + "2908000 it does the job and has a built in crossfade option that I l\n", + "2909000 Thhat doesn't look like it. try lspci | grep WLAN __eou__\n", + "\n", + "2910000 hm, not USB or anything then, very odd __eou__\n", + "\n", + "2911000 i'm sorry, i don't think I'm going to be able to help you. _\n", + "2912000 That would only allow one session wouldnt it? __eou__ I have\n", + "2913000 netherlands, europe __eou__\n", + "\n", + "2914000 install the dev package of it __eou__\n", + "\n", + "2915000 because its not official and it doesn't do package upgrading\n", + "2916000 haven't had very serious problems, some annoying ones, but n\n", + "2917000 yes __eou__\n", + "\n", + "2918000 whats a cool one to check out? __eou__\n", + "\n", + "2919000 Do you mean install completely without network support? I re\n", + "2920000 i've made all my problems go away a long time ago, by bying \n", + "2921000 hopefully installing it won't be too much trouble. __eou__\n", + "\n", + "2922000 don't know __eou__\n", + "\n", + "2923000 dunnow if that's what you're looking for, but I think it's a\n", + "2924000 no, I have 1.0 from mozilla.org ( the binary) __eou__ I bypa\n", + "2925000 could be a dippy driver or a bad eject button on the front o\n", + "2926000 yeah, I read those. __eou__ if I knew how to build packages \n", + "2927000 all right __eou__\n", + "\n", + "2928000 and all those programs you want on one desktop? why __eou__ \n", + "2929000 Getting the harddrives spinning takes a lot of power to star\n", + "2930000 separation of user and system __eou__ yes, it's good pract\n", + "2931000 i dont know anyone that uses grub __eou__\n", + "\n", + "2932000 meaning the it doens't install because of some md5 mismatch \n", + "2933000 I also have libc6 installed __eou__ and thing the package I \n", + "2934000 not sure, IO used to ask at #xfce when I used that. __eou__\n", + "\n", + "2935000 then /etc/hostname ? __eou__\n", + "\n", + "2936000 Heh. __eou__ When did that unit ship? I'm thinking mid-1990\n", + "2937000 thanks __eou__\n", + "\n", + "2938000 I don't know __eou__\n", + "\n", + "2939000 yes __eou__\n", + "\n", + "2940000 delayed due to the olsen twins growing up too fast __eou__\n", + "\n", + "2941000 yea __eou__\n", + "\n", + "2942000 only if th upgrade fails ;) __eou__ if you use a non-enghlis\n", + "2943000 the extra buttons don't work. I know there are apps to make \n", + "2944000 use -f on what, fsck? __eou__\n", + "\n", + "2945000 sudo iwconfig and paste the output for me in pastebin.com. t\n", + "2946000 what are y'all tryin to do? __eou__ is the system still up? \n", + "2947000 ok, checking url history now... __eou__ i think i got the u\n", + "2948000 i remember differently. a lot of updates just around release\n", + "2949000 it shouldnt matter __eou__ run sudo apt-get update __eou__\n", + "\n", + "2950000 I'm not really sure. It's on my Dell inspiron 1000 laptop. _\n", + "2951000 race you! :) __eou__ same __eou__ looking still though __eou\n", + "2952000 yep __eou__\n", + "\n", + "2953000 abiword doesn't spell check properly for me __eou__\n", + "\n", + "2954000 when i boot a windowsxp sp2 cd, it prompt for password when \n", + "2955000 so instead of using -rfakeroot for a Debian package, I inste\n", + "2956000 see... that Backup directory is actually on a drive that is \n", + "2957000 I thought so... you left before I could finish... A) in a te\n", + "2958000 :$ sry, *son types easier :$:D i'm neither american :) __eou\n", + "2959000 Smoked? __eou__ Yeah, I'm nuts. __eou__ Didn't seen that it \n", + "2960000 baaah __eou__\n", + "\n", + "2961000 you have to 'sudo apt-get update' for the changes to take ef\n", + "2962000 why did you type that crap? __eou__\n", + "\n", + "2963000 wow so that wont survive a reboot? __eou__\n", + "\n", + "2964000 thanks a ton =) __eou__\n", + "\n", + "2965000 istanbul (from the universe repo) __eou__\n", + "\n", + "2966000 cool, thanks __eou__ what's the core ftp gui app for ubuntu \n", + "2967000 Windows XP 64-bit doesn't have flash either __eou__\n", + "\n", + "2968000 install it for another user and copy that user's .xchat2 dir\n", + "2969000 HP LaserJet 2600 USB __eou__ HP LaserJet 2600 USB __eou__\n", + "\n", + "2970000 unfortunately no. dialup 64kbps __eou__\n", + "\n", + "2971000 how about in #flood? __eou__\n", + "\n", + "2972000 you're clicking the wrong link __eou__\n", + "\n", + "2973000 I mean, install ubuntu in the free space on hdd, so that I c\n", + "2974000 but i don't want to install that __eou__\n", + "\n", + "2975000 Cool. Next thing is the ubuntu CD doesn't seem to come nati\n", + "2976000 well you have just thoroughly confused me :) __eou__\n", + "\n", + "2977000 You need to study/learn/read about tcp wrappers and other th\n", + "2978000 if i unload a module of my wireless but the LED dont off, i \n", + "2979000 never! __eou__\n", + "\n", + "2980000 in dapper it is __eou__\n", + "\n", + "2981000 oh no why is that __eou__\n", + "\n", + "2982000 nmot sure unless it was something that you added from apt/sy\n", + "2983000 for *.zip do unzip ? :P __eou__\n", + "\n", + "2984000 if you can mount your zen micro as a normal usb hdd, you can\n", + "2985000 fireftp and gftp __eou__\n", + "\n", + "2986000 nah - not a sign of guilt, a sign of being right and knowing\n", + "2987000 LVM, among other things __eou__ To be honest I haven't used \n", + "2988000 will when I see him __eou__\n", + "\n", + "2989000 ok i will have a look for it will right back when i read the\n", + "2990000 Can you boot into Ubuntu ISO CD? __eou__\n", + "\n", + "2991000 thats another thing, i have alsa-base and alsa-tools install\n", + "2992000 phenomenally dumb question--what do i do with this? __eou__\n", + "\n", + "2993000 System>Preferences>Session>Startup Programs __eou__\n", + "\n", + "2994000 thanks again, i have the glas icons theme installed and a c\n", + "2995000 somehow but it won't be on the same line __eou__\n", + "\n", + "2996000 yeah last month i used it fine __eou__\n", + "\n", + "2997000 flash is available for linux, though __eou__\n", + "\n", + "2998000 http://paste.ubuntu-nl.org/25232/ __eou__ oh so should I unc\n", + "2999000 is it one file? __eou__\n", + "\n" + ] + } + ], + "source": [ + "bows = BOWCorpus(TEXT_PATH)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 i think we could import the old comments via rsync, but from...\n", + "1000 hi there __eou__ anybody experienced trouble with sound __e...\n", + "2000 it could also be some element of the OBEX protocol niceties ...\n", + "3000 hey all...anybody know how to install some win codecs? __eou...\n", + "4000 Whats the difference between universe and multiverse ? __eou...\n", + "5000 does the default kernel have no loop iso mount support? __eo...\n", + "6000 hello __eou__ so, if you install a package in ubuntu does it...\n", + "7000 so why not use a 4 page disertation for the version \"number\"...\n", + "8000 there is no good download manager? __eou__ __eot__ for what?...\n", + "9000 hrmph -- so, I'm well along with my debian-to-ubuntu convers...\n", + "10000 how fissy? __eou__ ehhh that was supposed to go to baluba __...\n", + "11000 anyone? kernel source on ubuntu? __eou__ anyone? is there ke...\n", + "12000 hrm __eou__ Why not optimise for i586/i686? __eou__ __eot__ ...\n", + "13000 apt-get is getting really old stuff in my just installed ubu...\n", + "14000 Anybody else here playing Quake 3? __eou__ __eot__ I played ...\n", + "15000 oof __eou__ don't forget the \"will delete your user data\" ca...\n", + "16000 I can't get my linux supported usb hp officejet 5500 multifu...\n", + "17000 hell0w again :D __eou__ Well i am :D __eou__ I wanna become ...\n", + "18000 excuse me folks, how can I direct ubuntu to use a static add...\n", + "19000 Is it possible to mount an FTP Server like a network share? ...\n", + "20000 Hi! Does anyone manage to install Firefox 1 and Thunderbird ...\n", + "21000 is it easy to compile an up-to-date kernel for ubuntu? like ...\n", + "22000 Octane - does Alt-F2, get you to a promt? __eou__ Octane - I...\n", + "23000 has anyone gotten kqemu to work in ubuntu? I'm a complete n0...\n", + "24000 Does the Ubuntu apache2 binary have mod_rewrite enab...\n", + "25000 gnome needs a bloat clean up __eou__ its a good desktop dont...\n", + "26000 one thing i don't get. ubuntu has apt-get but when trying to...\n", + "27000 :-) __eou__ __eot__ is that a good :-) ? or a guess what :-...\n", + "28000 synaptic is included and installed by default in Ubuntu __eo...\n", + "29000 heh - gee speaking of gnome.. is there a way to disable that...\n", + "30000 gedit __eou__ __eot__ Jedit __eou__ __eot__ \n", + "...\n", + "31000 Hi __eou__ Is there any way I can install a CMS on a local P...\n", + "32000 dpkg --reconfigure Xfree86 ? __eou__ thanks thoreauputic. :...\n", + "33000 can anybody tell me why ClamAV or similar antivirus isn't in...\n", + "34000 no, not really :) __eou__ I really wish I hadn't missed the ...\n", + "35000 no return key needed __eou__ __eot__ ah,, just wordwrap __eo...\n", + "36000 omeg, Synaptic Package Manger <-- I've found A...\n", + "37000 Is http://sourceforge.net completely dead for anyone else he...\n", + "38000 does someone here streams audio on the net? __eou__ does som...\n", + "39000 what's the structure of these heads? __eou__ __eot__ trying ...\n", + "40000 wtf... i try to add multiverse to my sources, and everytime ...\n", + "41000 does anybody know what package provides ft2build.h? __eou__ ...\n", + "42000 tar xzvf tar ballname __eou__ tar xzvf tar_ballname rather _...\n", + "43000 You are familiar with the concept of a wiki right? __eou__ _...\n", + "44000 i need to post my wiki about network interfaces not getting ...\n", + "45000 how to install kde ? __eou__ __eot__ sudo apt-get update && ...\n", + "46000 anyone know of a good notes manager / organizer \"tree\" styl...\n", + "47000 the apt-system isn't built for downgrades... __eou__ __eot__...\n", + "48000 Hey, I was wondering whether any of you knew of a tool to ex...\n", + "49000 I am trying to watch a video using MPlayer and I get very lo...\n", + "50000 How do I set an icon to a file type globally? Instead of cha...\n", + "51000 screw linspire, they CHARGE MONEY for gcc __eou__ It's free ...\n", + "52000 yes. :) __eou__ google.com/ig | my-live-journal | ubuntuforu...\n", + "53000 has anyone heard of this problem I am having on my laptop ru...\n", + "54000 hello ;) __eou__ __eot__ in a terminal do this 'sudo apt-cac...\n", + "55000 is there a way to link the terminal copy and paste crap with...\n", + "56000 [j] [a] [r] [e] [d] , did you try google? (I can't help you,...\n", + "57000 did you recently add hard drives? the installer should find ...\n", + "58000 stay away from the 'guide, it is full of pitfalls __eou__ __...\n", + "59000 commented __eou__ look at the bottom of php.ini __eou__ disg...\n", + "60000 look for the version 1.0.4 __eou__ __eot__ \"look for the ver...\n", + "61000 what's the equivalent in ubuntu of the kernel-headers-xxx-x-...\n", + "62000 Hello, /etc/X11/xkb/rules/xorg is a symlink to \"base\" __eou_...\n", + "63000 hi! __eou__ any cron users here? __eou__ __eot__ All Ubuntu ...\n", + "64000 do you find you repeat a lot?...lol, don't ask to ask lol, h...\n", + "65000 I wish I knew why fglrx doesn't let me use totem and mplayer...\n", + "66000 dang its starting to feel like burger time __eou__ joose wha...\n", + "67000 tiago,PM-aSeepin: Please keep the code of conduct in mind wh...\n", + "68000 how can i see if my video dirvers are installed properly? __...\n", + "69000 hmmm, to buy a XFX 6600GT or a X800GT , that is the question...\n", + "70000 anyone has tried google talk with gaim? __eou__ __eot__ yup ...\n", + "71000 Anyone know of a good FTP client with SSL? __eou__ __eot__ g...\n", + "72000 hello ...ppl.. __eou__ does somebody here has a package for ...\n", + "73000 Has anybody used skype on ubuntu? __eou__ __eot__ - I tried....\n", + "74000 hey all, when suing in terminal, it dosnt take the password,...\n", + "75000 Hi, is grub actually able to boot a floppy image located on ...\n", + "76000 hi i'm back again .. installed bittornado .. but the command...\n", + "77000 seems that gnomemeeting is similar to microsoft netmeeting f...\n", + "78000 how to update breezy? is it in the repo? __eou__ or u have t...\n", + "79000 yea slashdot was one of em __eou__ __eot__ ? __eou__ __eot...\n", + "80000 nautilus is the filemanager for Gnome __eou__ __eot__ why t...\n", + "81000 nvdia tnt2 model 64 at breezy, someone have problems? __eou_...\n", + "82000 Hey all. __eou__ Question, is there any way to install witho...\n", + "83000 anyone got the nvidia driver to compile? __eou__ __eot__ the...\n", + "84000 hi @all __eou__ what about the breezy iptables-package?? mod...\n", + "85000 HI, is there a way for me to create a complete perfect image...\n", + "86000 no, the kernel was compiled with gcc-3.4 __eou__ because the...\n", + "87000 What is the shell cmd to configure X ? __eou__ __eot__ sudo ...\n", + "88000 I need to add a resolution setting what file do I edit again...\n", + "89000 I love Ubuntu but it's starting to give me a lot of problems...\n", + "90000 how can i chroot a knoppix-cd? i have problem with the acpi...\n", + "91000 Hi, dmesg tells me \"Unknown key pressed (translated set 2, c...\n", + "92000 if you want a standalone js interpreter try rhino __eou__ or...\n", + "93000 maybe you need to install libsdl1.2debian-esd, that works fo...\n", + "94000 a compile of mine is trying to find libcurses __eou__ i cant...\n", + "95000 u on? __eou__ __eot__ you mean \"Can someone tell me where on...\n", + "96000 have you tried using gedit to convert the encoding? under th...\n", + "97000 I need to reconfigure xserver to use a different resolution....\n", + "98000 will that work ok for my amd64? __eou__ __eot__ sudo wget h...\n", + "99000 sup __eou__ is knubuntu just ubuntu with KDE or its own CDs ...\n", + "100000 hello __eou__ I have a problem with VMware on Breezy. The Ne...\n", + "101000 I need same kind of image viewer programm which makes possib...\n", + "102000 How do I disable the GNOME startup sound? __eou__ __eot__ th...\n", + "103000 Hey, has anyone got Azureus installed alongsie Eclipse? __eo...\n", + "104000 How do I find out if ubuntu supports my hardware? __eou__ __...\n", + "105000 ARGH! __eou__ HATE HATE HATE HATE __eou__ Firefox needs to h...\n", + "106000 ] Kem[, I recomment easybreezy also __eou__ ] Kem[, You mi...\n", + "107000 if you're going to be connecting to your sshd on the non-sta...\n", + "108000 www.ubuntuguide.org __eou__ __eot__ we dont use that guide ...\n", + "109000 is there some samba server GUI for gnome? __eou__ there's no...\n", + "110000 anyone here know any good psp/linux/ubuntu pages i can brows...\n", + "111000 did you get nvidia DEBs to work alright? __eou__ __eot__ i d...\n", + "112000 okay. sitting next to me is a rescue prompt with my new targ...\n", + "113000 I run it on amd k7 500 __eou__ I think it's 500 __eou__ amd ...\n", + "114000 Where do I find my kernel.config (I wan t to check if I have...\n", + "115000 How does one go abouts editing gnomes, right click menu? I w...\n", + "116000 muine music player wont play the tracks :S __eou__ __eot__ m...\n", + "117000 Q: what utility replace Google-desktop (the search tool) und...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "118000 Care to create a pastebin with what 'iwconfig' gives back? _...\n", + "119000 ello!! __eou__ is it possible to transfer the root and swap ...\n", + "120000 Mount: mouting /root/dev on /dev/.static/dev failed: no such...\n", + "121000 oh hes gone now __eou__ Ok, can anyone help me fix my dvd dr...\n", + "122000 My \"ifconfig\" is only picking up a loopback interface and no...\n", + "123000 would an athlon 64 3800+ dual core use a 686-smp kernel or a...\n", + "124000 ok, now i have amarok 1.3.8 It does 'detect' my ipod, tech...\n", + "125000 I wondering if I should dist-upgrade to hoary. Any comments?...\n", + "126000 Encoding as 16 kHz 32 kbps single-ch MPEG-2 Layer III (8x)...\n", + "127000 sound blaster 16 pnp __eou__ can ya explain that in laymans ...\n", + "128000 can anyone recommend pmud over pbbuttons? __eou__ __eot__ Su...\n", + "129000 prolly means the dev is not ther __eou__ prolly means the de...\n", + "130000 don't thank me yet __eou__ nfi if it works ! :o __eou__ prob...\n", + "131000 can someone help me with the chmod command? __eou__ __eot__ ...\n", + "132000 and it couldnt find it __eou__ I did, i typed in 'sudo wine ...\n", + "133000 how do i make amarok play mp3 files? i'm using gstreamer eng...\n", + "134000 you guys, how do i check if the xdamage extension is loaded ...\n", + "135000 Anyone know how I can use .rpm files with ubuntu? I just in...\n", + "136000 ^-^ __eou__ raight, out of the box :) __eou__ blackbox, flux...\n", + "137000 i have a microsoft intellimouse under ubuntu linux. when i ...\n", + "138000 any good programs for making pictures look better? this one...\n", + "139000 ah... yes... tricky :9 __eou__ __eot__ yes it is, and only u...\n", + "140000 natutilus as root? *shudders...* __eou__ __eot__ lol what's...\n", + "141000 I am reading xkb and xmodmap docs, I tried some xmodmap scri...\n", + "142000 sudo ln -sf /usr/bin/Xgl /etc/X11/X <-- this does not work _...\n", + "143000 hey __eou__ do a /nickserv info zeeble __eou__ blah. well, t...\n", + "144000 anyone used cygwin __eou__ i ask for just general info ... _...\n", + "145000 hey when i type mkdir /media/partitionname __eou__ it says \"...\n", + "146000 ok ill check it out __eou__ nothing else i can do then __eou...\n", + "147000 pygtk comes bundled in ubuntu or I have to install it? __eou...\n", + "148000 anyone knows how to configure clients for tor or privoxy __e...\n", + "149000 ubuntu> no root password use sudo __eou__ Kadran> did you in...\n", + "150000 dont suggest that __eou__ __eot__ Why not? It's pretty effe...\n", + "151000 turn the brightness down... __eou__ __eot__ it's about eight...\n", + "152000 hello. __eou__ hello. __eou__ can someone tell me how the ip...\n", + "153000 Hi ppl __eou__ I need to copy a file to a USB external disk ...\n", + "154000 Is there a package that provides a startup script for iptabl...\n", + "155000 Is the live cd really really slow or is it my cd drive, and ...\n", + "156000 !tell zawa about restricted __eou__ __eot__ cyne: please tak...\n", + "157000 No clue __eou__ i think it's fat16, though __eou__ will some...\n", + "158000 bah i still need to configure modem, printing, mail server, ...\n", + "159000 how do i change boot loader options during install of dapper...\n", + "160000 any idea howto get sound working on flash videos ? __eou__ d...\n", + "161000 what is your problem? __eou__ __eot__ I cannot read from a C...\n", + "162000 hi __eou__ please how could i get the list of kernel loaded ...\n", + "163000 SMACK! __eou__ SetUID BAD!! __eou__ __eot__ man chmod __eou_...\n", + "164000 what would the package name for gd be? __eou__ can I search ...\n", + "165000 Hum. Looks like a bug needs to be filed against ubuntu' use ...\n", + "166000 Is there a command to see the freespace on the ubuntu filesy...\n", + "167000 hehe, 's cool __eou__ __eot__ dr3wster, sudo /etc/init.d/apa...\n", + "168000 yw __eou__ ( master boot record ) __eou__ __eot__ great mind...\n", + "169000 im running foresight linux as a guest os using vmware player...\n", + "170000 is there any way to remove a package that ubuntu-desktop dep...\n", + "171000 I just detected an event through firestarter from kornbluth....\n", + "172000 does anyone know if there's a command line equivalent for sw...\n", + "173000 what is a mythtv ? __eou__ __eot__ looks awesome __eou__ __e...\n", + "174000 I just installed vnc4viewer __eou__ __eot__ congratulations!...\n", + "175000 anyone know how to configure the screensaver in xubuntu? __e...\n", + "176000 hey, Whats a good program to learn python in or any coding _...\n", + "177000 is there anyway to make a ubuntu installation boot terminal ...\n", + "178000 has anyone here tried installing ubuntu on a G3? __eou__ __e...\n", + "179000 For the screensavers, it has a \"Pictures Folder\" for an opti...\n", + "180000 can anyone please tell me where can I download dapper cd ima...\n", + "181000 Is there anyone here whit a ATI Radeon 9800 pro that install...\n", + "182000 i have a symlink from hda to hdb. i'm worried that everythim...\n", + "183000 hello, guys, please tell me what i should add to my crontab ...\n", + "184000 hi, just installed ubuntu on the laptop, happyness so far. h...\n", + "185000 does anyone remember the name of the disk partitioner that i...\n", + "186000 hey guys i have a problem __eou__ i just installed ubuntu ba...\n", + "187000 hi any graphical tool to choose between GDM and KDM and to c...\n", + "188000 Hello everyone __eou__ Im thinking of installing ubuntu on m...\n", + "189000 hey, does any1 know where the option in the live cd install ...\n", + "190000 Still looking for someone to help me with the datadump issue...\n", + "191000 hi guys... i was about to install kubuntu-desktop on ubuntu ...\n", + "192000 Basically, I am using a Ubuntu 6.06 CD; I always occasionall...\n", + "193000 I'm in a fix with grub, guys __eou__ __eot__ how so ? __eou_...\n", + "194000 Why do some companys employ C/C++ programmer under Linux, no...\n", + "195000 rich: u dont need to find it, just type wine = 1.2.0... no *** The gtk...\n", + "263000 Help! When I try to blacklist my Wifi drivers using the \"sud...\n", + "264000 I accidentally closed the chat. Did someone have some soluti...\n", + "265000 What is the command to determine which host is the DHCP serv...\n", + "266000 it says \"Totem Mplayer\" and it doesnt play. __eou__ __eot__ ...\n", + "267000 #ubuntu should have a web interface __eou__ __eot__ there's ...\n", + "268000 How can I partition my HDD and install Windows? __eou__ How ...\n", + "269000 NTFS-3G has really worked wonders for me, really glad with i...\n", + "270000 hmf! where can I get this module PEAR-Crypt_CHAP ? __eou__ _...\n", + "271000 how can I get ati sound drivers for my laptop, they're gone ...\n", + "272000 Ummm... anyone think they can help me out with getting my wi...\n", + "273000 hello :) __eou__ i have an issue with tightvncserver :( __eo...\n", + "274000 Amarok has a small equalizer, only 10 headers __eou__ yea am...\n", + "275000 how to count words \"word\" in myfile.txt? __eou__ anyone? __e...\n", + "276000 that said, i don't know why it wasn't like that before ;) __...\n", + "277000 I'm gonna stab Dan __eou__ I'm gonna pull my friggin hair ou...\n", + "278000 anyone have any ideas why, since upgrading to feisty, my wi...\n", + "279000 libata sucks bigtime __eou__ i can't tweak my harddrive __eo...\n", + "280000 hello __eou__ i am having a problem with add remove __eou__ ...\n", + "281000 Hi all __eou__ i have a query relating to Acer AL1706 TFT _...\n", + "282000 packages in edgy-backports should not have dependencies that...\n", + "283000 Hey guys, is there a firewall default for Feisty ? __eou__ _...\n", + "284000 does wine not work on feistyx64 __eou__ Wine Windows Emulato...\n", + "285000 hello can someone help me im in the LIVE CD now but i cant I...\n", + "286000 when i enter http://bigsnake_net.photo.163.com/ , firefox sa...\n", + "287000 sigh, how can i install ATIs drivers when Ubuntu wont let me...\n", + "288000 just apt-get remove vim-tiny and apt-get install the full ve...\n", + "289000 hi all, is it possible to migrate from Debian Etch to Ubuntu...\n", + "290000 I installed 7.04 on a VGN-N230E, and it works fine -- but my...\n", + "291000 I was on youtube the last day looking for feisty and Beryl v...\n", + "292000 according to winehq, office 2007 doesn't won't install on di...\n", + "293000 hi! I read intel releases great graphics card drivers for th...\n", + "294000 hi,guys i have just installed ubuntu , and i was wondering h...\n", + "295000 Whats the command to see processes that are running on my ma...\n", + "296000 is it recommended to keep /var/www/ owned by 'root'? cause i...\n", + "297000 I put in the 7.04 live cd and it just scrolls \"/bin/sh: Can'...\n", + "298000 how do I get X to use a better refresh rate __eou__ it won't...\n", + "299000 !nvu | myo (you should also be able to use the edgy package ...\n", + "300000 how do you get the installer to install w/o 'formatting' / _...\n", + "301000 becouse it is a sudo __eou__ __eot__ wasn't the case on 2 ot...\n", + "302000 is there a *nix command similar to 'comm' that compares two ...\n", + "303000 I need help with azureus: my torrents keep going down to 0 k...\n", + "304000 what is a good torrent client for ubuntu....bittorrent has l...\n", + "305000 Azureus __eou__ anyone know of a good Nintendo 64 emulator? ...\n", + "306000 how to make \"ctrl\"+\"alt\" a third-level-choser?!? __eou__ __e...\n", + "307000 Can anyone help me transfer my outlook express information t...\n", + "308000 help my apache is broken __eou__ __eot__ what happened? __eo...\n", + "309000 how long is 'Installing system' supposed to take via the reg...\n", + "310000 ergh, ubuntu installed but crashes on next system boot. __eo...\n", + "311000 is there a console command for comparing files? __eou__ __eo...\n", + "312000 Say, where it is possible to load a driver for HP 4400c __eo...\n", + "313000 hey all... anyone got a fix for e1000 under x64? I get 'can'...\n", + "314000 is there anyway to have programs start on ubuntu startup.. l...\n", + "315000 i have the ati radeon x1400 video card in my inspiron 6400 a...\n", + "316000 Question: I just got home from college and my parents have s...\n", + "317000 What's the difference between an apt-get and an aptitude? __...\n", + "318000 hey all, I'm having trouble with permissions on a new hard d...\n", + "319000 i'm having partition problems :( __eou__ I want to dual boot...\n", + "320000 blairellisL im sure with the advanced options you can be mor...\n", + "321000 ok __eou__ I've got ndiswrapper installed, with its awesome ...\n", + "322000 Arg! Can anyone explain this? My Mac OS 10.4 laptop can get ...\n", + "323000 do anyone know what to do to make a bootable CD? i'm a newbi...\n", + "324000 haha, shadowmancer, I was about to ask if you were connected...\n", + "325000 anybody ever have eth0 and eth1 just disappear on a reboot a...\n", + "326000 hey, I was considering trying out 7.10 tribe 3 (for some new...\n", + "327000 hi, is it possible to type a command in the linux console a...\n", + "328000 how do I use aptitude or apt to show the locations of instal...\n", + "329000 why did you PM me? __eou__ __eot__ it is a trick with the bo...\n", + "330000 or, Win2k on one drive, and Ubuntu on the other, or somethin...\n", + "331000 Hi all __eou__ *I've got a little... problem* (a.k.a. Glotti...\n", + "332000 is there a doc on how to install .deb files? __eou__ actuall...\n", + "333000 do you have any ideas how to fix this error im getting with ...\n", + "334000 you there? __eou__ __eot__ yes __eou__ __eot__ hi! I was won...\n", + "335000 hi, I have an asus DRW-1608P, and about one week I can't bur...\n", + "336000 can anyone guide me? i want to use my mobile phone as a mode...\n", + "337000 hm.. i've installed ubutnu and my resolution was crapy, so i...\n", + "338000 yay microsoft messed up my ubuntu partition __eou__ i tried ...\n", + "339000 okay i need help setting up an SSH server on Ubuntu Server F...\n", + "340000 when i tryed a sudo apt-get update i got this error msg: W: ...\n", + "341000 any ideas where do I set the number of workpaces so cube on ...\n", + "342000 Where can i get earlier versions of Ubuntu __eou__ __eot__ w...\n", + "343000 hello everybody! I need a specific answer... __eou__ I am t...\n", + "344000 is there any way i can make my own start menu for ubuntu? i ...\n", + "345000 sudo aptitude download :P __eou__ __eot__ why ...\n", + "346000 if i want Tomboy Notes to autostart on boot up, is it just a...\n", + "347000 his RDM reports that he doesnt need, prob cuz the restricted...\n", + "348000 hi, i just installed eterm via a sudo apt-get install eterm ...\n", + "349000 Any C programmers out there? __eou__ I'm just starting to us...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "350000 hey anyone know how to kill compiz from the terminal? __eou_...\n", + "351000 Morning, all. I'm trying to install 7.10 on my laptop. All...\n", + "352000 howdy folk __eou__ does anyone know how to get the shell eff...\n", + "353000 i just installed ubuntu 7.10 and enabled gl desktop. what do...\n", + "354000 For importing windows settings, do you have to reformat the ...\n", + "355000 for some reason proprietary drivers don't want to install fo...\n", + "356000 Is the defualt shell in gusty still dash? __eou__ does anyon...\n", + "357000 hi, i accidentally converted my ntfs win partition to ext3. ...\n", + "358000 anyone got patches for kernel 2.6.23 for the new ati drivers...\n", + "359000 how do i get my card reader to work? dmesg tells me it just ...\n", + "360000 oh jesus __eou__ I f*cked up my laptop... :( __eou__ I bette...\n", + "361000 I've deleted the windows partition and now grub wont boot ub...\n", + "362000 no xstat __eou__ src? run php without apache???? __eou__ __e...\n", + "363000 is there a command to pull all the .mp3 files out of seperat...\n", + "364000 I haven't had to update my system in 2 weeks.. is this norma...\n", + "365000 KILL DASH NINE __eou__ __eot__ are you singing the song? __e...\n", + "366000 hi. i'm trying to emulate N64 games with mupen64 and kamefu ...\n", + "367000 can anybody help me in changing the desktop icon text color ...\n", + "368000 Chill firefox and thats abou tit __eou__ __eot__ null needs ...\n", + "369000 i just copied over a directory from a seperate partition to ...\n", + "370000 seriously, can anyone aid me in getting airport-config worki...\n", + "371000 hi everyone, __eou__ anybody with freezing issue on Gutsy ? ...\n", + "372000 how do I give a bridge interface a gateway address? __eou__ ...\n", + "373000 i can't load my xserver __eou__ and i have one important fil...\n", + "374000 help, how come after uninstalling wine .. and removing the ....\n", + "375000 is there a way to kill X only without affecting all the serv...\n", + "376000 Hello everyone. I recently installed ubuntu-desktop over a k...\n", + "377000 archive.canonical.com/\"dist name\" __eou__ __eot__ much appri...\n", + "378000 does ubuntu have a link that explains the size of partitions...\n", + "379000 are there any admins for this place? __eou__ __eot__ Yes, th...\n", + "380000 Is there a way to del selective files recusive, ie i want to...\n", + "381000 Ok, here's a question. I have a box running U 7.04 server. s...\n", + "382000 how would i go about substituting a library (libgpod) from ...\n", + "383000 hello. the process \"ksoftirqd\" is consuming between 20-25% o...\n", + "384000 http://amarok.kde.org/wiki/Media_Device:IPod endo_ also stuf...\n", + "385000 hey guys - i am installing xubuntu as i have an OLD computer...\n", + "386000 I want to reset all the desktop configuration for a user to ...\n", + "387000 can someone recommend free software for managing a open sour...\n", + "388000 I have an issue with system time between ubuntu & windows xp...\n", + "389000 ho __eou__ hi __eou__ how can I install kernel sources with ...\n", + "390000 hi, I have java installed but I cannot seem to get it runnin...\n", + "391000 how can i burn an iso to a cd/dvd? __eou__ __eot__ Right cli...\n", + "392000 is there a way to recursively load all the files in a direct...\n", + "393000 !ohmy | xen_ __eou__ !pastebin | EtherNomad __eou__ __eot__ ...\n", + "394000 Hello Ubuntu guys I need some help on my installation of ubu...\n", + "395000 no __eou__ whats up? __eou__ so the sound worked b4 updates...\n", + "396000 I'm trying to install 7.04 on an hp laptop with an ati card ...\n", + "397000 There is no entry for rar in the man pages on my terminal. ...\n", + "398000 hi, I have about 200 files in a Directory, file name is cbq-...\n", + "399000 I'm still having a problem getting Ubuntu to set my monitor ...\n", + "400000 _Oz_-> ummm damn small linux works with 50meg hd and 64meg o...\n", + "401000 pelo: should i go manual network config? __eou__ instead of ...\n", + "402000 hi chaps. __eou__ I'm dying here. __eou__ I've been trying t...\n", + "403000 what is the difference between linux x86 and linux-64 __eou_...\n", + "404000 make sure you install the smbclient package too ! __eou__ __...\n", + "405000 So, I recently installed ubuntu on a thinkpad x60, and the w...\n", + "406000 anyone having problems with azereus on amd64? __eou__ __eot_...\n", + "407000 hey guys, ty for the help I have studio working just fine no...\n", + "408000 When ever I try to enable windows effects, I get a message t...\n", + "409000 so it doesn't work and you claim it does? great logic! __eou...\n", + "410000 anyone know why video would be choppy even though compiz and...\n", + "411000 lilo = linux loader __eou__ !ask | mohammed __eou__ lazy: ta...\n", + "412000 i even compiled the latest alsa __eou__ __eot__ did you try ...\n", + "413000 whats wrong with pidgin ? __eou__ __eot__ nothing is wrong w...\n", + "414000 thanks linxeh __eou__ i was just wondering what programe to ...\n", + "415000 hmm... I've been messing around a bit with my suspend resume...\n", + "416000 hi all how can i run things at startup? __eou__ __eot__ you ...\n", + "417000 hello guys. i have ubuntu 5.04 installed, is it possible to ...\n", + "418000 that we definitely have. __eou__ __eot__ do you know iptable...\n", + "419000 can anyone refer me any compiler for compiling the prolog pr...\n", + "420000 what is squid __eou__ can i limit total bandwidth /s combin...\n", + "421000 does anyone here use xchat? __eou__ __eot__ i am..right now....\n", + "422000 !offtopic | gogeta __eou__ __eot__ this is a support issue _...\n", + "423000 Felonius - If you only format the Ubuntu partitions and don'...\n", + "424000 thinking about ubuntu for my hand-me-down macbookpro; open t...\n", + "425000 What program can I use to convert .ogg files in .wav? __eou_...\n", + "426000 so i have two physical disks in LVM, in one volume group and...\n", + "427000 can anyone help me with my problem? don't mean to seem impat...\n", + "428000 i know it wouldn't really matter, but does anyone know a bet...\n", + "429000 : What? __eou__ They all 'act up' __eou__ __eot__ One fine d...\n", + "430000 is synaptic not downloading because of the high use of the s...\n", + "431000 Ah, the joy of downloading. __eou__ it's like watching paint...\n", + "432000 can someone please give me a hand, i've been having an issue...\n", + "433000 anysuggestions? __eou__ __eot__ you are sure that you dont h...\n", + "434000 when i wanna install ubuntu i get an IO error __eou__ :| __e...\n", + "435000 who uses torrents? __eou__ Hischild: Private chat? __eou__ y...\n", + "436000 third tab over __eou__ __eot__ still same problem __eou__ __...\n", + "437000 is there a 'absolute beginner' room for a question? __eou__ ...\n", + "438000 any one know why i can only get a 16 kb dl rate...? usually ...\n", + "439000 I have that problem! __eou__ __eot__ have you found a fix y...\n", + "440000 what is the new bittorrent client in ubuntu called? __eou__ ...\n", + "441000 Camorama only grabs pics __eou__ i also used gstreamer-prope...\n", + "442000 WIth the new SSL vulnerability, what can I do to patch my sy...\n", + "443000 is there a way to download ubuntu mobile ? __eou__ __eot__ h...\n", + "444000 install either libstdc++-dev or libstdc++6-dev and you shoul...\n", + "445000 How do I set the logical name of a network card? My wlan0 di...\n", + "446000 alextvm : sudo mount -t ext3 /dev/sda6 /mnt/root __eou__ su...\n", + "447000 hi __eou__ I can't mount my windows drive. it says \"$logfile...\n", + "448000 q. how can i disable the automatic update everyday or so ? _...\n", + "449000 Hi, sometimes when I login (like this time), my desktop does...\n", + "450000 I am trying to run sudo alien -i lightscribe-1.8.15.1-linux...\n", + "451000 Hello. I am trying to change the Network card MAC address, I...\n", + "452000 I'm currently running 7.04. I have the 8.04 CD from Canonic...\n", + "453000 can anyone suggest a good gmail notifier app for ubuntu? so...\n", + "454000 I guess no one knows the answer to my questions? __eou__ My ...\n", + "455000 Hi, I got the 'application/places/systems' bar at the bottom...\n", + "456000 How can i create images of cd's in ubuntu, like .iso files? ...\n", + "457000 I've never had a problem with Envy, but if its giving you pr...\n", + "458000 I am using the ATI proprietary drivers and whenever my scree...\n", + "459000 how do you list the users in a terminal? __eou__ __eot__ w _...\n", + "460000 have youchecked system>preferences>preferred applications? ...\n", + "461000 Hi folks __eou__ What I've been used to using is a combined ...\n", + "462000 Hi, Im interested in testing a beta driver from nvidia, but ...\n", + "463000 hi all, i get a \"frame sync error\" when trying to open an .a...\n", + "464000 hey folks I installed imagemagick package but i dont see any...\n", + "465000 guys, i got a lil problem. Ubuntu doesnt start the cron daem...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "466000 i found out that whenever i open firefox things get really s...\n", + "467000 hey guys __eou__ I've got a problem with my graphics card __...\n", + "468000 pgrempton: are you trying to use the nv or the binary nvidi...\n", + "469000 Anybody know what the apt etc. equivelant is for the command...\n", + "470000 Is there a free weblog application for linux? Basically I w...\n", + "471000 Is there a way to change ONLY the Application menu icon? __e...\n", + "472000 lol, why do you use ubuntu at work ? __eou__ __eot__ Why not...\n", + "473000 #ubuntu-offtopic would be a start __eou__ __eot__ thank you!...\n", + "474000 so is wicd every going to work in hardy or am I stuck with t...\n", + "475000 nobody who can help me with Grub Error 15: file not found? =...\n", + "476000 did anyone here type this command: sudo hdparm -B 254 /dev/s...\n", + "477000 how do I get the compiz cube setup in ubuntu 8.04 default in...\n", + "478000 it plays fine for me __eou__ __eot__ here says 'no video' an...\n", + "479000 Hi! Can someone please tell me, what it takes to add a packa...\n", + "480000 hi, i have some private data and files and i would like to p...\n", + "481000 Does anyone know how to migrate my mail from kmail into a co...\n", + "482000 !away | TheMaxzilla __eou__ !ops | TheMaxzilla away messages...\n", + "483000 is it possible to make pidgin to show some kind of popup whe...\n", + "484000 I often get notices that updates are available for software ...\n", + "485000 ok, gnash doesn't seem to do anything at all. no gootube, no...\n", + "486000 echo $(( ($(date -d 'Mar 1 2009' +%s) - $(date +%s))/60/60/...\n", + "487000 man adduser says useradd might be friendlier __eou__ __eot__...\n", + "488000 pici: no email in my box __eou__ why does #python require us...\n", + "489000 can I back up my laptop's entire drive? I'm talking multi-p...\n", + "490000 hello all __eou__ where can I find new vlc for ubuntu ? __eo...\n", + "491000 I am sorry, I still don't understand this RESOURCES_64BIT op...\n", + "492000 how can I login with root account? Do I have to activate it?...\n", + "493000 anybody : how much of memory should i have on hdd to have ub...\n", + "494000 can someone help me to get a python-script start with xdm? i...\n", + "495000 any photographers here? __eou__ any photographers here? __eo...\n", + "496000 can someone help me on remounting my secondary hard drive? ...\n", + "497000 anybody know how to fix CRC Error? __eou__ __eot__ in what c...\n", + "498000 hey friends!what does make modules_install do after make the...\n", + "499000 is anyone able to watch videos on nbc.com? __eou__ __eot__ t...\n", + "500000 When editing the permissions of a directory, do i need to en...\n", + "501000 Can anybody please suggest the best format to record a DVD f...\n", + "502000 Hey i am having a problem with resolution, I believe the sou...\n", + "503000 Just want to confirm if I want to compile a C++ sour code wi...\n", + "504000 samba has no content encryption __eou__ __eot__ wouldn't tha...\n", + "505000 i have a proprietary nvidia driver and my pc runs on a gefor...\n", + "506000 Everytime I use gnome network manager and I use an encrypted...\n", + "507000 What is the command line for finding out what process is usi...\n", + "508000 Most flash sites dont even work on my wii any more. :( they ...\n", + "509000 did i mention that my dapper->hardy upgrade left me without ...\n", + "510000 Hey i have a question __eou__ is there such a thing as an ub...\n", + "511000 EMERALD - how do I make one? __eou__ :-$ __eou__ __eot__ htt...\n", + "512000 can someone help me with the ubuntu 8.04 server edition inst...\n", + "513000 hello guys.. im about to use distro upgrade thingy to upgrad...\n", + "514000 HEY OH MAN i cant start the trendmicro housecall virus scann...\n", + "515000 I wish some of the distros would add VMware to their package...\n", + "516000 anyone know if X11 uses xorg.conf like it use to?? im trying...\n", + "517000 will installing an xp virtual box make me vulnerable to the ...\n", + "518000 why I can't configure more than 2 desktops? if I up the amo...\n", + "519000 1318 people ignore my pleas.... __eou__ __eot__ it happens.....\n", + "520000 hello __eou__ Could someone by any chance walk me through up...\n", + "521000 man that time flew by, seems like just yesterday I was insta...\n", + "522000 i can't get firefox to launch from the applications menu -- ...\n", + "523000 What's the terminal command to list all running processes wi...\n", + "524000 hiya, ive just got a headset but im having trouble getting t...\n", + "525000 Can someone tell me how to install a program through termina...\n", + "526000 but wine is only able to run one executable, not an entire g...\n", + "527000 can someone help me with the command line please, i want to ...\n", + "528000 After the installation, is it real that I have to update my ...\n", + "529000 Hey, my resolution is messed up after upgrading to a Widescr...\n", + "530000 where's a good place to put shared files? __eou__ files that...\n", + "531000 hi, I recently installed Ubuntu 8.10 and I have a problem: i...\n", + "532000 Hey all! __eou__ Is there a Apple or Mac channel? __eou__ __...\n", + "533000 once i get Ubuntu exactly the way i want it is there a way t...\n", + "534000 yes, I did it once as an exercise; /usr/share/doc/wpasupplic...\n", + "535000 I seem to get a corrupted X session at random on occasion. I...\n", + "536000 how do you check for updates in synaptic package manager on ...\n", + "537000 hi, why is totem the default dvd player when it can't play d...\n", + "538000 How do I install a .deb via command line, and how do I make ...\n", + "539000 Does anyone here have excel 2007 and is willing to make me s...\n", + "540000 whats pruning? __eou__ __eot__ removing useless stuff from a...\n", + "541000 someone know in what reposiroty is ntfsprogs? __eou__ __eot_...\n", + "542000 No-one has an idea for my problem? __eou__ I've just a quest...\n", + "543000 I am going to buy a dell xps m1530 today if I can. do people...\n", + "544000 does anyone know of a firefox 3.1 package for amd64? __eou__...\n", + "545000 Somebody knows about a nice black theme for ubuntu 8.10? __e...\n", + "546000 hey all, I'm looking to make the shell that comes with Ubunt...\n", + "547000 I have 810 64bit installed on a SATA disk .... is it better ...\n", + "548000 Anyone: whats the best multiplayer game on linux right now??...\n", + "549000 I have a folder in my Trash and apparently I don't have the ...\n", + "550000 There's a cisco compatible vpn client in the repositories .....\n", + "551000 hi __eou__ i'm trying to install the latest eclipse, but the...\n", + "552000 I see __eou__ I want it to print out the package description...\n", + "553000 has anyone successfully setup and got working a fingerprint ...\n", + "554000 if i got the ubuntu repo would that include intel386 and amd...\n", + "555000 rsync would fail - obviously. data wouldn't get written anyw...\n", + "556000 mpegtranscode __eou__ __eot__ will mpegtranscode burn the dv...\n", + "557000 so you need port forwarding / DNAT? __eou__ __eot__ I don't ...\n", + "558000 I'm finding Ubuntu as easy to use as Windows XP unless I fee...\n", + "559000 how can i adjust ubuntu to only have one desktop? (the defa...\n", + "560000 Anyone here familiar with RAID setups. Have a problem with s...\n", + "561000 Ah, neat, ubuntu now has a USB flash drive installer tool. _...\n", + "562000 Guys, could you check this over and tell me how it looks? ...\n", + "563000 hi Mez __eou__ make sure you install samba first HawkLion __...\n", + "564000 @ Tesla Also Running Ubuntu on an EEE PC. __eou__ @ Tesla I ...\n", + "565000 I'm having trouble with suspend/resume in Hardy. I've upgra...\n", + "566000 Doesn't someone know how to make a shell script with an infi...\n", + "567000 :) __eou__ the server commodore running apt-mirror, it's up ...\n", + "568000 DIAF __eou__ its only rude if they listen in the first palce...\n", + "569000 Does anyone have any idea about my problem? :P __eou__ __eot...\n", + "570000 how to get blender working? __eou__ I got blender installed ...\n", + "571000 ugh fucking compiz is ultra-broken right now __eou__ Oh, sor...\n", + "572000 think they had the same problem with 8.10 __eou__ __eot__ Th...\n", + "573000 in shell, how do i clear my file history? __eou__ __eot__ fi...\n", + "574000 you from slartibartfast? __eou__ __eot__ yes __eou__ __eot__...\n", + "575000 Currently running ubuntu from usb stick. Unfortunately progr...\n", + "576000 Can Ubuntu read UFS? FreeBSD's filesystem? __eou__ __eot__ y...\n", + "577000 where can I get a version of wine that is greater than 1.0.1...\n", + "578000 laptop DDR2 is 200pin __eou__ __eot__ thanks. It's a desktop...\n", + "579000 hi, can anyone please explain to me how to effectively forma...\n", + "580000 Is there any SSH guru out there who can explain what the err...\n", + "581000 help! trying to install vmware 2.0.1 on ubuntu 9.04 64bit, s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "582000 no recommendations? __eou__ for a tv tunner card __eou__ __e...\n", + "583000 anybody that's good with cron have a moment to help me troub...\n", + "584000 !clone > dadrock __eou__ __eot__ what kind of program is gks...\n", + "585000 Tyranos, I have a x1600 myself __eou__ Tyranos, the drivers ...\n", + "586000 nope... didn't work, how do i force the OS to release contro...\n", + "587000 is there a specific iso for linux netbooks? __eou__ er .. ne...\n", + "588000 Linux 2.6.29.4 i686 GNU/Linux __eou__ __eot__ same, but with...\n", + "589000 If you are using vmware, have you checked out: http://linho...\n", + "590000 indus:ok __eou__ __eot__ : why don't you check backtrack web...\n", + "591000 i just upgraded from 8.04 to 8.10 and all windows have lost ...\n", + "592000 please how could I fiix this: Authentication failed when i t...\n", + "593000 can i remove pidgin and leave finch? or if i remove pigdin t...\n", + "594000 does google labs from gmail work with ubuntu? __eou__ __eot_...\n", + "595000 !ekiga | krishmish __eou__ __eot__ but will i be able to con...\n", + "596000 while using my ubuntu i felt the need for some a desktop wid...\n", + "597000 i don't even recognize linux anymore when i'm fiddling with ...\n", + "598000 python $file_name_you_want_to_run __eou__ __eot__ it says\" p...\n", + "599000 hi, how to install ubuntu desktop, and uninstall xubuntu des...\n", + "600000 is there an easy way, tool or utility, that can help me view...\n", + "601000 how can i change my updatemanager to look for development re...\n", + "602000 anyone know how to access mac user files on ubuntu? __eou__ ...\n", + "603000 !ot | joel_ __eou__ __eot__ ubuntu can be difficult it depe...\n", + "604000 the ftp command returns error 500 Illegal port command __eou...\n", + "605000 hey, my WLAN is not work, but the light is ON , here's the i...\n", + "606000 re __eou__ any news xorg problem with ati old card and fglrx...\n", + "607000 how do i create usb bootable drive from server (i386) iso? _...\n", + "608000 anyone can help me with >>> this problem rndc: connect faile...\n", + "609000 So which should I install, 32-bit or 64-bit? I've got a quad...\n", + "610000 I thought the wine website had links to all old versions __e...\n", + "611000 Can I remote start a laptop running ubuntu? __eou__ __eot__ ...\n", + "612000 neone have aspire one with them __eou__ aspire one __eou__ _...\n", + "613000 how do i get usb working in virtualbox? in ubuntu 9.04 __eou...\n", + "614000 If any one can help me that would be rad, I'm even will to t...\n", + "615000 any opinion ,thanks but it's urgent __eou__ __eot__ i don't ...\n", + "616000 nice call ejv __eou__ __eot__ heheh, you in the market? :p _...\n", + "617000 anyone aware of a 2.6.x live usb that is less than 60MB? __e...\n", + "618000 I found this forum posting, http://ubuntuforums.org/archive/...\n", + "619000 a lot of people use glade.. you might want some other packag...\n", + "620000 can anyone help me with compiling programs that use qt? it l...\n", + "621000 is there anyway to save the video in http://www.omroepflevol...\n", + "622000 All the pages I am finding refer to creating your own USB im...\n", + "623000 is there any way to read *.chm files __eou__ __eot__ chmsee ...\n", + "624000 Good evening. I'm looking for the most user friendly version...\n", + "625000 How do I connect to a network share in Ubuntu? __eou__ How d...\n", + "626000 hi all. whens 9.10 coming out? __eou__ __eot__ October 29th ...\n", + "627000 =\\ __eou__ I get the same error using VNC viewer (offical vi...\n", + "628000 hey guys , is there extensions for chromium? __eou__ __eot__...\n", + "629000 So I have python2.6 and scons both installed via package man...\n", + "630000 has anyone here bought a computer from system76? I need to...\n", + "631000 I got a question for Evolution E-Mail Client... How do you m...\n", + "632000 found a petition to get shockwave on linux: http://tinyurl.c...\n", + "633000 i cant make my ftp server work __eou__ been trying to get it...\n", + "634000 any way to make the remote desktop active prior to login? __...\n", + "635000 uhm, can anyone tell me how i can set a python script as my ...\n", + "636000 what are you trying to change the permissions of? sometimes...\n", + "637000 or mplayer __eou__ __eot__ i just hate mplayer with a passio...\n", + "638000 got any problem with sun jdk and koala? __eou__ __eot__ why ...\n", + "639000 hi everyone, so how is karmic? __eou__ __eot__ bit unfriendl...\n", + "640000 hello __eou__ I've just updated my jaunty to karmic just now...\n", + "641000 MaT , you have compiz effects enabled ? __eou__ __eot__ yes,...\n", + "642000 what is with with this new release and the nvidia cards __eo...\n", + "643000 i have courier-imap and sendmail running... and squirrelmail...\n", + "644000 my sound system isn;'t working can anyone help> __eou__ it h...\n", + "645000 hi all - I'm trying to ssh to a remote server, which is lock...\n", + "646000 hey guys. i had an issue with installing ubuntu when it firs...\n", + "647000 Hey guys, my system crashed and the mp4 player, the instant ...\n", + "648000 could anyone access win7 shared folders from karmic yet ? it...\n", + "649000 !it | luis_ __eou__ __eot__ i think that was portuguese __eo...\n", + "650000 ok I installed, ubuntu netbook remix on the second drive of ...\n", + "651000 Which version of Ubuntu are you using? __eou__ __eot__ 9.10 ...\n", + "652000 Hey guys Im about to wipe 9.10 for the more reliable 8.04.3 ...\n", + "653000 I have a RAID1 array and tested the redundancy by removing o...\n", + "654000 i have an easy question, i have instaled karmic on my laptop...\n", + "655000 how do I change file associations? I've tried changing the ...\n", + "656000 i have a new install of karmic. it comes with grub http://pa...\n", + "657000 is there a text based web browser with javascript ability __...\n", + "658000 Hello, can someone please help before I kill my self. All I ...\n", + "659000 I need HELP PLEASE :O RESET COMPIZ settings =( .... I alread...\n", + "660000 Hello, I don't find flahs very stable using an 64bits oppera...\n", + "661000 douglasawh-work: you could check the grub2 wiki page, i'm no...\n", + "662000 anyone having problem with software enter in 64bit?? __eou__...\n", + "663000 hi, I am trying to use the mail program to send e-mails to m...\n", + "664000 hello i need some help, for some reason my wireless card is ...\n", + "665000 Sabre-night: it's a problem of Window XP i think, not of U...\n", + "666000 I dl'd a avi file, but when i play it, I can see the start w...\n", + "667000 hmmm.. __eou__ __eot__ http://tinyurl.com/2l4vlx __eou__ __e...\n", + "668000 lol, I come to ask a question, I don't get it answered, but ...\n", + "669000 Anyone can help with touchscreen? __eou__ __eot__ did you ru...\n", + "670000 did you install inside Windows? __eou__ does your machine wo...\n", + "671000 is there a way to encrypt a home partition __eou__ i mean a ...\n", + "672000 yup ive installed XP first, only thing is XP got screwed up....\n", + "673000 does anyone know how do i kill apt-get? __eou__ __eot__ why ...\n", + "674000 question about keyboard. on win 7 or vista my num lock stay...\n", + "675000 you see on rTorrent 0.8.6/0.12.6 i want to execute a comman...\n", + "676000 ~/.local/share/rhythmbox/rhythmdb.xml might be what you are...\n", + "677000 hello all. i just tried to format a new hard drive. i tried ...\n", + "678000 Hi, is there any way to get more virtual desktops in 9.10? I...\n", + "679000 very stylish to f.ck up the system __eou__ __eot__ how come ...\n", + "680000 have a system running 9.1, altho hostapd is configed to star...\n", + "681000 Linux is for dumb mentally retarded bitches who ate too many...\n", + "682000 no sound in karmic... I only get sound in tvtime and nothing...\n", + "683000 DD? __eou__ __eot__ yep __eou__ __eot__ \n", + "...\n", + "684000 is there a version of ubuntu for homosexuals and lesbians? _...\n", + "685000 how much swap would be optimal for a netbook with 1 GB RAM? ...\n", + "686000 how to install global equalizer on ubuntu??? __eou__ how to ...\n", + "687000 that tomato is great ! __eou__ __eot__ agreed, much better t...\n", + "688000 is there some kind of plugin to allow me to view quicktime v...\n", + "689000 can you still use unetbootin if you don't have ANY OS on you...\n", + "690000 Would anyone be able to recommend a good virtual ISO tool fo...\n", + "691000 I always used samba to access windows network shares, how el...\n", + "692000 so what if the Eskimos have 200 words for snow ?! how many m...\n", + "693000 guys, can anyone help me, sort this out. Im helping a friend...\n", + "694000 Can anyone tip me on annother more user friendly program tha...\n", + "695000 I will give someone a high five if they can tell me how to t...\n", + "696000 hey, commands scheduled via \"at\" aren't working.. any help? ...\n", + "697000 on grub press e __eou__ __eot__ And add the params to the en...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "698000 I have an iso for installing ubuntu. I want to install it on...\n", + "699000 anyone know a good windows password recovery tool? __eou__ _...\n", + "700000 ummh, I just installed Ubuntu 10.04 Beta 2 __eou__ after ins...\n", + "701000 what command will give me the default gateway ip? __eou__ __...\n", + "702000 when it was released __eou__ why do they make new release ve...\n", + "703000 how do i get my box to allow me to install linux-restricted-...\n", + "704000 Where can I get a torrent file for the 32-bit server edition...\n", + "705000 Hi. Just updated to 10.04, and I've noticed that all apps i...\n", + "706000 Anyone have experence with the mx5000tools? When i perform a...\n", + "707000 No Reflex: there is a delay after the grub screen disappears...\n", + "708000 How do I install a tarball? __eou__ !tty h00k __eou__ __eot_...\n", + "709000 Maybe this:> http://www.pendrivelinux.com/ __eou__ __eot__ d...\n", + "710000 I have my ubuntu box setup as a wireless router, what would ...\n", + "711000 hi all ! how to print in black&white on lucid 10.04 ? thanks...\n", + "712000 hi, i recently switched to HDMI display (HD5850 + Samsung 24...\n", + "713000 why just install lucid __eou__ __eot__ why don't you scrollb...\n", + "714000 what is the best way to reconfigure X autodetecting my video...\n", + "715000 unable to find a medium containing a live file system __eou_...\n", + "716000 do i need an itunes account to install apps on my ipod touch...\n", + "717000 say, whenever i type in my \"sudo password\", i get to use sud...\n", + "718000 what? __eou__ that doesnt look right __eou__ __eot__ you rig...\n", + "719000 Glad to see you using Ubuntu, :) Thanks, :) I personally lik...\n", + "720000 Hi networking issue in Ubuntu 10.04LTS: http://pastebin.com/...\n", + "721000 Hi, im trying to install ubuntu with a original cd (shiped b...\n", + "722000 does anyone know of a fix for the volume slider on mplayer, ...\n", + "723000 hello, quakelive sometimes leaves my gamma setting changed l...\n", + "724000 How-to run X windows system without nvidia and nouveau drive...\n", + "725000 hello. i have a file name \"libstdc++.so.5\". if i want to \"...\n", + "726000 anyone tried ubuntu one __eou__ is it any good __eou__ anyon...\n", + "727000 nope.. still no wlan configuration.... ugh __eou__ lspci sho...\n", + "728000 how do you change where the window manager buttons are? For ...\n", + "729000 anyone know how i can join an image + mp3 for youtube. i in...\n", + "730000 Hi Ubuntu pros. I'm teaching some talented youngsters basics...\n", + "731000 hey my web home page has just been changed to start.ububtu ...\n", + "732000 How can i found the hostname of specific IP? is any command?...\n", + "733000 I want to make another user that is not an administrator abl...\n", + "734000 none? __eou__ __eot__ none what??? __eou__ __eot__ kernels i...\n", + "735000 what hardware do the developers recommend? is there a list ...\n", + "736000 i want an image viewer sub console __eou__ can any one help ...\n", + "737000 Is there a way to change username in ubuntu 9.20 __eou__ 9.1...\n", + "738000 narf!@ __eou__ ja, im also troubleshooting display driver is...\n", + "739000 Can anybody help me remove compiz completely from terminal, ...\n", + "740000 How do I remove an Fstab entry if ubuntu won't boot? __eou__...\n", + "741000 Assuming a lot of users are using xchat... question: what do...\n", + "742000 can somebody help me __eou__ How do they make cds and dvds a...\n", + "743000 How can I determine if the program Rhythmbox depends on Avah...\n", + "744000 I am having a problem with virtual box. I am running ubuntu ...\n", + "745000 Hi, where is the hosts file in ubuntu? My computer is acting...\n", + "746000 hello, i get \"dpkg: dependency problems prevent configuratio...\n", + "747000 hello __eou__ has anyone a tutorial, how I can install ubunt...\n", + "748000 I just finished upgrading to 10.10. When I start Ubuntu, it ...\n", + "749000 Eughhh people, I just deleted a partition and I accidentally...\n", + "750000 is there a certain way to install icons? __eou__ __eot__ put...\n", + "751000 Werner_: kneaux_: just.. 'halt' __eou__ __eot__ you're right...\n", + "752000 hey guys, I just reformatted my flash drive, and it had a lo...\n", + "753000 i just popped whats supposed to be a 2gb stick of ddr2 memor...\n", + "754000 please help, when trying to do an in windows install of ubun...\n", + "755000 hello, can I ask kubuntu questions here as well? __eou__ myr...\n", + "756000 Hey, I have redirected a port using iptables. It doesn't wor...\n", + "757000 Hi, I'm trying to enable SCIM for Japanese input (on a US ke...\n", + "758000 yeah __eou__ I have a problem.. Can any1 fix this __eou__ m...\n", + "759000 can someone help me with audio conversion? i've tried every ...\n", + "760000 Are there any downsides to using 64-bit Ubuntu? I'm particul...\n", + "761000 Can anyone suggest a good tutorial on how to back up your ho...\n", + "762000 NOOOOO! I just upgraded to maverick and the stupid garbled ...\n", + "763000 \u001c", + "\u001c", + "\u001c", + "\u001c", + "Anyone has a recommendation for a good wireless router t...\n", + "764000 Does anybody know why the kernel names the sound card interf...\n", + "765000 what is nautilus elementary? __eou__ __eot__ i more sleek ve...\n", + "766000 it does __eou__ __eot__ i'm trying to rotate these .movs and...\n", + "767000 anyone know how to force detect usb drive ? __eou__ __eot__ ...\n", + "768000 it's rather irritating that my isp won't let me hook up a mo...\n", + "769000 wont that change his uuid for that partition? __eou__ __eot_...\n", + "770000 Can I create a custom LiveDVD of Ubuntu 10.10 that maps /hom...\n", + "771000 anyone try the netbook version of 10.10? __eou__ __eot__ i'm...\n", + "772000 Anyone know a best tutorial for learning the Linux Kernel 0....\n", + "773000 how would i connect my xbox 360 to my pc via ethernet? i wan...\n", + "774000 you can also look for GUI's to do that __eou__ __eot__ where...\n", + "775000 does passwords and encryption keys support hkps? __eou__ __e...\n", + "776000 still trying to install 10.10 on my Revodrive X2. Any help? ...\n", + "777000 alright, I'm having some trouble installing an rpm.bin file....\n", + "778000 Hello. After upgrading to 10.04 from my 9.10, Everything wor...\n", + "779000 If I do \"cd ~/long/path/name\" and then \"./foo\" the applicati...\n", + "780000 Hello could someone tell me how to get Samsung ML-1640 to pr...\n", + "781000 If I want to install Ubuntu and have two monitors on the sam...\n", + "782000 Hi. What's the WINE channel? __eou__ __eot__ #winehq __eou__...\n", + "783000 how can i find my DVD directory ????? __eou__ how can i find...\n", + "784000 Hai - How can I 'rm -r' all directories created on a given d...\n", + "785000 hey guys can someone help me out? __eou__ __eot__ Ask away a...\n", + "786000 my numpad on my keyboard isn't working at all on my USB inst...\n", + "787000 Is lubuntu using ubuntus logo? __eou__ But i can see all fil...\n", + "788000 when i do 'sudo ps aux|grep mysql' -- it doesnt find any mys...\n", + "789000 how would i get the memory usage (in MB) for a program and p...\n", + "790000 exactly :) __eou__ nick? __eou__ __eot__ hm? __eou__ nick? _...\n", + "791000 '~$ sudo e2fsck -c /dev/dsa7' asks me: \"Clone multiply-claim...\n", + "792000 Im trying to add a font on a ubuntu server to be picked up b...\n", + "793000 do you mean in the terminal? or to paste here __eou__ __eot_...\n", + "794000 anyone willing to answer few noobish questions..Im moving fr...\n", + "795000 when you say home lan are you talking about like... a hop be...\n", + "796000 hi to all...where to find that fancy aquarium wallpaper :) _...\n", + "797000 Configuring SDL-mixer, it tells me I don't have SDL 1.2.10 o...\n", + "798000 for counter in $(seq 1737 1857); do wget blah && unzip blah...\n", + "799000 how can i show where apt-get will install some packge? __eou...\n", + "800000 Hi I'm hoping someone here can point me in the direction of ...\n", + "801000 can someone tell me how to bridge connections in ubuntu?? __...\n", + "802000 hi, I have a dual boot between win7 and ubuntu.. is it possi...\n", + "803000 clamav/clamtk is enough __eou__ if you really need one __eou...\n", + "804000 FF4 is a lot faster than FF3 __eou__ there's no reason to st...\n", + "805000 you can't even get 50gigs of mem without getting something c...\n", + "806000 why would a chip could be blacklisted? __eou__ __eot__ Some ...\n", + "807000 iam looking for a mediaplayer with a internet radio browser ...\n", + "808000 what's a recovery partition? __eou__ __eot__ your speaking w...\n", + "809000 Hi guys. __eou__ I'm having an issue with connecting to the ...\n", + "810000 erm... guys, I'm trying to reinstall my ubuntu system. Right...\n", + "811000 does anyone know where I can find some help for pureftp? __e...\n", + "812000 is there a way to force ubuntu to use a specific display res...\n", + "813000 how do i force apt-get to rebuild its installed packages lis...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "814000 PLEASE FIX \"WWW.UBUNTU.COM\" WEB SITE ... ! __eou__ PLEASE FI...\n", + "815000 Can you please help me fix Ubuntu? __eou__ Can you help me w...\n", + "816000 Trying ubuntu 10.10 from cd on laptop,gets the message\"fdevi...\n", + "817000 anyone? __eou__ experience with aws? __eou__ __eot__ #ubuntu...\n", + "818000 Can I install things in another language if my Ubuntu is Eng...\n", + "819000 hi all __eou__ there is a way to disable plymouth at boot? _...\n", + "820000 anyone know where I can run code that runs before xorg does?...\n", + "821000 So it's a wired connection, wicd says I'm connected, but can...\n", + "822000 what do i do if i installed a printer and it shows its conne...\n", + "823000 hello everyone, i was wondering if there was any way to prev...\n", + "824000 Hey guys, I want to cut a portion of a music, .mp3 file. Wha...\n", + "825000 i upgraded a few servers from 10.10 to 11.04 some time ago, ...\n", + "826000 right click on panel>Add to panel> notification area, I hope...\n", + "827000 This isn't really an issue, but does anybody know why I get ...\n", + "828000 does it work in cheese? __eou__ __eot__ likea charm __eou__ ...\n", + "829000 DOES ANYBODY PLAY FREESTYLE STREET BASKETBALLL? __eou__ wow ...\n", + "830000 To run Ubuntu 11.04 how much RAM is needed to make it enjoya...\n", + "831000 anyone know where chromium stashes it's profile info? __eou_...\n", + "832000 i know, i know, ask me! :P __eou__ __eot__ pagefile __eou__ ...\n", + "833000 Hi, could anyone help me? I'm get trouble on setup printer s...\n", + "834000 I don't see 10.04 (non-LTS) on this page: https://wiki.ubunt...\n", + "835000 how do play movies with mplayer on your desktop, if you teln...\n", + "836000 thank Ileden __eou__ still says readonly file __eou__ i did ...\n", + "837000 hey, im trying to make my webcam and micro (netbook) work on...\n", + "838000 Question .. in ubuntu .. my terminal and other windows keep ...\n", + "839000 He's looking for his iphone __eou__ __eot__ i know, just wan...\n", + "840000 how do you run a program in terminal that allows you to exit...\n", + "841000 Is there any software to make autotune music? __eou__ __eot_...\n", + "842000 he meant me :P __eou__ __eot__ :) __eou__ then you're typing...\n", + "843000 I have two ubuntu boxes on a home network, how can I allow m...\n", + "844000 isnt working:/ __eou__ i could really appreciate some help r...\n", + "845000 How come every time I try to do an upgrade to natty that inc...\n", + "846000 where's the \"advanced\" button for 11.04? I need to specify...\n", + "847000 anyone know if its possbile to make it, so when a program is...\n", + "848000 Hey All, My Deluge is Acting Funny. Lately it's been Hanging...\n", + "849000 how can I change the time format on the login screen to be 2...\n", + "850000 th0r/Phoenix87: I suppose it's just the package removal righ...\n", + "851000 hi are the security updates really required. it asks me to d...\n", + "852000 ok guys when i'm tryin to wget and the url has spaces in it....\n", + "853000 a terminal program wants me to enter some stuff from the key...\n", + "854000 here is some dmesg output that shows the device being recogn...\n", + "855000 Tried to find the source code online with google but there d...\n", + "856000 Hi! I'm using Ubuntu 11.10 and printer HP 1020. When I plug ...\n", + "857000 anyone tried kubuntu? __eou__ i'm trying to decide if i want...\n", + "858000 Er, what? ctrl+alt+delete would just reboot. You mean back...\n", + "859000 Hi everyone, I recently have written a few program and I pla...\n", + "860000 this is just a general question, but does anyone have a reco...\n", + "861000 hi. Is there a way to tell apt-get/aptitude to upgrade from ...\n", + "862000 your locale is also messed up. you should try and fix that w...\n", + "863000 hello everyone __eou__ I'm trying to ssh into a linux machin...\n", + "864000 ya thats what i need. whatever happened while booting. __eou...\n", + "865000 can someone please check what version of gcc is default on o...\n", + "866000 Hi, I'm wondering when I'm using something like tty1, if it'...\n", + "867000 !patience | psychognite __eou__ !details | georgetso __eou__...\n", + "868000 can anyone help me with imagemagick's convert command? __eou...\n", + "869000 how do I switch to a console login? __eou__ __eot__ ctrl+alt...\n", + "870000 If I have a personal development machine, and another machin...\n", + "871000 hi __eou__ my vpn-server has multiple IP addresses so when I...\n", + "872000 add an entry with nopasswd ether-wake for your user to /etc...\n", + "873000 what problems to expect if I add 11.10 repos to a 9.04 serve...\n", + "874000 i'm fairly certain i have a virus __eou__ all of my contacts...\n", + "875000 any good editor in ubuntu like dreamweaver ??? __eou__ desig...\n", + "876000 http://blog.anselmbradford.com/2008/12/24/what-is-the-signif...\n", + "877000 how do i reset unity __eou__ its not seeing my applications ...\n", + "878000 On older versions of Linux, you had the text-based GRUB menu...\n", + "879000 it's not always easy to know whether or not you're installli...\n", + "880000 Hello, how is everyone? I had a quick question troubleshooti...\n", + "881000 Hey, quick problem. Can't get cmus to work, __eou__ doesn't ...\n", + "882000 if you press Ctrl-Alt-F1? __eou__ __eot__ yes no terminal _...\n", + "883000 The user history should do that, it will be located in /home...\n", + "884000 If I can PXE boot my Remote server as it hosts up a VNC serv...\n", + "885000 if the SATA cable fell (melted) off of a harddrive while it ...\n", + "886000 chroot jail? only time you change root is if you more a whol...\n", + "887000 Is there a good tutorial on how to set up a secure server? I...\n", + "888000 yes __eou__ __eot__ with acceleration, unity and stuff? __eo...\n", + "889000 !eol | bigterd __eou__ S/upgrade/change __eou__ __eot__ actu...\n", + "890000 What's the best way to use ubuntu without changing the boot ...\n", + "891000 is there a way to change the ALT button to something else (l...\n", + "892000 in case anyone answered my question while i was timing out, ...\n", + "893000 this system does not support openGL @@@@@@@@@@@@@@@ ...\n", + "894000 how to exite from telnet? __eou__ __eot__ try ctrl+d __eou__...\n", + "895000 has anyone helped you yet? __eou__ __eot__ no :( now I've go...\n", + "896000 hi, how can I encrypt a file or a directory ? __eou__ __eot...\n", + "897000 So I have a question. I am currently SSH'ing into a machine,...\n", + "898000 Will a new user notice much of a difference between the KDE ...\n", + "899000 hello everyone. I concluded there was no Mono package in Ubu...\n", + "900000 what do u code in? __eou__ __eot__ C++ __eou__ __eot__ ah k....\n", + "901000 In terms of stability, I would say it is up there with other...\n", + "902000 hi :) __eou__ I am new user of Ubuntu and I trying get Totem...\n", + "903000 holy crikey __eou__ xcompmgr makes xorg run sloooow hehe __e...\n", + "904000 Famous last words... __eou__ \"Ubuntu is the best distro I've...\n", + "905000 I've installed another window manager (blackbox), made a fil...\n", + "906000 grrr. grub error 18 __eou__ max cyl exceeds the max supporte...\n", + "907000 how do i change the file permissions for a folder so that an...\n", + "908000 Help! My machine is running an ATI Radeon All-in-wonder, an...\n", + "909000 can anyone here tell me what versions of alsa-base and libas...\n", + "910000 sheesh __eou__ how hard is it to find a silly background __e...\n", + "911000 Hi all, I am trying to configure a kernel and I am getting t...\n", + "912000 lo all __eou__ anyone knows why ubuntu started ignoring my p...\n", + "913000 Does anyone here use Hoary and AMD64 with Nvidia X drivers a...\n", + "914000 Hello people __eou__ Is windows listed as a boot option? __e...\n", + "915000 hoary is about stable enough for a release? __eou__ why am I...\n", + "916000 and grogoreo and gratuit: DUDE __eou__ and grogoreo and grat...\n", + "917000 lol nice beggining for that sentence __eou__ In fact it'd ma...\n", + "918000 Will package updates for hoary go into hoary-updates and hoa...\n", + "919000 hi all. sorry, asked this question last night but fell aslee...\n", + "920000 I did a clean install of Hoary 5.04 the day it was released ...\n", + "921000 which reason are there that sudo iwlist wlan0 scan return No...\n", + "922000 hello .... is there an Ubuntu package for egroupware ? __eou...\n", + "923000 Im having deep problems guys =/ I changed my user and root p...\n", + "924000 is there any on the mplayer site? __eou__ __eot__ there is b...\n", + "925000 Yes, but that's problematic. The only other CD writer in the...\n", + "926000 hi, is it ok to ask n00b questions here? __eou__ i just wack...\n", + "927000 How do you uninstall a program you installed from binary .sh...\n", + "928000 so, my system hangs during startup at the \"Loading ...\" prom...\n", + "929000 I need help with uninstalling GRUB and/or Ubuntu so windows ...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "930000 thank you __eou__ __eot__ I'd kill my computer within a day....\n", + "931000 well __eou__ i just did gbic __eou__ you don't listen __eou_...\n", + "932000 i have installed ubuntu 5.04 (hoary hedgehog) on my Apple iB...\n", + "933000 has anyone had the 99% cpu issue? where your cpu is suddenly...\n", + "934000 hello __eou__ hi, i was wondering if there is a complete new...\n", + "935000 is there a way to turn on automount ? __eou__ I mean eject s...\n", + "936000 !2**32 -1 __eou__ that __eou__ halfbaked 32bit poo __eou__ c...\n", + "937000 googling for Thunderbird /var/mail gives some possibly usefu...\n", + "938000 hey, folks, I have the most BIZARRRRRE problem you've ever s...\n", + "939000 nvidia-glx isn't going to do much good without the kernel dr...\n", + "940000 meep: Preferences, Audio... then click the Advanced Options ...\n", + "941000 what are some fun applications to keep my bored ass entertai...\n", + "942000 so what's the difference between \"Erease entire disk\" and \"E...\n", + "943000 My sound isn't working anymore. I installed a few updates ye...\n", + "944000 is there a guide to using a custom kernel in ubuntu ? how wo...\n", + "945000 how does ubuntu handle proprietary thing like codecs and dri...\n", + "946000 I'm having trouble with a dual monitor setup and xinerama......\n", + "947000 symlink it and see what breaks :p __eou__ heh don't do what ...\n", + "948000 i can not figure out how to install real player __eou__ it w...\n", + "949000 what are you talking about? reinstallation doesnt fix gpgerr...\n", + "950000 no, w32codecs aren't in multiverse or universe __eou__ __eot...\n", + "951000 I have alsa with oss support installed, but it seems that th...\n", + "952000 Hello there. Is it possible to install ATI fglrx drivers as ...\n", + "953000 hi. when will ubuntu have x86_64 support? __eou__ im new to ...\n", + "954000 Hi, I re-intalled my Ububuntu system on hda9 for upgrade to ...\n", + "955000 hi all, anyone here used automatix __eou__ ? __eou__ i wanna...\n", + "956000 can anyone recommend a good wireless connection manager __eo...\n", + "957000 Can anyone tell me why when I click a link sometimes in Mozi...\n", + "958000 :P __eou__ !tell chris__ about repositories __eou__ __eot__ ...\n", + "959000 but aparently a pretty old one... __eou__ it was created yes...\n", + "960000 Does anyone know how to change the default display manager f...\n", + "961000 I know my firestarter shows up on services since I started i...\n", + "962000 I have a user 'ftp' in which I login to my ftp....how can I ...\n", + "963000 Everytime I bang on my desktop table my computer restarts! _...\n", + "964000 by mistake I put my top menu bar to the bean, how do I take ...\n", + "965000 if one doesn't need Firefox downloadwindow... :P __eou__ whe...\n", + "966000 How come Fluxbox's running very bad on my Ubuntu Laptop :( ?...\n", + "967000 ok how do i turn off automounting in ubuntu ? what do i edit...\n", + "968000 can somone help me, i have a folder with install-sh and conf...\n", + "969000 how big is the xubuntu-desktop package? __eou__ __eot__ not ...\n", + "970000 hello all __eou__ i just installed ubuntu... and it never as...\n", + "971000 are there any graphics promreams for gnome good for a quick ...\n", + "972000 how do I run programs that I'm not able to run by just enter...\n", + "973000 hi! could someone tell me how to get started with postfix? I...\n", + "974000 Hello. __eou__ I am new to linux. Can any one help with a to...\n", + "975000 yes nero __eou__ I burned it with Nero __eou__ a data disk _...\n", + "976000 witch program lloks like winamp , or does what winamp used t...\n", + "977000 the root pass isn't lock __eou__ __eot__ ? __eou__ __eot__ \n", + "...\n", + "978000 I think \"dpkg --list\" gives all installed packages, and ther...\n", + "979000 anybody tried the new ati drivers? 8.23.7? much improvement ...\n", + "980000 ok this is frustrating. __eou__ trying to find a good media ...\n", + "981000 hahaha nice. Photoshop 7 CAN be installed using wine. __eou_...\n", + "982000 just sitting here doing nothing.. slowly watching Firefox ea...\n", + "983000 !What do i type in terminal to move files from one computer ...\n", + "984000 i am installing a Perl web application called Twiki, where s...\n", + "985000 ... upgrade through synaptic/apt-get as well? __eou__ upgrad...\n", + "986000 hi __eou__ I am trying to figure out how to convince either ...\n", + "987000 hi. I'm on Breezy 5.10, and I was wondering how I can instal...\n", + "988000 hello, i need some help regarding screen resolution in ubunt...\n", + "989000 I have most of the gstreamer plug-ins installed including gs...\n", + "990000 my ubuntu has a strange behaviour: all my mc (midnight comma...\n", + "991000 How do I chmod? __eou__ __eot__ carefully __eou__ __eot__ =...\n", + "992000 hi... I have a problem... I exited game and my resolution st...\n", + "993000 okay im back in X, now how can I reconfigure my nvidia? __eo...\n", + "994000 Anyone with experience of gdesklets? I would like to change ...\n", + "995000 boy is frostwire buggy for me __eou__ __eot__ Isnt it slow? ...\n", + "996000 How do I get a higher resolution in text-consoles __eou__ __...\n", + "997000 I've been trying the past hour or two and I can't mount //La...\n", + "998000 does anyone know where i can get info about remote x11 login...\n", + "999000 i'm looking for 3Com 3CXFE575BT Lan linux driver __eou__ __e...\n", + "1000000 any networking help available? __eou__ __eot__ what kind of ...\n", + "1001000 I think I just totally hosed the windows partition on my pc ...\n", + "1002000 has anyone got SATA or SCSI hard drives/optical drives? __eo...\n", + "1003000 us poor poor linux users lol __eou__ ;) __eou__ __eot__ cons...\n", + "1004000 I don't know if this is the right room to ask this sort of q...\n", + "1005000 hi, I am trying to use iptables to forward port 3389 to 192...\n", + "1006000 I press \"Finish partitioning and write changes to disk\" and ...\n", + "1007000 I think its an issue with jack audio stuff. __eou__ __eot__ ...\n", + "1008000 sudo dpkg-reconfigure locales? __eou__ __eot__ I said, I try...\n", + "1009000 can soemone help me with installing Openoffice.org, I am get...\n", + "1010000 can some one tell me where I can get some `bind` help?! __eo...\n", + "1011000 yes, they are updated __eou__ it has been 4 days, and my .co...\n", + "1012000 majority of stuff runs within the linux32 wrapper __eou__ I'...\n", + "1013000 please __eou__ I cannot get my floppy drive to be read. __eo...\n", + "1014000 !msg the bot __eou__ __eot__ libghf.a is part of the source ...\n", + "1015000 heya folks __eou__ how 'usable' is the edgy eft? __eou__ __e...\n", + "1016000 has anyone experienced apt-get hang after fetching? __eou__ ...\n", + "1017000 Well, logging in as root is a bad idea in the first place __...\n", + "1018000 I'll want to take a look at /etc/X11/xorg.conf, the Monitor ...\n", + "1019000 can u do the same with desktop cd ? __eou__ __eot__ Nope. __...\n", + "1020000 hey guys, is your firefox able to open this page : http://en...\n", + "1021000 only dvds seem to work __eou__ __eot__ does it tell u the er...\n", + "1022000 !upgrade > D13GU, __eou__ __eot__ apt-get --dist-upgrade? _...\n", + "1023000 does anyone know of a way to have a PDF printer in Ubuntu? _...\n", + "1024000 wtf? __eou__ __eot__ sun java is opensourced __eou__ __eot__...\n", + "1025000 Question: why all drop down menu's are behind flash when vie...\n", + "1026000 I just wanted to say that i have been running windows on top...\n", + "1027000 sftp __eou__ __eot__ what is the ssh copy command again ? __...\n", + "1028000 hi, it's about the 'sed' command, basically I need an extens...\n", + "1029000 *** Does anyone know if it is possible to simply Run a game ...\n", + "1030000 Is beryl a window manager or a desktop environment? Will fe...\n", + "1031000 sladen, what is a .bin file? what is a .cue file - *nix doe...\n", + "1032000 whats the best way to go about completely wiping out my comp...\n", + "1033000 Hey all. I have a window's program I need to get working on ...\n", + "1034000 Is it possible to do a reinstall of ubuntu and this time en...\n", + "1035000 Hello, can someone please tell me of a way I can play DVD's ...\n", + "1036000 I have this strange problem. I just finish moving my old fil...\n", + "1037000 i think thats the same thing. __eou__ __eot__ What is the sa...\n", + "1038000 how do I resize my ubuntu/linux partition with gparted? It's...\n", + "1039000 ... __eou__ __eot__ pureftp with pureadmin, ought to work fo...\n", + "1040000 anyone have any suggestions on my raid issue? __eou__ __eot_...\n", + "1041000 this is how is looks: kernel /casper/vmlinuz boot=casper p...\n", + "1042000 what programs check hard drives at the startup??? __eou__ __...\n", + "1043000 dopewars is a big timesink for me __eou__ so is frozen bubbl...\n", + "1044000 what would cause my mic to work fine outside of teamspeak an...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1045000 its not appearing in the packages list __eou__ as a beginner...\n", + "1046000 NTFS is better than FAT32, but its Linux write support is st...\n", + "1047000 Hmm. __eou__ Where is xorg.conf? __eou__ __eot__ whereis xor...\n", + "1048000 crdlb--im actually trying to find out where this \"world of w...\n", + "1049000 Why does /etc/init.d/apache2 fail to start apache2 AND print...\n", + "1050000 Jesus >.< How many things was that command? __eou__ __eot__ ...\n", + "1051000 i dont mind the grub menu but i was just seeing if i could d...\n", + "1052000 hello. do you guys know of a way to set a proxy only for a s...\n", + "1053000 wheeeee!!! __eou__ __eot__ In my expereince, people have ver...\n", + "1054000 My friend has an Ubuntu Server, and he would like to configu...\n", + "1055000 evening all.... __eou__ Let me preface my question: yes, I'v...\n", + "1056000 which project that allows windows programs to be run in linu...\n", + "1057000 arac7000 I mean from banshee __eou__ I have the files in tha...\n", + "1058000 having trouble connecting to anything but PORT 3389, changed...\n", + "1059000 Is the text based installer for ubuntu available on the stan...\n", + "1060000 I'm using Ubuntu Server, and randomly the server will power ...\n", + "1061000 did you get your answer about avahi-daemon? did you check ...\n", + "1062000 I can't get any sound to work in flash 9 plugin in edgy. Can...\n", + "1063000 what __eou__ can u tell me IRC channel where i can ask this ...\n", + "1064000 Can anyone please assist me with setting up SoundBlaster Aud...\n", + "1065000 any one help on running/installing a jar file? __eou__ Andre...\n", + "1066000 hammedhaaret__: __eou__ (oops, didn't mean to hit enter) __e...\n", + "1067000 in case you missed it __eou__ __eot__ I did miss it, I'm lag...\n", + "1068000 use the ubuntu guide to install it (google the guide) __eou_...\n", + "1069000 Hello, is there any application converting .mp4 files to .3g...\n", + "1070000 Hi, anyone here who have tried the simulator flight gear? __...\n", + "1071000 is there a function in some irc client, wer you get to set a...\n", + "1072000 How do I decide how much space to partition for /usr, /var, ...\n", + "1073000 hi everyone. can i change my apt sources.lst to ubuntu and ...\n", + "1074000 Hi im driving crazy, I want to disable the tapping of my tou...\n", + "1075000 hey, how come i cannot install rpm files? with rpm installed...\n", + "1076000 hi....is there an audio recorder in ubuntu that can record l...\n", + "1077000 hey, i'm suddenly (the last few days) experiencing crashes w...\n", + "1078000 Hi everybody! Does anyone know how to get WPA2 working in 7....\n", + "1079000 you can also try mplayer or vlc __eou__ __eot__ tried both o...\n", + "1080000 hey i tried ubuntu live cd, and its fairly decent speed. can...\n", + "1081000 __eou__ oops __eou__ __eot__ Its scag here __eou__ __eot__ ...\n", + "1082000 if the answer could be given by \"factoids\" there could just ...\n", + "1083000 Anyone want to see my new desktop? __eou__ __eot__ show me _...\n", + "1084000 Do you have to type all this to make a box with a button in ...\n", + "1085000 I need help how to restart iptables __eou__ I centos this co...\n", + "1086000 Can I get the mouse wheel to change workspaces? __eou__ Can ...\n", + "1087000 I am running Ubuntu server edition - wher can I find my USB ...\n", + "1088000 can anyone tell me how can anyone tell me how I can make the...\n", + "1089000 has anyone else noticed that the splash screen progress bar ...\n", + "1090000 why shouldnt I use -j3 when compileing a kernel with debian/...\n", + "1091000 how i make a hard drive totally blank __eou__ __eot__ apt-ca...\n", + "1092000 \"nu tu ubuntu\" = i'm a n00b with Ubuntu __eou__ :) I'm n...\n", + "1093000 Hi I'm having problems compiling fwbuilder-2.1.14 . Getting ...\n", + "1094000 Is there a way to only have 1 instance of VLC like in window...\n", + "1095000 how to restart that nautilus?? __eou__ __eot__ you mostliky ...\n", + "1096000 !hardware __eou__ best look there RAdams __eou__ __eot__ tha...\n", + "1097000 Hi __eou__ Hmmmm I need hel please __eou__ I install ubuntu ...\n", + "1098000 o man this is annoying :| __eou__ i hav ea widescreen tv and...\n", + "1099000 for some reason I keep getting an error window popping up th...\n", + "1100000 hello, mrxvt doesn't have any accents, how to add them pleas...\n", + "1101000 hmm, i actually can't seem to find much info on update manag...\n", + "1102000 this may be a really stupid question but does anybody know i...\n", + "1103000 Hi, I've just upgraded to Gutsy, and when I load up gnome th...\n", + "1104000 is there a log I can watch while the ubuntu process tries to...\n", + "1105000 can`t make it booting into xp :( __eou__ i added chainloader...\n", + "1106000 how can I manually re-load the partition table so the system...\n", + "1107000 is it just me or have they been no updates for gutsy in a wh...\n", + "1108000 screen is very powerful stuff __eou__ __eot__ I think I migh...\n", + "1109000 ;) __eou__ anyone know about grub error 18? __eou__ __eot__ ...\n", + "1110000 is there a way for ubuntu to pass on the options passed duri...\n", + "1111000 Varka.. another thing im having a problem with is getting th...\n", + "1112000 Hey guys something is really bogging down my ubuntu system a...\n", + "1113000 hi __eou__ my Broadcom 43xx wireless drivers will not correc...\n", + "1114000 can anyone help me with this : whenever i play any videos, i...\n", + "1115000 anyone here understands assembly??? __eou__ anyone here unde...\n", + "1116000 I have a volume problem on a Toshiba lap top, anyone able to...\n", + "1117000 I have some major concrens about ubuntu __eou__ well just 2 ...\n", + "1118000 start your proxy __eou__ __eot__ the proxy is running. __eou...\n", + "1119000 I have a cron tab to >> stuff to a file however it ends up a...\n", + "1120000 am i here? __eou__ nice __eou__ how can I change the IP-addr...\n", + "1121000 How can I convert \".3gp\" (cell phone clips) files to other f...\n", + "1122000 hmm __eou__ Do you guys know why I cant see my userlist on x...\n", + "1123000 sexopter: It is due to a xorg update released earlier __eou_...\n", + "1124000 how do i get into the long wizzard to reconfigure my keymap ...\n", + "1125000 Does anybody know of a workaround or fix for the apparent bu...\n", + "1126000 Can we run Mac programs on ubunut? __eou__ __eot__ not that...\n", + "1127000 Is there a form of ubuntu I can put on my old Mac G3? __eou_...\n", + "1128000 hi there __eou__ i need some help __eou__ yes sure __eou__ 1...\n", + "1129000 Hi, i have connected usb cd drive to my laptop, in \"tail -f ...\n", + "1130000 hello all, could I get some help to reduce the memory usage ...\n", + "1131000 !installguide | qwerkus __eou__ this room is dead today __eo...\n", + "1132000 when i type $ locate on the shell it doesn't seem to search ...\n", + "1133000 hi all.....two worrisome things. Sometimes my computer woul...\n", + "1134000 I'm using 8.04, and I have a problem with, shares-admin, ser...\n", + "1135000 Is OO.o going to support docx soon? __eou__ !docx __eou__ __...\n", + "1136000 Krusader __eou__ how do you change the default ubuntu icon o...\n", + "1137000 i'm trying to run eclipse __eou__ which java package should ...\n", + "1138000 hey guys __eou__ is it possible to have multiple filesystems...\n", + "1139000 what if i install xubuntu-desktop from gnome session __eou__...\n", + "1140000 does linux only live because it can reap the rewards of the ...\n", + "1141000 anyway, tahts not my issue __eou__ can you help me get it so...\n", + "1142000 someone just hacked my linux website (not fully developed), ...\n", + "1143000 everything I am reading is pointing me to some kind of bios ...\n", + "1144000 i have a question you guys may be able to answer __eou__ why...\n", + "1145000 which one is the best codec to handle with avi video file? _...\n", + "1146000 there is firefox-2 on Hardy __eou__ __eot__ really. Where _...\n", + "1147000 Anyone have any experience getting a FireGL v3100 card worki...\n", + "1148000 can someone here please check if the new Ubuntu Hardy shippe...\n", + "1149000 how do i check and see what all drives are mounted from the ...\n", + "1150000 do you need compiz fusion to use avant-window-manager? __eou...\n", + "1151000 shadu: hmm. is it plugged in now? __eou__ __eot__ yeah i've ...\n", + "1152000 did you get an answer to your question? I've been trying to...\n", + "1153000 can anyone tell me why a fresh ubuntu image wont boot? __eou...\n", + "1154000 STUPID QUESTION: sorry - sorry i am running on compromised b...\n", + "1155000 phoenix: \"syntax on\" __eou__ phoenix (colon first) __eou__ _...\n", + "1156000 hello __eou__ can anyone help me? __eou__ I'm currently usin...\n", + "1157000 does anyone know why when I enable my NVIDIA driver after I ...\n", + "1158000 rampageoberon: yes well i looked online and it seems the on...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1159000 hello __eou__ is it possible to rsync files only a specific ...\n", + "1160000 hey ... when I mount my iPod the only user that can write to...\n", + "1161000 hi guys __eou__ __eot__ hey __eou__ __eot__ : you know any g...\n", + "1162000 im trying to emulate a server install using the desktop disc...\n", + "1163000 I have 512MB RAM, should I get Ubuntu-Desktop or Kubuntu? __...\n", + "1164000 Do you have to be in root/sudo to use #sh? __eou__ According...\n", + "1165000 i like opera... web browser - mail client - chat client - pl...\n", + "1166000 ok, my internet sucks xD! so, again: how can I enable Stealt...\n", + "1167000 hey i was wondering how ppl would respond rapidly wen we pos...\n", + "1168000 could be several reasons, but most likely is some package ne...\n", + "1169000 hey guys i would like to know how can i connect my pc to my ...\n", + "1170000 can anyone here help me with sudo in ubuntu? __eou__ how do ...\n", + "1171000 is there a google search applet that i could add to my deskt...\n", + "1172000 temporarily rename ~/.songbird , if there is such a file __e...\n", + "1173000 guys if i install virtualbox with window$ cand i play in it?...\n", + "1174000 i downloaded from http://cdimage.ubuntu.com/releases/hardy/r...\n", + "1175000 hello everyone __eou__ does anyone know of a good software t...\n", + "1176000 How can i use a different partition as my home folder? can i...\n", + "1177000 for example... I do wanna take a sceen shot and send you. Th...\n", + "1178000 installing gspca-source got logitec webcam going __eou__ __e...\n", + "1179000 trying to mount an ext2-formatted SD card (in a USB adapter)...\n", + "1180000 I'm having trouble with 'GRUB Error 21' in Ubuntu on startup...\n", + "1181000 hello, how do I go about telling my computer to auto turn of...\n", + "1182000 What package should I install if I want some basic C manpage...\n", + "1183000 how to uninstall wine software ?? __eou__ __eot__ how did yo...\n", + "1184000 !irssi __eou__ __eot__ this is a better channel for them to...\n", + "1185000 well how do I burn an image file (iso) to cdr __eou__ __eot_...\n", + "1186000 hey __eou__ i got a question r there any experienced linux h...\n", + "1187000 I'm in ubuntu live cd, when I run fdisk -l /dev/sda it says ...\n", + "1188000 no matter what I do the 8.10 installer will NOT detect my ha...\n", + "1189000 hey guys im trying to run ubuntu on vpc 7 but i can't get it...\n", + "1190000 how can i use 2.6.28 under intrepid? __eou__ how can i use 2...\n", + "1191000 how do i merge or resize partitions without losing data ? __...\n", + "1192000 hi quickone have you checked your restricted drivers? __eou_...\n", + "1193000 i miss mirf __eou__ *mirc __eou__ :( __eou__ im gonna use it...\n", + "1194000 I about to set up my server with LVM but wanted to know if I...\n", + "1195000 is there a place where you can have log files checked for mi...\n", + "1196000 I'm new to linux and have ubuntu 8.04 now, and having graphi...\n", + "1197000 hello, in which package I can find allegro.h ? __eou__ i can...\n", + "1198000 i think it has something to do with how you must own your di...\n", + "1199000 yes __eou__ sometimes i get errors, sometimes i don't. u can...\n", + "1200000 All of a sudden I'm having problems with Firefox. It seems w...\n", + "1201000 I have a quick newb question for anyone willing to answer: W...\n", + "1202000 My X server keeps crashing whenever I start conky. I'm usin...\n", + "1203000 hi. I had ati driver fglrx installed.. I removed disabled th...\n", + "1204000 Anyone know how to test if your graphics card is properly in...\n", + "1205000 Hi everyone. I have some problems with wireless on asus-eee ...\n", + "1206000 ok i have a problem it lets me ftp to my site in firefox but...\n", + "1207000 sata or IDE HD? __eou__ your HD device is /dev/sdb ? __eo...\n", + "1208000 what the heck. i removed ubuntu-desktop, restarted and it wa...\n", + "1209000 Does anyone know how to get Broadcom B43 working? It was wor...\n", + "1210000 there is a root account.. if you sudo su - you will be root....\n", + "1211000 audio CDs don't mount __eou__ __eot__ Well, that might expla...\n", + "1212000 every Internet connected OS needs an enabled firewall simple...\n", + "1213000 how long does kernel compilation usually take? __eou__ __eot...\n", + "1214000 where does aptitude download the .deb packages to? __eou__ _...\n", + "1215000 hi, another problem, I have a php file in /var/www that writ...\n", + "1216000 Have you tried running an fsck / re-installing firefox / dow...\n", + "1217000 how do I rescue a broken usb flash drive that is recognized ...\n", + "1218000 hi, i had a litle problems when installing the virtualbox an...\n", + "1219000 my firefox seams very slow to open up windows, can I reinsta...\n", + "1220000 I have 8.10 - Should I downgrade? __eou__ __eot__ what probl...\n", + "1221000 any good DVD burning programs out there? A friend of mine us...\n", + "1222000 My sound suddenly stopped working. I can't hear anything. I ...\n", + "1223000 could you please recommend me a good mp3 cutter program for ...\n", + "1224000 is there any way to change settings of the new notification ...\n", + "1225000 hi, I have Ati mobility X1300 and Ubuntu 9.04. I'm running o...\n", + "1226000 how do i make my own debs to replace system ones? (like svn ...\n", + "1227000 Hi. I've just installed Ubuntu 9.04 however the username and...\n", + "1228000 Damn, my CAPS LOCK is locked. Any idea how to get rid of it?...\n", + "1229000 Hello, using kubuntu, I want to connect to the wireless netw...\n", + "1230000 all yo want to do is backup files, correct? __eou__ __eot__ ...\n", + "1231000 anyone know how to import a key with Seahorse and have that ...\n", + "1232000 this channel is not for hacking/cracking tools help, please...\n", + "1233000 where is the correct place to drop a script called by cronjo...\n", + "1234000 hello __eou__ please help me my mouse is frozen __eou__ __eo...\n", + "1235000 where can i get those little aluminum stickers that say \"Pow...\n", + "1236000 I have a quick scripting question. __eou__ __eot__ bash scri...\n", + "1237000 Good morning __eou__ how can I set my irc status to \"away\"? ...\n", + "1238000 !xfce ? ubuntunom __eou__ !xfce | ubuntunom __eou__ !xfce __...\n", + "1239000 help anyone? __eou__ __eot__ have you tried running in Gnome...\n", + "1240000 how slow? Mine takes about 1 minute... __eou__ __eot__ yes :...\n", + "1241000 what command are you using? __eou__ I mean for gedit __eou__...\n", + "1242000 How can I check my IP address on my interface and how can I ...\n", + "1243000 schmiedc: __eou__ help me __eou__ https://lists.ubuntu.com/a...\n", + "1244000 hi all.. I have a small problem, I need to know how to find ...\n", + "1245000 Is it possible to run folding@home on a server __eou__ __eot...\n", + "1246000 hey.... ok downloading 9.04, can i put it to memory stick? d...\n", + "1247000 tumie: sure __eou__ __eot__ ok, __eou__ __eot__ tumie: it's ...\n", + "1248000 My guess is that virtualbox provides an uninstaller with tha...\n", + "1249000 what do you mean by rolling release? __eou__ __eot__ things ...\n", + "1250000 hey ... __eou__ i am still trying to compile my kernel __eou...\n", + "1251000 Question, I keep setting up dual monitors, using my nvidia d...\n", + "1252000 I'm planning to strream music to some other computer connect...\n", + "1253000 try cd media/ and see if its listed __eou__ __eot__ What do ...\n", + "1254000 So I just fired ubuntu for the first time. I am currently ru...\n", + "1255000 there should be a channel called ubuntu-learning where the b...\n", + "1256000 why not run mac? __eou__ __eot__ i dont follow. __eou__ __eo...\n", + "1257000 hey, anyone here? __eou__ and knows something about DOSBox? ...\n", + "1258000 /quit 'insert message that everyone ignores here' __eou__ _...\n", + "1259000 video: http://www.youtube.com/watch?v=b_y5iO5sQ0Q&feature=Pl...\n", + "1260000 help! how do i turn off the stupid system 'beep' in gnome? _...\n", + "1261000 does ubuntu 9.04 come with different window managers __eou__...\n", + "1262000 How do I upgrade my kernel using Synaptic? __eou__ __eot__ w...\n", + "1263000 When trying to upgrade to koala my computer crashed and now ...\n", + "1264000 where can I find documentation on 9.10 gdm setup? __eou__ __...\n", + "1265000 use xrandr __eou__ __eot__ thanks, i will look into this xD ...\n", + "1266000 hi i want to install karmic using a usb stick but i couldn't...\n", + "1267000 anybody have problems with flash on 9.10 on 64 bits? __eou__...\n", + "1268000 how i know if my sound card is working,?.because i don't hav...\n", + "1269000 hi.. I downloadead the xampp-linux-1.7.2.tar.gz.. How can i ...\n", + "1270000 hi everybody __eou__ I installed VirtualBoxs none OSE, from ...\n", + "1271000 Hmmm. where is the Firefox java plugin? __eou__ Deluge is qu...\n", + "1272000 I'm trying to debug a suspend/wireless problem on a eee __eo...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1273000 Is there any way to change wubi into an actual install and g...\n", + "1274000 Suppose i have speakers only attached to my ubuntu box, how ...\n", + "1275000 can anybody tell me the light doc2pdf convertor?? __eou__ __...\n", + "1276000 Hi all! Is there a linux tool for viewing windows event log...\n", + "1277000 Um, really? __eou__ __eot__ yea? __eou__ __eot__ Why? __eou_...\n", + "1278000 rivrbird: ok mouse is working....can you now help me get onl...\n", + "1279000 Hi all! I just want to ask u something: Can I install a mult...\n", + "1280000 same goes for canada... but if you get an isp that allows ml...\n", + "1281000 Is there any command to delete or remove a keyboard layout i...\n", + "1282000 you realise this is #ubuntu? __eou__ __eot__ because problem...\n", + "1283000 hi I am trying to use the \"sudo do-release-upgrade\" on my ha...\n", + "1284000 What cli command will give me my ip address and DNS servers ...\n", + "1285000 yes does work __eou__ __eot__ is it an integrated BT/wlan ca...\n", + "1286000 hi __eou__ what application can i use for ubuntu to write IS...\n", + "1287000 Why are the GUI and alternate install CDs on separate images...\n", + "1288000 thanks darolu :) __eou__ __eot__ uhhh .... why are you downl...\n", + "1289000 my desktop appears as if frozen, but I can still access it r...\n", + "1290000 cjohnston: nice note on lp/ubuntu/answers/103031 - I had to ...\n", + "1291000 is there a game repository i can add ? __eou__ __eot__ no __...\n", + "1292000 So erm, anyone for the iCatch webcam thingy? __eou__ !webcam...\n", + "1293000 Anyone have any idea what this might mean \"X Error of failed...\n", + "1294000 can anyone help me out with getting my wifi connected on my ...\n", + "1295000 how can I mount a symbian phone if it's showing up in lsusb ...\n", + "1296000 I'd like to find the least power consuming screen saver. How...\n", + "1297000 Hello, i try to boot ubuntu 9.1032 and 10.04 64bit , the fir...\n", + "1298000 any exports here able to help me install nvidia on lucid? G...\n", + "1299000 please could someone help me __eou__ i don't know what happe...\n", + "1300000 I see you've still got problems. Keep at it - you'll get the...\n", + "1301000 just got installed a computer with ubuntu 10.04 and want to...\n", + "1302000 hi can anyone help me....having problems with running a dhcp...\n", + "1303000 I've never heard of a BIOS based computer that allowed you t...\n", + "1304000 any randr-experts here? __eou__ __eot__ http://wiki.debian.o...\n", + "1305000 hi! is it possible to mout a specific folder from an externa...\n", + "1306000 Hello. I lost the password to my wireless network on my Wind...\n", + "1307000 hello everyone __eou__ got a problem in regards to my screen...\n", + "1308000 I've read the page on Ubuntu wiki page on environment variab...\n", + "1309000 hello, how to turn on terminal command line memory? so that ...\n", + "1310000 Hello , would anyone have any clue on how to get my mini SD ...\n", + "1311000 hello all __eou__ how can i install grub to the parition boo...\n", + "1312000 Getting 4.0mb/s consistent on 100mbps lan with nfs server on...\n", + "1313000 hi guys.... how to install to flash drive? __eou__ i need to...\n", + "1314000 http://paste.ubuntu.com/455896/ can someone help ? __eou__ _...\n", + "1315000 Help Help Help! I can't start my x server! the driver isn't ...\n", + "1316000 its not a checkmark its a radio box. and do not confuse the ...\n", + "1317000 you want to listen to shoutcast streams? __eou__ __eot__ sur...\n", + "1318000 Whcih package has phpize ? __eou__ Tanks! __eou__ __eot__ c...\n", + "1319000 umm, the irc server has session limits 2 conns only. __eou__...\n", + "1320000 What uses would a normal user have for making directories ow...\n", + "1321000 i created a preseed file, how can i load this file from a we...\n", + "1322000 Hello everyone - I have a question about defragmenting my ha...\n", + "1323000 Is there a way to reinstall Ubuntu/Kubuntu without losing pr...\n", + "1324000 try inserting it and running sudo fdisk -l. __eou__ __eot__...\n", + "1325000 In terminal, 'sensors' works fine, but I can't get any temps...\n", + "1326000 ok, so there is no fix for slow internet speeds when using t...\n", + "1327000 you can put /boot on a usb flash drive __eou__ __eot__ how d...\n", + "1328000 it didn't include foul language etc. __eou__ __eot__ sudo ap...\n", + "1329000 how can i stream my line in input on my wlan? __eou__ __eot_...\n", + "1330000 does anyone know if it's possible to subscribe and download ...\n", + "1331000 hey, can i have a host ? __eou__ __eot__ what do you mean __...\n", + "1332000 n00b question but if I clone my ubuntu drive and burn onto a...\n", + "1333000 what app would be recommended to backup a whole hard drive? ...\n", + "1334000 someone does know about internet connection issue with ubunt...\n", + "1335000 friends, plz help me. i'm having a problem with booting ubu...\n", + "1336000 Need help with my usb flash cannot drag and drop files to it...\n", + "1337000 does anyone know much about network devices? I'm having some...\n", + "1338000 Hello, I'm trying to get wbar to work, but typing wbar on th...\n", + "1339000 anyone using 10.10? how to customize sound ? there is no opt...\n", + "1340000 I have a file which contains all my passwords and usernames....\n", + "1341000 or hibernate __eou__ __eot__ my pc hibernates just fine.. as...\n", + "1342000 i can salute if you like.. o\\ ? __eou__ lol __eou__ __eot__...\n", + "1343000 Check sys>admin>software sources>updates tab>releases __eou_...\n", + "1344000 why to watch bluray on monitor __eou__ __eot__ i have 37\" fu...\n", + "1345000 anyone know how to edit the alsa-base.conf file? __eou__ __e...\n", + "1346000 Does anyone know if Midi files over 10 tracks will play in U...\n", + "1347000 IDM for ubuntu 10.04? __eou__ i want a download manager for ...\n", + "1348000 I do not want the username@machine_name to appear in the ter...\n", + "1349000 is it possbile to make new partion from the unused space of ...\n", + "1350000 Is there a way to autohide the top and bottom menu thingymab...\n", + "1351000 hi, when I type startx, then gnome doesn't start __eou__ but...\n", + "1352000 hello, I have a problem with alsa on my desktop pc, It runs ...\n", + "1353000 i setup the nvidia drivers __eou__ i setup the nvidia driver...\n", + "1354000 Stairminn: Thanks though! I'll give Freenode a shot. __eou__...\n", + "1355000 how to install java to chrome i installed it already but its...\n", + "1356000 does anyone have a better answer to makmanalp's question? __...\n", + "1357000 Hello! Is there a way to tell apt-get/aptitude to reinstall ...\n", + "1358000 FLASH PLUGIN still WON'T WORK!!!!!!!! __eou__ firefox 4.0 ca...\n", + "1359000 servers use linux commonly yeah __eou__ because of its secur...\n", + "1360000 can someone help me? __eou__ __eot__ ask and see __eou__ __e...\n", + "1361000 hello I am on an ubuntu 8.04 laptop and I have full connecti...\n", + "1362000 is there a greenshot linux alternative, I need a simple scre...\n", + "1363000 Tried update to 1104. System crash at about 99%. I have run ...\n", + "1364000 anyone run mac os udner vmware/virtualbox on ubuntu? __eou__...\n", + "1365000 Hi, i'm on a clean install of Ubuntu 11.04, installed the Nv...\n", + "1366000 Anyone has had their menus disappear on them? I just reboote...\n", + "1367000 Howdy all! How do I make Unity launcher icons launch with op...\n", + "1368000 I want to recompile ther kernel but I want the default .conf...\n", + "1369000 this is a result of this pam update > bug 790538 __eou__ __e...\n", + "1370000 I am trying to install Flash 10, and have installed Flashplu...\n", + "1371000 messed up my sudoers file, now i can get into root to modify...\n", + "1372000 Xnest or some vnc trickery might do it. but all are hacks, a...\n", + "1373000 So I have an issue with an Ubuntu 10.10 laptop. When it is b...\n", + "1374000 .. do you have a minute or 2 when done ? __eou__ __eot__ wh...\n", + "1375000 can anyone help with an swftools install? __eou__ i've tried...\n", + "1376000 what's the command to format a usb stick? __eou__ ?mformat _...\n", + "1377000 Hi I need a new OS for my VPS the old one is like Fedora Cor...\n", + "1378000 Can anyone explain how to mute the volume (Maverick 10.10)? ...\n", + "1379000 oh rww, I'm installing via wubi so I don't know which to use...\n", + "1380000 ok, rebooted. applet is still running at 1 hour or so now __...\n", + "1381000 https://help.ubuntu.com/community/WifiDocs/WirelessAccessPoi...\n", + "1382000 does anyone know a good way to make 'ls -la |less' show colo...\n", + "1383000 to follow up on the nox instructions, they didn't work for m...\n", + "1384000 So you can ping gateway and DNS server but not google.com, c...\n", + "1385000 hi __eou__ vpn connection from ubuntu? __eou__ __eot__ Possi...\n", + "1386000 do you have the latest ubuntu? I had similar issues with ubu...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1387000 reisio rechecked bios, it says wlan is activated. __eou__ wh...\n", + "1388000 Can anyone answer a virtualbox question? __eou__ If I add a ...\n", + "1389000 has anyone tryed Gnome3 __eou__ __eot__ I'm using it right ...\n", + "1390000 try sudo umount /dev/cdrom0 & eject __eou__ __eot__ eject wo...\n", + "1391000 so anyone noticed their soundcard hogging their batteries? :...\n", + "1392000 In Ubuntu 10.04, I am using the Chromium browser. The backsp...\n", + "1393000 do i have to reinstall? __eou__ oh ok __eou__ and it will re...\n", + "1394000 thanks deej1976 __eou__ __eot__ No problem __eou__ __eot__ g...\n", + "1395000 hi __eou__ hi nins __eou__ i dunno __eou__ im new here __eou...\n", + "1396000 I am trying out a new desktop environment called awsomewm. N...\n", + "1397000 Hello. Is it possible to make Ubuntu 11.10 look like 11.04?...\n", + "1398000 all of the posts i find about unity are either \"It's horribl...\n", + "1399000 :D __eou__ __eot__ I really don't recommend adding a repo fr...\n", + "1400000 ubuntu 11.10 has an option in User Account to allow my user ...\n", + "1401000 hello, what software do you recommend to wipe a hdd clean be...\n", + "1402000 cool.. then the packare arand mentioned will work for FF, or...\n", + "1403000 1 question - I install 11.10 on my dell hybrid studio, graph...\n", + "1404000 is there anyone that can help me with a live boot? __eou__ I...\n", + "1405000 That sould at least pick up windows, then you can work on ge...\n", + "1406000 hey so __eou__ uhm __eou__ I use Banshee Media Player __eou_...\n", + "1407000 Morning, all! __eou__ apt-get dist-upgrade reckons it'll tak...\n", + "1408000 then you remove it.. __eou__ all the cleaning disks ive ver ...\n", + "1409000 A samba server on Ubuntu, with a share having guest ok enabl...\n", + "1410000 yeah, laptop-detect is noisy, it's been doing that for a whi...\n", + "1411000 mmmm Python __eou__ I need a good Python book __eou__ __eot...\n", + "1412000 I'm working with the live cd and can't get printing to work ...\n", + "1413000 i have a pentium 266 MMX with 64 MB ram, and if i am not wro...\n", + "1414000 what is the actual problem __eou__ it's because you need Scr...\n", + "1415000 hi all anyone have problems loading X with nvidia driver? __...\n", + "1416000 help help >_< __eou__ my resolution is a nice 640x320 __eou_...\n", + "1417000 my network doesn't work with ubuntu 4.10. what to do ? __eou...\n", + "1418000 help __eou__ i need to know how to STOP the X.org server __e...\n", + "1419000 apologies, but work calls again. __eou__ fglrx in hoary work...\n", + "1420000 evolution does not filter spam..., which packages else do I ...\n", + "1421000 has anyone got a link on how to get mplayer working in warty...\n", + "1422000 anyone know if there is a way to make just gnome-terminal no...\n", + "1423000 are you running Hoary? __eou__ __eot__ yes, latest __eou__ _...\n", + "1424000 who are the three people on the new login screen? __eou__ __...\n", + "1425000 (WW) NVIDIA(0): MetaMode \"1600x1200,1600x1200\" __eou__ ...\n", + "1426000 but youy probably lose some in the process __eou__ so if you...\n", + "1427000 bah, xmms doesn't respond to the next/prev/pause keyboard sh...\n", + "1428000 AAAAH! __eou__ On an unrelated note, I'm looking for the bes...\n", + "1429000 but how would you do a sort then...it does have to do exact ...\n", + "1430000 acpi suspend to ram stopped working for me after installing ...\n", + "1431000 how come when i do a modprobe -r to a module, it`s loaded ne...\n", + "1432000 hi, what software comes with ubuntu for palm pilots? __eou__...\n", + "1433000 I lovers breezy __eou__ because, the packages in breezy are ...\n", + "1434000 Hello __eou__ I have a problem installing Ubuntu 5.04 on my ...\n", + "1435000 Hello everyone __eou__ I'm surprised to find so many here __...\n", + "1436000 have you installed hoary clean or upgraded from warty? __eou...\n", + "1437000 Im trying to make and install the latest stable kenrel from ...\n", + "1438000 And of course there's always good old [RESET] ;-) __eou__ _...\n", + "1439000 xp sucks __eou__ __eot__ not if you're blind, or paralyzed, ...\n", + "1440000 gro:I used to get error messages, but now not anymore , fire...\n", + "1441000 Hi, I am having some problems making my monitor use 80Hz fre...\n", + "1442000 i know about winmac_fstab, that add my windows and mac parti...\n", + "1443000 What repository do I have to have installed to get nvu via a...\n", + "1444000 did you get it? __eou__ __eot__ yes. maybe there is somethin...\n", + "1445000 Any good platform games avaliable to download with Synaptic?...\n", + "1446000 what's the advantage with gstreamer over xine? __eou__ __eot...\n", + "1447000 anyone know how to rename USB thumbdrives? __eou__ QUESTION:...\n", + "1448000 well so everything went pretty well except I lost two functi...\n", + "1449000 an error moshisushi __eou__ __eot__ what? __eou__ what error...\n", + "1450000 if I type in ifconfig > ifstatus.txt does this spit the resu...\n", + "1451000 I have a USB datacable and i've configured my Win XP machine...\n", + "1452000 yea, - would input data from stdin or something, but general...\n", + "1453000 hello all. I am having an issue with the calendar associate...\n", + "1454000 No candidate version found for j2re1.4 __eou__ The following...\n", + "1455000 how can I get my usb mp3 player to automount again? it worke...\n", + "1456000 Whats the best HTML Editor for Ubuntu ?? __eou__ __eot__ blu...\n", + "1457000 i am trying 2 run gnome in kubuntu __eou__ i have just insta...\n", + "1458000 hi friends.. how are you __eou__ hey can anyone tell me if i...\n", + "1459000 how do I reinstall grub after windows install? __eou__ I don...\n", + "1460000 Though I am spoiled by gnome __eou__ minum requirements for ...\n", + "1461000 I just downloaded Ubuntu 5.04... but maybe that was a mistak...\n", + "1462000 what is the Ubuntu equivalent to inetd restart? __eou__ __eo...\n", + "1463000 what is the firefox-bin? __eou__ __eot__ it's the name of th...\n", + "1464000 hi MacSlow just the person i wanted to speak to __eou__ __e...\n", + "1465000 Question: If I wanted to plug in a USB mouse, is there any ...\n", + "1466000 : error fetching interface information: Device not found <--...\n", + "1467000 Iit it possible for me to recompile just one module for the ...\n", + "1468000 lol __eou__ hey, Im completely new to linux, just tried the ...\n", + "1469000 does anyone know how to install a realtek alc850 on ubuntu? ...\n", + "1470000 guys, can anyone please help me in a networking issue, i can...\n", + "1471000 anyone know how i can install wmcodecs __eou__ __eot__ you m...\n", + "1472000 Can someone please help me getting the official linux aimcli...\n", + "1473000 I have a question about linux, I know windows has problems w...\n", + "1474000 is there an easy way to find out? __eou__ i know __eou__ ok ...\n", + "1475000 why should apt-get remove kubunt-desktop remove all kde pack...\n", + "1476000 Hi All! __eou__ All the time that I enable dri + fglrx or dr...\n", + "1477000 I dont know that I would always call that a problem =P __eou...\n", + "1478000 you run the livecd from the cd __eou__ your hdd file system ...\n", + "1479000 Hmm, system seems to be working fine after dist-upgrade __eo...\n", + "1480000 hi how do i switch on code highlighting in vim __eou__ __eot...\n", + "1481000 After upgrading to Dapper, I cannot connect to a windows sha...\n", + "1482000 how can I unpack with unrar? __eou__ __eot__ unrar x __eou__...\n", + "1483000 Hi all, gnome has broken down completely- I can login but th...\n", + "1484000 hi all __eou__ quick question: i connect to the internet thr...\n", + "1485000 hey, anyone know any good terrain generators for ubuntu? __e...\n", + "1486000 so is anyone able to help me get my screen resolution higher...\n", + "1487000 Hi, my connection worked properly when I started Ubuntu 6.06...\n", + "1488000 I want to install the amd64 kernel on a 32bit install so I c...\n", + "1489000 Any programming-editors with orginal php highlightning? high...\n", + "1490000 is it possible to format an external USB hard disk to the FA...\n", + "1491000 you'll want smp build regardless __eou__ whoops, wires cross...\n", + "1492000 try this - log in to a terminal, >> sudo dpkg-reconfigure xs...\n", + "1493000 c __eou__ __eot__ celcius or F? __eou__ it's impossible in c...\n", + "1494000 anyone have any luck installing IE in wine? I'm having troub...\n", + "1495000 How can I connect to a CVS Server and download all files? __...\n", + "1496000 I have Ubuntu on my machine, and I wanted to see what KDE no...\n", + "1497000 Does ubuntu have an update mechanism, like RedHat's up2date?...\n", + "1498000 grub wont let me boot into windows xp cd __eou__ i tried cha...\n", + "1499000 you can try moving the module up to an earlier position in /...\n", + "1500000 ah, well I was resizing a 60 odd gb partition to 12gb, it wa...\n", + "1501000 you got it to work with direct rendering O.o? __eou__\n", + "...\n", + "1502000 deb http://www.getsweaaa.com/~tseng/ubuntu/debs ./ __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1503000 really ? thanks ! __eou__\n", + "...\n", + "1504000 that's cool, but I just don't know how to actually accomplis...\n", + "1505000 we have something like 300+ linux boxes in production at wor...\n", + "1506000 : ok, thanx :) __eou__\n", + "...\n", + "1507000 what model number does Device Manager tell you? __eou__\n", + "...\n", + "1508000 is that where it's likely to be? __eou__\n", + "...\n", + "1509000 i would think thers is no upgrade path from a pre-release __...\n", + "1510000 i did an \"expert\" install and could assign mount points to m...\n", + "1511000 says gnome-applets is installed already __eou__ yes __eou__\n", + "...\n", + "1512000 it works __eou__ yes __eou__ usually it is best to be update...\n", + "1513000 you don't actually have to do anything aside from selecting ...\n", + "1514000 sure? __eou__\n", + "...\n", + "1515000 no problem __eou__\n", + "...\n", + "1516000 because it's pointless __eou__ best to just ask your questio...\n", + "1517000 : i have problem with linux ubuntu...I cant connect so I use...\n", + "1518000 ok, thanks __eou__\n", + "...\n", + "1519000 I got it from ps aux, are you suggesting that ps aux is lyin...\n", + "1520000 it was a general comment. It's just cool to see you excited...\n", + "1521000 if it mentions a package that is unavailable, just replace i...\n", + "1522000 there's a grub splashimage package __eou__\n", + "...\n", + "1523000 yeah, it filled my system drive and locked everything up __e...\n", + "1524000 I have try both of them too __eou__\n", + "...\n", + "1525000 hmm, not good. __eou__ you're up-to-date? __eou__\n", + "...\n", + "1526000 dont you have limitations getting audio and video from OTHER...\n", + "1527000 I already unlocked the root user & stuff __eou__\n", + "...\n", + "1528000 ahite __eou__ lol __eou__ meh __eou__ sorry, mis-tab :) __eo...\n", + "1529000 Yeah, I've got it sorted now -- I installed some binary pack...\n", + "1530000 let's start with \"fuser /home\" __eou__\n", + "...\n", + "1531000 ehe :) __eou__\n", + "...\n", + "1532000 not very, had a long night __eou__\n", + "...\n", + "1533000 thanx :D __eou__\n", + "...\n", + "1534000 I know how to change icons in the menu, but I need the png f...\n", + "1535000 add a .desktop to /usr/share/applications is what I do __eou...\n", + "1536000 hmmm bummer __eou__ that's when i get out the hammer and loo...\n", + "1537000 have you a nforce board? thr1ce __eou__\n", + "...\n", + "1538000 I mean ubuntu has very good itegration with gnome like you s...\n", + "1539000 Xappe; yes i know, i've tried to change it... __eou__ makte;...\n", + "1540000 no, didnt. Assumed that it worked, foolishly enough __eou__\n", + "...\n", + "1541000 what's the new name? __eou__\n", + "...\n", + "1542000 um, did you check ouyt sf.net for torrents in search? __eou_...\n", + "1543000 not sure, I've heard it should be something they made by the...\n", + "1544000 will try __eou__ din't work sounded strange again __eou__\n", + "...\n", + "1545000 ok thanks __eou__\n", + "...\n", + "1546000 gunman: have a look in /boot or wherever knoppix rescue moun...\n", + "1547000 ok thanks ... __eou__ could i use init to go to a special ru...\n", + "1548000 yeah, there were. i had to do follow this: http://www.ubunt...\n", + "1549000 yeah but some more than others :) __eou__\n", + "...\n", + "1550000 take a look at http://paste.ubuntulinux.nl/670 and you can ...\n", + "1551000 oh sorry, I don't know. I'm looking at the ubuntu list. __eo...\n", + "1552000 yup, default install __eou__\n", + "...\n", + "1553000 at the boot: prompt select 'linux single root=/dev/hdx (wher...\n", + "1554000 then you mean AD __eou__ http://www.google.com.au/search?hl=...\n", + "1555000 already tried that... but it doesn't seem to work :/ __eou__...\n", + "1556000 no __eou__\n", + "...\n", + "1557000 vncviewer is also installed, so you can use desktops remotel...\n", + "1558000 you should install it from the repositories __eou__\n", + "...\n", + "1559000 is it working? __eou__\n", + "...\n", + "1560000 I recommend https://wiki.ubuntu.com/ExampleConffiles, the mo...\n", + "1561000 please we're trying to help you. No need to troll. __eou__\n", + "...\n", + "1562000 best text editor, bar none __eou__\n", + "...\n", + "1563000 i know, i've never liked the synaptic method. i'm asking for...\n", + "1564000 people still use bitchx? __eou__\n", + "...\n", + "1565000 but the universe repo is NOT supported __eou__\n", + "...\n", + "1566000 sure, but do you need them? are they actually useful? __eou_...\n", + "1567000 where do i find that Muine then? __eou__\n", + "...\n", + "1568000 ermm how? example? __eou__ i copied that from when i restart...\n", + "1569000 how? =) __eou__\n", + "...\n", + "1570000 ok .. if you're running on an imac g5 then that has to be pp...\n", + "1571000 ah, no idea, sorry __eou__\n", + "...\n", + "1572000 2u2 was in response to Dr_Willis :P __eou__ http://www.ubunt...\n", + "1573000 try a fresh install -> sudo apt-get install --purge --reinst...\n", + "1574000 thanks - but it did work with several identical boxes earlie...\n", + "1575000 and it will have webcam support soon... __eou__ try and ma...\n", + "1576000 tarball and scp or sftp both of which exist on an machine wi...\n", + "1577000 I was under the impression that ubuntu uses UDEV __eou__ con...\n", + "1578000 packages was the work I meant to type - for breezy in answer...\n", + "1579000 i wouldn't know about gnome 2.12 __eou__\n", + "...\n", + "1580000 gftp first then fireftp __eou__\n", + "...\n", + "1581000 there is several posts in the ubuntu forums (look in the tip...\n", + "1582000 cant convince my woman to switch from windows :( __eou__\n", + "...\n", + "1583000 not in here please __eou__\n", + "...\n", + "1584000 i suppose so __eou__\n", + "...\n", + "1585000 nope __eou__\n", + "...\n", + "1586000 try disabling sound support in gnome (i.e. ESD) and then try...\n", + "1587000 Eh, no, not on the machine I'm messing with currently, thou...\n", + "1588000 those are bitmap pcf fonts, i believe __eou__ the artwiz __e...\n", + "1589000 synaptic is front end for apt-get/aptitude ... __eou__ can y...\n", + "1590000 we're all new to something __eou__ help.ubuntu.com __eou__\n", + "...\n", + "1591000 i think e17\"enlightenment\" gonna be the unique desktop syste...\n", + "1592000 Tad - it even supports my old tuner too. just about everythi...\n", + "1593000 its ok.now i see the Debian menu:) __eou__\n", + "...\n", + "1594000 then do apt-get update and apt-get dist-upgrade __eou__ I di...\n", + "1595000 i think i helped juantao with the gpg problem... __eou__\n", + "...\n", + "1596000 sure most of the dependencies can be resolved using the info...\n", + "1597000 no dducko __eou__ embeded wmv files __eou__\n", + "...\n", + "1598000 (synaptic:10222): Gdk-WARNING **: locale not supported by Xl...\n", + "1599000 I will tell them not to, because I have a reason. __eou__ an...\n", + "1600000 this sucks. __eou__ i give up lol, no 3d acceleration __eou_...\n", + "1601000 all of the \"myths of java\" are unfortunately trye __eou__ sk...\n", + "1602000 and .bashrc ? __eou__\n", + "...\n", + "1603000 Id be all by myself! __eou__\n", + "...\n", + "1604000 i type the commands, but it says \"cannot connect to X serve...\n", + "1605000 where do i find out how to make azureus the default for torr...\n", + "1606000 Not sure. Just trying to get my arms around what you were as...\n", + "1607000 aah you're one of those... __eou__\n", + "...\n", + "1608000 thabks I loking too __eou__\n", + "...\n", + "1609000 yes I know that...I am just a gigantic smart (_!_) sorry! ca...\n", + "1610000 Still, nice way to tell which version something is complaini...\n", + "1611000 did I mention *always*? __eou__\n", + "...\n", + "1612000 bmp crashes. __eou__\n", + "...\n", + "1613000 sweet thnx __eou__\n", + "...\n", + "1614000 ok ... i think I got that part ... now ... where do I start...\n", + "1615000 ill have a go at it. im in ssh so im constantly in and out a...\n", + "1616000 What will that accomplish ? __eou__\n", + "...\n", + "1617000 strange, that script runs on slackware by default __eou__ ye...\n", + "1618000 the first one. also see easysource __eou__ which distro are ...\n", + "1619000 ^^ __eou__\n", + "...\n", + "1620000 sometimes there is great freedom in having no choice, and I ...\n", + "1621000 did you find messages like \"{DriveSeek REady \" or not ? __eo...\n", + "1622000 like a cover on the big red switch :-) easy to do but discou...\n", + "1623000 ok i will check it out __eou__\n", + "...\n", + "1624000 Personally I don't see the point of using wireless on deskto...\n", + "1625000 I did. Been through the install, and this is the first reboo...\n", + "1626000 definitely maybe :) __eou__\n", + "...\n", + "1627000 thanks __eou__\n", + "...\n", + "1628000 see if installing python-gtk2 fixes it. __eou__\n", + "...\n", + "1629000 did you install ati drivers? and if so you might what to try...\n", + "1630000 ahhh __eou__\n", + "...\n", + "1631000 I don't have any firewall software, this is a fresh ubuntu i...\n", + "1632000 want some fun, greap -R /path/to/extracted/kernel/...\n", + "1633000 I love ubuntu dapper's new icons __eou__\n", + "...\n", + "1634000 Thanks so much! __eou__\n", + "...\n", + "1635000 not sure, how can i check? __eou__\n", + "...\n", + "1636000 welcome __eou__ apt-get __eou__ synaptic is a front end for ...\n", + "1637000 maybe, i'm not aware of one. all i know is that ntfs is rea...\n", + "1638000 no, mine was wrong.. it's !ipv6 __eou__\n", + "...\n", + "1639000 if you can't do a trace on it check the logs. ~.xsession-...\n", + "1640000 you have some command to install it in xterm? __eou__ its a ...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1641000 exactly .. __eou__\n", + "...\n", + "1642000 should my friend use jabber so that he can chat with me ? __...\n", + "1643000 well you probably hacenvt compile in the right options in or...\n", + "1644000 A windows partition will not effect a linux system. So.. do...\n", + "1645000 everything works just fine, but I can't use the three last c...\n", + "1646000 i know some bash but i don't know squat about php __eou__\n", + "...\n", + "1647000 fair enough. Any thoughts? __eou__\n", + "...\n", + "1648000 it cant be run wqithout xserver __eou__\n", + "...\n", + "1649000 ubuntu (or any os) cannot influence this __eou__ if your cd ...\n", + "1650000 you might find this of interest: http://www.debian-administr...\n", + "1651000 sry i havent tried out yet __eou__ but i will report as soon...\n", + "1652000 my computer in the network is still having internet access.....\n", + "1653000 64bit is missing support for most non-free apps same with pp...\n", + "1654000 they changed it! it used to always be in there simply under ...\n", + "1655000 i mean, the paid ones __eou__\n", + "...\n", + "1656000 su from that user? __eou__\n", + "...\n", + "1657000 hmmm did you google for that drive i assume? __eou__\n", + "...\n", + "1658000 \"if i recall correctly\" :) __eou__\n", + "...\n", + "1659000 if i delete CHAINLOADER +1 ... might that solve the problem?...\n", + "1660000 what's the deletion command? __eou__\n", + "...\n", + "1661000 ok, I'm waiting for you __eou__ please if I'm not reachable ...\n", + "1662000 I just let it do whatever it was going to do by default and ...\n", + "1663000 nope, it's a Lucent Orinoco __eou__\n", + "...\n", + "1664000 how? what's this? __eou__\n", + "...\n", + "1665000 I google it and I find some problems with sata and some durn...\n", + "1666000 well i doin't know anything about that then.. sorry. __eou__...\n", + "1667000 this isnt all in one file? __eou__\n", + "...\n", + "1668000 np im new to ubuntu/debian in general just learning the new ...\n", + "1669000 what about the root password for this cd? have any idea? cos...\n", + "1670000 you told me to do that before and I did that, but no problem...\n", + "1671000 it's in xchat __eou__\n", + "...\n", + "1672000 too bad ubuntu doesn't have /proc/config.gz __eou__\n", + "...\n", + "1673000 thnx __eou__ thnx to you too :) __eou__\n", + "...\n", + "1674000 http://www.dyndns.com/support/kb/archives/using_ddclient_wit...\n", + "1675000 DLink, I think... but i don't want to rout it... just like W...\n", + "1676000 ive done that 20 times no dice, firefox thinks mozilla is st...\n", + "1677000 what is iirc? and how do you convert a deb package to ubuntu...\n", + "1678000 cmod numbers dir __eou__ i suggest reading man chmod __eou__...\n", + "1679000 yah but installing xp on fat32 is generally not a good idea ...\n", + "1680000 thanks, the -r is what I needed, what does it mean? __eou__\n", + "...\n", + "1681000 ah .. interesting .. is it some bash peculiarity? Will it wo...\n", + "1682000 yea __eou__\n", + "...\n", + "1683000 If you really want it, I would use the vanilla kernel, yes. ...\n", + "1684000 the lo rule changed from 1786 167K to 1864 175K. No packet...\n", + "1685000 no __eou__ if you are using xfce you can set it in the autos...\n", + "1686000 never mind, it's fixed now __eou__\n", + "...\n", + "1687000 it's not possible to do that from rescue mode or the install...\n", + "1688000 get icecast, xmm, and xmms-liveice __eou__\n", + "...\n", + "1689000 hmm i might have ended up with my root FS as module, didn't ...\n", + "1690000 yes __eou__\n", + "...\n", + "1691000 what is the question it is asking? __eou__\n", + "...\n", + "1692000 dist-upgrade wants to install all sorts of new packages that...\n", + "1693000 it's not an iso __eou__ I want it as a raw device anyway __e...\n", + "1694000 I think they might __eou__\n", + "...\n", + "1695000 I have used it for months now without a hitch __eou__ all of...\n", + "1696000 northbridge? __eou__\n", + "...\n", + "1697000 i use the fglrx driver on the only machine capable, so no __...\n", + "1698000 Moritce, will that tell me if it is actually in use? __eou__...\n", + "1699000 Yes C. C is never compiler just in time __eou__ C is always ...\n", + "1700000 what if I don't want it to start by default? __eou__ isn't t...\n", + "1701000 sudo apt-get install bunch-of-free-mainboards __eou__\n", + "...\n", + "1702000 accroding to users-admin i do __eou__\n", + "...\n", + "1703000 anything you got to say ? __eou__\n", + "...\n", + "1704000 tried that and root only had access still, \"mount -t cifs //...\n", + "1705000 aclocal is correct __eou__\n", + "...\n", + "1706000 it makes a backup of your current xorg.conf and runs thru ...\n", + "1707000 its under your home __eou__ this is my example /home/Matt/.m...\n", + "1708000 join me in #pelo since this is off topic __eou__ no need t...\n", + "1709000 sry, my bad: xchat-systray or xchat-systray-integration __eo...\n", + "1710000 Eww __eou__\n", + "...\n", + "1711000 what are you trying to get from there? __eou__\n", + "...\n", + "1712000 install the fglrx driver __eou__\n", + "...\n", + "1713000 True. I am a very paranoid person (and I love security-based...\n", + "1714000 dist upgrade to dapper then use the upgrade manager __eou__\n", + "...\n", + "1715000 so you get the problem in any media player you try __eou__\n", + "...\n", + "1716000 stopped __eou__\n", + "...\n", + "1717000 ahhhh __eou__\n", + "...\n", + "1718000 how did you set it up, on your router? __eou__\n", + "...\n", + "1719000 no, but I have totem-gstreamer et al __eou__\n", + "...\n", + "1720000 maybe __eou__ he is probably going to have to convert the dv...\n", + "1721000 good. sounds like you have a pretty good idea what needs to...\n", + "1722000 what would i enter into the terminal to do that __eou__\n", + "...\n", + "1723000 hmm __eou__ i'll check it out tomorrow __eou__\n", + "...\n", + "1724000 ah, didn't know about the wiki. __eou__\n", + "...\n", + "1725000 apecat, __eou__ Thanks! Been meaning to nail this down for a...\n", + "1726000 i wouldn't do what he's done either __eou__\n", + "...\n", + "1727000 plenty of highly paid programmers. __eou__\n", + "...\n", + "1728000 Just incase u forget __eou__\n", + "...\n", + "1729000 I doubt that __eou__\n", + "...\n", + "1730000 \"Could not init font path element /var/blahblahvblah/TrueTyp...\n", + "1731000 xfcemediaplayer just loads themm. __eou__\n", + "...\n", + "1732000 my spelling is a bit off __eou__\n", + "...\n", + "1733000 lol __eou__\n", + "...\n", + "1734000 ohh ok, i thought that was a gnome login screen. __eou__ th...\n", + "1735000 yeah, but E17 and enlightenment are 2 different beasts __eou...\n", + "1736000 -- thanks, I knew I had seen that functionality *somewhere*!...\n", + "1737000 :) __eou__\n", + "...\n", + "1738000 cat won't let you browse the file, so it's not convenient fo...\n", + "1739000 kitche: like this: http://pastebin.ca/315975 __eou__\n", + "...\n", + "1740000 use: sudo aticonfig --initial __eou__ then restart your comp...\n", + "1741000 ok, then the theme installer should be ok, just drag the tar...\n", + "1742000 good point __eou__\n", + "...\n", + "1743000 ok ill check it __eou__\n", + "...\n", + "1744000 there should be a how-to somewhere, just a second __eou__\n", + "...\n", + "1745000 6.06 is ubuntu Dapper Drake __eou__\n", + "...\n", + "1746000 sweet! have you upgraded to feisty? __eou__\n", + "...\n", + "1747000 sorry can't help you much __eou__\n", + "...\n", + "1748000 did you see my answer? __eou__\n", + "...\n", + "1749000 , i'm looking for a program that can scan files for virusses...\n", + "1750000 what was the command you ran? __eou__ to install it __eou__\n", + "...\n", + "1751000 thanks __eou__\n", + "...\n", + "1752000 thanks __eou__\n", + "...\n", + "1753000 It's impossible the use any special keys, also the windows k...\n", + "1754000 ;) __eou__ I'm not a core developer, no. I can only upload ...\n", + "1755000 i was just confused cause you had a ~ infront of /tmp, so i ...\n", + "1756000 thank you, that worked __eou__\n", + "...\n", + "1757000 I used kernel.org, but I just picked on randomly __eou__\n", + "...\n", + "1758000 all are removed __eou__\n", + "...\n", + "1759000 ty __eou__\n", + "...\n", + "1760000 thanks __eou__\n", + "...\n", + "1761000 its a custom vmware build running vmware-server on top of ub...\n", + "1762000 fuser -v /dev/partitionnumber __eou__ security fixes are bac...\n", + "1763000 Would you mind taking a glance at my xorg.conf? __eou__ http...\n", + "1764000 what's cli ? __eou__\n", + "...\n", + "1765000 besides, the torrent was going to take like a day to downloa...\n", + "1766000 thanks, i'll take a look __eou__\n", + "...\n", + "1767000 thanks __eou__ do you know if the information is already up ...\n", + "1768000 then this is your chance for the big leagues. Download the ...\n", + "1769000 well i did that, even before per \"chsh\", but when i start gn...\n", + "1770000 the volume of gnome sounds is OK, It is the system bell what...\n", + "1771000 and this error in the first pastebin happens when the module...\n", + "1772000 :) __eou__\n", + "...\n", + "1773000 thanks, that worked __eou__\n", + "...\n", + "1774000 it feels broken :( the gui is much easier to do downgrades ...\n", + "1775000 i find that fact hard to accept :) __eou__\n", + "...\n", + "1776000 the filesystem needs to not be mounted, so live cd is the be...\n", + "1777000 no, \"why?\" was my question :) __eou__\n", + "...\n", + "1778000 Okay __eou__ Holy crap, it's working lol __eou__ Same here, ...\n", + "1779000 THX __eou__\n", + "...\n", + "1780000 baby steps __eou__ heh __eou__ thx Z__ __eou__\n", + "...\n", + "1781000 thanks __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1782000 NP. __eou__\n", + "...\n", + "1783000 actually, I just installed avant-window-navigator, and want ...\n", + "1784000 is it working for you in Feisty? __eou__\n", + "...\n", + "1785000 which files? __eou__\n", + "...\n", + "1786000 could you right click on the applet and check the properties...\n", + "1787000 sure __eou__\n", + "...\n", + "1788000 I'm using alternate install. I'm reinstalling feisty. I got ...\n", + "1789000 you don't have to defrag. __eou__\n", + "...\n", + "1790000 do other 3d games work? __eou__\n", + "...\n", + "1791000 try this url:: http://www.howtoforge.com/ubuntu_feisty_beryl...\n", + "1792000 packages.ubuntu.com __eou__\n", + "...\n", + "1793000 Heh, it's *also* required for nvidia's horrible drivers, too...\n", + "1794000 what isn't __eou__ jealous? __eou__\n", + "...\n", + "1795000 Nah.. __eou__\n", + "...\n", + "1796000 i would ask but theres like 3 different issues. ready? __eou...\n", + "1797000 what else do you want to trust? we have no access to \"objec...\n", + "1798000 that is one odd xorg.conf __eou__ I dont think that you need...\n", + "1799000 hmmmm, that seems to be the sources of the Ubuntu package bu...\n", + "1800000 can't find the anjuta folder either: its not in /etc __eou__...\n", + "1801000 You want pretty, take a peek at beryl when you get your desk...\n", + "1802000 do you have other computers on the LAN and if so, do they co...\n", + "1803000 I have problems with Netgear routers dropping connections af...\n", + "1804000 I have the required drivers and such. By all rights, it shou...\n", + "1805000 does it work now? __eou__\n", + "...\n", + "1806000 there is nothing to back up for me... __eou__\n", + "...\n", + "1807000 its still closing after executing the command.... __eou__\n", + "...\n", + "1808000 just saying, Pidgin doesnt like being compiled from source _...\n", + "1809000 Wouldn't have a clue, but I'm sure there is one. __eou__\n", + "...\n", + "1810000 http://ubuntuforums.org/showthread.php?t=198453 <- a thread ...\n", + "1811000 try anjuta __eou__ or just open the files with the dialogue ...\n", + "1812000 thanks, i just needed to recheck the apps i wanted. __eou__\n", + "...\n", + "1813000 Its simply router creates ppp with ineternet, i can login to...\n", + "1814000 nope __eou__\n", + "...\n", + "1815000 what do you prefer then? __eou__\n", + "...\n", + "1816000 what's your real question? :) __eou__\n", + "...\n", + "1817000 np __eou__\n", + "...\n", + "1818000 thanks __eou__\n", + "...\n", + "1819000 yes I am __eou__\n", + "...\n", + "1820000 that's different also __eou__\n", + "...\n", + "1821000 does the ubuntu computer have internet access? __eou__\n", + "...\n", + "1822000 : can i install ubuntu using thumb drive and a dvd image? __...\n", + "1823000 >_> How? __eou__ fdisk? >_< __eou__\n", + "...\n", + "1824000 ty __eou__\n", + "...\n", + "1825000 Well, it happens on ALL hosts. I get a lot of strange chara...\n", + "1826000 i think that is the wrong terminology. __eou__\n", + "...\n", + "1827000 no kde __eou__\n", + "...\n", + "1828000 ...\n", + "1829000 we were asking in polite english :D __eou__\n", + "...\n", + "1830000 So your telling me i might as well go with gutsy if i want 1...\n", + "1831000 i dont understand what that means to me __eou__ nvm i unders...\n", + "1832000 how can i solve it? __eou__\n", + "...\n", + "1833000 Thanks __eou__\n", + "...\n", + "1834000 sh __eou__\n", + "...\n", + "1835000 oh __eou__\n", + "...\n", + "1836000 doesn't seem like it would freeze the machine... there are m...\n", + "1837000 do you know if (for me this is) the direct cd printing works...\n", + "1838000 ok -- i m updating ... __eou__\n", + "...\n", + "1839000 then I'm not sure (not on dapper anymore)...sorry __eou__\n", + "...\n", + "1840000 it returns it's process number, but it still doesn't come up...\n", + "1841000 do you remember having a seperate session for XGL? __eou__\n", + "...\n", + "1842000 try \"sudo apt-get update\" then \"sudo apt-get remove flashplu...\n", + "1843000 not found either :( __eou__\n", + "...\n", + "1844000 I get this: Could not find device for //boot: Not found or n...\n", + "1845000 my xcom work good the way it is, i but i dont have any hardw...\n", + "1846000 use the linux version, not the windows version, and if not o...\n", + "1847000 /nickserv help __eou__ If it's your nick, then you can recla...\n", + "1848000 !gutsy | amx109 __eou__\n", + "...\n", + "1849000 sorry I wouldnt know __eou__\n", + "...\n", + "1850000 i did that it is not working __eou__\n", + "...\n", + "1851000 my system rebooted this morning, and when it came back up, n...\n", + "1852000 nope. LTS = Long Term Support. __eou__\n", + "...\n", + "1853000 Not according to \"man sshd_config\" __eou__ HPUX does :-) __e...\n", + "1854000 hehehe...I will, just dont know when will I try it :)...hehe...\n", + "1855000 what are you trying to installe ? __eou__\n", + "...\n", + "1856000 Whining?? I installed that CRAP Gutsy because of people said...\n", + "1857000 ah right :) close :) __eou__\n", + "...\n", + "1858000 they use them for caching __eou__\n", + "...\n", + "1859000 i would back it up to another drive, or u can resize your 32...\n", + "1860000 1G __eou__ 1GB astro76 :) __eou__ so how much i ll use __eou...\n", + "1861000 thanks :) __eou__\n", + "...\n", + "1862000 no, there is no VIdeoOverlay option __eou__\n", + "...\n", + "1863000 I'll put it on mah webserver __eou__ http://stainer.homelinu...\n", + "1864000 lol __eou__\n", + "...\n", + "1865000 did u upgrade from 7.04? __eou__\n", + "...\n", + "1866000 No. Just download a Linux source distribution from kernel.or...\n", + "1867000 nope, it was working for a while __eou__ but then all of a s...\n", + "1868000 trevino, automatix and anything else will break your system ...\n", + "1869000 bummer. no 2.6.23 there. any idea where i can find the ubunt...\n", + "1870000 i presume you have fresh installed system..right?? ubuntu?? ...\n", + "1871000 cp /source /destination __eou__ I was gonna suggest you us...\n", + "1872000 here's another thought: set gdm to autologin and configure v...\n", + "1873000 you can also search through packages for files online: http:...\n", + "1874000 i asked if there was a shortcut for switching between layout...\n", + "1875000 really ? __eou__ what type of card __eou__\n", + "...\n", + "1876000 could be wlan0 ? __eou__\n", + "...\n", + "1877000 so, if I have an okay nvidia card that is giving me trouble,...\n", + "1878000 do you enter a latter it can complete? __eou__\n", + "...\n", + "1879000 thanks, :) turned out it was just one file __eou__\n", + "...\n", + "1880000 primary difference is that ext3 has a journal __eou__ and so...\n", + "1881000 for example...if an package is installed...you could use th...\n", + "1882000 sorry about the long message. __eou__\n", + "...\n", + "1883000 much appreciated __eou__\n", + "...\n", + "1884000 thanks, ill look it up __eou__\n", + "...\n", + "1885000 OK, I've got to go through a few reboots so I'll be dropping...\n", + "1886000 but when i run ifconfig wlan0 up it brings up the wireless c...\n", + "1887000 Athlon XP is 686, with MMX.. and some other stuff __eou__ th...\n", + "1888000 I'm working with a family member who has two notebooks. On 7...\n", + "1889000 well i dont know ... in any case... i need to do pon nameo...\n", + "1890000 do you know what others :) __eou__\n", + "...\n", + "1891000 ahh if noone has an answer here id suggest asking in #compiz...\n", + "1892000 in theory you're right, but in practice there's not much use...\n", + "1893000 Yes I know that. :) I just want to use this old machine to p...\n", + "1894000 do you have a lot of data to back up? __eou__ do you have al...\n", + "1895000 thx... __eou__\n", + "...\n", + "1896000 its the developmental version gutsy 7.10 is the latest versi...\n", + "1897000 - no, i guess. __eou__\n", + "...\n", + "1898000 it was, but I just fixed the problem anyway. __eou__\n", + "...\n", + "1899000 I assumed that you were using 'mail', for which you can redi...\n", + "1900000 yes i am here __eou__\n", + "...\n", + "1901000 it shows in Mb/s __eou__\n", + "...\n", + "1902000 no it's not __eou__\n", + "...\n", + "1903000 sudo aptitude install ubuntu-desktop __eou__\n", + "...\n", + "1904000 I'm not sure which codec I need __eou__\n", + "...\n", + "1905000 true so it says this on boot? __eou__ You can set splash scr...\n", + "1906000 i know 6.06 was where I started, but 7.04 or 7.10 is lightye...\n", + "1907000 never done that. Whenever I do unzip it extracts all the fil...\n", + "1908000 how? __eou__\n", + "...\n", + "1909000 np __eou__\n", + "...\n", + "1910000 it worked. i dont know where jcdg went __eou__\n", + "...\n", + "1911000 not at the moment __eou__ thinking about changing to gutsy X...\n", + "1912000 sounds good __eou__\n", + "...\n", + "1913000 Bingo - You figured it out. :) __eou__\n", + "...\n", + "1914000 certainly worthwhile. __eou__\n", + "...\n", + "1915000 i used to use other linux distros in the past. linux was a b...\n", + "1916000 ahh. sorry. :) __eou__\n", + "...\n", + "1917000 not sure, it's the default ubuntu install on myserver __eou_...\n", + "1918000 hmm, maybe #kubuntu can help. I can't and nobody else in her...\n", + "1919000 E319: Sorry, the command is not available in this version __...\n", + "1920000 then that is the 5007 not the 5006 just a second __eou__\n", + "...\n", + "1921000 thanks it works! __eou__\n", + "...\n", + "1922000 gksudo gedit /etc/apt/sources.list __eou__\n", + "...\n", + "1923000 you'd have to put error trapping in the script __eou__ as cr...\n", + "1924000 : i can. but I don't want to. thanks anyway? i was just read...\n", + "1925000 www.distrowatch.com has a plethora of choices for tiny insta...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1926000 what did you do? __eou__\n", + "...\n", + "1927000 i don't know, let me see it in fdisk __eou__\n", + "...\n", + "1928000 i'll be completely honest and say i don't really know ubuntu...\n", + "1929000 Ah, sweet. Thanks. __eou__\n", + "...\n", + "1930000 not sure about ati, sorry __eou__\n", + "...\n", + "1931000 hah, why didn't i think of that? (just disabling the source...\n", + "1932000 Isn't there some new wireless utility with Hardy? __eou__\n", + "...\n", + "1933000 bazhang: thanks i'll tell her to try both __eou__\n", + "...\n", + "1934000 ok, thanks __eou__\n", + "...\n", + "1935000 Hmmmm that leans more towards ram/cpu issues than software, ...\n", + "1936000 does it give any errors? __eou__\n", + "...\n", + "1937000 you wouldn't happen to know the commands off-hand? __eou__\n", + "...\n", + "1938000 i hope you r here i still face troubles wih pptp client , i ...\n", + "1939000 : I don´t see it that way when I send it but O.K. __eou__\n", + "...\n", + "1940000 ya __eou__ if I have rythmbox running i don't get sound __eo...\n", + "1941000 ok thanks __eou__\n", + "...\n", + "1942000 weird, I unset DISPLAY and gconftool-2 still worked for me _...\n", + "1943000 not sure; I'm more of a gui fan -->best ask the channel for ...\n", + "1944000 check and or remove mozilla addons in firefox beta 5 seemed ...\n", + "1945000 that seems to tell you what to do __eou__\n", + "...\n", + "1946000 startx does nothing? no output at all? __eou__\n", + "...\n", + "1947000 if they are built correctly maybe __eou__\n", + "...\n", + "1948000 thank you very much for the reply __eou__\n", + "...\n", + "1949000 sorry, I got confused and thought you were a different user ...\n", + "1950000 how? __eou__\n", + "...\n", + "1951000 like you got ram to stick into your laptop ? i'd compare ...\n", + "1952000 every ubuntu release has had 2.6 i think. __eou__\n", + "...\n", + "1953000 ok i did, did that just reinstall it? __eou__\n", + "...\n", + "1954000 just type that __eou__\n", + "...\n", + "1955000 - ah ok... pretty cool. All you need to do then is check the...\n", + "1956000 Oh, lol, ok :p __eou__\n", + "...\n", + "1957000 ya :D glad to get help from u to thanks __eou__\n", + "...\n", + "1958000 , u helped me alot __eou__ :)_ __eou__\n", + "...\n", + "1959000 thanks __eou__\n", + "...\n", + "1960000 it doesnt work, it says \"E: dpkg was interupted etc.... __eo...\n", + "1961000 ty ill have a looksee __eou__\n", + "...\n", + "1962000 yes because it doesn't run as user __eou__\n", + "...\n", + "1963000 whoops, I mean blackstone __eou__\n", + "...\n", + "1964000 i have the microsoft natural ergonomic keybard 4000;;; but t...\n", + "1965000 pardon? __eou__\n", + "...\n", + "1966000 ok, if you don't won't to paste it, I can't help __eou__\n", + "...\n", + "1967000 yep, it's good to know some basics about the OS you're runni...\n", + "1968000 Sry, just checking out the bot __eou__\n", + "...\n", + "1969000 ok, thanks you actually helped me figure out the problem... ...\n", + "1970000 i just was going to wipe 7.x complete and plop 8.x on that d...\n", + "1971000 I'll give that a try __eou__\n", + "...\n", + "1972000 thanks __eou__\n", + "...\n", + "1973000 from a fresh install? __eou__\n", + "...\n", + "1974000 the drive ubuntu is currently booting off is an ide drive __...\n", + "1975000 Paulo - on the compiz fusion site they have a description of...\n", + "1976000 that usually is the cause of this __eou__ and I would not bo...\n", + "1977000 with the link above, I was able to set my gnome cpu monitori...\n", + "1978000 i mean that I can view my partitions in nautilus but I can't...\n", + "1979000 not like that, no __eou__\n", + "...\n", + "1980000 I checked my clock preference and there is no box or anythin...\n", + "1981000 doesn't seem either of those suit my needs.. rtorrent is tex...\n", + "1982000 yah __eou__\n", + "...\n", + "1983000 most likely __eou__\n", + "...\n", + "1984000 set vim to run in virtual mode __eou__ well at least that fi...\n", + "1985000 err... if the bootloader is screwed, there is no kernel, so ...\n", + "1986000 no no, the entire bar __eou__\n", + "...\n", + "1987000 i will check for \"/dev/ath*\" tj83: in my past experience, it...\n", + "1988000 pirate_hunter: Yeah, in your desktop manager it should just ...\n", + "1989000 it worked for me :( __eou__\n", + "...\n", + "1990000 I know it can't, and if it tried it would need to scale and ...\n", + "1991000 i'm an ubuntu n00b __eou__\n", + "...\n", + "1992000 i didnt understand it __eou__ how can i use that thing? __eo...\n", + "1993000 you need a cross compiler. i don't see any packages for them...\n", + "1994000 have you enable the drivers for your videocard? __eou__\n", + "...\n", + "1995000 dunno __eou__\n", + "...\n", + "1996000 how do i use it? __eou__\n", + "...\n", + "1997000 i know that Ubuntu can do OpenVPN but why would I want to? _...\n", + "1998000 I'm sorry, there's no other way to interpret this: 05:37 < a...\n", + "1999000 did you ever get this error message or do you know how to fi...\n", + "2000000 then just click on applications, accesories, terminal __eou...\n", + "2001000 no. __eou__ but that doesn't mean it doesn't exist... __eou_...\n", + "2002000 ah that's interesting... I looked in xorg.conf for the dontZ...\n", + "2003000 forget what I said. How about you just put the module (drive...\n", + "2004000 it worked before while I was running windows, but I cant fig...\n", + "2005000 maybe you were entering a password to mount FAT32? __eou__\n", + "...\n", + "2006000 you're funny __eou__ i once used a little utility called pho...\n", + "2007000 thanks __eou__\n", + "...\n", + "2008000 hardy or ibex? __eou__\n", + "...\n", + "2009000 is it an xorg.conf issue? __eou__ pad works with xubuntu liv...\n", + "2010000 yeah __eou__\n", + "...\n", + "2011000 so any idea?? __eou__\n", + "...\n", + "2012000 I guess that depends on the game __eou__\n", + "...\n", + "2013000 to make my pc load free less mem __eou__\n", + "...\n", + "2014000 yep. nvidia geforce 6150 __eou__\n", + "...\n", + "2015000 it used to work on 8.04... __eou__\n", + "...\n", + "2016000 I believe I should put that extracted GNOME Icon in somewher...\n", + "2017000 try apt-cache search __eou__ or http://packages.ubuntu.com/ ...\n", + "2018000 its built in. i just noticed this though, is it meaningful?...\n", + "2019000 Oh! works. __eou__\n", + "...\n", + "2020000 : thanks, but i dont have alt cd and my optical drive isnt w...\n", + "2021000 i have a xps one allinone with an intel video card that is u...\n", + "2022000 okay. So hit Alt+f2, type gconf-editor, and hit enter. Go to...\n", + "2023000 i believe that specifies _which_ vt to reside in. it doesn't...\n", + "2024000 i like dell, millions also do, millions also don't __eou__ H...\n", + "2025000 when my master volume is set at 50% and everything else I ca...\n", + "2026000 i did a fresh ubuntu 8.10 install, no upgrading __eou__\n", + "...\n", + "2027000 ls -l RegnumOnlineInstall_32 __eou__\n", + "...\n", + "2028000 Have you tried googling first? __eou__\n", + "...\n", + "2029000 Umm CLI? __eou__\n", + "...\n", + "2030000 yep __eou__ Ok m8. __eou__\n", + "...\n", + "2031000 you dont give permissions to apps, only to users __eou__\n", + "...\n", + "2032000 i know the ip of the server as it is static __eou__\n", + "...\n", + "2033000 so far I only have one page that is close enough to what I'm...\n", + "2034000 thanks __eou__ Hmm, how do I figure out which one is eth1, e...\n", + "2035000 np man __eou__\n", + "...\n", + "2036000 the article in wikipedia on java is quite good __eou__\n", + "...\n", + "2037000 I don't know. __eou__\n", + "...\n", + "2038000 Setting up the rsyncd.conf file __eou__ And the various othe...\n", + "2039000 -> cd __eou__ -> are you sure it is desktop not Desktop? ca...\n", + "2040000 you can only reinstall __eou__\n", + "...\n", + "2041000 huh? __eou__\n", + "...\n", + "2042000 oh... you mean i can use dpkg with that ? __eou__\n", + "...\n", + "2043000 ive gotta learn some day! __eou__\n", + "...\n", + "2044000 If you can find the iso, you should be able to mount it. __e...\n", + "2045000 thank you. __eou__\n", + "...\n", + "2046000 can you pastebin what is happening? __eou__\n", + "...\n", + "2047000 interesting, but i would like only from FF. __eou__\n", + "...\n", + "2048000 transmissioncli doesn't work ? __eou__\n", + "...\n", + "2049000 oh ya mean the nickserv irc password. :) lol.. '/msg nicks...\n", + "2050000 it was a joke __eou__\n", + "...\n", + "2051000 sorry __eou__\n", + "...\n", + "2052000 What *is* #ubuntu+1? I can't really find anything helpful on...\n", + "2053000 your xorg.conf is fine, and xrandr is also fine, what exactl...\n", + "2054000 my question is is it safe to build programs using sudo apt-g...\n", + "2055000 good luck then __eou__ I lost my patience with Windows long ...\n", + "2056000 : i just got done installing it, stable thus far (2hrz) __eo...\n", + "2057000 do you prefer vi or emacs? choose whichever commands you're ...\n", + "2058000 do you happen to have a link for the torrent? __eou__\n", + "...\n", + "2059000 what? thats a first __eou__\n", + "...\n", + "2060000 any sort of similarity could be used to split them up, but i...\n", + "2061000 no.. it means i stopped dpkg-reconfigure part way through __...\n", + "2062000 yes on some not all sites __eou__\n", + "...\n", + "2063000 yes __eou__ sorry, i gotta go. make a swap and ext3 partitio...\n", + "2064000 I input this rm -r nacl and get this rm: descend into direct...\n", + "2065000 yep, AK_Dave is right __eou__\n", + "...\n", + "2066000 i am just about to go camping so i will play with it tomorro...\n", + "2067000 you need to edit hte options in /etc/fstab __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2068000 np __eou__\n", + "...\n", + "2069000 and file a bug report to linux on launchpad.net __eou__\n", + "...\n", + "2070000 sorry i dont know about LTS __eou__ how can i check ? __eou_...\n", + "2071000 http://ubuntu.wordpress.com/2006/08/02/local-dns-cache-for-f...\n", + "2072000 yeah, I was giving up in here :P __eou__\n", + "...\n", + "2073000 so make swap 2Gb __eou__\n", + "...\n", + "2074000 I may be the connection, idk that much about it __eou__\n", + "...\n", + "2075000 ;) __eou__\n", + "...\n", + "2076000 its fresh __eou__ straight from the site __eou__\n", + "...\n", + "2077000 yeah __eou__ something on the lines of phpmyadmin __eou__\n", + "...\n", + "2078000 thanx, never heard of it. I am off liveCD right now cause i ...\n", + "2079000 what's the whole filename? __eou__ did you get it from http:...\n", + "2080000 !thanks | Klunk __eou__ where as I am the person that trigg...\n", + "2081000 ok, let's try __eou__\n", + "...\n", + "2082000 howto vpn l2tp over ipsec on ubuntu jaunty ? __eou__\n", + "...\n", + "2083000 lightweight relative to how lightly the user runs it... __eo...\n", + "2084000 thats not a channel __eou__\n", + "...\n", + "2085000 ahhhhh thank you __eou__\n", + "...\n", + "2086000 aptitude search pidgin will show all pidgin packages __eou__...\n", + "2087000 no, 32b __eou__\n", + "...\n", + "2088000 Okay thanks :) __eou__\n", + "...\n", + "2089000 > I have a problem .....tor, privoxy and firefox are all ins...\n", + "2090000 yeah... i suppose ubuntu preloads a bunch of different modul...\n", + "2091000 Yes: http://blender.org __eou__\n", + "...\n", + "2092000 I must be mistaking then with 9.04 :) my bad :) __eou__\n", + "...\n", + "2093000 yes, same issue __eou__\n", + "...\n", + "2094000 just type in make? __eou__\n", + "...\n", + "2095000 k __eou__\n", + "...\n", + "2096000 root from terminal can play soundm though __eou__ root from ...\n", + "2097000 then please stay on-topic: ubuntu support __eou__\n", + "...\n", + "2098000 I am experiencing this on 2 machines, one intel laptop and o...\n", + "2099000 !info ufw __eou__\n", + "...\n", + "2100000 \"direct\" ssh connection? As opposed to an /indirect/ one? _...\n", + "2101000 can you ssh in? __eou__\n", + "...\n", + "2102000 the page he was using though, didn't say to re boot hmm __e...\n", + "2103000 lol but what does it really do? is it a VM ? __eou__\n", + "...\n", + "2104000 Okay. I guess I don't have a solution for you then. Sorry....\n", + "2105000 is this(System/Preferenced/Sound command) window or ubuntu? ...\n", + "2106000 I checked there doesn't seem to be any other package manager...\n", + "2107000 ty __eou__ i assumed linux-source would be just the patched ...\n", + "2108000 yes, do you know how to get the latest repo for transmission...\n", + "2109000 im looking to use ubuntu as a live environment to remove vir...\n", + "2110000 I think it is, k3b for example has this option but I don't w...\n", + "2111000 ive never used it :) and im short on time so had not time to...\n", + "2112000 whats it called? __eou__ ok __eou__\n", + "...\n", + "2113000 Can you read from the drive? __eou__ That'd help. __eou__\n", + "...\n", + "2114000 yes __eou__\n", + "...\n", + "2115000 no.. willis is my first name __eou__\n", + "...\n", + "2116000 yep. I don't need down to the byte value, a general idea wil...\n", + "2117000 thanks - i'm looking more for a videoconferencing solution, ...\n", + "2118000 no I was just thinking about how some words in English hav...\n", + "2119000 ahh yes thanks :) __eou__\n", + "...\n", + "2120000 no such device __eou__\n", + "...\n", + "2121000 ok __eou__\n", + "...\n", + "2122000 mine is a gui app. Just to make things more complicated. __...\n", + "2123000 desktop 9, 699mb.iso 32bit. on a 6,4 gb quantum fireball ata...\n", + "2124000 mine works ? __eou__ can you tell kathie the command to rest...\n", + "2125000 So, I have to compile it from source or getdeb? __eou__\n", + "...\n", + "2126000 i use only synaptic with official repository __eou__\n", + "...\n", + "2127000 canon would have something but if found that HP has better m...\n", + "2128000 sudo apt-get gparted __eou__ gparted is the gnome partition ...\n", + "2129000 how __eou__\n", + "...\n", + "2130000 right, my server doesn't allow ssh, so, only ftp __eou__\n", + "...\n", + "2131000 got right version, http://pastebin.com/d2de70cdc __eou__\n", + "...\n", + "2132000 i figured, radeonhd gives me atrocious FPS __eou__ radeon wo...\n", + "2133000 no __eou__\n", + "...\n", + "2134000 \\o/ __eou__ hehe, I only had to persuade ya __eou__ everythi...\n", + "2135000 it some local brand called TransTech __eou__\n", + "...\n", + "2136000 i don't think you can view the output __eou__\n", + "...\n", + "2137000 ah, sorry then. actually so does the download page :p just t...\n", + "2138000 ah.. hit CTRL+H to view hidden directories.. any directory b...\n", + "2139000 gonna try that now and see if it works __eou__\n", + "...\n", + "2140000 screen is a window manager for text terminals that lets you ...\n", + "2141000 Keyring will work for them IIRC __eou__\n", + "...\n", + "2142000 in addition to those instruccions gnubie gave you, you can a...\n", + "2143000 sudo mv srcfile destination __eou__\n", + "...\n", + "2144000 i ok i will try again __eou__ cant seem to remove the wifi s...\n", + "2145000 don't have live cd, it was update manager upgrade.. __eou__\n", + "...\n", + "2146000 http://ubuntuforums.org/showthread.php?t=603492 check this _...\n", + "2147000 thought you said that. my bad...dude. __eou__\n", + "...\n", + "2148000 thanks, i have to add responsiveness patches to make it usea...\n", + "2149000 dcc chat __eou__\n", + "...\n", + "2150000 yea, I know about songbird. I'll try it, but I bet it uses g...\n", + "2151000 I can't find the reason... I don't understand the posts I fo...\n", + "2152000 wicked thanks __eou__ that guide doesn't really have anythin...\n", + "2153000 thanks! If I have my router allowing VPNs will I still need ...\n", + "2154000 yes. but for that, i have to install grub2 wich will automag...\n", + "2155000 yes automagically so __eou__\n", + "...\n", + "2156000 it might be a bug in empathy __eou__\n", + "...\n", + "2157000 thanks for the idea ;) __eou__\n", + "...\n", + "2158000 :) I want to get reed of MS and Adobe __eou__\n", + "...\n", + "2159000 I think you need root power __eou__\n", + "...\n", + "2160000 you mean make a symlink of ~/.rhythmbox (or whatever it's ca...\n", + "2161000 you can also try this: http://www.torproject.org/index.html....\n", + "2162000 thanks __eou__\n", + "...\n", + "2163000 Thank you sir.. __eou__\n", + "...\n", + "2164000 That sucks. If 10.04 LTS is this bad then Im staying with pu...\n", + "2165000 you mean ubuntu workstations can be added to the ubuntu doma...\n", + "2166000 oh come on. this is in fact the internet... __eou__\n", + "...\n", + "2167000 right. I've just never used it __eou__\n", + "...\n", + "2168000 nah.. I think that will just get the output from the last co...\n", + "2169000 im open to any suggestions, i have no idea what pulseaudio i...\n", + "2170000 As I said, removing kernels by synaptic only will remove cur...\n", + "2171000 nope.. __eou__\n", + "...\n", + "2172000 yep! __eou__ and the xxx format is 'self' 'group' 'world'. ...\n", + "2173000 my router has the channel set to auto... what's the best to ...\n", + "2174000 but i want to manage vhosts as well __eou__ i want a thing l...\n", + "2175000 they are giving different info from what i got when i was gi...\n", + "2176000 the syntax for sending a factoid to a user is \"!factoid | us...\n", + "2177000 omg ur awesome __eou__\n", + "...\n", + "2178000 well, i was looking at audacious, but the provided .deb isn'...\n", + "2179000 dunno, arent there other events to use that occur after the ...\n", + "2180000 then he should use unrar __eou__\n", + "...\n", + "2181000 http://serverfault.com/questions/92429/cannot-install-mysql-...\n", + "2182000 I thought that too and changed the settings a few times but ...\n", + "2183000 should I get mplayer instead? is there any special reason fo...\n", + "2184000 what ftp server are you using? __eou__\n", + "...\n", + "2185000 you just have to set up you MX domains to google's servers a...\n", + "2186000 I downloaded the Package from http://www.virtualbox.org and ...\n", + "2187000 do you get \"It's working!\" when you try http://localhost ? _...\n", + "2188000 correct __eou__\n", + "...\n", + "2189000 ahhhh, i've been x'ing out instead of typing exit, hm... we...\n", + "2190000 no, OS X __eou__\n", + "...\n", + "2191000 guntbert thanks, I will try them __eou__\n", + "...\n", + "2192000 ah i got that taken care of already :-) __eou__\n", + "...\n", + "2193000 /etc/X11/xorg.conf ? i thought i heard it had been removed i...\n", + "2194000 what should i search for, explicitely? __eou__\n", + "...\n", + "2195000 have you run sudo update-grub? __eou__\n", + "...\n", + "2196000 what is backend? :S __eou__\n", + "...\n", + "2197000 thx __eou__\n", + "...\n", + "2198000 i used netbootin __eou__ i used unetnootin __eou__\n", + "...\n", + "2199000 thanks bud __eou__\n", + "...\n", + "2200000 i use to click on my username __eou__ but i don see anything...\n", + "2201000 know about DSL... not a big deal on nettops imho __eou__ mp1...\n", + "2202000 It exists in Chromium, but I believe the same option is avai...\n", + "2203000 I'm looking a distro with a good hw dectection mechanism... ...\n", + "2204000 mine 2.6.32-22-generic #33-Ubuntu SMP Wed Apr 28 13:28:05 ...\n", + "2205000 Valve has already stated that if you bought a game for Windo...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2206000 OK. __eou__\n", + "...\n", + "2207000 :( __eou__\n", + "...\n", + "2208000 Actually it is a terminal based application and it recieves ...\n", + "2209000 wish I could do that, got a laptop ;) __eou__\n", + "...\n", + "2210000 karmic __eou__\n", + "...\n", + "2211000 Thank you thank you. __eou__\n", + "...\n", + "2212000 lol __eou__ it looks convincing on windows __eou__\n", + "...\n", + "2213000 hmm... LVM allows you to dynamically set up partition sizes?...\n", + "2214000 about what ? __eou__\n", + "...\n", + "2215000 netech_dd if=/dev/hdx | gzip > /path/to/image.gz __eou__ sou...\n", + "2216000 ok __eou__\n", + "...\n", + "2217000 no still no signal __eou__\n", + "...\n", + "2218000 either in the accesories menu, or you have to get from softw...\n", + "2219000 Is X-Chat safe on ubuntu , cuz it screwed up my windows with...\n", + "2220000 lol :) The laptop is fairly new, besides it's not getting h...\n", + "2221000 i have never seen wpa2 work with less then 8 characters (per...\n", + "2222000 yes but I'm wondering if certain packages are '''blocked''' ...\n", + "2223000 I would install win7 first. Select the custom install and t...\n", + "2224000 I use parcellite (GUI) and xclip (it allows me copy things t...\n", + "2225000 ive tried todo exactly what you said with my external usb ha...\n", + "2226000 no __eou__\n", + "...\n", + "2227000 oh, I must be tired, I just need to run Jaunty in VM so it d...\n", + "2228000 fair enough __eou__\n", + "...\n", + "2229000 would you mind if i PM you? __eou__\n", + "...\n", + "2230000 gparted can't find the pendrive which I need to format bac t...\n", + "2231000 so the best way is to just copy them? __eou__\n", + "...\n", + "2232000 I figured google would give me results, but some might be be...\n", + "2233000 that is for one font, and that would be the font gnome-termi...\n", + "2234000 then no need to compile (as instructed in the forum link).. ...\n", + "2235000 that's the list of installed packages ... I'm more intereste...\n", + "2236000 thanks ill try again __eou__\n", + "...\n", + "2237000 hold shift at boot, select recovery mode, select root __eou_...\n", + "2238000 but I want the visual effects of compiz. So I guess it is a ...\n", + "2239000 i need to use it in a script, so gui/sudo solutions wont wor...\n", + "2240000 silverlight streams are streams that use the Microsoft Silve...\n", + "2241000 yes __eou__\n", + "...\n", + "2242000 glad to help __eou__\n", + "...\n", + "2243000 the grep left out the actual error messages... __eou__ the e...\n", + "2244000 dude, second link, point 1 __eou__\n", + "...\n", + "2245000 I had to reinstall because my /boot partiton died.. I coul...\n", + "2246000 maybe you need to add nginx itself to sudoers. becouse sudo ...\n", + "2247000 Hmm.. being somewhat new to ubuntu, I haven't needed to use...\n", + "2248000 you can still boot fefora as default with the ubuntu grub __...\n", + "2249000 https://www.redhat.com/docs/manuals/enterprise/RHEL-3-Manual...\n", + "2250000 I removed it several times __eou__ with purge __eou__\n", + "...\n", + "2251000 -- I don't think so. __eou__\n", + "...\n", + "2252000 well its in beta still but if you wish to give it a try I wo...\n", + "2253000 yeah, tried that. xangua, I am installing from a reposito...\n", + "2254000 did you make sure you closed any existing ssh sessions you h...\n", + "2255000 Please run \"sudo aptitude update; sudo aptitude install apt-...\n", + "2256000 it is a 1 pixel image, there is only 24bits if information t...\n", + "2257000 http://img214.imageshack.us/img214/6808/capturadetelac.png _...\n", + "2258000 Good idea! Thanks! __eou__ It's owned by root :( __eou__ Mag...\n", + "2259000 thought so __eou__\n", + "...\n", + "2260000 *? __eou__ ChogyDan http://pastebin.com/sdwxDA27 __eou__\n", + "...\n", + "2261000 Why would you want it ? __eou__\n", + "...\n", + "2262000 it would be the third time i upgrade versions. probably quit...\n", + "2263000 i know but i dont know what it does >_< __eou__\n", + "...\n", + "2264000 ubuntu doesn't make the ati drivers, what ubuntu bugs are yo...\n", + "2265000 you might want to try Simple Scan __eou__ I just tried scann...\n", + "2266000 64! PAE is a hack, it can't let any one program use more th...\n", + "2267000 you can back up to a file if you want __eou__ did you set up...\n", + "2268000 make a launcher that does that perhaps. __eou__ You could ...\n", + "2269000 thanks, but i didnt add any repository ^^ __eou__ i did sudo...\n", + "2270000 you'd rather it were ancient, idiosyncratic and had almost n...\n", + "2271000 sure __eou__ are you still there? My client set you to ignor...\n", + "2272000 you mean ntbl or whatever __eou__ that normaly means nucked ...\n", + "2273000 but it does not ask me... __eou__\n", + "...\n", + "2274000 seems like your packagement is borked __eou__ *management __...\n", + "2275000 does the community generate those components? Where might I...\n", + "2276000 best i could find - https://launchpad.net/ubuntu/lucid/amd64...\n", + "2277000 then you don't need one ... or you could always add swap-fil...\n", + "2278000 Ah! __eou__\n", + "...\n", + "2279000 look into /dev/mapper __eou__ or maybe /dev/...\n", + "2280000 no? sorry then, update... done. __eou__ That was stange. __e...\n", + "2281000 I helped him realize his mistake __eou__\n", + "...\n", + "2282000 but it is the best solution... __eou__\n", + "...\n", + "2283000 It's installed mess around with it for a bit at least! __eou...\n", + "2284000 bs. dapper is still there __eou__\n", + "...\n", + "2285000 heh, i wish. numlock does nothing __eou__\n", + "...\n", + "2286000 you may want to look at http://waxandwane.org/clipsafe.html ...\n", + "2287000 errors={continue|remount-ro|panic} --> Define the behaviou...\n", + "2288000 http://paste.ubuntu.com/559043/ __eou__\n", + "...\n", + "2289000 Now its ubuntu only and a fresh install __eou__\n", + "...\n", + "2290000 you should install from package manager instead __eou__\n", + "...\n", + "2291000 i am using autofs but i can get it working __eou__\n", + "...\n", + "2292000 i can noticed that the ata disk partitions was printed, but ...\n", + "2293000 You can get eclipse too. sudo apt-get install eclipse __eou_...\n", + "2294000 chroot and use adduser __eou__\n", + "...\n", + "2295000 shows that orange screen with \"default \" and counting down ....\n", + "2296000 yeah tab complete is awesome __eou__\n", + "...\n", + "2297000 than you'll have to right click on the menu button and selec...\n", + "2298000 sipior I want to always print two pages of the old document ...\n", + "2299000 so no grub then.. :( Yeah, I would be inclined to just burn...\n", + "2300000 terry I ran sudo dpkg-reconfigure -phigh xserver-xorg and sa...\n", + "2301000 ie, I'm still in the middle of the upgrade, and ctrl+c-ing w...\n", + "2302000 So? __eou__ not only googling but REading bro __eou__\n", + "...\n", + "2303000 you want to undo what the runescape install script has done?...\n", + "2304000 When you specify the output as an AVI file, ffmpeg cannot d...\n", + "2305000 thanks cipherboy_loc, mkanyicy...I am installing it now.. __...\n", + "2306000 im probably not the right person to ask about this but you m...\n", + "2307000 spot on, thanks for the help __eou__\n", + "...\n", + "2308000 Starmin: that's what i mean __eou__ i think the shrink optio...\n", + "2309000 no but kind of __eou__ most people just reinstall have a fir...\n", + "2310000 - they were empty. __eou__\n", + "...\n", + "2311000 what was your problem again? __eou__\n", + "...\n", + "2312000 here's a list in english with all common user agent strings ...\n", + "2313000 Well on a clean install, it works perfectly - including the ...\n", + "2314000 LOL.... ;) Just looked for a cheaper solution... __eou__\n", + "...\n", + "2315000 than you should be ok... what seems missing? __eou__\n", + "...\n", + "2316000 java jre for the open office __eou__ ok I have java 1.6 __...\n", + "2317000 Set the system time correctly and then sync the hardware clo...\n", + "2318000 I get this: E: Could not get lock /var/lib/dpkg/lock - open...\n", + "2319000 you have to mount the usb and copy as usual __eou__\n", + "...\n", + "2320000 i asked 5 times. nevermind. let me try other distro __eou__\n", + "...\n", + "2321000 thanks __eou__\n", + "...\n", + "2322000 ok. cool. Thanks a bunch. I'll ad that to my channels. __eou...\n", + "2323000 I'm using Wubi, no dice __eou__\n", + "...\n", + "2324000 reason i need to fix yet another corrupted filesystem is bec...\n", + "2325000 eep, sorry, wrong person __eou__\n", + "...\n", + "2326000 perfect, that's exactly what I was looking for __eou__\n", + "...\n", + "2327000 the WM is installed, as are the things it depends on - there...\n", + "2328000 Oh... Sorry, no idea really -- I mostly use SQLite, however ...\n", + "2329000 well, there's that about webmin, but I never ran it with ext...\n", + "2330000 yes, that's where I'm seeing the error message __eou__\n", + "...\n", + "2331000 I'm banned __eou__\n", + "...\n", + "2332000 if i am not able to see Ubuntu1004 then how can i get inside...\n", + "2333000 !! the disk with my filesystem got renamed? what can I do ru...\n", + "2334000 Yes. __eou__\n", + "...\n", + "2335000 most recent ubuntu release __eou__\n", + "...\n", + "2336000 its too new a feature to even predict. do you really need t...\n", + "2337000 Between? __eou__\n", + "...\n", + "2338000 What i'm saying is to block port 22 specifically. That way,...\n", + "2339000 try \"export VARIABLE=foo\" __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2340000 I do __eou__\n", + "...\n", + "2341000 hmm interesting. i do have 76 things in /etc/init/ but only ...\n", + "2342000 Ya about that, I set the stupid thing in empathy, but it kee...\n", + "2343000 \"Inappropriate ioctl for device...\" __eou__\n", + "...\n", + "2344000 I am back __eou__\n", + "...\n", + "2345000 thanks __eou__\n", + "...\n", + "2346000 hopefully all. but certainly in canada. __eou__\n", + "...\n", + "2347000 use apt-get or software centre etc __eou__ ps -ef | grep hel...\n", + "2348000 no idea. Ive never needed a driver for my cable modem. but...\n", + "2349000 yuck. no idea, but you might try to resolve those ?? by inst...\n", + "2350000 sorry, what are you compiling? __eou__\n", + "...\n", + "2351000 Just did install bootchart __eou__ Oh I hope it is not vid...\n", + "2352000 you're welcome __eou__\n", + "...\n", + "2353000 awesome, that's what I want to hear. gonna give it a shot no...\n", + "2354000 such as aptitude install package and if there are conflicts...\n", + "2355000 you should be using gksudo when you /need/ to open a graphic...\n", + "2356000 try replacing the email address with your local username for...\n", + "2357000 any ideas how to install gnome2? :-) __eou__\n", + "...\n", + "2358000 i'm using it from Windows though __eou__\n", + "...\n", + "2359000 maybe this could help http://ubuntuforums.org/showthread.php...\n", + "2360000 sorry, meant to address to crimscx... a bit distracted at th...\n", + "2361000 just saying checkinstall would not help. It would make the p...\n", + "2362000 yes, i guess, and some other browsers? like chromium? __eou_...\n", + "2363000 not directly that's why i've a done a ssh reverse __eou__\n", + "...\n", + "2364000 provide a sample of what you are expecting to match __eou__\n", + "...\n", + "2365000 that's an option as well, or daily __eou__\n", + "...\n", + "2366000 you will ahve a lot of settings created do a ls -la in your ...\n", + "2367000 lsb_release -a __eou__ lsb_release -a at terminal and hit e...\n", + "2368000 since then I've had to pull in a few gnomish components when...\n", + "2369000 hello good buddy __eou__ you might look into the GNOME shell...\n", + "2370000 dumb question, how do i get vncserver to start up with the u...\n", + "2371000 I know __eou__ Typo __eou__\n", + "...\n", + "2372000 http://www.askmebetter.com/ __eou__ Pastebin the results of ...\n", + "2373000 web server to host website. i want a user other than root to...\n", + "2374000 gogeta has a point. i would - sudo aptitude purge unity && s...\n", + "2375000 do you have an actual support question? please stop with the...\n", + "2376000 it is, but it's also true about nvidia =P __eou__\n", + "...\n", + "2377000 k __eou__\n", + "...\n", + "2378000 you could make an alias. Not sure how it would affect other ...\n", + "2379000 you're probably more savy than me so I'm not going to bother...\n", + "2380000 you can install wicd-curses and use it at cli, no gui app wi...\n", + "2381000 honestly if the mic sound is distorted i would think its be...\n", + "2382000 Yeah, I'm guessing it's bad __eou__\n", + "...\n", + "2383000 mount -t udf __eou__\n", + "...\n", + "2384000 the samba configs. __eou__\n", + "...\n", + "2385000 format disk - perhaps. __eou__\n", + "...\n", + "2386000 canonical provides... what ? __eou__\n", + "...\n", + "2387000 make sense it doesn't has to do with ubuntu, already tried t...\n", + "2388000 One can do: apt-key adv --recv-keys $KEYID -- directly. __eo...\n", + "2389000 I had to install bind in order to achieve name resolution __...\n", + "2390000 System filling write cache quickly and waiting transfer proc...\n", + "2391000 why not __eou__ there is an xorg edgers update ppa (less fre...\n", + "2392000 it dpends on the specific error... __eou__\n", + "...\n", + "2393000 it is __eou__\n", + "...\n", + "2394000 that s the same, as \"dangeros\" as cat __eou__ i forgot, you ...\n", + "2395000 yes ! thanks :D __eou__\n", + "...\n", + "2396000 ah ok thanks __eou__\n", + "...\n", + "2397000 yeah, I tend to like clean installs __eou__\n", + "...\n", + "2398000 question answered __eou__\n", + "...\n", + "2399000 aahh right __eou__\n", + "...\n", + "2400000 what sort of problems? __eou__\n", + "...\n", + "2401000 ditto, i'll just wait for the devels to answer me then. or m...\n", + "2402000 Bentley which one? allready in basic gaim or somewhere on th...\n", + "2403000 there's a md5sum.exe program for windows __eou__ don't know ...\n", + "2404000 yes __eou__\n", + "...\n", + "2405000 there've been conversations, but I don't remember the outcom...\n", + "2406000 thnx __eou__\n", + "...\n", + "2407000 i told you to use \"burn disk image\" __eou__ http://www.wizar...\n", + "2408000 don't worry about it, its just a warning. __eou__ exactly __...\n", + "2409000 and an article reader __eou__\n", + "...\n", + "2410000 thanks for the ipv6 disabling link, i missed that one __eou_...\n", + "2411000 if you can login via icewm run it from an xterm or whatever ...\n", + "2412000 the problem is that crrently gnome-desktop on hoary is unins...\n", + "2413000 try a supported ubuntu kernel __eou__\n", + "...\n", + "2414000 no __eou__ hate to be an arsehole, but Wine Is Not an Emulat...\n", + "2415000 but not installed by default __eou__\n", + "...\n", + "2416000 what should I do about the error? __eou__\n", + "...\n", + "2417000 do i just remove the lines for the accounts that i want to r...\n", + "2418000 because it doesn't clean up. It just kills the X server __eo...\n", + "2419000 n+30 ;) __eou__\n", + "...\n", + "2420000 dont blow ur current __eou__\n", + "...\n", + "2421000 is that the precise apt-get command? __eou__\n", + "...\n", + "2422000 free for 11 years now, one of the BSD family and lots of lin...\n", + "2423000 you allready have a running FTP daemon __eou__\n", + "...\n", + "2424000 snapshot.debian.net has all the packages ever released so yo...\n", + "2425000 make sure that both system agrees in setting utc or disablin...\n", + "2426000 its a usb printer __eou__ epson stylus cx 6600 using 6400 dr...\n", + "2427000 ok thx __eou__\n", + "...\n", + "2428000 select burn, settings, multisession, continue.. __eou__\n", + "...\n", + "2429000 that is something you need to type in a terminal window __eo...\n", + "2430000 never had any problem with that, windows can be installed on...\n", + "2431000 delete it __eou__\n", + "...\n", + "2432000 If your on linux, not really.. only if your going to run som...\n", + "2433000 if you are using KDE try with konqueror __eou__ OC'ing is an...\n", + "2434000 gdm uses xml-like theming. __eou__\n", + "...\n", + "2435000 how? __eou__\n", + "...\n", + "2436000 ah, ok then......not sure sorry. that was my only idea. __e...\n", + "2437000 yes i have one like that, and one virtual interface eth0:9 _...\n", + "2438000 is that a linux port ? Interesting... __eou__ in the repos? ...\n", + "2439000 my install of Totem plays wmv perfectly; I don't seem to hav...\n", + "2440000 ubotu is helping you out __eou__\n", + "...\n", + "2441000 x broke. __eou__\n", + "...\n", + "2442000 does corel draw actually work in cxoffice? __eou__\n", + "...\n", + "2443000 look for /boot/grub/grub.conf.sample or so, there should be ...\n", + "2444000 yeah but I have linux already installed, and now I'd like a ...\n", + "2445000 how can i set what happens when it says \"configuring network...\n", + "2446000 LP_ what installer??? __eou__ oh ok... really from the cd?...\n", + "2447000 they dont work... __eou__\n", + "...\n", + "2448000 that doesn't have time stamps. i have no idea what is from w...\n", + "2449000 Openoffice __eou__ and much more __eou__ they dont have to e...\n", + "2450000 arts daemon is seriously fucked up in ubuntus KDE3.5beta2 pa...\n", + "2451000 i'm trying :( __eou__\n", + "...\n", + "2452000 can i msg you __eou__\n", + "...\n", + "2453000 sry __eou__\n", + "...\n", + "2454000 the installation shows up __eou__ and goes fine __eou__ then...\n", + "2455000 no that's it. it used long listings i.e. (hd0) /dev/...\n", + "2456000 thanks I will check it out! __eou__\n", + "...\n", + "2457000 u need to change \"nv\" into \"nvidia\" first. __eou__\n", + "...\n", + "2458000 I see __eou__\n", + "...\n", + "2459000 ill try struggling and compiling it first :P __eou__\n", + "...\n", + "2460000 i'm searching only on Hoary __eou__\n", + "...\n", + "2461000 is that really outrageous? __eou__ audio isn't the point... ...\n", + "2462000 Okey poke... Thanks. :) __eou__\n", + "...\n", + "2463000 One question though. __eou__ What about comments? __eou__\n", + "...\n", + "2464000 ive seen alot of people mess up their sudo by enabling su bu...\n", + "2465000 yes, i have __eou__ and i do have a floppy drive __eou__\n", + "...\n", + "2466000 sorry i just skimmed it because im doing something else and ...\n", + "2467000 :( but thanks for trying to help.. __eou__\n", + "...\n", + "2468000 run sudo apt-get install kubuntu-desktop __eou__\n", + "...\n", + "2469000 i have problems setting up printing in xfce did u try connec...\n", + "2470000 the installer will allow you to select the partition to inst...\n", + "2471000 ehm... XDCMP was due to my fuault set up to choose. changed ...\n", + "2472000 sounds weird, have you asked in #kubuntu or #kde ? __eou__\n", + "...\n", + "2473000 ... hehe.. what is it NOT ??? ... hmm... I'll try another pr...\n", + "2474000 I never really tried it with Breazy, but I'm pretty sure it'...\n", + "2475000 you can install Adobe Acrobat Reader - acroread - it's somet...\n", + "2476000 yes __eou__\n", + "...\n", + "2477000 as I said in windows XP it works without artifacts at higher...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2478000 I will try this - I'll go and login to ubuntu right now and ...\n", + "2479000 there is a gui toll for upgrading to dapper __eou__\n", + "...\n", + "2480000 I don't know which kernel do you have installed. But for exa...\n", + "2481000 did you explore the Removable Drives and Media GUI helper th...\n", + "2482000 you can't on fat __eou__ fat has no idea of file perms __eou...\n", + "2483000 always annoyed me why Gnome changed it to middle mouse butto...\n", + "2484000 hmm, what of? __eou__\n", + "...\n", + "2485000 have you enabled multiverse? __eou__ don't repeat, don't pas...\n", + "2486000 it says audio open error __eou__ now tell me what next that ...\n", + "2487000 yea, but that is like 4 weeeks away>posting __eou__\n", + "...\n", + "2488000 ur currently using breezy? __eou__\n", + "...\n", + "2489000 good idea :) __eou__\n", + "...\n", + "2490000 https://wiki.ubuntu.com/RestrictedFormats __eou__ follow the...\n", + "2491000 welcome to the semi-flood irc channel :) __eou__\n", + "...\n", + "2492000 mozilla-mplayer is a plugin so firefox can play video from t...\n", + "2493000 just checking, after Lukian's complaint :) __eou__\n", + "...\n", + "2494000 no. __eou__\n", + "...\n", + "2495000 torrc iirc ? __eou__\n", + "...\n", + "2496000 yes __eou__\n", + "...\n", + "2497000 is there no official wording to put on something like that? ...\n", + "2498000 plus the whole context based task bar really throws them for...\n", + "2499000 what version of llibc6-dev is installed? __eou__\n", + "...\n", + "2500000 deb-build? __eou__\n", + "...\n", + "2501000 sudo apt-get install PACKAGE=VERSION if you must __eou__ sto...\n", + "2502000 I know, but nobody warned me, and I thought it wouldnt be th...\n", + "2503000 well, in my case, i used one port that works perfectly with ...\n", + "2504000 which one is the lightest version as compared to any other ...\n", + "2505000 ill set local time thanks __eou__\n", + "...\n", + "2506000 Ive got nvidia-glx nvidia-kernel-common installed along with...\n", + "2507000 yah __eou__ are you in a terminal? __eou__\n", + "...\n", + "2508000 yeah, I had that issue at home... I'm not using the beerorki...\n", + "2509000 and then it appears \"Error 17\" immediately __eou__\n", + "...\n", + "2510000 what exactly happens when you try to install it? __eou__\n", + "...\n", + "2511000 nameserver __eou__\n", + "...\n", + "2512000 i'm saying, it's not new by any means __eou__ i'm deeply sad...\n", + "2513000 It did when I was doing that on redhat I Haven't tried it si...\n", + "2514000 ok __eou__ theres a file called md5sum.txt __eou__\n", + "...\n", + "2515000 ctrl-alt-+ and ctrl-alt-- maybe __eou__ and the + and - hav...\n", + "2516000 for all gnome/gtk apps __eou__\n", + "...\n", + "2517000 me too :P __eou__ Forget about it. __eou__\n", + "...\n", + "2518000 yes, from system, network tools __eou__ no trace for www.goo...\n", + "2519000 thanks i will work on thar __eou__\n", + "...\n", + "2520000 crazy enough to work __eou__\n", + "...\n", + "2521000 maybe sometimes things are too simple and i'm complicating t...\n", + "2522000 i know, i was hoping you were in the Bayarrhea. you could co...\n", + "2523000 sudo mv __eou__\n", + "...\n", + "2524000 if you know the module name of the onboard card (check lsmod...\n", + "2525000 yes, that's it __eou__\n", + "...\n", + "2526000 the goal is to keep it under 750, so i am going to see how m...\n", + "2527000 i seriously reccomend you ditch ubuntu for headless clients ...\n", + "2528000 give me a moment i will see if i still have it ! i did it t...\n", + "2529000 That should bring up Network Settings __eou__\n", + "...\n", + "2530000 thanks, \"usermod -p * username\" does what I want. __eou__\n", + "...\n", + "2531000 you must upgrade to from hoary to breezy, from breezy to dap...\n", + "2532000 write: PATH=$PATH,myprogrampath __eou__ it only works on th...\n", + "2533000 GAIM is eating my contacts, that's why I didn't like it. An...\n", + "2534000 have you updated your apt after adding those? __eou__\n", + "...\n", + "2535000 functional yes - some just do not like the decorations as we...\n", + "2536000 is my system completely lost _ __eou__\n", + "...\n", + "2537000 I don't know, I'm no X expert sorry, all I can reccomend is ...\n", + "2538000 Eriock: I am trying to figure that out myself.. sorry.. i th...\n", + "2539000 If you are certain you have installed the nvidia driver corr...\n", + "2540000 no, i'm not sure that is right either (i'm not on linux to ...\n", + "2541000 vista says what? __eou__\n", + "...\n", + "2542000 chown them to root, and then chmod them where the world has...\n", + "2543000 fai is an acronim for Fully Automatic Installation __eou__\n", + "...\n", + "2544000 : i'm basically moving HD. I installed on a plain old sata d...\n", + "2545000 what? __eou__\n", + "...\n", + "2546000 :) once I learn programming I'll make sure to do that first ...\n", + "2547000 Are you sure? __eou__\n", + "...\n", + "2548000 Lets just hope we regain all of our functionality as we did ...\n", + "2549000 yes __eou__\n", + "...\n", + "2550000 yeah, it'd be helpful, I spent a few hours trying to figure ...\n", + "2551000 thanks. __eou__\n", + "...\n", + "2552000 usb? __eou__\n", + "...\n", + "2553000 this is also means that both hdd's must be plugged in? __eou...\n", + "2554000 with nautilus everything worked so fast and I could save scr...\n", + "2555000 ask in #grub __eou__ same hdd ? __eou__\n", + "...\n", + "2556000 i mean real pakage ? __eou__\n", + "...\n", + "2557000 it is 4310 __eou__\n", + "...\n", + "2558000 that's fine, I'm single and my ex is a lesbian ;-) __eou__\n", + "...\n", + "2559000 - i.e. an incomming odf file in email wont take over your PC...\n", + "2560000 NTFS, I believe __eou__\n", + "...\n", + "2561000 thanks for your help anyway __eou__\n", + "...\n", + "2562000 im no noob, i game with wine all the time __eou__ i have jus...\n", + "2563000 are you sure it didn't add them to your fstab already? I ha...\n", + "2564000 np :-) __eou__\n", + "...\n", + "2565000 I don't understand your question __eou__\n", + "...\n", + "2566000 good luck __eou__\n", + "...\n", + "2567000 you can disable them from the gnome menu, system - effects _...\n", + "2568000 Zero you have to register. __eou__ change the type to ext3 w...\n", + "2569000 How do I register my nick with Nickserv? __eou__\n", + "...\n", + "2570000 so i should copy the the entry from menu.lst from the ubuntu...\n", + "2571000 you haven't explained what permission you where denied? Or I...\n", + "2572000 ? ha? :P __eou__\n", + "...\n", + "2573000 either one __eou__ unless u ftp to wrong ftpserver __eou__\n", + "...\n", + "2574000 because that's more asthetically fitting and this way it ...\n", + "2575000 and yondie: thanks. i roll my own for slackware, since it ...\n", + "2576000 firefox could be causing it __eou__\n", + "...\n", + "2577000 I don't know brice...But I know that when someone has a nvid...\n", + "2578000 have you searched synaptic for libglu...? __eou__ was it in ...\n", + "2579000 In the future stay with intel and nvidia for good linux driv...\n", + "2580000 thanks. __eou__ and you too sno0 __eou__ sn0* __eou__ what s...\n", + "2581000 I said ages ago I am not bothered about that any more __eou_...\n", + "2582000 GigaClon, DShepherd: Oh man, I already installed Ubuntu, I'd...\n", + "2583000 But I don't want the details... like I want it to look the w...\n", + "2584000 thanks __eou__\n", + "...\n", + "2585000 MP __eou__\n", + "...\n", + "2586000 will do, thanks. Are you referring to resolving the error or...\n", + "2587000 I think I just saw it, hold on. __eou__ Here, I found it. \"A...\n", + "2588000 is UUID necessary for just extra mounted space? __eou__\n", + "...\n", + "2589000 oh okay. __eou__\n", + "...\n", + "2590000 okay __eou__ it's tremulous __eou__ I'm on my ubuntu server ...\n", + "2591000 https://help.ubuntu.com/community/AMD64/FirefoxAndPlugins __...\n", + "2592000 smbfs? __eou__\n", + "...\n", + "2593000 SkyFalcon866: thank you i will do that after my interview in...\n", + "2594000 if apt-get not work try the aptitude __eou__ join me in #w...\n", + "2595000 can someone tell what is deafult window manager in GNOME ?? ...\n", + "2596000 I don't know what you mean by NAT setup, so perhaps I did __...\n", + "2597000 theres a BIG search button in the window.... __eou__ someone...\n", + "2598000 maybe you should try an older version of slackware __eou__ ...\n", + "2599000 thanks.... __eou__\n", + "...\n", + "2600000 I'd wait about a month, to be honest. Let it have the chance...\n", + "2601000 like 2 hours __eou__ im at 637 of 1300 __eou__\n", + "...\n", + "2602000 Are you suggesting that something went wrong in that particu...\n", + "2603000 if you are installing them both on the same drive, it will b...\n", + "2604000 I don't know __eou__ I know you can set it up so your whole ...\n", + "2605000 is it an old BIOS and a large new hd ? __eou__\n", + "...\n", + "2606000 gparted is the gnome partition editor, I'd say its quite int...\n", + "2607000 thanks, bookmarked ; ) __eou__\n", + "...\n", + "2608000 the issue is that default is keeping me from booting as my c...\n", + "2609000 where can i chk it ? __eou__ i cant find it in the wine data...\n", + "2610000 or try a \"find /usr | grep -i icon\" __eou__\n", + "...\n", + "2611000 thanks. Is there a equivalency between videomode (720i) and ...\n", + "2612000 http://ubuntu.wordpress.com/2005/10/13/enabling-cupsys-web-a...\n", + "2613000 Yessir? __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2614000 if it dont wrk ill have to boot to xp to get online :( __eou...\n", + "2615000 this is keeping you from booting? __eou__\n", + "...\n", + "2616000 lsmod says the module is loaded, but I am not expert enough ...\n", + "2617000 thank you. do you think you could help me with how to comile...\n", + "2618000 the partitions you are working on. MUST MUST MUST - be unmo...\n", + "2619000 Hmm...maybe I'll try again with Gutsy. I havent run both sin...\n", + "2620000 it usually means the server is down temporarily. But the onl...\n", + "2621000 so did I, but it wasn't worth the effort __eou__\n", + "...\n", + "2622000 same problem with a new user __eou__\n", + "...\n", + "2623000 but a backup is wise ;) __eou__ !apt-zip | nano_ __eou__ !in...\n", + "2624000 doesn't that only show mounted ones? __eou__\n", + "...\n", + "2625000 what does iwconfig say? __eou__\n", + "...\n", + "2626000 what should i set the refresh to ? __eou__ it's a 15'' samsu...\n", + "2627000 wireshark __eou__\n", + "...\n", + "2628000 it not evening loading driver sir __eou__\n", + "...\n", + "2629000 how did you create the new user? __eou__\n", + "...\n", + "2630000 preferably __eou__\n", + "...\n", + "2631000 are you having trouble booting the live cd? __eou__ what are...\n", + "2632000 Roger that. It's still a puzzle how you could have started t...\n", + "2633000 I don't know where is this panel :) __eou__\n", + "...\n", + "2634000 you're welcome. let me know if it works __eou__\n", + "...\n", + "2635000 didn't find an option __eou__ ^^ __eou__\n", + "...\n", + "2636000 firefox won't let me start more instances of it without firs...\n", + "2637000 do you know where ubuntu keeps the index files __eou__\n", + "...\n", + "2638000 I'm not sure. __eou__ Usually they don't take out support fo...\n", + "2639000 groups = nogroup admin ------- id = uid=109(marsh) ::: gid =...\n", + "2640000 ok :P __eou__\n", + "...\n", + "2641000 how to make changes? __eou__\n", + "...\n", + "2642000 er, preferences where? __eou__\n", + "...\n", + "2643000 In the Network Manager window, click on the wired connection...\n", + "2644000 nice,dude __eou__\n", + "...\n", + "2645000 hence why all of our front end systems and networking equipm...\n", + "2646000 Sorry, how do I do that? __eou__ I think thats it, n...\n", + "2647000 thanks.. but there is definitely a difference __eou__\n", + "...\n", + "2648000 any way thnx :S __eou__\n", + "...\n", + "2649000 is there a way to make it work w/ compiz __eou__\n", + "...\n", + "2650000 , i have two 10\\100mb card and 1 comp have adsl modem bu...\n", + "2651000 you are back, did you not reinstall? __eou__\n", + "...\n", + "2652000 yea __eou__\n", + "...\n", + "2653000 okay then __eou__\n", + "...\n", + "2654000 robg, ii have windows on it and i try installing from the li...\n", + "2655000 what does error msg say? __eou__\n", + "...\n", + "2656000 Gaelic __eou__ one of life's little ironies... __eou__\n", + "...\n", + "2657000 i have to get the nvidia driver to boot first. __eou__ The...\n", + "2658000 sudo /etc/init.d/sshd restart most likely __eou__\n", + "...\n", + "2659000 don't know really. I m still trying to get my LBP3300 workin...\n", + "2660000 zetherol __eou__ what's your problem __eou__ xnv,how can i c...\n", + "2661000 Why did they change the standard Hda too now Mimic Scsi devi...\n", + "2662000 if I don't done that ? __eou__ can I see anyway ? __eou__ i ...\n", + "2663000 how do i get there? and what do you mean by bypasing the aut...\n", + "2664000 what sort of connections ? __eou__\n", + "...\n", + "2665000 yes. can your run Apple software for MacOSX on windows? can ...\n", + "2666000 try https://help.ubuntu.com/community/SoundTroubleshooting w...\n", + "2667000 it was a repository maintained at stanford and they somehow ...\n", + "2668000 lspci | grep Ether __eou__\n", + "...\n", + "2669000 hmm yes :) __eou__ does it boot you out or just warn __eou__...\n", + "2670000 I'd check if the router has the ip of the printer down right...\n", + "2671000 Correct __eou__ because ony root, or users in the admin grou...\n", + "2672000 iwlist scan __eou__ are you sure your wireless isn't working...\n", + "2673000 yeah.. :( __eou__\n", + "...\n", + "2674000 is the kernel a default kernel or is it something you config...\n", + "2675000 now that would be a seriously hard firewall to crack ;p __eo...\n", + "2676000 i saw the power options, but they dont let you change much _...\n", + "2677000 Denesh- check this site- https://bugs.launchpad.net/ubuntu/+...\n", + "2678000 thanks opt1k. I'm downloading streamripper. I'll try tuner a...\n", + "2679000 thats in the Advanced Desktop Settings __eou__\n", + "...\n", + "2680000 I'm no sure... I didn __eou__\n", + "...\n", + "2681000 clf flush size is 64 __eou__ what am i looking for exactly? ...\n", + "2682000 use fstab for this, its the noauto option __eou__\n", + "...\n", + "2683000 i think i do......thanks...just found out how to....thanks f...\n", + "2684000 hmm// The National weather service is givving 130 Kbs __eo...\n", + "2685000 is there a link to info? __eou__\n", + "...\n", + "2686000 those two instructions are just only to add it sources.list ...\n", + "2687000 I use wicd its easy to switch with this tool __eou__ sure, c...\n", + "2688000 elijah@elijah-laptop:~$ bug-buddy --xchat __eou__\n", + "...\n", + "2689000 Switch servers __eou__ Adept? I'm doing this all from termin...\n", + "2690000 Or maybe do a kickstart config so you can install many machi...\n", + "2691000 yes, i didn't indeed. I think it comes bundled with the Kern...\n", + "2692000 you can see if you can find a .deb for that version __eou__ ...\n", + "2693000 i had it set up ages ago for a shell over serial port. __eo...\n", + "2694000 yes but its onot in intrepid __eou__ no would need to be bu...\n", + "2695000 ah. have a good run now, must wait. __eou__\n", + "...\n", + "2696000 I'll try fbrun and be right back __eou__\n", + "...\n", + "2697000 ill give it a go __eou__ hmmm errors __eou__ if i go startx ...\n", + "2698000 which eeepc do you have? __eou__\n", + "...\n", + "2699000 X is for forward X output, C is for compress it before you s...\n", + "2700000 envy is a last resort and has mixed results.. Did you insta...\n", + "2701000 i want the default __eou__\n", + "...\n", + "2702000 a 500 GB drive is 500B * 1,000,000,000 . 460GB that you are...\n", + "2703000 I dont do dual head.. have you tried with effects off.. __eo...\n", + "2704000 hplip did the trick - thanks :) __eou__\n", + "...\n", + "2705000 I've no idea what the problem could be :/ __eou__\n", + "...\n", + "2706000 ok __eou__\n", + "...\n", + "2707000 all right then :) __eou__ ah and then there is htop (for con...\n", + "2708000 : it happen when I try to solve the card reader problem __eo...\n", + "2709000 Just what I was looking for, thanks :-) __eou__\n", + "...\n", + "2710000 did you try fs-driver? __eou__\n", + "...\n", + "2711000 use alt F2 and run conky from there __eou__\n", + "...\n", + "2712000 can u tell me the commands? __eou__\n", + "...\n", + "2713000 Pandah; so that means one installation covers both the disks...\n", + "2714000 why/what __eou__\n", + "...\n", + "2715000 i think there is: http://www.ubuntugeek.com/disable-internet...\n", + "2716000 where does it say the plugin is ..which folder __eou__\n", + "...\n", + "2717000 lol at quoting me __eou__\n", + "...\n", + "2718000 can you tell me, at what stage it hangs? __eou__\n", + "...\n", + "2719000 no, cygwin does it the other way around __eou__\n", + "...\n", + "2720000 sure, but basic stuff mainly __eou__\n", + "...\n", + "2721000 Not sure how to do that - newb here. __eou__\n", + "...\n", + "2722000 because it said your kernal could not be functioned by this ...\n", + "2723000 because it's easy to configure, and a nice pretty ui for eve...\n", + "2724000 i read that from here: http://ubuntuforums.org/showthread.ph...\n", + "2725000 lsmod |grep pcspkr what do you get __eou__ well the pc spkr...\n", + "2726000 as in when i do a mouse drag, it opens another pdf window __...\n", + "2727000 same here __eou__\n", + "...\n", + "2728000 doesn't matter. same thing happens with both files and folde...\n", + "2729000 the package in synaptic says it's not supported by Canonical...\n", + "2730000 check the wiki __eou__\n", + "...\n", + "2731000 yeah, I guess __eou__ different result __eou__\n", + "...\n", + "2732000 What was http://pastebin.ubuntu.com/181707/ __eou__\n", + "...\n", + "2733000 Thanks :) __eou__\n", + "...\n", + "2734000 thank you for your help, i am very excited now __eou__ Tha...\n", + "2735000 , i need send parameters ... for example in bash i can send ...\n", + "2736000 de nada ;] __eou__\n", + "...\n", + "2737000 who you talking to? plz use the nick in your replies __eou__...\n", + "2738000 ok in backport. I will take a look at backport __eou__ shoul...\n", + "2739000 virtual machine in that case only to get the feel for Ubuntu...\n", + "2740000 my mistake mneptok is correct next proposed lts is 10.4 sorr...\n", + "2741000 agreed done __eou__\n", + "...\n", + "2742000 thanks i m gonna read and i wont install all the application...\n", + "2743000 oh ok __eou__\n", + "...\n", + "2744000 pxe? thanks! __eou__ got a look at pxe installation .... it ...\n", + "2745000 thats not a user name, thats a key pairing. i don't think it...\n", + "2746000 so you can copy paste in man, and then delete the ones you d...\n", + "2747000 I thought it was... but gparted is the only gui tool I am aw...\n", + "2748000 Ah, then that's not \"general programming purposes\" :-). __eo...\n", + "2749000 Sorry, no - that's all I use __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2750000 only resolution cose different way it is not workin __eou__\n", + "...\n", + "2751000 happens,i have suspend hibernate going misssing sometimes __...\n", + "2752000 k...will do __eou__\n", + "...\n", + "2753000 you may have it installed already. i do, but i don't recall ...\n", + "2754000 the XP install disk says I have no hard drive __eou__\n", + "...\n", + "2755000 No, nothing will explode __eou__\n", + "...\n", + "2756000 so i must have a problem, right now it does ~ 9Mo/s __eou__\n", + "...\n", + "2757000 You mean the first disk? __eou__\n", + "...\n", + "2758000 hum, i may need to do a bit more research on Win4Lin than __...\n", + "2759000 btw, how did your sudo password stop working? __eou__ you co...\n", + "2760000 I don't know the difference between pkill and killall, meh _...\n", + "2761000 no problem :) __eou__\n", + "...\n", + "2762000 i'm afraid i'm not familiar with that error... maybe google ...\n", + "2763000 ok, thanks, i'll give it another shot then :) __eou__ ah coo...\n", + "2764000 how do you kill it? it locks up my entire system and when pl...\n", + "2765000 thanks anyways __eou__\n", + "...\n", + "2766000 unetbootin is the repos for karmic, you may wish to try usb-...\n", + "2767000 wuts the command to import those? Or should I just use phpMy...\n", + "2768000 you really don't need that stuff for Ubuntu __eou__\n", + "...\n", + "2769000 programming, and office work __eou__\n", + "...\n", + "2770000 on average how many years do i expect? __eou__\n", + "...\n", + "2771000 What is PCM set at? __eou__\n", + "...\n", + "2772000 rather then changing in every app separately, I would use xm...\n", + "2773000 or does one need Ubuntu for it to work? __eou__ Now I have 9...\n", + "2774000 http://ubuntuforums.org/showthread.php?t=56949 is one way bu...\n", + "2775000 yea, what you're saynig is removing sda5 the right way, usin...\n", + "2776000 fair enough, though if it's from a mainline repo (and often ...\n", + "2777000 I don't play that game but TF2 and WOW run fine in it. __eou...\n", + "2778000 nvidia __eou__\n", + "...\n", + "2779000 very well then. Good luck to you. __eou__\n", + "...\n", + "2780000 webcam is supported , just need help fixing it mate __eou__\n", + "...\n", + "2781000 no, never heard of it. __eou__ I love OpenOffice, but I am h...\n", + "2782000 whateva... his los __eou__\n", + "...\n", + "2783000 Yes hibernate is suposed to shut down the system .. it dump ...\n", + "2784000 Idk. I've got sans obviously, it just doesn't look as nice i...\n", + "2785000 xubuntu is light, yo ujsut have to desactivate gnome and kde...\n", + "2786000 did it work? __eou__\n", + "...\n", + "2787000 want me to show u my monitor or are u searching the support ...\n", + "2788000 normal releases should show an upgrade to 9.10. __eou__ alth...\n", + "2789000 thats why yesterday i was switching to admin account __eou__...\n", + "2790000 seriosly you will be cracked wihin a day __eou__\n", + "...\n", + "2791000 -_- ive tried that before with other laps and it wasnt, i ne...\n", + "2792000 , that didnt work neither.. __eou__ I think im going to have...\n", + "2793000 make a binary image of it with dd __eou__ dd if=/dev/usb of=...\n", + "2794000 I kinda like the minimalist design but I also love the evil...\n", + "2795000 ok, try as chelz said, right-click an .exe and go to propert...\n", + "2796000 okay. havent read much about KVM but than its okay __eou__\n", + "...\n", + "2797000 sudo vi /etc/X11/xorg.conf << send any section named nvidia...\n", + "2798000 : if ubuntu continues to concentrate it on the x , i w'll ab...\n", + "2799000 no i am building from a .tgz __eou__\n", + "...\n", + "2800000 Oh, I see! So if I wanted them installed, I'd say \"apt-get ...\n", + "2801000 lucky you :( __eou__ now why won't my nvidia settings stay, ...\n", + "2802000 sorry... I can't find the tools name. __eou__\n", + "...\n", + "2803000 welcome __eou__\n", + "...\n", + "2804000 that's not normal right? usually you have to do a bunch of t...\n", + "2805000 (don't go looking for it on dell site - they'll charge you $...\n", + "2806000 pastebin your /etc/fstab __eou__\n", + "...\n", + "2807000 good call. How would i know if its the PSU? __eou__\n", + "...\n", + "2808000 thanks it's what a was looking for __eou__\n", + "...\n", + "2809000 no __eou__\n", + "...\n", + "2810000 its in /etc/sudoers, but you can use 'sudo visudo' adding th...\n", + "2811000 then i will mount it ti /media/ and then put a symlink to ~/...\n", + "2812000 ok i will deactivate it and see what happens __eou__\n", + "...\n", + "2813000 its just 50% now ,should i wait or kill. __eou__\n", + "...\n", + "2814000 sebsebseb : well, my internal speakers work fine __eou__\n", + "...\n", + "2815000 gotta get my laundry, be back in like 5. id like to help yo...\n", + "2816000 i have update-notifier running the background already. __eou...\n", + "2817000 debian is offtopic here, this is ubuntu support only __eou__...\n", + "2818000 ah __eou__\n", + "...\n", + "2819000 I believe \"sudo update-alternatives --config default.plymout...\n", + "2820000 alsamixer or anything else is already at 100%, i would like ...\n", + "2821000 tru but if you include in your command to run as a different...\n", + "2822000 I didn't see those, do appologize for the short answer. __eo...\n", + "2823000 my /etc/environment just has a path and that's it. __eou__\n", + "...\n", + "2824000 no problem. (^_^) __eou__\n", + "...\n", + "2825000 links? never heard of it :P __eou__\n", + "...\n", + "2826000 most likely if its even possible __eou__\n", + "...\n", + "2827000 Woot! Yep that was it. __eou__\n", + "...\n", + "2828000 I know its fine sorry about that __eou__\n", + "...\n", + "2829000 just one at a time __eou__ i have comcast so bandwidth on my...\n", + "2830000 What are you trying to do? __eou__\n", + "...\n", + "2831000 thanks __eou__\n", + "...\n", + "2832000 right, no have not seen one yet __eou__\n", + "...\n", + "2833000 you might want to check this: http://bugs.debian.org/cgi-bin...\n", + "2834000 it should be prompting you for updates up by the clock __eou...\n", + "2835000 line 22- 27 Jordan_UI __eou__ - the I lol __eou__\n", + "...\n", + "2836000 How are you sharing? __eou__\n", + "...\n", + "2837000 no need to reinstall. just run the command and then launch t...\n", + "2838000 why var? __eou__\n", + "...\n", + "2839000 To re-enter play after being killed. __eou__ lol ... like in...\n", + "2840000 No error messages at all? :( __eou__\n", + "...\n", + "2841000 yast also allows you to start, stop and configure services f...\n", + "2842000 bummer __eou__\n", + "...\n", + "2843000 or... something else __eou__ murchadh sweet, i'll give it ...\n", + "2844000 yes I know but nothing happens when I click on it. __eou__\n", + "...\n", + "2845000 yep __eou__ what now? :o how can i make it work instead of m...\n", + "2846000 194hrs? thats crazy... __eou__\n", + "...\n", + "2847000 if you need something a bit more substantial you can use Ard...\n", + "2848000 that searchs the package list __eou__\n", + "...\n", + "2849000 is it mounted \"ro\" ? __eou__\n", + "...\n", + "2850000 at one place it has to be transported into the gsm net and o...\n", + "2851000 Done __eou__\n", + "...\n", + "2852000 the partitions mounts fine, it's a directory inside of it th...\n", + "2853000 idk, have you ever had it working on any other OS? __eou__\n", + "...\n", + "2854000 but anything i drag there, is cut off and im only seeing par...\n", + "2855000 it's probably ok as long as gnome-look is only providing the...\n", + "2856000 http://www.supergrubdisk.org There is a SuperGrub free r...\n", + "2857000 I have been using minefield for a while and surely it's more...\n", + "2858000 check the share settings.... __eou__\n", + "...\n", + "2859000 also, use the p switch when creating tar. i'll be around for...\n", + "2860000 does it work ? __eou__\n", + "...\n", + "2861000 What broadcom chipset do you have? __eou__\n", + "...\n", + "2862000 its a server __eou__\n", + "...\n", + "2863000 have you tried reinstalling GDM ? __eou__\n", + "...\n", + "2864000 i thought you said there isn't any benefits to it __eou__\n", + "...\n", + "2865000 \"md5sum ./file.iso\" is the syntax you're using, correct? __e...\n", + "2866000 yes, I know about that, but it's too fast __eou__\n", + "...\n", + "2867000 Yeah I tried that, thanks for the suggestion though. I've ev...\n", + "2868000 ummm...okay. is that a bad thing? I have never had sound sin...\n", + "2869000 to look cool? __eou__\n", + "...\n", + "2870000 :) __eou__\n", + "...\n", + "2871000 you don't even get grub? __eou__ can you mash tab or whateve...\n", + "2872000 then stick with it __eou__\n", + "...\n", + "2873000 it's a shared drive, just a folder with files. __eou__\n", + "...\n", + "2874000 Oh okay. Well, don't have a clue, then. Except that I'm on a...\n", + "2875000 And they said nothing? __eou__\n", + "...\n", + "2876000 where are you looking for an icon ? __eou__ it is in there, ...\n", + "2877000 how can i've sucessfullly installed my Geforce FX 5500.RUN _...\n", + "2878000 system is uptodate, version 2.2.0.35-0lucid1 __eou__ do you...\n", + "2879000 sr0 is the cdrom drive __eou__\n", + "...\n", + "2880000 I think I'll prefer to say it's matter of taste then __eou__...\n", + "2881000 no __eou__ depends actually __eou__\n", + "...\n", + "2882000 well they have different mount names one is /media/Server2 ...\n", + "2883000 what movie player are you using on ubuntu? __eou__ i mean it...\n", + "2884000 Googling \"PM\" but not getting a clear answer. Is that a abbr...\n", + "2885000 it's because I didn't install it, only tried it from USB and...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2886000 I'm sure it has, but if I want lightweight I usually go with...\n", + "2887000 either in ~ or in /var/spool/mail or similar. depends on you...\n", + "2888000 yeah I hate printing, especially in ubuntu it is even worse ...\n", + "2889000 i'm not sure... :( __eou__\n", + "...\n", + "2890000 Thanks, it installed them now. I'll test it on the windows b...\n", + "2891000 #ubuntu-offtopic __eou__\n", + "...\n", + "2892000 : thank you but i can not get the bittorent download for 10....\n", + "2893000 It's capital O, the site doesn't load at all, so it looks pr...\n", + "2894000 sudo: can't open /etc/sudoers: permission denied newline ...\n", + "2895000 I'm afraid I've never set up a multiple port nic card before...\n", + "2896000 but will it work with the new hardware? __eou__\n", + "...\n", + "2897000 Almost every command in Linux, but some manpages are not rea...\n", + "2898000 Not done ICS in years either. :) my router handles it all. _...\n", + "2899000 thanks __eou__\n", + "...\n", + "2900000 one is packages/built/designed to be used with ubuntu (menu ...\n", + "2901000 not exactly what I am doing, but that might be a good start....\n", + "2902000 I was hacked by Anon thats why I want it __eou__\n", + "...\n", + "2903000 Yes there is a chance for data loss. You should always backu...\n", + "2904000 intel Q965 __eou__ its was working right with my hp 19\" moni...\n", + "2905000 ok good then choose something and pick your partitions __eou...\n", + "2906000 i would like to honestly say that I exhausted all options tr...\n", + "2907000 i can't really search (i'm not on ubuntu) __eou__\n", + "...\n", + "2908000 it does the job and has a built in crossfade option that I l...\n", + "2909000 Thhat doesn't look like it. try lspci | grep WLAN __eou__\n", + "...\n", + "2910000 hm, not USB or anything then, very odd __eou__\n", + "...\n", + "2911000 i'm sorry, i don't think I'm going to be able to help you. _...\n", + "2912000 That would only allow one session wouldnt it? __eou__ I have...\n", + "2913000 netherlands, europe __eou__\n", + "...\n", + "2914000 install the dev package of it __eou__\n", + "...\n", + "2915000 because its not official and it doesn't do package upgrading...\n", + "2916000 haven't had very serious problems, some annoying ones, but n...\n", + "2917000 yes __eou__\n", + "...\n", + "2918000 whats a cool one to check out? __eou__\n", + "...\n", + "2919000 Do you mean install completely without network support? I re...\n", + "2920000 i've made all my problems go away a long time ago, by bying ...\n", + "2921000 hopefully installing it won't be too much trouble. __eou__\n", + "...\n", + "2922000 don't know __eou__\n", + "...\n", + "2923000 dunnow if that's what you're looking for, but I think it's a...\n", + "2924000 no, I have 1.0 from mozilla.org ( the binary) __eou__ I bypa...\n", + "2925000 could be a dippy driver or a bad eject button on the front o...\n", + "2926000 yeah, I read those. __eou__ if I knew how to build packages ...\n", + "2927000 all right __eou__\n", + "...\n", + "2928000 and all those programs you want on one desktop? why __eou__ ...\n", + "2929000 Getting the harddrives spinning takes a lot of power to star...\n", + "2930000 separation of user and system __eou__ yes, it's good pract...\n", + "2931000 i dont know anyone that uses grub __eou__\n", + "...\n", + "2932000 meaning the it doens't install because of some md5 mismatch ...\n", + "2933000 I also have libc6 installed __eou__ and thing the package I ...\n", + "2934000 not sure, IO used to ask at #xfce when I used that. __eou__\n", + "...\n", + "2935000 then /etc/hostname ? __eou__\n", + "...\n", + "2936000 Heh. __eou__ When did that unit ship? I'm thinking mid-1990...\n", + "2937000 thanks __eou__\n", + "...\n", + "2938000 I don't know __eou__\n", + "...\n", + "2939000 yes __eou__\n", + "...\n", + "2940000 delayed due to the olsen twins growing up too fast __eou__\n", + "...\n", + "2941000 yea __eou__\n", + "...\n", + "2942000 only if th upgrade fails ;) __eou__ if you use a non-enghlis...\n", + "2943000 the extra buttons don't work. I know there are apps to make ...\n", + "2944000 use -f on what, fsck? __eou__\n", + "...\n", + "2945000 sudo iwconfig and paste the output for me in pastebin.com. t...\n", + "2946000 what are y'all tryin to do? __eou__ is the system still up? ...\n", + "2947000 ok, checking url history now... __eou__ i think i got the u...\n", + "2948000 i remember differently. a lot of updates just around release...\n", + "2949000 it shouldnt matter __eou__ run sudo apt-get update __eou__\n", + "...\n", + "2950000 I'm not really sure. It's on my Dell inspiron 1000 laptop. _...\n", + "2951000 race you! :) __eou__ same __eou__ looking still though __eou...\n", + "2952000 yep __eou__\n", + "...\n", + "2953000 abiword doesn't spell check properly for me __eou__\n", + "...\n", + "2954000 when i boot a windowsxp sp2 cd, it prompt for password when ...\n", + "2955000 so instead of using -rfakeroot for a Debian package, I inste...\n", + "2956000 see... that Backup directory is actually on a drive that is ...\n", + "2957000 I thought so... you left before I could finish... A) in a te...\n", + "2958000 :$ sry, *son types easier :$:D i'm neither american :) __eou...\n", + "2959000 Smoked? __eou__ Yeah, I'm nuts. __eou__ Didn't seen that it ...\n", + "2960000 baaah __eou__\n", + "...\n", + "2961000 you have to 'sudo apt-get update' for the changes to take ef...\n", + "2962000 why did you type that crap? __eou__\n", + "...\n", + "2963000 wow so that wont survive a reboot? __eou__\n", + "...\n", + "2964000 thanks a ton =) __eou__\n", + "...\n", + "2965000 istanbul (from the universe repo) __eou__\n", + "...\n", + "2966000 cool, thanks __eou__ what's the core ftp gui app for ubuntu ...\n", + "2967000 Windows XP 64-bit doesn't have flash either __eou__\n", + "...\n", + "2968000 install it for another user and copy that user's .xchat2 dir...\n", + "2969000 HP LaserJet 2600 USB __eou__ HP LaserJet 2600 USB __eou__\n", + "...\n", + "2970000 unfortunately no. dialup 64kbps __eou__\n", + "...\n", + "2971000 how about in #flood? __eou__\n", + "...\n", + "2972000 you're clicking the wrong link __eou__\n", + "...\n", + "2973000 I mean, install ubuntu in the free space on hdd, so that I c...\n", + "2974000 but i don't want to install that __eou__\n", + "...\n", + "2975000 Cool. Next thing is the ubuntu CD doesn't seem to come nati...\n", + "2976000 well you have just thoroughly confused me :) __eou__\n", + "...\n", + "2977000 You need to study/learn/read about tcp wrappers and other th...\n", + "2978000 if i unload a module of my wireless but the LED dont off, i ...\n", + "2979000 never! __eou__\n", + "...\n", + "2980000 in dapper it is __eou__\n", + "...\n", + "2981000 oh no why is that __eou__\n", + "...\n", + "2982000 nmot sure unless it was something that you added from apt/sy...\n", + "2983000 for *.zip do unzip ? :P __eou__\n", + "...\n", + "2984000 if you can mount your zen micro as a normal usb hdd, you can...\n", + "2985000 fireftp and gftp __eou__\n", + "...\n", + "2986000 nah - not a sign of guilt, a sign of being right and knowing...\n", + "2987000 LVM, among other things __eou__ To be honest I haven't used ...\n", + "2988000 will when I see him __eou__\n", + "...\n", + "2989000 ok i will have a look for it will right back when i read the...\n", + "2990000 Can you boot into Ubuntu ISO CD? __eou__\n", + "...\n", + "2991000 thats another thing, i have alsa-base and alsa-tools install...\n", + "2992000 phenomenally dumb question--what do i do with this? __eou__\n", + "...\n", + "2993000 System>Preferences>Session>Startup Programs __eou__\n", + "...\n", + "2994000 thanks again, i have the glas icons theme installed and a c...\n", + "2995000 somehow but it won't be on the same line __eou__\n", + "...\n", + "2996000 yeah last month i used it fine __eou__\n", + "...\n", + "2997000 flash is available for linux, though __eou__\n", + "...\n", + "2998000 http://paste.ubuntu-nl.org/25232/ __eou__ oh so should I unc...\n", + "2999000 is it one file? __eou__\n", + "...\n" + ] + } + ], + "source": [ + "# MmCorpus.serialize(TEXT_PATH[:-4] + '.mm', bows)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'bows' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtfidf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTfidfModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdictionary\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'bows' is not defined" + ] + } + ], + "source": [ + "tfidf = TfidfModel(dictionary=bows.vocab)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "bows_mm = MmCorpus(TEXT_PATH[:-4] + '.mm')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtfidf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTfidfModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/tfidfmodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, id2word, dictionary, wlocal, wglobal, normalize)\u001b[0m\n\u001b[1;32m 96\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mid2word\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mcorpus\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 98\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minitialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 99\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;31m# NOTE: everything is left uninitialized; presumably the model will\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/tfidfmodel.py\u001b[0m in \u001b[0;36minitialize\u001b[0;34m(self, corpus)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0mdfs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0mnumnnz\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocno\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdocno\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbow\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdocno\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;36m10000\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"PROGRESS: processing document #%i\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocno\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/corpora/mmcorpus.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0myielding\u001b[0m \u001b[0mone\u001b[0m \u001b[0mdocument\u001b[0m \u001b[0mat\u001b[0m \u001b[0ma\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m \"\"\"\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdoc_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMmCorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__iter__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;31m# get rid of doc id, return the sparse vector only\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/matutils.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 838\u001b[0m \u001b[0mprevid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 839\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 840\u001b[0;31m \u001b[0mdocid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_unicode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# needed for python3\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 841\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransposed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 842\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdocid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/utils.py\u001b[0m in \u001b[0;36many2unicode\u001b[0;34m(text, encoding, errors)\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0municode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 239\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtext\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 240\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0municode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 241\u001b[0m \u001b[0mto_unicode\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0many2unicode\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "tfidf = TfidfModel(bows_mm)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(0, 2.0), (1, 2.0), (2, 4.0), (3, 1.0), (4, 2.0), (5, 8.0), (6, 1.0), (7, 1.0), (8, 2.0), (9, 1.0), (10, 3.0), (11, 3.0), (12, 1.0), (13, 2.0), (14, 1.0), (15, 4.0), (16, 1.0), (17, 1.0), (18, 5.0), (19, 3.0), (20, 5.0), (21, 4.0), (22, 1.0), (23, 2.0), (24, 1.0), (25, 1.0), (26, 1.0), (27, 1.0), (28, 1.0), (29, 3.0), (30, 1.0), (31, 1.0), (32, 24.0), (33, 18.0), (34, 3.0), (35, 2.0), (36, 1.0), (37, 1.0), (38, 1.0), (39, 6.0), (40, 1.0), (41, 1.0), (42, 3.0), (43, 1.0), (44, 1.0), (45, 1.0), (46, 2.0), (47, 1.0), (48, 1.0), (49, 1.0), (50, 1.0), (51, 1.0), (52, 1.0), (53, 1.0), (54, 8.0), (55, 1.0), (56, 4.0), (57, 1.0), (58, 1.0), (59, 1.0), (60, 2.0), (61, 1.0), (62, 2.0), (63, 1.0), (64, 1.0), (65, 1.0), (66, 1.0), (67, 1.0), (68, 1.0), (69, 1.0), (70, 2.0), (71, 1.0), (72, 1.0), (73, 1.0), (74, 1.0), (75, 4.0), (76, 1.0), (77, 1.0), (78, 2.0), (79, 1.0), (80, 1.0), (81, 1.0), (82, 1.0), (83, 1.0), (84, 1.0), (85, 2.0), (86, 2.0), (87, 1.0), (88, 1.0), (89, 1.0), (90, 1.0), (91, 1.0), (92, 2.0), (93, 1.0), (94, 1.0), (95, 1.0), (96, 1.0), (97, 1.0), (98, 2.0), (99, 1.0), (100, 1.0), (101, 1.0), (102, 1.0), (103, 1.0), (104, 2.0), (105, 1.0), (106, 1.0), (107, 1.0), (108, 2.0), (109, 1.0), (110, 2.0), (111, 1.0), (112, 1.0), (113, 1.0), (114, 1.0), (115, 1.0), (116, 1.0), (117, 1.0), (118, 1.0), (119, 1.0), (120, 1.0), (121, 1.0), (122, 1.0), (123, 1.0), (124, 1.0), (125, 1.0), (126, 1.0), (127, 1.0), (128, 2.0), (129, 1.0), (130, 1.0), (131, 1.0), (132, 1.0), (133, 1.0), (134, 1.0), (135, 1.0)]\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'bows' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mContext\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mContext\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'bows' is not defined" + ] + } + ], + "source": [ + "print(bows_mm[0])\n", + "print(' '.join([bows.vocab[i] for i, count in bows_mm[0]]))\n", + "print(df.Context[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(2, 2.0), (5, 3.0), (10, 3.0), (14, 1.0), (15, 1.0), (18, 1.0), (20, 1.0), (21, 1.0), (23, 1.0), (32, 3.0), (33, 2.0), (44, 1.0), (46, 1.0), (56, 1.0), (68, 1.0), (75, 1.0), (101, 1.0), (136, 1.0), (137, 1.0), (138, 1.0), (139, 1.0), (140, 3.0), (141, 2.0), (142, 1.0), (143, 1.0), (144, 1.0), (145, 1.0), (146, 1.0), (147, 1.0), (148, 1.0), (149, 4.0), (150, 1.0), (151, 1.0), (152, 1.0)]\n", + "\n", + "we the , need to . it is than __eou__ __eot__ sounds ok not with you - I'm suggesting all only ones modify like you're agreeing me then though rather \" my idea merge\n", + "\n", + "I'm not suggesting all - only the ones you modify. __eou__ __eot__ ok, it sounds like you're agreeing with me, then __eou__ though rather than \"the ones we modify\", my idea is \"the ones we need to merge\" __eou__ __eot__ \n" + ] + } + ], + "source": [ + "i = 1\n", + "print(bows_mm[i])\n", + "print()\n", + "print(' '.join([bows.vocab[i] for i, count in bows_mm[i]]))\n", + "print()\n", + "print(df.Context[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "bad_rows = []\n", + "for rownum in range(len(df), 123):\n", + " bow_words = set([bows.vocab[i] for (i, count) in bows_mm[rownum]])\n", + " df_words = set(bows.tokenizer.tokenize(df.Context.iloc[rownum]))\n", + " if not (len(df_words) == len(bow_words) == len(bow_words.union(df_words))):\n", + " bad_rows += [(rownum, bow_words, df_words)]\n", + " print(bad_rows[-1])\n", + "print(len(bad_rows))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "bad_rows = []\n", + "for rownum in range(0, len(df), 123):\n", + " docnum = len(df) + rownum\n", + " # print(rownum)\n", + " bow_words = set([bows.vocab[i] for (i, count) in bows_mm[docnum]])\n", + " df_words = set(bows.tokenizer.tokenize(df.Utterance.iloc[rownum]))\n", + " if not (len(df_words) == len(bow_words) == len(bow_words.union(df_words))):\n", + " bad_rows += [(rownum, bow_words, df_words)]\n", + " print(bad_rows[-1])\n", + "print(len(bad_rows))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:gensim.models.ldamodel:no word id mapping provided; initializing from corpus, assuming identity\n", + "ERROR:gensim.models.ldamodel:failed to initialize distributed LDA (No module named 'Pyro4')\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "failed to initialize distributed LDA (No module named 'Pyro4')", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, num_topics, id2word, distributed, chunksize, passes, update_every, alpha, eta, decay, offset, eval_every, iterations, gamma_threshold, minimum_probability, random_state, ns_conf, minimum_phi_value, per_word_topics)\u001b[0m\n\u001b[1;32m 313\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 314\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mPyro4\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 315\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetNS\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mns_conf\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mns\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'Pyro4'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mLdaModel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mlda\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLdaModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdistributed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, num_topics, id2word, distributed, chunksize, passes, update_every, alpha, eta, decay, offset, eval_every, iterations, gamma_threshold, minimum_probability, random_state, ns_conf, minimum_phi_value, per_word_topics)\u001b[0m\n\u001b[1;32m 323\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 324\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merror\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"failed to initialize distributed LDA (%s)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 325\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"failed to initialize distributed LDA (%s)\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 326\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 327\u001b[0m \u001b[0;31m# Initialize the variational distribution q(beta|lambda)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mRuntimeError\u001b[0m: failed to initialize distributed LDA (No module named 'Pyro4')" + ] + } + ], + "source": [ + "from gensim.models import LdaModel\n", + "lda = LdaModel(corpus=bows_mm, )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "X = tfidf.transform(df.Context)\n", + "X = X.todense()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y = tfidf.transform(df['Ground Truth Utterance']).todense()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics.pairwise import cosine_distances" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement(s='Hi'):\n", + " q = tfidf.transform([s]).todense()[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(X):\n", + " # print(i, q, v)\n", + " sim = 2 - cosine_distances(q, v)\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " return df.Context.iloc[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement('Hello Ubuntu')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement(\"Ubuntu doesn't work on my Macbook Pro!\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_reply(s='Hi'):\n", + " return df['Ground Truth Utterance'].iloc[get_statement(s)[1]]\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_reply('anyone knows why my stock oneiric exports env')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_reply('i set up my hd such that i have to type a pass')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=200)\n", + "pca = pca.fit(tfidf.transform(df.Context).todense())\n", + "X_100d = pca.transform(X)\n", + "y_100d = pca.transform(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement_100d(s='Hi'):\n", + " q = pca.transform(tfidf.transform([s]).todense())[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(X_100d):\n", + " # print(i, q.shape, v.shape)\n", + " sim = 2 - cosine_distances(pd.np.array([q]), pd.np.array([v]))\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " return df.Context.iloc[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"Ubuntu doesn't work on my Macbook Pro!\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"me just installed another serial port copier but don't know\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"I just added a second usb printer but not sure\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/04 Annoying Data.ipynb b/notebooks/04 Annoying Data.ipynb new file mode 100644 index 0000000..17fc953 --- /dev/null +++ b/notebooks/04 Annoying Data.ipynb @@ -0,0 +1,1327 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# ODSC 2017 Slides \n", + "\n", + "* [Training a Prosocial Chatbot](https://docs.google.com/presentation/d/1IND6PXOxgYb2IVmXnaSoNBcIOaiUVU-iZ6vnYz6J6-E/edit?usp=sharing)\n", + "* [Exploring Hyperspace](https://docs.google.com/presentation/d/1SEU8VL0KWPDKKZnBSaMxUBDDwI8yqIxu9RQtq2bpnNg/edit?usp=sharing)\n", + "\n", + "## Ubuntu Dialog Corpus\n", + "\n", + "* Ubuntu IRC channel (for developers and contributors)\n", + "* ~1.5 M Dialogs (interactions)\n", + "* ~10 M Utterances (statements)\n", + "\n", + "## Application\n", + "\n", + "[![Aira, a visual interpreter for the blind](../data/aira_video_demo_blind_person_512.png)](https://vimeo.com/143070863)\n", + "\n", + "### References\n", + "\n", + "* [Aira](http://aira.io), A Visual Interpreter for the Blind\n", + "* [WildML](http://www.wildml.com/2016/07/deep-learning-for-chatbots-2-retrieval-based-model-tensorflow/)\n", + "* 2018, Lane, Howard and Hapke: [Natural Language Processing in Action](https://www.manning.com/books/natural-language-processing-in-action/?a_aid=totalgood)\n", + "* 2016, Lowe, et al: [\"The Ubuntu Dialogue Corpus: A Large Dataset for Research in Unstructured Multi-Turn Dialogue Systems\"](https://arxiv.org/pdf/1506.08909.pdf)\n", + "* [training set generator v1](https://github.com/rkadlec/ubuntu-ranking-dataset-creator)\n", + "* Lowe, [training set generator v2](https://github.com/ryan-lowe/Ubuntu-Dialogue-Generationv2)\n", + "* Shmalko, [lexica and slang normalizers](https://github.com/rasendubi/noisy-text/tree/master/data\n", + "* [retrieval-based vs rule-based and new modular approach](http://www.aclweb.org/old_anthology/C/C14/C14-1088.pdf)\n", + "* [retrieval-based bot](https://export.arxiv.org/pdf/1612.01627)\n", + "* [wrong idea about retrieval-bots](https://icrunchdata.com/blog/587/state-of-innovative-chatbots-and-intuitive-ai-in-2017/)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading CSV with `read_csv(*('../data/ubuntu_dialog_test_10.csv',), **{'low_memory': False})`...\n", + "(18920, 11)\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "from nlpia.data.loaders import read_csv\n", + "\n", + "df = read_csv('../data/ubuntu_dialog_test_10.csv')\n", + "print(df.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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ContextGround Truth UtteranceDistractor_0Distractor_1Distractor_2Distractor_3Distractor_4Distractor_5Distractor_6Distractor_7Distractor_8
0anyone knows why my stock oneiric exports env ...nice thanks! __eou__wrong channel for it, but check efnet.org, uno...every time the kernel changes, you will lose v...ok __eou__!nomodeset > acer __eou__ I'm assuming it is a...http://www.ubuntu.com/project/about-ubuntu/der...thx __eou__ unfortunately the program isn't in...how can I check? By doing a recovery for testi...my humble apologies __eou__#ubuntu-offtopic __eou__
1i set up my hd such that i have to type a pass...so you dont know, ok, anyone else? __eou__ you...nmap is nice, but it wasn't what I was looking...ok __eou__cdrom worked fine on windows. __eou__ i dont ...ah yes, i have read return as rerun __eou__hm? __eou__not the case, LTS is every other .04 release. ...Pretty much __eou__I used the one I downloaded from AMD __eou__ffmpeg is part of the package , quixotedon , a...
2im trying to use ubuntu on my macbook pro reti...just wondering how it runs __eou__yes, that's what I did, exported it to a \"id_d...nothing - i am talking about the question of m...that should fix the fonts being too large __eou__okay, so hcitool echos back hci0 <mac address ...I get to the menu with options such as 'try ub...why do u need analyzer __eou__ it is a toy __e...Cntrl-C may stop the command but it doesn't fi...if you're only going to run Ubuntu, just get a...the ones which are not picked up at the moment...
3no suggestions? __eou__ links? __eou__ how can...you cant load anything via usb or cd when luks...-p sorry... __eou__ nmap -p22 __eou__ It d...i guess so i can't even launch it. __eou__noted __eou__rxvt-unicode is one __eou__I tarred all of ~ __eou__I tarred all of ~ __eou__I don't really know if I can help, but I was c...that works just fine, thanks! __eou__thank you __eou__
4I just added a second usb printer but not sure...i was setting it up under the printer configur...i'd say the most commonly venue would be via L...the old hardy man page, http://manpages.ubuntu...i'll give a try __eou__by the way, the url you posted for davfs is fr...http://ubuntuforums.org/showthread.php?t=15498...So I load up putty gui, then what do I do? __e...you should read error messages, it says 'are ...waiting the college semester to close just to ...I was calling myself a jerk. All I know is tha...
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" + ], + "text/plain": [ + " Context \\\n", + "0 anyone knows why my stock oneiric exports env ... \n", + "1 i set up my hd such that i have to type a pass... \n", + "2 im trying to use ubuntu on my macbook pro reti... \n", + "3 no suggestions? __eou__ links? __eou__ how can... \n", + "4 I just added a second usb printer but not sure... \n", + "\n", + " Ground Truth Utterance \\\n", + "0 nice thanks! __eou__ \n", + "1 so you dont know, ok, anyone else? __eou__ you... \n", + "2 just wondering how it runs __eou__ \n", + "3 you cant load anything via usb or cd when luks... \n", + "4 i was setting it up under the printer configur... \n", + "\n", + " Distractor_0 \\\n", + "0 wrong channel for it, but check efnet.org, uno... \n", + "1 nmap is nice, but it wasn't what I was looking... \n", + "2 yes, that's what I did, exported it to a \"id_d... \n", + "3 -p sorry... __eou__ nmap -p22 __eou__ It d... \n", + "4 i'd say the most commonly venue would be via L... \n", + "\n", + " Distractor_1 \\\n", + "0 every time the kernel changes, you will lose v... \n", + "1 ok __eou__ \n", + "2 nothing - i am talking about the question of m... \n", + "3 i guess so i can't even launch it. __eou__ \n", + "4 the old hardy man page, http://manpages.ubuntu... \n", + "\n", + " Distractor_2 \\\n", + "0 ok __eou__ \n", + "1 cdrom worked fine on windows. __eou__ i dont ... \n", + "2 that should fix the fonts being too large __eou__ \n", + "3 noted __eou__ \n", + "4 i'll give a try __eou__ \n", + "\n", + " Distractor_3 \\\n", + "0 !nomodeset > acer __eou__ I'm assuming it is a... \n", + "1 ah yes, i have read return as rerun __eou__ \n", + "2 okay, so hcitool echos back hci0 , encoding='utf-8', input='content',\n", + " lowercase=True, max_df=1.0, max_features=None, min_df=1,\n", + " ngram_range=(1, 1), norm='l2', preprocessor=None, smooth_idf=True,\n", + " stop_words=None, strip_accents=None, sublinear_tf=False,\n", + " token_pattern='(?u)\\\\b\\\\w\\\\w+\\\\b', tokenizer=None, use_idf=True,\n", + " vocabulary=None)" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "\n", + "tfidf = TfidfVectorizer()\n", + "tfidf" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<3x5 sparse matrix of type ''\n", + "\twith 7 stored elements in Compressed Sparse Row format>" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sparse_vectors = tfidf.fit_transform(['Hello World!', 'Goodbye cruel world.', 'hello Jane.'])\n", + "sparse_vectors" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'cruel': 0, 'goodbye': 1, 'hello': 2, 'jane': 3, 'world': 4}" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfidf.vocabulary_" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['cruel', 'goodbye', 'hello', 'jane', 'world']" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfidf.get_feature_names()" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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How the heck did you figure that out? __eou__ __eot__ https://bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__ '" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'so you dont know, ok, anyone else? __eou__ you are like, yah my mouse doesnt work, reinstall your os lolol what a joke __eou__'" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_reply('i set up my hd such that i have to type a pass')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Your Turn!\n", + "\n", + "1. make it better (by playing with the numer of terms, the tokenizer, and other parameters)\n", + "2. make it faster by vectorizing the dot product (hint: the TFIDF vectors are normalized)\n", + "\n", + "Better means you can provide more vague context statements and still get the same vector/reply back.\n", + "Faster means you can retrieve an answer in a second or so." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 1. EDIT THIS!\n", + "\n", + "# 1a. rebuild the TFIDF transformer with your hyperparameter choices\n", + "tfidf = TfidfVectorizer(min_df=8, max_df=.3, max_features=100000)\n", + "\n", + "# 1b. refit the TFIDF transformer with your hyperparameter choices\n", + "tfidf.fit(pd.concat([df[df.columns[i]] for i in range(11)]))\n", + "\n", + "# 1c. rebuild your TFIDF \"database\"\n", + "X = tfidf.transform(df.Context)\n", + "X.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# 2. replace this code with your retrieval function!\n", + "\n", + "def get_statement(s='Hi', db=X.values, orig=df.Context.iloc):\n", + " q = tfidf.transform([s]).todense()[0]\n", + " best_similarity = -1\n", + " best_i = 0\n", + " for i, v in enumerate(db):\n", + " # print(i, q, v)\n", + " similarity = cosine_similarity(q, pd.np.array([v])) \n", + " if similarity > best_similarity:\n", + " best_similarity\n", + " best_i = i\n", + " return orig[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Semantic Search (LSA)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=100)\n", + "pca = pca.fit(tfidf.transform(df.Context).todense())\n", + "X_100d = pca.transform(X)\n", + "y_100d = pca.transform(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement_100d(s='Hi', db=X_100d, orig=df.Context.iloc):\n", + " q = pca.transform(tfidf.transform([s]).todense())[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(db):\n", + " # print(i, q.shape, v.shape)\n", + " sim = 2 - cosine_distances(pd.np.array([q]), pd.np.array([v]))\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " \n", + " return db[best_i], best_i\n", + "\n", + "def get_reply_100d(s='Hi'):\n", + " return df['Ground Truth Utterance'].iloc[get_statement_100d(s)[1]]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "anyone knows why my stock oneiric exports env var 'USERNAME'? I mean what is that used for? I know of $USER but not $USERNAME . My precise install doesn't export USERNAME __eou__ __eot__ looks like it used to be exported by lightdm, but the line had the comment \"// FIXME: Is this required?\" so I guess it isn't surprising it is gone __eou__ __eot__ thanks! How the heck did you figure that out? __eou__ __eot__ https://bugs.launchpad.net/lightdm/+bug/864109/comments/3 __eou__ __eot__ \n", + "n\n", + "ok, i just figured i'd ask here incase I was just retarded lol __eou__\n" + ] + } + ], + "source": [ + "print(get_statement_100d(df.Context[0])[0])\n", + "print(get_reply_100d(df.Context[0])[0])\n", + "print(get_reply_100d(\"I'm trying to use ubuntu on my macbook pro\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(\"I use cinnamon __eou__ But i don't know :P __eou__ __eot__ fair enough. I know Kazam has big issues in Gnome3 and cinnamon. __eou__ __eot__ \",\n", + " 10644)" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_statement_100d(\"me just installed another serial port copier but don't know\")" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('obi Its not working without USB stick. Without USB stick it asks to select a boot medium. With USB stick, it boots correctly. __eou__ obi Still the fdisk shows its not bootable. __eou__ __eot__ That display is irrelevant since 15 years :) __eou__ __eot__ ',\n", + " 7989)" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_statement_100d(\"I just added a second usb printer but not sure\")" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "and it still doesn't work? __eou__\n" + ] + } + ], + "source": [ + "\n", + "print(get_reply_100d(\"Did you like the movie Avatar?\"))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "## Your Turn!\n", + "\n", + "1. make it better (by playing with the numer of terms, the tokenizer, and other parameters)\n", + "2. make it faster by vectorizing the dot product (hint: the TFIDF vectors are normalized)\n", + "\n", + "Better means you can provide more vague context statements and still get the same vector/reply back.\n", + "Faster means you can retrieve an answer in a second or so." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# EDIT\n", + "pca = PCA(n_components=100)\n", + "pca = pca.fit(tfidf.transform(df.Context).todense())\n", + "X_100d = pca.transform(X)\n", + "y_100d = pca.transform(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# EDIT (not required)\n", + "def get_statement_100d(s='Hi', db=X_100d, orig=df.Context.iloc):\n", + " q = pca.transform(tfidf.transform([s]).todense())[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(db):\n", + " # print(i, q.shape, v.shape)\n", + " sim = 2 - cosine_distances(pd.np.array([q]), pd.np.array([v]))\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " \n", + " return db[best_i], best_i\n", + "\n", + "def get_reply_100d(s='Hi'):\n", + " return df['Ground Truth Utterance'].iloc[get_statement_100d(s)[1]]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## [Explore Hyperspace](https://docs.google.com/presentation/d/1SEU8VL0KWPDKKZnBSaMxUBDDwI8yqIxu9RQtq2bpnNg/edit?usp=sharing) first" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# annoy\n", + "\n", + "**A**proximate \n", + "**N**earest \n", + "**N**eighbors \n", + "**O**h \n", + "**Y**ea " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "# !pip install annoy\n", + "from annoy import AnnoyIndex\n", + "\n", + "# Length of item vector that will be indexed\n", + "num_features = 100\n", + "# Empty index\n", + "db = AnnoyIndex(num_features)\n", + "\n", + "# Index vectors one at a time\n", + "for i, v in enumerate(X_100d):\n", + " db.add_item(i, v)\n", + "\n", + "# Number of trees affects the accracy and speed\n", + "num_trees = 20\n", + "\n", + "# Build (sort) the index after all the vectors have been added\n", + "db.build(num_trees)\n", + "db.save('../data/X_100.ann')\n", + "\n", + "u = AnnoyIndex(num_features)\n", + "\n", + "# Loads the index file fast with mmap (memory mapping)\n", + "u.load('../data/X_100.ann')\n", + "\n", + "# Find the 1000 nearest neighbors (sorted by distance?)\n", + "print(u.get_nns_by_item(0, 1000))" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/04 Retrieval Chatbot Scaled Up.ipynb b/notebooks/04 Retrieval Chatbot Scaled Up.ipynb new file mode 100644 index 0000000..6b04a89 --- /dev/null +++ b/notebooks/04 Retrieval Chatbot Scaled Up.ipynb @@ -0,0 +1,8627 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "np = pd.np\n", + "pd.set_option('display.max_rows', 4)\n", + "pd.set_option('display.max_columns', 500)\n", + "\n", + "from IPython.display import display, HTML\n", + "import seaborn as sns\n", + "from seaborn.utils import plt\n", + "\n", + "# display(HTML(\"\"))\n", + "display(HTML(open(\"../shared-resources/jupyter.css\", \"r\").read()))\n", + "%matplotlib inline\n", + "# import mpld3\n", + "\n", + "sns.mpl.rc(\"figure\", figsize=(16, 6))\n", + "# plt.style.use('seaborn')\n", + "# plt.rc(\"figure\", figsize=(16, 6))\n", + "# mpld3.enable_notebook()\n", + "\n", + "\n", + "from nlpia.data.loaders import get_data" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading ubuntu_dialog\n", + "requesting URL: https://www.dropbox.com/s/krvi79fbsryytc2/ubuntu_dialog.csv.gz?dl=1\n", + "remote size: 296098788\n", + "local size: 296098788\n" + ] + }, + { + "data": { + "text/html": [ + "
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ContextUtterance
0i think we could import the old comments via r...basically each xfree86 upload will NOT force u...
1I'm not suggesting all - only the ones you mod...oh? oops. __eou__
.........
3interesting __eou__ grub-install worked with /...i fully endorse this suggestion </quimby> __eo...
4and because Python gives Mark a woody __eou__ ...(i thought someone was going to make a joke ab...
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" + ], + "text/plain": [ + " Context \\\n", + "0 i think we could import the old comments via r... \n", + "1 I'm not suggesting all - only the ones you mod... \n", + ".. ... \n", + "3 interesting __eou__ grub-install worked with /... \n", + "4 and because Python gives Mark a woody __eou__ ... \n", + "\n", + " Utterance \n", + "0 basically each xfree86 upload will NOT force u... \n", + "1 oh? oops. __eou__ \n", + ".. ... \n", + "3 i fully endorse this suggestion __eo... \n", + "4 (i thought someone was going to make a joke ab... \n", + "\n", + "[5 rows x 2 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = get_data('ubuntu_dialog')\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1499744 entries, 0 to 1999998\n", + "Data columns (total 2 columns):\n", + "Context 1499744 non-null object\n", + "Utterance 1499744 non-null object\n", + "dtypes: object(2)\n", + "memory usage: 34.3+ MB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1499744" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8 10835\n" + ] + }, + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
context_len1499744.0489.090587404.44904636.0218.0362.0619.010835.0
utterance_len1499744.085.48504679.3751298.034.064.0111.03154.0
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% \\\n", + "context_len 1499744.0 489.090587 404.449046 36.0 218.0 362.0 619.0 \n", + "utterance_len 1499744.0 85.485046 79.375129 8.0 34.0 64.0 111.0 \n", + "\n", + " max \n", + "context_len 10835.0 \n", + "utterance_len 3154.0 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "h = pd.DataFrame(index=df.index)\n", + "h['context_len'], h['utterance_len'] = df.Context.str.len(), df.Utterance.str.len()\n", + "print(h.min().min(), h.max().max())\n", + "h.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[ 8.00000000e+00 2.78675000e+02 5.49350000e+02 8.20025000e+02\n", + " 1.09070000e+03 1.36137500e+03 1.63205000e+03 1.90272500e+03\n", + " 2.17340000e+03 2.44407500e+03 2.71475000e+03 2.98542500e+03\n", + " 3.25610000e+03 3.52677500e+03 3.79745000e+03 4.06812500e+03\n", + " 4.33880000e+03 4.60947500e+03 4.88015000e+03 5.15082500e+03\n", + " 5.42150000e+03 5.69217500e+03 5.96285000e+03 6.23352500e+03\n", + " 6.50420000e+03 6.77487500e+03 7.04555000e+03 7.31622500e+03\n", + " 7.58690000e+03 7.85757500e+03 8.12825000e+03 8.39892500e+03\n", + " 8.66960000e+03 8.94027500e+03 9.21095000e+03 9.48162500e+03\n", + " 9.75230000e+03 1.00229750e+04 1.02936500e+04 1.05643250e+04\n", + " 1.08350000e+04]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "bins = np.arange(41) * (h.max().max() - h.min().min()) / 40. + h.min().min()\n", + "print(bins)\n", + "\n", + "fig = plt.figure()\n", + "ax = fig.subplots()\n", + "for c in h.columns:\n", + " ax = sns.distplot(h[c], bins=bins, ax=ax, kde=False)\n", + "plt.legend(h.columns)\n", + "plt.yscale = 'log'\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.corpora import Dictionary, TextCorpus, MmCorpus\n", + "from gensim.models import LsiModel, TfidfModel\n", + "from nltk.tokenize.casual import TweetTokenizer\n", + "# from tqdm import tqdm" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "i think we could import the old comments via rsync, but from there we need to go via email. I think it is easier than caching the status on each bug and than import bits here and there \n", + " it would be very easy to keep a hash db of message-ids \n", + " sounds good \n", + " ok \n", + " perhaps we can ship an ad-hoc apt_prefereces \n", + " version? \n", + " thanks \n", + " not yet \n", + " it is covered by your insurance? \n", + " yes \n", + " but it's really not the right time :/ \n", + " with a changing house upcoming in 3 weeks \n", + " you will be moving into your house soon? \n", + " posted a message recently which explains what to do if the autoconfiguration does not do what you expect \n", + " how urgent is #896? \n", + " not particularly urgent, but a policy violation \n", + " i agree that we should kill the -novtswitch \n", + " ok \n", + " would you consider a package split a feature? \n", + " context? \n", + " splitting xfonts* out of xfree86*. one upload for the rest of the life and that's it \n", + " splitting the source package you mean? \n", + " yes. same binary packages. \n", + " I would prefer to avoid it at this stage. this is something that has gone into XSF svn, I assume? \n", + "I'm not suggesting all - only the ones you modify. \n", + " ok, it sounds like you're agreeing with me, then \n", + " though rather than \"the ones we modify\", my idea is \"the ones we need to merge\" \n", + "afternoon all \n", + " not entirely related to warty, but if grub-install takes 5 minutes to install, is this a sign that i should just retry the install :) \n", + " here \n", + " you might want to know that thinice in warty is buggy compared to that in sid \n", + " and apparently GNOME is suddently almost perfect (out of the thinice problem), nobody report bugs :-P \n", + " I don't get your question, where do you want to paste ? \n", + " can i file the panel not linking to eds? :) \n", + " are you using alt ? or the windows key ? \n", + " wait for the gnome-themes, component will be added \n", + " i just restarted X and now nautilus won't show the desktop :( \n", + " hal isn't starting :( \n", + " do you think we have any interest to have hal support turned on in gnome-vfs at this point ? It increases the sources of problems for no real benefit imho ... \n", + " is it a known bug that g-s-t doesn't know what distribution its running on? \n", + " are there any changes to desktop-file-utils you've got hidden away? \n", + " somebody should really kick that guy *hard* \n", + " I've added a build-dep on libxt-dev in warty for zenity \n", + " arse. xt-dev? i added libx11-dev \n", + " so just libxt-dev or libxt and libx11? \n", + " for future note, the xmodmap line in that X sticky-super fixes the problem for me \n", + " we have planned to speak about menu organisation during the 2 weeks \n", + " I need we don't need to force it \n", + " ? \n", + " was away, you said ? \n", + " nope \n", + " the warty repository \n", + " ok, fine. Thanks \n", + " nice to get packages update every 30min instead once a day, isn't it :) \n", + " you'll be glad to know i've fixed my missing arrows in thinice bug \n", + " I've uploaded the gnome-vfs without hal support should be available rsn \n", + " should g2 in ubuntu do the magic dont-focus-window tricks? \n", + " join the gang, get an x-series thinkpad \n", + " sj has hung on my box, again. \n", + " what is monday mornings discussion actually about? \n" + ] + } + ], + "source": [ + "import re\n", + "from itertools import chain\n", + "\n", + "splitter = re.compile(r'__eo[a-z]__') \n", + "for sent in chain.from_iterable(splitter.split(df.Context.iloc[i]) for i in range(3)):\n", + " if len(sent.strip()):\n", + " print(sent)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "i think we could import the old comments via rsync, but from there we need to go via email. I think it is easier than caching the status on each bug and than import bits here and there \n" + ] + } + ], + "source": [ + "import re\n", + "from itertools import chain \n", + "\n", + "def split_eou(iterable, splitter=re.compile('__eo[a-z]__')):\n", + " for utterance in chain.from_iterable(splitter.split(uts) for uts in iterable):\n", + " if len(utterance.strip()):\n", + " yield utterance\n", + "\n", + "for ut in chain.from_iterable([split_eou(df.Context), split_eou(df.Utterance)]) :\n", + " print(ut)\n", + " break\n", + "\n", + "texts = chain.from_iterable([split_eou(df.Context), split_eou(df.Utterance)])\n", + "# assert len(texts) == 2 * len(df)\n", + "# assert df.Context.str.contains('\\n').sum() == 0\n", + "# assert df.Utterance.str.contains('\\n').sum() == 0\n", + "\n", + "TEXT_PATH = '../shared-resources/ubuntu_dialog.txt' # file that will contain one document per line (), all statements, then all utterances" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Wrote 12290390 lines to ../shared-resources/ubuntu_utterances.txt\n" + ] + } + ], + "source": [ + "with open(TEXT_PATH, 'w') as fout:\n", + " for i, text in enumerate(texts):\n", + " fout.write(text + '\\n')\n", + "print('Wrote {} lines to {}'.format(i + 1, TEXT_PATH))\n", + "del texts\n", + "del h" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "class BOWCorpus(object):\n", + "\n", + " def __init__(self, file_path, vocab=None, dictionary=None, tokenizer=TweetTokenizer(preserve_case=True), batch_size=10000):\n", + " self.file_path = file_path\n", + " self.batch_size = batch_size\n", + " self.vocab = vocab if vocab is not None else (dictionary if dictionary is not None else None)\n", + " self.tokenizer = tokenizer if tokenizer is not None else TweetTokenizer(preserve_case=True)\n", + " self.num_documents = 0\n", + "\n", + " if self.vocab is None:\n", + " self.vocab = Dictionary()\n", + " with open(self.file_path) as fin:\n", + " batch = []\n", + " for i, line in enumerate(fin):\n", + " if not ((i + 1) % self.batch_size):\n", + " self.vocab.add_documents(batch)\n", + " batch = []\n", + " print(i, line[:60])\n", + " batch = batch.append(line)\n", + " self.num_documents = i + 1\n", + " if len(batch):\n", + " self.vocab.add_documents(batch)\n", + " batch = []\n", + " \n", + "\n", + " def __iter__(self):\n", + " with open(self.file_path) as fin:\n", + " for i, line in enumerate(fin):\n", + " if not i % self.batch_size:\n", + " print(i, line[:60] + '...')\n", + " # assume there's one document per line, tokens separated by whitespace\n", + " yield self.vocab.doc2bow(self.tokenizer.tokenize(line))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 i think we could import the old comments via rsync, but from\n", + "1000 hi there __eou__ anybody experienced trouble with sound __e\n", + "2000 it could also be some element of the OBEX protocol niceties \n", + "3000 hey all...anybody know how to install some win codecs? __eou\n", + "4000 Whats the difference between universe and multiverse ? __eou\n", + "5000 does the default kernel have no loop iso mount support? __eo\n", + "6000 hello __eou__ so, if you install a package in ubuntu does it\n", + "7000 so why not use a 4 page disertation for the version \"number\"\n", + "8000 there is no good download manager? __eou__ __eot__ for what?\n", + "9000 hrmph -- so, I'm well along with my debian-to-ubuntu convers\n", + "10000 how fissy? __eou__ ehhh that was supposed to go to baluba __\n", + "11000 anyone? kernel source on ubuntu? __eou__ anyone? is there ke\n", + "12000 hrm __eou__ Why not optimise for i586/i686? __eou__ __eot__ \n", + "13000 apt-get is getting really old stuff in my just installed ubu\n", + "14000 Anybody else here playing Quake 3? __eou__ __eot__ I played \n", + "15000 oof __eou__ don't forget the \"will delete your user data\" ca\n", + "16000 I can't get my linux supported usb hp officejet 5500 multifu\n", + "17000 hell0w again :D __eou__ Well i am :D __eou__ I wanna become \n", + "18000 excuse me folks, how can I direct ubuntu to use a static add\n", + "19000 Is it possible to mount an FTP Server like a network share? \n", + "20000 Hi! Does anyone manage to install Firefox 1 and Thunderbird \n", + "21000 is it easy to compile an up-to-date kernel for ubuntu? like \n", + "22000 Octane - does Alt-F2, get you to a promt? __eou__ Octane - I\n", + "23000 has anyone gotten kqemu to work in ubuntu? I'm a complete n0\n", + "24000 Does the Ubuntu apache2 binary have mod_rewrite enab\n", + "25000 gnome needs a bloat clean up __eou__ its a good desktop dont\n", + "26000 one thing i don't get. ubuntu has apt-get but when trying to\n", + "27000 :-) __eou__ __eot__ is that a good :-) ? or a guess what :-\n", + "28000 synaptic is included and installed by default in Ubuntu __eo\n", + "29000 heh - gee speaking of gnome.. is there a way to disable that\n", + "30000 gedit __eou__ __eot__ Jedit __eou__ __eot__ \n", + "\n", + "31000 Hi __eou__ Is there any way I can install a CMS on a local P\n", + "32000 dpkg --reconfigure Xfree86 ? __eou__ thanks thoreauputic. :\n", + "33000 can anybody tell me why ClamAV or similar antivirus isn't in\n", + "34000 no, not really :) __eou__ I really wish I hadn't missed the \n", + "35000 no return key needed __eou__ __eot__ ah,, just wordwrap __eo\n", + "36000 omeg, Synaptic Package Manger <-- I've found A\n", + "37000 Is http://sourceforge.net completely dead for anyone else he\n", + "38000 does someone here streams audio on the net? __eou__ does som\n", + "39000 what's the structure of these heads? __eou__ __eot__ trying \n", + "40000 wtf... i try to add multiverse to my sources, and everytime \n", + "41000 does anybody know what package provides ft2build.h? __eou__ \n", + "42000 tar xzvf tar ballname __eou__ tar xzvf tar_ballname rather _\n", + "43000 You are familiar with the concept of a wiki right? __eou__ _\n", + "44000 i need to post my wiki about network interfaces not getting \n", + "45000 how to install kde ? __eou__ __eot__ sudo apt-get update && \n", + "46000 anyone know of a good notes manager / organizer \"tree\" styl\n", + "47000 the apt-system isn't built for downgrades... __eou__ __eot__\n", + "48000 Hey, I was wondering whether any of you knew of a tool to ex\n", + "49000 I am trying to watch a video using MPlayer and I get very lo\n", + "50000 How do I set an icon to a file type globally? Instead of cha\n", + "51000 screw linspire, they CHARGE MONEY for gcc __eou__ It's free \n", + "52000 yes. :) __eou__ google.com/ig | my-live-journal | ubuntuforu\n", + "53000 has anyone heard of this problem I am having on my laptop ru\n", + "54000 hello ;) __eou__ __eot__ in a terminal do this 'sudo apt-cac\n", + "55000 is there a way to link the terminal copy and paste crap with\n", + "56000 [j] [a] [r] [e] [d] , did you try google? (I can't help you,\n", + "57000 did you recently add hard drives? the installer should find \n", + "58000 stay away from the 'guide, it is full of pitfalls __eou__ __\n", + "59000 commented __eou__ look at the bottom of php.ini __eou__ disg\n", + "60000 look for the version 1.0.4 __eou__ __eot__ \"look for the ver\n", + "61000 what's the equivalent in ubuntu of the kernel-headers-xxx-x-\n", + "62000 Hello, /etc/X11/xkb/rules/xorg is a symlink to \"base\" __eou_\n", + "63000 hi! __eou__ any cron users here? __eou__ __eot__ All Ubuntu \n", + "64000 do you find you repeat a lot?...lol, don't ask to ask lol, h\n", + "65000 I wish I knew why fglrx doesn't let me use totem and mplayer\n", + "66000 dang its starting to feel like burger time __eou__ joose wha\n", + "67000 tiago,PM-aSeepin: Please keep the code of conduct in mind wh\n", + "68000 how can i see if my video dirvers are installed properly? __\n", + "69000 hmmm, to buy a XFX 6600GT or a X800GT , that is the question\n", + "70000 anyone has tried google talk with gaim? __eou__ __eot__ yup \n", + "71000 Anyone know of a good FTP client with SSL? __eou__ __eot__ g\n", + "72000 hello ...ppl.. __eou__ does somebody here has a package for \n", + "73000 Has anybody used skype on ubuntu? __eou__ __eot__ - I tried.\n", + "74000 hey all, when suing in terminal, it dosnt take the password,\n", + "75000 Hi, is grub actually able to boot a floppy image located on \n", + "76000 hi i'm back again .. installed bittornado .. but the command\n", + "77000 seems that gnomemeeting is similar to microsoft netmeeting f\n", + "78000 how to update breezy? is it in the repo? __eou__ or u have t\n", + "79000 yea slashdot was one of em __eou__ __eot__ ? __eou__ __eot\n", + "80000 nautilus is the filemanager for Gnome __eou__ __eot__ why t\n", + "81000 nvdia tnt2 model 64 at breezy, someone have problems? __eou_\n", + "82000 Hey all. __eou__ Question, is there any way to install witho\n", + "83000 anyone got the nvidia driver to compile? __eou__ __eot__ the\n", + "84000 hi @all __eou__ what about the breezy iptables-package?? mod\n", + "85000 HI, is there a way for me to create a complete perfect image\n", + "86000 no, the kernel was compiled with gcc-3.4 __eou__ because the\n", + "87000 What is the shell cmd to configure X ? __eou__ __eot__ sudo \n", + "88000 I need to add a resolution setting what file do I edit again\n", + "89000 I love Ubuntu but it's starting to give me a lot of problems\n", + "90000 how can i chroot a knoppix-cd? i have problem with the acpi\n", + "91000 Hi, dmesg tells me \"Unknown key pressed (translated set 2, c\n", + "92000 if you want a standalone js interpreter try rhino __eou__ or\n", + "93000 maybe you need to install libsdl1.2debian-esd, that works fo\n", + "94000 a compile of mine is trying to find libcurses __eou__ i cant\n", + "95000 u on? __eou__ __eot__ you mean \"Can someone tell me where on\n", + "96000 have you tried using gedit to convert the encoding? under th\n", + "97000 I need to reconfigure xserver to use a different resolution.\n", + "98000 will that work ok for my amd64? __eou__ __eot__ sudo wget h\n", + "99000 sup __eou__ is knubuntu just ubuntu with KDE or its own CDs \n", + "100000 hello __eou__ I have a problem with VMware on Breezy. The Ne\n", + "101000 I need same kind of image viewer programm which makes possib\n", + "102000 How do I disable the GNOME startup sound? __eou__ __eot__ th\n", + "103000 Hey, has anyone got Azureus installed alongsie Eclipse? __eo\n", + "104000 How do I find out if ubuntu supports my hardware? __eou__ __\n", + "105000 ARGH! __eou__ HATE HATE HATE HATE __eou__ Firefox needs to h\n", + "106000 ] Kem[, I recomment easybreezy also __eou__ ] Kem[, You mi\n", + "107000 if you're going to be connecting to your sshd on the non-sta\n", + "108000 www.ubuntuguide.org __eou__ __eot__ we dont use that guide \n", + "109000 is there some samba server GUI for gnome? __eou__ there's no\n", + "110000 anyone here know any good psp/linux/ubuntu pages i can brows\n", + "111000 did you get nvidia DEBs to work alright? __eou__ __eot__ i d\n", + "112000 okay. sitting next to me is a rescue prompt with my new targ\n", + "113000 I run it on amd k7 500 __eou__ I think it's 500 __eou__ amd \n", + "114000 Where do I find my kernel.config (I wan t to check if I have\n", + "115000 How does one go abouts editing gnomes, right click menu? I w\n", + "116000 muine music player wont play the tracks :S __eou__ __eot__ m\n", + "117000 Q: what utility replace Google-desktop (the search tool) und\n", + "118000 Care to create a pastebin with what 'iwconfig' gives back? _\n", + "119000 ello!! __eou__ is it possible to transfer the root and swap \n", + "120000 Mount: mouting /root/dev on /dev/.static/dev failed: no such\n", + "121000 oh hes gone now __eou__ Ok, can anyone help me fix my dvd dr\n", + "122000 My \"ifconfig\" is only picking up a loopback interface and no\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "123000 would an athlon 64 3800+ dual core use a 686-smp kernel or a\n", + "124000 ok, now i have amarok 1.3.8 It does 'detect' my ipod, tech\n", + "125000 I wondering if I should dist-upgrade to hoary. Any comments?\n", + "126000 Encoding as 16 kHz 32 kbps single-ch MPEG-2 Layer III (8x)\n", + "127000 sound blaster 16 pnp __eou__ can ya explain that in laymans \n", + "128000 can anyone recommend pmud over pbbuttons? __eou__ __eot__ Su\n", + "129000 prolly means the dev is not ther __eou__ prolly means the de\n", + "130000 don't thank me yet __eou__ nfi if it works ! :o __eou__ prob\n", + "131000 can someone help me with the chmod command? __eou__ __eot__ \n", + "132000 and it couldnt find it __eou__ I did, i typed in 'sudo wine \n", + "133000 how do i make amarok play mp3 files? i'm using gstreamer eng\n", + "134000 you guys, how do i check if the xdamage extension is loaded \n", + "135000 Anyone know how I can use .rpm files with ubuntu? I just in\n", + "136000 ^-^ __eou__ raight, out of the box :) __eou__ blackbox, flux\n", + "137000 i have a microsoft intellimouse under ubuntu linux. when i \n", + "138000 any good programs for making pictures look better? this one\n", + "139000 ah... yes... tricky :9 __eou__ __eot__ yes it is, and only u\n", + "140000 natutilus as root? *shudders...* __eou__ __eot__ lol what's\n", + "141000 I am reading xkb and xmodmap docs, I tried some xmodmap scri\n", + "142000 sudo ln -sf /usr/bin/Xgl /etc/X11/X <-- this does not work _\n", + "143000 hey __eou__ do a /nickserv info zeeble __eou__ blah. well, t\n", + "144000 anyone used cygwin __eou__ i ask for just general info ... _\n", + "145000 hey when i type mkdir /media/partitionname __eou__ it says \"\n", + "146000 ok ill check it out __eou__ nothing else i can do then __eou\n", + "147000 pygtk comes bundled in ubuntu or I have to install it? __eou\n", + "148000 anyone knows how to configure clients for tor or privoxy __e\n", + "149000 ubuntu> no root password use sudo __eou__ Kadran> did you in\n", + "150000 dont suggest that __eou__ __eot__ Why not? It's pretty effe\n", + "151000 turn the brightness down... __eou__ __eot__ it's about eight\n", + "152000 hello. __eou__ hello. __eou__ can someone tell me how the ip\n", + "153000 Hi ppl __eou__ I need to copy a file to a USB external disk \n", + "154000 Is there a package that provides a startup script for iptabl\n", + "155000 Is the live cd really really slow or is it my cd drive, and \n", + "156000 !tell zawa about restricted __eou__ __eot__ cyne: please tak\n", + "157000 No clue __eou__ i think it's fat16, though __eou__ will some\n", + "158000 bah i still need to configure modem, printing, mail server, \n", + "159000 how do i change boot loader options during install of dapper\n", + "160000 any idea howto get sound working on flash videos ? __eou__ d\n", + "161000 what is your problem? __eou__ __eot__ I cannot read from a C\n", + "162000 hi __eou__ please how could i get the list of kernel loaded \n", + "163000 SMACK! __eou__ SetUID BAD!! __eou__ __eot__ man chmod __eou_\n", + "164000 what would the package name for gd be? __eou__ can I search \n", + "165000 Hum. Looks like a bug needs to be filed against ubuntu' use \n", + "166000 Is there a command to see the freespace on the ubuntu filesy\n", + "167000 hehe, 's cool __eou__ __eot__ dr3wster, sudo /etc/init.d/apa\n", + "168000 yw __eou__ ( master boot record ) __eou__ __eot__ great mind\n", + "169000 im running foresight linux as a guest os using vmware player\n", + "170000 is there any way to remove a package that ubuntu-desktop dep\n", + "171000 I just detected an event through firestarter from kornbluth.\n", + "172000 does anyone know if there's a command line equivalent for sw\n", + "173000 what is a mythtv ? __eou__ __eot__ looks awesome __eou__ __e\n", + "174000 I just installed vnc4viewer __eou__ __eot__ congratulations!\n", + "175000 anyone know how to configure the screensaver in xubuntu? __e\n", + "176000 hey, Whats a good program to learn python in or any coding _\n", + "177000 is there anyway to make a ubuntu installation boot terminal \n", + "178000 has anyone here tried installing ubuntu on a G3? __eou__ __e\n", + "179000 For the screensavers, it has a \"Pictures Folder\" for an opti\n", + "180000 can anyone please tell me where can I download dapper cd ima\n", + "181000 Is there anyone here whit a ATI Radeon 9800 pro that install\n", + "182000 i have a symlink from hda to hdb. i'm worried that everythim\n", + "183000 hello, guys, please tell me what i should add to my crontab \n", + "184000 hi, just installed ubuntu on the laptop, happyness so far. h\n", + "185000 does anyone remember the name of the disk partitioner that i\n", + "186000 hey guys i have a problem __eou__ i just installed ubuntu ba\n", + "187000 hi any graphical tool to choose between GDM and KDM and to c\n", + "188000 Hello everyone __eou__ Im thinking of installing ubuntu on m\n", + "189000 hey, does any1 know where the option in the live cd install \n", + "190000 Still looking for someone to help me with the datadump issue\n", + "191000 hi guys... i was about to install kubuntu-desktop on ubuntu \n", + "192000 Basically, I am using a Ubuntu 6.06 CD; I always occasionall\n", + "193000 I'm in a fix with grub, guys __eou__ __eot__ how so ? __eou_\n", + "194000 Why do some companys employ C/C++ programmer under Linux, no\n", + "195000 rich: u dont need to find it, just type wine = 1.2.0... no *** The gtk\n", + "263000 Help! When I try to blacklist my Wifi drivers using the \"sud\n", + "264000 I accidentally closed the chat. Did someone have some soluti\n", + "265000 What is the command to determine which host is the DHCP serv\n", + "266000 it says \"Totem Mplayer\" and it doesnt play. __eou__ __eot__ \n", + "267000 #ubuntu should have a web interface __eou__ __eot__ there's \n", + "268000 How can I partition my HDD and install Windows? __eou__ How \n", + "269000 NTFS-3G has really worked wonders for me, really glad with i\n", + "270000 hmf! where can I get this module PEAR-Crypt_CHAP ? __eou__ _\n", + "271000 how can I get ati sound drivers for my laptop, they're gone \n", + "272000 Ummm... anyone think they can help me out with getting my wi\n", + "273000 hello :) __eou__ i have an issue with tightvncserver :( __eo\n", + "274000 Amarok has a small equalizer, only 10 headers __eou__ yea am\n", + "275000 how to count words \"word\" in myfile.txt? __eou__ anyone? __e\n", + "276000 that said, i don't know why it wasn't like that before ;) __\n", + "277000 I'm gonna stab Dan __eou__ I'm gonna pull my friggin hair ou\n", + "278000 anyone have any ideas why, since upgrading to feisty, my wi\n", + "279000 libata sucks bigtime __eou__ i can't tweak my harddrive __eo\n", + "280000 hello __eou__ i am having a problem with add remove __eou__ \n", + "281000 Hi all __eou__ i have a query relating to Acer AL1706 TFT _\n", + "282000 packages in edgy-backports should not have dependencies that\n", + "283000 Hey guys, is there a firewall default for Feisty ? __eou__ _\n", + "284000 does wine not work on feistyx64 __eou__ Wine Windows Emulato\n", + "285000 hello can someone help me im in the LIVE CD now but i cant I\n", + "286000 when i enter http://bigsnake_net.photo.163.com/ , firefox sa\n", + "287000 sigh, how can i install ATIs drivers when Ubuntu wont let me\n", + "288000 just apt-get remove vim-tiny and apt-get install the full ve\n", + "289000 hi all, is it possible to migrate from Debian Etch to Ubuntu\n", + "290000 I installed 7.04 on a VGN-N230E, and it works fine -- but my\n", + "291000 I was on youtube the last day looking for feisty and Beryl v\n", + "292000 according to winehq, office 2007 doesn't won't install on di\n", + "293000 hi! I read intel releases great graphics card drivers for th\n", + "294000 hi,guys i have just installed ubuntu , and i was wondering h\n", + "295000 Whats the command to see processes that are running on my ma\n", + "296000 is it recommended to keep /var/www/ owned by 'root'? cause i\n", + "297000 I put in the 7.04 live cd and it just scrolls \"/bin/sh: Can'\n", + "298000 how do I get X to use a better refresh rate __eou__ it won't\n", + "299000 !nvu | myo (you should also be able to use the edgy package \n", + "300000 how do you get the installer to install w/o 'formatting' / _\n", + "301000 becouse it is a sudo __eou__ __eot__ wasn't the case on 2 ot\n", + "302000 is there a *nix command similar to 'comm' that compares two \n", + "303000 I need help with azureus: my torrents keep going down to 0 k\n", + "304000 what is a good torrent client for ubuntu....bittorrent has l\n", + "305000 Azureus __eou__ anyone know of a good Nintendo 64 emulator? \n", + "306000 how to make \"ctrl\"+\"alt\" a third-level-choser?!? __eou__ __e\n", + "307000 Can anyone help me transfer my outlook express information t\n", + "308000 help my apache is broken __eou__ __eot__ what happened? __eo\n", + "309000 how long is 'Installing system' supposed to take via the reg\n", + "310000 ergh, ubuntu installed but crashes on next system boot. __eo\n", + "311000 is there a console command for comparing files? __eou__ __eo\n", + "312000 Say, where it is possible to load a driver for HP 4400c __eo\n", + "313000 hey all... anyone got a fix for e1000 under x64? I get 'can'\n", + "314000 is there anyway to have programs start on ubuntu startup.. l\n", + "315000 i have the ati radeon x1400 video card in my inspiron 6400 a\n", + "316000 Question: I just got home from college and my parents have s\n", + "317000 What's the difference between an apt-get and an aptitude? __\n", + "318000 hey all, I'm having trouble with permissions on a new hard d\n", + "319000 i'm having partition problems :( __eou__ I want to dual boot\n", + "320000 blairellisL im sure with the advanced options you can be mor\n", + "321000 ok __eou__ I've got ndiswrapper installed, with its awesome \n", + "322000 Arg! Can anyone explain this? My Mac OS 10.4 laptop can get \n", + "323000 do anyone know what to do to make a bootable CD? i'm a newbi\n", + "324000 haha, shadowmancer, I was about to ask if you were connected\n", + "325000 anybody ever have eth0 and eth1 just disappear on a reboot a\n", + "326000 hey, I was considering trying out 7.10 tribe 3 (for some new\n", + "327000 hi, is it possible to type a command in the linux console a\n", + "328000 how do I use aptitude or apt to show the locations of instal\n", + "329000 why did you PM me? __eou__ __eot__ it is a trick with the bo\n", + "330000 or, Win2k on one drive, and Ubuntu on the other, or somethin\n", + "331000 Hi all __eou__ *I've got a little... problem* (a.k.a. Glotti\n", + "332000 is there a doc on how to install .deb files? __eou__ actuall\n", + "333000 do you have any ideas how to fix this error im getting with \n", + "334000 you there? __eou__ __eot__ yes __eou__ __eot__ hi! I was won\n", + "335000 hi, I have an asus DRW-1608P, and about one week I can't bur\n", + "336000 can anyone guide me? i want to use my mobile phone as a mode\n", + "337000 hm.. i've installed ubutnu and my resolution was crapy, so i\n", + "338000 yay microsoft messed up my ubuntu partition __eou__ i tried \n", + "339000 okay i need help setting up an SSH server on Ubuntu Server F\n", + "340000 when i tryed a sudo apt-get update i got this error msg: W: \n", + "341000 any ideas where do I set the number of workpaces so cube on \n", + "342000 Where can i get earlier versions of Ubuntu __eou__ __eot__ w\n", + "343000 hello everybody! I need a specific answer... __eou__ I am t\n", + "344000 is there any way i can make my own start menu for ubuntu? i \n", + "345000 sudo aptitude download :P __eou__ __eot__ why \n", + "346000 if i want Tomboy Notes to autostart on boot up, is it just a\n", + "347000 his RDM reports that he doesnt need, prob cuz the restricted\n", + "348000 hi, i just installed eterm via a sudo apt-get install eterm \n", + "349000 Any C programmers out there? __eou__ I'm just starting to us\n", + "350000 hey anyone know how to kill compiz from the terminal? __eou_\n", + "351000 Morning, all. I'm trying to install 7.10 on my laptop. All\n", + "352000 howdy folk __eou__ does anyone know how to get the shell eff\n", + "353000 i just installed ubuntu 7.10 and enabled gl desktop. what do\n", + "354000 For importing windows settings, do you have to reformat the \n", + "355000 for some reason proprietary drivers don't want to install fo\n", + "356000 Is the defualt shell in gusty still dash? __eou__ does anyon\n", + "357000 hi, i accidentally converted my ntfs win partition to ext3. \n", + "358000 anyone got patches for kernel 2.6.23 for the new ati drivers\n", + "359000 how do i get my card reader to work? dmesg tells me it just \n", + "360000 oh jesus __eou__ I f*cked up my laptop... :( __eou__ I bette\n", + "361000 I've deleted the windows partition and now grub wont boot ub\n", + "362000 no xstat __eou__ src? run php without apache???? __eou__ __e\n", + "363000 is there a command to pull all the .mp3 files out of seperat\n", + "364000 I haven't had to update my system in 2 weeks.. is this norma\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365000 KILL DASH NINE __eou__ __eot__ are you singing the song? __e\n", + "366000 hi. i'm trying to emulate N64 games with mupen64 and kamefu \n", + "367000 can anybody help me in changing the desktop icon text color \n", + "368000 Chill firefox and thats abou tit __eou__ __eot__ null needs \n", + "369000 i just copied over a directory from a seperate partition to \n", + "370000 seriously, can anyone aid me in getting airport-config worki\n", + "371000 hi everyone, __eou__ anybody with freezing issue on Gutsy ? \n", + "372000 how do I give a bridge interface a gateway address? __eou__ \n", + "373000 i can't load my xserver __eou__ and i have one important fil\n", + "374000 help, how come after uninstalling wine .. and removing the .\n", + "375000 is there a way to kill X only without affecting all the serv\n", + "376000 Hello everyone. I recently installed ubuntu-desktop over a k\n", + "377000 archive.canonical.com/\"dist name\" __eou__ __eot__ much appri\n", + "378000 does ubuntu have a link that explains the size of partitions\n", + "379000 are there any admins for this place? __eou__ __eot__ Yes, th\n", + "380000 Is there a way to del selective files recusive, ie i want to\n", + "381000 Ok, here's a question. I have a box running U 7.04 server. s\n", + "382000 how would i go about substituting a library (libgpod) from \n", + "383000 hello. the process \"ksoftirqd\" is consuming between 20-25% o\n", + "384000 http://amarok.kde.org/wiki/Media_Device:IPod endo_ also stuf\n", + "385000 hey guys - i am installing xubuntu as i have an OLD computer\n", + "386000 I want to reset all the desktop configuration for a user to \n", + "387000 can someone recommend free software for managing a open sour\n", + "388000 I have an issue with system time between ubuntu & windows xp\n", + "389000 ho __eou__ hi __eou__ how can I install kernel sources with \n", + "390000 hi, I have java installed but I cannot seem to get it runnin\n", + "391000 how can i burn an iso to a cd/dvd? __eou__ __eot__ Right cli\n", + "392000 is there a way to recursively load all the files in a direct\n", + "393000 !ohmy | xen_ __eou__ !pastebin | EtherNomad __eou__ __eot__ \n", + "394000 Hello Ubuntu guys I need some help on my installation of ubu\n", + "395000 no __eou__ whats up? __eou__ so the sound worked b4 updates\n", + "396000 I'm trying to install 7.04 on an hp laptop with an ati card \n", + "397000 There is no entry for rar in the man pages on my terminal. \n", + "398000 hi, I have about 200 files in a Directory, file name is cbq-\n", + "399000 I'm still having a problem getting Ubuntu to set my monitor \n", + "400000 _Oz_-> ummm damn small linux works with 50meg hd and 64meg o\n", + "401000 pelo: should i go manual network config? __eou__ instead of \n", + "402000 hi chaps. __eou__ I'm dying here. __eou__ I've been trying t\n", + "403000 what is the difference between linux x86 and linux-64 __eou_\n", + "404000 make sure you install the smbclient package too ! __eou__ __\n", + "405000 So, I recently installed ubuntu on a thinkpad x60, and the w\n", + "406000 anyone having problems with azereus on amd64? __eou__ __eot_\n", + "407000 hey guys, ty for the help I have studio working just fine no\n", + "408000 When ever I try to enable windows effects, I get a message t\n", + "409000 so it doesn't work and you claim it does? great logic! __eou\n", + "410000 anyone know why video would be choppy even though compiz and\n", + "411000 lilo = linux loader __eou__ !ask | mohammed __eou__ lazy: ta\n", + "412000 i even compiled the latest alsa __eou__ __eot__ did you try \n", + "413000 whats wrong with pidgin ? __eou__ __eot__ nothing is wrong w\n", + "414000 thanks linxeh __eou__ i was just wondering what programe to \n", + "415000 hmm... I've been messing around a bit with my suspend resume\n", + "416000 hi all how can i run things at startup? __eou__ __eot__ you \n", + "417000 hello guys. i have ubuntu 5.04 installed, is it possible to \n", + "418000 that we definitely have. __eou__ __eot__ do you know iptable\n", + "419000 can anyone refer me any compiler for compiling the prolog pr\n", + "420000 what is squid __eou__ can i limit total bandwidth /s combin\n", + "421000 does anyone here use xchat? __eou__ __eot__ i am..right now.\n", + "422000 !offtopic | gogeta __eou__ __eot__ this is a support issue _\n", + "423000 Felonius - If you only format the Ubuntu partitions and don'\n", + "424000 thinking about ubuntu for my hand-me-down macbookpro; open t\n", + "425000 What program can I use to convert .ogg files in .wav? __eou_\n", + "426000 so i have two physical disks in LVM, in one volume group and\n", + "427000 can anyone help me with my problem? don't mean to seem impat\n", + "428000 i know it wouldn't really matter, but does anyone know a bet\n", + "429000 : What? __eou__ They all 'act up' __eou__ __eot__ One fine d\n", + "430000 is synaptic not downloading because of the high use of the s\n", + "431000 Ah, the joy of downloading. __eou__ it's like watching paint\n", + "432000 can someone please give me a hand, i've been having an issue\n", + "433000 anysuggestions? __eou__ __eot__ you are sure that you dont h\n", + "434000 when i wanna install ubuntu i get an IO error __eou__ :| __e\n", + "435000 who uses torrents? __eou__ Hischild: Private chat? __eou__ y\n", + "436000 third tab over __eou__ __eot__ still same problem __eou__ __\n", + "437000 is there a 'absolute beginner' room for a question? __eou__ \n", + "438000 any one know why i can only get a 16 kb dl rate...? usually \n", + "439000 I have that problem! __eou__ __eot__ have you found a fix y\n", + "440000 what is the new bittorrent client in ubuntu called? __eou__ \n", + "441000 Camorama only grabs pics __eou__ i also used gstreamer-prope\n", + "442000 WIth the new SSL vulnerability, what can I do to patch my sy\n", + "443000 is there a way to download ubuntu mobile ? __eou__ __eot__ h\n", + "444000 install either libstdc++-dev or libstdc++6-dev and you shoul\n", + "445000 How do I set the logical name of a network card? My wlan0 di\n", + "446000 alextvm : sudo mount -t ext3 /dev/sda6 /mnt/root __eou__ su\n", + "447000 hi __eou__ I can't mount my windows drive. it says \"$logfile\n", + "448000 q. how can i disable the automatic update everyday or so ? _\n", + "449000 Hi, sometimes when I login (like this time), my desktop does\n", + "450000 I am trying to run sudo alien -i lightscribe-1.8.15.1-linux\n", + "451000 Hello. I am trying to change the Network card MAC address, I\n", + "452000 I'm currently running 7.04. I have the 8.04 CD from Canonic\n", + "453000 can anyone suggest a good gmail notifier app for ubuntu? so\n", + "454000 I guess no one knows the answer to my questions? __eou__ My \n", + "455000 Hi, I got the 'application/places/systems' bar at the bottom\n", + "456000 How can i create images of cd's in ubuntu, like .iso files? \n", + "457000 I've never had a problem with Envy, but if its giving you pr\n", + "458000 I am using the ATI proprietary drivers and whenever my scree\n", + "459000 how do you list the users in a terminal? __eou__ __eot__ w _\n", + "460000 have youchecked system>preferences>preferred applications? \n", + "461000 Hi folks __eou__ What I've been used to using is a combined \n", + "462000 Hi, Im interested in testing a beta driver from nvidia, but \n", + "463000 hi all, i get a \"frame sync error\" when trying to open an .a\n", + "464000 hey folks I installed imagemagick package but i dont see any\n", + "465000 guys, i got a lil problem. Ubuntu doesnt start the cron daem\n", + "466000 i found out that whenever i open firefox things get really s\n", + "467000 hey guys __eou__ I've got a problem with my graphics card __\n", + "468000 pgrempton: are you trying to use the nv or the binary nvidi\n", + "469000 Anybody know what the apt etc. equivelant is for the command\n", + "470000 Is there a free weblog application for linux? Basically I w\n", + "471000 Is there a way to change ONLY the Application menu icon? __e\n", + "472000 lol, why do you use ubuntu at work ? __eou__ __eot__ Why not\n", + "473000 #ubuntu-offtopic would be a start __eou__ __eot__ thank you!\n", + "474000 so is wicd every going to work in hardy or am I stuck with t\n", + "475000 nobody who can help me with Grub Error 15: file not found? =\n", + "476000 did anyone here type this command: sudo hdparm -B 254 /dev/s\n", + "477000 how do I get the compiz cube setup in ubuntu 8.04 default in\n", + "478000 it plays fine for me __eou__ __eot__ here says 'no video' an\n", + "479000 Hi! Can someone please tell me, what it takes to add a packa\n", + "480000 hi, i have some private data and files and i would like to p\n", + "481000 Does anyone know how to migrate my mail from kmail into a co\n", + "482000 !away | TheMaxzilla __eou__ !ops | TheMaxzilla away messages\n", + "483000 is it possible to make pidgin to show some kind of popup whe\n", + "484000 I often get notices that updates are available for software \n", + "485000 ok, gnash doesn't seem to do anything at all. no gootube, no\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "486000 echo $(( ($(date -d 'Mar 1 2009' +%s) - $(date +%s))/60/60/\n", + "487000 man adduser says useradd might be friendlier __eou__ __eot__\n", + "488000 pici: no email in my box __eou__ why does #python require us\n", + "489000 can I back up my laptop's entire drive? I'm talking multi-p\n", + "490000 hello all __eou__ where can I find new vlc for ubuntu ? __eo\n", + "491000 I am sorry, I still don't understand this RESOURCES_64BIT op\n", + "492000 how can I login with root account? Do I have to activate it?\n", + "493000 anybody : how much of memory should i have on hdd to have ub\n", + "494000 can someone help me to get a python-script start with xdm? i\n", + "495000 any photographers here? __eou__ any photographers here? __eo\n", + "496000 can someone help me on remounting my secondary hard drive? \n", + "497000 anybody know how to fix CRC Error? __eou__ __eot__ in what c\n", + "498000 hey friends!what does make modules_install do after make the\n", + "499000 is anyone able to watch videos on nbc.com? __eou__ __eot__ t\n", + "500000 When editing the permissions of a directory, do i need to en\n", + "501000 Can anybody please suggest the best format to record a DVD f\n", + "502000 Hey i am having a problem with resolution, I believe the sou\n", + "503000 Just want to confirm if I want to compile a C++ sour code wi\n", + "504000 samba has no content encryption __eou__ __eot__ wouldn't tha\n", + "505000 i have a proprietary nvidia driver and my pc runs on a gefor\n", + "506000 Everytime I use gnome network manager and I use an encrypted\n", + "507000 What is the command line for finding out what process is usi\n", + "508000 Most flash sites dont even work on my wii any more. :( they \n", + "509000 did i mention that my dapper->hardy upgrade left me without \n", + "510000 Hey i have a question __eou__ is there such a thing as an ub\n", + "511000 EMERALD - how do I make one? __eou__ :-$ __eou__ __eot__ htt\n", + "512000 can someone help me with the ubuntu 8.04 server edition inst\n", + "513000 hello guys.. im about to use distro upgrade thingy to upgrad\n", + "514000 HEY OH MAN i cant start the trendmicro housecall virus scann\n", + "515000 I wish some of the distros would add VMware to their package\n", + "516000 anyone know if X11 uses xorg.conf like it use to?? im trying\n", + "517000 will installing an xp virtual box make me vulnerable to the \n", + "518000 why I can't configure more than 2 desktops? if I up the amo\n", + "519000 1318 people ignore my pleas.... __eou__ __eot__ it happens..\n", + "520000 hello __eou__ Could someone by any chance walk me through up\n", + "521000 man that time flew by, seems like just yesterday I was insta\n", + "522000 i can't get firefox to launch from the applications menu -- \n", + "523000 What's the terminal command to list all running processes wi\n", + "524000 hiya, ive just got a headset but im having trouble getting t\n", + "525000 Can someone tell me how to install a program through termina\n", + "526000 but wine is only able to run one executable, not an entire g\n", + "527000 can someone help me with the command line please, i want to \n", + "528000 After the installation, is it real that I have to update my \n", + "529000 Hey, my resolution is messed up after upgrading to a Widescr\n", + "530000 where's a good place to put shared files? __eou__ files that\n", + "531000 hi, I recently installed Ubuntu 8.10 and I have a problem: i\n", + "532000 Hey all! __eou__ Is there a Apple or Mac channel? __eou__ __\n", + "533000 once i get Ubuntu exactly the way i want it is there a way t\n", + "534000 yes, I did it once as an exercise; /usr/share/doc/wpasupplic\n", + "535000 I seem to get a corrupted X session at random on occasion. I\n", + "536000 how do you check for updates in synaptic package manager on \n", + "537000 hi, why is totem the default dvd player when it can't play d\n", + "538000 How do I install a .deb via command line, and how do I make \n", + "539000 Does anyone here have excel 2007 and is willing to make me s\n", + "540000 whats pruning? __eou__ __eot__ removing useless stuff from a\n", + "541000 someone know in what reposiroty is ntfsprogs? __eou__ __eot_\n", + "542000 No-one has an idea for my problem? __eou__ I've just a quest\n", + "543000 I am going to buy a dell xps m1530 today if I can. do people\n", + "544000 does anyone know of a firefox 3.1 package for amd64? __eou__\n", + "545000 Somebody knows about a nice black theme for ubuntu 8.10? __e\n", + "546000 hey all, I'm looking to make the shell that comes with Ubunt\n", + "547000 I have 810 64bit installed on a SATA disk .... is it better \n", + "548000 Anyone: whats the best multiplayer game on linux right now??\n", + "549000 I have a folder in my Trash and apparently I don't have the \n", + "550000 There's a cisco compatible vpn client in the repositories ..\n", + "551000 hi __eou__ i'm trying to install the latest eclipse, but the\n", + "552000 I see __eou__ I want it to print out the package description\n", + "553000 has anyone successfully setup and got working a fingerprint \n", + "554000 if i got the ubuntu repo would that include intel386 and amd\n", + "555000 rsync would fail - obviously. data wouldn't get written anyw\n", + "556000 mpegtranscode __eou__ __eot__ will mpegtranscode burn the dv\n", + "557000 so you need port forwarding / DNAT? __eou__ __eot__ I don't \n", + "558000 I'm finding Ubuntu as easy to use as Windows XP unless I fee\n", + "559000 how can i adjust ubuntu to only have one desktop? (the defa\n", + "560000 Anyone here familiar with RAID setups. Have a problem with s\n", + "561000 Ah, neat, ubuntu now has a USB flash drive installer tool. _\n", + "562000 Guys, could you check this over and tell me how it looks? \n", + "563000 hi Mez __eou__ make sure you install samba first HawkLion __\n", + "564000 @ Tesla Also Running Ubuntu on an EEE PC. __eou__ @ Tesla I \n", + "565000 I'm having trouble with suspend/resume in Hardy. I've upgra\n", + "566000 Doesn't someone know how to make a shell script with an infi\n", + "567000 :) __eou__ the server commodore running apt-mirror, it's up \n", + "568000 DIAF __eou__ its only rude if they listen in the first palce\n", + "569000 Does anyone have any idea about my problem? :P __eou__ __eot\n", + "570000 how to get blender working? __eou__ I got blender installed \n", + "571000 ugh fucking compiz is ultra-broken right now __eou__ Oh, sor\n", + "572000 think they had the same problem with 8.10 __eou__ __eot__ Th\n", + "573000 in shell, how do i clear my file history? __eou__ __eot__ fi\n", + "574000 you from slartibartfast? __eou__ __eot__ yes __eou__ __eot__\n", + "575000 Currently running ubuntu from usb stick. Unfortunately progr\n", + "576000 Can Ubuntu read UFS? FreeBSD's filesystem? __eou__ __eot__ y\n", + "577000 where can I get a version of wine that is greater than 1.0.1\n", + "578000 laptop DDR2 is 200pin __eou__ __eot__ thanks. It's a desktop\n", + "579000 hi, can anyone please explain to me how to effectively forma\n", + "580000 Is there any SSH guru out there who can explain what the err\n", + "581000 help! trying to install vmware 2.0.1 on ubuntu 9.04 64bit, s\n", + "582000 no recommendations? __eou__ for a tv tunner card __eou__ __e\n", + "583000 anybody that's good with cron have a moment to help me troub\n", + "584000 !clone > dadrock __eou__ __eot__ what kind of program is gks\n", + "585000 Tyranos, I have a x1600 myself __eou__ Tyranos, the drivers \n", + "586000 nope... didn't work, how do i force the OS to release contro\n", + "587000 is there a specific iso for linux netbooks? __eou__ er .. ne\n", + "588000 Linux 2.6.29.4 i686 GNU/Linux __eou__ __eot__ same, but with\n", + "589000 If you are using vmware, have you checked out: http://linho\n", + "590000 indus:ok __eou__ __eot__ : why don't you check backtrack web\n", + "591000 i just upgraded from 8.04 to 8.10 and all windows have lost \n", + "592000 please how could I fiix this: Authentication failed when i t\n", + "593000 can i remove pidgin and leave finch? or if i remove pigdin t\n", + "594000 does google labs from gmail work with ubuntu? __eou__ __eot_\n", + "595000 !ekiga | krishmish __eou__ __eot__ but will i be able to con\n", + "596000 while using my ubuntu i felt the need for some a desktop wid\n", + "597000 i don't even recognize linux anymore when i'm fiddling with \n", + "598000 python $file_name_you_want_to_run __eou__ __eot__ it says\" p\n", + "599000 hi, how to install ubuntu desktop, and uninstall xubuntu des\n", + "600000 is there an easy way, tool or utility, that can help me view\n", + "601000 how can i change my updatemanager to look for development re\n", + "602000 anyone know how to access mac user files on ubuntu? __eou__ \n", + "603000 !ot | joel_ __eou__ __eot__ ubuntu can be difficult it depe\n", + "604000 the ftp command returns error 500 Illegal port command __eou\n", + "605000 hey, my WLAN is not work, but the light is ON , here's the i\n", + "606000 re __eou__ any news xorg problem with ati old card and fglrx\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "607000 how do i create usb bootable drive from server (i386) iso? _\n", + "608000 anyone can help me with >>> this problem rndc: connect faile\n", + "609000 So which should I install, 32-bit or 64-bit? I've got a quad\n", + "610000 I thought the wine website had links to all old versions __e\n", + "611000 Can I remote start a laptop running ubuntu? __eou__ __eot__ \n", + "612000 neone have aspire one with them __eou__ aspire one __eou__ _\n", + "613000 how do i get usb working in virtualbox? in ubuntu 9.04 __eou\n", + "614000 If any one can help me that would be rad, I'm even will to t\n", + "615000 any opinion ,thanks but it's urgent __eou__ __eot__ i don't \n", + "616000 nice call ejv __eou__ __eot__ heheh, you in the market? :p _\n", + "617000 anyone aware of a 2.6.x live usb that is less than 60MB? __e\n", + "618000 I found this forum posting, http://ubuntuforums.org/archive/\n", + "619000 a lot of people use glade.. you might want some other packag\n", + "620000 can anyone help me with compiling programs that use qt? it l\n", + "621000 is there anyway to save the video in http://www.omroepflevol\n", + "622000 All the pages I am finding refer to creating your own USB im\n", + "623000 is there any way to read *.chm files __eou__ __eot__ chmsee \n", + "624000 Good evening. I'm looking for the most user friendly version\n", + "625000 How do I connect to a network share in Ubuntu? __eou__ How d\n", + "626000 hi all. whens 9.10 coming out? __eou__ __eot__ October 29th \n", + "627000 =\\ __eou__ I get the same error using VNC viewer (offical vi\n", + "628000 hey guys , is there extensions for chromium? __eou__ __eot__\n", + "629000 So I have python2.6 and scons both installed via package man\n", + "630000 has anyone here bought a computer from system76? I need to\n", + "631000 I got a question for Evolution E-Mail Client... How do you m\n", + "632000 found a petition to get shockwave on linux: http://tinyurl.c\n", + "633000 i cant make my ftp server work __eou__ been trying to get it\n", + "634000 any way to make the remote desktop active prior to login? __\n", + "635000 uhm, can anyone tell me how i can set a python script as my \n", + "636000 what are you trying to change the permissions of? sometimes\n", + "637000 or mplayer __eou__ __eot__ i just hate mplayer with a passio\n", + "638000 got any problem with sun jdk and koala? __eou__ __eot__ why \n", + "639000 hi everyone, so how is karmic? __eou__ __eot__ bit unfriendl\n", + "640000 hello __eou__ I've just updated my jaunty to karmic just now\n", + "641000 MaT , you have compiz effects enabled ? __eou__ __eot__ yes,\n", + "642000 what is with with this new release and the nvidia cards __eo\n", + "643000 i have courier-imap and sendmail running... and squirrelmail\n", + "644000 my sound system isn;'t working can anyone help> __eou__ it h\n", + "645000 hi all - I'm trying to ssh to a remote server, which is lock\n", + "646000 hey guys. i had an issue with installing ubuntu when it firs\n", + "647000 Hey guys, my system crashed and the mp4 player, the instant \n", + "648000 could anyone access win7 shared folders from karmic yet ? it\n", + "649000 !it | luis_ __eou__ __eot__ i think that was portuguese __eo\n", + "650000 ok I installed, ubuntu netbook remix on the second drive of \n", + "651000 Which version of Ubuntu are you using? __eou__ __eot__ 9.10 \n", + "652000 Hey guys Im about to wipe 9.10 for the more reliable 8.04.3 \n", + "653000 I have a RAID1 array and tested the redundancy by removing o\n", + "654000 i have an easy question, i have instaled karmic on my laptop\n", + "655000 how do I change file associations? I've tried changing the \n", + "656000 i have a new install of karmic. it comes with grub http://pa\n", + "657000 is there a text based web browser with javascript ability __\n", + "658000 Hello, can someone please help before I kill my self. All I \n", + "659000 I need HELP PLEASE :O RESET COMPIZ settings =( .... I alread\n", + "660000 Hello, I don't find flahs very stable using an 64bits oppera\n", + "661000 douglasawh-work: you could check the grub2 wiki page, i'm no\n", + "662000 anyone having problem with software enter in 64bit?? __eou__\n", + "663000 hi, I am trying to use the mail program to send e-mails to m\n", + "664000 hello i need some help, for some reason my wireless card is \n", + "665000 Sabre-night: it's a problem of Window XP i think, not of U\n", + "666000 I dl'd a avi file, but when i play it, I can see the start w\n", + "667000 hmmm.. __eou__ __eot__ http://tinyurl.com/2l4vlx __eou__ __e\n", + "668000 lol, I come to ask a question, I don't get it answered, but \n", + "669000 Anyone can help with touchscreen? __eou__ __eot__ did you ru\n", + "670000 did you install inside Windows? __eou__ does your machine wo\n", + "671000 is there a way to encrypt a home partition __eou__ i mean a \n", + "672000 yup ive installed XP first, only thing is XP got screwed up.\n", + "673000 does anyone know how do i kill apt-get? __eou__ __eot__ why \n", + "674000 question about keyboard. on win 7 or vista my num lock stay\n", + "675000 you see on rTorrent 0.8.6/0.12.6 i want to execute a comman\n", + "676000 ~/.local/share/rhythmbox/rhythmdb.xml might be what you are\n", + "677000 hello all. i just tried to format a new hard drive. i tried \n", + "678000 Hi, is there any way to get more virtual desktops in 9.10? I\n", + "679000 very stylish to f.ck up the system __eou__ __eot__ how come \n", + "680000 have a system running 9.1, altho hostapd is configed to star\n", + "681000 Linux is for dumb mentally retarded bitches who ate too many\n", + "682000 no sound in karmic... I only get sound in tvtime and nothing\n", + "683000 DD? __eou__ __eot__ yep __eou__ __eot__ \n", + "\n", + "684000 is there a version of ubuntu for homosexuals and lesbians? _\n", + "685000 how much swap would be optimal for a netbook with 1 GB RAM? \n", + "686000 how to install global equalizer on ubuntu??? __eou__ how to \n", + "687000 that tomato is great ! __eou__ __eot__ agreed, much better t\n", + "688000 is there some kind of plugin to allow me to view quicktime v\n", + "689000 can you still use unetbootin if you don't have ANY OS on you\n", + "690000 Would anyone be able to recommend a good virtual ISO tool fo\n", + "691000 I always used samba to access windows network shares, how el\n", + "692000 so what if the Eskimos have 200 words for snow ?! how many m\n", + "693000 guys, can anyone help me, sort this out. Im helping a friend\n", + "694000 Can anyone tip me on annother more user friendly program tha\n", + "695000 I will give someone a high five if they can tell me how to t\n", + "696000 hey, commands scheduled via \"at\" aren't working.. any help? \n", + "697000 on grub press e __eou__ __eot__ And add the params to the en\n", + "698000 I have an iso for installing ubuntu. I want to install it on\n", + "699000 anyone know a good windows password recovery tool? __eou__ _\n", + "700000 ummh, I just installed Ubuntu 10.04 Beta 2 __eou__ after ins\n", + "701000 what command will give me the default gateway ip? __eou__ __\n", + "702000 when it was released __eou__ why do they make new release ve\n", + "703000 how do i get my box to allow me to install linux-restricted-\n", + "704000 Where can I get a torrent file for the 32-bit server edition\n", + "705000 Hi. Just updated to 10.04, and I've noticed that all apps i\n", + "706000 Anyone have experence with the mx5000tools? When i perform a\n", + "707000 No Reflex: there is a delay after the grub screen disappears\n", + "708000 How do I install a tarball? __eou__ !tty h00k __eou__ __eot_\n", + "709000 Maybe this:> http://www.pendrivelinux.com/ __eou__ __eot__ d\n", + "710000 I have my ubuntu box setup as a wireless router, what would \n", + "711000 hi all ! how to print in black&white on lucid 10.04 ? thanks\n", + "712000 hi, i recently switched to HDMI display (HD5850 + Samsung 24\n", + "713000 why just install lucid __eou__ __eot__ why don't you scrollb\n", + "714000 what is the best way to reconfigure X autodetecting my video\n", + "715000 unable to find a medium containing a live file system __eou_\n", + "716000 do i need an itunes account to install apps on my ipod touch\n", + "717000 say, whenever i type in my \"sudo password\", i get to use sud\n", + "718000 what? __eou__ that doesnt look right __eou__ __eot__ you rig\n", + "719000 Glad to see you using Ubuntu, :) Thanks, :) I personally lik\n", + "720000 Hi networking issue in Ubuntu 10.04LTS: http://pastebin.com/\n", + "721000 Hi, im trying to install ubuntu with a original cd (shiped b\n", + "722000 does anyone know of a fix for the volume slider on mplayer, \n", + "723000 hello, quakelive sometimes leaves my gamma setting changed l\n", + "724000 How-to run X windows system without nvidia and nouveau drive\n", + "725000 hello. i have a file name \"libstdc++.so.5\". if i want to \"\n", + "726000 anyone tried ubuntu one __eou__ is it any good __eou__ anyon\n", + "727000 nope.. still no wlan configuration.... ugh __eou__ lspci sho\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "728000 how do you change where the window manager buttons are? For \n", + "729000 anyone know how i can join an image + mp3 for youtube. i in\n", + "730000 Hi Ubuntu pros. I'm teaching some talented youngsters basics\n", + "731000 hey my web home page has just been changed to start.ububtu \n", + "732000 How can i found the hostname of specific IP? is any command?\n", + "733000 I want to make another user that is not an administrator abl\n", + "734000 none? __eou__ __eot__ none what??? __eou__ __eot__ kernels i\n", + "735000 what hardware do the developers recommend? is there a list \n", + "736000 i want an image viewer sub console __eou__ can any one help \n", + "737000 Is there a way to change username in ubuntu 9.20 __eou__ 9.1\n", + "738000 narf!@ __eou__ ja, im also troubleshooting display driver is\n", + "739000 Can anybody help me remove compiz completely from terminal, \n", + "740000 How do I remove an Fstab entry if ubuntu won't boot? __eou__\n", + "741000 Assuming a lot of users are using xchat... question: what do\n", + "742000 can somebody help me __eou__ How do they make cds and dvds a\n", + "743000 How can I determine if the program Rhythmbox depends on Avah\n", + "744000 I am having a problem with virtual box. I am running ubuntu \n", + "745000 Hi, where is the hosts file in ubuntu? My computer is acting\n", + "746000 hello, i get \"dpkg: dependency problems prevent configuratio\n", + "747000 hello __eou__ has anyone a tutorial, how I can install ubunt\n", + "748000 I just finished upgrading to 10.10. When I start Ubuntu, it \n", + "749000 Eughhh people, I just deleted a partition and I accidentally\n", + "750000 is there a certain way to install icons? __eou__ __eot__ put\n", + "751000 Werner_: kneaux_: just.. 'halt' __eou__ __eot__ you're right\n", + "752000 hey guys, I just reformatted my flash drive, and it had a lo\n", + "753000 i just popped whats supposed to be a 2gb stick of ddr2 memor\n", + "754000 please help, when trying to do an in windows install of ubun\n", + "755000 hello, can I ask kubuntu questions here as well? __eou__ myr\n", + "756000 Hey, I have redirected a port using iptables. It doesn't wor\n", + "757000 Hi, I'm trying to enable SCIM for Japanese input (on a US ke\n", + "758000 yeah __eou__ I have a problem.. Can any1 fix this __eou__ m\n", + "759000 can someone help me with audio conversion? i've tried every \n", + "760000 Are there any downsides to using 64-bit Ubuntu? I'm particul\n", + "761000 Can anyone suggest a good tutorial on how to back up your ho\n", + "762000 NOOOOO! I just upgraded to maverick and the stupid garbled \n", + "763000 \u001c", + "\u001c", + "\u001c", + "\u001c", + "Anyone has a recommendation for a good wireless router t\n", + "764000 Does anybody know why the kernel names the sound card interf\n", + "765000 what is nautilus elementary? __eou__ __eot__ i more sleek ve\n", + "766000 it does __eou__ __eot__ i'm trying to rotate these .movs and\n", + "767000 anyone know how to force detect usb drive ? __eou__ __eot__ \n", + "768000 it's rather irritating that my isp won't let me hook up a mo\n", + "769000 wont that change his uuid for that partition? __eou__ __eot_\n", + "770000 Can I create a custom LiveDVD of Ubuntu 10.10 that maps /hom\n", + "771000 anyone try the netbook version of 10.10? __eou__ __eot__ i'm\n", + "772000 Anyone know a best tutorial for learning the Linux Kernel 0.\n", + "773000 how would i connect my xbox 360 to my pc via ethernet? i wan\n", + "774000 you can also look for GUI's to do that __eou__ __eot__ where\n", + "775000 does passwords and encryption keys support hkps? __eou__ __e\n", + "776000 still trying to install 10.10 on my Revodrive X2. Any help? \n", + "777000 alright, I'm having some trouble installing an rpm.bin file.\n", + "778000 Hello. After upgrading to 10.04 from my 9.10, Everything wor\n", + "779000 If I do \"cd ~/long/path/name\" and then \"./foo\" the applicati\n", + "780000 Hello could someone tell me how to get Samsung ML-1640 to pr\n", + "781000 If I want to install Ubuntu and have two monitors on the sam\n", + "782000 Hi. What's the WINE channel? __eou__ __eot__ #winehq __eou__\n", + "783000 how can i find my DVD directory ????? __eou__ how can i find\n", + "784000 Hai - How can I 'rm -r' all directories created on a given d\n", + "785000 hey guys can someone help me out? __eou__ __eot__ Ask away a\n", + "786000 my numpad on my keyboard isn't working at all on my USB inst\n", + "787000 Is lubuntu using ubuntus logo? __eou__ But i can see all fil\n", + "788000 when i do 'sudo ps aux|grep mysql' -- it doesnt find any mys\n", + "789000 how would i get the memory usage (in MB) for a program and p\n", + "790000 exactly :) __eou__ nick? __eou__ __eot__ hm? __eou__ nick? _\n", + "791000 '~$ sudo e2fsck -c /dev/dsa7' asks me: \"Clone multiply-claim\n", + "792000 Im trying to add a font on a ubuntu server to be picked up b\n", + "793000 do you mean in the terminal? or to paste here __eou__ __eot_\n", + "794000 anyone willing to answer few noobish questions..Im moving fr\n", + "795000 when you say home lan are you talking about like... a hop be\n", + "796000 hi to all...where to find that fancy aquarium wallpaper :) _\n", + "797000 Configuring SDL-mixer, it tells me I don't have SDL 1.2.10 o\n", + "798000 for counter in $(seq 1737 1857); do wget blah && unzip blah\n", + "799000 how can i show where apt-get will install some packge? __eou\n", + "800000 Hi I'm hoping someone here can point me in the direction of \n", + "801000 can someone tell me how to bridge connections in ubuntu?? __\n", + "802000 hi, I have a dual boot between win7 and ubuntu.. is it possi\n", + "803000 clamav/clamtk is enough __eou__ if you really need one __eou\n", + "804000 FF4 is a lot faster than FF3 __eou__ there's no reason to st\n", + "805000 you can't even get 50gigs of mem without getting something c\n", + "806000 why would a chip could be blacklisted? __eou__ __eot__ Some \n", + "807000 iam looking for a mediaplayer with a internet radio browser \n", + "808000 what's a recovery partition? __eou__ __eot__ your speaking w\n", + "809000 Hi guys. __eou__ I'm having an issue with connecting to the \n", + "810000 erm... guys, I'm trying to reinstall my ubuntu system. Right\n", + "811000 does anyone know where I can find some help for pureftp? __e\n", + "812000 is there a way to force ubuntu to use a specific display res\n", + "813000 how do i force apt-get to rebuild its installed packages lis\n", + "814000 PLEASE FIX \"WWW.UBUNTU.COM\" WEB SITE ... ! __eou__ PLEASE FI\n", + "815000 Can you please help me fix Ubuntu? __eou__ Can you help me w\n", + "816000 Trying ubuntu 10.10 from cd on laptop,gets the message\"fdevi\n", + "817000 anyone? __eou__ experience with aws? __eou__ __eot__ #ubuntu\n", + "818000 Can I install things in another language if my Ubuntu is Eng\n", + "819000 hi all __eou__ there is a way to disable plymouth at boot? _\n", + "820000 anyone know where I can run code that runs before xorg does?\n", + "821000 So it's a wired connection, wicd says I'm connected, but can\n", + "822000 what do i do if i installed a printer and it shows its conne\n", + "823000 hello everyone, i was wondering if there was any way to prev\n", + "824000 Hey guys, I want to cut a portion of a music, .mp3 file. Wha\n", + "825000 i upgraded a few servers from 10.10 to 11.04 some time ago, \n", + "826000 right click on panel>Add to panel> notification area, I hope\n", + "827000 This isn't really an issue, but does anybody know why I get \n", + "828000 does it work in cheese? __eou__ __eot__ likea charm __eou__ \n", + "829000 DOES ANYBODY PLAY FREESTYLE STREET BASKETBALLL? __eou__ wow \n", + "830000 To run Ubuntu 11.04 how much RAM is needed to make it enjoya\n", + "831000 anyone know where chromium stashes it's profile info? __eou_\n", + "832000 i know, i know, ask me! :P __eou__ __eot__ pagefile __eou__ \n", + "833000 Hi, could anyone help me? I'm get trouble on setup printer s\n", + "834000 I don't see 10.04 (non-LTS) on this page: https://wiki.ubunt\n", + "835000 how do play movies with mplayer on your desktop, if you teln\n", + "836000 thank Ileden __eou__ still says readonly file __eou__ i did \n", + "837000 hey, im trying to make my webcam and micro (netbook) work on\n", + "838000 Question .. in ubuntu .. my terminal and other windows keep \n", + "839000 He's looking for his iphone __eou__ __eot__ i know, just wan\n", + "840000 how do you run a program in terminal that allows you to exit\n", + "841000 Is there any software to make autotune music? __eou__ __eot_\n", + "842000 he meant me :P __eou__ __eot__ :) __eou__ then you're typing\n", + "843000 I have two ubuntu boxes on a home network, how can I allow m\n", + "844000 isnt working:/ __eou__ i could really appreciate some help r\n", + "845000 How come every time I try to do an upgrade to natty that inc\n", + "846000 where's the \"advanced\" button for 11.04? I need to specify\n", + "847000 anyone know if its possbile to make it, so when a program is\n", + "848000 Hey All, My Deluge is Acting Funny. Lately it's been Hanging\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "849000 how can I change the time format on the login screen to be 2\n", + "850000 th0r/Phoenix87: I suppose it's just the package removal righ\n", + "851000 hi are the security updates really required. it asks me to d\n", + "852000 ok guys when i'm tryin to wget and the url has spaces in it.\n", + "853000 a terminal program wants me to enter some stuff from the key\n", + "854000 here is some dmesg output that shows the device being recogn\n", + "855000 Tried to find the source code online with google but there d\n", + "856000 Hi! I'm using Ubuntu 11.10 and printer HP 1020. When I plug \n", + "857000 anyone tried kubuntu? __eou__ i'm trying to decide if i want\n", + "858000 Er, what? ctrl+alt+delete would just reboot. You mean back\n", + "859000 Hi everyone, I recently have written a few program and I pla\n", + "860000 this is just a general question, but does anyone have a reco\n", + "861000 hi. Is there a way to tell apt-get/aptitude to upgrade from \n", + "862000 your locale is also messed up. you should try and fix that w\n", + "863000 hello everyone __eou__ I'm trying to ssh into a linux machin\n", + "864000 ya thats what i need. whatever happened while booting. __eou\n", + "865000 can someone please check what version of gcc is default on o\n", + "866000 Hi, I'm wondering when I'm using something like tty1, if it'\n", + "867000 !patience | psychognite __eou__ !details | georgetso __eou__\n", + "868000 can anyone help me with imagemagick's convert command? __eou\n", + "869000 how do I switch to a console login? __eou__ __eot__ ctrl+alt\n", + "870000 If I have a personal development machine, and another machin\n", + "871000 hi __eou__ my vpn-server has multiple IP addresses so when I\n", + "872000 add an entry with nopasswd ether-wake for your user to /etc\n", + "873000 what problems to expect if I add 11.10 repos to a 9.04 serve\n", + "874000 i'm fairly certain i have a virus __eou__ all of my contacts\n", + "875000 any good editor in ubuntu like dreamweaver ??? __eou__ desig\n", + "876000 http://blog.anselmbradford.com/2008/12/24/what-is-the-signif\n", + "877000 how do i reset unity __eou__ its not seeing my applications \n", + "878000 On older versions of Linux, you had the text-based GRUB menu\n", + "879000 it's not always easy to know whether or not you're installli\n", + "880000 Hello, how is everyone? I had a quick question troubleshooti\n", + "881000 Hey, quick problem. Can't get cmus to work, __eou__ doesn't \n", + "882000 if you press Ctrl-Alt-F1? __eou__ __eot__ yes no terminal _\n", + "883000 The user history should do that, it will be located in /home\n", + "884000 If I can PXE boot my Remote server as it hosts up a VNC serv\n", + "885000 if the SATA cable fell (melted) off of a harddrive while it \n", + "886000 chroot jail? only time you change root is if you more a whol\n", + "887000 Is there a good tutorial on how to set up a secure server? I\n", + "888000 yes __eou__ __eot__ with acceleration, unity and stuff? __eo\n", + "889000 !eol | bigterd __eou__ S/upgrade/change __eou__ __eot__ actu\n", + "890000 What's the best way to use ubuntu without changing the boot \n", + "891000 is there a way to change the ALT button to something else (l\n", + "892000 in case anyone answered my question while i was timing out, \n", + "893000 this system does not support openGL @@@@@@@@@@@@@@@ \n", + "894000 how to exite from telnet? __eou__ __eot__ try ctrl+d __eou__\n", + "895000 has anyone helped you yet? __eou__ __eot__ no :( now I've go\n", + "896000 hi, how can I encrypt a file or a directory ? __eou__ __eot\n", + "897000 So I have a question. I am currently SSH'ing into a machine,\n", + "898000 Will a new user notice much of a difference between the KDE \n", + "899000 hello everyone. I concluded there was no Mono package in Ubu\n", + "900000 what do u code in? __eou__ __eot__ C++ __eou__ __eot__ ah k.\n", + "901000 In terms of stability, I would say it is up there with other\n", + "902000 hi :) __eou__ I am new user of Ubuntu and I trying get Totem\n", + "903000 holy crikey __eou__ xcompmgr makes xorg run sloooow hehe __e\n", + "904000 Famous last words... __eou__ \"Ubuntu is the best distro I've\n", + "905000 I've installed another window manager (blackbox), made a fil\n", + "906000 grrr. grub error 18 __eou__ max cyl exceeds the max supporte\n", + "907000 how do i change the file permissions for a folder so that an\n", + "908000 Help! My machine is running an ATI Radeon All-in-wonder, an\n", + "909000 can anyone here tell me what versions of alsa-base and libas\n", + "910000 sheesh __eou__ how hard is it to find a silly background __e\n", + "911000 Hi all, I am trying to configure a kernel and I am getting t\n", + "912000 lo all __eou__ anyone knows why ubuntu started ignoring my p\n", + "913000 Does anyone here use Hoary and AMD64 with Nvidia X drivers a\n", + "914000 Hello people __eou__ Is windows listed as a boot option? __e\n", + "915000 hoary is about stable enough for a release? __eou__ why am I\n", + "916000 and grogoreo and gratuit: DUDE __eou__ and grogoreo and grat\n", + "917000 lol nice beggining for that sentence __eou__ In fact it'd ma\n", + "918000 Will package updates for hoary go into hoary-updates and hoa\n", + "919000 hi all. sorry, asked this question last night but fell aslee\n", + "920000 I did a clean install of Hoary 5.04 the day it was released \n", + "921000 which reason are there that sudo iwlist wlan0 scan return No\n", + "922000 hello .... is there an Ubuntu package for egroupware ? __eou\n", + "923000 Im having deep problems guys =/ I changed my user and root p\n", + "924000 is there any on the mplayer site? __eou__ __eot__ there is b\n", + "925000 Yes, but that's problematic. The only other CD writer in the\n", + "926000 hi, is it ok to ask n00b questions here? __eou__ i just wack\n", + "927000 How do you uninstall a program you installed from binary .sh\n", + "928000 so, my system hangs during startup at the \"Loading ...\" prom\n", + "929000 I need help with uninstalling GRUB and/or Ubuntu so windows \n", + "930000 thank you __eou__ __eot__ I'd kill my computer within a day.\n", + "931000 well __eou__ i just did gbic __eou__ you don't listen __eou_\n", + "932000 i have installed ubuntu 5.04 (hoary hedgehog) on my Apple iB\n", + "933000 has anyone had the 99% cpu issue? where your cpu is suddenly\n", + "934000 hello __eou__ hi, i was wondering if there is a complete new\n", + "935000 is there a way to turn on automount ? __eou__ I mean eject s\n", + "936000 !2**32 -1 __eou__ that __eou__ halfbaked 32bit poo __eou__ c\n", + "937000 googling for Thunderbird /var/mail gives some possibly usefu\n", + "938000 hey, folks, I have the most BIZARRRRRE problem you've ever s\n", + "939000 nvidia-glx isn't going to do much good without the kernel dr\n", + "940000 meep: Preferences, Audio... then click the Advanced Options \n", + "941000 what are some fun applications to keep my bored ass entertai\n", + "942000 so what's the difference between \"Erease entire disk\" and \"E\n", + "943000 My sound isn't working anymore. I installed a few updates ye\n", + "944000 is there a guide to using a custom kernel in ubuntu ? how wo\n", + "945000 how does ubuntu handle proprietary thing like codecs and dri\n", + "946000 I'm having trouble with a dual monitor setup and xinerama...\n", + "947000 symlink it and see what breaks :p __eou__ heh don't do what \n", + "948000 i can not figure out how to install real player __eou__ it w\n", + "949000 what are you talking about? reinstallation doesnt fix gpgerr\n", + "950000 no, w32codecs aren't in multiverse or universe __eou__ __eot\n", + "951000 I have alsa with oss support installed, but it seems that th\n", + "952000 Hello there. Is it possible to install ATI fglrx drivers as \n", + "953000 hi. when will ubuntu have x86_64 support? __eou__ im new to \n", + "954000 Hi, I re-intalled my Ububuntu system on hda9 for upgrade to \n", + "955000 hi all, anyone here used automatix __eou__ ? __eou__ i wanna\n", + "956000 can anyone recommend a good wireless connection manager __eo\n", + "957000 Can anyone tell me why when I click a link sometimes in Mozi\n", + "958000 :P __eou__ !tell chris__ about repositories __eou__ __eot__ \n", + "959000 but aparently a pretty old one... __eou__ it was created yes\n", + "960000 Does anyone know how to change the default display manager f\n", + "961000 I know my firestarter shows up on services since I started i\n", + "962000 I have a user 'ftp' in which I login to my ftp....how can I \n", + "963000 Everytime I bang on my desktop table my computer restarts! _\n", + "964000 by mistake I put my top menu bar to the bean, how do I take \n", + "965000 if one doesn't need Firefox downloadwindow... :P __eou__ whe\n", + "966000 How come Fluxbox's running very bad on my Ubuntu Laptop :( ?\n", + "967000 ok how do i turn off automounting in ubuntu ? what do i edit\n", + "968000 can somone help me, i have a folder with install-sh and conf\n", + "969000 how big is the xubuntu-desktop package? __eou__ __eot__ not \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "970000 hello all __eou__ i just installed ubuntu... and it never as\n", + "971000 are there any graphics promreams for gnome good for a quick \n", + "972000 how do I run programs that I'm not able to run by just enter\n", + "973000 hi! could someone tell me how to get started with postfix? I\n", + "974000 Hello. __eou__ I am new to linux. Can any one help with a to\n", + "975000 yes nero __eou__ I burned it with Nero __eou__ a data disk _\n", + "976000 witch program lloks like winamp , or does what winamp used t\n", + "977000 the root pass isn't lock __eou__ __eot__ ? __eou__ __eot__ \n", + "\n", + "978000 I think \"dpkg --list\" gives all installed packages, and ther\n", + "979000 anybody tried the new ati drivers? 8.23.7? much improvement \n", + "980000 ok this is frustrating. __eou__ trying to find a good media \n", + "981000 hahaha nice. Photoshop 7 CAN be installed using wine. __eou_\n", + "982000 just sitting here doing nothing.. slowly watching Firefox ea\n", + "983000 !What do i type in terminal to move files from one computer \n", + "984000 i am installing a Perl web application called Twiki, where s\n", + "985000 ... upgrade through synaptic/apt-get as well? __eou__ upgrad\n", + "986000 hi __eou__ I am trying to figure out how to convince either \n", + "987000 hi. I'm on Breezy 5.10, and I was wondering how I can instal\n", + "988000 hello, i need some help regarding screen resolution in ubunt\n", + "989000 I have most of the gstreamer plug-ins installed including gs\n", + "990000 my ubuntu has a strange behaviour: all my mc (midnight comma\n", + "991000 How do I chmod? __eou__ __eot__ carefully __eou__ __eot__ =\n", + "992000 hi... I have a problem... I exited game and my resolution st\n", + "993000 okay im back in X, now how can I reconfigure my nvidia? __eo\n", + "994000 Anyone with experience of gdesklets? I would like to change \n", + "995000 boy is frostwire buggy for me __eou__ __eot__ Isnt it slow? \n", + "996000 How do I get a higher resolution in text-consoles __eou__ __\n", + "997000 I've been trying the past hour or two and I can't mount //La\n", + "998000 does anyone know where i can get info about remote x11 login\n", + "999000 i'm looking for 3Com 3CXFE575BT Lan linux driver __eou__ __e\n", + "1000000 any networking help available? __eou__ __eot__ what kind of \n", + "1001000 I think I just totally hosed the windows partition on my pc \n", + "1002000 has anyone got SATA or SCSI hard drives/optical drives? __eo\n", + "1003000 us poor poor linux users lol __eou__ ;) __eou__ __eot__ cons\n", + "1004000 I don't know if this is the right room to ask this sort of q\n", + "1005000 hi, I am trying to use iptables to forward port 3389 to 192\n", + "1006000 I press \"Finish partitioning and write changes to disk\" and \n", + "1007000 I think its an issue with jack audio stuff. __eou__ __eot__ \n", + "1008000 sudo dpkg-reconfigure locales? __eou__ __eot__ I said, I try\n", + "1009000 can soemone help me with installing Openoffice.org, I am get\n", + "1010000 can some one tell me where I can get some `bind` help?! __eo\n", + "1011000 yes, they are updated __eou__ it has been 4 days, and my .co\n", + "1012000 majority of stuff runs within the linux32 wrapper __eou__ I'\n", + "1013000 please __eou__ I cannot get my floppy drive to be read. __eo\n", + "1014000 !msg the bot __eou__ __eot__ libghf.a is part of the source \n", + "1015000 heya folks __eou__ how 'usable' is the edgy eft? __eou__ __e\n", + "1016000 has anyone experienced apt-get hang after fetching? __eou__ \n", + "1017000 Well, logging in as root is a bad idea in the first place __\n", + "1018000 I'll want to take a look at /etc/X11/xorg.conf, the Monitor \n", + "1019000 can u do the same with desktop cd ? __eou__ __eot__ Nope. __\n", + "1020000 hey guys, is your firefox able to open this page : http://en\n", + "1021000 only dvds seem to work __eou__ __eot__ does it tell u the er\n", + "1022000 !upgrade > D13GU, __eou__ __eot__ apt-get --dist-upgrade? _\n", + "1023000 does anyone know of a way to have a PDF printer in Ubuntu? _\n", + "1024000 wtf? __eou__ __eot__ sun java is opensourced __eou__ __eot__\n", + "1025000 Question: why all drop down menu's are behind flash when vie\n", + "1026000 I just wanted to say that i have been running windows on top\n", + "1027000 sftp __eou__ __eot__ what is the ssh copy command again ? __\n", + "1028000 hi, it's about the 'sed' command, basically I need an extens\n", + "1029000 *** Does anyone know if it is possible to simply Run a game \n", + "1030000 Is beryl a window manager or a desktop environment? Will fe\n", + "1031000 sladen, what is a .bin file? what is a .cue file - *nix doe\n", + "1032000 whats the best way to go about completely wiping out my comp\n", + "1033000 Hey all. I have a window's program I need to get working on \n", + "1034000 Is it possible to do a reinstall of ubuntu and this time en\n", + "1035000 Hello, can someone please tell me of a way I can play DVD's \n", + "1036000 I have this strange problem. I just finish moving my old fil\n", + "1037000 i think thats the same thing. __eou__ __eot__ What is the sa\n", + "1038000 how do I resize my ubuntu/linux partition with gparted? It's\n", + "1039000 ... __eou__ __eot__ pureftp with pureadmin, ought to work fo\n", + "1040000 anyone have any suggestions on my raid issue? __eou__ __eot_\n", + "1041000 this is how is looks: kernel /casper/vmlinuz boot=casper p\n", + "1042000 what programs check hard drives at the startup??? __eou__ __\n", + "1043000 dopewars is a big timesink for me __eou__ so is frozen bubbl\n", + "1044000 what would cause my mic to work fine outside of teamspeak an\n", + "1045000 its not appearing in the packages list __eou__ as a beginner\n", + "1046000 NTFS is better than FAT32, but its Linux write support is st\n", + "1047000 Hmm. __eou__ Where is xorg.conf? __eou__ __eot__ whereis xor\n", + "1048000 crdlb--im actually trying to find out where this \"world of w\n", + "1049000 Why does /etc/init.d/apache2 fail to start apache2 AND print\n", + "1050000 Jesus >.< How many things was that command? __eou__ __eot__ \n", + "1051000 i dont mind the grub menu but i was just seeing if i could d\n", + "1052000 hello. do you guys know of a way to set a proxy only for a s\n", + "1053000 wheeeee!!! __eou__ __eot__ In my expereince, people have ver\n", + "1054000 My friend has an Ubuntu Server, and he would like to configu\n", + "1055000 evening all.... __eou__ Let me preface my question: yes, I'v\n", + "1056000 which project that allows windows programs to be run in linu\n", + "1057000 arac7000 I mean from banshee __eou__ I have the files in tha\n", + "1058000 having trouble connecting to anything but PORT 3389, changed\n", + "1059000 Is the text based installer for ubuntu available on the stan\n", + "1060000 I'm using Ubuntu Server, and randomly the server will power \n", + "1061000 did you get your answer about avahi-daemon? did you check \n", + "1062000 I can't get any sound to work in flash 9 plugin in edgy. Can\n", + "1063000 what __eou__ can u tell me IRC channel where i can ask this \n", + "1064000 Can anyone please assist me with setting up SoundBlaster Aud\n", + "1065000 any one help on running/installing a jar file? __eou__ Andre\n", + "1066000 hammedhaaret__: __eou__ (oops, didn't mean to hit enter) __e\n", + "1067000 in case you missed it __eou__ __eot__ I did miss it, I'm lag\n", + "1068000 use the ubuntu guide to install it (google the guide) __eou_\n", + "1069000 Hello, is there any application converting .mp4 files to .3g\n", + "1070000 Hi, anyone here who have tried the simulator flight gear? __\n", + "1071000 is there a function in some irc client, wer you get to set a\n", + "1072000 How do I decide how much space to partition for /usr, /var, \n", + "1073000 hi everyone. can i change my apt sources.lst to ubuntu and \n", + "1074000 Hi im driving crazy, I want to disable the tapping of my tou\n", + "1075000 hey, how come i cannot install rpm files? with rpm installed\n", + "1076000 hi....is there an audio recorder in ubuntu that can record l\n", + "1077000 hey, i'm suddenly (the last few days) experiencing crashes w\n", + "1078000 Hi everybody! Does anyone know how to get WPA2 working in 7.\n", + "1079000 you can also try mplayer or vlc __eou__ __eot__ tried both o\n", + "1080000 hey i tried ubuntu live cd, and its fairly decent speed. can\n", + "1081000 __eou__ oops __eou__ __eot__ Its scag here __eou__ __eot__ \n", + "1082000 if the answer could be given by \"factoids\" there could just \n", + "1083000 Anyone want to see my new desktop? __eou__ __eot__ show me _\n", + "1084000 Do you have to type all this to make a box with a button in \n", + "1085000 I need help how to restart iptables __eou__ I centos this co\n", + "1086000 Can I get the mouse wheel to change workspaces? __eou__ Can \n", + "1087000 I am running Ubuntu server edition - wher can I find my USB \n", + "1088000 can anyone tell me how can anyone tell me how I can make the\n", + "1089000 has anyone else noticed that the splash screen progress bar \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1090000 why shouldnt I use -j3 when compileing a kernel with debian/\n", + "1091000 how i make a hard drive totally blank __eou__ __eot__ apt-ca\n", + "1092000 \"nu tu ubuntu\" = i'm a n00b with Ubuntu __eou__ :) I'm n\n", + "1093000 Hi I'm having problems compiling fwbuilder-2.1.14 . Getting \n", + "1094000 Is there a way to only have 1 instance of VLC like in window\n", + "1095000 how to restart that nautilus?? __eou__ __eot__ you mostliky \n", + "1096000 !hardware __eou__ best look there RAdams __eou__ __eot__ tha\n", + "1097000 Hi __eou__ Hmmmm I need hel please __eou__ I install ubuntu \n", + "1098000 o man this is annoying :| __eou__ i hav ea widescreen tv and\n", + "1099000 for some reason I keep getting an error window popping up th\n", + "1100000 hello, mrxvt doesn't have any accents, how to add them pleas\n", + "1101000 hmm, i actually can't seem to find much info on update manag\n", + "1102000 this may be a really stupid question but does anybody know i\n", + "1103000 Hi, I've just upgraded to Gutsy, and when I load up gnome th\n", + "1104000 is there a log I can watch while the ubuntu process tries to\n", + "1105000 can`t make it booting into xp :( __eou__ i added chainloader\n", + "1106000 how can I manually re-load the partition table so the system\n", + "1107000 is it just me or have they been no updates for gutsy in a wh\n", + "1108000 screen is very powerful stuff __eou__ __eot__ I think I migh\n", + "1109000 ;) __eou__ anyone know about grub error 18? __eou__ __eot__ \n", + "1110000 is there a way for ubuntu to pass on the options passed duri\n", + "1111000 Varka.. another thing im having a problem with is getting th\n", + "1112000 Hey guys something is really bogging down my ubuntu system a\n", + "1113000 hi __eou__ my Broadcom 43xx wireless drivers will not correc\n", + "1114000 can anyone help me with this : whenever i play any videos, i\n", + "1115000 anyone here understands assembly??? __eou__ anyone here unde\n", + "1116000 I have a volume problem on a Toshiba lap top, anyone able to\n", + "1117000 I have some major concrens about ubuntu __eou__ well just 2 \n", + "1118000 start your proxy __eou__ __eot__ the proxy is running. __eou\n", + "1119000 I have a cron tab to >> stuff to a file however it ends up a\n", + "1120000 am i here? __eou__ nice __eou__ how can I change the IP-addr\n", + "1121000 How can I convert \".3gp\" (cell phone clips) files to other f\n", + "1122000 hmm __eou__ Do you guys know why I cant see my userlist on x\n", + "1123000 sexopter: It is due to a xorg update released earlier __eou_\n", + "1124000 how do i get into the long wizzard to reconfigure my keymap \n", + "1125000 Does anybody know of a workaround or fix for the apparent bu\n", + "1126000 Can we run Mac programs on ubunut? __eou__ __eot__ not that\n", + "1127000 Is there a form of ubuntu I can put on my old Mac G3? __eou_\n", + "1128000 hi there __eou__ i need some help __eou__ yes sure __eou__ 1\n", + "1129000 Hi, i have connected usb cd drive to my laptop, in \"tail -f \n", + "1130000 hello all, could I get some help to reduce the memory usage \n", + "1131000 !installguide | qwerkus __eou__ this room is dead today __eo\n", + "1132000 when i type $ locate on the shell it doesn't seem to search \n", + "1133000 hi all.....two worrisome things. Sometimes my computer woul\n", + "1134000 I'm using 8.04, and I have a problem with, shares-admin, ser\n", + "1135000 Is OO.o going to support docx soon? __eou__ !docx __eou__ __\n", + "1136000 Krusader __eou__ how do you change the default ubuntu icon o\n", + "1137000 i'm trying to run eclipse __eou__ which java package should \n", + "1138000 hey guys __eou__ is it possible to have multiple filesystems\n", + "1139000 what if i install xubuntu-desktop from gnome session __eou__\n", + "1140000 does linux only live because it can reap the rewards of the \n", + "1141000 anyway, tahts not my issue __eou__ can you help me get it so\n", + "1142000 someone just hacked my linux website (not fully developed), \n", + "1143000 everything I am reading is pointing me to some kind of bios \n", + "1144000 i have a question you guys may be able to answer __eou__ why\n", + "1145000 which one is the best codec to handle with avi video file? _\n", + "1146000 there is firefox-2 on Hardy __eou__ __eot__ really. Where _\n", + "1147000 Anyone have any experience getting a FireGL v3100 card worki\n", + "1148000 can someone here please check if the new Ubuntu Hardy shippe\n", + "1149000 how do i check and see what all drives are mounted from the \n", + "1150000 do you need compiz fusion to use avant-window-manager? __eou\n", + "1151000 shadu: hmm. is it plugged in now? __eou__ __eot__ yeah i've \n", + "1152000 did you get an answer to your question? I've been trying to\n", + "1153000 can anyone tell me why a fresh ubuntu image wont boot? __eou\n", + "1154000 STUPID QUESTION: sorry - sorry i am running on compromised b\n", + "1155000 phoenix: \"syntax on\" __eou__ phoenix (colon first) __eou__ _\n", + "1156000 hello __eou__ can anyone help me? __eou__ I'm currently usin\n", + "1157000 does anyone know why when I enable my NVIDIA driver after I \n", + "1158000 rampageoberon: yes well i looked online and it seems the on\n", + "1159000 hello __eou__ is it possible to rsync files only a specific \n", + "1160000 hey ... when I mount my iPod the only user that can write to\n", + "1161000 hi guys __eou__ __eot__ hey __eou__ __eot__ : you know any g\n", + "1162000 im trying to emulate a server install using the desktop disc\n", + "1163000 I have 512MB RAM, should I get Ubuntu-Desktop or Kubuntu? __\n", + "1164000 Do you have to be in root/sudo to use #sh? __eou__ According\n", + "1165000 i like opera... web browser - mail client - chat client - pl\n", + "1166000 ok, my internet sucks xD! so, again: how can I enable Stealt\n", + "1167000 hey i was wondering how ppl would respond rapidly wen we pos\n", + "1168000 could be several reasons, but most likely is some package ne\n", + "1169000 hey guys i would like to know how can i connect my pc to my \n", + "1170000 can anyone here help me with sudo in ubuntu? __eou__ how do \n", + "1171000 is there a google search applet that i could add to my deskt\n", + "1172000 temporarily rename ~/.songbird , if there is such a file __e\n", + "1173000 guys if i install virtualbox with window$ cand i play in it?\n", + "1174000 i downloaded from http://cdimage.ubuntu.com/releases/hardy/r\n", + "1175000 hello everyone __eou__ does anyone know of a good software t\n", + "1176000 How can i use a different partition as my home folder? can i\n", + "1177000 for example... I do wanna take a sceen shot and send you. Th\n", + "1178000 installing gspca-source got logitec webcam going __eou__ __e\n", + "1179000 trying to mount an ext2-formatted SD card (in a USB adapter)\n", + "1180000 I'm having trouble with 'GRUB Error 21' in Ubuntu on startup\n", + "1181000 hello, how do I go about telling my computer to auto turn of\n", + "1182000 What package should I install if I want some basic C manpage\n", + "1183000 how to uninstall wine software ?? __eou__ __eot__ how did yo\n", + "1184000 !irssi __eou__ __eot__ this is a better channel for them to\n", + "1185000 well how do I burn an image file (iso) to cdr __eou__ __eot_\n", + "1186000 hey __eou__ i got a question r there any experienced linux h\n", + "1187000 I'm in ubuntu live cd, when I run fdisk -l /dev/sda it says \n", + "1188000 no matter what I do the 8.10 installer will NOT detect my ha\n", + "1189000 hey guys im trying to run ubuntu on vpc 7 but i can't get it\n", + "1190000 how can i use 2.6.28 under intrepid? __eou__ how can i use 2\n", + "1191000 how do i merge or resize partitions without losing data ? __\n", + "1192000 hi quickone have you checked your restricted drivers? __eou_\n", + "1193000 i miss mirf __eou__ *mirc __eou__ :( __eou__ im gonna use it\n", + "1194000 I about to set up my server with LVM but wanted to know if I\n", + "1195000 is there a place where you can have log files checked for mi\n", + "1196000 I'm new to linux and have ubuntu 8.04 now, and having graphi\n", + "1197000 hello, in which package I can find allegro.h ? __eou__ i can\n", + "1198000 i think it has something to do with how you must own your di\n", + "1199000 yes __eou__ sometimes i get errors, sometimes i don't. u can\n", + "1200000 All of a sudden I'm having problems with Firefox. It seems w\n", + "1201000 I have a quick newb question for anyone willing to answer: W\n", + "1202000 My X server keeps crashing whenever I start conky. I'm usin\n", + "1203000 hi. I had ati driver fglrx installed.. I removed disabled th\n", + "1204000 Anyone know how to test if your graphics card is properly in\n", + "1205000 Hi everyone. I have some problems with wireless on asus-eee \n", + "1206000 ok i have a problem it lets me ftp to my site in firefox but\n", + "1207000 sata or IDE HD? __eou__ your HD device is /dev/sdb ? __eo\n", + "1208000 what the heck. i removed ubuntu-desktop, restarted and it wa\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1209000 Does anyone know how to get Broadcom B43 working? It was wor\n", + "1210000 there is a root account.. if you sudo su - you will be root.\n", + "1211000 audio CDs don't mount __eou__ __eot__ Well, that might expla\n", + "1212000 every Internet connected OS needs an enabled firewall simple\n", + "1213000 how long does kernel compilation usually take? __eou__ __eot\n", + "1214000 where does aptitude download the .deb packages to? __eou__ _\n", + "1215000 hi, another problem, I have a php file in /var/www that writ\n", + "1216000 Have you tried running an fsck / re-installing firefox / dow\n", + "1217000 how do I rescue a broken usb flash drive that is recognized \n", + "1218000 hi, i had a litle problems when installing the virtualbox an\n", + "1219000 my firefox seams very slow to open up windows, can I reinsta\n", + "1220000 I have 8.10 - Should I downgrade? __eou__ __eot__ what probl\n", + "1221000 any good DVD burning programs out there? A friend of mine us\n", + "1222000 My sound suddenly stopped working. I can't hear anything. I \n", + "1223000 could you please recommend me a good mp3 cutter program for \n", + "1224000 is there any way to change settings of the new notification \n", + "1225000 hi, I have Ati mobility X1300 and Ubuntu 9.04. I'm running o\n", + "1226000 how do i make my own debs to replace system ones? (like svn \n", + "1227000 Hi. I've just installed Ubuntu 9.04 however the username and\n", + "1228000 Damn, my CAPS LOCK is locked. Any idea how to get rid of it?\n", + "1229000 Hello, using kubuntu, I want to connect to the wireless netw\n", + "1230000 all yo want to do is backup files, correct? __eou__ __eot__ \n", + "1231000 anyone know how to import a key with Seahorse and have that \n", + "1232000 this channel is not for hacking/cracking tools help, please\n", + "1233000 where is the correct place to drop a script called by cronjo\n", + "1234000 hello __eou__ please help me my mouse is frozen __eou__ __eo\n", + "1235000 where can i get those little aluminum stickers that say \"Pow\n", + "1236000 I have a quick scripting question. __eou__ __eot__ bash scri\n", + "1237000 Good morning __eou__ how can I set my irc status to \"away\"? \n", + "1238000 !xfce ? ubuntunom __eou__ !xfce | ubuntunom __eou__ !xfce __\n", + "1239000 help anyone? __eou__ __eot__ have you tried running in Gnome\n", + "1240000 how slow? Mine takes about 1 minute... __eou__ __eot__ yes :\n", + "1241000 what command are you using? __eou__ I mean for gedit __eou__\n", + "1242000 How can I check my IP address on my interface and how can I \n", + "1243000 schmiedc: __eou__ help me __eou__ https://lists.ubuntu.com/a\n", + "1244000 hi all.. I have a small problem, I need to know how to find \n", + "1245000 Is it possible to run folding@home on a server __eou__ __eot\n", + "1246000 hey.... ok downloading 9.04, can i put it to memory stick? d\n", + "1247000 tumie: sure __eou__ __eot__ ok, __eou__ __eot__ tumie: it's \n", + "1248000 My guess is that virtualbox provides an uninstaller with tha\n", + "1249000 what do you mean by rolling release? __eou__ __eot__ things \n", + "1250000 hey ... __eou__ i am still trying to compile my kernel __eou\n", + "1251000 Question, I keep setting up dual monitors, using my nvidia d\n", + "1252000 I'm planning to strream music to some other computer connect\n", + "1253000 try cd media/ and see if its listed __eou__ __eot__ What do \n", + "1254000 So I just fired ubuntu for the first time. I am currently ru\n", + "1255000 there should be a channel called ubuntu-learning where the b\n", + "1256000 why not run mac? __eou__ __eot__ i dont follow. __eou__ __eo\n", + "1257000 hey, anyone here? __eou__ and knows something about DOSBox? \n", + "1258000 /quit 'insert message that everyone ignores here' __eou__ _\n", + "1259000 video: http://www.youtube.com/watch?v=b_y5iO5sQ0Q&feature=Pl\n", + "1260000 help! how do i turn off the stupid system 'beep' in gnome? _\n", + "1261000 does ubuntu 9.04 come with different window managers __eou__\n", + "1262000 How do I upgrade my kernel using Synaptic? __eou__ __eot__ w\n", + "1263000 When trying to upgrade to koala my computer crashed and now \n", + "1264000 where can I find documentation on 9.10 gdm setup? __eou__ __\n", + "1265000 use xrandr __eou__ __eot__ thanks, i will look into this xD \n", + "1266000 hi i want to install karmic using a usb stick but i couldn't\n", + "1267000 anybody have problems with flash on 9.10 on 64 bits? __eou__\n", + "1268000 how i know if my sound card is working,?.because i don't hav\n", + "1269000 hi.. I downloadead the xampp-linux-1.7.2.tar.gz.. How can i \n", + "1270000 hi everybody __eou__ I installed VirtualBoxs none OSE, from \n", + "1271000 Hmmm. where is the Firefox java plugin? __eou__ Deluge is qu\n", + "1272000 I'm trying to debug a suspend/wireless problem on a eee __eo\n", + "1273000 Is there any way to change wubi into an actual install and g\n", + "1274000 Suppose i have speakers only attached to my ubuntu box, how \n", + "1275000 can anybody tell me the light doc2pdf convertor?? __eou__ __\n", + "1276000 Hi all! Is there a linux tool for viewing windows event log\n", + "1277000 Um, really? __eou__ __eot__ yea? __eou__ __eot__ Why? __eou_\n", + "1278000 rivrbird: ok mouse is working....can you now help me get onl\n", + "1279000 Hi all! I just want to ask u something: Can I install a mult\n", + "1280000 same goes for canada... but if you get an isp that allows ml\n", + "1281000 Is there any command to delete or remove a keyboard layout i\n", + "1282000 you realise this is #ubuntu? __eou__ __eot__ because problem\n", + "1283000 hi I am trying to use the \"sudo do-release-upgrade\" on my ha\n", + "1284000 What cli command will give me my ip address and DNS servers \n", + "1285000 yes does work __eou__ __eot__ is it an integrated BT/wlan ca\n", + "1286000 hi __eou__ what application can i use for ubuntu to write IS\n", + "1287000 Why are the GUI and alternate install CDs on separate images\n", + "1288000 thanks darolu :) __eou__ __eot__ uhhh .... why are you downl\n", + "1289000 my desktop appears as if frozen, but I can still access it r\n", + "1290000 cjohnston: nice note on lp/ubuntu/answers/103031 - I had to \n", + "1291000 is there a game repository i can add ? __eou__ __eot__ no __\n", + "1292000 So erm, anyone for the iCatch webcam thingy? __eou__ !webcam\n", + "1293000 Anyone have any idea what this might mean \"X Error of failed\n", + "1294000 can anyone help me out with getting my wifi connected on my \n", + "1295000 how can I mount a symbian phone if it's showing up in lsusb \n", + "1296000 I'd like to find the least power consuming screen saver. How\n", + "1297000 Hello, i try to boot ubuntu 9.1032 and 10.04 64bit , the fir\n", + "1298000 any exports here able to help me install nvidia on lucid? G\n", + "1299000 please could someone help me __eou__ i don't know what happe\n", + "1300000 I see you've still got problems. Keep at it - you'll get the\n", + "1301000 just got installed a computer with ubuntu 10.04 and want to\n", + "1302000 hi can anyone help me....having problems with running a dhcp\n", + "1303000 I've never heard of a BIOS based computer that allowed you t\n", + "1304000 any randr-experts here? __eou__ __eot__ http://wiki.debian.o\n", + "1305000 hi! is it possible to mout a specific folder from an externa\n", + "1306000 Hello. I lost the password to my wireless network on my Wind\n", + "1307000 hello everyone __eou__ got a problem in regards to my screen\n", + "1308000 I've read the page on Ubuntu wiki page on environment variab\n", + "1309000 hello, how to turn on terminal command line memory? so that \n", + "1310000 Hello , would anyone have any clue on how to get my mini SD \n", + "1311000 hello all __eou__ how can i install grub to the parition boo\n", + "1312000 Getting 4.0mb/s consistent on 100mbps lan with nfs server on\n", + "1313000 hi guys.... how to install to flash drive? __eou__ i need to\n", + "1314000 http://paste.ubuntu.com/455896/ can someone help ? __eou__ _\n", + "1315000 Help Help Help! I can't start my x server! the driver isn't \n", + "1316000 its not a checkmark its a radio box. and do not confuse the \n", + "1317000 you want to listen to shoutcast streams? __eou__ __eot__ sur\n", + "1318000 Whcih package has phpize ? __eou__ Tanks! __eou__ __eot__ c\n", + "1319000 umm, the irc server has session limits 2 conns only. __eou__\n", + "1320000 What uses would a normal user have for making directories ow\n", + "1321000 i created a preseed file, how can i load this file from a we\n", + "1322000 Hello everyone - I have a question about defragmenting my ha\n", + "1323000 Is there a way to reinstall Ubuntu/Kubuntu without losing pr\n", + "1324000 try inserting it and running sudo fdisk -l. __eou__ __eot__\n", + "1325000 In terminal, 'sensors' works fine, but I can't get any temps\n", + "1326000 ok, so there is no fix for slow internet speeds when using t\n", + "1327000 you can put /boot on a usb flash drive __eou__ __eot__ how d\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1328000 it didn't include foul language etc. __eou__ __eot__ sudo ap\n", + "1329000 how can i stream my line in input on my wlan? __eou__ __eot_\n", + "1330000 does anyone know if it's possible to subscribe and download \n", + "1331000 hey, can i have a host ? __eou__ __eot__ what do you mean __\n", + "1332000 n00b question but if I clone my ubuntu drive and burn onto a\n", + "1333000 what app would be recommended to backup a whole hard drive? \n", + "1334000 someone does know about internet connection issue with ubunt\n", + "1335000 friends, plz help me. i'm having a problem with booting ubu\n", + "1336000 Need help with my usb flash cannot drag and drop files to it\n", + "1337000 does anyone know much about network devices? I'm having some\n", + "1338000 Hello, I'm trying to get wbar to work, but typing wbar on th\n", + "1339000 anyone using 10.10? how to customize sound ? there is no opt\n", + "1340000 I have a file which contains all my passwords and usernames.\n", + "1341000 or hibernate __eou__ __eot__ my pc hibernates just fine.. as\n", + "1342000 i can salute if you like.. o\\ ? __eou__ lol __eou__ __eot__\n", + "1343000 Check sys>admin>software sources>updates tab>releases __eou_\n", + "1344000 why to watch bluray on monitor __eou__ __eot__ i have 37\" fu\n", + "1345000 anyone know how to edit the alsa-base.conf file? __eou__ __e\n", + "1346000 Does anyone know if Midi files over 10 tracks will play in U\n", + "1347000 IDM for ubuntu 10.04? __eou__ i want a download manager for \n", + "1348000 I do not want the username@machine_name to appear in the ter\n", + "1349000 is it possbile to make new partion from the unused space of \n", + "1350000 Is there a way to autohide the top and bottom menu thingymab\n", + "1351000 hi, when I type startx, then gnome doesn't start __eou__ but\n", + "1352000 hello, I have a problem with alsa on my desktop pc, It runs \n", + "1353000 i setup the nvidia drivers __eou__ i setup the nvidia driver\n", + "1354000 Stairminn: Thanks though! I'll give Freenode a shot. __eou__\n", + "1355000 how to install java to chrome i installed it already but its\n", + "1356000 does anyone have a better answer to makmanalp's question? __\n", + "1357000 Hello! Is there a way to tell apt-get/aptitude to reinstall \n", + "1358000 FLASH PLUGIN still WON'T WORK!!!!!!!! __eou__ firefox 4.0 ca\n", + "1359000 servers use linux commonly yeah __eou__ because of its secur\n", + "1360000 can someone help me? __eou__ __eot__ ask and see __eou__ __e\n", + "1361000 hello I am on an ubuntu 8.04 laptop and I have full connecti\n", + "1362000 is there a greenshot linux alternative, I need a simple scre\n", + "1363000 Tried update to 1104. System crash at about 99%. I have run \n", + "1364000 anyone run mac os udner vmware/virtualbox on ubuntu? __eou__\n", + "1365000 Hi, i'm on a clean install of Ubuntu 11.04, installed the Nv\n", + "1366000 Anyone has had their menus disappear on them? I just reboote\n", + "1367000 Howdy all! How do I make Unity launcher icons launch with op\n", + "1368000 I want to recompile ther kernel but I want the default .conf\n", + "1369000 this is a result of this pam update > bug 790538 __eou__ __e\n", + "1370000 I am trying to install Flash 10, and have installed Flashplu\n", + "1371000 messed up my sudoers file, now i can get into root to modify\n", + "1372000 Xnest or some vnc trickery might do it. but all are hacks, a\n", + "1373000 So I have an issue with an Ubuntu 10.10 laptop. When it is b\n", + "1374000 .. do you have a minute or 2 when done ? __eou__ __eot__ wh\n", + "1375000 can anyone help with an swftools install? __eou__ i've tried\n", + "1376000 what's the command to format a usb stick? __eou__ ?mformat _\n", + "1377000 Hi I need a new OS for my VPS the old one is like Fedora Cor\n", + "1378000 Can anyone explain how to mute the volume (Maverick 10.10)? \n", + "1379000 oh rww, I'm installing via wubi so I don't know which to use\n", + "1380000 ok, rebooted. applet is still running at 1 hour or so now __\n", + "1381000 https://help.ubuntu.com/community/WifiDocs/WirelessAccessPoi\n", + "1382000 does anyone know a good way to make 'ls -la |less' show colo\n", + "1383000 to follow up on the nox instructions, they didn't work for m\n", + "1384000 So you can ping gateway and DNS server but not google.com, c\n", + "1385000 hi __eou__ vpn connection from ubuntu? __eou__ __eot__ Possi\n", + "1386000 do you have the latest ubuntu? I had similar issues with ubu\n", + "1387000 reisio rechecked bios, it says wlan is activated. __eou__ wh\n", + "1388000 Can anyone answer a virtualbox question? __eou__ If I add a \n", + "1389000 has anyone tryed Gnome3 __eou__ __eot__ I'm using it right \n", + "1390000 try sudo umount /dev/cdrom0 & eject __eou__ __eot__ eject wo\n", + "1391000 so anyone noticed their soundcard hogging their batteries? :\n", + "1392000 In Ubuntu 10.04, I am using the Chromium browser. The backsp\n", + "1393000 do i have to reinstall? __eou__ oh ok __eou__ and it will re\n", + "1394000 thanks deej1976 __eou__ __eot__ No problem __eou__ __eot__ g\n", + "1395000 hi __eou__ hi nins __eou__ i dunno __eou__ im new here __eou\n", + "1396000 I am trying out a new desktop environment called awsomewm. N\n", + "1397000 Hello. Is it possible to make Ubuntu 11.10 look like 11.04?\n", + "1398000 all of the posts i find about unity are either \"It's horribl\n", + "1399000 :D __eou__ __eot__ I really don't recommend adding a repo fr\n", + "1400000 ubuntu 11.10 has an option in User Account to allow my user \n", + "1401000 hello, what software do you recommend to wipe a hdd clean be\n", + "1402000 cool.. then the packare arand mentioned will work for FF, or\n", + "1403000 1 question - I install 11.10 on my dell hybrid studio, graph\n", + "1404000 is there anyone that can help me with a live boot? __eou__ I\n", + "1405000 That sould at least pick up windows, then you can work on ge\n", + "1406000 hey so __eou__ uhm __eou__ I use Banshee Media Player __eou_\n", + "1407000 Morning, all! __eou__ apt-get dist-upgrade reckons it'll tak\n", + "1408000 then you remove it.. __eou__ all the cleaning disks ive ver \n", + "1409000 A samba server on Ubuntu, with a share having guest ok enabl\n", + "1410000 yeah, laptop-detect is noisy, it's been doing that for a whi\n", + "1411000 mmmm Python __eou__ I need a good Python book __eou__ __eot\n", + "1412000 I'm working with the live cd and can't get printing to work \n", + "1413000 i have a pentium 266 MMX with 64 MB ram, and if i am not wro\n", + "1414000 what is the actual problem __eou__ it's because you need Scr\n", + "1415000 hi all anyone have problems loading X with nvidia driver? __\n", + "1416000 help help >_< __eou__ my resolution is a nice 640x320 __eou_\n", + "1417000 my network doesn't work with ubuntu 4.10. what to do ? __eou\n", + "1418000 help __eou__ i need to know how to STOP the X.org server __e\n", + "1419000 apologies, but work calls again. __eou__ fglrx in hoary work\n", + "1420000 evolution does not filter spam..., which packages else do I \n", + "1421000 has anyone got a link on how to get mplayer working in warty\n", + "1422000 anyone know if there is a way to make just gnome-terminal no\n", + "1423000 are you running Hoary? __eou__ __eot__ yes, latest __eou__ _\n", + "1424000 who are the three people on the new login screen? __eou__ __\n", + "1425000 (WW) NVIDIA(0): MetaMode \"1600x1200,1600x1200\" __eou__ \n", + "1426000 but youy probably lose some in the process __eou__ so if you\n", + "1427000 bah, xmms doesn't respond to the next/prev/pause keyboard sh\n", + "1428000 AAAAH! __eou__ On an unrelated note, I'm looking for the bes\n", + "1429000 but how would you do a sort then...it does have to do exact \n", + "1430000 acpi suspend to ram stopped working for me after installing \n", + "1431000 how come when i do a modprobe -r to a module, it`s loaded ne\n", + "1432000 hi, what software comes with ubuntu for palm pilots? __eou__\n", + "1433000 I lovers breezy __eou__ because, the packages in breezy are \n", + "1434000 Hello __eou__ I have a problem installing Ubuntu 5.04 on my \n", + "1435000 Hello everyone __eou__ I'm surprised to find so many here __\n", + "1436000 have you installed hoary clean or upgraded from warty? __eou\n", + "1437000 Im trying to make and install the latest stable kenrel from \n", + "1438000 And of course there's always good old [RESET] ;-) __eou__ _\n", + "1439000 xp sucks __eou__ __eot__ not if you're blind, or paralyzed, \n", + "1440000 gro:I used to get error messages, but now not anymore , fire\n", + "1441000 Hi, I am having some problems making my monitor use 80Hz fre\n", + "1442000 i know about winmac_fstab, that add my windows and mac parti\n", + "1443000 What repository do I have to have installed to get nvu via a\n", + "1444000 did you get it? __eou__ __eot__ yes. maybe there is somethin\n", + "1445000 Any good platform games avaliable to download with Synaptic?\n", + "1446000 what's the advantage with gstreamer over xine? __eou__ __eot\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1447000 anyone know how to rename USB thumbdrives? __eou__ QUESTION:\n", + "1448000 well so everything went pretty well except I lost two functi\n", + "1449000 an error moshisushi __eou__ __eot__ what? __eou__ what error\n", + "1450000 if I type in ifconfig > ifstatus.txt does this spit the resu\n", + "1451000 I have a USB datacable and i've configured my Win XP machine\n", + "1452000 yea, - would input data from stdin or something, but general\n", + "1453000 hello all. I am having an issue with the calendar associate\n", + "1454000 No candidate version found for j2re1.4 __eou__ The following\n", + "1455000 how can I get my usb mp3 player to automount again? it worke\n", + "1456000 Whats the best HTML Editor for Ubuntu ?? __eou__ __eot__ blu\n", + "1457000 i am trying 2 run gnome in kubuntu __eou__ i have just insta\n", + "1458000 hi friends.. how are you __eou__ hey can anyone tell me if i\n", + "1459000 how do I reinstall grub after windows install? __eou__ I don\n", + "1460000 Though I am spoiled by gnome __eou__ minum requirements for \n", + "1461000 I just downloaded Ubuntu 5.04... but maybe that was a mistak\n", + "1462000 what is the Ubuntu equivalent to inetd restart? __eou__ __eo\n", + "1463000 what is the firefox-bin? __eou__ __eot__ it's the name of th\n", + "1464000 hi MacSlow just the person i wanted to speak to __eou__ __e\n", + "1465000 Question: If I wanted to plug in a USB mouse, is there any \n", + "1466000 : error fetching interface information: Device not found <--\n", + "1467000 Iit it possible for me to recompile just one module for the \n", + "1468000 lol __eou__ hey, Im completely new to linux, just tried the \n", + "1469000 does anyone know how to install a realtek alc850 on ubuntu? \n", + "1470000 guys, can anyone please help me in a networking issue, i can\n", + "1471000 anyone know how i can install wmcodecs __eou__ __eot__ you m\n", + "1472000 Can someone please help me getting the official linux aimcli\n", + "1473000 I have a question about linux, I know windows has problems w\n", + "1474000 is there an easy way to find out? __eou__ i know __eou__ ok \n", + "1475000 why should apt-get remove kubunt-desktop remove all kde pack\n", + "1476000 Hi All! __eou__ All the time that I enable dri + fglrx or dr\n", + "1477000 I dont know that I would always call that a problem =P __eou\n", + "1478000 you run the livecd from the cd __eou__ your hdd file system \n", + "1479000 Hmm, system seems to be working fine after dist-upgrade __eo\n", + "1480000 hi how do i switch on code highlighting in vim __eou__ __eot\n", + "1481000 After upgrading to Dapper, I cannot connect to a windows sha\n", + "1482000 how can I unpack with unrar? __eou__ __eot__ unrar x __eou__\n", + "1483000 Hi all, gnome has broken down completely- I can login but th\n", + "1484000 hi all __eou__ quick question: i connect to the internet thr\n", + "1485000 hey, anyone know any good terrain generators for ubuntu? __e\n", + "1486000 so is anyone able to help me get my screen resolution higher\n", + "1487000 Hi, my connection worked properly when I started Ubuntu 6.06\n", + "1488000 I want to install the amd64 kernel on a 32bit install so I c\n", + "1489000 Any programming-editors with orginal php highlightning? high\n", + "1490000 is it possible to format an external USB hard disk to the FA\n", + "1491000 you'll want smp build regardless __eou__ whoops, wires cross\n", + "1492000 try this - log in to a terminal, >> sudo dpkg-reconfigure xs\n", + "1493000 c __eou__ __eot__ celcius or F? __eou__ it's impossible in c\n", + "1494000 anyone have any luck installing IE in wine? I'm having troub\n", + "1495000 How can I connect to a CVS Server and download all files? __\n", + "1496000 I have Ubuntu on my machine, and I wanted to see what KDE no\n", + "1497000 Does ubuntu have an update mechanism, like RedHat's up2date?\n", + "1498000 grub wont let me boot into windows xp cd __eou__ i tried cha\n", + "1499000 you can try moving the module up to an earlier position in /\n", + "1500000 ah, well I was resizing a 60 odd gb partition to 12gb, it wa\n", + "1501000 you got it to work with direct rendering O.o? __eou__\n", + "\n", + "1502000 deb http://www.getsweaaa.com/~tseng/ubuntu/debs ./ __eou__\n", + "\n", + "1503000 really ? thanks ! __eou__\n", + "\n", + "1504000 that's cool, but I just don't know how to actually accomplis\n", + "1505000 we have something like 300+ linux boxes in production at wor\n", + "1506000 : ok, thanx :) __eou__\n", + "\n", + "1507000 what model number does Device Manager tell you? __eou__\n", + "\n", + "1508000 is that where it's likely to be? __eou__\n", + "\n", + "1509000 i would think thers is no upgrade path from a pre-release __\n", + "1510000 i did an \"expert\" install and could assign mount points to m\n", + "1511000 says gnome-applets is installed already __eou__ yes __eou__\n", + "\n", + "1512000 it works __eou__ yes __eou__ usually it is best to be update\n", + "1513000 you don't actually have to do anything aside from selecting \n", + "1514000 sure? __eou__\n", + "\n", + "1515000 no problem __eou__\n", + "\n", + "1516000 because it's pointless __eou__ best to just ask your questio\n", + "1517000 : i have problem with linux ubuntu...I cant connect so I use\n", + "1518000 ok, thanks __eou__\n", + "\n", + "1519000 I got it from ps aux, are you suggesting that ps aux is lyin\n", + "1520000 it was a general comment. It's just cool to see you excited\n", + "1521000 if it mentions a package that is unavailable, just replace i\n", + "1522000 there's a grub splashimage package __eou__\n", + "\n", + "1523000 yeah, it filled my system drive and locked everything up __e\n", + "1524000 I have try both of them too __eou__\n", + "\n", + "1525000 hmm, not good. __eou__ you're up-to-date? __eou__\n", + "\n", + "1526000 dont you have limitations getting audio and video from OTHER\n", + "1527000 I already unlocked the root user & stuff __eou__\n", + "\n", + "1528000 ahite __eou__ lol __eou__ meh __eou__ sorry, mis-tab :) __eo\n", + "1529000 Yeah, I've got it sorted now -- I installed some binary pack\n", + "1530000 let's start with \"fuser /home\" __eou__\n", + "\n", + "1531000 ehe :) __eou__\n", + "\n", + "1532000 not very, had a long night __eou__\n", + "\n", + "1533000 thanx :D __eou__\n", + "\n", + "1534000 I know how to change icons in the menu, but I need the png f\n", + "1535000 add a .desktop to /usr/share/applications is what I do __eou\n", + "1536000 hmmm bummer __eou__ that's when i get out the hammer and loo\n", + "1537000 have you a nforce board? thr1ce __eou__\n", + "\n", + "1538000 I mean ubuntu has very good itegration with gnome like you s\n", + "1539000 Xappe; yes i know, i've tried to change it... __eou__ makte;\n", + "1540000 no, didnt. Assumed that it worked, foolishly enough __eou__\n", + "\n", + "1541000 what's the new name? __eou__\n", + "\n", + "1542000 um, did you check ouyt sf.net for torrents in search? __eou_\n", + "1543000 not sure, I've heard it should be something they made by the\n", + "1544000 will try __eou__ din't work sounded strange again __eou__\n", + "\n", + "1545000 ok thanks __eou__\n", + "\n", + "1546000 gunman: have a look in /boot or wherever knoppix rescue moun\n", + "1547000 ok thanks ... __eou__ could i use init to go to a special ru\n", + "1548000 yeah, there were. i had to do follow this: http://www.ubunt\n", + "1549000 yeah but some more than others :) __eou__\n", + "\n", + "1550000 take a look at http://paste.ubuntulinux.nl/670 and you can \n", + "1551000 oh sorry, I don't know. I'm looking at the ubuntu list. __eo\n", + "1552000 yup, default install __eou__\n", + "\n", + "1553000 at the boot: prompt select 'linux single root=/dev/hdx (wher\n", + "1554000 then you mean AD __eou__ http://www.google.com.au/search?hl=\n", + "1555000 already tried that... but it doesn't seem to work :/ __eou__\n", + "1556000 no __eou__\n", + "\n", + "1557000 vncviewer is also installed, so you can use desktops remotel\n", + "1558000 you should install it from the repositories __eou__\n", + "\n", + "1559000 is it working? __eou__\n", + "\n", + "1560000 I recommend https://wiki.ubuntu.com/ExampleConffiles, the mo\n", + "1561000 please we're trying to help you. No need to troll. __eou__\n", + "\n", + "1562000 best text editor, bar none __eou__\n", + "\n", + "1563000 i know, i've never liked the synaptic method. i'm asking for\n", + "1564000 people still use bitchx? __eou__\n", + "\n", + "1565000 but the universe repo is NOT supported __eou__\n", + "\n", + "1566000 sure, but do you need them? are they actually useful? __eou_\n", + "1567000 where do i find that Muine then? __eou__\n", + "\n", + "1568000 ermm how? example? __eou__ i copied that from when i restart\n", + "1569000 how? =) __eou__\n", + "\n", + "1570000 ok .. if you're running on an imac g5 then that has to be pp\n", + "1571000 ah, no idea, sorry __eou__\n", + "\n", + "1572000 2u2 was in response to Dr_Willis :P __eou__ http://www.ubunt\n", + "1573000 try a fresh install -> sudo apt-get install --purge --reinst\n", + "1574000 thanks - but it did work with several identical boxes earlie\n", + "1575000 and it will have webcam support soon... __eou__ try and ma\n", + "1576000 tarball and scp or sftp both of which exist on an machine wi\n", + "1577000 I was under the impression that ubuntu uses UDEV __eou__ con\n", + "1578000 packages was the work I meant to type - for breezy in answer\n", + "1579000 i wouldn't know about gnome 2.12 __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1580000 gftp first then fireftp __eou__\n", + "\n", + "1581000 there is several posts in the ubuntu forums (look in the tip\n", + "1582000 cant convince my woman to switch from windows :( __eou__\n", + "\n", + "1583000 not in here please __eou__\n", + "\n", + "1584000 i suppose so __eou__\n", + "\n", + "1585000 nope __eou__\n", + "\n", + "1586000 try disabling sound support in gnome (i.e. ESD) and then try\n", + "1587000 Eh, no, not on the machine I'm messing with currently, thou\n", + "1588000 those are bitmap pcf fonts, i believe __eou__ the artwiz __e\n", + "1589000 synaptic is front end for apt-get/aptitude ... __eou__ can y\n", + "1590000 we're all new to something __eou__ help.ubuntu.com __eou__\n", + "\n", + "1591000 i think e17\"enlightenment\" gonna be the unique desktop syste\n", + "1592000 Tad - it even supports my old tuner too. just about everythi\n", + "1593000 its ok.now i see the Debian menu:) __eou__\n", + "\n", + "1594000 then do apt-get update and apt-get dist-upgrade __eou__ I di\n", + "1595000 i think i helped juantao with the gpg problem... __eou__\n", + "\n", + "1596000 sure most of the dependencies can be resolved using the info\n", + "1597000 no dducko __eou__ embeded wmv files __eou__\n", + "\n", + "1598000 (synaptic:10222): Gdk-WARNING **: locale not supported by Xl\n", + "1599000 I will tell them not to, because I have a reason. __eou__ an\n", + "1600000 this sucks. __eou__ i give up lol, no 3d acceleration __eou_\n", + "1601000 all of the \"myths of java\" are unfortunately trye __eou__ sk\n", + "1602000 and .bashrc ? __eou__\n", + "\n", + "1603000 Id be all by myself! __eou__\n", + "\n", + "1604000 i type the commands, but it says \"cannot connect to X serve\n", + "1605000 where do i find out how to make azureus the default for torr\n", + "1606000 Not sure. Just trying to get my arms around what you were as\n", + "1607000 aah you're one of those... __eou__\n", + "\n", + "1608000 thabks I loking too __eou__\n", + "\n", + "1609000 yes I know that...I am just a gigantic smart (_!_) sorry! ca\n", + "1610000 Still, nice way to tell which version something is complaini\n", + "1611000 did I mention *always*? __eou__\n", + "\n", + "1612000 bmp crashes. __eou__\n", + "\n", + "1613000 sweet thnx __eou__\n", + "\n", + "1614000 ok ... i think I got that part ... now ... where do I start\n", + "1615000 ill have a go at it. im in ssh so im constantly in and out a\n", + "1616000 What will that accomplish ? __eou__\n", + "\n", + "1617000 strange, that script runs on slackware by default __eou__ ye\n", + "1618000 the first one. also see easysource __eou__ which distro are \n", + "1619000 ^^ __eou__\n", + "\n", + "1620000 sometimes there is great freedom in having no choice, and I \n", + "1621000 did you find messages like \"{DriveSeek REady \" or not ? __eo\n", + "1622000 like a cover on the big red switch :-) easy to do but discou\n", + "1623000 ok i will check it out __eou__\n", + "\n", + "1624000 Personally I don't see the point of using wireless on deskto\n", + "1625000 I did. Been through the install, and this is the first reboo\n", + "1626000 definitely maybe :) __eou__\n", + "\n", + "1627000 thanks __eou__\n", + "\n", + "1628000 see if installing python-gtk2 fixes it. __eou__\n", + "\n", + "1629000 did you install ati drivers? and if so you might what to try\n", + "1630000 ahhh __eou__\n", + "\n", + "1631000 I don't have any firewall software, this is a fresh ubuntu i\n", + "1632000 want some fun, greap -R /path/to/extracted/kernel/\n", + "1633000 I love ubuntu dapper's new icons __eou__\n", + "\n", + "1634000 Thanks so much! __eou__\n", + "\n", + "1635000 not sure, how can i check? __eou__\n", + "\n", + "1636000 welcome __eou__ apt-get __eou__ synaptic is a front end for \n", + "1637000 maybe, i'm not aware of one. all i know is that ntfs is rea\n", + "1638000 no, mine was wrong.. it's !ipv6 __eou__\n", + "\n", + "1639000 if you can't do a trace on it check the logs. ~.xsession-\n", + "1640000 you have some command to install it in xterm? __eou__ its a \n", + "1641000 exactly .. __eou__\n", + "\n", + "1642000 should my friend use jabber so that he can chat with me ? __\n", + "1643000 well you probably hacenvt compile in the right options in or\n", + "1644000 A windows partition will not effect a linux system. So.. do\n", + "1645000 everything works just fine, but I can't use the three last c\n", + "1646000 i know some bash but i don't know squat about php __eou__\n", + "\n", + "1647000 fair enough. Any thoughts? __eou__\n", + "\n", + "1648000 it cant be run wqithout xserver __eou__\n", + "\n", + "1649000 ubuntu (or any os) cannot influence this __eou__ if your cd \n", + "1650000 you might find this of interest: http://www.debian-administr\n", + "1651000 sry i havent tried out yet __eou__ but i will report as soon\n", + "1652000 my computer in the network is still having internet access..\n", + "1653000 64bit is missing support for most non-free apps same with pp\n", + "1654000 they changed it! it used to always be in there simply under \n", + "1655000 i mean, the paid ones __eou__\n", + "\n", + "1656000 su from that user? __eou__\n", + "\n", + "1657000 hmmm did you google for that drive i assume? __eou__\n", + "\n", + "1658000 \"if i recall correctly\" :) __eou__\n", + "\n", + "1659000 if i delete CHAINLOADER +1 ... might that solve the problem?\n", + "1660000 what's the deletion command? __eou__\n", + "\n", + "1661000 ok, I'm waiting for you __eou__ please if I'm not reachable \n", + "1662000 I just let it do whatever it was going to do by default and \n", + "1663000 nope, it's a Lucent Orinoco __eou__\n", + "\n", + "1664000 how? what's this? __eou__\n", + "\n", + "1665000 I google it and I find some problems with sata and some durn\n", + "1666000 well i doin't know anything about that then.. sorry. __eou__\n", + "1667000 this isnt all in one file? __eou__\n", + "\n", + "1668000 np im new to ubuntu/debian in general just learning the new \n", + "1669000 what about the root password for this cd? have any idea? cos\n", + "1670000 you told me to do that before and I did that, but no problem\n", + "1671000 it's in xchat __eou__\n", + "\n", + "1672000 too bad ubuntu doesn't have /proc/config.gz __eou__\n", + "\n", + "1673000 thnx __eou__ thnx to you too :) __eou__\n", + "\n", + "1674000 http://www.dyndns.com/support/kb/archives/using_ddclient_wit\n", + "1675000 DLink, I think... but i don't want to rout it... just like W\n", + "1676000 ive done that 20 times no dice, firefox thinks mozilla is st\n", + "1677000 what is iirc? and how do you convert a deb package to ubuntu\n", + "1678000 cmod numbers dir __eou__ i suggest reading man chmod __eou__\n", + "1679000 yah but installing xp on fat32 is generally not a good idea \n", + "1680000 thanks, the -r is what I needed, what does it mean? __eou__\n", + "\n", + "1681000 ah .. interesting .. is it some bash peculiarity? Will it wo\n", + "1682000 yea __eou__\n", + "\n", + "1683000 If you really want it, I would use the vanilla kernel, yes. \n", + "1684000 the lo rule changed from 1786 167K to 1864 175K. No packet\n", + "1685000 no __eou__ if you are using xfce you can set it in the autos\n", + "1686000 never mind, it's fixed now __eou__\n", + "\n", + "1687000 it's not possible to do that from rescue mode or the install\n", + "1688000 get icecast, xmm, and xmms-liveice __eou__\n", + "\n", + "1689000 hmm i might have ended up with my root FS as module, didn't \n", + "1690000 yes __eou__\n", + "\n", + "1691000 what is the question it is asking? __eou__\n", + "\n", + "1692000 dist-upgrade wants to install all sorts of new packages that\n", + "1693000 it's not an iso __eou__ I want it as a raw device anyway __e\n", + "1694000 I think they might __eou__\n", + "\n", + "1695000 I have used it for months now without a hitch __eou__ all of\n", + "1696000 northbridge? __eou__\n", + "\n", + "1697000 i use the fglrx driver on the only machine capable, so no __\n", + "1698000 Moritce, will that tell me if it is actually in use? __eou__\n", + "1699000 Yes C. C is never compiler just in time __eou__ C is always \n", + "1700000 what if I don't want it to start by default? __eou__ isn't t\n", + "1701000 sudo apt-get install bunch-of-free-mainboards __eou__\n", + "\n", + "1702000 accroding to users-admin i do __eou__\n", + "\n", + "1703000 anything you got to say ? __eou__\n", + "\n", + "1704000 tried that and root only had access still, \"mount -t cifs //\n", + "1705000 aclocal is correct __eou__\n", + "\n", + "1706000 it makes a backup of your current xorg.conf and runs thru \n", + "1707000 its under your home __eou__ this is my example /home/Matt/.m\n", + "1708000 join me in #pelo since this is off topic __eou__ no need t\n", + "1709000 sry, my bad: xchat-systray or xchat-systray-integration __eo\n", + "1710000 Eww __eou__\n", + "\n", + "1711000 what are you trying to get from there? __eou__\n", + "\n", + "1712000 install the fglrx driver __eou__\n", + "\n", + "1713000 True. I am a very paranoid person (and I love security-based\n", + "1714000 dist upgrade to dapper then use the upgrade manager __eou__\n", + "\n", + "1715000 so you get the problem in any media player you try __eou__\n", + "\n", + "1716000 stopped __eou__\n", + "\n", + "1717000 ahhhh __eou__\n", + "\n", + "1718000 how did you set it up, on your router? __eou__\n", + "\n", + "1719000 no, but I have totem-gstreamer et al __eou__\n", + "\n", + "1720000 maybe __eou__ he is probably going to have to convert the dv\n", + "1721000 good. sounds like you have a pretty good idea what needs to\n", + "1722000 what would i enter into the terminal to do that __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1723000 hmm __eou__ i'll check it out tomorrow __eou__\n", + "\n", + "1724000 ah, didn't know about the wiki. __eou__\n", + "\n", + "1725000 apecat, __eou__ Thanks! Been meaning to nail this down for a\n", + "1726000 i wouldn't do what he's done either __eou__\n", + "\n", + "1727000 plenty of highly paid programmers. __eou__\n", + "\n", + "1728000 Just incase u forget __eou__\n", + "\n", + "1729000 I doubt that __eou__\n", + "\n", + "1730000 \"Could not init font path element /var/blahblahvblah/TrueTyp\n", + "1731000 xfcemediaplayer just loads themm. __eou__\n", + "\n", + "1732000 my spelling is a bit off __eou__\n", + "\n", + "1733000 lol __eou__\n", + "\n", + "1734000 ohh ok, i thought that was a gnome login screen. __eou__ th\n", + "1735000 yeah, but E17 and enlightenment are 2 different beasts __eou\n", + "1736000 -- thanks, I knew I had seen that functionality *somewhere*!\n", + "1737000 :) __eou__\n", + "\n", + "1738000 cat won't let you browse the file, so it's not convenient fo\n", + "1739000 kitche: like this: http://pastebin.ca/315975 __eou__\n", + "\n", + "1740000 use: sudo aticonfig --initial __eou__ then restart your comp\n", + "1741000 ok, then the theme installer should be ok, just drag the tar\n", + "1742000 good point __eou__\n", + "\n", + "1743000 ok ill check it __eou__\n", + "\n", + "1744000 there should be a how-to somewhere, just a second __eou__\n", + "\n", + "1745000 6.06 is ubuntu Dapper Drake __eou__\n", + "\n", + "1746000 sweet! have you upgraded to feisty? __eou__\n", + "\n", + "1747000 sorry can't help you much __eou__\n", + "\n", + "1748000 did you see my answer? __eou__\n", + "\n", + "1749000 , i'm looking for a program that can scan files for virusses\n", + "1750000 what was the command you ran? __eou__ to install it __eou__\n", + "\n", + "1751000 thanks __eou__\n", + "\n", + "1752000 thanks __eou__\n", + "\n", + "1753000 It's impossible the use any special keys, also the windows k\n", + "1754000 ;) __eou__ I'm not a core developer, no. I can only upload \n", + "1755000 i was just confused cause you had a ~ infront of /tmp, so i \n", + "1756000 thank you, that worked __eou__\n", + "\n", + "1757000 I used kernel.org, but I just picked on randomly __eou__\n", + "\n", + "1758000 all are removed __eou__\n", + "\n", + "1759000 ty __eou__\n", + "\n", + "1760000 thanks __eou__\n", + "\n", + "1761000 its a custom vmware build running vmware-server on top of ub\n", + "1762000 fuser -v /dev/partitionnumber __eou__ security fixes are bac\n", + "1763000 Would you mind taking a glance at my xorg.conf? __eou__ http\n", + "1764000 what's cli ? __eou__\n", + "\n", + "1765000 besides, the torrent was going to take like a day to downloa\n", + "1766000 thanks, i'll take a look __eou__\n", + "\n", + "1767000 thanks __eou__ do you know if the information is already up \n", + "1768000 then this is your chance for the big leagues. Download the \n", + "1769000 well i did that, even before per \"chsh\", but when i start gn\n", + "1770000 the volume of gnome sounds is OK, It is the system bell what\n", + "1771000 and this error in the first pastebin happens when the module\n", + "1772000 :) __eou__\n", + "\n", + "1773000 thanks, that worked __eou__\n", + "\n", + "1774000 it feels broken :( the gui is much easier to do downgrades \n", + "1775000 i find that fact hard to accept :) __eou__\n", + "\n", + "1776000 the filesystem needs to not be mounted, so live cd is the be\n", + "1777000 no, \"why?\" was my question :) __eou__\n", + "\n", + "1778000 Okay __eou__ Holy crap, it's working lol __eou__ Same here, \n", + "1779000 THX __eou__\n", + "\n", + "1780000 baby steps __eou__ heh __eou__ thx Z__ __eou__\n", + "\n", + "1781000 thanks __eou__\n", + "\n", + "1782000 NP. __eou__\n", + "\n", + "1783000 actually, I just installed avant-window-navigator, and want \n", + "1784000 is it working for you in Feisty? __eou__\n", + "\n", + "1785000 which files? __eou__\n", + "\n", + "1786000 could you right click on the applet and check the properties\n", + "1787000 sure __eou__\n", + "\n", + "1788000 I'm using alternate install. I'm reinstalling feisty. I got \n", + "1789000 you don't have to defrag. __eou__\n", + "\n", + "1790000 do other 3d games work? __eou__\n", + "\n", + "1791000 try this url:: http://www.howtoforge.com/ubuntu_feisty_beryl\n", + "1792000 packages.ubuntu.com __eou__\n", + "\n", + "1793000 Heh, it's *also* required for nvidia's horrible drivers, too\n", + "1794000 what isn't __eou__ jealous? __eou__\n", + "\n", + "1795000 Nah.. __eou__\n", + "\n", + "1796000 i would ask but theres like 3 different issues. ready? __eou\n", + "1797000 what else do you want to trust? we have no access to \"objec\n", + "1798000 that is one odd xorg.conf __eou__ I dont think that you need\n", + "1799000 hmmmm, that seems to be the sources of the Ubuntu package bu\n", + "1800000 can't find the anjuta folder either: its not in /etc __eou__\n", + "1801000 You want pretty, take a peek at beryl when you get your desk\n", + "1802000 do you have other computers on the LAN and if so, do they co\n", + "1803000 I have problems with Netgear routers dropping connections af\n", + "1804000 I have the required drivers and such. By all rights, it shou\n", + "1805000 does it work now? __eou__\n", + "\n", + "1806000 there is nothing to back up for me... __eou__\n", + "\n", + "1807000 its still closing after executing the command.... __eou__\n", + "\n", + "1808000 just saying, Pidgin doesnt like being compiled from source _\n", + "1809000 Wouldn't have a clue, but I'm sure there is one. __eou__\n", + "\n", + "1810000 http://ubuntuforums.org/showthread.php?t=198453 <- a thread \n", + "1811000 try anjuta __eou__ or just open the files with the dialogue \n", + "1812000 thanks, i just needed to recheck the apps i wanted. __eou__\n", + "\n", + "1813000 Its simply router creates ppp with ineternet, i can login to\n", + "1814000 nope __eou__\n", + "\n", + "1815000 what do you prefer then? __eou__\n", + "\n", + "1816000 what's your real question? :) __eou__\n", + "\n", + "1817000 np __eou__\n", + "\n", + "1818000 thanks __eou__\n", + "\n", + "1819000 yes I am __eou__\n", + "\n", + "1820000 that's different also __eou__\n", + "\n", + "1821000 does the ubuntu computer have internet access? __eou__\n", + "\n", + "1822000 : can i install ubuntu using thumb drive and a dvd image? __\n", + "1823000 >_> How? __eou__ fdisk? >_< __eou__\n", + "\n", + "1824000 ty __eou__\n", + "\n", + "1825000 Well, it happens on ALL hosts. I get a lot of strange chara\n", + "1826000 i think that is the wrong terminology. __eou__\n", + "\n", + "1827000 no kde __eou__\n", + "\n", + "1828000 \n", + "1829000 we were asking in polite english :D __eou__\n", + "\n", + "1830000 So your telling me i might as well go with gutsy if i want 1\n", + "1831000 i dont understand what that means to me __eou__ nvm i unders\n", + "1832000 how can i solve it? __eou__\n", + "\n", + "1833000 Thanks __eou__\n", + "\n", + "1834000 sh __eou__\n", + "\n", + "1835000 oh __eou__\n", + "\n", + "1836000 doesn't seem like it would freeze the machine... there are m\n", + "1837000 do you know if (for me this is) the direct cd printing works\n", + "1838000 ok -- i m updating ... __eou__\n", + "\n", + "1839000 then I'm not sure (not on dapper anymore)...sorry __eou__\n", + "\n", + "1840000 it returns it's process number, but it still doesn't come up\n", + "1841000 do you remember having a seperate session for XGL? __eou__\n", + "\n", + "1842000 try \"sudo apt-get update\" then \"sudo apt-get remove flashplu\n", + "1843000 not found either :( __eou__\n", + "\n", + "1844000 I get this: Could not find device for //boot: Not found or n\n", + "1845000 my xcom work good the way it is, i but i dont have any hardw\n", + "1846000 use the linux version, not the windows version, and if not o\n", + "1847000 /nickserv help __eou__ If it's your nick, then you can recla\n", + "1848000 !gutsy | amx109 __eou__\n", + "\n", + "1849000 sorry I wouldnt know __eou__\n", + "\n", + "1850000 i did that it is not working __eou__\n", + "\n", + "1851000 my system rebooted this morning, and when it came back up, n\n", + "1852000 nope. LTS = Long Term Support. __eou__\n", + "\n", + "1853000 Not according to \"man sshd_config\" __eou__ HPUX does :-) __e\n", + "1854000 hehehe...I will, just dont know when will I try it :)...hehe\n", + "1855000 what are you trying to installe ? __eou__\n", + "\n", + "1856000 Whining?? I installed that CRAP Gutsy because of people said\n", + "1857000 ah right :) close :) __eou__\n", + "\n", + "1858000 they use them for caching __eou__\n", + "\n", + "1859000 i would back it up to another drive, or u can resize your 32\n", + "1860000 1G __eou__ 1GB astro76 :) __eou__ so how much i ll use __eou\n", + "1861000 thanks :) __eou__\n", + "\n", + "1862000 no, there is no VIdeoOverlay option __eou__\n", + "\n", + "1863000 I'll put it on mah webserver __eou__ http://stainer.homelinu\n", + "1864000 lol __eou__\n", + "\n", + "1865000 did u upgrade from 7.04? __eou__\n", + "\n", + "1866000 No. Just download a Linux source distribution from kernel.or\n", + "1867000 nope, it was working for a while __eou__ but then all of a s\n", + "1868000 trevino, automatix and anything else will break your system \n", + "1869000 bummer. no 2.6.23 there. any idea where i can find the ubunt\n", + "1870000 i presume you have fresh installed system..right?? ubuntu?? \n", + "1871000 cp /source /destination __eou__ I was gonna suggest you us\n", + "1872000 here's another thought: set gdm to autologin and configure v\n", + "1873000 you can also search through packages for files online: http:\n", + "1874000 i asked if there was a shortcut for switching between layout\n", + "1875000 really ? __eou__ what type of card __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1876000 could be wlan0 ? __eou__\n", + "\n", + "1877000 so, if I have an okay nvidia card that is giving me trouble,\n", + "1878000 do you enter a latter it can complete? __eou__\n", + "\n", + "1879000 thanks, :) turned out it was just one file __eou__\n", + "\n", + "1880000 primary difference is that ext3 has a journal __eou__ and so\n", + "1881000 for example...if an package is installed...you could use th\n", + "1882000 sorry about the long message. __eou__\n", + "\n", + "1883000 much appreciated __eou__\n", + "\n", + "1884000 thanks, ill look it up __eou__\n", + "\n", + "1885000 OK, I've got to go through a few reboots so I'll be dropping\n", + "1886000 but when i run ifconfig wlan0 up it brings up the wireless c\n", + "1887000 Athlon XP is 686, with MMX.. and some other stuff __eou__ th\n", + "1888000 I'm working with a family member who has two notebooks. On 7\n", + "1889000 well i dont know ... in any case... i need to do pon nameo\n", + "1890000 do you know what others :) __eou__\n", + "\n", + "1891000 ahh if noone has an answer here id suggest asking in #compiz\n", + "1892000 in theory you're right, but in practice there's not much use\n", + "1893000 Yes I know that. :) I just want to use this old machine to p\n", + "1894000 do you have a lot of data to back up? __eou__ do you have al\n", + "1895000 thx... __eou__\n", + "\n", + "1896000 its the developmental version gutsy 7.10 is the latest versi\n", + "1897000 - no, i guess. __eou__\n", + "\n", + "1898000 it was, but I just fixed the problem anyway. __eou__\n", + "\n", + "1899000 I assumed that you were using 'mail', for which you can redi\n", + "1900000 yes i am here __eou__\n", + "\n", + "1901000 it shows in Mb/s __eou__\n", + "\n", + "1902000 no it's not __eou__\n", + "\n", + "1903000 sudo aptitude install ubuntu-desktop __eou__\n", + "\n", + "1904000 I'm not sure which codec I need __eou__\n", + "\n", + "1905000 true so it says this on boot? __eou__ You can set splash scr\n", + "1906000 i know 6.06 was where I started, but 7.04 or 7.10 is lightye\n", + "1907000 never done that. Whenever I do unzip it extracts all the fil\n", + "1908000 how? __eou__\n", + "\n", + "1909000 np __eou__\n", + "\n", + "1910000 it worked. i dont know where jcdg went __eou__\n", + "\n", + "1911000 not at the moment __eou__ thinking about changing to gutsy X\n", + "1912000 sounds good __eou__\n", + "\n", + "1913000 Bingo - You figured it out. :) __eou__\n", + "\n", + "1914000 certainly worthwhile. __eou__\n", + "\n", + "1915000 i used to use other linux distros in the past. linux was a b\n", + "1916000 ahh. sorry. :) __eou__\n", + "\n", + "1917000 not sure, it's the default ubuntu install on myserver __eou_\n", + "1918000 hmm, maybe #kubuntu can help. I can't and nobody else in her\n", + "1919000 E319: Sorry, the command is not available in this version __\n", + "1920000 then that is the 5007 not the 5006 just a second __eou__\n", + "\n", + "1921000 thanks it works! __eou__\n", + "\n", + "1922000 gksudo gedit /etc/apt/sources.list __eou__\n", + "\n", + "1923000 you'd have to put error trapping in the script __eou__ as cr\n", + "1924000 : i can. but I don't want to. thanks anyway? i was just read\n", + "1925000 www.distrowatch.com has a plethora of choices for tiny insta\n", + "1926000 what did you do? __eou__\n", + "\n", + "1927000 i don't know, let me see it in fdisk __eou__\n", + "\n", + "1928000 i'll be completely honest and say i don't really know ubuntu\n", + "1929000 Ah, sweet. Thanks. __eou__\n", + "\n", + "1930000 not sure about ati, sorry __eou__\n", + "\n", + "1931000 hah, why didn't i think of that? (just disabling the source\n", + "1932000 Isn't there some new wireless utility with Hardy? __eou__\n", + "\n", + "1933000 bazhang: thanks i'll tell her to try both __eou__\n", + "\n", + "1934000 ok, thanks __eou__\n", + "\n", + "1935000 Hmmmm that leans more towards ram/cpu issues than software, \n", + "1936000 does it give any errors? __eou__\n", + "\n", + "1937000 you wouldn't happen to know the commands off-hand? __eou__\n", + "\n", + "1938000 i hope you r here i still face troubles wih pptp client , i \n", + "1939000 : I don´t see it that way when I send it but O.K. __eou__\n", + "\n", + "1940000 ya __eou__ if I have rythmbox running i don't get sound __eo\n", + "1941000 ok thanks __eou__\n", + "\n", + "1942000 weird, I unset DISPLAY and gconftool-2 still worked for me _\n", + "1943000 not sure; I'm more of a gui fan -->best ask the channel for \n", + "1944000 check and or remove mozilla addons in firefox beta 5 seemed \n", + "1945000 that seems to tell you what to do __eou__\n", + "\n", + "1946000 startx does nothing? no output at all? __eou__\n", + "\n", + "1947000 if they are built correctly maybe __eou__\n", + "\n", + "1948000 thank you very much for the reply __eou__\n", + "\n", + "1949000 sorry, I got confused and thought you were a different user \n", + "1950000 how? __eou__\n", + "\n", + "1951000 like you got ram to stick into your laptop ? i'd compare \n", + "1952000 every ubuntu release has had 2.6 i think. __eou__\n", + "\n", + "1953000 ok i did, did that just reinstall it? __eou__\n", + "\n", + "1954000 just type that __eou__\n", + "\n", + "1955000 - ah ok... pretty cool. All you need to do then is check the\n", + "1956000 Oh, lol, ok :p __eou__\n", + "\n", + "1957000 ya :D glad to get help from u to thanks __eou__\n", + "\n", + "1958000 , u helped me alot __eou__ :)_ __eou__\n", + "\n", + "1959000 thanks __eou__\n", + "\n", + "1960000 it doesnt work, it says \"E: dpkg was interupted etc.... __eo\n", + "1961000 ty ill have a looksee __eou__\n", + "\n", + "1962000 yes because it doesn't run as user __eou__\n", + "\n", + "1963000 whoops, I mean blackstone __eou__\n", + "\n", + "1964000 i have the microsoft natural ergonomic keybard 4000;;; but t\n", + "1965000 pardon? __eou__\n", + "\n", + "1966000 ok, if you don't won't to paste it, I can't help __eou__\n", + "\n", + "1967000 yep, it's good to know some basics about the OS you're runni\n", + "1968000 Sry, just checking out the bot __eou__\n", + "\n", + "1969000 ok, thanks you actually helped me figure out the problem... \n", + "1970000 i just was going to wipe 7.x complete and plop 8.x on that d\n", + "1971000 I'll give that a try __eou__\n", + "\n", + "1972000 thanks __eou__\n", + "\n", + "1973000 from a fresh install? __eou__\n", + "\n", + "1974000 the drive ubuntu is currently booting off is an ide drive __\n", + "1975000 Paulo - on the compiz fusion site they have a description of\n", + "1976000 that usually is the cause of this __eou__ and I would not bo\n", + "1977000 with the link above, I was able to set my gnome cpu monitori\n", + "1978000 i mean that I can view my partitions in nautilus but I can't\n", + "1979000 not like that, no __eou__\n", + "\n", + "1980000 I checked my clock preference and there is no box or anythin\n", + "1981000 doesn't seem either of those suit my needs.. rtorrent is tex\n", + "1982000 yah __eou__\n", + "\n", + "1983000 most likely __eou__\n", + "\n", + "1984000 set vim to run in virtual mode __eou__ well at least that fi\n", + "1985000 err... if the bootloader is screwed, there is no kernel, so \n", + "1986000 no no, the entire bar __eou__\n", + "\n", + "1987000 i will check for \"/dev/ath*\" tj83: in my past experience, it\n", + "1988000 pirate_hunter: Yeah, in your desktop manager it should just \n", + "1989000 it worked for me :( __eou__\n", + "\n", + "1990000 I know it can't, and if it tried it would need to scale and \n", + "1991000 i'm an ubuntu n00b __eou__\n", + "\n", + "1992000 i didnt understand it __eou__ how can i use that thing? __eo\n", + "1993000 you need a cross compiler. i don't see any packages for them\n", + "1994000 have you enable the drivers for your videocard? __eou__\n", + "\n", + "1995000 dunno __eou__\n", + "\n", + "1996000 how do i use it? __eou__\n", + "\n", + "1997000 i know that Ubuntu can do OpenVPN but why would I want to? _\n", + "1998000 I'm sorry, there's no other way to interpret this: 05:37 < a\n", + "1999000 did you ever get this error message or do you know how to fi\n", + "2000000 then just click on applications, accesories, terminal __eou\n", + "2001000 no. __eou__ but that doesn't mean it doesn't exist... __eou_\n", + "2002000 ah that's interesting... I looked in xorg.conf for the dontZ\n", + "2003000 forget what I said. How about you just put the module (drive\n", + "2004000 it worked before while I was running windows, but I cant fig\n", + "2005000 maybe you were entering a password to mount FAT32? __eou__\n", + "\n", + "2006000 you're funny __eou__ i once used a little utility called pho\n", + "2007000 thanks __eou__\n", + "\n", + "2008000 hardy or ibex? __eou__\n", + "\n", + "2009000 is it an xorg.conf issue? __eou__ pad works with xubuntu liv\n", + "2010000 yeah __eou__\n", + "\n", + "2011000 so any idea?? __eou__\n", + "\n", + "2012000 I guess that depends on the game __eou__\n", + "\n", + "2013000 to make my pc load free less mem __eou__\n", + "\n", + "2014000 yep. nvidia geforce 6150 __eou__\n", + "\n", + "2015000 it used to work on 8.04... __eou__\n", + "\n", + "2016000 I believe I should put that extracted GNOME Icon in somewher\n", + "2017000 try apt-cache search __eou__ or http://packages.ubuntu.com/ \n", + "2018000 its built in. i just noticed this though, is it meaningful?\n", + "2019000 Oh! works. __eou__\n", + "\n", + "2020000 : thanks, but i dont have alt cd and my optical drive isnt w\n", + "2021000 i have a xps one allinone with an intel video card that is u\n", + "2022000 okay. So hit Alt+f2, type gconf-editor, and hit enter. Go to\n", + "2023000 i believe that specifies _which_ vt to reside in. it doesn't\n", + "2024000 i like dell, millions also do, millions also don't __eou__ H\n", + "2025000 when my master volume is set at 50% and everything else I ca\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2026000 i did a fresh ubuntu 8.10 install, no upgrading __eou__\n", + "\n", + "2027000 ls -l RegnumOnlineInstall_32 __eou__\n", + "\n", + "2028000 Have you tried googling first? __eou__\n", + "\n", + "2029000 Umm CLI? __eou__\n", + "\n", + "2030000 yep __eou__ Ok m8. __eou__\n", + "\n", + "2031000 you dont give permissions to apps, only to users __eou__\n", + "\n", + "2032000 i know the ip of the server as it is static __eou__\n", + "\n", + "2033000 so far I only have one page that is close enough to what I'm\n", + "2034000 thanks __eou__ Hmm, how do I figure out which one is eth1, e\n", + "2035000 np man __eou__\n", + "\n", + "2036000 the article in wikipedia on java is quite good __eou__\n", + "\n", + "2037000 I don't know. __eou__\n", + "\n", + "2038000 Setting up the rsyncd.conf file __eou__ And the various othe\n", + "2039000 -> cd __eou__ -> are you sure it is desktop not Desktop? ca\n", + "2040000 you can only reinstall __eou__\n", + "\n", + "2041000 huh? __eou__\n", + "\n", + "2042000 oh... you mean i can use dpkg with that ? __eou__\n", + "\n", + "2043000 ive gotta learn some day! __eou__\n", + "\n", + "2044000 If you can find the iso, you should be able to mount it. __e\n", + "2045000 thank you. __eou__\n", + "\n", + "2046000 can you pastebin what is happening? __eou__\n", + "\n", + "2047000 interesting, but i would like only from FF. __eou__\n", + "\n", + "2048000 transmissioncli doesn't work ? __eou__\n", + "\n", + "2049000 oh ya mean the nickserv irc password. :) lol.. '/msg nicks\n", + "2050000 it was a joke __eou__\n", + "\n", + "2051000 sorry __eou__\n", + "\n", + "2052000 What *is* #ubuntu+1? I can't really find anything helpful on\n", + "2053000 your xorg.conf is fine, and xrandr is also fine, what exactl\n", + "2054000 my question is is it safe to build programs using sudo apt-g\n", + "2055000 good luck then __eou__ I lost my patience with Windows long \n", + "2056000 : i just got done installing it, stable thus far (2hrz) __eo\n", + "2057000 do you prefer vi or emacs? choose whichever commands you're \n", + "2058000 do you happen to have a link for the torrent? __eou__\n", + "\n", + "2059000 what? thats a first __eou__\n", + "\n", + "2060000 any sort of similarity could be used to split them up, but i\n", + "2061000 no.. it means i stopped dpkg-reconfigure part way through __\n", + "2062000 yes on some not all sites __eou__\n", + "\n", + "2063000 yes __eou__ sorry, i gotta go. make a swap and ext3 partitio\n", + "2064000 I input this rm -r nacl and get this rm: descend into direct\n", + "2065000 yep, AK_Dave is right __eou__\n", + "\n", + "2066000 i am just about to go camping so i will play with it tomorro\n", + "2067000 you need to edit hte options in /etc/fstab __eou__\n", + "\n", + "2068000 np __eou__\n", + "\n", + "2069000 and file a bug report to linux on launchpad.net __eou__\n", + "\n", + "2070000 sorry i dont know about LTS __eou__ how can i check ? __eou_\n", + "2071000 http://ubuntu.wordpress.com/2006/08/02/local-dns-cache-for-f\n", + "2072000 yeah, I was giving up in here :P __eou__\n", + "\n", + "2073000 so make swap 2Gb __eou__\n", + "\n", + "2074000 I may be the connection, idk that much about it __eou__\n", + "\n", + "2075000 ;) __eou__\n", + "\n", + "2076000 its fresh __eou__ straight from the site __eou__\n", + "\n", + "2077000 yeah __eou__ something on the lines of phpmyadmin __eou__\n", + "\n", + "2078000 thanx, never heard of it. I am off liveCD right now cause i \n", + "2079000 what's the whole filename? __eou__ did you get it from http:\n", + "2080000 !thanks | Klunk __eou__ where as I am the person that trigg\n", + "2081000 ok, let's try __eou__\n", + "\n", + "2082000 howto vpn l2tp over ipsec on ubuntu jaunty ? __eou__\n", + "\n", + "2083000 lightweight relative to how lightly the user runs it... __eo\n", + "2084000 thats not a channel __eou__\n", + "\n", + "2085000 ahhhhh thank you __eou__\n", + "\n", + "2086000 aptitude search pidgin will show all pidgin packages __eou__\n", + "2087000 no, 32b __eou__\n", + "\n", + "2088000 Okay thanks :) __eou__\n", + "\n", + "2089000 > I have a problem .....tor, privoxy and firefox are all ins\n", + "2090000 yeah... i suppose ubuntu preloads a bunch of different modul\n", + "2091000 Yes: http://blender.org __eou__\n", + "\n", + "2092000 I must be mistaking then with 9.04 :) my bad :) __eou__\n", + "\n", + "2093000 yes, same issue __eou__\n", + "\n", + "2094000 just type in make? __eou__\n", + "\n", + "2095000 k __eou__\n", + "\n", + "2096000 root from terminal can play soundm though __eou__ root from \n", + "2097000 then please stay on-topic: ubuntu support __eou__\n", + "\n", + "2098000 I am experiencing this on 2 machines, one intel laptop and o\n", + "2099000 !info ufw __eou__\n", + "\n", + "2100000 \"direct\" ssh connection? As opposed to an /indirect/ one? _\n", + "2101000 can you ssh in? __eou__\n", + "\n", + "2102000 the page he was using though, didn't say to re boot hmm __e\n", + "2103000 lol but what does it really do? is it a VM ? __eou__\n", + "\n", + "2104000 Okay. I guess I don't have a solution for you then. Sorry.\n", + "2105000 is this(System/Preferenced/Sound command) window or ubuntu? \n", + "2106000 I checked there doesn't seem to be any other package manager\n", + "2107000 ty __eou__ i assumed linux-source would be just the patched \n", + "2108000 yes, do you know how to get the latest repo for transmission\n", + "2109000 im looking to use ubuntu as a live environment to remove vir\n", + "2110000 I think it is, k3b for example has this option but I don't w\n", + "2111000 ive never used it :) and im short on time so had not time to\n", + "2112000 whats it called? __eou__ ok __eou__\n", + "\n", + "2113000 Can you read from the drive? __eou__ That'd help. __eou__\n", + "\n", + "2114000 yes __eou__\n", + "\n", + "2115000 no.. willis is my first name __eou__\n", + "\n", + "2116000 yep. I don't need down to the byte value, a general idea wil\n", + "2117000 thanks - i'm looking more for a videoconferencing solution, \n", + "2118000 no I was just thinking about how some words in English hav\n", + "2119000 ahh yes thanks :) __eou__\n", + "\n", + "2120000 no such device __eou__\n", + "\n", + "2121000 ok __eou__\n", + "\n", + "2122000 mine is a gui app. Just to make things more complicated. __\n", + "2123000 desktop 9, 699mb.iso 32bit. on a 6,4 gb quantum fireball ata\n", + "2124000 mine works ? __eou__ can you tell kathie the command to rest\n", + "2125000 So, I have to compile it from source or getdeb? __eou__\n", + "\n", + "2126000 i use only synaptic with official repository __eou__\n", + "\n", + "2127000 canon would have something but if found that HP has better m\n", + "2128000 sudo apt-get gparted __eou__ gparted is the gnome partition \n", + "2129000 how __eou__\n", + "\n", + "2130000 right, my server doesn't allow ssh, so, only ftp __eou__\n", + "\n", + "2131000 got right version, http://pastebin.com/d2de70cdc __eou__\n", + "\n", + "2132000 i figured, radeonhd gives me atrocious FPS __eou__ radeon wo\n", + "2133000 no __eou__\n", + "\n", + "2134000 \\o/ __eou__ hehe, I only had to persuade ya __eou__ everythi\n", + "2135000 it some local brand called TransTech __eou__\n", + "\n", + "2136000 i don't think you can view the output __eou__\n", + "\n", + "2137000 ah, sorry then. actually so does the download page :p just t\n", + "2138000 ah.. hit CTRL+H to view hidden directories.. any directory b\n", + "2139000 gonna try that now and see if it works __eou__\n", + "\n", + "2140000 screen is a window manager for text terminals that lets you \n", + "2141000 Keyring will work for them IIRC __eou__\n", + "\n", + "2142000 in addition to those instruccions gnubie gave you, you can a\n", + "2143000 sudo mv srcfile destination __eou__\n", + "\n", + "2144000 i ok i will try again __eou__ cant seem to remove the wifi s\n", + "2145000 don't have live cd, it was update manager upgrade.. __eou__\n", + "\n", + "2146000 http://ubuntuforums.org/showthread.php?t=603492 check this _\n", + "2147000 thought you said that. my bad...dude. __eou__\n", + "\n", + "2148000 thanks, i have to add responsiveness patches to make it usea\n", + "2149000 dcc chat __eou__\n", + "\n", + "2150000 yea, I know about songbird. I'll try it, but I bet it uses g\n", + "2151000 I can't find the reason... I don't understand the posts I fo\n", + "2152000 wicked thanks __eou__ that guide doesn't really have anythin\n", + "2153000 thanks! If I have my router allowing VPNs will I still need \n", + "2154000 yes. but for that, i have to install grub2 wich will automag\n", + "2155000 yes automagically so __eou__\n", + "\n", + "2156000 it might be a bug in empathy __eou__\n", + "\n", + "2157000 thanks for the idea ;) __eou__\n", + "\n", + "2158000 :) I want to get reed of MS and Adobe __eou__\n", + "\n", + "2159000 I think you need root power __eou__\n", + "\n", + "2160000 you mean make a symlink of ~/.rhythmbox (or whatever it's ca\n", + "2161000 you can also try this: http://www.torproject.org/index.html.\n", + "2162000 thanks __eou__\n", + "\n", + "2163000 Thank you sir.. __eou__\n", + "\n", + "2164000 That sucks. If 10.04 LTS is this bad then Im staying with pu\n", + "2165000 you mean ubuntu workstations can be added to the ubuntu doma\n", + "2166000 oh come on. this is in fact the internet... __eou__\n", + "\n", + "2167000 right. I've just never used it __eou__\n", + "\n", + "2168000 nah.. I think that will just get the output from the last co\n", + "2169000 im open to any suggestions, i have no idea what pulseaudio i\n", + "2170000 As I said, removing kernels by synaptic only will remove cur\n", + "2171000 nope.. __eou__\n", + "\n", + "2172000 yep! __eou__ and the xxx format is 'self' 'group' 'world'. \n", + "2173000 my router has the channel set to auto... what's the best to \n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2174000 but i want to manage vhosts as well __eou__ i want a thing l\n", + "2175000 they are giving different info from what i got when i was gi\n", + "2176000 the syntax for sending a factoid to a user is \"!factoid | us\n", + "2177000 omg ur awesome __eou__\n", + "\n", + "2178000 well, i was looking at audacious, but the provided .deb isn'\n", + "2179000 dunno, arent there other events to use that occur after the \n", + "2180000 then he should use unrar __eou__\n", + "\n", + "2181000 http://serverfault.com/questions/92429/cannot-install-mysql-\n", + "2182000 I thought that too and changed the settings a few times but \n", + "2183000 should I get mplayer instead? is there any special reason fo\n", + "2184000 what ftp server are you using? __eou__\n", + "\n", + "2185000 you just have to set up you MX domains to google's servers a\n", + "2186000 I downloaded the Package from http://www.virtualbox.org and \n", + "2187000 do you get \"It's working!\" when you try http://localhost ? _\n", + "2188000 correct __eou__\n", + "\n", + "2189000 ahhhh, i've been x'ing out instead of typing exit, hm... we\n", + "2190000 no, OS X __eou__\n", + "\n", + "2191000 guntbert thanks, I will try them __eou__\n", + "\n", + "2192000 ah i got that taken care of already :-) __eou__\n", + "\n", + "2193000 /etc/X11/xorg.conf ? i thought i heard it had been removed i\n", + "2194000 what should i search for, explicitely? __eou__\n", + "\n", + "2195000 have you run sudo update-grub? __eou__\n", + "\n", + "2196000 what is backend? :S __eou__\n", + "\n", + "2197000 thx __eou__\n", + "\n", + "2198000 i used netbootin __eou__ i used unetnootin __eou__\n", + "\n", + "2199000 thanks bud __eou__\n", + "\n", + "2200000 i use to click on my username __eou__ but i don see anything\n", + "2201000 know about DSL... not a big deal on nettops imho __eou__ mp1\n", + "2202000 It exists in Chromium, but I believe the same option is avai\n", + "2203000 I'm looking a distro with a good hw dectection mechanism... \n", + "2204000 mine 2.6.32-22-generic #33-Ubuntu SMP Wed Apr 28 13:28:05 \n", + "2205000 Valve has already stated that if you bought a game for Windo\n", + "2206000 OK. __eou__\n", + "\n", + "2207000 :( __eou__\n", + "\n", + "2208000 Actually it is a terminal based application and it recieves \n", + "2209000 wish I could do that, got a laptop ;) __eou__\n", + "\n", + "2210000 karmic __eou__\n", + "\n", + "2211000 Thank you thank you. __eou__\n", + "\n", + "2212000 lol __eou__ it looks convincing on windows __eou__\n", + "\n", + "2213000 hmm... LVM allows you to dynamically set up partition sizes?\n", + "2214000 about what ? __eou__\n", + "\n", + "2215000 netech_dd if=/dev/hdx | gzip > /path/to/image.gz __eou__ sou\n", + "2216000 ok __eou__\n", + "\n", + "2217000 no still no signal __eou__\n", + "\n", + "2218000 either in the accesories menu, or you have to get from softw\n", + "2219000 Is X-Chat safe on ubuntu , cuz it screwed up my windows with\n", + "2220000 lol :) The laptop is fairly new, besides it's not getting h\n", + "2221000 i have never seen wpa2 work with less then 8 characters (per\n", + "2222000 yes but I'm wondering if certain packages are '''blocked''' \n", + "2223000 I would install win7 first. Select the custom install and t\n", + "2224000 I use parcellite (GUI) and xclip (it allows me copy things t\n", + "2225000 ive tried todo exactly what you said with my external usb ha\n", + "2226000 no __eou__\n", + "\n", + "2227000 oh, I must be tired, I just need to run Jaunty in VM so it d\n", + "2228000 fair enough __eou__\n", + "\n", + "2229000 would you mind if i PM you? __eou__\n", + "\n", + "2230000 gparted can't find the pendrive which I need to format bac t\n", + "2231000 so the best way is to just copy them? __eou__\n", + "\n", + "2232000 I figured google would give me results, but some might be be\n", + "2233000 that is for one font, and that would be the font gnome-termi\n", + "2234000 then no need to compile (as instructed in the forum link).. \n", + "2235000 that's the list of installed packages ... I'm more intereste\n", + "2236000 thanks ill try again __eou__\n", + "\n", + "2237000 hold shift at boot, select recovery mode, select root __eou_\n", + "2238000 but I want the visual effects of compiz. So I guess it is a \n", + "2239000 i need to use it in a script, so gui/sudo solutions wont wor\n", + "2240000 silverlight streams are streams that use the Microsoft Silve\n", + "2241000 yes __eou__\n", + "\n", + "2242000 glad to help __eou__\n", + "\n", + "2243000 the grep left out the actual error messages... __eou__ the e\n", + "2244000 dude, second link, point 1 __eou__\n", + "\n", + "2245000 I had to reinstall because my /boot partiton died.. I coul\n", + "2246000 maybe you need to add nginx itself to sudoers. becouse sudo \n", + "2247000 Hmm.. being somewhat new to ubuntu, I haven't needed to use\n", + "2248000 you can still boot fefora as default with the ubuntu grub __\n", + "2249000 https://www.redhat.com/docs/manuals/enterprise/RHEL-3-Manual\n", + "2250000 I removed it several times __eou__ with purge __eou__\n", + "\n", + "2251000 -- I don't think so. __eou__\n", + "\n", + "2252000 well its in beta still but if you wish to give it a try I wo\n", + "2253000 yeah, tried that. xangua, I am installing from a reposito\n", + "2254000 did you make sure you closed any existing ssh sessions you h\n", + "2255000 Please run \"sudo aptitude update; sudo aptitude install apt-\n", + "2256000 it is a 1 pixel image, there is only 24bits if information t\n", + "2257000 http://img214.imageshack.us/img214/6808/capturadetelac.png _\n", + "2258000 Good idea! Thanks! __eou__ It's owned by root :( __eou__ Mag\n", + "2259000 thought so __eou__\n", + "\n", + "2260000 *? __eou__ ChogyDan http://pastebin.com/sdwxDA27 __eou__\n", + "\n", + "2261000 Why would you want it ? __eou__\n", + "\n", + "2262000 it would be the third time i upgrade versions. probably quit\n", + "2263000 i know but i dont know what it does >_< __eou__\n", + "\n", + "2264000 ubuntu doesn't make the ati drivers, what ubuntu bugs are yo\n", + "2265000 you might want to try Simple Scan __eou__ I just tried scann\n", + "2266000 64! PAE is a hack, it can't let any one program use more th\n", + "2267000 you can back up to a file if you want __eou__ did you set up\n", + "2268000 make a launcher that does that perhaps. __eou__ You could \n", + "2269000 thanks, but i didnt add any repository ^^ __eou__ i did sudo\n", + "2270000 you'd rather it were ancient, idiosyncratic and had almost n\n", + "2271000 sure __eou__ are you still there? My client set you to ignor\n", + "2272000 you mean ntbl or whatever __eou__ that normaly means nucked \n", + "2273000 but it does not ask me... __eou__\n", + "\n", + "2274000 seems like your packagement is borked __eou__ *management __\n", + "2275000 does the community generate those components? Where might I\n", + "2276000 best i could find - https://launchpad.net/ubuntu/lucid/amd64\n", + "2277000 then you don't need one ... or you could always add swap-fil\n", + "2278000 Ah! __eou__\n", + "\n", + "2279000 look into /dev/mapper __eou__ or maybe /dev/\n", + "2280000 no? sorry then, update... done. __eou__ That was stange. __e\n", + "2281000 I helped him realize his mistake __eou__\n", + "\n", + "2282000 but it is the best solution... __eou__\n", + "\n", + "2283000 It's installed mess around with it for a bit at least! __eou\n", + "2284000 bs. dapper is still there __eou__\n", + "\n", + "2285000 heh, i wish. numlock does nothing __eou__\n", + "\n", + "2286000 you may want to look at http://waxandwane.org/clipsafe.html \n", + "2287000 errors={continue|remount-ro|panic} --> Define the behaviou\n", + "2288000 http://paste.ubuntu.com/559043/ __eou__\n", + "\n", + "2289000 Now its ubuntu only and a fresh install __eou__\n", + "\n", + "2290000 you should install from package manager instead __eou__\n", + "\n", + "2291000 i am using autofs but i can get it working __eou__\n", + "\n", + "2292000 i can noticed that the ata disk partitions was printed, but \n", + "2293000 You can get eclipse too. sudo apt-get install eclipse __eou_\n", + "2294000 chroot and use adduser __eou__\n", + "\n", + "2295000 shows that orange screen with \"default \" and counting down .\n", + "2296000 yeah tab complete is awesome __eou__\n", + "\n", + "2297000 than you'll have to right click on the menu button and selec\n", + "2298000 sipior I want to always print two pages of the old document \n", + "2299000 so no grub then.. :( Yeah, I would be inclined to just burn\n", + "2300000 terry I ran sudo dpkg-reconfigure -phigh xserver-xorg and sa\n", + "2301000 ie, I'm still in the middle of the upgrade, and ctrl+c-ing w\n", + "2302000 So? __eou__ not only googling but REading bro __eou__\n", + "\n", + "2303000 you want to undo what the runescape install script has done?\n", + "2304000 When you specify the output as an AVI file, ffmpeg cannot d\n", + "2305000 thanks cipherboy_loc, mkanyicy...I am installing it now.. __\n", + "2306000 im probably not the right person to ask about this but you m\n", + "2307000 spot on, thanks for the help __eou__\n", + "\n", + "2308000 Starmin: that's what i mean __eou__ i think the shrink optio\n", + "2309000 no but kind of __eou__ most people just reinstall have a fir\n", + "2310000 - they were empty. __eou__\n", + "\n", + "2311000 what was your problem again? __eou__\n", + "\n", + "2312000 here's a list in english with all common user agent strings \n", + "2313000 Well on a clean install, it works perfectly - including the \n", + "2314000 LOL.... ;) Just looked for a cheaper solution... __eou__\n", + "\n", + "2315000 than you should be ok... what seems missing? __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2316000 java jre for the open office __eou__ ok I have java 1.6 __\n", + "2317000 Set the system time correctly and then sync the hardware clo\n", + "2318000 I get this: E: Could not get lock /var/lib/dpkg/lock - open\n", + "2319000 you have to mount the usb and copy as usual __eou__\n", + "\n", + "2320000 i asked 5 times. nevermind. let me try other distro __eou__\n", + "\n", + "2321000 thanks __eou__\n", + "\n", + "2322000 ok. cool. Thanks a bunch. I'll ad that to my channels. __eou\n", + "2323000 I'm using Wubi, no dice __eou__\n", + "\n", + "2324000 reason i need to fix yet another corrupted filesystem is bec\n", + "2325000 eep, sorry, wrong person __eou__\n", + "\n", + "2326000 perfect, that's exactly what I was looking for __eou__\n", + "\n", + "2327000 the WM is installed, as are the things it depends on - there\n", + "2328000 Oh... Sorry, no idea really -- I mostly use SQLite, however \n", + "2329000 well, there's that about webmin, but I never ran it with ext\n", + "2330000 yes, that's where I'm seeing the error message __eou__\n", + "\n", + "2331000 I'm banned __eou__\n", + "\n", + "2332000 if i am not able to see Ubuntu1004 then how can i get inside\n", + "2333000 !! the disk with my filesystem got renamed? what can I do ru\n", + "2334000 Yes. __eou__\n", + "\n", + "2335000 most recent ubuntu release __eou__\n", + "\n", + "2336000 its too new a feature to even predict. do you really need t\n", + "2337000 Between? __eou__\n", + "\n", + "2338000 What i'm saying is to block port 22 specifically. That way,\n", + "2339000 try \"export VARIABLE=foo\" __eou__\n", + "\n", + "2340000 I do __eou__\n", + "\n", + "2341000 hmm interesting. i do have 76 things in /etc/init/ but only \n", + "2342000 Ya about that, I set the stupid thing in empathy, but it kee\n", + "2343000 \"Inappropriate ioctl for device...\" __eou__\n", + "\n", + "2344000 I am back __eou__\n", + "\n", + "2345000 thanks __eou__\n", + "\n", + "2346000 hopefully all. but certainly in canada. __eou__\n", + "\n", + "2347000 use apt-get or software centre etc __eou__ ps -ef | grep hel\n", + "2348000 no idea. Ive never needed a driver for my cable modem. but\n", + "2349000 yuck. no idea, but you might try to resolve those ?? by inst\n", + "2350000 sorry, what are you compiling? __eou__\n", + "\n", + "2351000 Just did install bootchart __eou__ Oh I hope it is not vid\n", + "2352000 you're welcome __eou__\n", + "\n", + "2353000 awesome, that's what I want to hear. gonna give it a shot no\n", + "2354000 such as aptitude install package and if there are conflicts\n", + "2355000 you should be using gksudo when you /need/ to open a graphic\n", + "2356000 try replacing the email address with your local username for\n", + "2357000 any ideas how to install gnome2? :-) __eou__\n", + "\n", + "2358000 i'm using it from Windows though __eou__\n", + "\n", + "2359000 maybe this could help http://ubuntuforums.org/showthread.php\n", + "2360000 sorry, meant to address to crimscx... a bit distracted at th\n", + "2361000 just saying checkinstall would not help. It would make the p\n", + "2362000 yes, i guess, and some other browsers? like chromium? __eou_\n", + "2363000 not directly that's why i've a done a ssh reverse __eou__\n", + "\n", + "2364000 provide a sample of what you are expecting to match __eou__\n", + "\n", + "2365000 that's an option as well, or daily __eou__\n", + "\n", + "2366000 you will ahve a lot of settings created do a ls -la in your \n", + "2367000 lsb_release -a __eou__ lsb_release -a at terminal and hit e\n", + "2368000 since then I've had to pull in a few gnomish components when\n", + "2369000 hello good buddy __eou__ you might look into the GNOME shell\n", + "2370000 dumb question, how do i get vncserver to start up with the u\n", + "2371000 I know __eou__ Typo __eou__\n", + "\n", + "2372000 http://www.askmebetter.com/ __eou__ Pastebin the results of \n", + "2373000 web server to host website. i want a user other than root to\n", + "2374000 gogeta has a point. i would - sudo aptitude purge unity && s\n", + "2375000 do you have an actual support question? please stop with the\n", + "2376000 it is, but it's also true about nvidia =P __eou__\n", + "\n", + "2377000 k __eou__\n", + "\n", + "2378000 you could make an alias. Not sure how it would affect other \n", + "2379000 you're probably more savy than me so I'm not going to bother\n", + "2380000 you can install wicd-curses and use it at cli, no gui app wi\n", + "2381000 honestly if the mic sound is distorted i would think its be\n", + "2382000 Yeah, I'm guessing it's bad __eou__\n", + "\n", + "2383000 mount -t udf __eou__\n", + "\n", + "2384000 the samba configs. __eou__\n", + "\n", + "2385000 format disk - perhaps. __eou__\n", + "\n", + "2386000 canonical provides... what ? __eou__\n", + "\n", + "2387000 make sense it doesn't has to do with ubuntu, already tried t\n", + "2388000 One can do: apt-key adv --recv-keys $KEYID -- directly. __eo\n", + "2389000 I had to install bind in order to achieve name resolution __\n", + "2390000 System filling write cache quickly and waiting transfer proc\n", + "2391000 why not __eou__ there is an xorg edgers update ppa (less fre\n", + "2392000 it dpends on the specific error... __eou__\n", + "\n", + "2393000 it is __eou__\n", + "\n", + "2394000 that s the same, as \"dangeros\" as cat __eou__ i forgot, you \n", + "2395000 yes ! thanks :D __eou__\n", + "\n", + "2396000 ah ok thanks __eou__\n", + "\n", + "2397000 yeah, I tend to like clean installs __eou__\n", + "\n", + "2398000 question answered __eou__\n", + "\n", + "2399000 aahh right __eou__\n", + "\n", + "2400000 what sort of problems? __eou__\n", + "\n", + "2401000 ditto, i'll just wait for the devels to answer me then. or m\n", + "2402000 Bentley which one? allready in basic gaim or somewhere on th\n", + "2403000 there's a md5sum.exe program for windows __eou__ don't know \n", + "2404000 yes __eou__\n", + "\n", + "2405000 there've been conversations, but I don't remember the outcom\n", + "2406000 thnx __eou__\n", + "\n", + "2407000 i told you to use \"burn disk image\" __eou__ http://www.wizar\n", + "2408000 don't worry about it, its just a warning. __eou__ exactly __\n", + "2409000 and an article reader __eou__\n", + "\n", + "2410000 thanks for the ipv6 disabling link, i missed that one __eou_\n", + "2411000 if you can login via icewm run it from an xterm or whatever \n", + "2412000 the problem is that crrently gnome-desktop on hoary is unins\n", + "2413000 try a supported ubuntu kernel __eou__\n", + "\n", + "2414000 no __eou__ hate to be an arsehole, but Wine Is Not an Emulat\n", + "2415000 but not installed by default __eou__\n", + "\n", + "2416000 what should I do about the error? __eou__\n", + "\n", + "2417000 do i just remove the lines for the accounts that i want to r\n", + "2418000 because it doesn't clean up. It just kills the X server __eo\n", + "2419000 n+30 ;) __eou__\n", + "\n", + "2420000 dont blow ur current __eou__\n", + "\n", + "2421000 is that the precise apt-get command? __eou__\n", + "\n", + "2422000 free for 11 years now, one of the BSD family and lots of lin\n", + "2423000 you allready have a running FTP daemon __eou__\n", + "\n", + "2424000 snapshot.debian.net has all the packages ever released so yo\n", + "2425000 make sure that both system agrees in setting utc or disablin\n", + "2426000 its a usb printer __eou__ epson stylus cx 6600 using 6400 dr\n", + "2427000 ok thx __eou__\n", + "\n", + "2428000 select burn, settings, multisession, continue.. __eou__\n", + "\n", + "2429000 that is something you need to type in a terminal window __eo\n", + "2430000 never had any problem with that, windows can be installed on\n", + "2431000 delete it __eou__\n", + "\n", + "2432000 If your on linux, not really.. only if your going to run som\n", + "2433000 if you are using KDE try with konqueror __eou__ OC'ing is an\n", + "2434000 gdm uses xml-like theming. __eou__\n", + "\n", + "2435000 how? __eou__\n", + "\n", + "2436000 ah, ok then......not sure sorry. that was my only idea. __e\n", + "2437000 yes i have one like that, and one virtual interface eth0:9 _\n", + "2438000 is that a linux port ? Interesting... __eou__ in the repos? \n", + "2439000 my install of Totem plays wmv perfectly; I don't seem to hav\n", + "2440000 ubotu is helping you out __eou__\n", + "\n", + "2441000 x broke. __eou__\n", + "\n", + "2442000 does corel draw actually work in cxoffice? __eou__\n", + "\n", + "2443000 look for /boot/grub/grub.conf.sample or so, there should be \n", + "2444000 yeah but I have linux already installed, and now I'd like a \n", + "2445000 how can i set what happens when it says \"configuring network\n", + "2446000 LP_ what installer??? __eou__ oh ok... really from the cd?\n", + "2447000 they dont work... __eou__\n", + "\n", + "2448000 that doesn't have time stamps. i have no idea what is from w\n", + "2449000 Openoffice __eou__ and much more __eou__ they dont have to e\n", + "2450000 arts daemon is seriously fucked up in ubuntus KDE3.5beta2 pa\n", + "2451000 i'm trying :( __eou__\n", + "\n", + "2452000 can i msg you __eou__\n", + "\n", + "2453000 sry __eou__\n", + "\n", + "2454000 the installation shows up __eou__ and goes fine __eou__ then\n", + "2455000 no that's it. it used long listings i.e. (hd0) /dev/\n", + "2456000 thanks I will check it out! __eou__\n", + "\n", + "2457000 u need to change \"nv\" into \"nvidia\" first. __eou__\n", + "\n", + "2458000 I see __eou__\n", + "\n", + "2459000 ill try struggling and compiling it first :P __eou__\n", + "\n", + "2460000 i'm searching only on Hoary __eou__\n", + "\n", + "2461000 is that really outrageous? __eou__ audio isn't the point... \n", + "2462000 Okey poke... Thanks. :) __eou__\n", + "\n", + "2463000 One question though. __eou__ What about comments? __eou__\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "2464000 ive seen alot of people mess up their sudo by enabling su bu\n", + "2465000 yes, i have __eou__ and i do have a floppy drive __eou__\n", + "\n", + "2466000 sorry i just skimmed it because im doing something else and \n", + "2467000 :( but thanks for trying to help.. __eou__\n", + "\n", + "2468000 run sudo apt-get install kubuntu-desktop __eou__\n", + "\n", + "2469000 i have problems setting up printing in xfce did u try connec\n", + "2470000 the installer will allow you to select the partition to inst\n", + "2471000 ehm... XDCMP was due to my fuault set up to choose. changed \n", + "2472000 sounds weird, have you asked in #kubuntu or #kde ? __eou__\n", + "\n", + "2473000 ... hehe.. what is it NOT ??? ... hmm... I'll try another pr\n", + "2474000 I never really tried it with Breazy, but I'm pretty sure it'\n", + "2475000 you can install Adobe Acrobat Reader - acroread - it's somet\n", + "2476000 yes __eou__\n", + "\n", + "2477000 as I said in windows XP it works without artifacts at higher\n", + "2478000 I will try this - I'll go and login to ubuntu right now and \n", + "2479000 there is a gui toll for upgrading to dapper __eou__\n", + "\n", + "2480000 I don't know which kernel do you have installed. But for exa\n", + "2481000 did you explore the Removable Drives and Media GUI helper th\n", + "2482000 you can't on fat __eou__ fat has no idea of file perms __eou\n", + "2483000 always annoyed me why Gnome changed it to middle mouse butto\n", + "2484000 hmm, what of? __eou__\n", + "\n", + "2485000 have you enabled multiverse? __eou__ don't repeat, don't pas\n", + "2486000 it says audio open error __eou__ now tell me what next that \n", + "2487000 yea, but that is like 4 weeeks away>posting __eou__\n", + "\n", + "2488000 ur currently using breezy? __eou__\n", + "\n", + "2489000 good idea :) __eou__\n", + "\n", + "2490000 https://wiki.ubuntu.com/RestrictedFormats __eou__ follow the\n", + "2491000 welcome to the semi-flood irc channel :) __eou__\n", + "\n", + "2492000 mozilla-mplayer is a plugin so firefox can play video from t\n", + "2493000 just checking, after Lukian's complaint :) __eou__\n", + "\n", + "2494000 no. __eou__\n", + "\n", + "2495000 torrc iirc ? __eou__\n", + "\n", + "2496000 yes __eou__\n", + "\n", + "2497000 is there no official wording to put on something like that? \n", + "2498000 plus the whole context based task bar really throws them for\n", + "2499000 what version of llibc6-dev is installed? __eou__\n", + "\n", + "2500000 deb-build? __eou__\n", + "\n", + "2501000 sudo apt-get install PACKAGE=VERSION if you must __eou__ sto\n", + "2502000 I know, but nobody warned me, and I thought it wouldnt be th\n", + "2503000 well, in my case, i used one port that works perfectly with \n", + "2504000 which one is the lightest version as compared to any other \n", + "2505000 ill set local time thanks __eou__\n", + "\n", + "2506000 Ive got nvidia-glx nvidia-kernel-common installed along with\n", + "2507000 yah __eou__ are you in a terminal? __eou__\n", + "\n", + "2508000 yeah, I had that issue at home... I'm not using the beerorki\n", + "2509000 and then it appears \"Error 17\" immediately __eou__\n", + "\n", + "2510000 what exactly happens when you try to install it? __eou__\n", + "\n", + "2511000 nameserver __eou__\n", + "\n", + "2512000 i'm saying, it's not new by any means __eou__ i'm deeply sad\n", + "2513000 It did when I was doing that on redhat I Haven't tried it si\n", + "2514000 ok __eou__ theres a file called md5sum.txt __eou__\n", + "\n", + "2515000 ctrl-alt-+ and ctrl-alt-- maybe __eou__ and the + and - hav\n", + "2516000 for all gnome/gtk apps __eou__\n", + "\n", + "2517000 me too :P __eou__ Forget about it. __eou__\n", + "\n", + "2518000 yes, from system, network tools __eou__ no trace for www.goo\n", + "2519000 thanks i will work on thar __eou__\n", + "\n", + "2520000 crazy enough to work __eou__\n", + "\n", + "2521000 maybe sometimes things are too simple and i'm complicating t\n", + "2522000 i know, i was hoping you were in the Bayarrhea. you could co\n", + "2523000 sudo mv __eou__\n", + "\n", + "2524000 if you know the module name of the onboard card (check lsmod\n", + "2525000 yes, that's it __eou__\n", + "\n", + "2526000 the goal is to keep it under 750, so i am going to see how m\n", + "2527000 i seriously reccomend you ditch ubuntu for headless clients \n", + "2528000 give me a moment i will see if i still have it ! i did it t\n", + "2529000 That should bring up Network Settings __eou__\n", + "\n", + "2530000 thanks, \"usermod -p * username\" does what I want. __eou__\n", + "\n", + "2531000 you must upgrade to from hoary to breezy, from breezy to dap\n", + "2532000 write: PATH=$PATH,myprogrampath __eou__ it only works on th\n", + "2533000 GAIM is eating my contacts, that's why I didn't like it. An\n", + "2534000 have you updated your apt after adding those? __eou__\n", + "\n", + "2535000 functional yes - some just do not like the decorations as we\n", + "2536000 is my system completely lost _ __eou__\n", + "\n", + "2537000 I don't know, I'm no X expert sorry, all I can reccomend is \n", + "2538000 Eriock: I am trying to figure that out myself.. sorry.. i th\n", + "2539000 If you are certain you have installed the nvidia driver corr\n", + "2540000 no, i'm not sure that is right either (i'm not on linux to \n", + "2541000 vista says what? __eou__\n", + "\n", + "2542000 chown them to root, and then chmod them where the world has\n", + "2543000 fai is an acronim for Fully Automatic Installation __eou__\n", + "\n", + "2544000 : i'm basically moving HD. I installed on a plain old sata d\n", + "2545000 what? __eou__\n", + "\n", + "2546000 :) once I learn programming I'll make sure to do that first \n", + "2547000 Are you sure? __eou__\n", + "\n", + "2548000 Lets just hope we regain all of our functionality as we did \n", + "2549000 yes __eou__\n", + "\n", + "2550000 yeah, it'd be helpful, I spent a few hours trying to figure \n", + "2551000 thanks. __eou__\n", + "\n", + "2552000 usb? __eou__\n", + "\n", + "2553000 this is also means that both hdd's must be plugged in? __eou\n", + "2554000 with nautilus everything worked so fast and I could save scr\n", + "2555000 ask in #grub __eou__ same hdd ? __eou__\n", + "\n", + "2556000 i mean real pakage ? __eou__\n", + "\n", + "2557000 it is 4310 __eou__\n", + "\n", + "2558000 that's fine, I'm single and my ex is a lesbian ;-) __eou__\n", + "\n", + "2559000 - i.e. an incomming odf file in email wont take over your PC\n", + "2560000 NTFS, I believe __eou__\n", + "\n", + "2561000 thanks for your help anyway __eou__\n", + "\n", + "2562000 im no noob, i game with wine all the time __eou__ i have jus\n", + "2563000 are you sure it didn't add them to your fstab already? I ha\n", + "2564000 np :-) __eou__\n", + "\n", + "2565000 I don't understand your question __eou__\n", + "\n", + "2566000 good luck __eou__\n", + "\n", + "2567000 you can disable them from the gnome menu, system - effects _\n", + "2568000 Zero you have to register. __eou__ change the type to ext3 w\n", + "2569000 How do I register my nick with Nickserv? __eou__\n", + "\n", + "2570000 so i should copy the the entry from menu.lst from the ubuntu\n", + "2571000 you haven't explained what permission you where denied? Or I\n", + "2572000 ? ha? :P __eou__\n", + "\n", + "2573000 either one __eou__ unless u ftp to wrong ftpserver __eou__\n", + "\n", + "2574000 because that's more asthetically fitting and this way it \n", + "2575000 and yondie: thanks. i roll my own for slackware, since it \n", + "2576000 firefox could be causing it __eou__\n", + "\n", + "2577000 I don't know brice...But I know that when someone has a nvid\n", + "2578000 have you searched synaptic for libglu...? __eou__ was it in \n", + "2579000 In the future stay with intel and nvidia for good linux driv\n", + "2580000 thanks. __eou__ and you too sno0 __eou__ sn0* __eou__ what s\n", + "2581000 I said ages ago I am not bothered about that any more __eou_\n", + "2582000 GigaClon, DShepherd: Oh man, I already installed Ubuntu, I'd\n", + "2583000 But I don't want the details... like I want it to look the w\n", + "2584000 thanks __eou__\n", + "\n", + "2585000 MP __eou__\n", + "\n", + "2586000 will do, thanks. Are you referring to resolving the error or\n", + "2587000 I think I just saw it, hold on. __eou__ Here, I found it. \"A\n", + "2588000 is UUID necessary for just extra mounted space? __eou__\n", + "\n", + "2589000 oh okay. __eou__\n", + "\n", + "2590000 okay __eou__ it's tremulous __eou__ I'm on my ubuntu server \n", + "2591000 https://help.ubuntu.com/community/AMD64/FirefoxAndPlugins __\n", + "2592000 smbfs? __eou__\n", + "\n", + "2593000 SkyFalcon866: thank you i will do that after my interview in\n", + "2594000 if apt-get not work try the aptitude __eou__ join me in #w\n", + "2595000 can someone tell what is deafult window manager in GNOME ?? \n", + "2596000 I don't know what you mean by NAT setup, so perhaps I did __\n", + "2597000 theres a BIG search button in the window.... __eou__ someone\n", + "2598000 maybe you should try an older version of slackware __eou__ \n", + "2599000 thanks.... __eou__\n", + "\n", + "2600000 I'd wait about a month, to be honest. Let it have the chance\n", + "2601000 like 2 hours __eou__ im at 637 of 1300 __eou__\n", + "\n", + "2602000 Are you suggesting that something went wrong in that particu\n", + "2603000 if you are installing them both on the same drive, it will b\n", + "2604000 I don't know __eou__ I know you can set it up so your whole \n", + "2605000 is it an old BIOS and a large new hd ? __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2606000 gparted is the gnome partition editor, I'd say its quite int\n", + "2607000 thanks, bookmarked ; ) __eou__\n", + "\n", + "2608000 the issue is that default is keeping me from booting as my c\n", + "2609000 where can i chk it ? __eou__ i cant find it in the wine data\n", + "2610000 or try a \"find /usr | grep -i icon\" __eou__\n", + "\n", + "2611000 thanks. Is there a equivalency between videomode (720i) and \n", + "2612000 http://ubuntu.wordpress.com/2005/10/13/enabling-cupsys-web-a\n", + "2613000 Yessir? __eou__\n", + "\n", + "2614000 if it dont wrk ill have to boot to xp to get online :( __eou\n", + "2615000 this is keeping you from booting? __eou__\n", + "\n", + "2616000 lsmod says the module is loaded, but I am not expert enough \n", + "2617000 thank you. do you think you could help me with how to comile\n", + "2618000 the partitions you are working on. MUST MUST MUST - be unmo\n", + "2619000 Hmm...maybe I'll try again with Gutsy. I havent run both sin\n", + "2620000 it usually means the server is down temporarily. But the onl\n", + "2621000 so did I, but it wasn't worth the effort __eou__\n", + "\n", + "2622000 same problem with a new user __eou__\n", + "\n", + "2623000 but a backup is wise ;) __eou__ !apt-zip | nano_ __eou__ !in\n", + "2624000 doesn't that only show mounted ones? __eou__\n", + "\n", + "2625000 what does iwconfig say? __eou__\n", + "\n", + "2626000 what should i set the refresh to ? __eou__ it's a 15'' samsu\n", + "2627000 wireshark __eou__\n", + "\n", + "2628000 it not evening loading driver sir __eou__\n", + "\n", + "2629000 how did you create the new user? __eou__\n", + "\n", + "2630000 preferably __eou__\n", + "\n", + "2631000 are you having trouble booting the live cd? __eou__ what are\n", + "2632000 Roger that. It's still a puzzle how you could have started t\n", + "2633000 I don't know where is this panel :) __eou__\n", + "\n", + "2634000 you're welcome. let me know if it works __eou__\n", + "\n", + "2635000 didn't find an option __eou__ ^^ __eou__\n", + "\n", + "2636000 firefox won't let me start more instances of it without firs\n", + "2637000 do you know where ubuntu keeps the index files __eou__\n", + "\n", + "2638000 I'm not sure. __eou__ Usually they don't take out support fo\n", + "2639000 groups = nogroup admin ------- id = uid=109(marsh) ::: gid =\n", + "2640000 ok :P __eou__\n", + "\n", + "2641000 how to make changes? __eou__\n", + "\n", + "2642000 er, preferences where? __eou__\n", + "\n", + "2643000 In the Network Manager window, click on the wired connection\n", + "2644000 nice,dude __eou__\n", + "\n", + "2645000 hence why all of our front end systems and networking equipm\n", + "2646000 Sorry, how do I do that? __eou__ I think thats it, n\n", + "2647000 thanks.. but there is definitely a difference __eou__\n", + "\n", + "2648000 any way thnx :S __eou__\n", + "\n", + "2649000 is there a way to make it work w/ compiz __eou__\n", + "\n", + "2650000 , i have two 10\\100mb card and 1 comp have adsl modem bu\n", + "2651000 you are back, did you not reinstall? __eou__\n", + "\n", + "2652000 yea __eou__\n", + "\n", + "2653000 okay then __eou__\n", + "\n", + "2654000 robg, ii have windows on it and i try installing from the li\n", + "2655000 what does error msg say? __eou__\n", + "\n", + "2656000 Gaelic __eou__ one of life's little ironies... __eou__\n", + "\n", + "2657000 i have to get the nvidia driver to boot first. __eou__ The\n", + "2658000 sudo /etc/init.d/sshd restart most likely __eou__\n", + "\n", + "2659000 don't know really. I m still trying to get my LBP3300 workin\n", + "2660000 zetherol __eou__ what's your problem __eou__ xnv,how can i c\n", + "2661000 Why did they change the standard Hda too now Mimic Scsi devi\n", + "2662000 if I don't done that ? __eou__ can I see anyway ? __eou__ i \n", + "2663000 how do i get there? and what do you mean by bypasing the aut\n", + "2664000 what sort of connections ? __eou__\n", + "\n", + "2665000 yes. can your run Apple software for MacOSX on windows? can \n", + "2666000 try https://help.ubuntu.com/community/SoundTroubleshooting w\n", + "2667000 it was a repository maintained at stanford and they somehow \n", + "2668000 lspci | grep Ether __eou__\n", + "\n", + "2669000 hmm yes :) __eou__ does it boot you out or just warn __eou__\n", + "2670000 I'd check if the router has the ip of the printer down right\n", + "2671000 Correct __eou__ because ony root, or users in the admin grou\n", + "2672000 iwlist scan __eou__ are you sure your wireless isn't working\n", + "2673000 yeah.. :( __eou__\n", + "\n", + "2674000 is the kernel a default kernel or is it something you config\n", + "2675000 now that would be a seriously hard firewall to crack ;p __eo\n", + "2676000 i saw the power options, but they dont let you change much _\n", + "2677000 Denesh- check this site- https://bugs.launchpad.net/ubuntu/+\n", + "2678000 thanks opt1k. I'm downloading streamripper. I'll try tuner a\n", + "2679000 thats in the Advanced Desktop Settings __eou__\n", + "\n", + "2680000 I'm no sure... I didn __eou__\n", + "\n", + "2681000 clf flush size is 64 __eou__ what am i looking for exactly? \n", + "2682000 use fstab for this, its the noauto option __eou__\n", + "\n", + "2683000 i think i do......thanks...just found out how to....thanks f\n", + "2684000 hmm// The National weather service is givving 130 Kbs __eo\n", + "2685000 is there a link to info? __eou__\n", + "\n", + "2686000 those two instructions are just only to add it sources.list \n", + "2687000 I use wicd its easy to switch with this tool __eou__ sure, c\n", + "2688000 elijah@elijah-laptop:~$ bug-buddy --xchat __eou__\n", + "\n", + "2689000 Switch servers __eou__ Adept? I'm doing this all from termin\n", + "2690000 Or maybe do a kickstart config so you can install many machi\n", + "2691000 yes, i didn't indeed. I think it comes bundled with the Kern\n", + "2692000 you can see if you can find a .deb for that version __eou__ \n", + "2693000 i had it set up ages ago for a shell over serial port. __eo\n", + "2694000 yes but its onot in intrepid __eou__ no would need to be bu\n", + "2695000 ah. have a good run now, must wait. __eou__\n", + "\n", + "2696000 I'll try fbrun and be right back __eou__\n", + "\n", + "2697000 ill give it a go __eou__ hmmm errors __eou__ if i go startx \n", + "2698000 which eeepc do you have? __eou__\n", + "\n", + "2699000 X is for forward X output, C is for compress it before you s\n", + "2700000 envy is a last resort and has mixed results.. Did you insta\n", + "2701000 i want the default __eou__\n", + "\n", + "2702000 a 500 GB drive is 500B * 1,000,000,000 . 460GB that you are\n", + "2703000 I dont do dual head.. have you tried with effects off.. __eo\n", + "2704000 hplip did the trick - thanks :) __eou__\n", + "\n", + "2705000 I've no idea what the problem could be :/ __eou__\n", + "\n", + "2706000 ok __eou__\n", + "\n", + "2707000 all right then :) __eou__ ah and then there is htop (for con\n", + "2708000 : it happen when I try to solve the card reader problem __eo\n", + "2709000 Just what I was looking for, thanks :-) __eou__\n", + "\n", + "2710000 did you try fs-driver? __eou__\n", + "\n", + "2711000 use alt F2 and run conky from there __eou__\n", + "\n", + "2712000 can u tell me the commands? __eou__\n", + "\n", + "2713000 Pandah; so that means one installation covers both the disks\n", + "2714000 why/what __eou__\n", + "\n", + "2715000 i think there is: http://www.ubuntugeek.com/disable-internet\n", + "2716000 where does it say the plugin is ..which folder __eou__\n", + "\n", + "2717000 lol at quoting me __eou__\n", + "\n", + "2718000 can you tell me, at what stage it hangs? __eou__\n", + "\n", + "2719000 no, cygwin does it the other way around __eou__\n", + "\n", + "2720000 sure, but basic stuff mainly __eou__\n", + "\n", + "2721000 Not sure how to do that - newb here. __eou__\n", + "\n", + "2722000 because it said your kernal could not be functioned by this \n", + "2723000 because it's easy to configure, and a nice pretty ui for eve\n", + "2724000 i read that from here: http://ubuntuforums.org/showthread.ph\n", + "2725000 lsmod |grep pcspkr what do you get __eou__ well the pc spkr\n", + "2726000 as in when i do a mouse drag, it opens another pdf window __\n", + "2727000 same here __eou__\n", + "\n", + "2728000 doesn't matter. same thing happens with both files and folde\n", + "2729000 the package in synaptic says it's not supported by Canonical\n", + "2730000 check the wiki __eou__\n", + "\n", + "2731000 yeah, I guess __eou__ different result __eou__\n", + "\n", + "2732000 What was http://pastebin.ubuntu.com/181707/ __eou__\n", + "\n", + "2733000 Thanks :) __eou__\n", + "\n", + "2734000 thank you for your help, i am very excited now __eou__ Tha\n", + "2735000 , i need send parameters ... for example in bash i can send \n", + "2736000 de nada ;] __eou__\n", + "\n", + "2737000 who you talking to? plz use the nick in your replies __eou__\n", + "2738000 ok in backport. I will take a look at backport __eou__ shoul\n", + "2739000 virtual machine in that case only to get the feel for Ubuntu\n", + "2740000 my mistake mneptok is correct next proposed lts is 10.4 sorr\n", + "2741000 agreed done __eou__\n", + "\n", + "2742000 thanks i m gonna read and i wont install all the application\n", + "2743000 oh ok __eou__\n", + "\n", + "2744000 pxe? thanks! __eou__ got a look at pxe installation .... it \n", + "2745000 thats not a user name, thats a key pairing. i don't think it\n", + "2746000 so you can copy paste in man, and then delete the ones you d\n", + "2747000 I thought it was... but gparted is the only gui tool I am aw\n", + "2748000 Ah, then that's not \"general programming purposes\" :-). __eo\n", + "2749000 Sorry, no - that's all I use __eou__\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2750000 only resolution cose different way it is not workin __eou__\n", + "\n", + "2751000 happens,i have suspend hibernate going misssing sometimes __\n", + "2752000 k...will do __eou__\n", + "\n", + "2753000 you may have it installed already. i do, but i don't recall \n", + "2754000 the XP install disk says I have no hard drive __eou__\n", + "\n", + "2755000 No, nothing will explode __eou__\n", + "\n", + "2756000 so i must have a problem, right now it does ~ 9Mo/s __eou__\n", + "\n", + "2757000 You mean the first disk? __eou__\n", + "\n", + "2758000 hum, i may need to do a bit more research on Win4Lin than __\n", + "2759000 btw, how did your sudo password stop working? __eou__ you co\n", + "2760000 I don't know the difference between pkill and killall, meh _\n", + "2761000 no problem :) __eou__\n", + "\n", + "2762000 i'm afraid i'm not familiar with that error... maybe google \n", + "2763000 ok, thanks, i'll give it another shot then :) __eou__ ah coo\n", + "2764000 how do you kill it? it locks up my entire system and when pl\n", + "2765000 thanks anyways __eou__\n", + "\n", + "2766000 unetbootin is the repos for karmic, you may wish to try usb-\n", + "2767000 wuts the command to import those? Or should I just use phpMy\n", + "2768000 you really don't need that stuff for Ubuntu __eou__\n", + "\n", + "2769000 programming, and office work __eou__\n", + "\n", + "2770000 on average how many years do i expect? __eou__\n", + "\n", + "2771000 What is PCM set at? __eou__\n", + "\n", + "2772000 rather then changing in every app separately, I would use xm\n", + "2773000 or does one need Ubuntu for it to work? __eou__ Now I have 9\n", + "2774000 http://ubuntuforums.org/showthread.php?t=56949 is one way bu\n", + "2775000 yea, what you're saynig is removing sda5 the right way, usin\n", + "2776000 fair enough, though if it's from a mainline repo (and often \n", + "2777000 I don't play that game but TF2 and WOW run fine in it. __eou\n", + "2778000 nvidia __eou__\n", + "\n", + "2779000 very well then. Good luck to you. __eou__\n", + "\n", + "2780000 webcam is supported , just need help fixing it mate __eou__\n", + "\n", + "2781000 no, never heard of it. __eou__ I love OpenOffice, but I am h\n", + "2782000 whateva... his los __eou__\n", + "\n", + "2783000 Yes hibernate is suposed to shut down the system .. it dump \n", + "2784000 Idk. I've got sans obviously, it just doesn't look as nice i\n", + "2785000 xubuntu is light, yo ujsut have to desactivate gnome and kde\n", + "2786000 did it work? __eou__\n", + "\n", + "2787000 want me to show u my monitor or are u searching the support \n", + "2788000 normal releases should show an upgrade to 9.10. __eou__ alth\n", + "2789000 thats why yesterday i was switching to admin account __eou__\n", + "2790000 seriosly you will be cracked wihin a day __eou__\n", + "\n", + "2791000 -_- ive tried that before with other laps and it wasnt, i ne\n", + "2792000 , that didnt work neither.. __eou__ I think im going to have\n", + "2793000 make a binary image of it with dd __eou__ dd if=/dev/usb of=\n", + "2794000 I kinda like the minimalist design but I also love the evil\n", + "2795000 ok, try as chelz said, right-click an .exe and go to propert\n", + "2796000 okay. havent read much about KVM but than its okay __eou__\n", + "\n", + "2797000 sudo vi /etc/X11/xorg.conf << send any section named nvidia\n", + "2798000 : if ubuntu continues to concentrate it on the x , i w'll ab\n", + "2799000 no i am building from a .tgz __eou__\n", + "\n", + "2800000 Oh, I see! So if I wanted them installed, I'd say \"apt-get \n", + "2801000 lucky you :( __eou__ now why won't my nvidia settings stay, \n", + "2802000 sorry... I can't find the tools name. __eou__\n", + "\n", + "2803000 welcome __eou__\n", + "\n", + "2804000 that's not normal right? usually you have to do a bunch of t\n", + "2805000 (don't go looking for it on dell site - they'll charge you $\n", + "2806000 pastebin your /etc/fstab __eou__\n", + "\n", + "2807000 good call. How would i know if its the PSU? __eou__\n", + "\n", + "2808000 thanks it's what a was looking for __eou__\n", + "\n", + "2809000 no __eou__\n", + "\n", + "2810000 its in /etc/sudoers, but you can use 'sudo visudo' adding th\n", + "2811000 then i will mount it ti /media/ and then put a symlink to ~/\n", + "2812000 ok i will deactivate it and see what happens __eou__\n", + "\n", + "2813000 its just 50% now ,should i wait or kill. __eou__\n", + "\n", + "2814000 sebsebseb : well, my internal speakers work fine __eou__\n", + "\n", + "2815000 gotta get my laundry, be back in like 5. id like to help yo\n", + "2816000 i have update-notifier running the background already. __eou\n", + "2817000 debian is offtopic here, this is ubuntu support only __eou__\n", + "2818000 ah __eou__\n", + "\n", + "2819000 I believe \"sudo update-alternatives --config default.plymout\n", + "2820000 alsamixer or anything else is already at 100%, i would like \n", + "2821000 tru but if you include in your command to run as a different\n", + "2822000 I didn't see those, do appologize for the short answer. __eo\n", + "2823000 my /etc/environment just has a path and that's it. __eou__\n", + "\n", + "2824000 no problem. (^_^) __eou__\n", + "\n", + "2825000 links? never heard of it :P __eou__\n", + "\n", + "2826000 most likely if its even possible __eou__\n", + "\n", + "2827000 Woot! Yep that was it. __eou__\n", + "\n", + "2828000 I know its fine sorry about that __eou__\n", + "\n", + "2829000 just one at a time __eou__ i have comcast so bandwidth on my\n", + "2830000 What are you trying to do? __eou__\n", + "\n", + "2831000 thanks __eou__\n", + "\n", + "2832000 right, no have not seen one yet __eou__\n", + "\n", + "2833000 you might want to check this: http://bugs.debian.org/cgi-bin\n", + "2834000 it should be prompting you for updates up by the clock __eou\n", + "2835000 line 22- 27 Jordan_UI __eou__ - the I lol __eou__\n", + "\n", + "2836000 How are you sharing? __eou__\n", + "\n", + "2837000 no need to reinstall. just run the command and then launch t\n", + "2838000 why var? __eou__\n", + "\n", + "2839000 To re-enter play after being killed. __eou__ lol ... like in\n", + "2840000 No error messages at all? :( __eou__\n", + "\n", + "2841000 yast also allows you to start, stop and configure services f\n", + "2842000 bummer __eou__\n", + "\n", + "2843000 or... something else __eou__ murchadh sweet, i'll give it \n", + "2844000 yes I know but nothing happens when I click on it. __eou__\n", + "\n", + "2845000 yep __eou__ what now? :o how can i make it work instead of m\n", + "2846000 194hrs? thats crazy... __eou__\n", + "\n", + "2847000 if you need something a bit more substantial you can use Ard\n", + "2848000 that searchs the package list __eou__\n", + "\n", + "2849000 is it mounted \"ro\" ? __eou__\n", + "\n", + "2850000 at one place it has to be transported into the gsm net and o\n", + "2851000 Done __eou__\n", + "\n", + "2852000 the partitions mounts fine, it's a directory inside of it th\n", + "2853000 idk, have you ever had it working on any other OS? __eou__\n", + "\n", + "2854000 but anything i drag there, is cut off and im only seeing par\n", + "2855000 it's probably ok as long as gnome-look is only providing the\n", + "2856000 http://www.supergrubdisk.org There is a SuperGrub free r\n", + "2857000 I have been using minefield for a while and surely it's more\n", + "2858000 check the share settings.... __eou__\n", + "\n", + "2859000 also, use the p switch when creating tar. i'll be around for\n", + "2860000 does it work ? __eou__\n", + "\n", + "2861000 What broadcom chipset do you have? __eou__\n", + "\n", + "2862000 its a server __eou__\n", + "\n", + "2863000 have you tried reinstalling GDM ? __eou__\n", + "\n", + "2864000 i thought you said there isn't any benefits to it __eou__\n", + "\n", + "2865000 \"md5sum ./file.iso\" is the syntax you're using, correct? __e\n", + "2866000 yes, I know about that, but it's too fast __eou__\n", + "\n", + "2867000 Yeah I tried that, thanks for the suggestion though. I've ev\n", + "2868000 ummm...okay. is that a bad thing? I have never had sound sin\n", + "2869000 to look cool? __eou__\n", + "\n", + "2870000 :) __eou__\n", + "\n", + "2871000 you don't even get grub? __eou__ can you mash tab or whateve\n", + "2872000 then stick with it __eou__\n", + "\n", + "2873000 it's a shared drive, just a folder with files. __eou__\n", + "\n", + "2874000 Oh okay. Well, don't have a clue, then. Except that I'm on a\n", + "2875000 And they said nothing? __eou__\n", + "\n", + "2876000 where are you looking for an icon ? __eou__ it is in there, \n", + "2877000 how can i've sucessfullly installed my Geforce FX 5500.RUN _\n", + "2878000 system is uptodate, version 2.2.0.35-0lucid1 __eou__ do you\n", + "2879000 sr0 is the cdrom drive __eou__\n", + "\n", + "2880000 I think I'll prefer to say it's matter of taste then __eou__\n", + "2881000 no __eou__ depends actually __eou__\n", + "\n", + "2882000 well they have different mount names one is /media/Server2 \n", + "2883000 what movie player are you using on ubuntu? __eou__ i mean it\n", + "2884000 Googling \"PM\" but not getting a clear answer. Is that a abbr\n", + "2885000 it's because I didn't install it, only tried it from USB and\n", + "2886000 I'm sure it has, but if I want lightweight I usually go with\n", + "2887000 either in ~ or in /var/spool/mail or similar. depends on you\n", + "2888000 yeah I hate printing, especially in ubuntu it is even worse \n", + "2889000 i'm not sure... :( __eou__\n", + "\n", + "2890000 Thanks, it installed them now. I'll test it on the windows b\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2891000 #ubuntu-offtopic __eou__\n", + "\n", + "2892000 : thank you but i can not get the bittorent download for 10.\n", + "2893000 It's capital O, the site doesn't load at all, so it looks pr\n", + "2894000 sudo: can't open /etc/sudoers: permission denied newline \n", + "2895000 I'm afraid I've never set up a multiple port nic card before\n", + "2896000 but will it work with the new hardware? __eou__\n", + "\n", + "2897000 Almost every command in Linux, but some manpages are not rea\n", + "2898000 Not done ICS in years either. :) my router handles it all. _\n", + "2899000 thanks __eou__\n", + "\n", + "2900000 one is packages/built/designed to be used with ubuntu (menu \n", + "2901000 not exactly what I am doing, but that might be a good start.\n", + "2902000 I was hacked by Anon thats why I want it __eou__\n", + "\n", + "2903000 Yes there is a chance for data loss. You should always backu\n", + "2904000 intel Q965 __eou__ its was working right with my hp 19\" moni\n", + "2905000 ok good then choose something and pick your partitions __eou\n", + "2906000 i would like to honestly say that I exhausted all options tr\n", + "2907000 i can't really search (i'm not on ubuntu) __eou__\n", + "\n", + "2908000 it does the job and has a built in crossfade option that I l\n", + "2909000 Thhat doesn't look like it. try lspci | grep WLAN __eou__\n", + "\n", + "2910000 hm, not USB or anything then, very odd __eou__\n", + "\n", + "2911000 i'm sorry, i don't think I'm going to be able to help you. _\n", + "2912000 That would only allow one session wouldnt it? __eou__ I have\n", + "2913000 netherlands, europe __eou__\n", + "\n", + "2914000 install the dev package of it __eou__\n", + "\n", + "2915000 because its not official and it doesn't do package upgrading\n", + "2916000 haven't had very serious problems, some annoying ones, but n\n", + "2917000 yes __eou__\n", + "\n", + "2918000 whats a cool one to check out? __eou__\n", + "\n", + "2919000 Do you mean install completely without network support? I re\n", + "2920000 i've made all my problems go away a long time ago, by bying \n", + "2921000 hopefully installing it won't be too much trouble. __eou__\n", + "\n", + "2922000 don't know __eou__\n", + "\n", + "2923000 dunnow if that's what you're looking for, but I think it's a\n", + "2924000 no, I have 1.0 from mozilla.org ( the binary) __eou__ I bypa\n", + "2925000 could be a dippy driver or a bad eject button on the front o\n", + "2926000 yeah, I read those. __eou__ if I knew how to build packages \n", + "2927000 all right __eou__\n", + "\n", + "2928000 and all those programs you want on one desktop? why __eou__ \n", + "2929000 Getting the harddrives spinning takes a lot of power to star\n", + "2930000 separation of user and system __eou__ yes, it's good pract\n", + "2931000 i dont know anyone that uses grub __eou__\n", + "\n", + "2932000 meaning the it doens't install because of some md5 mismatch \n", + "2933000 I also have libc6 installed __eou__ and thing the package I \n", + "2934000 not sure, IO used to ask at #xfce when I used that. __eou__\n", + "\n", + "2935000 then /etc/hostname ? __eou__\n", + "\n", + "2936000 Heh. __eou__ When did that unit ship? I'm thinking mid-1990\n", + "2937000 thanks __eou__\n", + "\n", + "2938000 I don't know __eou__\n", + "\n", + "2939000 yes __eou__\n", + "\n", + "2940000 delayed due to the olsen twins growing up too fast __eou__\n", + "\n", + "2941000 yea __eou__\n", + "\n", + "2942000 only if th upgrade fails ;) __eou__ if you use a non-enghlis\n", + "2943000 the extra buttons don't work. I know there are apps to make \n", + "2944000 use -f on what, fsck? __eou__\n", + "\n", + "2945000 sudo iwconfig and paste the output for me in pastebin.com. t\n", + "2946000 what are y'all tryin to do? __eou__ is the system still up? \n", + "2947000 ok, checking url history now... __eou__ i think i got the u\n", + "2948000 i remember differently. a lot of updates just around release\n", + "2949000 it shouldnt matter __eou__ run sudo apt-get update __eou__\n", + "\n", + "2950000 I'm not really sure. It's on my Dell inspiron 1000 laptop. _\n", + "2951000 race you! :) __eou__ same __eou__ looking still though __eou\n", + "2952000 yep __eou__\n", + "\n", + "2953000 abiword doesn't spell check properly for me __eou__\n", + "\n", + "2954000 when i boot a windowsxp sp2 cd, it prompt for password when \n", + "2955000 so instead of using -rfakeroot for a Debian package, I inste\n", + "2956000 see... that Backup directory is actually on a drive that is \n", + "2957000 I thought so... you left before I could finish... A) in a te\n", + "2958000 :$ sry, *son types easier :$:D i'm neither american :) __eou\n", + "2959000 Smoked? __eou__ Yeah, I'm nuts. __eou__ Didn't seen that it \n", + "2960000 baaah __eou__\n", + "\n", + "2961000 you have to 'sudo apt-get update' for the changes to take ef\n", + "2962000 why did you type that crap? __eou__\n", + "\n", + "2963000 wow so that wont survive a reboot? __eou__\n", + "\n", + "2964000 thanks a ton =) __eou__\n", + "\n", + "2965000 istanbul (from the universe repo) __eou__\n", + "\n", + "2966000 cool, thanks __eou__ what's the core ftp gui app for ubuntu \n", + "2967000 Windows XP 64-bit doesn't have flash either __eou__\n", + "\n", + "2968000 install it for another user and copy that user's .xchat2 dir\n", + "2969000 HP LaserJet 2600 USB __eou__ HP LaserJet 2600 USB __eou__\n", + "\n", + "2970000 unfortunately no. dialup 64kbps __eou__\n", + "\n", + "2971000 how about in #flood? __eou__\n", + "\n", + "2972000 you're clicking the wrong link __eou__\n", + "\n", + "2973000 I mean, install ubuntu in the free space on hdd, so that I c\n", + "2974000 but i don't want to install that __eou__\n", + "\n", + "2975000 Cool. Next thing is the ubuntu CD doesn't seem to come nati\n", + "2976000 well you have just thoroughly confused me :) __eou__\n", + "\n", + "2977000 You need to study/learn/read about tcp wrappers and other th\n", + "2978000 if i unload a module of my wireless but the LED dont off, i \n", + "2979000 never! __eou__\n", + "\n", + "2980000 in dapper it is __eou__\n", + "\n", + "2981000 oh no why is that __eou__\n", + "\n", + "2982000 nmot sure unless it was something that you added from apt/sy\n", + "2983000 for *.zip do unzip ? :P __eou__\n", + "\n", + "2984000 if you can mount your zen micro as a normal usb hdd, you can\n", + "2985000 fireftp and gftp __eou__\n", + "\n", + "2986000 nah - not a sign of guilt, a sign of being right and knowing\n", + "2987000 LVM, among other things __eou__ To be honest I haven't used \n", + "2988000 will when I see him __eou__\n", + "\n", + "2989000 ok i will have a look for it will right back when i read the\n", + "2990000 Can you boot into Ubuntu ISO CD? __eou__\n", + "\n", + "2991000 thats another thing, i have alsa-base and alsa-tools install\n", + "2992000 phenomenally dumb question--what do i do with this? __eou__\n", + "\n", + "2993000 System>Preferences>Session>Startup Programs __eou__\n", + "\n", + "2994000 thanks again, i have the glas icons theme installed and a c\n", + "2995000 somehow but it won't be on the same line __eou__\n", + "\n", + "2996000 yeah last month i used it fine __eou__\n", + "\n", + "2997000 flash is available for linux, though __eou__\n", + "\n", + "2998000 http://paste.ubuntu-nl.org/25232/ __eou__ oh so should I unc\n", + "2999000 is it one file? __eou__\n", + "\n" + ] + } + ], + "source": [ + "bows = BOWCorpus(TEXT_PATH)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 i think we could import the old comments via rsync, but from...\n", + "1000 hi there __eou__ anybody experienced trouble with sound __e...\n", + "2000 it could also be some element of the OBEX protocol niceties ...\n", + "3000 hey all...anybody know how to install some win codecs? __eou...\n", + "4000 Whats the difference between universe and multiverse ? __eou...\n", + "5000 does the default kernel have no loop iso mount support? __eo...\n", + "6000 hello __eou__ so, if you install a package in ubuntu does it...\n", + "7000 so why not use a 4 page disertation for the version \"number\"...\n", + "8000 there is no good download manager? __eou__ __eot__ for what?...\n", + "9000 hrmph -- so, I'm well along with my debian-to-ubuntu convers...\n", + "10000 how fissy? __eou__ ehhh that was supposed to go to baluba __...\n", + "11000 anyone? kernel source on ubuntu? __eou__ anyone? is there ke...\n", + "12000 hrm __eou__ Why not optimise for i586/i686? __eou__ __eot__ ...\n", + "13000 apt-get is getting really old stuff in my just installed ubu...\n", + "14000 Anybody else here playing Quake 3? __eou__ __eot__ I played ...\n", + "15000 oof __eou__ don't forget the \"will delete your user data\" ca...\n", + "16000 I can't get my linux supported usb hp officejet 5500 multifu...\n", + "17000 hell0w again :D __eou__ Well i am :D __eou__ I wanna become ...\n", + "18000 excuse me folks, how can I direct ubuntu to use a static add...\n", + "19000 Is it possible to mount an FTP Server like a network share? ...\n", + "20000 Hi! Does anyone manage to install Firefox 1 and Thunderbird ...\n", + "21000 is it easy to compile an up-to-date kernel for ubuntu? like ...\n", + "22000 Octane - does Alt-F2, get you to a promt? __eou__ Octane - I...\n", + "23000 has anyone gotten kqemu to work in ubuntu? I'm a complete n0...\n", + "24000 Does the Ubuntu apache2 binary have mod_rewrite enab...\n", + "25000 gnome needs a bloat clean up __eou__ its a good desktop dont...\n", + "26000 one thing i don't get. ubuntu has apt-get but when trying to...\n", + "27000 :-) __eou__ __eot__ is that a good :-) ? or a guess what :-...\n", + "28000 synaptic is included and installed by default in Ubuntu __eo...\n", + "29000 heh - gee speaking of gnome.. is there a way to disable that...\n", + "30000 gedit __eou__ __eot__ Jedit __eou__ __eot__ \n", + "...\n", + "31000 Hi __eou__ Is there any way I can install a CMS on a local P...\n", + "32000 dpkg --reconfigure Xfree86 ? __eou__ thanks thoreauputic. :...\n", + "33000 can anybody tell me why ClamAV or similar antivirus isn't in...\n", + "34000 no, not really :) __eou__ I really wish I hadn't missed the ...\n", + "35000 no return key needed __eou__ __eot__ ah,, just wordwrap __eo...\n", + "36000 omeg, Synaptic Package Manger <-- I've found A...\n", + "37000 Is http://sourceforge.net completely dead for anyone else he...\n", + "38000 does someone here streams audio on the net? __eou__ does som...\n", + "39000 what's the structure of these heads? __eou__ __eot__ trying ...\n", + "40000 wtf... i try to add multiverse to my sources, and everytime ...\n", + "41000 does anybody know what package provides ft2build.h? __eou__ ...\n", + "42000 tar xzvf tar ballname __eou__ tar xzvf tar_ballname rather _...\n", + "43000 You are familiar with the concept of a wiki right? __eou__ _...\n", + "44000 i need to post my wiki about network interfaces not getting ...\n", + "45000 how to install kde ? __eou__ __eot__ sudo apt-get update && ...\n", + "46000 anyone know of a good notes manager / organizer \"tree\" styl...\n", + "47000 the apt-system isn't built for downgrades... __eou__ __eot__...\n", + "48000 Hey, I was wondering whether any of you knew of a tool to ex...\n", + "49000 I am trying to watch a video using MPlayer and I get very lo...\n", + "50000 How do I set an icon to a file type globally? Instead of cha...\n", + "51000 screw linspire, they CHARGE MONEY for gcc __eou__ It's free ...\n", + "52000 yes. :) __eou__ google.com/ig | my-live-journal | ubuntuforu...\n", + "53000 has anyone heard of this problem I am having on my laptop ru...\n", + "54000 hello ;) __eou__ __eot__ in a terminal do this 'sudo apt-cac...\n", + "55000 is there a way to link the terminal copy and paste crap with...\n", + "56000 [j] [a] [r] [e] [d] , did you try google? (I can't help you,...\n", + "57000 did you recently add hard drives? the installer should find ...\n", + "58000 stay away from the 'guide, it is full of pitfalls __eou__ __...\n", + "59000 commented __eou__ look at the bottom of php.ini __eou__ disg...\n", + "60000 look for the version 1.0.4 __eou__ __eot__ \"look for the ver...\n", + "61000 what's the equivalent in ubuntu of the kernel-headers-xxx-x-...\n", + "62000 Hello, /etc/X11/xkb/rules/xorg is a symlink to \"base\" __eou_...\n", + "63000 hi! __eou__ any cron users here? __eou__ __eot__ All Ubuntu ...\n", + "64000 do you find you repeat a lot?...lol, don't ask to ask lol, h...\n", + "65000 I wish I knew why fglrx doesn't let me use totem and mplayer...\n", + "66000 dang its starting to feel like burger time __eou__ joose wha...\n", + "67000 tiago,PM-aSeepin: Please keep the code of conduct in mind wh...\n", + "68000 how can i see if my video dirvers are installed properly? __...\n", + "69000 hmmm, to buy a XFX 6600GT or a X800GT , that is the question...\n", + "70000 anyone has tried google talk with gaim? __eou__ __eot__ yup ...\n", + "71000 Anyone know of a good FTP client with SSL? __eou__ __eot__ g...\n", + "72000 hello ...ppl.. __eou__ does somebody here has a package for ...\n", + "73000 Has anybody used skype on ubuntu? __eou__ __eot__ - I tried....\n", + "74000 hey all, when suing in terminal, it dosnt take the password,...\n", + "75000 Hi, is grub actually able to boot a floppy image located on ...\n", + "76000 hi i'm back again .. installed bittornado .. but the command...\n", + "77000 seems that gnomemeeting is similar to microsoft netmeeting f...\n", + "78000 how to update breezy? is it in the repo? __eou__ or u have t...\n", + "79000 yea slashdot was one of em __eou__ __eot__ ? __eou__ __eot...\n", + "80000 nautilus is the filemanager for Gnome __eou__ __eot__ why t...\n", + "81000 nvdia tnt2 model 64 at breezy, someone have problems? __eou_...\n", + "82000 Hey all. __eou__ Question, is there any way to install witho...\n", + "83000 anyone got the nvidia driver to compile? __eou__ __eot__ the...\n", + "84000 hi @all __eou__ what about the breezy iptables-package?? mod...\n", + "85000 HI, is there a way for me to create a complete perfect image...\n", + "86000 no, the kernel was compiled with gcc-3.4 __eou__ because the...\n", + "87000 What is the shell cmd to configure X ? __eou__ __eot__ sudo ...\n", + "88000 I need to add a resolution setting what file do I edit again...\n", + "89000 I love Ubuntu but it's starting to give me a lot of problems...\n", + "90000 how can i chroot a knoppix-cd? i have problem with the acpi...\n", + "91000 Hi, dmesg tells me \"Unknown key pressed (translated set 2, c...\n", + "92000 if you want a standalone js interpreter try rhino __eou__ or...\n", + "93000 maybe you need to install libsdl1.2debian-esd, that works fo...\n", + "94000 a compile of mine is trying to find libcurses __eou__ i cant...\n", + "95000 u on? __eou__ __eot__ you mean \"Can someone tell me where on...\n", + "96000 have you tried using gedit to convert the encoding? under th...\n", + "97000 I need to reconfigure xserver to use a different resolution....\n", + "98000 will that work ok for my amd64? __eou__ __eot__ sudo wget h...\n", + "99000 sup __eou__ is knubuntu just ubuntu with KDE or its own CDs ...\n", + "100000 hello __eou__ I have a problem with VMware on Breezy. The Ne...\n", + "101000 I need same kind of image viewer programm which makes possib...\n", + "102000 How do I disable the GNOME startup sound? __eou__ __eot__ th...\n", + "103000 Hey, has anyone got Azureus installed alongsie Eclipse? __eo...\n", + "104000 How do I find out if ubuntu supports my hardware? __eou__ __...\n", + "105000 ARGH! __eou__ HATE HATE HATE HATE __eou__ Firefox needs to h...\n", + "106000 ] Kem[, I recomment easybreezy also __eou__ ] Kem[, You mi...\n", + "107000 if you're going to be connecting to your sshd on the non-sta...\n", + "108000 www.ubuntuguide.org __eou__ __eot__ we dont use that guide ...\n", + "109000 is there some samba server GUI for gnome? __eou__ there's no...\n", + "110000 anyone here know any good psp/linux/ubuntu pages i can brows...\n", + "111000 did you get nvidia DEBs to work alright? __eou__ __eot__ i d...\n", + "112000 okay. sitting next to me is a rescue prompt with my new targ...\n", + "113000 I run it on amd k7 500 __eou__ I think it's 500 __eou__ amd ...\n", + "114000 Where do I find my kernel.config (I wan t to check if I have...\n", + "115000 How does one go abouts editing gnomes, right click menu? I w...\n", + "116000 muine music player wont play the tracks :S __eou__ __eot__ m...\n", + "117000 Q: what utility replace Google-desktop (the search tool) und...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "118000 Care to create a pastebin with what 'iwconfig' gives back? _...\n", + "119000 ello!! __eou__ is it possible to transfer the root and swap ...\n", + "120000 Mount: mouting /root/dev on /dev/.static/dev failed: no such...\n", + "121000 oh hes gone now __eou__ Ok, can anyone help me fix my dvd dr...\n", + "122000 My \"ifconfig\" is only picking up a loopback interface and no...\n", + "123000 would an athlon 64 3800+ dual core use a 686-smp kernel or a...\n", + "124000 ok, now i have amarok 1.3.8 It does 'detect' my ipod, tech...\n", + "125000 I wondering if I should dist-upgrade to hoary. Any comments?...\n", + "126000 Encoding as 16 kHz 32 kbps single-ch MPEG-2 Layer III (8x)...\n", + "127000 sound blaster 16 pnp __eou__ can ya explain that in laymans ...\n", + "128000 can anyone recommend pmud over pbbuttons? __eou__ __eot__ Su...\n", + "129000 prolly means the dev is not ther __eou__ prolly means the de...\n", + "130000 don't thank me yet __eou__ nfi if it works ! :o __eou__ prob...\n", + "131000 can someone help me with the chmod command? __eou__ __eot__ ...\n", + "132000 and it couldnt find it __eou__ I did, i typed in 'sudo wine ...\n", + "133000 how do i make amarok play mp3 files? i'm using gstreamer eng...\n", + "134000 you guys, how do i check if the xdamage extension is loaded ...\n", + "135000 Anyone know how I can use .rpm files with ubuntu? I just in...\n", + "136000 ^-^ __eou__ raight, out of the box :) __eou__ blackbox, flux...\n", + "137000 i have a microsoft intellimouse under ubuntu linux. when i ...\n", + "138000 any good programs for making pictures look better? this one...\n", + "139000 ah... yes... tricky :9 __eou__ __eot__ yes it is, and only u...\n", + "140000 natutilus as root? *shudders...* __eou__ __eot__ lol what's...\n", + "141000 I am reading xkb and xmodmap docs, I tried some xmodmap scri...\n", + "142000 sudo ln -sf /usr/bin/Xgl /etc/X11/X <-- this does not work _...\n", + "143000 hey __eou__ do a /nickserv info zeeble __eou__ blah. well, t...\n", + "144000 anyone used cygwin __eou__ i ask for just general info ... _...\n", + "145000 hey when i type mkdir /media/partitionname __eou__ it says \"...\n", + "146000 ok ill check it out __eou__ nothing else i can do then __eou...\n", + "147000 pygtk comes bundled in ubuntu or I have to install it? __eou...\n", + "148000 anyone knows how to configure clients for tor or privoxy __e...\n", + "149000 ubuntu> no root password use sudo __eou__ Kadran> did you in...\n", + "150000 dont suggest that __eou__ __eot__ Why not? It's pretty effe...\n", + "151000 turn the brightness down... __eou__ __eot__ it's about eight...\n", + "152000 hello. __eou__ hello. __eou__ can someone tell me how the ip...\n", + "153000 Hi ppl __eou__ I need to copy a file to a USB external disk ...\n", + "154000 Is there a package that provides a startup script for iptabl...\n", + "155000 Is the live cd really really slow or is it my cd drive, and ...\n", + "156000 !tell zawa about restricted __eou__ __eot__ cyne: please tak...\n", + "157000 No clue __eou__ i think it's fat16, though __eou__ will some...\n", + "158000 bah i still need to configure modem, printing, mail server, ...\n", + "159000 how do i change boot loader options during install of dapper...\n", + "160000 any idea howto get sound working on flash videos ? __eou__ d...\n", + "161000 what is your problem? __eou__ __eot__ I cannot read from a C...\n", + "162000 hi __eou__ please how could i get the list of kernel loaded ...\n", + "163000 SMACK! __eou__ SetUID BAD!! __eou__ __eot__ man chmod __eou_...\n", + "164000 what would the package name for gd be? __eou__ can I search ...\n", + "165000 Hum. Looks like a bug needs to be filed against ubuntu' use ...\n", + "166000 Is there a command to see the freespace on the ubuntu filesy...\n", + "167000 hehe, 's cool __eou__ __eot__ dr3wster, sudo /etc/init.d/apa...\n", + "168000 yw __eou__ ( master boot record ) __eou__ __eot__ great mind...\n", + "169000 im running foresight linux as a guest os using vmware player...\n", + "170000 is there any way to remove a package that ubuntu-desktop dep...\n", + "171000 I just detected an event through firestarter from kornbluth....\n", + "172000 does anyone know if there's a command line equivalent for sw...\n", + "173000 what is a mythtv ? __eou__ __eot__ looks awesome __eou__ __e...\n", + "174000 I just installed vnc4viewer __eou__ __eot__ congratulations!...\n", + "175000 anyone know how to configure the screensaver in xubuntu? __e...\n", + "176000 hey, Whats a good program to learn python in or any coding _...\n", + "177000 is there anyway to make a ubuntu installation boot terminal ...\n", + "178000 has anyone here tried installing ubuntu on a G3? __eou__ __e...\n", + "179000 For the screensavers, it has a \"Pictures Folder\" for an opti...\n", + "180000 can anyone please tell me where can I download dapper cd ima...\n", + "181000 Is there anyone here whit a ATI Radeon 9800 pro that install...\n", + "182000 i have a symlink from hda to hdb. i'm worried that everythim...\n", + "183000 hello, guys, please tell me what i should add to my crontab ...\n", + "184000 hi, just installed ubuntu on the laptop, happyness so far. h...\n", + "185000 does anyone remember the name of the disk partitioner that i...\n", + "186000 hey guys i have a problem __eou__ i just installed ubuntu ba...\n", + "187000 hi any graphical tool to choose between GDM and KDM and to c...\n", + "188000 Hello everyone __eou__ Im thinking of installing ubuntu on m...\n", + "189000 hey, does any1 know where the option in the live cd install ...\n", + "190000 Still looking for someone to help me with the datadump issue...\n", + "191000 hi guys... i was about to install kubuntu-desktop on ubuntu ...\n", + "192000 Basically, I am using a Ubuntu 6.06 CD; I always occasionall...\n", + "193000 I'm in a fix with grub, guys __eou__ __eot__ how so ? __eou_...\n", + "194000 Why do some companys employ C/C++ programmer under Linux, no...\n", + "195000 rich: u dont need to find it, just type wine = 1.2.0... no *** The gtk...\n", + "263000 Help! When I try to blacklist my Wifi drivers using the \"sud...\n", + "264000 I accidentally closed the chat. Did someone have some soluti...\n", + "265000 What is the command to determine which host is the DHCP serv...\n", + "266000 it says \"Totem Mplayer\" and it doesnt play. __eou__ __eot__ ...\n", + "267000 #ubuntu should have a web interface __eou__ __eot__ there's ...\n", + "268000 How can I partition my HDD and install Windows? __eou__ How ...\n", + "269000 NTFS-3G has really worked wonders for me, really glad with i...\n", + "270000 hmf! where can I get this module PEAR-Crypt_CHAP ? __eou__ _...\n", + "271000 how can I get ati sound drivers for my laptop, they're gone ...\n", + "272000 Ummm... anyone think they can help me out with getting my wi...\n", + "273000 hello :) __eou__ i have an issue with tightvncserver :( __eo...\n", + "274000 Amarok has a small equalizer, only 10 headers __eou__ yea am...\n", + "275000 how to count words \"word\" in myfile.txt? __eou__ anyone? __e...\n", + "276000 that said, i don't know why it wasn't like that before ;) __...\n", + "277000 I'm gonna stab Dan __eou__ I'm gonna pull my friggin hair ou...\n", + "278000 anyone have any ideas why, since upgrading to feisty, my wi...\n", + "279000 libata sucks bigtime __eou__ i can't tweak my harddrive __eo...\n", + "280000 hello __eou__ i am having a problem with add remove __eou__ ...\n", + "281000 Hi all __eou__ i have a query relating to Acer AL1706 TFT _...\n", + "282000 packages in edgy-backports should not have dependencies that...\n", + "283000 Hey guys, is there a firewall default for Feisty ? __eou__ _...\n", + "284000 does wine not work on feistyx64 __eou__ Wine Windows Emulato...\n", + "285000 hello can someone help me im in the LIVE CD now but i cant I...\n", + "286000 when i enter http://bigsnake_net.photo.163.com/ , firefox sa...\n", + "287000 sigh, how can i install ATIs drivers when Ubuntu wont let me...\n", + "288000 just apt-get remove vim-tiny and apt-get install the full ve...\n", + "289000 hi all, is it possible to migrate from Debian Etch to Ubuntu...\n", + "290000 I installed 7.04 on a VGN-N230E, and it works fine -- but my...\n", + "291000 I was on youtube the last day looking for feisty and Beryl v...\n", + "292000 according to winehq, office 2007 doesn't won't install on di...\n", + "293000 hi! I read intel releases great graphics card drivers for th...\n", + "294000 hi,guys i have just installed ubuntu , and i was wondering h...\n", + "295000 Whats the command to see processes that are running on my ma...\n", + "296000 is it recommended to keep /var/www/ owned by 'root'? cause i...\n", + "297000 I put in the 7.04 live cd and it just scrolls \"/bin/sh: Can'...\n", + "298000 how do I get X to use a better refresh rate __eou__ it won't...\n", + "299000 !nvu | myo (you should also be able to use the edgy package ...\n", + "300000 how do you get the installer to install w/o 'formatting' / _...\n", + "301000 becouse it is a sudo __eou__ __eot__ wasn't the case on 2 ot...\n", + "302000 is there a *nix command similar to 'comm' that compares two ...\n", + "303000 I need help with azureus: my torrents keep going down to 0 k...\n", + "304000 what is a good torrent client for ubuntu....bittorrent has l...\n", + "305000 Azureus __eou__ anyone know of a good Nintendo 64 emulator? ...\n", + "306000 how to make \"ctrl\"+\"alt\" a third-level-choser?!? __eou__ __e...\n", + "307000 Can anyone help me transfer my outlook express information t...\n", + "308000 help my apache is broken __eou__ __eot__ what happened? __eo...\n", + "309000 how long is 'Installing system' supposed to take via the reg...\n", + "310000 ergh, ubuntu installed but crashes on next system boot. __eo...\n", + "311000 is there a console command for comparing files? __eou__ __eo...\n", + "312000 Say, where it is possible to load a driver for HP 4400c __eo...\n", + "313000 hey all... anyone got a fix for e1000 under x64? I get 'can'...\n", + "314000 is there anyway to have programs start on ubuntu startup.. l...\n", + "315000 i have the ati radeon x1400 video card in my inspiron 6400 a...\n", + "316000 Question: I just got home from college and my parents have s...\n", + "317000 What's the difference between an apt-get and an aptitude? __...\n", + "318000 hey all, I'm having trouble with permissions on a new hard d...\n", + "319000 i'm having partition problems :( __eou__ I want to dual boot...\n", + "320000 blairellisL im sure with the advanced options you can be mor...\n", + "321000 ok __eou__ I've got ndiswrapper installed, with its awesome ...\n", + "322000 Arg! Can anyone explain this? My Mac OS 10.4 laptop can get ...\n", + "323000 do anyone know what to do to make a bootable CD? i'm a newbi...\n", + "324000 haha, shadowmancer, I was about to ask if you were connected...\n", + "325000 anybody ever have eth0 and eth1 just disappear on a reboot a...\n", + "326000 hey, I was considering trying out 7.10 tribe 3 (for some new...\n", + "327000 hi, is it possible to type a command in the linux console a...\n", + "328000 how do I use aptitude or apt to show the locations of instal...\n", + "329000 why did you PM me? __eou__ __eot__ it is a trick with the bo...\n", + "330000 or, Win2k on one drive, and Ubuntu on the other, or somethin...\n", + "331000 Hi all __eou__ *I've got a little... problem* (a.k.a. Glotti...\n", + "332000 is there a doc on how to install .deb files? __eou__ actuall...\n", + "333000 do you have any ideas how to fix this error im getting with ...\n", + "334000 you there? __eou__ __eot__ yes __eou__ __eot__ hi! I was won...\n", + "335000 hi, I have an asus DRW-1608P, and about one week I can't bur...\n", + "336000 can anyone guide me? i want to use my mobile phone as a mode...\n", + "337000 hm.. i've installed ubutnu and my resolution was crapy, so i...\n", + "338000 yay microsoft messed up my ubuntu partition __eou__ i tried ...\n", + "339000 okay i need help setting up an SSH server on Ubuntu Server F...\n", + "340000 when i tryed a sudo apt-get update i got this error msg: W: ...\n", + "341000 any ideas where do I set the number of workpaces so cube on ...\n", + "342000 Where can i get earlier versions of Ubuntu __eou__ __eot__ w...\n", + "343000 hello everybody! I need a specific answer... __eou__ I am t...\n", + "344000 is there any way i can make my own start menu for ubuntu? i ...\n", + "345000 sudo aptitude download :P __eou__ __eot__ why ...\n", + "346000 if i want Tomboy Notes to autostart on boot up, is it just a...\n", + "347000 his RDM reports that he doesnt need, prob cuz the restricted...\n", + "348000 hi, i just installed eterm via a sudo apt-get install eterm ...\n", + "349000 Any C programmers out there? __eou__ I'm just starting to us...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "350000 hey anyone know how to kill compiz from the terminal? __eou_...\n", + "351000 Morning, all. I'm trying to install 7.10 on my laptop. All...\n", + "352000 howdy folk __eou__ does anyone know how to get the shell eff...\n", + "353000 i just installed ubuntu 7.10 and enabled gl desktop. what do...\n", + "354000 For importing windows settings, do you have to reformat the ...\n", + "355000 for some reason proprietary drivers don't want to install fo...\n", + "356000 Is the defualt shell in gusty still dash? __eou__ does anyon...\n", + "357000 hi, i accidentally converted my ntfs win partition to ext3. ...\n", + "358000 anyone got patches for kernel 2.6.23 for the new ati drivers...\n", + "359000 how do i get my card reader to work? dmesg tells me it just ...\n", + "360000 oh jesus __eou__ I f*cked up my laptop... :( __eou__ I bette...\n", + "361000 I've deleted the windows partition and now grub wont boot ub...\n", + "362000 no xstat __eou__ src? run php without apache???? __eou__ __e...\n", + "363000 is there a command to pull all the .mp3 files out of seperat...\n", + "364000 I haven't had to update my system in 2 weeks.. is this norma...\n", + "365000 KILL DASH NINE __eou__ __eot__ are you singing the song? __e...\n", + "366000 hi. i'm trying to emulate N64 games with mupen64 and kamefu ...\n", + "367000 can anybody help me in changing the desktop icon text color ...\n", + "368000 Chill firefox and thats abou tit __eou__ __eot__ null needs ...\n", + "369000 i just copied over a directory from a seperate partition to ...\n", + "370000 seriously, can anyone aid me in getting airport-config worki...\n", + "371000 hi everyone, __eou__ anybody with freezing issue on Gutsy ? ...\n", + "372000 how do I give a bridge interface a gateway address? __eou__ ...\n", + "373000 i can't load my xserver __eou__ and i have one important fil...\n", + "374000 help, how come after uninstalling wine .. and removing the ....\n", + "375000 is there a way to kill X only without affecting all the serv...\n", + "376000 Hello everyone. I recently installed ubuntu-desktop over a k...\n", + "377000 archive.canonical.com/\"dist name\" __eou__ __eot__ much appri...\n", + "378000 does ubuntu have a link that explains the size of partitions...\n", + "379000 are there any admins for this place? __eou__ __eot__ Yes, th...\n", + "380000 Is there a way to del selective files recusive, ie i want to...\n", + "381000 Ok, here's a question. I have a box running U 7.04 server. s...\n", + "382000 how would i go about substituting a library (libgpod) from ...\n", + "383000 hello. the process \"ksoftirqd\" is consuming between 20-25% o...\n", + "384000 http://amarok.kde.org/wiki/Media_Device:IPod endo_ also stuf...\n", + "385000 hey guys - i am installing xubuntu as i have an OLD computer...\n", + "386000 I want to reset all the desktop configuration for a user to ...\n", + "387000 can someone recommend free software for managing a open sour...\n", + "388000 I have an issue with system time between ubuntu & windows xp...\n", + "389000 ho __eou__ hi __eou__ how can I install kernel sources with ...\n", + "390000 hi, I have java installed but I cannot seem to get it runnin...\n", + "391000 how can i burn an iso to a cd/dvd? __eou__ __eot__ Right cli...\n", + "392000 is there a way to recursively load all the files in a direct...\n", + "393000 !ohmy | xen_ __eou__ !pastebin | EtherNomad __eou__ __eot__ ...\n", + "394000 Hello Ubuntu guys I need some help on my installation of ubu...\n", + "395000 no __eou__ whats up? __eou__ so the sound worked b4 updates...\n", + "396000 I'm trying to install 7.04 on an hp laptop with an ati card ...\n", + "397000 There is no entry for rar in the man pages on my terminal. ...\n", + "398000 hi, I have about 200 files in a Directory, file name is cbq-...\n", + "399000 I'm still having a problem getting Ubuntu to set my monitor ...\n", + "400000 _Oz_-> ummm damn small linux works with 50meg hd and 64meg o...\n", + "401000 pelo: should i go manual network config? __eou__ instead of ...\n", + "402000 hi chaps. __eou__ I'm dying here. __eou__ I've been trying t...\n", + "403000 what is the difference between linux x86 and linux-64 __eou_...\n", + "404000 make sure you install the smbclient package too ! __eou__ __...\n", + "405000 So, I recently installed ubuntu on a thinkpad x60, and the w...\n", + "406000 anyone having problems with azereus on amd64? __eou__ __eot_...\n", + "407000 hey guys, ty for the help I have studio working just fine no...\n", + "408000 When ever I try to enable windows effects, I get a message t...\n", + "409000 so it doesn't work and you claim it does? great logic! __eou...\n", + "410000 anyone know why video would be choppy even though compiz and...\n", + "411000 lilo = linux loader __eou__ !ask | mohammed __eou__ lazy: ta...\n", + "412000 i even compiled the latest alsa __eou__ __eot__ did you try ...\n", + "413000 whats wrong with pidgin ? __eou__ __eot__ nothing is wrong w...\n", + "414000 thanks linxeh __eou__ i was just wondering what programe to ...\n", + "415000 hmm... I've been messing around a bit with my suspend resume...\n", + "416000 hi all how can i run things at startup? __eou__ __eot__ you ...\n", + "417000 hello guys. i have ubuntu 5.04 installed, is it possible to ...\n", + "418000 that we definitely have. __eou__ __eot__ do you know iptable...\n", + "419000 can anyone refer me any compiler for compiling the prolog pr...\n", + "420000 what is squid __eou__ can i limit total bandwidth /s combin...\n", + "421000 does anyone here use xchat? __eou__ __eot__ i am..right now....\n", + "422000 !offtopic | gogeta __eou__ __eot__ this is a support issue _...\n", + "423000 Felonius - If you only format the Ubuntu partitions and don'...\n", + "424000 thinking about ubuntu for my hand-me-down macbookpro; open t...\n", + "425000 What program can I use to convert .ogg files in .wav? __eou_...\n", + "426000 so i have two physical disks in LVM, in one volume group and...\n", + "427000 can anyone help me with my problem? don't mean to seem impat...\n", + "428000 i know it wouldn't really matter, but does anyone know a bet...\n", + "429000 : What? __eou__ They all 'act up' __eou__ __eot__ One fine d...\n", + "430000 is synaptic not downloading because of the high use of the s...\n", + "431000 Ah, the joy of downloading. __eou__ it's like watching paint...\n", + "432000 can someone please give me a hand, i've been having an issue...\n", + "433000 anysuggestions? __eou__ __eot__ you are sure that you dont h...\n", + "434000 when i wanna install ubuntu i get an IO error __eou__ :| __e...\n", + "435000 who uses torrents? __eou__ Hischild: Private chat? __eou__ y...\n", + "436000 third tab over __eou__ __eot__ still same problem __eou__ __...\n", + "437000 is there a 'absolute beginner' room for a question? __eou__ ...\n", + "438000 any one know why i can only get a 16 kb dl rate...? usually ...\n", + "439000 I have that problem! __eou__ __eot__ have you found a fix y...\n", + "440000 what is the new bittorrent client in ubuntu called? __eou__ ...\n", + "441000 Camorama only grabs pics __eou__ i also used gstreamer-prope...\n", + "442000 WIth the new SSL vulnerability, what can I do to patch my sy...\n", + "443000 is there a way to download ubuntu mobile ? __eou__ __eot__ h...\n", + "444000 install either libstdc++-dev or libstdc++6-dev and you shoul...\n", + "445000 How do I set the logical name of a network card? My wlan0 di...\n", + "446000 alextvm : sudo mount -t ext3 /dev/sda6 /mnt/root __eou__ su...\n", + "447000 hi __eou__ I can't mount my windows drive. it says \"$logfile...\n", + "448000 q. how can i disable the automatic update everyday or so ? _...\n", + "449000 Hi, sometimes when I login (like this time), my desktop does...\n", + "450000 I am trying to run sudo alien -i lightscribe-1.8.15.1-linux...\n", + "451000 Hello. I am trying to change the Network card MAC address, I...\n", + "452000 I'm currently running 7.04. I have the 8.04 CD from Canonic...\n", + "453000 can anyone suggest a good gmail notifier app for ubuntu? so...\n", + "454000 I guess no one knows the answer to my questions? __eou__ My ...\n", + "455000 Hi, I got the 'application/places/systems' bar at the bottom...\n", + "456000 How can i create images of cd's in ubuntu, like .iso files? ...\n", + "457000 I've never had a problem with Envy, but if its giving you pr...\n", + "458000 I am using the ATI proprietary drivers and whenever my scree...\n", + "459000 how do you list the users in a terminal? __eou__ __eot__ w _...\n", + "460000 have youchecked system>preferences>preferred applications? ...\n", + "461000 Hi folks __eou__ What I've been used to using is a combined ...\n", + "462000 Hi, Im interested in testing a beta driver from nvidia, but ...\n", + "463000 hi all, i get a \"frame sync error\" when trying to open an .a...\n", + "464000 hey folks I installed imagemagick package but i dont see any...\n", + "465000 guys, i got a lil problem. Ubuntu doesnt start the cron daem...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "466000 i found out that whenever i open firefox things get really s...\n", + "467000 hey guys __eou__ I've got a problem with my graphics card __...\n", + "468000 pgrempton: are you trying to use the nv or the binary nvidi...\n", + "469000 Anybody know what the apt etc. equivelant is for the command...\n", + "470000 Is there a free weblog application for linux? Basically I w...\n", + "471000 Is there a way to change ONLY the Application menu icon? __e...\n", + "472000 lol, why do you use ubuntu at work ? __eou__ __eot__ Why not...\n", + "473000 #ubuntu-offtopic would be a start __eou__ __eot__ thank you!...\n", + "474000 so is wicd every going to work in hardy or am I stuck with t...\n", + "475000 nobody who can help me with Grub Error 15: file not found? =...\n", + "476000 did anyone here type this command: sudo hdparm -B 254 /dev/s...\n", + "477000 how do I get the compiz cube setup in ubuntu 8.04 default in...\n", + "478000 it plays fine for me __eou__ __eot__ here says 'no video' an...\n", + "479000 Hi! Can someone please tell me, what it takes to add a packa...\n", + "480000 hi, i have some private data and files and i would like to p...\n", + "481000 Does anyone know how to migrate my mail from kmail into a co...\n", + "482000 !away | TheMaxzilla __eou__ !ops | TheMaxzilla away messages...\n", + "483000 is it possible to make pidgin to show some kind of popup whe...\n", + "484000 I often get notices that updates are available for software ...\n", + "485000 ok, gnash doesn't seem to do anything at all. no gootube, no...\n", + "486000 echo $(( ($(date -d 'Mar 1 2009' +%s) - $(date +%s))/60/60/...\n", + "487000 man adduser says useradd might be friendlier __eou__ __eot__...\n", + "488000 pici: no email in my box __eou__ why does #python require us...\n", + "489000 can I back up my laptop's entire drive? I'm talking multi-p...\n", + "490000 hello all __eou__ where can I find new vlc for ubuntu ? __eo...\n", + "491000 I am sorry, I still don't understand this RESOURCES_64BIT op...\n", + "492000 how can I login with root account? Do I have to activate it?...\n", + "493000 anybody : how much of memory should i have on hdd to have ub...\n", + "494000 can someone help me to get a python-script start with xdm? i...\n", + "495000 any photographers here? __eou__ any photographers here? __eo...\n", + "496000 can someone help me on remounting my secondary hard drive? ...\n", + "497000 anybody know how to fix CRC Error? __eou__ __eot__ in what c...\n", + "498000 hey friends!what does make modules_install do after make the...\n", + "499000 is anyone able to watch videos on nbc.com? __eou__ __eot__ t...\n", + "500000 When editing the permissions of a directory, do i need to en...\n", + "501000 Can anybody please suggest the best format to record a DVD f...\n", + "502000 Hey i am having a problem with resolution, I believe the sou...\n", + "503000 Just want to confirm if I want to compile a C++ sour code wi...\n", + "504000 samba has no content encryption __eou__ __eot__ wouldn't tha...\n", + "505000 i have a proprietary nvidia driver and my pc runs on a gefor...\n", + "506000 Everytime I use gnome network manager and I use an encrypted...\n", + "507000 What is the command line for finding out what process is usi...\n", + "508000 Most flash sites dont even work on my wii any more. :( they ...\n", + "509000 did i mention that my dapper->hardy upgrade left me without ...\n", + "510000 Hey i have a question __eou__ is there such a thing as an ub...\n", + "511000 EMERALD - how do I make one? __eou__ :-$ __eou__ __eot__ htt...\n", + "512000 can someone help me with the ubuntu 8.04 server edition inst...\n", + "513000 hello guys.. im about to use distro upgrade thingy to upgrad...\n", + "514000 HEY OH MAN i cant start the trendmicro housecall virus scann...\n", + "515000 I wish some of the distros would add VMware to their package...\n", + "516000 anyone know if X11 uses xorg.conf like it use to?? im trying...\n", + "517000 will installing an xp virtual box make me vulnerable to the ...\n", + "518000 why I can't configure more than 2 desktops? if I up the amo...\n", + "519000 1318 people ignore my pleas.... __eou__ __eot__ it happens.....\n", + "520000 hello __eou__ Could someone by any chance walk me through up...\n", + "521000 man that time flew by, seems like just yesterday I was insta...\n", + "522000 i can't get firefox to launch from the applications menu -- ...\n", + "523000 What's the terminal command to list all running processes wi...\n", + "524000 hiya, ive just got a headset but im having trouble getting t...\n", + "525000 Can someone tell me how to install a program through termina...\n", + "526000 but wine is only able to run one executable, not an entire g...\n", + "527000 can someone help me with the command line please, i want to ...\n", + "528000 After the installation, is it real that I have to update my ...\n", + "529000 Hey, my resolution is messed up after upgrading to a Widescr...\n", + "530000 where's a good place to put shared files? __eou__ files that...\n", + "531000 hi, I recently installed Ubuntu 8.10 and I have a problem: i...\n", + "532000 Hey all! __eou__ Is there a Apple or Mac channel? __eou__ __...\n", + "533000 once i get Ubuntu exactly the way i want it is there a way t...\n", + "534000 yes, I did it once as an exercise; /usr/share/doc/wpasupplic...\n", + "535000 I seem to get a corrupted X session at random on occasion. I...\n", + "536000 how do you check for updates in synaptic package manager on ...\n", + "537000 hi, why is totem the default dvd player when it can't play d...\n", + "538000 How do I install a .deb via command line, and how do I make ...\n", + "539000 Does anyone here have excel 2007 and is willing to make me s...\n", + "540000 whats pruning? __eou__ __eot__ removing useless stuff from a...\n", + "541000 someone know in what reposiroty is ntfsprogs? __eou__ __eot_...\n", + "542000 No-one has an idea for my problem? __eou__ I've just a quest...\n", + "543000 I am going to buy a dell xps m1530 today if I can. do people...\n", + "544000 does anyone know of a firefox 3.1 package for amd64? __eou__...\n", + "545000 Somebody knows about a nice black theme for ubuntu 8.10? __e...\n", + "546000 hey all, I'm looking to make the shell that comes with Ubunt...\n", + "547000 I have 810 64bit installed on a SATA disk .... is it better ...\n", + "548000 Anyone: whats the best multiplayer game on linux right now??...\n", + "549000 I have a folder in my Trash and apparently I don't have the ...\n", + "550000 There's a cisco compatible vpn client in the repositories .....\n", + "551000 hi __eou__ i'm trying to install the latest eclipse, but the...\n", + "552000 I see __eou__ I want it to print out the package description...\n", + "553000 has anyone successfully setup and got working a fingerprint ...\n", + "554000 if i got the ubuntu repo would that include intel386 and amd...\n", + "555000 rsync would fail - obviously. data wouldn't get written anyw...\n", + "556000 mpegtranscode __eou__ __eot__ will mpegtranscode burn the dv...\n", + "557000 so you need port forwarding / DNAT? __eou__ __eot__ I don't ...\n", + "558000 I'm finding Ubuntu as easy to use as Windows XP unless I fee...\n", + "559000 how can i adjust ubuntu to only have one desktop? (the defa...\n", + "560000 Anyone here familiar with RAID setups. Have a problem with s...\n", + "561000 Ah, neat, ubuntu now has a USB flash drive installer tool. _...\n", + "562000 Guys, could you check this over and tell me how it looks? ...\n", + "563000 hi Mez __eou__ make sure you install samba first HawkLion __...\n", + "564000 @ Tesla Also Running Ubuntu on an EEE PC. __eou__ @ Tesla I ...\n", + "565000 I'm having trouble with suspend/resume in Hardy. I've upgra...\n", + "566000 Doesn't someone know how to make a shell script with an infi...\n", + "567000 :) __eou__ the server commodore running apt-mirror, it's up ...\n", + "568000 DIAF __eou__ its only rude if they listen in the first palce...\n", + "569000 Does anyone have any idea about my problem? :P __eou__ __eot...\n", + "570000 how to get blender working? __eou__ I got blender installed ...\n", + "571000 ugh fucking compiz is ultra-broken right now __eou__ Oh, sor...\n", + "572000 think they had the same problem with 8.10 __eou__ __eot__ Th...\n", + "573000 in shell, how do i clear my file history? __eou__ __eot__ fi...\n", + "574000 you from slartibartfast? __eou__ __eot__ yes __eou__ __eot__...\n", + "575000 Currently running ubuntu from usb stick. Unfortunately progr...\n", + "576000 Can Ubuntu read UFS? FreeBSD's filesystem? __eou__ __eot__ y...\n", + "577000 where can I get a version of wine that is greater than 1.0.1...\n", + "578000 laptop DDR2 is 200pin __eou__ __eot__ thanks. It's a desktop...\n", + "579000 hi, can anyone please explain to me how to effectively forma...\n", + "580000 Is there any SSH guru out there who can explain what the err...\n", + "581000 help! trying to install vmware 2.0.1 on ubuntu 9.04 64bit, s...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "582000 no recommendations? __eou__ for a tv tunner card __eou__ __e...\n", + "583000 anybody that's good with cron have a moment to help me troub...\n", + "584000 !clone > dadrock __eou__ __eot__ what kind of program is gks...\n", + "585000 Tyranos, I have a x1600 myself __eou__ Tyranos, the drivers ...\n", + "586000 nope... didn't work, how do i force the OS to release contro...\n", + "587000 is there a specific iso for linux netbooks? __eou__ er .. ne...\n", + "588000 Linux 2.6.29.4 i686 GNU/Linux __eou__ __eot__ same, but with...\n", + "589000 If you are using vmware, have you checked out: http://linho...\n", + "590000 indus:ok __eou__ __eot__ : why don't you check backtrack web...\n", + "591000 i just upgraded from 8.04 to 8.10 and all windows have lost ...\n", + "592000 please how could I fiix this: Authentication failed when i t...\n", + "593000 can i remove pidgin and leave finch? or if i remove pigdin t...\n", + "594000 does google labs from gmail work with ubuntu? __eou__ __eot_...\n", + "595000 !ekiga | krishmish __eou__ __eot__ but will i be able to con...\n", + "596000 while using my ubuntu i felt the need for some a desktop wid...\n", + "597000 i don't even recognize linux anymore when i'm fiddling with ...\n", + "598000 python $file_name_you_want_to_run __eou__ __eot__ it says\" p...\n", + "599000 hi, how to install ubuntu desktop, and uninstall xubuntu des...\n", + "600000 is there an easy way, tool or utility, that can help me view...\n", + "601000 how can i change my updatemanager to look for development re...\n", + "602000 anyone know how to access mac user files on ubuntu? __eou__ ...\n", + "603000 !ot | joel_ __eou__ __eot__ ubuntu can be difficult it depe...\n", + "604000 the ftp command returns error 500 Illegal port command __eou...\n", + "605000 hey, my WLAN is not work, but the light is ON , here's the i...\n", + "606000 re __eou__ any news xorg problem with ati old card and fglrx...\n", + "607000 how do i create usb bootable drive from server (i386) iso? _...\n", + "608000 anyone can help me with >>> this problem rndc: connect faile...\n", + "609000 So which should I install, 32-bit or 64-bit? I've got a quad...\n", + "610000 I thought the wine website had links to all old versions __e...\n", + "611000 Can I remote start a laptop running ubuntu? __eou__ __eot__ ...\n", + "612000 neone have aspire one with them __eou__ aspire one __eou__ _...\n", + "613000 how do i get usb working in virtualbox? in ubuntu 9.04 __eou...\n", + "614000 If any one can help me that would be rad, I'm even will to t...\n", + "615000 any opinion ,thanks but it's urgent __eou__ __eot__ i don't ...\n", + "616000 nice call ejv __eou__ __eot__ heheh, you in the market? :p _...\n", + "617000 anyone aware of a 2.6.x live usb that is less than 60MB? __e...\n", + "618000 I found this forum posting, http://ubuntuforums.org/archive/...\n", + "619000 a lot of people use glade.. you might want some other packag...\n", + "620000 can anyone help me with compiling programs that use qt? it l...\n", + "621000 is there anyway to save the video in http://www.omroepflevol...\n", + "622000 All the pages I am finding refer to creating your own USB im...\n", + "623000 is there any way to read *.chm files __eou__ __eot__ chmsee ...\n", + "624000 Good evening. I'm looking for the most user friendly version...\n", + "625000 How do I connect to a network share in Ubuntu? __eou__ How d...\n", + "626000 hi all. whens 9.10 coming out? __eou__ __eot__ October 29th ...\n", + "627000 =\\ __eou__ I get the same error using VNC viewer (offical vi...\n", + "628000 hey guys , is there extensions for chromium? __eou__ __eot__...\n", + "629000 So I have python2.6 and scons both installed via package man...\n", + "630000 has anyone here bought a computer from system76? I need to...\n", + "631000 I got a question for Evolution E-Mail Client... How do you m...\n", + "632000 found a petition to get shockwave on linux: http://tinyurl.c...\n", + "633000 i cant make my ftp server work __eou__ been trying to get it...\n", + "634000 any way to make the remote desktop active prior to login? __...\n", + "635000 uhm, can anyone tell me how i can set a python script as my ...\n", + "636000 what are you trying to change the permissions of? sometimes...\n", + "637000 or mplayer __eou__ __eot__ i just hate mplayer with a passio...\n", + "638000 got any problem with sun jdk and koala? __eou__ __eot__ why ...\n", + "639000 hi everyone, so how is karmic? __eou__ __eot__ bit unfriendl...\n", + "640000 hello __eou__ I've just updated my jaunty to karmic just now...\n", + "641000 MaT , you have compiz effects enabled ? __eou__ __eot__ yes,...\n", + "642000 what is with with this new release and the nvidia cards __eo...\n", + "643000 i have courier-imap and sendmail running... and squirrelmail...\n", + "644000 my sound system isn;'t working can anyone help> __eou__ it h...\n", + "645000 hi all - I'm trying to ssh to a remote server, which is lock...\n", + "646000 hey guys. i had an issue with installing ubuntu when it firs...\n", + "647000 Hey guys, my system crashed and the mp4 player, the instant ...\n", + "648000 could anyone access win7 shared folders from karmic yet ? it...\n", + "649000 !it | luis_ __eou__ __eot__ i think that was portuguese __eo...\n", + "650000 ok I installed, ubuntu netbook remix on the second drive of ...\n", + "651000 Which version of Ubuntu are you using? __eou__ __eot__ 9.10 ...\n", + "652000 Hey guys Im about to wipe 9.10 for the more reliable 8.04.3 ...\n", + "653000 I have a RAID1 array and tested the redundancy by removing o...\n", + "654000 i have an easy question, i have instaled karmic on my laptop...\n", + "655000 how do I change file associations? I've tried changing the ...\n", + "656000 i have a new install of karmic. it comes with grub http://pa...\n", + "657000 is there a text based web browser with javascript ability __...\n", + "658000 Hello, can someone please help before I kill my self. All I ...\n", + "659000 I need HELP PLEASE :O RESET COMPIZ settings =( .... I alread...\n", + "660000 Hello, I don't find flahs very stable using an 64bits oppera...\n", + "661000 douglasawh-work: you could check the grub2 wiki page, i'm no...\n", + "662000 anyone having problem with software enter in 64bit?? __eou__...\n", + "663000 hi, I am trying to use the mail program to send e-mails to m...\n", + "664000 hello i need some help, for some reason my wireless card is ...\n", + "665000 Sabre-night: it's a problem of Window XP i think, not of U...\n", + "666000 I dl'd a avi file, but when i play it, I can see the start w...\n", + "667000 hmmm.. __eou__ __eot__ http://tinyurl.com/2l4vlx __eou__ __e...\n", + "668000 lol, I come to ask a question, I don't get it answered, but ...\n", + "669000 Anyone can help with touchscreen? __eou__ __eot__ did you ru...\n", + "670000 did you install inside Windows? __eou__ does your machine wo...\n", + "671000 is there a way to encrypt a home partition __eou__ i mean a ...\n", + "672000 yup ive installed XP first, only thing is XP got screwed up....\n", + "673000 does anyone know how do i kill apt-get? __eou__ __eot__ why ...\n", + "674000 question about keyboard. on win 7 or vista my num lock stay...\n", + "675000 you see on rTorrent 0.8.6/0.12.6 i want to execute a comman...\n", + "676000 ~/.local/share/rhythmbox/rhythmdb.xml might be what you are...\n", + "677000 hello all. i just tried to format a new hard drive. i tried ...\n", + "678000 Hi, is there any way to get more virtual desktops in 9.10? I...\n", + "679000 very stylish to f.ck up the system __eou__ __eot__ how come ...\n", + "680000 have a system running 9.1, altho hostapd is configed to star...\n", + "681000 Linux is for dumb mentally retarded bitches who ate too many...\n", + "682000 no sound in karmic... I only get sound in tvtime and nothing...\n", + "683000 DD? __eou__ __eot__ yep __eou__ __eot__ \n", + "...\n", + "684000 is there a version of ubuntu for homosexuals and lesbians? _...\n", + "685000 how much swap would be optimal for a netbook with 1 GB RAM? ...\n", + "686000 how to install global equalizer on ubuntu??? __eou__ how to ...\n", + "687000 that tomato is great ! __eou__ __eot__ agreed, much better t...\n", + "688000 is there some kind of plugin to allow me to view quicktime v...\n", + "689000 can you still use unetbootin if you don't have ANY OS on you...\n", + "690000 Would anyone be able to recommend a good virtual ISO tool fo...\n", + "691000 I always used samba to access windows network shares, how el...\n", + "692000 so what if the Eskimos have 200 words for snow ?! how many m...\n", + "693000 guys, can anyone help me, sort this out. Im helping a friend...\n", + "694000 Can anyone tip me on annother more user friendly program tha...\n", + "695000 I will give someone a high five if they can tell me how to t...\n", + "696000 hey, commands scheduled via \"at\" aren't working.. any help? ...\n", + "697000 on grub press e __eou__ __eot__ And add the params to the en...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "698000 I have an iso for installing ubuntu. I want to install it on...\n", + "699000 anyone know a good windows password recovery tool? __eou__ _...\n", + "700000 ummh, I just installed Ubuntu 10.04 Beta 2 __eou__ after ins...\n", + "701000 what command will give me the default gateway ip? __eou__ __...\n", + "702000 when it was released __eou__ why do they make new release ve...\n", + "703000 how do i get my box to allow me to install linux-restricted-...\n", + "704000 Where can I get a torrent file for the 32-bit server edition...\n", + "705000 Hi. Just updated to 10.04, and I've noticed that all apps i...\n", + "706000 Anyone have experence with the mx5000tools? When i perform a...\n", + "707000 No Reflex: there is a delay after the grub screen disappears...\n", + "708000 How do I install a tarball? __eou__ !tty h00k __eou__ __eot_...\n", + "709000 Maybe this:> http://www.pendrivelinux.com/ __eou__ __eot__ d...\n", + "710000 I have my ubuntu box setup as a wireless router, what would ...\n", + "711000 hi all ! how to print in black&white on lucid 10.04 ? thanks...\n", + "712000 hi, i recently switched to HDMI display (HD5850 + Samsung 24...\n", + "713000 why just install lucid __eou__ __eot__ why don't you scrollb...\n", + "714000 what is the best way to reconfigure X autodetecting my video...\n", + "715000 unable to find a medium containing a live file system __eou_...\n", + "716000 do i need an itunes account to install apps on my ipod touch...\n", + "717000 say, whenever i type in my \"sudo password\", i get to use sud...\n", + "718000 what? __eou__ that doesnt look right __eou__ __eot__ you rig...\n", + "719000 Glad to see you using Ubuntu, :) Thanks, :) I personally lik...\n", + "720000 Hi networking issue in Ubuntu 10.04LTS: http://pastebin.com/...\n", + "721000 Hi, im trying to install ubuntu with a original cd (shiped b...\n", + "722000 does anyone know of a fix for the volume slider on mplayer, ...\n", + "723000 hello, quakelive sometimes leaves my gamma setting changed l...\n", + "724000 How-to run X windows system without nvidia and nouveau drive...\n", + "725000 hello. i have a file name \"libstdc++.so.5\". if i want to \"...\n", + "726000 anyone tried ubuntu one __eou__ is it any good __eou__ anyon...\n", + "727000 nope.. still no wlan configuration.... ugh __eou__ lspci sho...\n", + "728000 how do you change where the window manager buttons are? For ...\n", + "729000 anyone know how i can join an image + mp3 for youtube. i in...\n", + "730000 Hi Ubuntu pros. I'm teaching some talented youngsters basics...\n", + "731000 hey my web home page has just been changed to start.ububtu ...\n", + "732000 How can i found the hostname of specific IP? is any command?...\n", + "733000 I want to make another user that is not an administrator abl...\n", + "734000 none? __eou__ __eot__ none what??? __eou__ __eot__ kernels i...\n", + "735000 what hardware do the developers recommend? is there a list ...\n", + "736000 i want an image viewer sub console __eou__ can any one help ...\n", + "737000 Is there a way to change username in ubuntu 9.20 __eou__ 9.1...\n", + "738000 narf!@ __eou__ ja, im also troubleshooting display driver is...\n", + "739000 Can anybody help me remove compiz completely from terminal, ...\n", + "740000 How do I remove an Fstab entry if ubuntu won't boot? __eou__...\n", + "741000 Assuming a lot of users are using xchat... question: what do...\n", + "742000 can somebody help me __eou__ How do they make cds and dvds a...\n", + "743000 How can I determine if the program Rhythmbox depends on Avah...\n", + "744000 I am having a problem with virtual box. I am running ubuntu ...\n", + "745000 Hi, where is the hosts file in ubuntu? My computer is acting...\n", + "746000 hello, i get \"dpkg: dependency problems prevent configuratio...\n", + "747000 hello __eou__ has anyone a tutorial, how I can install ubunt...\n", + "748000 I just finished upgrading to 10.10. When I start Ubuntu, it ...\n", + "749000 Eughhh people, I just deleted a partition and I accidentally...\n", + "750000 is there a certain way to install icons? __eou__ __eot__ put...\n", + "751000 Werner_: kneaux_: just.. 'halt' __eou__ __eot__ you're right...\n", + "752000 hey guys, I just reformatted my flash drive, and it had a lo...\n", + "753000 i just popped whats supposed to be a 2gb stick of ddr2 memor...\n", + "754000 please help, when trying to do an in windows install of ubun...\n", + "755000 hello, can I ask kubuntu questions here as well? __eou__ myr...\n", + "756000 Hey, I have redirected a port using iptables. It doesn't wor...\n", + "757000 Hi, I'm trying to enable SCIM for Japanese input (on a US ke...\n", + "758000 yeah __eou__ I have a problem.. Can any1 fix this __eou__ m...\n", + "759000 can someone help me with audio conversion? i've tried every ...\n", + "760000 Are there any downsides to using 64-bit Ubuntu? I'm particul...\n", + "761000 Can anyone suggest a good tutorial on how to back up your ho...\n", + "762000 NOOOOO! I just upgraded to maverick and the stupid garbled ...\n", + "763000 \u001c", + "\u001c", + "\u001c", + "\u001c", + "Anyone has a recommendation for a good wireless router t...\n", + "764000 Does anybody know why the kernel names the sound card interf...\n", + "765000 what is nautilus elementary? __eou__ __eot__ i more sleek ve...\n", + "766000 it does __eou__ __eot__ i'm trying to rotate these .movs and...\n", + "767000 anyone know how to force detect usb drive ? __eou__ __eot__ ...\n", + "768000 it's rather irritating that my isp won't let me hook up a mo...\n", + "769000 wont that change his uuid for that partition? __eou__ __eot_...\n", + "770000 Can I create a custom LiveDVD of Ubuntu 10.10 that maps /hom...\n", + "771000 anyone try the netbook version of 10.10? __eou__ __eot__ i'm...\n", + "772000 Anyone know a best tutorial for learning the Linux Kernel 0....\n", + "773000 how would i connect my xbox 360 to my pc via ethernet? i wan...\n", + "774000 you can also look for GUI's to do that __eou__ __eot__ where...\n", + "775000 does passwords and encryption keys support hkps? __eou__ __e...\n", + "776000 still trying to install 10.10 on my Revodrive X2. Any help? ...\n", + "777000 alright, I'm having some trouble installing an rpm.bin file....\n", + "778000 Hello. After upgrading to 10.04 from my 9.10, Everything wor...\n", + "779000 If I do \"cd ~/long/path/name\" and then \"./foo\" the applicati...\n", + "780000 Hello could someone tell me how to get Samsung ML-1640 to pr...\n", + "781000 If I want to install Ubuntu and have two monitors on the sam...\n", + "782000 Hi. What's the WINE channel? __eou__ __eot__ #winehq __eou__...\n", + "783000 how can i find my DVD directory ????? __eou__ how can i find...\n", + "784000 Hai - How can I 'rm -r' all directories created on a given d...\n", + "785000 hey guys can someone help me out? __eou__ __eot__ Ask away a...\n", + "786000 my numpad on my keyboard isn't working at all on my USB inst...\n", + "787000 Is lubuntu using ubuntus logo? __eou__ But i can see all fil...\n", + "788000 when i do 'sudo ps aux|grep mysql' -- it doesnt find any mys...\n", + "789000 how would i get the memory usage (in MB) for a program and p...\n", + "790000 exactly :) __eou__ nick? __eou__ __eot__ hm? __eou__ nick? _...\n", + "791000 '~$ sudo e2fsck -c /dev/dsa7' asks me: \"Clone multiply-claim...\n", + "792000 Im trying to add a font on a ubuntu server to be picked up b...\n", + "793000 do you mean in the terminal? or to paste here __eou__ __eot_...\n", + "794000 anyone willing to answer few noobish questions..Im moving fr...\n", + "795000 when you say home lan are you talking about like... a hop be...\n", + "796000 hi to all...where to find that fancy aquarium wallpaper :) _...\n", + "797000 Configuring SDL-mixer, it tells me I don't have SDL 1.2.10 o...\n", + "798000 for counter in $(seq 1737 1857); do wget blah && unzip blah...\n", + "799000 how can i show where apt-get will install some packge? __eou...\n", + "800000 Hi I'm hoping someone here can point me in the direction of ...\n", + "801000 can someone tell me how to bridge connections in ubuntu?? __...\n", + "802000 hi, I have a dual boot between win7 and ubuntu.. is it possi...\n", + "803000 clamav/clamtk is enough __eou__ if you really need one __eou...\n", + "804000 FF4 is a lot faster than FF3 __eou__ there's no reason to st...\n", + "805000 you can't even get 50gigs of mem without getting something c...\n", + "806000 why would a chip could be blacklisted? __eou__ __eot__ Some ...\n", + "807000 iam looking for a mediaplayer with a internet radio browser ...\n", + "808000 what's a recovery partition? __eou__ __eot__ your speaking w...\n", + "809000 Hi guys. __eou__ I'm having an issue with connecting to the ...\n", + "810000 erm... guys, I'm trying to reinstall my ubuntu system. Right...\n", + "811000 does anyone know where I can find some help for pureftp? __e...\n", + "812000 is there a way to force ubuntu to use a specific display res...\n", + "813000 how do i force apt-get to rebuild its installed packages lis...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "814000 PLEASE FIX \"WWW.UBUNTU.COM\" WEB SITE ... ! __eou__ PLEASE FI...\n", + "815000 Can you please help me fix Ubuntu? __eou__ Can you help me w...\n", + "816000 Trying ubuntu 10.10 from cd on laptop,gets the message\"fdevi...\n", + "817000 anyone? __eou__ experience with aws? __eou__ __eot__ #ubuntu...\n", + "818000 Can I install things in another language if my Ubuntu is Eng...\n", + "819000 hi all __eou__ there is a way to disable plymouth at boot? _...\n", + "820000 anyone know where I can run code that runs before xorg does?...\n", + "821000 So it's a wired connection, wicd says I'm connected, but can...\n", + "822000 what do i do if i installed a printer and it shows its conne...\n", + "823000 hello everyone, i was wondering if there was any way to prev...\n", + "824000 Hey guys, I want to cut a portion of a music, .mp3 file. Wha...\n", + "825000 i upgraded a few servers from 10.10 to 11.04 some time ago, ...\n", + "826000 right click on panel>Add to panel> notification area, I hope...\n", + "827000 This isn't really an issue, but does anybody know why I get ...\n", + "828000 does it work in cheese? __eou__ __eot__ likea charm __eou__ ...\n", + "829000 DOES ANYBODY PLAY FREESTYLE STREET BASKETBALLL? __eou__ wow ...\n", + "830000 To run Ubuntu 11.04 how much RAM is needed to make it enjoya...\n", + "831000 anyone know where chromium stashes it's profile info? __eou_...\n", + "832000 i know, i know, ask me! :P __eou__ __eot__ pagefile __eou__ ...\n", + "833000 Hi, could anyone help me? I'm get trouble on setup printer s...\n", + "834000 I don't see 10.04 (non-LTS) on this page: https://wiki.ubunt...\n", + "835000 how do play movies with mplayer on your desktop, if you teln...\n", + "836000 thank Ileden __eou__ still says readonly file __eou__ i did ...\n", + "837000 hey, im trying to make my webcam and micro (netbook) work on...\n", + "838000 Question .. in ubuntu .. my terminal and other windows keep ...\n", + "839000 He's looking for his iphone __eou__ __eot__ i know, just wan...\n", + "840000 how do you run a program in terminal that allows you to exit...\n", + "841000 Is there any software to make autotune music? __eou__ __eot_...\n", + "842000 he meant me :P __eou__ __eot__ :) __eou__ then you're typing...\n", + "843000 I have two ubuntu boxes on a home network, how can I allow m...\n", + "844000 isnt working:/ __eou__ i could really appreciate some help r...\n", + "845000 How come every time I try to do an upgrade to natty that inc...\n", + "846000 where's the \"advanced\" button for 11.04? I need to specify...\n", + "847000 anyone know if its possbile to make it, so when a program is...\n", + "848000 Hey All, My Deluge is Acting Funny. Lately it's been Hanging...\n", + "849000 how can I change the time format on the login screen to be 2...\n", + "850000 th0r/Phoenix87: I suppose it's just the package removal righ...\n", + "851000 hi are the security updates really required. it asks me to d...\n", + "852000 ok guys when i'm tryin to wget and the url has spaces in it....\n", + "853000 a terminal program wants me to enter some stuff from the key...\n", + "854000 here is some dmesg output that shows the device being recogn...\n", + "855000 Tried to find the source code online with google but there d...\n", + "856000 Hi! I'm using Ubuntu 11.10 and printer HP 1020. When I plug ...\n", + "857000 anyone tried kubuntu? __eou__ i'm trying to decide if i want...\n", + "858000 Er, what? ctrl+alt+delete would just reboot. You mean back...\n", + "859000 Hi everyone, I recently have written a few program and I pla...\n", + "860000 this is just a general question, but does anyone have a reco...\n", + "861000 hi. Is there a way to tell apt-get/aptitude to upgrade from ...\n", + "862000 your locale is also messed up. you should try and fix that w...\n", + "863000 hello everyone __eou__ I'm trying to ssh into a linux machin...\n", + "864000 ya thats what i need. whatever happened while booting. __eou...\n", + "865000 can someone please check what version of gcc is default on o...\n", + "866000 Hi, I'm wondering when I'm using something like tty1, if it'...\n", + "867000 !patience | psychognite __eou__ !details | georgetso __eou__...\n", + "868000 can anyone help me with imagemagick's convert command? __eou...\n", + "869000 how do I switch to a console login? __eou__ __eot__ ctrl+alt...\n", + "870000 If I have a personal development machine, and another machin...\n", + "871000 hi __eou__ my vpn-server has multiple IP addresses so when I...\n", + "872000 add an entry with nopasswd ether-wake for your user to /etc...\n", + "873000 what problems to expect if I add 11.10 repos to a 9.04 serve...\n", + "874000 i'm fairly certain i have a virus __eou__ all of my contacts...\n", + "875000 any good editor in ubuntu like dreamweaver ??? __eou__ desig...\n", + "876000 http://blog.anselmbradford.com/2008/12/24/what-is-the-signif...\n", + "877000 how do i reset unity __eou__ its not seeing my applications ...\n", + "878000 On older versions of Linux, you had the text-based GRUB menu...\n", + "879000 it's not always easy to know whether or not you're installli...\n", + "880000 Hello, how is everyone? I had a quick question troubleshooti...\n", + "881000 Hey, quick problem. Can't get cmus to work, __eou__ doesn't ...\n", + "882000 if you press Ctrl-Alt-F1? __eou__ __eot__ yes no terminal _...\n", + "883000 The user history should do that, it will be located in /home...\n", + "884000 If I can PXE boot my Remote server as it hosts up a VNC serv...\n", + "885000 if the SATA cable fell (melted) off of a harddrive while it ...\n", + "886000 chroot jail? only time you change root is if you more a whol...\n", + "887000 Is there a good tutorial on how to set up a secure server? I...\n", + "888000 yes __eou__ __eot__ with acceleration, unity and stuff? __eo...\n", + "889000 !eol | bigterd __eou__ S/upgrade/change __eou__ __eot__ actu...\n", + "890000 What's the best way to use ubuntu without changing the boot ...\n", + "891000 is there a way to change the ALT button to something else (l...\n", + "892000 in case anyone answered my question while i was timing out, ...\n", + "893000 this system does not support openGL @@@@@@@@@@@@@@@ ...\n", + "894000 how to exite from telnet? __eou__ __eot__ try ctrl+d __eou__...\n", + "895000 has anyone helped you yet? __eou__ __eot__ no :( now I've go...\n", + "896000 hi, how can I encrypt a file or a directory ? __eou__ __eot...\n", + "897000 So I have a question. I am currently SSH'ing into a machine,...\n", + "898000 Will a new user notice much of a difference between the KDE ...\n", + "899000 hello everyone. I concluded there was no Mono package in Ubu...\n", + "900000 what do u code in? __eou__ __eot__ C++ __eou__ __eot__ ah k....\n", + "901000 In terms of stability, I would say it is up there with other...\n", + "902000 hi :) __eou__ I am new user of Ubuntu and I trying get Totem...\n", + "903000 holy crikey __eou__ xcompmgr makes xorg run sloooow hehe __e...\n", + "904000 Famous last words... __eou__ \"Ubuntu is the best distro I've...\n", + "905000 I've installed another window manager (blackbox), made a fil...\n", + "906000 grrr. grub error 18 __eou__ max cyl exceeds the max supporte...\n", + "907000 how do i change the file permissions for a folder so that an...\n", + "908000 Help! My machine is running an ATI Radeon All-in-wonder, an...\n", + "909000 can anyone here tell me what versions of alsa-base and libas...\n", + "910000 sheesh __eou__ how hard is it to find a silly background __e...\n", + "911000 Hi all, I am trying to configure a kernel and I am getting t...\n", + "912000 lo all __eou__ anyone knows why ubuntu started ignoring my p...\n", + "913000 Does anyone here use Hoary and AMD64 with Nvidia X drivers a...\n", + "914000 Hello people __eou__ Is windows listed as a boot option? __e...\n", + "915000 hoary is about stable enough for a release? __eou__ why am I...\n", + "916000 and grogoreo and gratuit: DUDE __eou__ and grogoreo and grat...\n", + "917000 lol nice beggining for that sentence __eou__ In fact it'd ma...\n", + "918000 Will package updates for hoary go into hoary-updates and hoa...\n", + "919000 hi all. sorry, asked this question last night but fell aslee...\n", + "920000 I did a clean install of Hoary 5.04 the day it was released ...\n", + "921000 which reason are there that sudo iwlist wlan0 scan return No...\n", + "922000 hello .... is there an Ubuntu package for egroupware ? __eou...\n", + "923000 Im having deep problems guys =/ I changed my user and root p...\n", + "924000 is there any on the mplayer site? __eou__ __eot__ there is b...\n", + "925000 Yes, but that's problematic. The only other CD writer in the...\n", + "926000 hi, is it ok to ask n00b questions here? __eou__ i just wack...\n", + "927000 How do you uninstall a program you installed from binary .sh...\n", + "928000 so, my system hangs during startup at the \"Loading ...\" prom...\n", + "929000 I need help with uninstalling GRUB and/or Ubuntu so windows ...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "930000 thank you __eou__ __eot__ I'd kill my computer within a day....\n", + "931000 well __eou__ i just did gbic __eou__ you don't listen __eou_...\n", + "932000 i have installed ubuntu 5.04 (hoary hedgehog) on my Apple iB...\n", + "933000 has anyone had the 99% cpu issue? where your cpu is suddenly...\n", + "934000 hello __eou__ hi, i was wondering if there is a complete new...\n", + "935000 is there a way to turn on automount ? __eou__ I mean eject s...\n", + "936000 !2**32 -1 __eou__ that __eou__ halfbaked 32bit poo __eou__ c...\n", + "937000 googling for Thunderbird /var/mail gives some possibly usefu...\n", + "938000 hey, folks, I have the most BIZARRRRRE problem you've ever s...\n", + "939000 nvidia-glx isn't going to do much good without the kernel dr...\n", + "940000 meep: Preferences, Audio... then click the Advanced Options ...\n", + "941000 what are some fun applications to keep my bored ass entertai...\n", + "942000 so what's the difference between \"Erease entire disk\" and \"E...\n", + "943000 My sound isn't working anymore. I installed a few updates ye...\n", + "944000 is there a guide to using a custom kernel in ubuntu ? how wo...\n", + "945000 how does ubuntu handle proprietary thing like codecs and dri...\n", + "946000 I'm having trouble with a dual monitor setup and xinerama......\n", + "947000 symlink it and see what breaks :p __eou__ heh don't do what ...\n", + "948000 i can not figure out how to install real player __eou__ it w...\n", + "949000 what are you talking about? reinstallation doesnt fix gpgerr...\n", + "950000 no, w32codecs aren't in multiverse or universe __eou__ __eot...\n", + "951000 I have alsa with oss support installed, but it seems that th...\n", + "952000 Hello there. Is it possible to install ATI fglrx drivers as ...\n", + "953000 hi. when will ubuntu have x86_64 support? __eou__ im new to ...\n", + "954000 Hi, I re-intalled my Ububuntu system on hda9 for upgrade to ...\n", + "955000 hi all, anyone here used automatix __eou__ ? __eou__ i wanna...\n", + "956000 can anyone recommend a good wireless connection manager __eo...\n", + "957000 Can anyone tell me why when I click a link sometimes in Mozi...\n", + "958000 :P __eou__ !tell chris__ about repositories __eou__ __eot__ ...\n", + "959000 but aparently a pretty old one... __eou__ it was created yes...\n", + "960000 Does anyone know how to change the default display manager f...\n", + "961000 I know my firestarter shows up on services since I started i...\n", + "962000 I have a user 'ftp' in which I login to my ftp....how can I ...\n", + "963000 Everytime I bang on my desktop table my computer restarts! _...\n", + "964000 by mistake I put my top menu bar to the bean, how do I take ...\n", + "965000 if one doesn't need Firefox downloadwindow... :P __eou__ whe...\n", + "966000 How come Fluxbox's running very bad on my Ubuntu Laptop :( ?...\n", + "967000 ok how do i turn off automounting in ubuntu ? what do i edit...\n", + "968000 can somone help me, i have a folder with install-sh and conf...\n", + "969000 how big is the xubuntu-desktop package? __eou__ __eot__ not ...\n", + "970000 hello all __eou__ i just installed ubuntu... and it never as...\n", + "971000 are there any graphics promreams for gnome good for a quick ...\n", + "972000 how do I run programs that I'm not able to run by just enter...\n", + "973000 hi! could someone tell me how to get started with postfix? I...\n", + "974000 Hello. __eou__ I am new to linux. Can any one help with a to...\n", + "975000 yes nero __eou__ I burned it with Nero __eou__ a data disk _...\n", + "976000 witch program lloks like winamp , or does what winamp used t...\n", + "977000 the root pass isn't lock __eou__ __eot__ ? __eou__ __eot__ \n", + "...\n", + "978000 I think \"dpkg --list\" gives all installed packages, and ther...\n", + "979000 anybody tried the new ati drivers? 8.23.7? much improvement ...\n", + "980000 ok this is frustrating. __eou__ trying to find a good media ...\n", + "981000 hahaha nice. Photoshop 7 CAN be installed using wine. __eou_...\n", + "982000 just sitting here doing nothing.. slowly watching Firefox ea...\n", + "983000 !What do i type in terminal to move files from one computer ...\n", + "984000 i am installing a Perl web application called Twiki, where s...\n", + "985000 ... upgrade through synaptic/apt-get as well? __eou__ upgrad...\n", + "986000 hi __eou__ I am trying to figure out how to convince either ...\n", + "987000 hi. I'm on Breezy 5.10, and I was wondering how I can instal...\n", + "988000 hello, i need some help regarding screen resolution in ubunt...\n", + "989000 I have most of the gstreamer plug-ins installed including gs...\n", + "990000 my ubuntu has a strange behaviour: all my mc (midnight comma...\n", + "991000 How do I chmod? __eou__ __eot__ carefully __eou__ __eot__ =...\n", + "992000 hi... I have a problem... I exited game and my resolution st...\n", + "993000 okay im back in X, now how can I reconfigure my nvidia? __eo...\n", + "994000 Anyone with experience of gdesklets? I would like to change ...\n", + "995000 boy is frostwire buggy for me __eou__ __eot__ Isnt it slow? ...\n", + "996000 How do I get a higher resolution in text-consoles __eou__ __...\n", + "997000 I've been trying the past hour or two and I can't mount //La...\n", + "998000 does anyone know where i can get info about remote x11 login...\n", + "999000 i'm looking for 3Com 3CXFE575BT Lan linux driver __eou__ __e...\n", + "1000000 any networking help available? __eou__ __eot__ what kind of ...\n", + "1001000 I think I just totally hosed the windows partition on my pc ...\n", + "1002000 has anyone got SATA or SCSI hard drives/optical drives? __eo...\n", + "1003000 us poor poor linux users lol __eou__ ;) __eou__ __eot__ cons...\n", + "1004000 I don't know if this is the right room to ask this sort of q...\n", + "1005000 hi, I am trying to use iptables to forward port 3389 to 192...\n", + "1006000 I press \"Finish partitioning and write changes to disk\" and ...\n", + "1007000 I think its an issue with jack audio stuff. __eou__ __eot__ ...\n", + "1008000 sudo dpkg-reconfigure locales? __eou__ __eot__ I said, I try...\n", + "1009000 can soemone help me with installing Openoffice.org, I am get...\n", + "1010000 can some one tell me where I can get some `bind` help?! __eo...\n", + "1011000 yes, they are updated __eou__ it has been 4 days, and my .co...\n", + "1012000 majority of stuff runs within the linux32 wrapper __eou__ I'...\n", + "1013000 please __eou__ I cannot get my floppy drive to be read. __eo...\n", + "1014000 !msg the bot __eou__ __eot__ libghf.a is part of the source ...\n", + "1015000 heya folks __eou__ how 'usable' is the edgy eft? __eou__ __e...\n", + "1016000 has anyone experienced apt-get hang after fetching? __eou__ ...\n", + "1017000 Well, logging in as root is a bad idea in the first place __...\n", + "1018000 I'll want to take a look at /etc/X11/xorg.conf, the Monitor ...\n", + "1019000 can u do the same with desktop cd ? __eou__ __eot__ Nope. __...\n", + "1020000 hey guys, is your firefox able to open this page : http://en...\n", + "1021000 only dvds seem to work __eou__ __eot__ does it tell u the er...\n", + "1022000 !upgrade > D13GU, __eou__ __eot__ apt-get --dist-upgrade? _...\n", + "1023000 does anyone know of a way to have a PDF printer in Ubuntu? _...\n", + "1024000 wtf? __eou__ __eot__ sun java is opensourced __eou__ __eot__...\n", + "1025000 Question: why all drop down menu's are behind flash when vie...\n", + "1026000 I just wanted to say that i have been running windows on top...\n", + "1027000 sftp __eou__ __eot__ what is the ssh copy command again ? __...\n", + "1028000 hi, it's about the 'sed' command, basically I need an extens...\n", + "1029000 *** Does anyone know if it is possible to simply Run a game ...\n", + "1030000 Is beryl a window manager or a desktop environment? Will fe...\n", + "1031000 sladen, what is a .bin file? what is a .cue file - *nix doe...\n", + "1032000 whats the best way to go about completely wiping out my comp...\n", + "1033000 Hey all. I have a window's program I need to get working on ...\n", + "1034000 Is it possible to do a reinstall of ubuntu and this time en...\n", + "1035000 Hello, can someone please tell me of a way I can play DVD's ...\n", + "1036000 I have this strange problem. I just finish moving my old fil...\n", + "1037000 i think thats the same thing. __eou__ __eot__ What is the sa...\n", + "1038000 how do I resize my ubuntu/linux partition with gparted? It's...\n", + "1039000 ... __eou__ __eot__ pureftp with pureadmin, ought to work fo...\n", + "1040000 anyone have any suggestions on my raid issue? __eou__ __eot_...\n", + "1041000 this is how is looks: kernel /casper/vmlinuz boot=casper p...\n", + "1042000 what programs check hard drives at the startup??? __eou__ __...\n", + "1043000 dopewars is a big timesink for me __eou__ so is frozen bubbl...\n", + "1044000 what would cause my mic to work fine outside of teamspeak an...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1045000 its not appearing in the packages list __eou__ as a beginner...\n", + "1046000 NTFS is better than FAT32, but its Linux write support is st...\n", + "1047000 Hmm. __eou__ Where is xorg.conf? __eou__ __eot__ whereis xor...\n", + "1048000 crdlb--im actually trying to find out where this \"world of w...\n", + "1049000 Why does /etc/init.d/apache2 fail to start apache2 AND print...\n", + "1050000 Jesus >.< How many things was that command? __eou__ __eot__ ...\n", + "1051000 i dont mind the grub menu but i was just seeing if i could d...\n", + "1052000 hello. do you guys know of a way to set a proxy only for a s...\n", + "1053000 wheeeee!!! __eou__ __eot__ In my expereince, people have ver...\n", + "1054000 My friend has an Ubuntu Server, and he would like to configu...\n", + "1055000 evening all.... __eou__ Let me preface my question: yes, I'v...\n", + "1056000 which project that allows windows programs to be run in linu...\n", + "1057000 arac7000 I mean from banshee __eou__ I have the files in tha...\n", + "1058000 having trouble connecting to anything but PORT 3389, changed...\n", + "1059000 Is the text based installer for ubuntu available on the stan...\n", + "1060000 I'm using Ubuntu Server, and randomly the server will power ...\n", + "1061000 did you get your answer about avahi-daemon? did you check ...\n", + "1062000 I can't get any sound to work in flash 9 plugin in edgy. Can...\n", + "1063000 what __eou__ can u tell me IRC channel where i can ask this ...\n", + "1064000 Can anyone please assist me with setting up SoundBlaster Aud...\n", + "1065000 any one help on running/installing a jar file? __eou__ Andre...\n", + "1066000 hammedhaaret__: __eou__ (oops, didn't mean to hit enter) __e...\n", + "1067000 in case you missed it __eou__ __eot__ I did miss it, I'm lag...\n", + "1068000 use the ubuntu guide to install it (google the guide) __eou_...\n", + "1069000 Hello, is there any application converting .mp4 files to .3g...\n", + "1070000 Hi, anyone here who have tried the simulator flight gear? __...\n", + "1071000 is there a function in some irc client, wer you get to set a...\n", + "1072000 How do I decide how much space to partition for /usr, /var, ...\n", + "1073000 hi everyone. can i change my apt sources.lst to ubuntu and ...\n", + "1074000 Hi im driving crazy, I want to disable the tapping of my tou...\n", + "1075000 hey, how come i cannot install rpm files? with rpm installed...\n", + "1076000 hi....is there an audio recorder in ubuntu that can record l...\n", + "1077000 hey, i'm suddenly (the last few days) experiencing crashes w...\n", + "1078000 Hi everybody! Does anyone know how to get WPA2 working in 7....\n", + "1079000 you can also try mplayer or vlc __eou__ __eot__ tried both o...\n", + "1080000 hey i tried ubuntu live cd, and its fairly decent speed. can...\n", + "1081000 __eou__ oops __eou__ __eot__ Its scag here __eou__ __eot__ ...\n", + "1082000 if the answer could be given by \"factoids\" there could just ...\n", + "1083000 Anyone want to see my new desktop? __eou__ __eot__ show me _...\n", + "1084000 Do you have to type all this to make a box with a button in ...\n", + "1085000 I need help how to restart iptables __eou__ I centos this co...\n", + "1086000 Can I get the mouse wheel to change workspaces? __eou__ Can ...\n", + "1087000 I am running Ubuntu server edition - wher can I find my USB ...\n", + "1088000 can anyone tell me how can anyone tell me how I can make the...\n", + "1089000 has anyone else noticed that the splash screen progress bar ...\n", + "1090000 why shouldnt I use -j3 when compileing a kernel with debian/...\n", + "1091000 how i make a hard drive totally blank __eou__ __eot__ apt-ca...\n", + "1092000 \"nu tu ubuntu\" = i'm a n00b with Ubuntu __eou__ :) I'm n...\n", + "1093000 Hi I'm having problems compiling fwbuilder-2.1.14 . Getting ...\n", + "1094000 Is there a way to only have 1 instance of VLC like in window...\n", + "1095000 how to restart that nautilus?? __eou__ __eot__ you mostliky ...\n", + "1096000 !hardware __eou__ best look there RAdams __eou__ __eot__ tha...\n", + "1097000 Hi __eou__ Hmmmm I need hel please __eou__ I install ubuntu ...\n", + "1098000 o man this is annoying :| __eou__ i hav ea widescreen tv and...\n", + "1099000 for some reason I keep getting an error window popping up th...\n", + "1100000 hello, mrxvt doesn't have any accents, how to add them pleas...\n", + "1101000 hmm, i actually can't seem to find much info on update manag...\n", + "1102000 this may be a really stupid question but does anybody know i...\n", + "1103000 Hi, I've just upgraded to Gutsy, and when I load up gnome th...\n", + "1104000 is there a log I can watch while the ubuntu process tries to...\n", + "1105000 can`t make it booting into xp :( __eou__ i added chainloader...\n", + "1106000 how can I manually re-load the partition table so the system...\n", + "1107000 is it just me or have they been no updates for gutsy in a wh...\n", + "1108000 screen is very powerful stuff __eou__ __eot__ I think I migh...\n", + "1109000 ;) __eou__ anyone know about grub error 18? __eou__ __eot__ ...\n", + "1110000 is there a way for ubuntu to pass on the options passed duri...\n", + "1111000 Varka.. another thing im having a problem with is getting th...\n", + "1112000 Hey guys something is really bogging down my ubuntu system a...\n", + "1113000 hi __eou__ my Broadcom 43xx wireless drivers will not correc...\n", + "1114000 can anyone help me with this : whenever i play any videos, i...\n", + "1115000 anyone here understands assembly??? __eou__ anyone here unde...\n", + "1116000 I have a volume problem on a Toshiba lap top, anyone able to...\n", + "1117000 I have some major concrens about ubuntu __eou__ well just 2 ...\n", + "1118000 start your proxy __eou__ __eot__ the proxy is running. __eou...\n", + "1119000 I have a cron tab to >> stuff to a file however it ends up a...\n", + "1120000 am i here? __eou__ nice __eou__ how can I change the IP-addr...\n", + "1121000 How can I convert \".3gp\" (cell phone clips) files to other f...\n", + "1122000 hmm __eou__ Do you guys know why I cant see my userlist on x...\n", + "1123000 sexopter: It is due to a xorg update released earlier __eou_...\n", + "1124000 how do i get into the long wizzard to reconfigure my keymap ...\n", + "1125000 Does anybody know of a workaround or fix for the apparent bu...\n", + "1126000 Can we run Mac programs on ubunut? __eou__ __eot__ not that...\n", + "1127000 Is there a form of ubuntu I can put on my old Mac G3? __eou_...\n", + "1128000 hi there __eou__ i need some help __eou__ yes sure __eou__ 1...\n", + "1129000 Hi, i have connected usb cd drive to my laptop, in \"tail -f ...\n", + "1130000 hello all, could I get some help to reduce the memory usage ...\n", + "1131000 !installguide | qwerkus __eou__ this room is dead today __eo...\n", + "1132000 when i type $ locate on the shell it doesn't seem to search ...\n", + "1133000 hi all.....two worrisome things. Sometimes my computer woul...\n", + "1134000 I'm using 8.04, and I have a problem with, shares-admin, ser...\n", + "1135000 Is OO.o going to support docx soon? __eou__ !docx __eou__ __...\n", + "1136000 Krusader __eou__ how do you change the default ubuntu icon o...\n", + "1137000 i'm trying to run eclipse __eou__ which java package should ...\n", + "1138000 hey guys __eou__ is it possible to have multiple filesystems...\n", + "1139000 what if i install xubuntu-desktop from gnome session __eou__...\n", + "1140000 does linux only live because it can reap the rewards of the ...\n", + "1141000 anyway, tahts not my issue __eou__ can you help me get it so...\n", + "1142000 someone just hacked my linux website (not fully developed), ...\n", + "1143000 everything I am reading is pointing me to some kind of bios ...\n", + "1144000 i have a question you guys may be able to answer __eou__ why...\n", + "1145000 which one is the best codec to handle with avi video file? _...\n", + "1146000 there is firefox-2 on Hardy __eou__ __eot__ really. Where _...\n", + "1147000 Anyone have any experience getting a FireGL v3100 card worki...\n", + "1148000 can someone here please check if the new Ubuntu Hardy shippe...\n", + "1149000 how do i check and see what all drives are mounted from the ...\n", + "1150000 do you need compiz fusion to use avant-window-manager? __eou...\n", + "1151000 shadu: hmm. is it plugged in now? __eou__ __eot__ yeah i've ...\n", + "1152000 did you get an answer to your question? I've been trying to...\n", + "1153000 can anyone tell me why a fresh ubuntu image wont boot? __eou...\n", + "1154000 STUPID QUESTION: sorry - sorry i am running on compromised b...\n", + "1155000 phoenix: \"syntax on\" __eou__ phoenix (colon first) __eou__ _...\n", + "1156000 hello __eou__ can anyone help me? __eou__ I'm currently usin...\n", + "1157000 does anyone know why when I enable my NVIDIA driver after I ...\n", + "1158000 rampageoberon: yes well i looked online and it seems the on...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1159000 hello __eou__ is it possible to rsync files only a specific ...\n", + "1160000 hey ... when I mount my iPod the only user that can write to...\n", + "1161000 hi guys __eou__ __eot__ hey __eou__ __eot__ : you know any g...\n", + "1162000 im trying to emulate a server install using the desktop disc...\n", + "1163000 I have 512MB RAM, should I get Ubuntu-Desktop or Kubuntu? __...\n", + "1164000 Do you have to be in root/sudo to use #sh? __eou__ According...\n", + "1165000 i like opera... web browser - mail client - chat client - pl...\n", + "1166000 ok, my internet sucks xD! so, again: how can I enable Stealt...\n", + "1167000 hey i was wondering how ppl would respond rapidly wen we pos...\n", + "1168000 could be several reasons, but most likely is some package ne...\n", + "1169000 hey guys i would like to know how can i connect my pc to my ...\n", + "1170000 can anyone here help me with sudo in ubuntu? __eou__ how do ...\n", + "1171000 is there a google search applet that i could add to my deskt...\n", + "1172000 temporarily rename ~/.songbird , if there is such a file __e...\n", + "1173000 guys if i install virtualbox with window$ cand i play in it?...\n", + "1174000 i downloaded from http://cdimage.ubuntu.com/releases/hardy/r...\n", + "1175000 hello everyone __eou__ does anyone know of a good software t...\n", + "1176000 How can i use a different partition as my home folder? can i...\n", + "1177000 for example... I do wanna take a sceen shot and send you. Th...\n", + "1178000 installing gspca-source got logitec webcam going __eou__ __e...\n", + "1179000 trying to mount an ext2-formatted SD card (in a USB adapter)...\n", + "1180000 I'm having trouble with 'GRUB Error 21' in Ubuntu on startup...\n", + "1181000 hello, how do I go about telling my computer to auto turn of...\n", + "1182000 What package should I install if I want some basic C manpage...\n", + "1183000 how to uninstall wine software ?? __eou__ __eot__ how did yo...\n", + "1184000 !irssi __eou__ __eot__ this is a better channel for them to...\n", + "1185000 well how do I burn an image file (iso) to cdr __eou__ __eot_...\n", + "1186000 hey __eou__ i got a question r there any experienced linux h...\n", + "1187000 I'm in ubuntu live cd, when I run fdisk -l /dev/sda it says ...\n", + "1188000 no matter what I do the 8.10 installer will NOT detect my ha...\n", + "1189000 hey guys im trying to run ubuntu on vpc 7 but i can't get it...\n", + "1190000 how can i use 2.6.28 under intrepid? __eou__ how can i use 2...\n", + "1191000 how do i merge or resize partitions without losing data ? __...\n", + "1192000 hi quickone have you checked your restricted drivers? __eou_...\n", + "1193000 i miss mirf __eou__ *mirc __eou__ :( __eou__ im gonna use it...\n", + "1194000 I about to set up my server with LVM but wanted to know if I...\n", + "1195000 is there a place where you can have log files checked for mi...\n", + "1196000 I'm new to linux and have ubuntu 8.04 now, and having graphi...\n", + "1197000 hello, in which package I can find allegro.h ? __eou__ i can...\n", + "1198000 i think it has something to do with how you must own your di...\n", + "1199000 yes __eou__ sometimes i get errors, sometimes i don't. u can...\n", + "1200000 All of a sudden I'm having problems with Firefox. It seems w...\n", + "1201000 I have a quick newb question for anyone willing to answer: W...\n", + "1202000 My X server keeps crashing whenever I start conky. I'm usin...\n", + "1203000 hi. I had ati driver fglrx installed.. I removed disabled th...\n", + "1204000 Anyone know how to test if your graphics card is properly in...\n", + "1205000 Hi everyone. I have some problems with wireless on asus-eee ...\n", + "1206000 ok i have a problem it lets me ftp to my site in firefox but...\n", + "1207000 sata or IDE HD? __eou__ your HD device is /dev/sdb ? __eo...\n", + "1208000 what the heck. i removed ubuntu-desktop, restarted and it wa...\n", + "1209000 Does anyone know how to get Broadcom B43 working? It was wor...\n", + "1210000 there is a root account.. if you sudo su - you will be root....\n", + "1211000 audio CDs don't mount __eou__ __eot__ Well, that might expla...\n", + "1212000 every Internet connected OS needs an enabled firewall simple...\n", + "1213000 how long does kernel compilation usually take? __eou__ __eot...\n", + "1214000 where does aptitude download the .deb packages to? __eou__ _...\n", + "1215000 hi, another problem, I have a php file in /var/www that writ...\n", + "1216000 Have you tried running an fsck / re-installing firefox / dow...\n", + "1217000 how do I rescue a broken usb flash drive that is recognized ...\n", + "1218000 hi, i had a litle problems when installing the virtualbox an...\n", + "1219000 my firefox seams very slow to open up windows, can I reinsta...\n", + "1220000 I have 8.10 - Should I downgrade? __eou__ __eot__ what probl...\n", + "1221000 any good DVD burning programs out there? A friend of mine us...\n", + "1222000 My sound suddenly stopped working. I can't hear anything. I ...\n", + "1223000 could you please recommend me a good mp3 cutter program for ...\n", + "1224000 is there any way to change settings of the new notification ...\n", + "1225000 hi, I have Ati mobility X1300 and Ubuntu 9.04. I'm running o...\n", + "1226000 how do i make my own debs to replace system ones? (like svn ...\n", + "1227000 Hi. I've just installed Ubuntu 9.04 however the username and...\n", + "1228000 Damn, my CAPS LOCK is locked. Any idea how to get rid of it?...\n", + "1229000 Hello, using kubuntu, I want to connect to the wireless netw...\n", + "1230000 all yo want to do is backup files, correct? __eou__ __eot__ ...\n", + "1231000 anyone know how to import a key with Seahorse and have that ...\n", + "1232000 this channel is not for hacking/cracking tools help, please...\n", + "1233000 where is the correct place to drop a script called by cronjo...\n", + "1234000 hello __eou__ please help me my mouse is frozen __eou__ __eo...\n", + "1235000 where can i get those little aluminum stickers that say \"Pow...\n", + "1236000 I have a quick scripting question. __eou__ __eot__ bash scri...\n", + "1237000 Good morning __eou__ how can I set my irc status to \"away\"? ...\n", + "1238000 !xfce ? ubuntunom __eou__ !xfce | ubuntunom __eou__ !xfce __...\n", + "1239000 help anyone? __eou__ __eot__ have you tried running in Gnome...\n", + "1240000 how slow? Mine takes about 1 minute... __eou__ __eot__ yes :...\n", + "1241000 what command are you using? __eou__ I mean for gedit __eou__...\n", + "1242000 How can I check my IP address on my interface and how can I ...\n", + "1243000 schmiedc: __eou__ help me __eou__ https://lists.ubuntu.com/a...\n", + "1244000 hi all.. I have a small problem, I need to know how to find ...\n", + "1245000 Is it possible to run folding@home on a server __eou__ __eot...\n", + "1246000 hey.... ok downloading 9.04, can i put it to memory stick? d...\n", + "1247000 tumie: sure __eou__ __eot__ ok, __eou__ __eot__ tumie: it's ...\n", + "1248000 My guess is that virtualbox provides an uninstaller with tha...\n", + "1249000 what do you mean by rolling release? __eou__ __eot__ things ...\n", + "1250000 hey ... __eou__ i am still trying to compile my kernel __eou...\n", + "1251000 Question, I keep setting up dual monitors, using my nvidia d...\n", + "1252000 I'm planning to strream music to some other computer connect...\n", + "1253000 try cd media/ and see if its listed __eou__ __eot__ What do ...\n", + "1254000 So I just fired ubuntu for the first time. I am currently ru...\n", + "1255000 there should be a channel called ubuntu-learning where the b...\n", + "1256000 why not run mac? __eou__ __eot__ i dont follow. __eou__ __eo...\n", + "1257000 hey, anyone here? __eou__ and knows something about DOSBox? ...\n", + "1258000 /quit 'insert message that everyone ignores here' __eou__ _...\n", + "1259000 video: http://www.youtube.com/watch?v=b_y5iO5sQ0Q&feature=Pl...\n", + "1260000 help! how do i turn off the stupid system 'beep' in gnome? _...\n", + "1261000 does ubuntu 9.04 come with different window managers __eou__...\n", + "1262000 How do I upgrade my kernel using Synaptic? __eou__ __eot__ w...\n", + "1263000 When trying to upgrade to koala my computer crashed and now ...\n", + "1264000 where can I find documentation on 9.10 gdm setup? __eou__ __...\n", + "1265000 use xrandr __eou__ __eot__ thanks, i will look into this xD ...\n", + "1266000 hi i want to install karmic using a usb stick but i couldn't...\n", + "1267000 anybody have problems with flash on 9.10 on 64 bits? __eou__...\n", + "1268000 how i know if my sound card is working,?.because i don't hav...\n", + "1269000 hi.. I downloadead the xampp-linux-1.7.2.tar.gz.. How can i ...\n", + "1270000 hi everybody __eou__ I installed VirtualBoxs none OSE, from ...\n", + "1271000 Hmmm. where is the Firefox java plugin? __eou__ Deluge is qu...\n", + "1272000 I'm trying to debug a suspend/wireless problem on a eee __eo...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1273000 Is there any way to change wubi into an actual install and g...\n", + "1274000 Suppose i have speakers only attached to my ubuntu box, how ...\n", + "1275000 can anybody tell me the light doc2pdf convertor?? __eou__ __...\n", + "1276000 Hi all! Is there a linux tool for viewing windows event log...\n", + "1277000 Um, really? __eou__ __eot__ yea? __eou__ __eot__ Why? __eou_...\n", + "1278000 rivrbird: ok mouse is working....can you now help me get onl...\n", + "1279000 Hi all! I just want to ask u something: Can I install a mult...\n", + "1280000 same goes for canada... but if you get an isp that allows ml...\n", + "1281000 Is there any command to delete or remove a keyboard layout i...\n", + "1282000 you realise this is #ubuntu? __eou__ __eot__ because problem...\n", + "1283000 hi I am trying to use the \"sudo do-release-upgrade\" on my ha...\n", + "1284000 What cli command will give me my ip address and DNS servers ...\n", + "1285000 yes does work __eou__ __eot__ is it an integrated BT/wlan ca...\n", + "1286000 hi __eou__ what application can i use for ubuntu to write IS...\n", + "1287000 Why are the GUI and alternate install CDs on separate images...\n", + "1288000 thanks darolu :) __eou__ __eot__ uhhh .... why are you downl...\n", + "1289000 my desktop appears as if frozen, but I can still access it r...\n", + "1290000 cjohnston: nice note on lp/ubuntu/answers/103031 - I had to ...\n", + "1291000 is there a game repository i can add ? __eou__ __eot__ no __...\n", + "1292000 So erm, anyone for the iCatch webcam thingy? __eou__ !webcam...\n", + "1293000 Anyone have any idea what this might mean \"X Error of failed...\n", + "1294000 can anyone help me out with getting my wifi connected on my ...\n", + "1295000 how can I mount a symbian phone if it's showing up in lsusb ...\n", + "1296000 I'd like to find the least power consuming screen saver. How...\n", + "1297000 Hello, i try to boot ubuntu 9.1032 and 10.04 64bit , the fir...\n", + "1298000 any exports here able to help me install nvidia on lucid? G...\n", + "1299000 please could someone help me __eou__ i don't know what happe...\n", + "1300000 I see you've still got problems. Keep at it - you'll get the...\n", + "1301000 just got installed a computer with ubuntu 10.04 and want to...\n", + "1302000 hi can anyone help me....having problems with running a dhcp...\n", + "1303000 I've never heard of a BIOS based computer that allowed you t...\n", + "1304000 any randr-experts here? __eou__ __eot__ http://wiki.debian.o...\n", + "1305000 hi! is it possible to mout a specific folder from an externa...\n", + "1306000 Hello. I lost the password to my wireless network on my Wind...\n", + "1307000 hello everyone __eou__ got a problem in regards to my screen...\n", + "1308000 I've read the page on Ubuntu wiki page on environment variab...\n", + "1309000 hello, how to turn on terminal command line memory? so that ...\n", + "1310000 Hello , would anyone have any clue on how to get my mini SD ...\n", + "1311000 hello all __eou__ how can i install grub to the parition boo...\n", + "1312000 Getting 4.0mb/s consistent on 100mbps lan with nfs server on...\n", + "1313000 hi guys.... how to install to flash drive? __eou__ i need to...\n", + "1314000 http://paste.ubuntu.com/455896/ can someone help ? __eou__ _...\n", + "1315000 Help Help Help! I can't start my x server! the driver isn't ...\n", + "1316000 its not a checkmark its a radio box. and do not confuse the ...\n", + "1317000 you want to listen to shoutcast streams? __eou__ __eot__ sur...\n", + "1318000 Whcih package has phpize ? __eou__ Tanks! __eou__ __eot__ c...\n", + "1319000 umm, the irc server has session limits 2 conns only. __eou__...\n", + "1320000 What uses would a normal user have for making directories ow...\n", + "1321000 i created a preseed file, how can i load this file from a we...\n", + "1322000 Hello everyone - I have a question about defragmenting my ha...\n", + "1323000 Is there a way to reinstall Ubuntu/Kubuntu without losing pr...\n", + "1324000 try inserting it and running sudo fdisk -l. __eou__ __eot__...\n", + "1325000 In terminal, 'sensors' works fine, but I can't get any temps...\n", + "1326000 ok, so there is no fix for slow internet speeds when using t...\n", + "1327000 you can put /boot on a usb flash drive __eou__ __eot__ how d...\n", + "1328000 it didn't include foul language etc. __eou__ __eot__ sudo ap...\n", + "1329000 how can i stream my line in input on my wlan? __eou__ __eot_...\n", + "1330000 does anyone know if it's possible to subscribe and download ...\n", + "1331000 hey, can i have a host ? __eou__ __eot__ what do you mean __...\n", + "1332000 n00b question but if I clone my ubuntu drive and burn onto a...\n", + "1333000 what app would be recommended to backup a whole hard drive? ...\n", + "1334000 someone does know about internet connection issue with ubunt...\n", + "1335000 friends, plz help me. i'm having a problem with booting ubu...\n", + "1336000 Need help with my usb flash cannot drag and drop files to it...\n", + "1337000 does anyone know much about network devices? I'm having some...\n", + "1338000 Hello, I'm trying to get wbar to work, but typing wbar on th...\n", + "1339000 anyone using 10.10? how to customize sound ? there is no opt...\n", + "1340000 I have a file which contains all my passwords and usernames....\n", + "1341000 or hibernate __eou__ __eot__ my pc hibernates just fine.. as...\n", + "1342000 i can salute if you like.. o\\ ? __eou__ lol __eou__ __eot__...\n", + "1343000 Check sys>admin>software sources>updates tab>releases __eou_...\n", + "1344000 why to watch bluray on monitor __eou__ __eot__ i have 37\" fu...\n", + "1345000 anyone know how to edit the alsa-base.conf file? __eou__ __e...\n", + "1346000 Does anyone know if Midi files over 10 tracks will play in U...\n", + "1347000 IDM for ubuntu 10.04? __eou__ i want a download manager for ...\n", + "1348000 I do not want the username@machine_name to appear in the ter...\n", + "1349000 is it possbile to make new partion from the unused space of ...\n", + "1350000 Is there a way to autohide the top and bottom menu thingymab...\n", + "1351000 hi, when I type startx, then gnome doesn't start __eou__ but...\n", + "1352000 hello, I have a problem with alsa on my desktop pc, It runs ...\n", + "1353000 i setup the nvidia drivers __eou__ i setup the nvidia driver...\n", + "1354000 Stairminn: Thanks though! I'll give Freenode a shot. __eou__...\n", + "1355000 how to install java to chrome i installed it already but its...\n", + "1356000 does anyone have a better answer to makmanalp's question? __...\n", + "1357000 Hello! Is there a way to tell apt-get/aptitude to reinstall ...\n", + "1358000 FLASH PLUGIN still WON'T WORK!!!!!!!! __eou__ firefox 4.0 ca...\n", + "1359000 servers use linux commonly yeah __eou__ because of its secur...\n", + "1360000 can someone help me? __eou__ __eot__ ask and see __eou__ __e...\n", + "1361000 hello I am on an ubuntu 8.04 laptop and I have full connecti...\n", + "1362000 is there a greenshot linux alternative, I need a simple scre...\n", + "1363000 Tried update to 1104. System crash at about 99%. I have run ...\n", + "1364000 anyone run mac os udner vmware/virtualbox on ubuntu? __eou__...\n", + "1365000 Hi, i'm on a clean install of Ubuntu 11.04, installed the Nv...\n", + "1366000 Anyone has had their menus disappear on them? I just reboote...\n", + "1367000 Howdy all! How do I make Unity launcher icons launch with op...\n", + "1368000 I want to recompile ther kernel but I want the default .conf...\n", + "1369000 this is a result of this pam update > bug 790538 __eou__ __e...\n", + "1370000 I am trying to install Flash 10, and have installed Flashplu...\n", + "1371000 messed up my sudoers file, now i can get into root to modify...\n", + "1372000 Xnest or some vnc trickery might do it. but all are hacks, a...\n", + "1373000 So I have an issue with an Ubuntu 10.10 laptop. When it is b...\n", + "1374000 .. do you have a minute or 2 when done ? __eou__ __eot__ wh...\n", + "1375000 can anyone help with an swftools install? __eou__ i've tried...\n", + "1376000 what's the command to format a usb stick? __eou__ ?mformat _...\n", + "1377000 Hi I need a new OS for my VPS the old one is like Fedora Cor...\n", + "1378000 Can anyone explain how to mute the volume (Maverick 10.10)? ...\n", + "1379000 oh rww, I'm installing via wubi so I don't know which to use...\n", + "1380000 ok, rebooted. applet is still running at 1 hour or so now __...\n", + "1381000 https://help.ubuntu.com/community/WifiDocs/WirelessAccessPoi...\n", + "1382000 does anyone know a good way to make 'ls -la |less' show colo...\n", + "1383000 to follow up on the nox instructions, they didn't work for m...\n", + "1384000 So you can ping gateway and DNS server but not google.com, c...\n", + "1385000 hi __eou__ vpn connection from ubuntu? __eou__ __eot__ Possi...\n", + "1386000 do you have the latest ubuntu? I had similar issues with ubu...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1387000 reisio rechecked bios, it says wlan is activated. __eou__ wh...\n", + "1388000 Can anyone answer a virtualbox question? __eou__ If I add a ...\n", + "1389000 has anyone tryed Gnome3 __eou__ __eot__ I'm using it right ...\n", + "1390000 try sudo umount /dev/cdrom0 & eject __eou__ __eot__ eject wo...\n", + "1391000 so anyone noticed their soundcard hogging their batteries? :...\n", + "1392000 In Ubuntu 10.04, I am using the Chromium browser. The backsp...\n", + "1393000 do i have to reinstall? __eou__ oh ok __eou__ and it will re...\n", + "1394000 thanks deej1976 __eou__ __eot__ No problem __eou__ __eot__ g...\n", + "1395000 hi __eou__ hi nins __eou__ i dunno __eou__ im new here __eou...\n", + "1396000 I am trying out a new desktop environment called awsomewm. N...\n", + "1397000 Hello. Is it possible to make Ubuntu 11.10 look like 11.04?...\n", + "1398000 all of the posts i find about unity are either \"It's horribl...\n", + "1399000 :D __eou__ __eot__ I really don't recommend adding a repo fr...\n", + "1400000 ubuntu 11.10 has an option in User Account to allow my user ...\n", + "1401000 hello, what software do you recommend to wipe a hdd clean be...\n", + "1402000 cool.. then the packare arand mentioned will work for FF, or...\n", + "1403000 1 question - I install 11.10 on my dell hybrid studio, graph...\n", + "1404000 is there anyone that can help me with a live boot? __eou__ I...\n", + "1405000 That sould at least pick up windows, then you can work on ge...\n", + "1406000 hey so __eou__ uhm __eou__ I use Banshee Media Player __eou_...\n", + "1407000 Morning, all! __eou__ apt-get dist-upgrade reckons it'll tak...\n", + "1408000 then you remove it.. __eou__ all the cleaning disks ive ver ...\n", + "1409000 A samba server on Ubuntu, with a share having guest ok enabl...\n", + "1410000 yeah, laptop-detect is noisy, it's been doing that for a whi...\n", + "1411000 mmmm Python __eou__ I need a good Python book __eou__ __eot...\n", + "1412000 I'm working with the live cd and can't get printing to work ...\n", + "1413000 i have a pentium 266 MMX with 64 MB ram, and if i am not wro...\n", + "1414000 what is the actual problem __eou__ it's because you need Scr...\n", + "1415000 hi all anyone have problems loading X with nvidia driver? __...\n", + "1416000 help help >_< __eou__ my resolution is a nice 640x320 __eou_...\n", + "1417000 my network doesn't work with ubuntu 4.10. what to do ? __eou...\n", + "1418000 help __eou__ i need to know how to STOP the X.org server __e...\n", + "1419000 apologies, but work calls again. __eou__ fglrx in hoary work...\n", + "1420000 evolution does not filter spam..., which packages else do I ...\n", + "1421000 has anyone got a link on how to get mplayer working in warty...\n", + "1422000 anyone know if there is a way to make just gnome-terminal no...\n", + "1423000 are you running Hoary? __eou__ __eot__ yes, latest __eou__ _...\n", + "1424000 who are the three people on the new login screen? __eou__ __...\n", + "1425000 (WW) NVIDIA(0): MetaMode \"1600x1200,1600x1200\" __eou__ ...\n", + "1426000 but youy probably lose some in the process __eou__ so if you...\n", + "1427000 bah, xmms doesn't respond to the next/prev/pause keyboard sh...\n", + "1428000 AAAAH! __eou__ On an unrelated note, I'm looking for the bes...\n", + "1429000 but how would you do a sort then...it does have to do exact ...\n", + "1430000 acpi suspend to ram stopped working for me after installing ...\n", + "1431000 how come when i do a modprobe -r to a module, it`s loaded ne...\n", + "1432000 hi, what software comes with ubuntu for palm pilots? __eou__...\n", + "1433000 I lovers breezy __eou__ because, the packages in breezy are ...\n", + "1434000 Hello __eou__ I have a problem installing Ubuntu 5.04 on my ...\n", + "1435000 Hello everyone __eou__ I'm surprised to find so many here __...\n", + "1436000 have you installed hoary clean or upgraded from warty? __eou...\n", + "1437000 Im trying to make and install the latest stable kenrel from ...\n", + "1438000 And of course there's always good old [RESET] ;-) __eou__ _...\n", + "1439000 xp sucks __eou__ __eot__ not if you're blind, or paralyzed, ...\n", + "1440000 gro:I used to get error messages, but now not anymore , fire...\n", + "1441000 Hi, I am having some problems making my monitor use 80Hz fre...\n", + "1442000 i know about winmac_fstab, that add my windows and mac parti...\n", + "1443000 What repository do I have to have installed to get nvu via a...\n", + "1444000 did you get it? __eou__ __eot__ yes. maybe there is somethin...\n", + "1445000 Any good platform games avaliable to download with Synaptic?...\n", + "1446000 what's the advantage with gstreamer over xine? __eou__ __eot...\n", + "1447000 anyone know how to rename USB thumbdrives? __eou__ QUESTION:...\n", + "1448000 well so everything went pretty well except I lost two functi...\n", + "1449000 an error moshisushi __eou__ __eot__ what? __eou__ what error...\n", + "1450000 if I type in ifconfig > ifstatus.txt does this spit the resu...\n", + "1451000 I have a USB datacable and i've configured my Win XP machine...\n", + "1452000 yea, - would input data from stdin or something, but general...\n", + "1453000 hello all. I am having an issue with the calendar associate...\n", + "1454000 No candidate version found for j2re1.4 __eou__ The following...\n", + "1455000 how can I get my usb mp3 player to automount again? it worke...\n", + "1456000 Whats the best HTML Editor for Ubuntu ?? __eou__ __eot__ blu...\n", + "1457000 i am trying 2 run gnome in kubuntu __eou__ i have just insta...\n", + "1458000 hi friends.. how are you __eou__ hey can anyone tell me if i...\n", + "1459000 how do I reinstall grub after windows install? __eou__ I don...\n", + "1460000 Though I am spoiled by gnome __eou__ minum requirements for ...\n", + "1461000 I just downloaded Ubuntu 5.04... but maybe that was a mistak...\n", + "1462000 what is the Ubuntu equivalent to inetd restart? __eou__ __eo...\n", + "1463000 what is the firefox-bin? __eou__ __eot__ it's the name of th...\n", + "1464000 hi MacSlow just the person i wanted to speak to __eou__ __e...\n", + "1465000 Question: If I wanted to plug in a USB mouse, is there any ...\n", + "1466000 : error fetching interface information: Device not found <--...\n", + "1467000 Iit it possible for me to recompile just one module for the ...\n", + "1468000 lol __eou__ hey, Im completely new to linux, just tried the ...\n", + "1469000 does anyone know how to install a realtek alc850 on ubuntu? ...\n", + "1470000 guys, can anyone please help me in a networking issue, i can...\n", + "1471000 anyone know how i can install wmcodecs __eou__ __eot__ you m...\n", + "1472000 Can someone please help me getting the official linux aimcli...\n", + "1473000 I have a question about linux, I know windows has problems w...\n", + "1474000 is there an easy way to find out? __eou__ i know __eou__ ok ...\n", + "1475000 why should apt-get remove kubunt-desktop remove all kde pack...\n", + "1476000 Hi All! __eou__ All the time that I enable dri + fglrx or dr...\n", + "1477000 I dont know that I would always call that a problem =P __eou...\n", + "1478000 you run the livecd from the cd __eou__ your hdd file system ...\n", + "1479000 Hmm, system seems to be working fine after dist-upgrade __eo...\n", + "1480000 hi how do i switch on code highlighting in vim __eou__ __eot...\n", + "1481000 After upgrading to Dapper, I cannot connect to a windows sha...\n", + "1482000 how can I unpack with unrar? __eou__ __eot__ unrar x __eou__...\n", + "1483000 Hi all, gnome has broken down completely- I can login but th...\n", + "1484000 hi all __eou__ quick question: i connect to the internet thr...\n", + "1485000 hey, anyone know any good terrain generators for ubuntu? __e...\n", + "1486000 so is anyone able to help me get my screen resolution higher...\n", + "1487000 Hi, my connection worked properly when I started Ubuntu 6.06...\n", + "1488000 I want to install the amd64 kernel on a 32bit install so I c...\n", + "1489000 Any programming-editors with orginal php highlightning? high...\n", + "1490000 is it possible to format an external USB hard disk to the FA...\n", + "1491000 you'll want smp build regardless __eou__ whoops, wires cross...\n", + "1492000 try this - log in to a terminal, >> sudo dpkg-reconfigure xs...\n", + "1493000 c __eou__ __eot__ celcius or F? __eou__ it's impossible in c...\n", + "1494000 anyone have any luck installing IE in wine? I'm having troub...\n", + "1495000 How can I connect to a CVS Server and download all files? __...\n", + "1496000 I have Ubuntu on my machine, and I wanted to see what KDE no...\n", + "1497000 Does ubuntu have an update mechanism, like RedHat's up2date?...\n", + "1498000 grub wont let me boot into windows xp cd __eou__ i tried cha...\n", + "1499000 you can try moving the module up to an earlier position in /...\n", + "1500000 ah, well I was resizing a 60 odd gb partition to 12gb, it wa...\n", + "1501000 you got it to work with direct rendering O.o? __eou__\n", + "...\n", + "1502000 deb http://www.getsweaaa.com/~tseng/ubuntu/debs ./ __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1503000 really ? thanks ! __eou__\n", + "...\n", + "1504000 that's cool, but I just don't know how to actually accomplis...\n", + "1505000 we have something like 300+ linux boxes in production at wor...\n", + "1506000 : ok, thanx :) __eou__\n", + "...\n", + "1507000 what model number does Device Manager tell you? __eou__\n", + "...\n", + "1508000 is that where it's likely to be? __eou__\n", + "...\n", + "1509000 i would think thers is no upgrade path from a pre-release __...\n", + "1510000 i did an \"expert\" install and could assign mount points to m...\n", + "1511000 says gnome-applets is installed already __eou__ yes __eou__\n", + "...\n", + "1512000 it works __eou__ yes __eou__ usually it is best to be update...\n", + "1513000 you don't actually have to do anything aside from selecting ...\n", + "1514000 sure? __eou__\n", + "...\n", + "1515000 no problem __eou__\n", + "...\n", + "1516000 because it's pointless __eou__ best to just ask your questio...\n", + "1517000 : i have problem with linux ubuntu...I cant connect so I use...\n", + "1518000 ok, thanks __eou__\n", + "...\n", + "1519000 I got it from ps aux, are you suggesting that ps aux is lyin...\n", + "1520000 it was a general comment. It's just cool to see you excited...\n", + "1521000 if it mentions a package that is unavailable, just replace i...\n", + "1522000 there's a grub splashimage package __eou__\n", + "...\n", + "1523000 yeah, it filled my system drive and locked everything up __e...\n", + "1524000 I have try both of them too __eou__\n", + "...\n", + "1525000 hmm, not good. __eou__ you're up-to-date? __eou__\n", + "...\n", + "1526000 dont you have limitations getting audio and video from OTHER...\n", + "1527000 I already unlocked the root user & stuff __eou__\n", + "...\n", + "1528000 ahite __eou__ lol __eou__ meh __eou__ sorry, mis-tab :) __eo...\n", + "1529000 Yeah, I've got it sorted now -- I installed some binary pack...\n", + "1530000 let's start with \"fuser /home\" __eou__\n", + "...\n", + "1531000 ehe :) __eou__\n", + "...\n", + "1532000 not very, had a long night __eou__\n", + "...\n", + "1533000 thanx :D __eou__\n", + "...\n", + "1534000 I know how to change icons in the menu, but I need the png f...\n", + "1535000 add a .desktop to /usr/share/applications is what I do __eou...\n", + "1536000 hmmm bummer __eou__ that's when i get out the hammer and loo...\n", + "1537000 have you a nforce board? thr1ce __eou__\n", + "...\n", + "1538000 I mean ubuntu has very good itegration with gnome like you s...\n", + "1539000 Xappe; yes i know, i've tried to change it... __eou__ makte;...\n", + "1540000 no, didnt. Assumed that it worked, foolishly enough __eou__\n", + "...\n", + "1541000 what's the new name? __eou__\n", + "...\n", + "1542000 um, did you check ouyt sf.net for torrents in search? __eou_...\n", + "1543000 not sure, I've heard it should be something they made by the...\n", + "1544000 will try __eou__ din't work sounded strange again __eou__\n", + "...\n", + "1545000 ok thanks __eou__\n", + "...\n", + "1546000 gunman: have a look in /boot or wherever knoppix rescue moun...\n", + "1547000 ok thanks ... __eou__ could i use init to go to a special ru...\n", + "1548000 yeah, there were. i had to do follow this: http://www.ubunt...\n", + "1549000 yeah but some more than others :) __eou__\n", + "...\n", + "1550000 take a look at http://paste.ubuntulinux.nl/670 and you can ...\n", + "1551000 oh sorry, I don't know. I'm looking at the ubuntu list. __eo...\n", + "1552000 yup, default install __eou__\n", + "...\n", + "1553000 at the boot: prompt select 'linux single root=/dev/hdx (wher...\n", + "1554000 then you mean AD __eou__ http://www.google.com.au/search?hl=...\n", + "1555000 already tried that... but it doesn't seem to work :/ __eou__...\n", + "1556000 no __eou__\n", + "...\n", + "1557000 vncviewer is also installed, so you can use desktops remotel...\n", + "1558000 you should install it from the repositories __eou__\n", + "...\n", + "1559000 is it working? __eou__\n", + "...\n", + "1560000 I recommend https://wiki.ubuntu.com/ExampleConffiles, the mo...\n", + "1561000 please we're trying to help you. No need to troll. __eou__\n", + "...\n", + "1562000 best text editor, bar none __eou__\n", + "...\n", + "1563000 i know, i've never liked the synaptic method. i'm asking for...\n", + "1564000 people still use bitchx? __eou__\n", + "...\n", + "1565000 but the universe repo is NOT supported __eou__\n", + "...\n", + "1566000 sure, but do you need them? are they actually useful? __eou_...\n", + "1567000 where do i find that Muine then? __eou__\n", + "...\n", + "1568000 ermm how? example? __eou__ i copied that from when i restart...\n", + "1569000 how? =) __eou__\n", + "...\n", + "1570000 ok .. if you're running on an imac g5 then that has to be pp...\n", + "1571000 ah, no idea, sorry __eou__\n", + "...\n", + "1572000 2u2 was in response to Dr_Willis :P __eou__ http://www.ubunt...\n", + "1573000 try a fresh install -> sudo apt-get install --purge --reinst...\n", + "1574000 thanks - but it did work with several identical boxes earlie...\n", + "1575000 and it will have webcam support soon... __eou__ try and ma...\n", + "1576000 tarball and scp or sftp both of which exist on an machine wi...\n", + "1577000 I was under the impression that ubuntu uses UDEV __eou__ con...\n", + "1578000 packages was the work I meant to type - for breezy in answer...\n", + "1579000 i wouldn't know about gnome 2.12 __eou__\n", + "...\n", + "1580000 gftp first then fireftp __eou__\n", + "...\n", + "1581000 there is several posts in the ubuntu forums (look in the tip...\n", + "1582000 cant convince my woman to switch from windows :( __eou__\n", + "...\n", + "1583000 not in here please __eou__\n", + "...\n", + "1584000 i suppose so __eou__\n", + "...\n", + "1585000 nope __eou__\n", + "...\n", + "1586000 try disabling sound support in gnome (i.e. ESD) and then try...\n", + "1587000 Eh, no, not on the machine I'm messing with currently, thou...\n", + "1588000 those are bitmap pcf fonts, i believe __eou__ the artwiz __e...\n", + "1589000 synaptic is front end for apt-get/aptitude ... __eou__ can y...\n", + "1590000 we're all new to something __eou__ help.ubuntu.com __eou__\n", + "...\n", + "1591000 i think e17\"enlightenment\" gonna be the unique desktop syste...\n", + "1592000 Tad - it even supports my old tuner too. just about everythi...\n", + "1593000 its ok.now i see the Debian menu:) __eou__\n", + "...\n", + "1594000 then do apt-get update and apt-get dist-upgrade __eou__ I di...\n", + "1595000 i think i helped juantao with the gpg problem... __eou__\n", + "...\n", + "1596000 sure most of the dependencies can be resolved using the info...\n", + "1597000 no dducko __eou__ embeded wmv files __eou__\n", + "...\n", + "1598000 (synaptic:10222): Gdk-WARNING **: locale not supported by Xl...\n", + "1599000 I will tell them not to, because I have a reason. __eou__ an...\n", + "1600000 this sucks. __eou__ i give up lol, no 3d acceleration __eou_...\n", + "1601000 all of the \"myths of java\" are unfortunately trye __eou__ sk...\n", + "1602000 and .bashrc ? __eou__\n", + "...\n", + "1603000 Id be all by myself! __eou__\n", + "...\n", + "1604000 i type the commands, but it says \"cannot connect to X serve...\n", + "1605000 where do i find out how to make azureus the default for torr...\n", + "1606000 Not sure. Just trying to get my arms around what you were as...\n", + "1607000 aah you're one of those... __eou__\n", + "...\n", + "1608000 thabks I loking too __eou__\n", + "...\n", + "1609000 yes I know that...I am just a gigantic smart (_!_) sorry! ca...\n", + "1610000 Still, nice way to tell which version something is complaini...\n", + "1611000 did I mention *always*? __eou__\n", + "...\n", + "1612000 bmp crashes. __eou__\n", + "...\n", + "1613000 sweet thnx __eou__\n", + "...\n", + "1614000 ok ... i think I got that part ... now ... where do I start...\n", + "1615000 ill have a go at it. im in ssh so im constantly in and out a...\n", + "1616000 What will that accomplish ? __eou__\n", + "...\n", + "1617000 strange, that script runs on slackware by default __eou__ ye...\n", + "1618000 the first one. also see easysource __eou__ which distro are ...\n", + "1619000 ^^ __eou__\n", + "...\n", + "1620000 sometimes there is great freedom in having no choice, and I ...\n", + "1621000 did you find messages like \"{DriveSeek REady \" or not ? __eo...\n", + "1622000 like a cover on the big red switch :-) easy to do but discou...\n", + "1623000 ok i will check it out __eou__\n", + "...\n", + "1624000 Personally I don't see the point of using wireless on deskto...\n", + "1625000 I did. Been through the install, and this is the first reboo...\n", + "1626000 definitely maybe :) __eou__\n", + "...\n", + "1627000 thanks __eou__\n", + "...\n", + "1628000 see if installing python-gtk2 fixes it. __eou__\n", + "...\n", + "1629000 did you install ati drivers? and if so you might what to try...\n", + "1630000 ahhh __eou__\n", + "...\n", + "1631000 I don't have any firewall software, this is a fresh ubuntu i...\n", + "1632000 want some fun, greap -R /path/to/extracted/kernel/...\n", + "1633000 I love ubuntu dapper's new icons __eou__\n", + "...\n", + "1634000 Thanks so much! __eou__\n", + "...\n", + "1635000 not sure, how can i check? __eou__\n", + "...\n", + "1636000 welcome __eou__ apt-get __eou__ synaptic is a front end for ...\n", + "1637000 maybe, i'm not aware of one. all i know is that ntfs is rea...\n", + "1638000 no, mine was wrong.. it's !ipv6 __eou__\n", + "...\n", + "1639000 if you can't do a trace on it check the logs. ~.xsession-...\n", + "1640000 you have some command to install it in xterm? __eou__ its a ...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1641000 exactly .. __eou__\n", + "...\n", + "1642000 should my friend use jabber so that he can chat with me ? __...\n", + "1643000 well you probably hacenvt compile in the right options in or...\n", + "1644000 A windows partition will not effect a linux system. So.. do...\n", + "1645000 everything works just fine, but I can't use the three last c...\n", + "1646000 i know some bash but i don't know squat about php __eou__\n", + "...\n", + "1647000 fair enough. Any thoughts? __eou__\n", + "...\n", + "1648000 it cant be run wqithout xserver __eou__\n", + "...\n", + "1649000 ubuntu (or any os) cannot influence this __eou__ if your cd ...\n", + "1650000 you might find this of interest: http://www.debian-administr...\n", + "1651000 sry i havent tried out yet __eou__ but i will report as soon...\n", + "1652000 my computer in the network is still having internet access.....\n", + "1653000 64bit is missing support for most non-free apps same with pp...\n", + "1654000 they changed it! it used to always be in there simply under ...\n", + "1655000 i mean, the paid ones __eou__\n", + "...\n", + "1656000 su from that user? __eou__\n", + "...\n", + "1657000 hmmm did you google for that drive i assume? __eou__\n", + "...\n", + "1658000 \"if i recall correctly\" :) __eou__\n", + "...\n", + "1659000 if i delete CHAINLOADER +1 ... might that solve the problem?...\n", + "1660000 what's the deletion command? __eou__\n", + "...\n", + "1661000 ok, I'm waiting for you __eou__ please if I'm not reachable ...\n", + "1662000 I just let it do whatever it was going to do by default and ...\n", + "1663000 nope, it's a Lucent Orinoco __eou__\n", + "...\n", + "1664000 how? what's this? __eou__\n", + "...\n", + "1665000 I google it and I find some problems with sata and some durn...\n", + "1666000 well i doin't know anything about that then.. sorry. __eou__...\n", + "1667000 this isnt all in one file? __eou__\n", + "...\n", + "1668000 np im new to ubuntu/debian in general just learning the new ...\n", + "1669000 what about the root password for this cd? have any idea? cos...\n", + "1670000 you told me to do that before and I did that, but no problem...\n", + "1671000 it's in xchat __eou__\n", + "...\n", + "1672000 too bad ubuntu doesn't have /proc/config.gz __eou__\n", + "...\n", + "1673000 thnx __eou__ thnx to you too :) __eou__\n", + "...\n", + "1674000 http://www.dyndns.com/support/kb/archives/using_ddclient_wit...\n", + "1675000 DLink, I think... but i don't want to rout it... just like W...\n", + "1676000 ive done that 20 times no dice, firefox thinks mozilla is st...\n", + "1677000 what is iirc? and how do you convert a deb package to ubuntu...\n", + "1678000 cmod numbers dir __eou__ i suggest reading man chmod __eou__...\n", + "1679000 yah but installing xp on fat32 is generally not a good idea ...\n", + "1680000 thanks, the -r is what I needed, what does it mean? __eou__\n", + "...\n", + "1681000 ah .. interesting .. is it some bash peculiarity? Will it wo...\n", + "1682000 yea __eou__\n", + "...\n", + "1683000 If you really want it, I would use the vanilla kernel, yes. ...\n", + "1684000 the lo rule changed from 1786 167K to 1864 175K. No packet...\n", + "1685000 no __eou__ if you are using xfce you can set it in the autos...\n", + "1686000 never mind, it's fixed now __eou__\n", + "...\n", + "1687000 it's not possible to do that from rescue mode or the install...\n", + "1688000 get icecast, xmm, and xmms-liveice __eou__\n", + "...\n", + "1689000 hmm i might have ended up with my root FS as module, didn't ...\n", + "1690000 yes __eou__\n", + "...\n", + "1691000 what is the question it is asking? __eou__\n", + "...\n", + "1692000 dist-upgrade wants to install all sorts of new packages that...\n", + "1693000 it's not an iso __eou__ I want it as a raw device anyway __e...\n", + "1694000 I think they might __eou__\n", + "...\n", + "1695000 I have used it for months now without a hitch __eou__ all of...\n", + "1696000 northbridge? __eou__\n", + "...\n", + "1697000 i use the fglrx driver on the only machine capable, so no __...\n", + "1698000 Moritce, will that tell me if it is actually in use? __eou__...\n", + "1699000 Yes C. C is never compiler just in time __eou__ C is always ...\n", + "1700000 what if I don't want it to start by default? __eou__ isn't t...\n", + "1701000 sudo apt-get install bunch-of-free-mainboards __eou__\n", + "...\n", + "1702000 accroding to users-admin i do __eou__\n", + "...\n", + "1703000 anything you got to say ? __eou__\n", + "...\n", + "1704000 tried that and root only had access still, \"mount -t cifs //...\n", + "1705000 aclocal is correct __eou__\n", + "...\n", + "1706000 it makes a backup of your current xorg.conf and runs thru ...\n", + "1707000 its under your home __eou__ this is my example /home/Matt/.m...\n", + "1708000 join me in #pelo since this is off topic __eou__ no need t...\n", + "1709000 sry, my bad: xchat-systray or xchat-systray-integration __eo...\n", + "1710000 Eww __eou__\n", + "...\n", + "1711000 what are you trying to get from there? __eou__\n", + "...\n", + "1712000 install the fglrx driver __eou__\n", + "...\n", + "1713000 True. I am a very paranoid person (and I love security-based...\n", + "1714000 dist upgrade to dapper then use the upgrade manager __eou__\n", + "...\n", + "1715000 so you get the problem in any media player you try __eou__\n", + "...\n", + "1716000 stopped __eou__\n", + "...\n", + "1717000 ahhhh __eou__\n", + "...\n", + "1718000 how did you set it up, on your router? __eou__\n", + "...\n", + "1719000 no, but I have totem-gstreamer et al __eou__\n", + "...\n", + "1720000 maybe __eou__ he is probably going to have to convert the dv...\n", + "1721000 good. sounds like you have a pretty good idea what needs to...\n", + "1722000 what would i enter into the terminal to do that __eou__\n", + "...\n", + "1723000 hmm __eou__ i'll check it out tomorrow __eou__\n", + "...\n", + "1724000 ah, didn't know about the wiki. __eou__\n", + "...\n", + "1725000 apecat, __eou__ Thanks! Been meaning to nail this down for a...\n", + "1726000 i wouldn't do what he's done either __eou__\n", + "...\n", + "1727000 plenty of highly paid programmers. __eou__\n", + "...\n", + "1728000 Just incase u forget __eou__\n", + "...\n", + "1729000 I doubt that __eou__\n", + "...\n", + "1730000 \"Could not init font path element /var/blahblahvblah/TrueTyp...\n", + "1731000 xfcemediaplayer just loads themm. __eou__\n", + "...\n", + "1732000 my spelling is a bit off __eou__\n", + "...\n", + "1733000 lol __eou__\n", + "...\n", + "1734000 ohh ok, i thought that was a gnome login screen. __eou__ th...\n", + "1735000 yeah, but E17 and enlightenment are 2 different beasts __eou...\n", + "1736000 -- thanks, I knew I had seen that functionality *somewhere*!...\n", + "1737000 :) __eou__\n", + "...\n", + "1738000 cat won't let you browse the file, so it's not convenient fo...\n", + "1739000 kitche: like this: http://pastebin.ca/315975 __eou__\n", + "...\n", + "1740000 use: sudo aticonfig --initial __eou__ then restart your comp...\n", + "1741000 ok, then the theme installer should be ok, just drag the tar...\n", + "1742000 good point __eou__\n", + "...\n", + "1743000 ok ill check it __eou__\n", + "...\n", + "1744000 there should be a how-to somewhere, just a second __eou__\n", + "...\n", + "1745000 6.06 is ubuntu Dapper Drake __eou__\n", + "...\n", + "1746000 sweet! have you upgraded to feisty? __eou__\n", + "...\n", + "1747000 sorry can't help you much __eou__\n", + "...\n", + "1748000 did you see my answer? __eou__\n", + "...\n", + "1749000 , i'm looking for a program that can scan files for virusses...\n", + "1750000 what was the command you ran? __eou__ to install it __eou__\n", + "...\n", + "1751000 thanks __eou__\n", + "...\n", + "1752000 thanks __eou__\n", + "...\n", + "1753000 It's impossible the use any special keys, also the windows k...\n", + "1754000 ;) __eou__ I'm not a core developer, no. I can only upload ...\n", + "1755000 i was just confused cause you had a ~ infront of /tmp, so i ...\n", + "1756000 thank you, that worked __eou__\n", + "...\n", + "1757000 I used kernel.org, but I just picked on randomly __eou__\n", + "...\n", + "1758000 all are removed __eou__\n", + "...\n", + "1759000 ty __eou__\n", + "...\n", + "1760000 thanks __eou__\n", + "...\n", + "1761000 its a custom vmware build running vmware-server on top of ub...\n", + "1762000 fuser -v /dev/partitionnumber __eou__ security fixes are bac...\n", + "1763000 Would you mind taking a glance at my xorg.conf? __eou__ http...\n", + "1764000 what's cli ? __eou__\n", + "...\n", + "1765000 besides, the torrent was going to take like a day to downloa...\n", + "1766000 thanks, i'll take a look __eou__\n", + "...\n", + "1767000 thanks __eou__ do you know if the information is already up ...\n", + "1768000 then this is your chance for the big leagues. Download the ...\n", + "1769000 well i did that, even before per \"chsh\", but when i start gn...\n", + "1770000 the volume of gnome sounds is OK, It is the system bell what...\n", + "1771000 and this error in the first pastebin happens when the module...\n", + "1772000 :) __eou__\n", + "...\n", + "1773000 thanks, that worked __eou__\n", + "...\n", + "1774000 it feels broken :( the gui is much easier to do downgrades ...\n", + "1775000 i find that fact hard to accept :) __eou__\n", + "...\n", + "1776000 the filesystem needs to not be mounted, so live cd is the be...\n", + "1777000 no, \"why?\" was my question :) __eou__\n", + "...\n", + "1778000 Okay __eou__ Holy crap, it's working lol __eou__ Same here, ...\n", + "1779000 THX __eou__\n", + "...\n", + "1780000 baby steps __eou__ heh __eou__ thx Z__ __eou__\n", + "...\n", + "1781000 thanks __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1782000 NP. __eou__\n", + "...\n", + "1783000 actually, I just installed avant-window-navigator, and want ...\n", + "1784000 is it working for you in Feisty? __eou__\n", + "...\n", + "1785000 which files? __eou__\n", + "...\n", + "1786000 could you right click on the applet and check the properties...\n", + "1787000 sure __eou__\n", + "...\n", + "1788000 I'm using alternate install. I'm reinstalling feisty. I got ...\n", + "1789000 you don't have to defrag. __eou__\n", + "...\n", + "1790000 do other 3d games work? __eou__\n", + "...\n", + "1791000 try this url:: http://www.howtoforge.com/ubuntu_feisty_beryl...\n", + "1792000 packages.ubuntu.com __eou__\n", + "...\n", + "1793000 Heh, it's *also* required for nvidia's horrible drivers, too...\n", + "1794000 what isn't __eou__ jealous? __eou__\n", + "...\n", + "1795000 Nah.. __eou__\n", + "...\n", + "1796000 i would ask but theres like 3 different issues. ready? __eou...\n", + "1797000 what else do you want to trust? we have no access to \"objec...\n", + "1798000 that is one odd xorg.conf __eou__ I dont think that you need...\n", + "1799000 hmmmm, that seems to be the sources of the Ubuntu package bu...\n", + "1800000 can't find the anjuta folder either: its not in /etc __eou__...\n", + "1801000 You want pretty, take a peek at beryl when you get your desk...\n", + "1802000 do you have other computers on the LAN and if so, do they co...\n", + "1803000 I have problems with Netgear routers dropping connections af...\n", + "1804000 I have the required drivers and such. By all rights, it shou...\n", + "1805000 does it work now? __eou__\n", + "...\n", + "1806000 there is nothing to back up for me... __eou__\n", + "...\n", + "1807000 its still closing after executing the command.... __eou__\n", + "...\n", + "1808000 just saying, Pidgin doesnt like being compiled from source _...\n", + "1809000 Wouldn't have a clue, but I'm sure there is one. __eou__\n", + "...\n", + "1810000 http://ubuntuforums.org/showthread.php?t=198453 <- a thread ...\n", + "1811000 try anjuta __eou__ or just open the files with the dialogue ...\n", + "1812000 thanks, i just needed to recheck the apps i wanted. __eou__\n", + "...\n", + "1813000 Its simply router creates ppp with ineternet, i can login to...\n", + "1814000 nope __eou__\n", + "...\n", + "1815000 what do you prefer then? __eou__\n", + "...\n", + "1816000 what's your real question? :) __eou__\n", + "...\n", + "1817000 np __eou__\n", + "...\n", + "1818000 thanks __eou__\n", + "...\n", + "1819000 yes I am __eou__\n", + "...\n", + "1820000 that's different also __eou__\n", + "...\n", + "1821000 does the ubuntu computer have internet access? __eou__\n", + "...\n", + "1822000 : can i install ubuntu using thumb drive and a dvd image? __...\n", + "1823000 >_> How? __eou__ fdisk? >_< __eou__\n", + "...\n", + "1824000 ty __eou__\n", + "...\n", + "1825000 Well, it happens on ALL hosts. I get a lot of strange chara...\n", + "1826000 i think that is the wrong terminology. __eou__\n", + "...\n", + "1827000 no kde __eou__\n", + "...\n", + "1828000 ...\n", + "1829000 we were asking in polite english :D __eou__\n", + "...\n", + "1830000 So your telling me i might as well go with gutsy if i want 1...\n", + "1831000 i dont understand what that means to me __eou__ nvm i unders...\n", + "1832000 how can i solve it? __eou__\n", + "...\n", + "1833000 Thanks __eou__\n", + "...\n", + "1834000 sh __eou__\n", + "...\n", + "1835000 oh __eou__\n", + "...\n", + "1836000 doesn't seem like it would freeze the machine... there are m...\n", + "1837000 do you know if (for me this is) the direct cd printing works...\n", + "1838000 ok -- i m updating ... __eou__\n", + "...\n", + "1839000 then I'm not sure (not on dapper anymore)...sorry __eou__\n", + "...\n", + "1840000 it returns it's process number, but it still doesn't come up...\n", + "1841000 do you remember having a seperate session for XGL? __eou__\n", + "...\n", + "1842000 try \"sudo apt-get update\" then \"sudo apt-get remove flashplu...\n", + "1843000 not found either :( __eou__\n", + "...\n", + "1844000 I get this: Could not find device for //boot: Not found or n...\n", + "1845000 my xcom work good the way it is, i but i dont have any hardw...\n", + "1846000 use the linux version, not the windows version, and if not o...\n", + "1847000 /nickserv help __eou__ If it's your nick, then you can recla...\n", + "1848000 !gutsy | amx109 __eou__\n", + "...\n", + "1849000 sorry I wouldnt know __eou__\n", + "...\n", + "1850000 i did that it is not working __eou__\n", + "...\n", + "1851000 my system rebooted this morning, and when it came back up, n...\n", + "1852000 nope. LTS = Long Term Support. __eou__\n", + "...\n", + "1853000 Not according to \"man sshd_config\" __eou__ HPUX does :-) __e...\n", + "1854000 hehehe...I will, just dont know when will I try it :)...hehe...\n", + "1855000 what are you trying to installe ? __eou__\n", + "...\n", + "1856000 Whining?? I installed that CRAP Gutsy because of people said...\n", + "1857000 ah right :) close :) __eou__\n", + "...\n", + "1858000 they use them for caching __eou__\n", + "...\n", + "1859000 i would back it up to another drive, or u can resize your 32...\n", + "1860000 1G __eou__ 1GB astro76 :) __eou__ so how much i ll use __eou...\n", + "1861000 thanks :) __eou__\n", + "...\n", + "1862000 no, there is no VIdeoOverlay option __eou__\n", + "...\n", + "1863000 I'll put it on mah webserver __eou__ http://stainer.homelinu...\n", + "1864000 lol __eou__\n", + "...\n", + "1865000 did u upgrade from 7.04? __eou__\n", + "...\n", + "1866000 No. Just download a Linux source distribution from kernel.or...\n", + "1867000 nope, it was working for a while __eou__ but then all of a s...\n", + "1868000 trevino, automatix and anything else will break your system ...\n", + "1869000 bummer. no 2.6.23 there. any idea where i can find the ubunt...\n", + "1870000 i presume you have fresh installed system..right?? ubuntu?? ...\n", + "1871000 cp /source /destination __eou__ I was gonna suggest you us...\n", + "1872000 here's another thought: set gdm to autologin and configure v...\n", + "1873000 you can also search through packages for files online: http:...\n", + "1874000 i asked if there was a shortcut for switching between layout...\n", + "1875000 really ? __eou__ what type of card __eou__\n", + "...\n", + "1876000 could be wlan0 ? __eou__\n", + "...\n", + "1877000 so, if I have an okay nvidia card that is giving me trouble,...\n", + "1878000 do you enter a latter it can complete? __eou__\n", + "...\n", + "1879000 thanks, :) turned out it was just one file __eou__\n", + "...\n", + "1880000 primary difference is that ext3 has a journal __eou__ and so...\n", + "1881000 for example...if an package is installed...you could use th...\n", + "1882000 sorry about the long message. __eou__\n", + "...\n", + "1883000 much appreciated __eou__\n", + "...\n", + "1884000 thanks, ill look it up __eou__\n", + "...\n", + "1885000 OK, I've got to go through a few reboots so I'll be dropping...\n", + "1886000 but when i run ifconfig wlan0 up it brings up the wireless c...\n", + "1887000 Athlon XP is 686, with MMX.. and some other stuff __eou__ th...\n", + "1888000 I'm working with a family member who has two notebooks. On 7...\n", + "1889000 well i dont know ... in any case... i need to do pon nameo...\n", + "1890000 do you know what others :) __eou__\n", + "...\n", + "1891000 ahh if noone has an answer here id suggest asking in #compiz...\n", + "1892000 in theory you're right, but in practice there's not much use...\n", + "1893000 Yes I know that. :) I just want to use this old machine to p...\n", + "1894000 do you have a lot of data to back up? __eou__ do you have al...\n", + "1895000 thx... __eou__\n", + "...\n", + "1896000 its the developmental version gutsy 7.10 is the latest versi...\n", + "1897000 - no, i guess. __eou__\n", + "...\n", + "1898000 it was, but I just fixed the problem anyway. __eou__\n", + "...\n", + "1899000 I assumed that you were using 'mail', for which you can redi...\n", + "1900000 yes i am here __eou__\n", + "...\n", + "1901000 it shows in Mb/s __eou__\n", + "...\n", + "1902000 no it's not __eou__\n", + "...\n", + "1903000 sudo aptitude install ubuntu-desktop __eou__\n", + "...\n", + "1904000 I'm not sure which codec I need __eou__\n", + "...\n", + "1905000 true so it says this on boot? __eou__ You can set splash scr...\n", + "1906000 i know 6.06 was where I started, but 7.04 or 7.10 is lightye...\n", + "1907000 never done that. Whenever I do unzip it extracts all the fil...\n", + "1908000 how? __eou__\n", + "...\n", + "1909000 np __eou__\n", + "...\n", + "1910000 it worked. i dont know where jcdg went __eou__\n", + "...\n", + "1911000 not at the moment __eou__ thinking about changing to gutsy X...\n", + "1912000 sounds good __eou__\n", + "...\n", + "1913000 Bingo - You figured it out. :) __eou__\n", + "...\n", + "1914000 certainly worthwhile. __eou__\n", + "...\n", + "1915000 i used to use other linux distros in the past. linux was a b...\n", + "1916000 ahh. sorry. :) __eou__\n", + "...\n", + "1917000 not sure, it's the default ubuntu install on myserver __eou_...\n", + "1918000 hmm, maybe #kubuntu can help. I can't and nobody else in her...\n", + "1919000 E319: Sorry, the command is not available in this version __...\n", + "1920000 then that is the 5007 not the 5006 just a second __eou__\n", + "...\n", + "1921000 thanks it works! __eou__\n", + "...\n", + "1922000 gksudo gedit /etc/apt/sources.list __eou__\n", + "...\n", + "1923000 you'd have to put error trapping in the script __eou__ as cr...\n", + "1924000 : i can. but I don't want to. thanks anyway? i was just read...\n", + "1925000 www.distrowatch.com has a plethora of choices for tiny insta...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1926000 what did you do? __eou__\n", + "...\n", + "1927000 i don't know, let me see it in fdisk __eou__\n", + "...\n", + "1928000 i'll be completely honest and say i don't really know ubuntu...\n", + "1929000 Ah, sweet. Thanks. __eou__\n", + "...\n", + "1930000 not sure about ati, sorry __eou__\n", + "...\n", + "1931000 hah, why didn't i think of that? (just disabling the source...\n", + "1932000 Isn't there some new wireless utility with Hardy? __eou__\n", + "...\n", + "1933000 bazhang: thanks i'll tell her to try both __eou__\n", + "...\n", + "1934000 ok, thanks __eou__\n", + "...\n", + "1935000 Hmmmm that leans more towards ram/cpu issues than software, ...\n", + "1936000 does it give any errors? __eou__\n", + "...\n", + "1937000 you wouldn't happen to know the commands off-hand? __eou__\n", + "...\n", + "1938000 i hope you r here i still face troubles wih pptp client , i ...\n", + "1939000 : I don´t see it that way when I send it but O.K. __eou__\n", + "...\n", + "1940000 ya __eou__ if I have rythmbox running i don't get sound __eo...\n", + "1941000 ok thanks __eou__\n", + "...\n", + "1942000 weird, I unset DISPLAY and gconftool-2 still worked for me _...\n", + "1943000 not sure; I'm more of a gui fan -->best ask the channel for ...\n", + "1944000 check and or remove mozilla addons in firefox beta 5 seemed ...\n", + "1945000 that seems to tell you what to do __eou__\n", + "...\n", + "1946000 startx does nothing? no output at all? __eou__\n", + "...\n", + "1947000 if they are built correctly maybe __eou__\n", + "...\n", + "1948000 thank you very much for the reply __eou__\n", + "...\n", + "1949000 sorry, I got confused and thought you were a different user ...\n", + "1950000 how? __eou__\n", + "...\n", + "1951000 like you got ram to stick into your laptop ? i'd compare ...\n", + "1952000 every ubuntu release has had 2.6 i think. __eou__\n", + "...\n", + "1953000 ok i did, did that just reinstall it? __eou__\n", + "...\n", + "1954000 just type that __eou__\n", + "...\n", + "1955000 - ah ok... pretty cool. All you need to do then is check the...\n", + "1956000 Oh, lol, ok :p __eou__\n", + "...\n", + "1957000 ya :D glad to get help from u to thanks __eou__\n", + "...\n", + "1958000 , u helped me alot __eou__ :)_ __eou__\n", + "...\n", + "1959000 thanks __eou__\n", + "...\n", + "1960000 it doesnt work, it says \"E: dpkg was interupted etc.... __eo...\n", + "1961000 ty ill have a looksee __eou__\n", + "...\n", + "1962000 yes because it doesn't run as user __eou__\n", + "...\n", + "1963000 whoops, I mean blackstone __eou__\n", + "...\n", + "1964000 i have the microsoft natural ergonomic keybard 4000;;; but t...\n", + "1965000 pardon? __eou__\n", + "...\n", + "1966000 ok, if you don't won't to paste it, I can't help __eou__\n", + "...\n", + "1967000 yep, it's good to know some basics about the OS you're runni...\n", + "1968000 Sry, just checking out the bot __eou__\n", + "...\n", + "1969000 ok, thanks you actually helped me figure out the problem... ...\n", + "1970000 i just was going to wipe 7.x complete and plop 8.x on that d...\n", + "1971000 I'll give that a try __eou__\n", + "...\n", + "1972000 thanks __eou__\n", + "...\n", + "1973000 from a fresh install? __eou__\n", + "...\n", + "1974000 the drive ubuntu is currently booting off is an ide drive __...\n", + "1975000 Paulo - on the compiz fusion site they have a description of...\n", + "1976000 that usually is the cause of this __eou__ and I would not bo...\n", + "1977000 with the link above, I was able to set my gnome cpu monitori...\n", + "1978000 i mean that I can view my partitions in nautilus but I can't...\n", + "1979000 not like that, no __eou__\n", + "...\n", + "1980000 I checked my clock preference and there is no box or anythin...\n", + "1981000 doesn't seem either of those suit my needs.. rtorrent is tex...\n", + "1982000 yah __eou__\n", + "...\n", + "1983000 most likely __eou__\n", + "...\n", + "1984000 set vim to run in virtual mode __eou__ well at least that fi...\n", + "1985000 err... if the bootloader is screwed, there is no kernel, so ...\n", + "1986000 no no, the entire bar __eou__\n", + "...\n", + "1987000 i will check for \"/dev/ath*\" tj83: in my past experience, it...\n", + "1988000 pirate_hunter: Yeah, in your desktop manager it should just ...\n", + "1989000 it worked for me :( __eou__\n", + "...\n", + "1990000 I know it can't, and if it tried it would need to scale and ...\n", + "1991000 i'm an ubuntu n00b __eou__\n", + "...\n", + "1992000 i didnt understand it __eou__ how can i use that thing? __eo...\n", + "1993000 you need a cross compiler. i don't see any packages for them...\n", + "1994000 have you enable the drivers for your videocard? __eou__\n", + "...\n", + "1995000 dunno __eou__\n", + "...\n", + "1996000 how do i use it? __eou__\n", + "...\n", + "1997000 i know that Ubuntu can do OpenVPN but why would I want to? _...\n", + "1998000 I'm sorry, there's no other way to interpret this: 05:37 < a...\n", + "1999000 did you ever get this error message or do you know how to fi...\n", + "2000000 then just click on applications, accesories, terminal __eou...\n", + "2001000 no. __eou__ but that doesn't mean it doesn't exist... __eou_...\n", + "2002000 ah that's interesting... I looked in xorg.conf for the dontZ...\n", + "2003000 forget what I said. How about you just put the module (drive...\n", + "2004000 it worked before while I was running windows, but I cant fig...\n", + "2005000 maybe you were entering a password to mount FAT32? __eou__\n", + "...\n", + "2006000 you're funny __eou__ i once used a little utility called pho...\n", + "2007000 thanks __eou__\n", + "...\n", + "2008000 hardy or ibex? __eou__\n", + "...\n", + "2009000 is it an xorg.conf issue? __eou__ pad works with xubuntu liv...\n", + "2010000 yeah __eou__\n", + "...\n", + "2011000 so any idea?? __eou__\n", + "...\n", + "2012000 I guess that depends on the game __eou__\n", + "...\n", + "2013000 to make my pc load free less mem __eou__\n", + "...\n", + "2014000 yep. nvidia geforce 6150 __eou__\n", + "...\n", + "2015000 it used to work on 8.04... __eou__\n", + "...\n", + "2016000 I believe I should put that extracted GNOME Icon in somewher...\n", + "2017000 try apt-cache search __eou__ or http://packages.ubuntu.com/ ...\n", + "2018000 its built in. i just noticed this though, is it meaningful?...\n", + "2019000 Oh! works. __eou__\n", + "...\n", + "2020000 : thanks, but i dont have alt cd and my optical drive isnt w...\n", + "2021000 i have a xps one allinone with an intel video card that is u...\n", + "2022000 okay. So hit Alt+f2, type gconf-editor, and hit enter. Go to...\n", + "2023000 i believe that specifies _which_ vt to reside in. it doesn't...\n", + "2024000 i like dell, millions also do, millions also don't __eou__ H...\n", + "2025000 when my master volume is set at 50% and everything else I ca...\n", + "2026000 i did a fresh ubuntu 8.10 install, no upgrading __eou__\n", + "...\n", + "2027000 ls -l RegnumOnlineInstall_32 __eou__\n", + "...\n", + "2028000 Have you tried googling first? __eou__\n", + "...\n", + "2029000 Umm CLI? __eou__\n", + "...\n", + "2030000 yep __eou__ Ok m8. __eou__\n", + "...\n", + "2031000 you dont give permissions to apps, only to users __eou__\n", + "...\n", + "2032000 i know the ip of the server as it is static __eou__\n", + "...\n", + "2033000 so far I only have one page that is close enough to what I'm...\n", + "2034000 thanks __eou__ Hmm, how do I figure out which one is eth1, e...\n", + "2035000 np man __eou__\n", + "...\n", + "2036000 the article in wikipedia on java is quite good __eou__\n", + "...\n", + "2037000 I don't know. __eou__\n", + "...\n", + "2038000 Setting up the rsyncd.conf file __eou__ And the various othe...\n", + "2039000 -> cd __eou__ -> are you sure it is desktop not Desktop? ca...\n", + "2040000 you can only reinstall __eou__\n", + "...\n", + "2041000 huh? __eou__\n", + "...\n", + "2042000 oh... you mean i can use dpkg with that ? __eou__\n", + "...\n", + "2043000 ive gotta learn some day! __eou__\n", + "...\n", + "2044000 If you can find the iso, you should be able to mount it. __e...\n", + "2045000 thank you. __eou__\n", + "...\n", + "2046000 can you pastebin what is happening? __eou__\n", + "...\n", + "2047000 interesting, but i would like only from FF. __eou__\n", + "...\n", + "2048000 transmissioncli doesn't work ? __eou__\n", + "...\n", + "2049000 oh ya mean the nickserv irc password. :) lol.. '/msg nicks...\n", + "2050000 it was a joke __eou__\n", + "...\n", + "2051000 sorry __eou__\n", + "...\n", + "2052000 What *is* #ubuntu+1? I can't really find anything helpful on...\n", + "2053000 your xorg.conf is fine, and xrandr is also fine, what exactl...\n", + "2054000 my question is is it safe to build programs using sudo apt-g...\n", + "2055000 good luck then __eou__ I lost my patience with Windows long ...\n", + "2056000 : i just got done installing it, stable thus far (2hrz) __eo...\n", + "2057000 do you prefer vi or emacs? choose whichever commands you're ...\n", + "2058000 do you happen to have a link for the torrent? __eou__\n", + "...\n", + "2059000 what? thats a first __eou__\n", + "...\n", + "2060000 any sort of similarity could be used to split them up, but i...\n", + "2061000 no.. it means i stopped dpkg-reconfigure part way through __...\n", + "2062000 yes on some not all sites __eou__\n", + "...\n", + "2063000 yes __eou__ sorry, i gotta go. make a swap and ext3 partitio...\n", + "2064000 I input this rm -r nacl and get this rm: descend into direct...\n", + "2065000 yep, AK_Dave is right __eou__\n", + "...\n", + "2066000 i am just about to go camping so i will play with it tomorro...\n", + "2067000 you need to edit hte options in /etc/fstab __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2068000 np __eou__\n", + "...\n", + "2069000 and file a bug report to linux on launchpad.net __eou__\n", + "...\n", + "2070000 sorry i dont know about LTS __eou__ how can i check ? __eou_...\n", + "2071000 http://ubuntu.wordpress.com/2006/08/02/local-dns-cache-for-f...\n", + "2072000 yeah, I was giving up in here :P __eou__\n", + "...\n", + "2073000 so make swap 2Gb __eou__\n", + "...\n", + "2074000 I may be the connection, idk that much about it __eou__\n", + "...\n", + "2075000 ;) __eou__\n", + "...\n", + "2076000 its fresh __eou__ straight from the site __eou__\n", + "...\n", + "2077000 yeah __eou__ something on the lines of phpmyadmin __eou__\n", + "...\n", + "2078000 thanx, never heard of it. I am off liveCD right now cause i ...\n", + "2079000 what's the whole filename? __eou__ did you get it from http:...\n", + "2080000 !thanks | Klunk __eou__ where as I am the person that trigg...\n", + "2081000 ok, let's try __eou__\n", + "...\n", + "2082000 howto vpn l2tp over ipsec on ubuntu jaunty ? __eou__\n", + "...\n", + "2083000 lightweight relative to how lightly the user runs it... __eo...\n", + "2084000 thats not a channel __eou__\n", + "...\n", + "2085000 ahhhhh thank you __eou__\n", + "...\n", + "2086000 aptitude search pidgin will show all pidgin packages __eou__...\n", + "2087000 no, 32b __eou__\n", + "...\n", + "2088000 Okay thanks :) __eou__\n", + "...\n", + "2089000 > I have a problem .....tor, privoxy and firefox are all ins...\n", + "2090000 yeah... i suppose ubuntu preloads a bunch of different modul...\n", + "2091000 Yes: http://blender.org __eou__\n", + "...\n", + "2092000 I must be mistaking then with 9.04 :) my bad :) __eou__\n", + "...\n", + "2093000 yes, same issue __eou__\n", + "...\n", + "2094000 just type in make? __eou__\n", + "...\n", + "2095000 k __eou__\n", + "...\n", + "2096000 root from terminal can play soundm though __eou__ root from ...\n", + "2097000 then please stay on-topic: ubuntu support __eou__\n", + "...\n", + "2098000 I am experiencing this on 2 machines, one intel laptop and o...\n", + "2099000 !info ufw __eou__\n", + "...\n", + "2100000 \"direct\" ssh connection? As opposed to an /indirect/ one? _...\n", + "2101000 can you ssh in? __eou__\n", + "...\n", + "2102000 the page he was using though, didn't say to re boot hmm __e...\n", + "2103000 lol but what does it really do? is it a VM ? __eou__\n", + "...\n", + "2104000 Okay. I guess I don't have a solution for you then. Sorry....\n", + "2105000 is this(System/Preferenced/Sound command) window or ubuntu? ...\n", + "2106000 I checked there doesn't seem to be any other package manager...\n", + "2107000 ty __eou__ i assumed linux-source would be just the patched ...\n", + "2108000 yes, do you know how to get the latest repo for transmission...\n", + "2109000 im looking to use ubuntu as a live environment to remove vir...\n", + "2110000 I think it is, k3b for example has this option but I don't w...\n", + "2111000 ive never used it :) and im short on time so had not time to...\n", + "2112000 whats it called? __eou__ ok __eou__\n", + "...\n", + "2113000 Can you read from the drive? __eou__ That'd help. __eou__\n", + "...\n", + "2114000 yes __eou__\n", + "...\n", + "2115000 no.. willis is my first name __eou__\n", + "...\n", + "2116000 yep. I don't need down to the byte value, a general idea wil...\n", + "2117000 thanks - i'm looking more for a videoconferencing solution, ...\n", + "2118000 no I was just thinking about how some words in English hav...\n", + "2119000 ahh yes thanks :) __eou__\n", + "...\n", + "2120000 no such device __eou__\n", + "...\n", + "2121000 ok __eou__\n", + "...\n", + "2122000 mine is a gui app. Just to make things more complicated. __...\n", + "2123000 desktop 9, 699mb.iso 32bit. on a 6,4 gb quantum fireball ata...\n", + "2124000 mine works ? __eou__ can you tell kathie the command to rest...\n", + "2125000 So, I have to compile it from source or getdeb? __eou__\n", + "...\n", + "2126000 i use only synaptic with official repository __eou__\n", + "...\n", + "2127000 canon would have something but if found that HP has better m...\n", + "2128000 sudo apt-get gparted __eou__ gparted is the gnome partition ...\n", + "2129000 how __eou__\n", + "...\n", + "2130000 right, my server doesn't allow ssh, so, only ftp __eou__\n", + "...\n", + "2131000 got right version, http://pastebin.com/d2de70cdc __eou__\n", + "...\n", + "2132000 i figured, radeonhd gives me atrocious FPS __eou__ radeon wo...\n", + "2133000 no __eou__\n", + "...\n", + "2134000 \\o/ __eou__ hehe, I only had to persuade ya __eou__ everythi...\n", + "2135000 it some local brand called TransTech __eou__\n", + "...\n", + "2136000 i don't think you can view the output __eou__\n", + "...\n", + "2137000 ah, sorry then. actually so does the download page :p just t...\n", + "2138000 ah.. hit CTRL+H to view hidden directories.. any directory b...\n", + "2139000 gonna try that now and see if it works __eou__\n", + "...\n", + "2140000 screen is a window manager for text terminals that lets you ...\n", + "2141000 Keyring will work for them IIRC __eou__\n", + "...\n", + "2142000 in addition to those instruccions gnubie gave you, you can a...\n", + "2143000 sudo mv srcfile destination __eou__\n", + "...\n", + "2144000 i ok i will try again __eou__ cant seem to remove the wifi s...\n", + "2145000 don't have live cd, it was update manager upgrade.. __eou__\n", + "...\n", + "2146000 http://ubuntuforums.org/showthread.php?t=603492 check this _...\n", + "2147000 thought you said that. my bad...dude. __eou__\n", + "...\n", + "2148000 thanks, i have to add responsiveness patches to make it usea...\n", + "2149000 dcc chat __eou__\n", + "...\n", + "2150000 yea, I know about songbird. I'll try it, but I bet it uses g...\n", + "2151000 I can't find the reason... I don't understand the posts I fo...\n", + "2152000 wicked thanks __eou__ that guide doesn't really have anythin...\n", + "2153000 thanks! If I have my router allowing VPNs will I still need ...\n", + "2154000 yes. but for that, i have to install grub2 wich will automag...\n", + "2155000 yes automagically so __eou__\n", + "...\n", + "2156000 it might be a bug in empathy __eou__\n", + "...\n", + "2157000 thanks for the idea ;) __eou__\n", + "...\n", + "2158000 :) I want to get reed of MS and Adobe __eou__\n", + "...\n", + "2159000 I think you need root power __eou__\n", + "...\n", + "2160000 you mean make a symlink of ~/.rhythmbox (or whatever it's ca...\n", + "2161000 you can also try this: http://www.torproject.org/index.html....\n", + "2162000 thanks __eou__\n", + "...\n", + "2163000 Thank you sir.. __eou__\n", + "...\n", + "2164000 That sucks. If 10.04 LTS is this bad then Im staying with pu...\n", + "2165000 you mean ubuntu workstations can be added to the ubuntu doma...\n", + "2166000 oh come on. this is in fact the internet... __eou__\n", + "...\n", + "2167000 right. I've just never used it __eou__\n", + "...\n", + "2168000 nah.. I think that will just get the output from the last co...\n", + "2169000 im open to any suggestions, i have no idea what pulseaudio i...\n", + "2170000 As I said, removing kernels by synaptic only will remove cur...\n", + "2171000 nope.. __eou__\n", + "...\n", + "2172000 yep! __eou__ and the xxx format is 'self' 'group' 'world'. ...\n", + "2173000 my router has the channel set to auto... what's the best to ...\n", + "2174000 but i want to manage vhosts as well __eou__ i want a thing l...\n", + "2175000 they are giving different info from what i got when i was gi...\n", + "2176000 the syntax for sending a factoid to a user is \"!factoid | us...\n", + "2177000 omg ur awesome __eou__\n", + "...\n", + "2178000 well, i was looking at audacious, but the provided .deb isn'...\n", + "2179000 dunno, arent there other events to use that occur after the ...\n", + "2180000 then he should use unrar __eou__\n", + "...\n", + "2181000 http://serverfault.com/questions/92429/cannot-install-mysql-...\n", + "2182000 I thought that too and changed the settings a few times but ...\n", + "2183000 should I get mplayer instead? is there any special reason fo...\n", + "2184000 what ftp server are you using? __eou__\n", + "...\n", + "2185000 you just have to set up you MX domains to google's servers a...\n", + "2186000 I downloaded the Package from http://www.virtualbox.org and ...\n", + "2187000 do you get \"It's working!\" when you try http://localhost ? _...\n", + "2188000 correct __eou__\n", + "...\n", + "2189000 ahhhh, i've been x'ing out instead of typing exit, hm... we...\n", + "2190000 no, OS X __eou__\n", + "...\n", + "2191000 guntbert thanks, I will try them __eou__\n", + "...\n", + "2192000 ah i got that taken care of already :-) __eou__\n", + "...\n", + "2193000 /etc/X11/xorg.conf ? i thought i heard it had been removed i...\n", + "2194000 what should i search for, explicitely? __eou__\n", + "...\n", + "2195000 have you run sudo update-grub? __eou__\n", + "...\n", + "2196000 what is backend? :S __eou__\n", + "...\n", + "2197000 thx __eou__\n", + "...\n", + "2198000 i used netbootin __eou__ i used unetnootin __eou__\n", + "...\n", + "2199000 thanks bud __eou__\n", + "...\n", + "2200000 i use to click on my username __eou__ but i don see anything...\n", + "2201000 know about DSL... not a big deal on nettops imho __eou__ mp1...\n", + "2202000 It exists in Chromium, but I believe the same option is avai...\n", + "2203000 I'm looking a distro with a good hw dectection mechanism... ...\n", + "2204000 mine 2.6.32-22-generic #33-Ubuntu SMP Wed Apr 28 13:28:05 ...\n", + "2205000 Valve has already stated that if you bought a game for Windo...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2206000 OK. __eou__\n", + "...\n", + "2207000 :( __eou__\n", + "...\n", + "2208000 Actually it is a terminal based application and it recieves ...\n", + "2209000 wish I could do that, got a laptop ;) __eou__\n", + "...\n", + "2210000 karmic __eou__\n", + "...\n", + "2211000 Thank you thank you. __eou__\n", + "...\n", + "2212000 lol __eou__ it looks convincing on windows __eou__\n", + "...\n", + "2213000 hmm... LVM allows you to dynamically set up partition sizes?...\n", + "2214000 about what ? __eou__\n", + "...\n", + "2215000 netech_dd if=/dev/hdx | gzip > /path/to/image.gz __eou__ sou...\n", + "2216000 ok __eou__\n", + "...\n", + "2217000 no still no signal __eou__\n", + "...\n", + "2218000 either in the accesories menu, or you have to get from softw...\n", + "2219000 Is X-Chat safe on ubuntu , cuz it screwed up my windows with...\n", + "2220000 lol :) The laptop is fairly new, besides it's not getting h...\n", + "2221000 i have never seen wpa2 work with less then 8 characters (per...\n", + "2222000 yes but I'm wondering if certain packages are '''blocked''' ...\n", + "2223000 I would install win7 first. Select the custom install and t...\n", + "2224000 I use parcellite (GUI) and xclip (it allows me copy things t...\n", + "2225000 ive tried todo exactly what you said with my external usb ha...\n", + "2226000 no __eou__\n", + "...\n", + "2227000 oh, I must be tired, I just need to run Jaunty in VM so it d...\n", + "2228000 fair enough __eou__\n", + "...\n", + "2229000 would you mind if i PM you? __eou__\n", + "...\n", + "2230000 gparted can't find the pendrive which I need to format bac t...\n", + "2231000 so the best way is to just copy them? __eou__\n", + "...\n", + "2232000 I figured google would give me results, but some might be be...\n", + "2233000 that is for one font, and that would be the font gnome-termi...\n", + "2234000 then no need to compile (as instructed in the forum link).. ...\n", + "2235000 that's the list of installed packages ... I'm more intereste...\n", + "2236000 thanks ill try again __eou__\n", + "...\n", + "2237000 hold shift at boot, select recovery mode, select root __eou_...\n", + "2238000 but I want the visual effects of compiz. So I guess it is a ...\n", + "2239000 i need to use it in a script, so gui/sudo solutions wont wor...\n", + "2240000 silverlight streams are streams that use the Microsoft Silve...\n", + "2241000 yes __eou__\n", + "...\n", + "2242000 glad to help __eou__\n", + "...\n", + "2243000 the grep left out the actual error messages... __eou__ the e...\n", + "2244000 dude, second link, point 1 __eou__\n", + "...\n", + "2245000 I had to reinstall because my /boot partiton died.. I coul...\n", + "2246000 maybe you need to add nginx itself to sudoers. becouse sudo ...\n", + "2247000 Hmm.. being somewhat new to ubuntu, I haven't needed to use...\n", + "2248000 you can still boot fefora as default with the ubuntu grub __...\n", + "2249000 https://www.redhat.com/docs/manuals/enterprise/RHEL-3-Manual...\n", + "2250000 I removed it several times __eou__ with purge __eou__\n", + "...\n", + "2251000 -- I don't think so. __eou__\n", + "...\n", + "2252000 well its in beta still but if you wish to give it a try I wo...\n", + "2253000 yeah, tried that. xangua, I am installing from a reposito...\n", + "2254000 did you make sure you closed any existing ssh sessions you h...\n", + "2255000 Please run \"sudo aptitude update; sudo aptitude install apt-...\n", + "2256000 it is a 1 pixel image, there is only 24bits if information t...\n", + "2257000 http://img214.imageshack.us/img214/6808/capturadetelac.png _...\n", + "2258000 Good idea! Thanks! __eou__ It's owned by root :( __eou__ Mag...\n", + "2259000 thought so __eou__\n", + "...\n", + "2260000 *? __eou__ ChogyDan http://pastebin.com/sdwxDA27 __eou__\n", + "...\n", + "2261000 Why would you want it ? __eou__\n", + "...\n", + "2262000 it would be the third time i upgrade versions. probably quit...\n", + "2263000 i know but i dont know what it does >_< __eou__\n", + "...\n", + "2264000 ubuntu doesn't make the ati drivers, what ubuntu bugs are yo...\n", + "2265000 you might want to try Simple Scan __eou__ I just tried scann...\n", + "2266000 64! PAE is a hack, it can't let any one program use more th...\n", + "2267000 you can back up to a file if you want __eou__ did you set up...\n", + "2268000 make a launcher that does that perhaps. __eou__ You could ...\n", + "2269000 thanks, but i didnt add any repository ^^ __eou__ i did sudo...\n", + "2270000 you'd rather it were ancient, idiosyncratic and had almost n...\n", + "2271000 sure __eou__ are you still there? My client set you to ignor...\n", + "2272000 you mean ntbl or whatever __eou__ that normaly means nucked ...\n", + "2273000 but it does not ask me... __eou__\n", + "...\n", + "2274000 seems like your packagement is borked __eou__ *management __...\n", + "2275000 does the community generate those components? Where might I...\n", + "2276000 best i could find - https://launchpad.net/ubuntu/lucid/amd64...\n", + "2277000 then you don't need one ... or you could always add swap-fil...\n", + "2278000 Ah! __eou__\n", + "...\n", + "2279000 look into /dev/mapper __eou__ or maybe /dev/...\n", + "2280000 no? sorry then, update... done. __eou__ That was stange. __e...\n", + "2281000 I helped him realize his mistake __eou__\n", + "...\n", + "2282000 but it is the best solution... __eou__\n", + "...\n", + "2283000 It's installed mess around with it for a bit at least! __eou...\n", + "2284000 bs. dapper is still there __eou__\n", + "...\n", + "2285000 heh, i wish. numlock does nothing __eou__\n", + "...\n", + "2286000 you may want to look at http://waxandwane.org/clipsafe.html ...\n", + "2287000 errors={continue|remount-ro|panic} --> Define the behaviou...\n", + "2288000 http://paste.ubuntu.com/559043/ __eou__\n", + "...\n", + "2289000 Now its ubuntu only and a fresh install __eou__\n", + "...\n", + "2290000 you should install from package manager instead __eou__\n", + "...\n", + "2291000 i am using autofs but i can get it working __eou__\n", + "...\n", + "2292000 i can noticed that the ata disk partitions was printed, but ...\n", + "2293000 You can get eclipse too. sudo apt-get install eclipse __eou_...\n", + "2294000 chroot and use adduser __eou__\n", + "...\n", + "2295000 shows that orange screen with \"default \" and counting down ....\n", + "2296000 yeah tab complete is awesome __eou__\n", + "...\n", + "2297000 than you'll have to right click on the menu button and selec...\n", + "2298000 sipior I want to always print two pages of the old document ...\n", + "2299000 so no grub then.. :( Yeah, I would be inclined to just burn...\n", + "2300000 terry I ran sudo dpkg-reconfigure -phigh xserver-xorg and sa...\n", + "2301000 ie, I'm still in the middle of the upgrade, and ctrl+c-ing w...\n", + "2302000 So? __eou__ not only googling but REading bro __eou__\n", + "...\n", + "2303000 you want to undo what the runescape install script has done?...\n", + "2304000 When you specify the output as an AVI file, ffmpeg cannot d...\n", + "2305000 thanks cipherboy_loc, mkanyicy...I am installing it now.. __...\n", + "2306000 im probably not the right person to ask about this but you m...\n", + "2307000 spot on, thanks for the help __eou__\n", + "...\n", + "2308000 Starmin: that's what i mean __eou__ i think the shrink optio...\n", + "2309000 no but kind of __eou__ most people just reinstall have a fir...\n", + "2310000 - they were empty. __eou__\n", + "...\n", + "2311000 what was your problem again? __eou__\n", + "...\n", + "2312000 here's a list in english with all common user agent strings ...\n", + "2313000 Well on a clean install, it works perfectly - including the ...\n", + "2314000 LOL.... ;) Just looked for a cheaper solution... __eou__\n", + "...\n", + "2315000 than you should be ok... what seems missing? __eou__\n", + "...\n", + "2316000 java jre for the open office __eou__ ok I have java 1.6 __...\n", + "2317000 Set the system time correctly and then sync the hardware clo...\n", + "2318000 I get this: E: Could not get lock /var/lib/dpkg/lock - open...\n", + "2319000 you have to mount the usb and copy as usual __eou__\n", + "...\n", + "2320000 i asked 5 times. nevermind. let me try other distro __eou__\n", + "...\n", + "2321000 thanks __eou__\n", + "...\n", + "2322000 ok. cool. Thanks a bunch. I'll ad that to my channels. __eou...\n", + "2323000 I'm using Wubi, no dice __eou__\n", + "...\n", + "2324000 reason i need to fix yet another corrupted filesystem is bec...\n", + "2325000 eep, sorry, wrong person __eou__\n", + "...\n", + "2326000 perfect, that's exactly what I was looking for __eou__\n", + "...\n", + "2327000 the WM is installed, as are the things it depends on - there...\n", + "2328000 Oh... Sorry, no idea really -- I mostly use SQLite, however ...\n", + "2329000 well, there's that about webmin, but I never ran it with ext...\n", + "2330000 yes, that's where I'm seeing the error message __eou__\n", + "...\n", + "2331000 I'm banned __eou__\n", + "...\n", + "2332000 if i am not able to see Ubuntu1004 then how can i get inside...\n", + "2333000 !! the disk with my filesystem got renamed? what can I do ru...\n", + "2334000 Yes. __eou__\n", + "...\n", + "2335000 most recent ubuntu release __eou__\n", + "...\n", + "2336000 its too new a feature to even predict. do you really need t...\n", + "2337000 Between? __eou__\n", + "...\n", + "2338000 What i'm saying is to block port 22 specifically. That way,...\n", + "2339000 try \"export VARIABLE=foo\" __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2340000 I do __eou__\n", + "...\n", + "2341000 hmm interesting. i do have 76 things in /etc/init/ but only ...\n", + "2342000 Ya about that, I set the stupid thing in empathy, but it kee...\n", + "2343000 \"Inappropriate ioctl for device...\" __eou__\n", + "...\n", + "2344000 I am back __eou__\n", + "...\n", + "2345000 thanks __eou__\n", + "...\n", + "2346000 hopefully all. but certainly in canada. __eou__\n", + "...\n", + "2347000 use apt-get or software centre etc __eou__ ps -ef | grep hel...\n", + "2348000 no idea. Ive never needed a driver for my cable modem. but...\n", + "2349000 yuck. no idea, but you might try to resolve those ?? by inst...\n", + "2350000 sorry, what are you compiling? __eou__\n", + "...\n", + "2351000 Just did install bootchart __eou__ Oh I hope it is not vid...\n", + "2352000 you're welcome __eou__\n", + "...\n", + "2353000 awesome, that's what I want to hear. gonna give it a shot no...\n", + "2354000 such as aptitude install package and if there are conflicts...\n", + "2355000 you should be using gksudo when you /need/ to open a graphic...\n", + "2356000 try replacing the email address with your local username for...\n", + "2357000 any ideas how to install gnome2? :-) __eou__\n", + "...\n", + "2358000 i'm using it from Windows though __eou__\n", + "...\n", + "2359000 maybe this could help http://ubuntuforums.org/showthread.php...\n", + "2360000 sorry, meant to address to crimscx... a bit distracted at th...\n", + "2361000 just saying checkinstall would not help. It would make the p...\n", + "2362000 yes, i guess, and some other browsers? like chromium? __eou_...\n", + "2363000 not directly that's why i've a done a ssh reverse __eou__\n", + "...\n", + "2364000 provide a sample of what you are expecting to match __eou__\n", + "...\n", + "2365000 that's an option as well, or daily __eou__\n", + "...\n", + "2366000 you will ahve a lot of settings created do a ls -la in your ...\n", + "2367000 lsb_release -a __eou__ lsb_release -a at terminal and hit e...\n", + "2368000 since then I've had to pull in a few gnomish components when...\n", + "2369000 hello good buddy __eou__ you might look into the GNOME shell...\n", + "2370000 dumb question, how do i get vncserver to start up with the u...\n", + "2371000 I know __eou__ Typo __eou__\n", + "...\n", + "2372000 http://www.askmebetter.com/ __eou__ Pastebin the results of ...\n", + "2373000 web server to host website. i want a user other than root to...\n", + "2374000 gogeta has a point. i would - sudo aptitude purge unity && s...\n", + "2375000 do you have an actual support question? please stop with the...\n", + "2376000 it is, but it's also true about nvidia =P __eou__\n", + "...\n", + "2377000 k __eou__\n", + "...\n", + "2378000 you could make an alias. Not sure how it would affect other ...\n", + "2379000 you're probably more savy than me so I'm not going to bother...\n", + "2380000 you can install wicd-curses and use it at cli, no gui app wi...\n", + "2381000 honestly if the mic sound is distorted i would think its be...\n", + "2382000 Yeah, I'm guessing it's bad __eou__\n", + "...\n", + "2383000 mount -t udf __eou__\n", + "...\n", + "2384000 the samba configs. __eou__\n", + "...\n", + "2385000 format disk - perhaps. __eou__\n", + "...\n", + "2386000 canonical provides... what ? __eou__\n", + "...\n", + "2387000 make sense it doesn't has to do with ubuntu, already tried t...\n", + "2388000 One can do: apt-key adv --recv-keys $KEYID -- directly. __eo...\n", + "2389000 I had to install bind in order to achieve name resolution __...\n", + "2390000 System filling write cache quickly and waiting transfer proc...\n", + "2391000 why not __eou__ there is an xorg edgers update ppa (less fre...\n", + "2392000 it dpends on the specific error... __eou__\n", + "...\n", + "2393000 it is __eou__\n", + "...\n", + "2394000 that s the same, as \"dangeros\" as cat __eou__ i forgot, you ...\n", + "2395000 yes ! thanks :D __eou__\n", + "...\n", + "2396000 ah ok thanks __eou__\n", + "...\n", + "2397000 yeah, I tend to like clean installs __eou__\n", + "...\n", + "2398000 question answered __eou__\n", + "...\n", + "2399000 aahh right __eou__\n", + "...\n", + "2400000 what sort of problems? __eou__\n", + "...\n", + "2401000 ditto, i'll just wait for the devels to answer me then. or m...\n", + "2402000 Bentley which one? allready in basic gaim or somewhere on th...\n", + "2403000 there's a md5sum.exe program for windows __eou__ don't know ...\n", + "2404000 yes __eou__\n", + "...\n", + "2405000 there've been conversations, but I don't remember the outcom...\n", + "2406000 thnx __eou__\n", + "...\n", + "2407000 i told you to use \"burn disk image\" __eou__ http://www.wizar...\n", + "2408000 don't worry about it, its just a warning. __eou__ exactly __...\n", + "2409000 and an article reader __eou__\n", + "...\n", + "2410000 thanks for the ipv6 disabling link, i missed that one __eou_...\n", + "2411000 if you can login via icewm run it from an xterm or whatever ...\n", + "2412000 the problem is that crrently gnome-desktop on hoary is unins...\n", + "2413000 try a supported ubuntu kernel __eou__\n", + "...\n", + "2414000 no __eou__ hate to be an arsehole, but Wine Is Not an Emulat...\n", + "2415000 but not installed by default __eou__\n", + "...\n", + "2416000 what should I do about the error? __eou__\n", + "...\n", + "2417000 do i just remove the lines for the accounts that i want to r...\n", + "2418000 because it doesn't clean up. It just kills the X server __eo...\n", + "2419000 n+30 ;) __eou__\n", + "...\n", + "2420000 dont blow ur current __eou__\n", + "...\n", + "2421000 is that the precise apt-get command? __eou__\n", + "...\n", + "2422000 free for 11 years now, one of the BSD family and lots of lin...\n", + "2423000 you allready have a running FTP daemon __eou__\n", + "...\n", + "2424000 snapshot.debian.net has all the packages ever released so yo...\n", + "2425000 make sure that both system agrees in setting utc or disablin...\n", + "2426000 its a usb printer __eou__ epson stylus cx 6600 using 6400 dr...\n", + "2427000 ok thx __eou__\n", + "...\n", + "2428000 select burn, settings, multisession, continue.. __eou__\n", + "...\n", + "2429000 that is something you need to type in a terminal window __eo...\n", + "2430000 never had any problem with that, windows can be installed on...\n", + "2431000 delete it __eou__\n", + "...\n", + "2432000 If your on linux, not really.. only if your going to run som...\n", + "2433000 if you are using KDE try with konqueror __eou__ OC'ing is an...\n", + "2434000 gdm uses xml-like theming. __eou__\n", + "...\n", + "2435000 how? __eou__\n", + "...\n", + "2436000 ah, ok then......not sure sorry. that was my only idea. __e...\n", + "2437000 yes i have one like that, and one virtual interface eth0:9 _...\n", + "2438000 is that a linux port ? Interesting... __eou__ in the repos? ...\n", + "2439000 my install of Totem plays wmv perfectly; I don't seem to hav...\n", + "2440000 ubotu is helping you out __eou__\n", + "...\n", + "2441000 x broke. __eou__\n", + "...\n", + "2442000 does corel draw actually work in cxoffice? __eou__\n", + "...\n", + "2443000 look for /boot/grub/grub.conf.sample or so, there should be ...\n", + "2444000 yeah but I have linux already installed, and now I'd like a ...\n", + "2445000 how can i set what happens when it says \"configuring network...\n", + "2446000 LP_ what installer??? __eou__ oh ok... really from the cd?...\n", + "2447000 they dont work... __eou__\n", + "...\n", + "2448000 that doesn't have time stamps. i have no idea what is from w...\n", + "2449000 Openoffice __eou__ and much more __eou__ they dont have to e...\n", + "2450000 arts daemon is seriously fucked up in ubuntus KDE3.5beta2 pa...\n", + "2451000 i'm trying :( __eou__\n", + "...\n", + "2452000 can i msg you __eou__\n", + "...\n", + "2453000 sry __eou__\n", + "...\n", + "2454000 the installation shows up __eou__ and goes fine __eou__ then...\n", + "2455000 no that's it. it used long listings i.e. (hd0) /dev/...\n", + "2456000 thanks I will check it out! __eou__\n", + "...\n", + "2457000 u need to change \"nv\" into \"nvidia\" first. __eou__\n", + "...\n", + "2458000 I see __eou__\n", + "...\n", + "2459000 ill try struggling and compiling it first :P __eou__\n", + "...\n", + "2460000 i'm searching only on Hoary __eou__\n", + "...\n", + "2461000 is that really outrageous? __eou__ audio isn't the point... ...\n", + "2462000 Okey poke... Thanks. :) __eou__\n", + "...\n", + "2463000 One question though. __eou__ What about comments? __eou__\n", + "...\n", + "2464000 ive seen alot of people mess up their sudo by enabling su bu...\n", + "2465000 yes, i have __eou__ and i do have a floppy drive __eou__\n", + "...\n", + "2466000 sorry i just skimmed it because im doing something else and ...\n", + "2467000 :( but thanks for trying to help.. __eou__\n", + "...\n", + "2468000 run sudo apt-get install kubuntu-desktop __eou__\n", + "...\n", + "2469000 i have problems setting up printing in xfce did u try connec...\n", + "2470000 the installer will allow you to select the partition to inst...\n", + "2471000 ehm... XDCMP was due to my fuault set up to choose. changed ...\n", + "2472000 sounds weird, have you asked in #kubuntu or #kde ? __eou__\n", + "...\n", + "2473000 ... hehe.. what is it NOT ??? ... hmm... I'll try another pr...\n", + "2474000 I never really tried it with Breazy, but I'm pretty sure it'...\n", + "2475000 you can install Adobe Acrobat Reader - acroread - it's somet...\n", + "2476000 yes __eou__\n", + "...\n", + "2477000 as I said in windows XP it works without artifacts at higher...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2478000 I will try this - I'll go and login to ubuntu right now and ...\n", + "2479000 there is a gui toll for upgrading to dapper __eou__\n", + "...\n", + "2480000 I don't know which kernel do you have installed. But for exa...\n", + "2481000 did you explore the Removable Drives and Media GUI helper th...\n", + "2482000 you can't on fat __eou__ fat has no idea of file perms __eou...\n", + "2483000 always annoyed me why Gnome changed it to middle mouse butto...\n", + "2484000 hmm, what of? __eou__\n", + "...\n", + "2485000 have you enabled multiverse? __eou__ don't repeat, don't pas...\n", + "2486000 it says audio open error __eou__ now tell me what next that ...\n", + "2487000 yea, but that is like 4 weeeks away>posting __eou__\n", + "...\n", + "2488000 ur currently using breezy? __eou__\n", + "...\n", + "2489000 good idea :) __eou__\n", + "...\n", + "2490000 https://wiki.ubuntu.com/RestrictedFormats __eou__ follow the...\n", + "2491000 welcome to the semi-flood irc channel :) __eou__\n", + "...\n", + "2492000 mozilla-mplayer is a plugin so firefox can play video from t...\n", + "2493000 just checking, after Lukian's complaint :) __eou__\n", + "...\n", + "2494000 no. __eou__\n", + "...\n", + "2495000 torrc iirc ? __eou__\n", + "...\n", + "2496000 yes __eou__\n", + "...\n", + "2497000 is there no official wording to put on something like that? ...\n", + "2498000 plus the whole context based task bar really throws them for...\n", + "2499000 what version of llibc6-dev is installed? __eou__\n", + "...\n", + "2500000 deb-build? __eou__\n", + "...\n", + "2501000 sudo apt-get install PACKAGE=VERSION if you must __eou__ sto...\n", + "2502000 I know, but nobody warned me, and I thought it wouldnt be th...\n", + "2503000 well, in my case, i used one port that works perfectly with ...\n", + "2504000 which one is the lightest version as compared to any other ...\n", + "2505000 ill set local time thanks __eou__\n", + "...\n", + "2506000 Ive got nvidia-glx nvidia-kernel-common installed along with...\n", + "2507000 yah __eou__ are you in a terminal? __eou__\n", + "...\n", + "2508000 yeah, I had that issue at home... I'm not using the beerorki...\n", + "2509000 and then it appears \"Error 17\" immediately __eou__\n", + "...\n", + "2510000 what exactly happens when you try to install it? __eou__\n", + "...\n", + "2511000 nameserver __eou__\n", + "...\n", + "2512000 i'm saying, it's not new by any means __eou__ i'm deeply sad...\n", + "2513000 It did when I was doing that on redhat I Haven't tried it si...\n", + "2514000 ok __eou__ theres a file called md5sum.txt __eou__\n", + "...\n", + "2515000 ctrl-alt-+ and ctrl-alt-- maybe __eou__ and the + and - hav...\n", + "2516000 for all gnome/gtk apps __eou__\n", + "...\n", + "2517000 me too :P __eou__ Forget about it. __eou__\n", + "...\n", + "2518000 yes, from system, network tools __eou__ no trace for www.goo...\n", + "2519000 thanks i will work on thar __eou__\n", + "...\n", + "2520000 crazy enough to work __eou__\n", + "...\n", + "2521000 maybe sometimes things are too simple and i'm complicating t...\n", + "2522000 i know, i was hoping you were in the Bayarrhea. you could co...\n", + "2523000 sudo mv __eou__\n", + "...\n", + "2524000 if you know the module name of the onboard card (check lsmod...\n", + "2525000 yes, that's it __eou__\n", + "...\n", + "2526000 the goal is to keep it under 750, so i am going to see how m...\n", + "2527000 i seriously reccomend you ditch ubuntu for headless clients ...\n", + "2528000 give me a moment i will see if i still have it ! i did it t...\n", + "2529000 That should bring up Network Settings __eou__\n", + "...\n", + "2530000 thanks, \"usermod -p * username\" does what I want. __eou__\n", + "...\n", + "2531000 you must upgrade to from hoary to breezy, from breezy to dap...\n", + "2532000 write: PATH=$PATH,myprogrampath __eou__ it only works on th...\n", + "2533000 GAIM is eating my contacts, that's why I didn't like it. An...\n", + "2534000 have you updated your apt after adding those? __eou__\n", + "...\n", + "2535000 functional yes - some just do not like the decorations as we...\n", + "2536000 is my system completely lost _ __eou__\n", + "...\n", + "2537000 I don't know, I'm no X expert sorry, all I can reccomend is ...\n", + "2538000 Eriock: I am trying to figure that out myself.. sorry.. i th...\n", + "2539000 If you are certain you have installed the nvidia driver corr...\n", + "2540000 no, i'm not sure that is right either (i'm not on linux to ...\n", + "2541000 vista says what? __eou__\n", + "...\n", + "2542000 chown them to root, and then chmod them where the world has...\n", + "2543000 fai is an acronim for Fully Automatic Installation __eou__\n", + "...\n", + "2544000 : i'm basically moving HD. I installed on a plain old sata d...\n", + "2545000 what? __eou__\n", + "...\n", + "2546000 :) once I learn programming I'll make sure to do that first ...\n", + "2547000 Are you sure? __eou__\n", + "...\n", + "2548000 Lets just hope we regain all of our functionality as we did ...\n", + "2549000 yes __eou__\n", + "...\n", + "2550000 yeah, it'd be helpful, I spent a few hours trying to figure ...\n", + "2551000 thanks. __eou__\n", + "...\n", + "2552000 usb? __eou__\n", + "...\n", + "2553000 this is also means that both hdd's must be plugged in? __eou...\n", + "2554000 with nautilus everything worked so fast and I could save scr...\n", + "2555000 ask in #grub __eou__ same hdd ? __eou__\n", + "...\n", + "2556000 i mean real pakage ? __eou__\n", + "...\n", + "2557000 it is 4310 __eou__\n", + "...\n", + "2558000 that's fine, I'm single and my ex is a lesbian ;-) __eou__\n", + "...\n", + "2559000 - i.e. an incomming odf file in email wont take over your PC...\n", + "2560000 NTFS, I believe __eou__\n", + "...\n", + "2561000 thanks for your help anyway __eou__\n", + "...\n", + "2562000 im no noob, i game with wine all the time __eou__ i have jus...\n", + "2563000 are you sure it didn't add them to your fstab already? I ha...\n", + "2564000 np :-) __eou__\n", + "...\n", + "2565000 I don't understand your question __eou__\n", + "...\n", + "2566000 good luck __eou__\n", + "...\n", + "2567000 you can disable them from the gnome menu, system - effects _...\n", + "2568000 Zero you have to register. __eou__ change the type to ext3 w...\n", + "2569000 How do I register my nick with Nickserv? __eou__\n", + "...\n", + "2570000 so i should copy the the entry from menu.lst from the ubuntu...\n", + "2571000 you haven't explained what permission you where denied? Or I...\n", + "2572000 ? ha? :P __eou__\n", + "...\n", + "2573000 either one __eou__ unless u ftp to wrong ftpserver __eou__\n", + "...\n", + "2574000 because that's more asthetically fitting and this way it ...\n", + "2575000 and yondie: thanks. i roll my own for slackware, since it ...\n", + "2576000 firefox could be causing it __eou__\n", + "...\n", + "2577000 I don't know brice...But I know that when someone has a nvid...\n", + "2578000 have you searched synaptic for libglu...? __eou__ was it in ...\n", + "2579000 In the future stay with intel and nvidia for good linux driv...\n", + "2580000 thanks. __eou__ and you too sno0 __eou__ sn0* __eou__ what s...\n", + "2581000 I said ages ago I am not bothered about that any more __eou_...\n", + "2582000 GigaClon, DShepherd: Oh man, I already installed Ubuntu, I'd...\n", + "2583000 But I don't want the details... like I want it to look the w...\n", + "2584000 thanks __eou__\n", + "...\n", + "2585000 MP __eou__\n", + "...\n", + "2586000 will do, thanks. Are you referring to resolving the error or...\n", + "2587000 I think I just saw it, hold on. __eou__ Here, I found it. \"A...\n", + "2588000 is UUID necessary for just extra mounted space? __eou__\n", + "...\n", + "2589000 oh okay. __eou__\n", + "...\n", + "2590000 okay __eou__ it's tremulous __eou__ I'm on my ubuntu server ...\n", + "2591000 https://help.ubuntu.com/community/AMD64/FirefoxAndPlugins __...\n", + "2592000 smbfs? __eou__\n", + "...\n", + "2593000 SkyFalcon866: thank you i will do that after my interview in...\n", + "2594000 if apt-get not work try the aptitude __eou__ join me in #w...\n", + "2595000 can someone tell what is deafult window manager in GNOME ?? ...\n", + "2596000 I don't know what you mean by NAT setup, so perhaps I did __...\n", + "2597000 theres a BIG search button in the window.... __eou__ someone...\n", + "2598000 maybe you should try an older version of slackware __eou__ ...\n", + "2599000 thanks.... __eou__\n", + "...\n", + "2600000 I'd wait about a month, to be honest. Let it have the chance...\n", + "2601000 like 2 hours __eou__ im at 637 of 1300 __eou__\n", + "...\n", + "2602000 Are you suggesting that something went wrong in that particu...\n", + "2603000 if you are installing them both on the same drive, it will b...\n", + "2604000 I don't know __eou__ I know you can set it up so your whole ...\n", + "2605000 is it an old BIOS and a large new hd ? __eou__\n", + "...\n", + "2606000 gparted is the gnome partition editor, I'd say its quite int...\n", + "2607000 thanks, bookmarked ; ) __eou__\n", + "...\n", + "2608000 the issue is that default is keeping me from booting as my c...\n", + "2609000 where can i chk it ? __eou__ i cant find it in the wine data...\n", + "2610000 or try a \"find /usr | grep -i icon\" __eou__\n", + "...\n", + "2611000 thanks. Is there a equivalency between videomode (720i) and ...\n", + "2612000 http://ubuntu.wordpress.com/2005/10/13/enabling-cupsys-web-a...\n", + "2613000 Yessir? __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2614000 if it dont wrk ill have to boot to xp to get online :( __eou...\n", + "2615000 this is keeping you from booting? __eou__\n", + "...\n", + "2616000 lsmod says the module is loaded, but I am not expert enough ...\n", + "2617000 thank you. do you think you could help me with how to comile...\n", + "2618000 the partitions you are working on. MUST MUST MUST - be unmo...\n", + "2619000 Hmm...maybe I'll try again with Gutsy. I havent run both sin...\n", + "2620000 it usually means the server is down temporarily. But the onl...\n", + "2621000 so did I, but it wasn't worth the effort __eou__\n", + "...\n", + "2622000 same problem with a new user __eou__\n", + "...\n", + "2623000 but a backup is wise ;) __eou__ !apt-zip | nano_ __eou__ !in...\n", + "2624000 doesn't that only show mounted ones? __eou__\n", + "...\n", + "2625000 what does iwconfig say? __eou__\n", + "...\n", + "2626000 what should i set the refresh to ? __eou__ it's a 15'' samsu...\n", + "2627000 wireshark __eou__\n", + "...\n", + "2628000 it not evening loading driver sir __eou__\n", + "...\n", + "2629000 how did you create the new user? __eou__\n", + "...\n", + "2630000 preferably __eou__\n", + "...\n", + "2631000 are you having trouble booting the live cd? __eou__ what are...\n", + "2632000 Roger that. It's still a puzzle how you could have started t...\n", + "2633000 I don't know where is this panel :) __eou__\n", + "...\n", + "2634000 you're welcome. let me know if it works __eou__\n", + "...\n", + "2635000 didn't find an option __eou__ ^^ __eou__\n", + "...\n", + "2636000 firefox won't let me start more instances of it without firs...\n", + "2637000 do you know where ubuntu keeps the index files __eou__\n", + "...\n", + "2638000 I'm not sure. __eou__ Usually they don't take out support fo...\n", + "2639000 groups = nogroup admin ------- id = uid=109(marsh) ::: gid =...\n", + "2640000 ok :P __eou__\n", + "...\n", + "2641000 how to make changes? __eou__\n", + "...\n", + "2642000 er, preferences where? __eou__\n", + "...\n", + "2643000 In the Network Manager window, click on the wired connection...\n", + "2644000 nice,dude __eou__\n", + "...\n", + "2645000 hence why all of our front end systems and networking equipm...\n", + "2646000 Sorry, how do I do that? __eou__ I think thats it, n...\n", + "2647000 thanks.. but there is definitely a difference __eou__\n", + "...\n", + "2648000 any way thnx :S __eou__\n", + "...\n", + "2649000 is there a way to make it work w/ compiz __eou__\n", + "...\n", + "2650000 , i have two 10\\100mb card and 1 comp have adsl modem bu...\n", + "2651000 you are back, did you not reinstall? __eou__\n", + "...\n", + "2652000 yea __eou__\n", + "...\n", + "2653000 okay then __eou__\n", + "...\n", + "2654000 robg, ii have windows on it and i try installing from the li...\n", + "2655000 what does error msg say? __eou__\n", + "...\n", + "2656000 Gaelic __eou__ one of life's little ironies... __eou__\n", + "...\n", + "2657000 i have to get the nvidia driver to boot first. __eou__ The...\n", + "2658000 sudo /etc/init.d/sshd restart most likely __eou__\n", + "...\n", + "2659000 don't know really. I m still trying to get my LBP3300 workin...\n", + "2660000 zetherol __eou__ what's your problem __eou__ xnv,how can i c...\n", + "2661000 Why did they change the standard Hda too now Mimic Scsi devi...\n", + "2662000 if I don't done that ? __eou__ can I see anyway ? __eou__ i ...\n", + "2663000 how do i get there? and what do you mean by bypasing the aut...\n", + "2664000 what sort of connections ? __eou__\n", + "...\n", + "2665000 yes. can your run Apple software for MacOSX on windows? can ...\n", + "2666000 try https://help.ubuntu.com/community/SoundTroubleshooting w...\n", + "2667000 it was a repository maintained at stanford and they somehow ...\n", + "2668000 lspci | grep Ether __eou__\n", + "...\n", + "2669000 hmm yes :) __eou__ does it boot you out or just warn __eou__...\n", + "2670000 I'd check if the router has the ip of the printer down right...\n", + "2671000 Correct __eou__ because ony root, or users in the admin grou...\n", + "2672000 iwlist scan __eou__ are you sure your wireless isn't working...\n", + "2673000 yeah.. :( __eou__\n", + "...\n", + "2674000 is the kernel a default kernel or is it something you config...\n", + "2675000 now that would be a seriously hard firewall to crack ;p __eo...\n", + "2676000 i saw the power options, but they dont let you change much _...\n", + "2677000 Denesh- check this site- https://bugs.launchpad.net/ubuntu/+...\n", + "2678000 thanks opt1k. I'm downloading streamripper. I'll try tuner a...\n", + "2679000 thats in the Advanced Desktop Settings __eou__\n", + "...\n", + "2680000 I'm no sure... I didn __eou__\n", + "...\n", + "2681000 clf flush size is 64 __eou__ what am i looking for exactly? ...\n", + "2682000 use fstab for this, its the noauto option __eou__\n", + "...\n", + "2683000 i think i do......thanks...just found out how to....thanks f...\n", + "2684000 hmm// The National weather service is givving 130 Kbs __eo...\n", + "2685000 is there a link to info? __eou__\n", + "...\n", + "2686000 those two instructions are just only to add it sources.list ...\n", + "2687000 I use wicd its easy to switch with this tool __eou__ sure, c...\n", + "2688000 elijah@elijah-laptop:~$ bug-buddy --xchat __eou__\n", + "...\n", + "2689000 Switch servers __eou__ Adept? I'm doing this all from termin...\n", + "2690000 Or maybe do a kickstart config so you can install many machi...\n", + "2691000 yes, i didn't indeed. I think it comes bundled with the Kern...\n", + "2692000 you can see if you can find a .deb for that version __eou__ ...\n", + "2693000 i had it set up ages ago for a shell over serial port. __eo...\n", + "2694000 yes but its onot in intrepid __eou__ no would need to be bu...\n", + "2695000 ah. have a good run now, must wait. __eou__\n", + "...\n", + "2696000 I'll try fbrun and be right back __eou__\n", + "...\n", + "2697000 ill give it a go __eou__ hmmm errors __eou__ if i go startx ...\n", + "2698000 which eeepc do you have? __eou__\n", + "...\n", + "2699000 X is for forward X output, C is for compress it before you s...\n", + "2700000 envy is a last resort and has mixed results.. Did you insta...\n", + "2701000 i want the default __eou__\n", + "...\n", + "2702000 a 500 GB drive is 500B * 1,000,000,000 . 460GB that you are...\n", + "2703000 I dont do dual head.. have you tried with effects off.. __eo...\n", + "2704000 hplip did the trick - thanks :) __eou__\n", + "...\n", + "2705000 I've no idea what the problem could be :/ __eou__\n", + "...\n", + "2706000 ok __eou__\n", + "...\n", + "2707000 all right then :) __eou__ ah and then there is htop (for con...\n", + "2708000 : it happen when I try to solve the card reader problem __eo...\n", + "2709000 Just what I was looking for, thanks :-) __eou__\n", + "...\n", + "2710000 did you try fs-driver? __eou__\n", + "...\n", + "2711000 use alt F2 and run conky from there __eou__\n", + "...\n", + "2712000 can u tell me the commands? __eou__\n", + "...\n", + "2713000 Pandah; so that means one installation covers both the disks...\n", + "2714000 why/what __eou__\n", + "...\n", + "2715000 i think there is: http://www.ubuntugeek.com/disable-internet...\n", + "2716000 where does it say the plugin is ..which folder __eou__\n", + "...\n", + "2717000 lol at quoting me __eou__\n", + "...\n", + "2718000 can you tell me, at what stage it hangs? __eou__\n", + "...\n", + "2719000 no, cygwin does it the other way around __eou__\n", + "...\n", + "2720000 sure, but basic stuff mainly __eou__\n", + "...\n", + "2721000 Not sure how to do that - newb here. __eou__\n", + "...\n", + "2722000 because it said your kernal could not be functioned by this ...\n", + "2723000 because it's easy to configure, and a nice pretty ui for eve...\n", + "2724000 i read that from here: http://ubuntuforums.org/showthread.ph...\n", + "2725000 lsmod |grep pcspkr what do you get __eou__ well the pc spkr...\n", + "2726000 as in when i do a mouse drag, it opens another pdf window __...\n", + "2727000 same here __eou__\n", + "...\n", + "2728000 doesn't matter. same thing happens with both files and folde...\n", + "2729000 the package in synaptic says it's not supported by Canonical...\n", + "2730000 check the wiki __eou__\n", + "...\n", + "2731000 yeah, I guess __eou__ different result __eou__\n", + "...\n", + "2732000 What was http://pastebin.ubuntu.com/181707/ __eou__\n", + "...\n", + "2733000 Thanks :) __eou__\n", + "...\n", + "2734000 thank you for your help, i am very excited now __eou__ Tha...\n", + "2735000 , i need send parameters ... for example in bash i can send ...\n", + "2736000 de nada ;] __eou__\n", + "...\n", + "2737000 who you talking to? plz use the nick in your replies __eou__...\n", + "2738000 ok in backport. I will take a look at backport __eou__ shoul...\n", + "2739000 virtual machine in that case only to get the feel for Ubuntu...\n", + "2740000 my mistake mneptok is correct next proposed lts is 10.4 sorr...\n", + "2741000 agreed done __eou__\n", + "...\n", + "2742000 thanks i m gonna read and i wont install all the application...\n", + "2743000 oh ok __eou__\n", + "...\n", + "2744000 pxe? thanks! __eou__ got a look at pxe installation .... it ...\n", + "2745000 thats not a user name, thats a key pairing. i don't think it...\n", + "2746000 so you can copy paste in man, and then delete the ones you d...\n", + "2747000 I thought it was... but gparted is the only gui tool I am aw...\n", + "2748000 Ah, then that's not \"general programming purposes\" :-). __eo...\n", + "2749000 Sorry, no - that's all I use __eou__\n", + "...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2750000 only resolution cose different way it is not workin __eou__\n", + "...\n", + "2751000 happens,i have suspend hibernate going misssing sometimes __...\n", + "2752000 k...will do __eou__\n", + "...\n", + "2753000 you may have it installed already. i do, but i don't recall ...\n", + "2754000 the XP install disk says I have no hard drive __eou__\n", + "...\n", + "2755000 No, nothing will explode __eou__\n", + "...\n", + "2756000 so i must have a problem, right now it does ~ 9Mo/s __eou__\n", + "...\n", + "2757000 You mean the first disk? __eou__\n", + "...\n", + "2758000 hum, i may need to do a bit more research on Win4Lin than __...\n", + "2759000 btw, how did your sudo password stop working? __eou__ you co...\n", + "2760000 I don't know the difference between pkill and killall, meh _...\n", + "2761000 no problem :) __eou__\n", + "...\n", + "2762000 i'm afraid i'm not familiar with that error... maybe google ...\n", + "2763000 ok, thanks, i'll give it another shot then :) __eou__ ah coo...\n", + "2764000 how do you kill it? it locks up my entire system and when pl...\n", + "2765000 thanks anyways __eou__\n", + "...\n", + "2766000 unetbootin is the repos for karmic, you may wish to try usb-...\n", + "2767000 wuts the command to import those? Or should I just use phpMy...\n", + "2768000 you really don't need that stuff for Ubuntu __eou__\n", + "...\n", + "2769000 programming, and office work __eou__\n", + "...\n", + "2770000 on average how many years do i expect? __eou__\n", + "...\n", + "2771000 What is PCM set at? __eou__\n", + "...\n", + "2772000 rather then changing in every app separately, I would use xm...\n", + "2773000 or does one need Ubuntu for it to work? __eou__ Now I have 9...\n", + "2774000 http://ubuntuforums.org/showthread.php?t=56949 is one way bu...\n", + "2775000 yea, what you're saynig is removing sda5 the right way, usin...\n", + "2776000 fair enough, though if it's from a mainline repo (and often ...\n", + "2777000 I don't play that game but TF2 and WOW run fine in it. __eou...\n", + "2778000 nvidia __eou__\n", + "...\n", + "2779000 very well then. Good luck to you. __eou__\n", + "...\n", + "2780000 webcam is supported , just need help fixing it mate __eou__\n", + "...\n", + "2781000 no, never heard of it. __eou__ I love OpenOffice, but I am h...\n", + "2782000 whateva... his los __eou__\n", + "...\n", + "2783000 Yes hibernate is suposed to shut down the system .. it dump ...\n", + "2784000 Idk. I've got sans obviously, it just doesn't look as nice i...\n", + "2785000 xubuntu is light, yo ujsut have to desactivate gnome and kde...\n", + "2786000 did it work? __eou__\n", + "...\n", + "2787000 want me to show u my monitor or are u searching the support ...\n", + "2788000 normal releases should show an upgrade to 9.10. __eou__ alth...\n", + "2789000 thats why yesterday i was switching to admin account __eou__...\n", + "2790000 seriosly you will be cracked wihin a day __eou__\n", + "...\n", + "2791000 -_- ive tried that before with other laps and it wasnt, i ne...\n", + "2792000 , that didnt work neither.. __eou__ I think im going to have...\n", + "2793000 make a binary image of it with dd __eou__ dd if=/dev/usb of=...\n", + "2794000 I kinda like the minimalist design but I also love the evil...\n", + "2795000 ok, try as chelz said, right-click an .exe and go to propert...\n", + "2796000 okay. havent read much about KVM but than its okay __eou__\n", + "...\n", + "2797000 sudo vi /etc/X11/xorg.conf << send any section named nvidia...\n", + "2798000 : if ubuntu continues to concentrate it on the x , i w'll ab...\n", + "2799000 no i am building from a .tgz __eou__\n", + "...\n", + "2800000 Oh, I see! So if I wanted them installed, I'd say \"apt-get ...\n", + "2801000 lucky you :( __eou__ now why won't my nvidia settings stay, ...\n", + "2802000 sorry... I can't find the tools name. __eou__\n", + "...\n", + "2803000 welcome __eou__\n", + "...\n", + "2804000 that's not normal right? usually you have to do a bunch of t...\n", + "2805000 (don't go looking for it on dell site - they'll charge you $...\n", + "2806000 pastebin your /etc/fstab __eou__\n", + "...\n", + "2807000 good call. How would i know if its the PSU? __eou__\n", + "...\n", + "2808000 thanks it's what a was looking for __eou__\n", + "...\n", + "2809000 no __eou__\n", + "...\n", + "2810000 its in /etc/sudoers, but you can use 'sudo visudo' adding th...\n", + "2811000 then i will mount it ti /media/ and then put a symlink to ~/...\n", + "2812000 ok i will deactivate it and see what happens __eou__\n", + "...\n", + "2813000 its just 50% now ,should i wait or kill. __eou__\n", + "...\n", + "2814000 sebsebseb : well, my internal speakers work fine __eou__\n", + "...\n", + "2815000 gotta get my laundry, be back in like 5. id like to help yo...\n", + "2816000 i have update-notifier running the background already. __eou...\n", + "2817000 debian is offtopic here, this is ubuntu support only __eou__...\n", + "2818000 ah __eou__\n", + "...\n", + "2819000 I believe \"sudo update-alternatives --config default.plymout...\n", + "2820000 alsamixer or anything else is already at 100%, i would like ...\n", + "2821000 tru but if you include in your command to run as a different...\n", + "2822000 I didn't see those, do appologize for the short answer. __eo...\n", + "2823000 my /etc/environment just has a path and that's it. __eou__\n", + "...\n", + "2824000 no problem. (^_^) __eou__\n", + "...\n", + "2825000 links? never heard of it :P __eou__\n", + "...\n", + "2826000 most likely if its even possible __eou__\n", + "...\n", + "2827000 Woot! Yep that was it. __eou__\n", + "...\n", + "2828000 I know its fine sorry about that __eou__\n", + "...\n", + "2829000 just one at a time __eou__ i have comcast so bandwidth on my...\n", + "2830000 What are you trying to do? __eou__\n", + "...\n", + "2831000 thanks __eou__\n", + "...\n", + "2832000 right, no have not seen one yet __eou__\n", + "...\n", + "2833000 you might want to check this: http://bugs.debian.org/cgi-bin...\n", + "2834000 it should be prompting you for updates up by the clock __eou...\n", + "2835000 line 22- 27 Jordan_UI __eou__ - the I lol __eou__\n", + "...\n", + "2836000 How are you sharing? __eou__\n", + "...\n", + "2837000 no need to reinstall. just run the command and then launch t...\n", + "2838000 why var? __eou__\n", + "...\n", + "2839000 To re-enter play after being killed. __eou__ lol ... like in...\n", + "2840000 No error messages at all? :( __eou__\n", + "...\n", + "2841000 yast also allows you to start, stop and configure services f...\n", + "2842000 bummer __eou__\n", + "...\n", + "2843000 or... something else __eou__ murchadh sweet, i'll give it ...\n", + "2844000 yes I know but nothing happens when I click on it. __eou__\n", + "...\n", + "2845000 yep __eou__ what now? :o how can i make it work instead of m...\n", + "2846000 194hrs? thats crazy... __eou__\n", + "...\n", + "2847000 if you need something a bit more substantial you can use Ard...\n", + "2848000 that searchs the package list __eou__\n", + "...\n", + "2849000 is it mounted \"ro\" ? __eou__\n", + "...\n", + "2850000 at one place it has to be transported into the gsm net and o...\n", + "2851000 Done __eou__\n", + "...\n", + "2852000 the partitions mounts fine, it's a directory inside of it th...\n", + "2853000 idk, have you ever had it working on any other OS? __eou__\n", + "...\n", + "2854000 but anything i drag there, is cut off and im only seeing par...\n", + "2855000 it's probably ok as long as gnome-look is only providing the...\n", + "2856000 http://www.supergrubdisk.org There is a SuperGrub free r...\n", + "2857000 I have been using minefield for a while and surely it's more...\n", + "2858000 check the share settings.... __eou__\n", + "...\n", + "2859000 also, use the p switch when creating tar. i'll be around for...\n", + "2860000 does it work ? __eou__\n", + "...\n", + "2861000 What broadcom chipset do you have? __eou__\n", + "...\n", + "2862000 its a server __eou__\n", + "...\n", + "2863000 have you tried reinstalling GDM ? __eou__\n", + "...\n", + "2864000 i thought you said there isn't any benefits to it __eou__\n", + "...\n", + "2865000 \"md5sum ./file.iso\" is the syntax you're using, correct? __e...\n", + "2866000 yes, I know about that, but it's too fast __eou__\n", + "...\n", + "2867000 Yeah I tried that, thanks for the suggestion though. I've ev...\n", + "2868000 ummm...okay. is that a bad thing? I have never had sound sin...\n", + "2869000 to look cool? __eou__\n", + "...\n", + "2870000 :) __eou__\n", + "...\n", + "2871000 you don't even get grub? __eou__ can you mash tab or whateve...\n", + "2872000 then stick with it __eou__\n", + "...\n", + "2873000 it's a shared drive, just a folder with files. __eou__\n", + "...\n", + "2874000 Oh okay. Well, don't have a clue, then. Except that I'm on a...\n", + "2875000 And they said nothing? __eou__\n", + "...\n", + "2876000 where are you looking for an icon ? __eou__ it is in there, ...\n", + "2877000 how can i've sucessfullly installed my Geforce FX 5500.RUN _...\n", + "2878000 system is uptodate, version 2.2.0.35-0lucid1 __eou__ do you...\n", + "2879000 sr0 is the cdrom drive __eou__\n", + "...\n", + "2880000 I think I'll prefer to say it's matter of taste then __eou__...\n", + "2881000 no __eou__ depends actually __eou__\n", + "...\n", + "2882000 well they have different mount names one is /media/Server2 ...\n", + "2883000 what movie player are you using on ubuntu? __eou__ i mean it...\n", + "2884000 Googling \"PM\" but not getting a clear answer. Is that a abbr...\n", + "2885000 it's because I didn't install it, only tried it from USB and...\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2886000 I'm sure it has, but if I want lightweight I usually go with...\n", + "2887000 either in ~ or in /var/spool/mail or similar. depends on you...\n", + "2888000 yeah I hate printing, especially in ubuntu it is even worse ...\n", + "2889000 i'm not sure... :( __eou__\n", + "...\n", + "2890000 Thanks, it installed them now. I'll test it on the windows b...\n", + "2891000 #ubuntu-offtopic __eou__\n", + "...\n", + "2892000 : thank you but i can not get the bittorent download for 10....\n", + "2893000 It's capital O, the site doesn't load at all, so it looks pr...\n", + "2894000 sudo: can't open /etc/sudoers: permission denied newline ...\n", + "2895000 I'm afraid I've never set up a multiple port nic card before...\n", + "2896000 but will it work with the new hardware? __eou__\n", + "...\n", + "2897000 Almost every command in Linux, but some manpages are not rea...\n", + "2898000 Not done ICS in years either. :) my router handles it all. _...\n", + "2899000 thanks __eou__\n", + "...\n", + "2900000 one is packages/built/designed to be used with ubuntu (menu ...\n", + "2901000 not exactly what I am doing, but that might be a good start....\n", + "2902000 I was hacked by Anon thats why I want it __eou__\n", + "...\n", + "2903000 Yes there is a chance for data loss. You should always backu...\n", + "2904000 intel Q965 __eou__ its was working right with my hp 19\" moni...\n", + "2905000 ok good then choose something and pick your partitions __eou...\n", + "2906000 i would like to honestly say that I exhausted all options tr...\n", + "2907000 i can't really search (i'm not on ubuntu) __eou__\n", + "...\n", + "2908000 it does the job and has a built in crossfade option that I l...\n", + "2909000 Thhat doesn't look like it. try lspci | grep WLAN __eou__\n", + "...\n", + "2910000 hm, not USB or anything then, very odd __eou__\n", + "...\n", + "2911000 i'm sorry, i don't think I'm going to be able to help you. _...\n", + "2912000 That would only allow one session wouldnt it? __eou__ I have...\n", + "2913000 netherlands, europe __eou__\n", + "...\n", + "2914000 install the dev package of it __eou__\n", + "...\n", + "2915000 because its not official and it doesn't do package upgrading...\n", + "2916000 haven't had very serious problems, some annoying ones, but n...\n", + "2917000 yes __eou__\n", + "...\n", + "2918000 whats a cool one to check out? __eou__\n", + "...\n", + "2919000 Do you mean install completely without network support? I re...\n", + "2920000 i've made all my problems go away a long time ago, by bying ...\n", + "2921000 hopefully installing it won't be too much trouble. __eou__\n", + "...\n", + "2922000 don't know __eou__\n", + "...\n", + "2923000 dunnow if that's what you're looking for, but I think it's a...\n", + "2924000 no, I have 1.0 from mozilla.org ( the binary) __eou__ I bypa...\n", + "2925000 could be a dippy driver or a bad eject button on the front o...\n", + "2926000 yeah, I read those. __eou__ if I knew how to build packages ...\n", + "2927000 all right __eou__\n", + "...\n", + "2928000 and all those programs you want on one desktop? why __eou__ ...\n", + "2929000 Getting the harddrives spinning takes a lot of power to star...\n", + "2930000 separation of user and system __eou__ yes, it's good pract...\n", + "2931000 i dont know anyone that uses grub __eou__\n", + "...\n", + "2932000 meaning the it doens't install because of some md5 mismatch ...\n", + "2933000 I also have libc6 installed __eou__ and thing the package I ...\n", + "2934000 not sure, IO used to ask at #xfce when I used that. __eou__\n", + "...\n", + "2935000 then /etc/hostname ? __eou__\n", + "...\n", + "2936000 Heh. __eou__ When did that unit ship? I'm thinking mid-1990...\n", + "2937000 thanks __eou__\n", + "...\n", + "2938000 I don't know __eou__\n", + "...\n", + "2939000 yes __eou__\n", + "...\n", + "2940000 delayed due to the olsen twins growing up too fast __eou__\n", + "...\n", + "2941000 yea __eou__\n", + "...\n", + "2942000 only if th upgrade fails ;) __eou__ if you use a non-enghlis...\n", + "2943000 the extra buttons don't work. I know there are apps to make ...\n", + "2944000 use -f on what, fsck? __eou__\n", + "...\n", + "2945000 sudo iwconfig and paste the output for me in pastebin.com. t...\n", + "2946000 what are y'all tryin to do? __eou__ is the system still up? ...\n", + "2947000 ok, checking url history now... __eou__ i think i got the u...\n", + "2948000 i remember differently. a lot of updates just around release...\n", + "2949000 it shouldnt matter __eou__ run sudo apt-get update __eou__\n", + "...\n", + "2950000 I'm not really sure. It's on my Dell inspiron 1000 laptop. _...\n", + "2951000 race you! :) __eou__ same __eou__ looking still though __eou...\n", + "2952000 yep __eou__\n", + "...\n", + "2953000 abiword doesn't spell check properly for me __eou__\n", + "...\n", + "2954000 when i boot a windowsxp sp2 cd, it prompt for password when ...\n", + "2955000 so instead of using -rfakeroot for a Debian package, I inste...\n", + "2956000 see... that Backup directory is actually on a drive that is ...\n", + "2957000 I thought so... you left before I could finish... A) in a te...\n", + "2958000 :$ sry, *son types easier :$:D i'm neither american :) __eou...\n", + "2959000 Smoked? __eou__ Yeah, I'm nuts. __eou__ Didn't seen that it ...\n", + "2960000 baaah __eou__\n", + "...\n", + "2961000 you have to 'sudo apt-get update' for the changes to take ef...\n", + "2962000 why did you type that crap? __eou__\n", + "...\n", + "2963000 wow so that wont survive a reboot? __eou__\n", + "...\n", + "2964000 thanks a ton =) __eou__\n", + "...\n", + "2965000 istanbul (from the universe repo) __eou__\n", + "...\n", + "2966000 cool, thanks __eou__ what's the core ftp gui app for ubuntu ...\n", + "2967000 Windows XP 64-bit doesn't have flash either __eou__\n", + "...\n", + "2968000 install it for another user and copy that user's .xchat2 dir...\n", + "2969000 HP LaserJet 2600 USB __eou__ HP LaserJet 2600 USB __eou__\n", + "...\n", + "2970000 unfortunately no. dialup 64kbps __eou__\n", + "...\n", + "2971000 how about in #flood? __eou__\n", + "...\n", + "2972000 you're clicking the wrong link __eou__\n", + "...\n", + "2973000 I mean, install ubuntu in the free space on hdd, so that I c...\n", + "2974000 but i don't want to install that __eou__\n", + "...\n", + "2975000 Cool. Next thing is the ubuntu CD doesn't seem to come nati...\n", + "2976000 well you have just thoroughly confused me :) __eou__\n", + "...\n", + "2977000 You need to study/learn/read about tcp wrappers and other th...\n", + "2978000 if i unload a module of my wireless but the LED dont off, i ...\n", + "2979000 never! __eou__\n", + "...\n", + "2980000 in dapper it is __eou__\n", + "...\n", + "2981000 oh no why is that __eou__\n", + "...\n", + "2982000 nmot sure unless it was something that you added from apt/sy...\n", + "2983000 for *.zip do unzip ? :P __eou__\n", + "...\n", + "2984000 if you can mount your zen micro as a normal usb hdd, you can...\n", + "2985000 fireftp and gftp __eou__\n", + "...\n", + "2986000 nah - not a sign of guilt, a sign of being right and knowing...\n", + "2987000 LVM, among other things __eou__ To be honest I haven't used ...\n", + "2988000 will when I see him __eou__\n", + "...\n", + "2989000 ok i will have a look for it will right back when i read the...\n", + "2990000 Can you boot into Ubuntu ISO CD? __eou__\n", + "...\n", + "2991000 thats another thing, i have alsa-base and alsa-tools install...\n", + "2992000 phenomenally dumb question--what do i do with this? __eou__\n", + "...\n", + "2993000 System>Preferences>Session>Startup Programs __eou__\n", + "...\n", + "2994000 thanks again, i have the glas icons theme installed and a c...\n", + "2995000 somehow but it won't be on the same line __eou__\n", + "...\n", + "2996000 yeah last month i used it fine __eou__\n", + "...\n", + "2997000 flash is available for linux, though __eou__\n", + "...\n", + "2998000 http://paste.ubuntu-nl.org/25232/ __eou__ oh so should I unc...\n", + "2999000 is it one file? __eou__\n", + "...\n" + ] + } + ], + "source": [ + "# MmCorpus.serialize(TEXT_PATH[:-4] + '.mm', bows)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'bows' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtfidf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTfidfModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdictionary\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;31mNameError\u001b[0m: name 'bows' is not defined" + ] + } + ], + "source": [ + "tfidf = TfidfModel(dictionary=bows.vocab)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "bows_mm = MmCorpus(TEXT_PATH[:-4] + '.mm')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mtfidf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTfidfModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/tfidfmodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, id2word, dictionary, wlocal, wglobal, normalize)\u001b[0m\n\u001b[1;32m 96\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mid2word\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdictionary\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mcorpus\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 98\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minitialize\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 99\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 100\u001b[0m \u001b[0;31m# NOTE: everything is left uninitialized; presumably the model will\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/tfidfmodel.py\u001b[0m in \u001b[0;36minitialize\u001b[0;34m(self, corpus)\u001b[0m\n\u001b[1;32m 115\u001b[0m \u001b[0mdfs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 116\u001b[0m \u001b[0mnumnnz\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocno\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 117\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdocno\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mbow\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 118\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mdocno\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;36m10000\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minfo\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"PROGRESS: processing document #%i\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocno\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/corpora/mmcorpus.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0myielding\u001b[0m \u001b[0mone\u001b[0m \u001b[0mdocument\u001b[0m \u001b[0mat\u001b[0m \u001b[0ma\u001b[0m \u001b[0mtime\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 35\u001b[0m \"\"\"\n\u001b[0;32m---> 36\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdoc_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mMmCorpus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__iter__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 37\u001b[0m \u001b[0;32myield\u001b[0m \u001b[0mdoc\u001b[0m \u001b[0;31m# get rid of doc id, return the sparse vector only\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 38\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/matutils.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 838\u001b[0m \u001b[0mprevid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 839\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 840\u001b[0;31m \u001b[0mdocid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_unicode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# needed for python3\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 841\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransposed\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 842\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdocid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdocid\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtermid\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/utils.py\u001b[0m in \u001b[0;36many2unicode\u001b[0;34m(text, encoding, errors)\u001b[0m\n\u001b[1;32m 238\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0municode\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 239\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mtext\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 240\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0municode\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtext\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merrors\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0merrors\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 241\u001b[0m \u001b[0mto_unicode\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0many2unicode\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "tfidf = TfidfModel(bows_mm)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(0, 2.0), (1, 2.0), (2, 4.0), (3, 1.0), (4, 2.0), (5, 8.0), (6, 1.0), (7, 1.0), (8, 2.0), (9, 1.0), (10, 3.0), (11, 3.0), (12, 1.0), (13, 2.0), (14, 1.0), (15, 4.0), (16, 1.0), (17, 1.0), (18, 5.0), (19, 3.0), (20, 5.0), (21, 4.0), (22, 1.0), (23, 2.0), (24, 1.0), (25, 1.0), (26, 1.0), (27, 1.0), (28, 1.0), (29, 3.0), (30, 1.0), (31, 1.0), (32, 24.0), (33, 18.0), (34, 3.0), (35, 2.0), (36, 1.0), (37, 1.0), (38, 1.0), (39, 6.0), (40, 1.0), (41, 1.0), (42, 3.0), (43, 1.0), (44, 1.0), (45, 1.0), (46, 2.0), (47, 1.0), (48, 1.0), (49, 1.0), (50, 1.0), (51, 1.0), (52, 1.0), (53, 1.0), (54, 8.0), (55, 1.0), (56, 4.0), (57, 1.0), (58, 1.0), (59, 1.0), (60, 2.0), (61, 1.0), (62, 2.0), (63, 1.0), (64, 1.0), (65, 1.0), (66, 1.0), (67, 1.0), (68, 1.0), (69, 1.0), (70, 2.0), (71, 1.0), (72, 1.0), (73, 1.0), (74, 1.0), (75, 4.0), (76, 1.0), (77, 1.0), (78, 2.0), (79, 1.0), (80, 1.0), (81, 1.0), (82, 1.0), (83, 1.0), (84, 1.0), (85, 2.0), (86, 2.0), (87, 1.0), (88, 1.0), (89, 1.0), (90, 1.0), (91, 1.0), (92, 2.0), (93, 1.0), (94, 1.0), (95, 1.0), (96, 1.0), (97, 1.0), (98, 2.0), (99, 1.0), (100, 1.0), (101, 1.0), (102, 1.0), (103, 1.0), (104, 2.0), (105, 1.0), (106, 1.0), (107, 1.0), (108, 2.0), (109, 1.0), (110, 2.0), (111, 1.0), (112, 1.0), (113, 1.0), (114, 1.0), (115, 1.0), (116, 1.0), (117, 1.0), (118, 1.0), (119, 1.0), (120, 1.0), (121, 1.0), (122, 1.0), (123, 1.0), (124, 1.0), (125, 1.0), (126, 1.0), (127, 1.0), (128, 2.0), (129, 1.0), (130, 1.0), (131, 1.0), (132, 1.0), (133, 1.0), (134, 1.0), (135, 1.0)]\n" + ] + }, + { + "ename": "NameError", + "evalue": "name 'bows' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mContext\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m' '\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mjoin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mbows\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvocab\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcount\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mbows_mm\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mContext\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'bows' is not defined" + ] + } + ], + "source": [ + "print(bows_mm[0])\n", + "print(' '.join([bows.vocab[i] for i, count in bows_mm[0]]))\n", + "print(df.Context[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[(2, 2.0), (5, 3.0), (10, 3.0), (14, 1.0), (15, 1.0), (18, 1.0), (20, 1.0), (21, 1.0), (23, 1.0), (32, 3.0), (33, 2.0), (44, 1.0), (46, 1.0), (56, 1.0), (68, 1.0), (75, 1.0), (101, 1.0), (136, 1.0), (137, 1.0), (138, 1.0), (139, 1.0), (140, 3.0), (141, 2.0), (142, 1.0), (143, 1.0), (144, 1.0), (145, 1.0), (146, 1.0), (147, 1.0), (148, 1.0), (149, 4.0), (150, 1.0), (151, 1.0), (152, 1.0)]\n", + "\n", + "we the , need to . it is than __eou__ __eot__ sounds ok not with you - I'm suggesting all only ones modify like you're agreeing me then though rather \" my idea merge\n", + "\n", + "I'm not suggesting all - only the ones you modify. __eou__ __eot__ ok, it sounds like you're agreeing with me, then __eou__ though rather than \"the ones we modify\", my idea is \"the ones we need to merge\" __eou__ __eot__ \n" + ] + } + ], + "source": [ + "i = 1\n", + "print(bows_mm[i])\n", + "print()\n", + "print(' '.join([bows.vocab[i] for i, count in bows_mm[i]]))\n", + "print()\n", + "print(df.Context[i])" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "bad_rows = []\n", + "for rownum in range(len(df), 123):\n", + " bow_words = set([bows.vocab[i] for (i, count) in bows_mm[rownum]])\n", + " df_words = set(bows.tokenizer.tokenize(df.Context.iloc[rownum]))\n", + " if not (len(df_words) == len(bow_words) == len(bow_words.union(df_words))):\n", + " bad_rows += [(rownum, bow_words, df_words)]\n", + " print(bad_rows[-1])\n", + "print(len(bad_rows))\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "bad_rows = []\n", + "for rownum in range(0, len(df), 123):\n", + " docnum = len(df) + rownum\n", + " # print(rownum)\n", + " bow_words = set([bows.vocab[i] for (i, count) in bows_mm[docnum]])\n", + " df_words = set(bows.tokenizer.tokenize(df.Utterance.iloc[rownum]))\n", + " if not (len(df_words) == len(bow_words) == len(bow_words.union(df_words))):\n", + " bad_rows += [(rownum, bow_words, df_words)]\n", + " print(bad_rows[-1])\n", + "print(len(bad_rows))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING:gensim.models.ldamodel:no word id mapping provided; initializing from corpus, assuming identity\n", + "ERROR:gensim.models.ldamodel:failed to initialize distributed LDA (No module named 'Pyro4')\n" + ] + }, + { + "ename": "RuntimeError", + "evalue": "failed to initialize distributed LDA (No module named 'Pyro4')", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, num_topics, id2word, distributed, chunksize, passes, update_every, alpha, eta, decay, offset, eval_every, iterations, gamma_threshold, minimum_probability, random_state, ns_conf, minimum_phi_value, per_word_topics)\u001b[0m\n\u001b[1;32m 313\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 314\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mPyro4\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 315\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgetNS\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0mns_conf\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mns\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'Pyro4'", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mRuntimeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mgensim\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmodels\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mLdaModel\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mlda\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mLdaModel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcorpus\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mbows_mm\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdistributed\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/.virtualenvs/civicu/lib/python3.6/site-packages/gensim/models/ldamodel.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, corpus, num_topics, id2word, distributed, chunksize, passes, update_every, alpha, eta, decay, offset, eval_every, iterations, gamma_threshold, minimum_probability, random_state, ns_conf, minimum_phi_value, per_word_topics)\u001b[0m\n\u001b[1;32m 323\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 324\u001b[0m \u001b[0mlogger\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0merror\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"failed to initialize distributed LDA (%s)\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 325\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"failed to initialize distributed LDA (%s)\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 326\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 327\u001b[0m \u001b[0;31m# Initialize the variational distribution q(beta|lambda)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mRuntimeError\u001b[0m: failed to initialize distributed LDA (No module named 'Pyro4')" + ] + } + ], + "source": [ + "from gensim.models import LdaModel\n", + "lda = LdaModel(corpus=bows_mm, )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "X = tfidf.transform(df.Context)\n", + "X = X.todense()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "y = tfidf.transform(df['Ground Truth Utterance']).todense()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics.pairwise import cosine_distances" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement(s='Hi'):\n", + " q = tfidf.transform([s]).todense()[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(X):\n", + " # print(i, q, v)\n", + " sim = 2 - cosine_distances(q, v)\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " return df.Context.iloc[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement('Hello Ubuntu')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement(\"Ubuntu doesn't work on my Macbook Pro!\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_reply(s='Hi'):\n", + " return df['Ground Truth Utterance'].iloc[get_statement(s)[1]]\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_reply('anyone knows why my stock oneiric exports env')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_reply('i set up my hd such that i have to type a pass')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.decomposition import PCA\n", + "pca = PCA(n_components=200)\n", + "pca = pca.fit(tfidf.transform(df.Context).todense())\n", + "X_100d = pca.transform(X)\n", + "y_100d = pca.transform(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "def get_statement_100d(s='Hi'):\n", + " q = pca.transform(tfidf.transform([s]).todense())[0]\n", + " similarity = 0\n", + " best_i = 0\n", + " for i, v in enumerate(X_100d):\n", + " # print(i, q.shape, v.shape)\n", + " sim = 2 - cosine_distances(pd.np.array([q]), pd.np.array([v]))\n", + " if sim > similarity:\n", + " similarity = sim\n", + " best_i = i\n", + " return df.Context.iloc[best_i], best_i" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"Ubuntu doesn't work on my Macbook Pro!\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"me just installed another serial port copier but don't know\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "get_statement_100d(\"I just added a second usb printer but not sure\")" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/05 Pattern-Based Scheduling Bot.ipynb b/notebooks/05 Pattern-Based Scheduling Bot.ipynb new file mode 100644 index 0000000..f257a0f --- /dev/null +++ b/notebooks/05 Pattern-Based Scheduling Bot.ipynb @@ -0,0 +1,140 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Openchat\n", + "\n", + "[`openchat`](https://github.com/totalgood/openchat/) is a PyCon Open Spacess scheduling bot on twitter. \n", + "[Zachary Kent](https://github.com/Zak-Kent) created it to manage the open spaces signups at PyCon 2017.\n", + "He'll be enhancing it for 2018. \n", + "It uses the SUTime module which is a thin wrapper for the Stanford CoreNLP Java package. \n", + "So it requires a lot of confiugring to get it to work. " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading CSV with `read_csv(*('/home/hobs/src/nlpia/nlpia/data/mavis-batey-greetings.csv',), **{'low_memory': False})`...\n", + "Reading CSV with `read_csv(*('/home/hobs/src/nlpia/nlpia/data/sms-spam.csv',), **{'low_memory': False})`...\n" + ] + } + ], + "source": [ + "import pandas as pd\n", + "np = pd.np\n", + "pd.set_option('display.max_rows', 4)\n", + "pd.set_option('display.max_columns', 500)\n", + "\n", + "from IPython.display import display, HTML\n", + "import seaborn as sns\n", + "from seaborn.utils import plt\n", + "\n", + "# display(HTML(\"\"))\n", + "display(HTML(open(\"../data/jupyter.css\", \"r\").read()))\n", + "%matplotlib inline\n", + "# import mpld3\n", + "\n", + "sns.mpl.rc(\"figure\", figsize=(16, 6))\n", + "# plt.style.use('seaborn')\n", + "# plt.rc(\"figure\", figsize=(16, 6))\n", + "# mpld3.enable_notebook()\n", + "\n", + "\n", + "from nlpia.data.loaders import get_data" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cloning into 'openchat'...\n", + "remote: Counting objects: 856, done.\u001b[K\n", + "remote: Total 856 (delta 0), reused 0 (delta 0), pack-reused 856\u001b[K\n", + "Receiving objects: 100% (856/856), 186.88 KiB | 460.00 KiB/s, done.\n", + "Resolving deltas: 100% (516/516), done.\n", + "Obtaining file:///home/hobs/src/prosocial-chatbot/notebooks/openchat\n", + " Complete output from command python setup.py egg_info:\n", + " \n", + " Installed /home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg\n", + " [pbr] Generating ChangeLog\n", + " ERROR:root:Error parsing\n", + " Traceback (most recent call last):\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/core.py\", line 111, in pbr\n", + " attrs = util.cfg_to_args(path, dist.script_args)\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/util.py\", line 251, in cfg_to_args\n", + " kwargs = setup_cfg_to_setup_kwargs(config, script_args)\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/util.py\", line 313, in setup_cfg_to_setup_kwargs\n", + " description_file = open(filename)\n", + " FileNotFoundError: [Errno 2] No such file or directory: 'README.rst'\n", + " error in setup command: Error parsing /home/hobs/src/prosocial-chatbot/notebooks/openchat/setup.cfg: FileNotFoundError: [Errno 2] No such file or directory: 'README.rst'\n", + " \n", + " ----------------------------------------\n", + "\u001b[31mCommand \"python setup.py egg_info\" failed with error code 1 in /home/hobs/src/prosocial-chatbot/notebooks/openchat/\u001b[0m\n" + ] + } + ], + "source": [ + "!git clone https://github.com/totalgood/openchat\n", + "!pip install -e openchat" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/06 Getting Prosocial.ipynb b/notebooks/06 Getting Prosocial.ipynb new file mode 100644 index 0000000..10bbb11 --- /dev/null +++ b/notebooks/06 Getting Prosocial.ipynb @@ -0,0 +1,113 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Getting Prosocial\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reading CSV with `read_csv(*('/home/hobs/src/nlpia/nlpia/data/mavis-batey-greetings.csv',), **{'low_memory': False})`...\n", + "Reading CSV with `read_csv(*('/home/hobs/src/nlpia/nlpia/data/sms-spam.csv',), **{'low_memory': False})`...\n" + ] + } + ], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cloning into 'openchat'...\n", + "remote: Counting objects: 856, done.\u001b[K\n", + "remote: Total 856 (delta 0), reused 0 (delta 0), pack-reused 856\u001b[K\n", + "Receiving objects: 100% (856/856), 186.88 KiB | 460.00 KiB/s, done.\n", + "Resolving deltas: 100% (516/516), done.\n", + "Obtaining file:///home/hobs/src/prosocial-chatbot/notebooks/openchat\n", + " Complete output from command python setup.py egg_info:\n", + " \n", + " Installed /home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg\n", + " [pbr] Generating ChangeLog\n", + " ERROR:root:Error parsing\n", + " Traceback (most recent call last):\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/core.py\", line 111, in pbr\n", + " attrs = util.cfg_to_args(path, dist.script_args)\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/util.py\", line 251, in cfg_to_args\n", + " kwargs = setup_cfg_to_setup_kwargs(config, script_args)\n", + " File \"/home/hobs/src/prosocial-chatbot/notebooks/openchat/.eggs/PyScaffold-2.5.8-py3.6.egg/pyscaffold/contrib/pbr/pbr/util.py\", line 313, in setup_cfg_to_setup_kwargs\n", + " description_file = open(filename)\n", + " FileNotFoundError: [Errno 2] No such file or directory: 'README.rst'\n", + " error in setup command: Error parsing /home/hobs/src/prosocial-chatbot/notebooks/openchat/setup.cfg: FileNotFoundError: [Errno 2] No such file or directory: 'README.rst'\n", + " \n", + " ----------------------------------------\n", + "\u001b[31mCommand \"python setup.py egg_info\" failed with error code 1 in /home/hobs/src/prosocial-chatbot/notebooks/openchat/\u001b[0m\n" + ] + } + ], + "source": [ + "!git clone https://github.com/totalgood/openchat\n", + "!pip install -e openchat" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/notebooks/09 Features -- LSI with Gensim.ipynb b/notebooks/09 Features -- LSI with Gensim.ipynb new file mode 100644 index 0000000..fe93c14 --- /dev/null +++ b/notebooks/09 Features -- LSI with Gensim.ipynb @@ -0,0 +1,7918 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "from setup_notebooks import *\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "display(HTML(\"\"))\n", + "pd.set_option('display.max_rows', 12)\n", + "pd.set_option('display.max_columns', 200)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "from gensim.models import TfidfModel, LsiModel\n", + "from gensim.corpora import Dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "dates = pd.read_csv(os.path.join(DATA_PATH, 'datetimes.csv.gz'), engine='python')\n", + "nums = pd.read_csv(os.path.join(DATA_PATH, 'numbers.csv.gz'), engine='python')\n", + "df = pd.read_csv(os.path.join(DATA_PATH, 'text.csv.gz'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So the new things are LsiModel and scatmat" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 ['python', 'never', 'stop', 'learning', 'what'...\n", + "1 ['Watching', 'Boa', 'vs', 'Python']\n", + "2 ['Monty', 'Python', 'The', 'silly', 'walk', 'v...\n", + "3 ['Senior', 'Software', 'Engineer', 'Full', 'St...\n", + "4 ['Architect', 'Django', 'Solr', 'Platform', 'E...\n", + "5 ['peaceful', 'rain', 'Python', 'inevitability']\n", + " ... \n", + "183064 ['Las', 'mejores', 'ides', 'para', 'Python', '...\n", + "183065 ['Gagal', 'tidur', 'gegara', 'habis', 'vertica...\n", + "183066 ['Go', 'boa', 'wkwk', 'Boa', 'vs', 'Python']\n", + "183067 ['RT', 'RealPython', 'List', 'of', 'Python', '...\n", + "183068 ['Watching', 'Boa', 'vs', 'Python']\n", + "183069 ['Чертова', 'дюжина', 'вакансий', 'в', 'IT', '...\n", + "Name: tokens, dtype: object" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tokens" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load cleaned tweet data \n", + "Don't forget to fix up the tokens! \n", + "Can you think of a better way to save a list of lists of strings?\n", + "What about the raw, unprocessed unicode tweet text itself?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Load the vocabulary we built earlier\n", + "### *Or* recompile the vocabulary from the texts (tokens)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dictionary(87147 unique tokens: ['AGARLIFE', 'WITH', 'PSHACK', 'Harassment', 'HoneypotOnMic']...)\n" + ] + } + ], + "source": [ + "vocab = Dictionary(df.txt.str.split())\n", + "print(vocab)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Everything the TFIDF needs is in the Dictionary (vocabulary)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "183070" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfidf = TfidfModel(id2word=vocab, dictionary=vocab)\n", + "tfidf.num_docs" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 [(0, 1), (1, 1), (2, 1), (3, 1), (4, 1), (5, 1...\n", + "1 [(8, 1), (9, 1), (10, 1), (11, 1)]\n", + "2 [(11, 1), (12, 1), (13, 1), (14, 1), (15, 1), ...\n", + "3 [(11, 1), (18, 1), (19, 1), (20, 1), (21, 1), ...\n", + "4 [(11, 1), (18, 1), (20, 1), (22, 1), (23, 1), ...\n", + "5 [(11, 1), (37, 1), (38, 1), (39, 1)]\n", + " ... \n", + "183064 [(0, 1), (11, 1), (71, 1), (3253, 1), (3530, 1...\n", + "183065 [(8, 1), (9, 1), (11, 1), (135, 1), (1298, 1),...\n", + "183066 [(8, 1), (9, 1), (11, 1), (1664, 1), (3956, 1)...\n", + "183067 [(0, 1), (11, 1), (58, 1), (239, 1), (297, 2),...\n", + "183068 [(8, 1), (9, 1), (10, 1), (11, 1)]\n", + "183069 [(11, 1), (24, 1), (651, 1), (1664, 1), (13176...\n", + "dtype: object" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bows = pd.Series(vocab.doc2bow(toks) for toks in df.txt.str.split())\n", + "bows" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This would make a nice, compact sparse matrix representation of our entire corpus... \n", + "Which would mean we could do more in RAM at once. \n", + "Left as an exercise. (check out `scipy.sparse.coo_matrix`) " + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1275" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab.token2id['publishes']" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'python'" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab.token2id['python']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vocab.token2id['Python']" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'doing': 0.38,\n", + " 'enjoy': 0.53,\n", + " 'learning': 0.29,\n", + " 'never': 0.4,\n", + " 'python': 0.08,\n", + " 'stop': 0.42,\n", + " 'what': 0.32,\n", + " 'you': 0.2}" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dict([(vocab[i], round(freq, 2)) for i, freq in tfidf[bows[0]]])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice how \"you\" didn't get as much weight as \"enjoy\" \n", + "Let's look at some other tweets " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "87147" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from gensim.models import LsiModel\n", + "lsi = LsiModel(tfidf[bows], num_topics=100, id2word=vocab, extra_samples=100, power_iters=2)\n", + "# lsi = LsiModel.load(os.path.join(DATA_PATH, 'lsi'))\n", + "len(lsi.id2word)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This is starting to look a lot like a set of vectors that we could use as features \n", + "But wait, if I used the IDs as the vector index (column) numbers, how many features or \"columns\" would I have?" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "87147" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(vocab)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "100k dimensions isn't a good idea \n", + "Even for a masively parallel deep learning project this would be big \n", + "Like the cat/dog picture classification on 256x256 images \n", + "What about PCA (Principal Component Analysis) like is used on images? \n", + "In NLP PCA is called LSI (Latent Semantic Analysis) \n", + "That sounds cool! \n", + "I want me some latent semantics (hidden meaning) " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "lsi.save(os.path.join(DATA_PATH, 'lsi'))" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lsi4 = LsiModel(bows, num_topics=4, id2word=vocab, extra_samples=100, power_iters=2)\n", + "lsi4.save(os.path.join(DATA_PATH, 'lsi4'))\n", + "lsi4" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "topics = lsi4[bows]\n", + "df_topics = pd.DataFrame([dict(d) for d in topics], index=df.index, columns=range(5))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "df_topics4['favorites'] = (nums.favorite_count > 0).astype(int)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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np.ceil(nums.favorite_count ** .13).astype(int)\n", + "df_topics4\n" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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zA/9vS61g3qZFpr4Vp1iVd6g/+Uk4++yB/bcvCpNe2sjdq1yaF9qE13mEO8JU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6JKiOlhXBN8+UGIHYHr6rWFO9KW1TIsAelQGBa0yfWUahVpUKGkT4gqVQ8DZujPAr9P/AnaDVK+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\nli2EvJn3amvFGzbkhmuoXsG2aJ5EOmS84NFoYFh5ltqPHuPm/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T/gH1Rmz5KphnCg7gG2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ZIXVPJOFBCygusDHyf6+x9hGRIz2oRZtnuiFlYfgV0e2PuPUJqfnRPaE+B8EWb/Lnv4424h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HoVeI5B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\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x5Cse726EPtuA977Amx4/NrcWz+EglqRcg3qcUBqFvhoLERMc8uhMinqZcKgHTCpKRkMB\nWrzwu8nw2Z1wYA5M2wGvTYTZp2DHLXDRj6WqoKnSphCvhM1XwKSXYOoOqWL4SqGvh1wutlXkjWkd\nSgwPnLRTBuP/mQcfOwrpDCQmgNcgkHXErLdmjAzmzg7oWCGTl8J2iHTBw16o64d/3Acv1cClJ+D4\nx2HiozAwEUx9oGtSnYiHYawCWy+BkkHIlBhqiGkw+QnoXgIlW6CgBVIJ6HOAbRp8pQw+cEDe95KT\nUKiCKQapAojqCgVpMGk6agaGnRYGrBqDFp2KiIZZk0gtKyb42MdyZHFvL4H9v5eKmN+fVzL8nSOv\nZMjjXCN/rp87BIKBv0gN/I4ZP45URaxeLeuDpibYsAF27kTT0qhpDaZPZ/2SKjZ3Psvt6yFRA7+e\nAFfshFoNOqtg8i7xF1BU6PZA4Eppa4zYhSD4ryekPaG5Al70Q9ADuyvg47vhp3Pgyy/C44vg5udh\nkQZ7rocZayE2G5QoPGCBL3TC8GkojEhxQEGKEgmzqBITKsSnQ6wFZvfBgFlipRUNXq0HX5ukPI0Z\nhq4LoagFtAKI1kkxOWmY+7v3Qk9Q1mFmTRQLm/1Q8QEoPADJClnzeUVYyK6IpEwUdL75K9aBmCVX\nqM4qHwEyFpkXKBYxpO7VwX989GtTbmmleGA+fPIAmAZF3R6ZacKsFlF4MAVFRVBaylFOMbHxrtw6\n78/EH1MyvLdJBgMbaxUaghD1gasPeo20h+FCaJ0CiSGRv3TZYUI7lMTAmZQDIzIV9BAEb4Ep/w09\ny6B/LpRuFvWDa0hICadBSpwtDm0ksj20AxeI34IKdF4Jhw6LQclINMyGhvuk56YoBWm39Ous9cM1\nCTGfbK+D2CWw6TR0nJYc1sVB+FoD/PN26d0pSMF/XQSfeRUWnAS7DkmXFfvk2XDsGD8dF+IW9xKa\n6aR+5W1i1FJRIe0SJSXiuTBlilTBICeRCgZzrRMGVgcaWUWjPOfpp+Hqq0dPYN8JZ9s83tXIT0be\npTBI3FgsKCk3b7gWhEIB1M98kcD2HRQlpOqgAI274VglbK2x0VRxI/3r13Gi3s+MZ/dw8/UwIQwr\nXxdJYEKFcsNjQdFlQM26OEfcYI/BgQ9DejdUd0FhTKKZ1k6F02741HZRh1WnJN4JctfngN8whVJl\nErHyIIQ+Cku/J3/PSg3JSEUhqUJ0DHhO51IdEip8dSn8xwvQejMU7oXNn4epW8F7DDIdUHlA2vAs\nGvRUgTcEyRSkysHRAbEZ4GyBRLlMPBxHpXpy2gGFxbDBLlFY/rBEZh0qA08U/G4oOiJtHhZd/ocX\namF5h53vX2LmM1NuhgcfBLudzmIrFWoRNDTQPMFF+Nh++SeDQTy3rRptxvUOIn+un5/Ikwx5nGvk\nz/X3KFavHuWtBIya4w8+uZrC62Q80axmXrx6BmumxHHvOUy8HAqH4PpX4DPXwW9+LWNrZQT2lEGy\nUiIjXUVwyVY44YLdleAbElIh6JVo56XB3Pi98iBUW2GfBRbEwdaDjNkaPD8DtpaIGeLgFPGeW74f\n5ifBtEu2P1wGs08IEZHwQkEYImZZN1l0KRLELRCrArqkaOFMw3AlODohZYXHboEPPQynr4dxPwcM\nfyUTEqntN5Imjv0zVD0O+78s7Ri6AmUb4Jl6WLkR1Oifl4Qwcp2pIcRMRgecUoAgI28etotnX69D\n5k59TpjcAwVpGHAoDI0bw4R9p8/swzUr/TSuWvOWD4m/33aJQID//dVd7PfLQdmfFumIJSOTtthE\nqN8BsWJJeHhiPiw5LBNLxQKaWRb1aR+MfVZksGPXgrMNinbKzlWRCpmGTDytuvTflkZzB4GuQgqZ\nZAJ0uoA4uI2/2zthUVDkQN/9BFzjlixTJQEt/xd+q8Hnfgrt7wPLi7CtCq7ZCBYT2Cqh/D/heruc\nFBsngSsp/hALT4u7amEcvv+UGJHpiN/lYDKJsn8noRIP1x4DLrFTv/6QfKB168T4Y/VqYSXXrRtN\nDmT9GEZE0eV6x/w0EaChsYEGeLMUN08y5JHHewPGeewIBMAPb+yz9AYCYJrGpMgOJndKevlDRgAA\nIABJREFUlaJhCOwDUDMIFtUMhwI4I1EmHu0HVZIWupyiDhh0wNiITBB6bRLzODQe3C2iPvtlKXzy\nBRi3TtIiZh0SlZYCfOQAoMP+6VB1Oicf1Ee4JTYE5efuZfDZEPReDY5haGkEFPDugeIRbXEWDdbP\nhA+fhsgsKN4Dg1bo8Mp1tfhXsHU8TGqD8U+AmoRgPQzFINwNpU5pmzC1g60AlJhs02b0iOoWsB8X\nQuK1WuiYDjMDsGIY7rpMzKAqhqH8pLS96T2ACYamKPgOSBxxmztDZ3+K5Ufg9N6f4lM1+qZkcB4c\ngEXzobGRemM/BRobaGha85ddj/PX8zzyyCOPvx+Ew6OVzCPm+OlptfQ+sISWR1dT3wkZj42GLadY\n9Ls+kib45PsgqsLhMln4OjNwxGP4z0VAGYLvLIQr20FLwbgQeH3wvVr4fAjiO6DcGMtbfUIw+MNg\ntcIUIGUDkwtShaIsWHYUGg7B0Bj4ug0+WQOVrcCAtDbMGIahsKQ8lKTA3CcFjaGxUH5M/BBSFaC5\nwToEaT9YX5fPbu8RIsMah91huDEisdZZo/6s51PvHNAmQMolioL262HcWrBGoKgZ1syGC70QHyOt\nmFkcLxVyQk0KmdIQlMd1ZAoTs0qLhVUDPRsOEBXlxDEvVA1CsAJ+WwONu+DRGXDHK/K/2lCpSFlh\niSQABoIBggvs+JuDNAWazqmP3ntWyTD45Gq2f+ZzbPbnFvtZBiytyETu8X+CGx+Uv8Us0DMVqvZD\nqxtqB0C1ioO4asSAgBy4px1QNSAHUcYOphERlFn2ahTTZIHjLlEZRM1yArhDkLSA1dhuq8F2bfLD\nHDckj0L/R6D417B6GYSrIV0F1kNgc0BNKyw6DuNMEIpCYAKENWGzHp8s8p/6Tmhsls+0LCjv02+X\neLWgT6E6IkYqR+eOwxOO0zmthvpkMRVDSD5qOEyscBiHXi5KhpEGYW+YXGblXKN6x0Y+Z2S6B/zV\n5Ll5nP/IVzzOf5xVrhkIsOtf/5E5My7PyfDPYuo08PEbGPL1oR6SRfJIaEDKYcGU1tCtGfa7YFZX\nboDWLEAKwiVQ3Cumiq69MOCWdInHroa52+EfmqHgDdvWgZBNWt/smT9cHWh1Q9kwhAsg/gHoew5w\nw4VHQU3D7ybB9olQFBJT3hu6oGA+RNZLekTILtWN6ojRK7kA3LsgUSiu1tPMMHBYxoz+UhjbKY7V\nVjPYYqJAiJtA9YJ5EAbNYDcJkeHZLqZNR3yAIpMxd9zoKXWCZoMX5rmwHB1iY61UhdImmBWCKXol\ndcf6iM2ARNBMcPmFeFasPKNaaL58JvXP7/vzD4Kz4S2aiOXP9fMTeSVDHuca+XP9PQrjmh8KBfDu\n4cx4HwoFsE9bSuc3l9AWDjK5vIG+B9czY6CCkPcEhS+HeHQSTOqT6EdfTJIaTIYnkYrc9jqgvwam\nHBb1YKwGFBMMWcXXYPw+mNgra6WJIVl8pwqlDSDiA0+fmOQPjoWCY6IWCF0Au0JwSRxsnTIfiJvk\nNqFCdxVUn5Rqv6rDsEPUhLoi6sLCkLQmJHTYUwELT8GBEmkBPe6BYxVgSsLiVrgsODq2cVe5jPft\n9XBhLXgehuJBeHUFzNkBkUHwJWF4mrTHZ5DxvjQNiRIoaYWQY/TcacAKKTuURHLrzmGrtMp7YvDz\nC+CmA+BIQkcF+DvhgBsW9Si0WXWqoybsCy4dPV9bs4YAQSp/t5lJjxvJgOfA+FE924PveqxeTevn\n/o2NF9pZeVRIha9uFoIBIF4OA0uhv0fcNkP14iCauFgqSydKoXWJHKidl8tBNlRnbFuVdoPsJDjl\nzr3tZr9M8ABQ5H2PeYEMjB0QvwR7WvwdeovkaX0+iEwGpUyi2WZ7JKHCMhHCUfj9VPls9zwNVwXh\nK2thawaOm+CQA6xtsKEcirrhM1tgaj9s+4mcxGvWCYkxq9NQWgDdDjEUc8Z0Dr0Ptk4Cc3sbLFzI\nil9t51AJQiZ87GMwYwbhJW5pi1iwYHScyRsOvqwD7qiFSMMbfh/JfuYJhjzyeNdglMN11uwpEOCE\neVgIhqeffvN5vXq10U4RJz5TDI3SRqRjeDYoJhOaA6yxFAduuQ5dh+piWTiDsPeRaTJIOazyGoCh\nWaCWw4bx8IVfww43bKjKqcmy01oNKE5I1O8fIhhOu4RQjllEEnmkHx6bJznYF38BvvkBmXTcvQXG\nVsItOpTUQNkWqKiHejd872KY2wODy6EoDr5tYA8DUagcA6Fp8P2bITUVMLx5MjPAlhISO+OUCYIl\nLNWVsGEMaR2EQVUmQjO7YUYXmMvk9akC8XAYqoNFx4dZFoS7jsmXe+8WCx/aD7MPdOBMJPHt13Db\n4sz94MpRbRH1O06+pWNgFEamNp2rKLQ88sgjjzzOT7zhmh9fv+bMeJ+eVovHtxR7J1TcuZmFd5xE\n+cp6nHu76LLtQW0PESuCrmJYPxFqUtA/SXyVXqiT9ZSCjNm+GJQ6hAQwa+AOyhyg5DSEIjDHIf5H\nR+pkjnCyEAamyGtdYRn/TQkobAXckJgEmRq4LALOHinA6ohKIWO0PZZHpfCMMVdwGmmAtpQQDACm\nlKQJHvTJ/Yn90NAGn9gDkzrh5mZ5bUqF1iLDjw+YnIY2L3haRB3p1mFoKlz6JGhOKKiAQWNuE54N\nsTrwG0WI0n7oLYYNk3Kt9q0eGHTK7/2F0O+BfeXw7Uvg9VL41WwhPib0wT3XwPyDUBYC+y0r0aaN\nZ8AOYVMGwmFCniCsXXvG3N/v8YviPltIfuMh8DaiVN97SoZAAK64glOFKTwJC+3WFL+cDV/aB7Fq\ncO+BjbVw9A44dFBaFeo94mPQ1w+Oduh1w3E71PaDvxd8w4AHrCHpv8Fm9M86oeAE9M8Xmcw3p8Ld\nATk5kmZh6U4WwdFKuPgorLgJ1jwO5YWw7QKYvRE+vQLu3AI1AzKZtachPgN2DsDyoMRb6r+DsUmI\nTAHXbpHX3HAQLC7Y7YIZ3WAaJyaSqy6AuqNwcBpM2y2mKDUDI1o3kBNrwA6dq2DaN2ViHistwvPP\nn6Pp0IPc9XyEjRUxZk51Eh+jwCWX4KlYgbfhzX27gXWrCXhy/Vl/UmaTl9fm8QbkKx7nJx6dq3Lo\nP7866rGGsIeGlbnrwLoFHlZuk2zrbDxiFgmriXiNhubKPWbuhoIOONEIbbYrueQXz2IehrYlswme\n2k+MDGXDMEWHh+bCx18TQyN7J1j7YGCWGDO2fgLuC0NRv5hB7RgLTz0sWddLTkDcDT0ZiaQatgjB\nESuHTL+0jWULq0G33P/8SlgVgI9eD0s7YaIJPv8b2OiXa+bzF4G/AbZE4RsPgW0M7EzDNhscr5AI\nyw9Ohan3ixoh6QJLFHZUQOV8sG2C0oHc95B2iqeOjkxKds2HmTthaCLEOyDzQVFRZA5DeY/IKLO1\nYF0xWvoyoqRr+SSUb5Re1JcccEWLnFNJi4p1rJ/QNdW0LRxBMFx/PWwyKhXpNJjNsHQpPPHEWz9I\n8kqG9wTySoY8zjXy5/p7E7E7Gum8zQ+AfVsQ+4rGM6aSukml899mof73fmyJDBQABRCqU2Gmg5Jn\nhrG3w5AOW8fCJf3wtQvhP58TlXdyOhy9GCp3grlYxn1bt4xtahp6LgHLAHj2Q28Z+LoBBZJOMUs+\nWgZFDuhIyLrIkRLCPmn4J0TMUJiUq9ELfpjug5JDYBkW77tsaoNmAc0EkWppgddOSWtCRoGUCbpd\noKowtk8SoZ6rhVndYkR5ZUtOya4iyoQdlTCnS9o1exwQ+TiMfQDiF0lhOjYOvPuhcBdEnfDKFFAj\n0OoVr8CrW+DlSmkjLYuKafTYVkkkrEwKidDjgG8shlWvwvZKeL0chgrh66/KXMM8DOiQsJkgncFu\nddB64It4r/sF4eWX4vrhQ5h0aWuNG0YKSRUmP77pzJrtD6Wc/P0YP65ezeGn76f9aAv1nfD4VLi2\nA/Z54KIU9CwC53Ex59Bs8KoNrt0Aha9DwT6IzRTjrperRQ6jO42JnkMO7Cw6L5cD1r0PHvsg7OuB\n6gExGkuqcPnxnGoiYhHTxrhJdpyqwaE6mNoL6SiQkYM3ZpUTwpKB8CQ4GoXqYdj0YVj0OFRn5DMk\ndfF0KEhAX5lEarb7YMFx2fZvb4F/+LF4MTQF5DNkvSPaiqD/SjBPML5j4/9Rj0DPqXIxnkwmAWjV\nQzy0exytmxpz+bpngzHJPG8jdvI475GfjJyfuHuZwj0bZb+cOb+N8/0n/3M7W/b+nimn4hyqtvPN\nZ1KMOXxaSMQ1a4RwCIeJnmrDosGpm6D6YUM6p4mC7NAWWGH0IKadMDQBivbDi2PhlSqI2WC4Fv5l\nLVSqYAmJ6a46AI4haNHhyCzQTsBlbYAuVX9TWhQC1szo/yc8G4r2yGfItqqF7WB3wEkXHHLB7xaA\noxvmtcPK/VLNwAL7vgQ7ymH2cajbAfYuKDwo6jVtMZRW5d4nfQz8L4BpSMagjAOu3icVmngFOPtz\nz1VSQjKEZ0LmGHzhBvifh8BUJB48m5qhcY9cwxNm2N8I838CcZckFqWKwNaX215/EZjqvDhPpTjw\n/26mftMQgx+sP2PENYrk9XhybuBvF2+RNM6f6+cn8iRDHuca+XP9PYI3XuON+62tTdQ+xJs8GQYf\n+Cy/bW6mMewn+P2v4X/fTeD3Ewquw/HkHhQNNo+FaBI6y2BXkSivdQUWt8Hj0+AGDyz6lRRdrZpx\n9TCUAZoJMEHnTPGhc++DpNFOGNHApUJ0EIpH+OJlb4fNUpRwpEWVsONyqHwVNCvU9EpLRm8BmEqh\n9ghE6qR469wFr1aLcuEn9WJOvTg4uhVAA1qKxfOgOC6eCCeLxMDarMFg1sDfKYlYZODwHUKklG+E\ntA3Mh0DrkfbNVLGsP/sqoGMIji6CHVZY3gw9BZJqeEOvGGI7W2SN+epYaR/50IekSL1jAlR3wE37\noaQUBtpl3uM2yJTgHFBOmHj00btkvdjURKtHoTasn5nr5fz2cnhjMfnvg2S4/Xb48Y/PLJJDLvAO\nyY4/dSFkpuee6mkWE46Tx6C+S2Qzg6WgV4B3L2zxQ9mg9NqWDouXAkDSC4MT5KAeniCExYmZMO5V\nYZx+MRv+cY/0CUUsIgUya3KiKDqc9EL1EITnwZop8Ilfw65lMHMfDBXBmAPgyIh0NqnKgRqaA0UH\nIWSWBIwnJ0l8yoAdJvqkh2dvhZxQO6ugqgTetx4C44ToyBqdRU1QkIGwFa68DX5j8jJkDxHExKW9\nc/Amp7H25HqeLOrCP8I4dlEHLH9w05snkm/wWAgQpKGhMa9SyOMtIz8ZOb+wYYaJl8q0M/cXdauY\nv/6fNDSPuDA0NEBzM4e+cydTJizIPT4i7vbYP15BSX+KmAnME8HXDOkiMEcgOBmOqHDSAzfsEv8Z\nAH09uMMSefkfi+CDEZi2C6ITZUFdvEtMjmImybcuL4ZvzhJDpXs2yARENciFqFlclLNIucBiJOrG\nTCKPzKhyfY5aIW6HRy+D92+GUkUifzMYvhEVcPgm8L0GhWFp4/A0g22/DOwXmiTuuO7bcg3PjrZx\nVSodgxZwpQ1zYA365sk4knaL50+8GNKFcFiHOfukN7SzENrcIo/0D8CS0xCtgYJWGYsURNFg75L3\nytjBHIdMgQWTZoJnnsntqyxGKg8uvRSWL//LSIa3iPy5fn4iTzLkca6RP9f/hninYipHbD/2zBoc\nDv+Zh5qneM6o5QLBAA1rAhx78iEm/OfPoKGBUCgA8y7DO+FyEvST6j6OJdjHvbOhZhiWHYZxEblS\nfOvT8MUfiAm0twBCc2HMelGSKxajKg/0z4PiHULkpwrgQA0MDMO8NjjmEX8nTYVThULmTwjJuN9v\ntG0OLoGTr4MnCUkF5kRFsa4rsmYDIwDAmEdoSBy1JyFqdeuI+UXMBD+7Em5+TkiMkQTEsElMLhNq\nLn5ycCrESyWO29YD9MNAGsZ0QNgh2+h0SAt/3A6OOAzNhFfSMK8fvANQany2eAWk4uA7IkkTP54N\ndTF4qRzu2A+mfkh5TWyYonPApHHHFtg/zYQjqpJRIW2yEip2s+nef2LxzfewrE0/6zH0dpQM7x1P\nhvvvh0QCPv1pdMCmismhBny3FCr/V2QulY9AvzFZm2VMOE0aeHugaK9ITkwl4n4+uVd6bEEOIM0q\njqDpIlEVHLgbdo2HPVVCJsRNckDrQGFKWLbeAun5UYGjJUI+xI7CLb+EiBVmvwCDA2C6QEgABWiZ\nBUeXiFlJxiG+Dx5E1rvwFEz3wPwhcEyCoiRMCsOF7XDdQbhmPWg6dJYbpimq9B0nzWKU8tP5KqYY\nvLrXinIMXrviLtpe7+fY61u4dE8XH3/dwj2vSFP0l7eqLL/te2e/WI00DGlqessEw6GvXf9W93Ae\neeTxV8Dy/ZkzCoZ7Nuos35+hwVP/Zk+VVavY8rVbc2Sjcat95U5e+fRS3AkNc0UlvpgQDApgMSYR\nY8Kw+Ais1KH3VhiYDYlKCH0QXFZZqAO4WmG4Bvougu7lkvzQPUeulb6opDEs3w0LDMdpNSMs/64x\nQh70LZAkivBseO1miZlMO0WhUGgoGWwZ2HE7dE2EE0aGdHcKXq8D1STjA90w7kdgOwLxHqh8WFQR\nx4qhZBBOVUC8Ra7zAzY4PgtCkyQBSEGu3SlHLmHI1i+EgL0L+pOw5VLYG4InpsO/L4GXZkBFATxz\nMdy8RwhjNSVVFUUDcwhQJDVDIqxUeiZ7oa6O5IxKWLJE9kdzc66XtqkpFzvc2ChtEtn9mfdUyCOP\nPPJ4b+Cdvp43NOD4jzVnfqepiXUVo9um8XiY8Frrmf5+730BvNWLYMECbJ1JUp+6kUxJAYrTiT9T\nwLgItPhl3bbgKfEq6nSBngF0SBbAPq+0p4dnSyu5mpQxPemVdspZzVDZB64E1IbF68GiQeWgGDPH\nTZCsBbcLXq+Esa/A5gkwYQDaXTDsl8KCbsn9q3Fy5ooqEmvZb4e4FfYulsLB+otEUX7Dbtl+dmGd\npdhUVQoHNmP8D1WLcsG3HcL1kHRA01RZrz0/XorBRXGYOCCeUY64FBoKJsDOCeDqA0sMkr2gDYHr\nGJQcls8eNouy/oJWMaQOxaRl9OobdD5zkSbEiwbtvnLKrr2YglQBu267gSX3/pKmhiaWtelCCJ1l\nPfd2EifeOyQDQCBA/6YfkFGgfw64k/IP9jrAGoWh49B8CdT2QvHT8hLD6wPNCiYVHMDEAxCyCHEw\nbIU94+Q5tm7ZmSTEobTqO7Dg91AZFnnLlS1QNk4mlZ2FwlgVJUT2qyBxLJY0+BLQ7oGKQfBqkvFa\nskWqW5E6qGqDi54F724YmCZyGvOgkAbrVsLpmyFxmUw2ez4CtnFycFUNgUmRE2vuaVAUYcN6nfI5\nUiY44dIoG4Rflndxmw9O3vfvTN7WQtWuFsr6YU5rimQqIf1Rmkbo5vo/+HUPfWGlSG6N7/6twP7y\nptxuextmInnkkcdfEdnz+w0Dz62fuB+AY4tnQCCA9rnPoScTFEcg7NSxdbajW8RNSVc5c2vtApNJ\nBtnxD4DlAah4Bmb8CDoVcW6e3COEqZ6G1ACoh6WqYDEICG9CCNxsFCXAUIX8fcwQ6HYID4D9ABTu\nEVKi6DfC+GcHvrQKiVIY44DolVA/TpQSviRM7AEMqWZBBk5awB6Bkl54vlYmEK9Vwow+8Ljgwt/I\nNp1JKBmWyKukNmJykpVvKpDqzH2HFcNCOlxyApIx+PKL8MxiOJwBR+HoQbrwAGASt21zWMYFRQFd\n0/AFIzBhguyjrFFvOJwz3c2SDGvWiIfGCJI4r0DLI4888niX41wZ8o4kpkFI6bNsKxgOEljTxJrV\njfKWgabcfD4cHv3kpiZROgYCsHIl3lMlFFz8IRrS1fhSTp6pg0hClAJzT8ORepjaA5od4imJeJzd\nJT54nj1Q84i0JPp/If5EyXKZU3jixpidyr21VZMx/EgJbAH6h8Ws8YQC/7gLoog6obUDEtWwvkYC\nAXQMJTrw3CzZliMjhtKuFBTVShznnP1CbjgV8B7NkQvZNo+4WRQGIPOB/mFp0ddNYH4WHAfhX/bC\nuG64sF88nkDWeADDM+HgFyWE4P2TIX2r+FOZdVG4m4dlfRg3y/99QSckTPDhfRL9bdHgqf/RuHkX\nXNYCJoedK1/qoOhXe0n7vAQ9jJoDaN/9ligd34C3QzK8J9olBlffzrD5NMWfXUe6Qswb++ZJH03Q\nI5OwmEkW2Rv+FW56BE4Vw/Rj4GyVSaatR3ZoCjAjB8eRYnEQzZAjI8J2iRDrLJOokG5FJD4RQw4b\nmSXmkm1GJKWGEA6uOFgdcLIAqqIig4kWwYROsA1B203gf2h09CVAz6VCQOwul36hoiS4V4D3UQjf\nKK8ZiW3ToDiSu99fBNEEHB8D17dCcQcsvhW2jLkb1q3jMxf2cN/POtBVUNI6mk1IkYcmwm2vwcP3\nKPh3TKfhSSPqbPVqmaAGAkR+fQ9FsXHiLp/9GalwOAsOfe36UQQDwHcWVnD/3Yf+rH2dx3sPeVnl\n+YkNM0wsv/+FPyt6tumL81n8293Mb01zujz3eH8RFPeonCzSWHgSbAbxq1tgYzUsb5WWgo0XQ918\nGPcL8V5Ilsp1PG4SpcHmz8KYCAw/D7NPiZxRM1oP0goc9YE/JJWCDDL4phVRIiiGpLF5Hkw7JK0V\n2RCghBMscei4EFJVUPg0bLwAxtlh52K47d8Rg8gSqOyHg1Uw64ThhK2IadOACw4sgot3ABEwx0C3\nSbRx1vjJhHgq2NLS1vDsWLj6aO57uvMf4Fu/FrfsST2QWgamY2CugfJnc2NCNjJZB4brRMlhUiBa\nrDA8xYy5YRnJaRW4ulwUhktyb+DxyKQvEJDr9Lp1udaWP+O6fa6QP9fPT+TbJfI418if639DvEVD\n3j+5rZG3WRj+S7tao8xRugn4oaGxKfe3LBoaSPzwW9geWZ/7W1aKHwgQDAcJBpuZ8+weXisX34OY\nCSgTs+aiZtg9CS44LWNfJiNrtLQTht1g6paI659MgbFhiXle3CYmjaouc4KRi34QxflxN9SFRHmY\n9SgYsoDJB1+ZCZ+qhrqf5VId/u/X4IffhHA59C+EsU9D50rQ10GZA5ydoqhIDhnm0gZ0RCFfkoSO\nAmguF+V5aVSKJkpa5gdpBVQjYiNltNprqhAEOqLYUIFdVfD+b0sLSLlhMm0aknmSqr9ZOaABL9TC\n8xOgw2ui35LhX16FqRkv/v95HAKBM+3uodkQDgeouHENtt2nGOjacMbU84/hPe/JkFEVQnPBu1MI\nhaxzd7IYUik4XAz+QYgXQsd4GH8AtCg4SqS/VR/Rx5tWpJf3uE924LMT5KBtCOYO0JBP8kfTNnix\nCq7eAxkj17zXB759sP4y2DUIE8fA4sfgcIm4nXriQlR4YmAvhlSfqA0oyfXWQo5s0CyQMI7ycL2Y\nU6q6/N0yBNWPjf4uhurEifxUCVT0QmgeeA7AWr8kUqCIq+pVp6xQXs6xCisTki4Ih9FOtaHe9mki\nP/oBZqTfSDWbiDgteEIxeYOGBjontZHuDVL8qiR22NJuXDNXSoXsz0RwhYfgg+tGqRj+ZDJFHu9J\n5Ccj7wKcZdIy0hDoho9+nbruDGZNFvi9hdA5H4iB9aCQAfa0ODubMpC0igHR4WKoicDuSvBcAmWv\nQUm3tBIAHKmG7hVCFtu8MGULVLdB6Y7c59jklyhJ8zAUHoPNDTD9CLgGIV4Erh44PQ7KgmBRjGu9\nsfofNIO5SOKFy5Lg6jAGfmC4CApHmDQmFVG7KZqMM4om5HJhStKG7F0yyRj2g3u/tDe8kTQGIQp6\nTKJgCPjlJ4vFQUhUQN1cqPo9HLwLah4G3w4wxXK9ojpy7TUPy3ecGKcQL9fxmOYxPL8Y74o7RysY\nQAjib30LpkyR+8GgGD+uenNq0DuF/Ll+fiJPMuRxrpE/1/+GOBeeDFkyIBgUIhrOGmG/rmIlK2+r\nJ9D4hvl7U5OQ283NxA4GcFzVePZtGEq65rtuxXMoyLi+DKdcUGKDDg3GDMCd/wLf/jloMVE2WnQw\nG2u2uBkyZeBsl3H8wXnw1QAcKoFpvfKcLFEwcgEeM4tR9OZxsr770YVSWJ4chTYPJErguk5YvB52\nzIdXxsOMXeC1w/hh6L80N7Z7mkVdAbmiAsCAVfwfEmZRFHjiEBsLYRMkQ1KIziBrU3NaPJYsMQi7\nwWcYOuvkjCL7ZoAtCH0KvOyCRW2GaiMp2zchygndNHr+EbKJ4eWPLhTS4l9eM7GtvoTADBd3Nrvw\nrFgJv/iFpE319KBHozImqKqoIrds+aOHynvak+F0qUJkJjhPQqYIkh7JSNVsssOGi8HmA08fNJvA\nelwqZUXDQLcYLmr23PbMOhRmoL4Ttlfl+mHPVJIAfRh6dGnByBhrb1NGJpZlnbDXAZVb4TtPwjwn\nPDITrj4pPUFDVqiMgWqRnqNCC8Tco9MrAFDhiFcOFFtGepMc++FEQP7sfxiqHhOH0bjJOBBNEDG6\nFxQgMRa8B6Sq9tEuH9hAd8OK43CyOMm/XnySquMtbAzvoam2jaal0Lz2BzhT8OgFKgkT/OyeOTiH\nEkTvvf3MRaHiyDiqF3+PWDX4rrob12thkVO9RTT4G86YiDQ1NOUJhjzyeBche/42NTSx9ld34Ujr\nqLpch46NhQkBmPAqeDJgK4GuqiJ6CsBRUYndAc+Nh9k9IlO010F0IVQfhN9fCJHpIoH0dMCS++T9\nPvSvUL8WCk4Lw59FwiTqscJjcj8TBN0D23xCMCjAuKOSed0/Q0yYMhlZrFuNiK2etIwbaUXGjRer\nIVQpi/osFF2upaou6jeAjlKRMO6aLc/NWKTNLVlsvAYjplKB334YNkyX5J/hQlEvQC4F6O4ALG2D\nZTuh+DfgOAnVa6FjACJTpaVPs4mBpaKAtddCNCnVj8E+hRMLLGSGu+lz7Dv7BLMNci36AAAgAElE\nQVS+Hh59NFdlWrPmr0ow5JFHHnnk8VfAuVClZUnqbPEw21ZnjB8/+epavjXhTkqSvax7sJmimx94\nU0tF4tX1xA7KY6FQgFAowOBgM81b1o5+n4YG1n39Y7jv+hg60FICm8d7CU+ADhdcexxal8ErC1U2\nTZSFe0oxjBR1IRg0g7hvCMrC1qFBx0wZf5Pqmxe7qgNShTAmBvtKwDcMn90B/7QFiMG9a2HRc/Lc\nedtF9a4kYXI3mE7A2EfkbzUPCcGQMuYKygg/B3dSPBXKI+L1p1vErLIoAaECeU7aIQUYS0wK14oC\nuwtz21AQVWdoLrhfhB+MhWodbtoDYw0zy8phaCuW7wNk/qErnGE73Alpp3eZ4SsvKRTGNJa81su3\nftOPp3dIChDFxbIvnnqK9MWzwWoV0uFPEAx/Cu9qkiFtVijplwqSbhLXct0qbptDNZAshKIYjO2W\nCeP2Wph8WsgZkybVtYQZ1JhUr0C2k2UUxg3kyIWgW25NSOqDTQM9BtcdyX0eNSVeDesvgv96H7SU\nw4lZ8IGDQkiYNEmBsMdlQlvYAuYhaLWIDCjn5y5Vsi01wsxtrpPH7FbJgPdk4+hVMBlsHMitahig\nVfVCwSkxBrMMQHqwD3S4zyhi2WMWbg9OxhyHJW3QZLuSr22A+tvuRgEqLaWkTHDTV3eiKCrWpgcJ\nDxnUWiAAq1ahlJb/8YvZH+kHi1+89MzveXIhjzzOc/yJSUv2HFYBLp3M7MPABDeOu+6m/PqbiVS7\nqXdPJmYBHA6UIRVFkcFfAWYa1zQdmL0dthfAjiWSihOtgFlPC9OvIBOK4XJpIXumDq5oGT2QLQuC\nuQV+eJncV3ToqIVkETSXwoAbMlZ53BEG5wnxx7EaHg8pH2waD2U9EPeIs/OgHSxIKwTImJNSIJUR\nRdl33XDUI3nbmkVUZ1kkVSEC5kZg+QH40nawD8E3fz3CS8IiZLeiS/Tmjknyv0arJS7Z0SITnIxD\nvB7QwRxP4Y5CtApKMFO7KUXnRzyY3KW0rmkgtLox55kDo6tbK1fmfRjyyCOPPPJ4EwLrVo9+IEsu\njGiduFXdz523V/CTmltZeVs9czb/ZvSY4vFg64jjuKoR86kw3uub8N4XoPC6VYQ3/H70toGVnR4I\nBEg5TDScUFkRKePzy8oZb/Fx4QmY8BQsfEljxWFppzCZIVkBqLJ26jLG3CVtBnlgAs1nKAvOJqix\niqrx0Dx4bKZ4IqUND6UvBWRtpoxYlN30Kjw3R97P6hLSv/hlI1ITwGYYQpJby2VjN4s0CQ3IOGRu\noTlhuqFct8ZATcgcpqBf1qCnPEI4ZJCCSrJAEgXNxRCaLrHdKUUUn5rxfiUjjCXtXaKYjJYabRjG\n5zk9HXRdR9F0EkVOmDVLvBfWrYOCgjOtk5YPNZ71uHg7eNeSDO1TFCIzxBAjVmHkiJfLgREvA0cP\nuI7DQDEUnQZfp/S+mDVIAChSKTs8FSIzhZhIOcX0C4QFmpI8+3vHxoAvI/EjT07JPZ6xi0uoloap\n46HYCSVRiH4FjnwEzIpIayM2YbiGrdKf40lJC8MxL+wtk8nzVxsg6IWNK2AIIRDsQ5BQYLBd3k/R\nYHASHP0naJ8KHdMg7obgQhjwiTFIvNwwtUyCJQFPTZbXlgykGPvqYQB2XwI9m58lA7R/5x504PKt\nXSjAUPdGAMzJNJ6d+3J9vEDx7ztzF5WzEQp/hGSY8tUnzvyeJxnyyOM8x59JMiheL47AIbqKQF++\nVCYljY1MaVoH27cz7dN3w8c+hvW5F3jf5Z/m1DRRFxy4W67NO74PXV8Hr188c16qgZQF5uwY/X4/\n/SjM6ocVLW9uR9hVA9++Fia3QHiWXPcdThnky/qhukcIBYAjPuicDGMskHSLukxJG4t/HcwpIZbN\nRo9lrELGhpQCP78IVs+HDX54eDOMN8YLzQplGyHhFcIhtASON0KqHDqvhEO3gteYGIVtkEZkj6FS\nIZUVHZZshy6HmFsVD8PgeEk1sobk+0gZ5MxQsYvBQhe2az6CO1pH7apmCIep9TfhXbVGlApnMwPL\nKxjeVaio8KMoyjv2k0ceeeSRRaB53Zu9mGD0OJI1FobRZDbIa7Omw4EAmfkzpCXi67cTaPDTXBAh\n0ODnByuKCXzuekKhAG7W035BlOgsM4GrFdY4DrPqqT6C9jjRuBW93Ac6qBocqjChpKFvIpiMMdry\nusj2VR0Gp8ArTnjGKal+Q1ZJ2dNVSHikpd5ieNdd9yx8dSt446I6UJG4SV2FXsP7ULPAo5+T2MlE\nKWQiUlAoOppr21BMErmZsMCRq+WxtFUKJypiKLnnXtg9BCmvpFBEJklxQbNCrBLiBVJM8IdyxEOf\nFYiDLSH+ExcBRSkpiAC86Iefz4NvL5DWUYCOK6Ug4uyU571eAxtmwIRT8K+3wO+uteEZUwteL4lt\nT/9/9t47Pq67Sv9/3+lN0qg3WxpZco1tyXbsuCUeO82k4QSWkoVFybIsLPmBA+wS2BAr+YbXhqUZ\nNrAsbEAhlAQCcQgEp9njxE4cx0Vy3JtGVu8jaTR95v7+OHc8kh3Hxgmsk9zn9dJL0sydW+be+7nn\n85znPEfKKA8dkvNWXy+qx6lTL/TymQDT27KW/wPYX9nMlvev5MaXYKQWHNrEe6xaiAbLkNaL/Di0\nFMBJOyxvhUdmQ8Ww/G2JQV0zDF8O8SGIToeyTUI+hEyS5TruhlEreAKiZsgPSf2PrQusilwYqUOA\nAf54FexQwTEAiU3QnIKAA95/m0hg0iWJWVqAmxWBSoPsx5RBCTCnDQl7NXcYHp4OSyohHgR3SAzS\nAAoHRTIbjEDWAVAvE9LC5IfuS6FiuyzXdo3IeJJmWL8YNswAFPDWw8anMnXPtU2AEWL5EJtUCc2t\nGFUVTbxBsGoyrvQXPz44TddspTHepTz9evo1PWumQ8e7Gj6/D9/vPwe+Brw3raA1OAR+H95xEkvc\nbnmAAYGHfkBxApwJmPcVOHY7XPJ98FXCZScl+1DpgZy2zDaiNgjnw7LfAwbouRTcfrD1SxbBGodN\n5VLLOVQKny6DWbmwog2W5YNHIwIMqhg3lifBcVgm7dur4cVpohZrzRIStzIBnqAQBGMm6J4PeS2A\nET64D67Jg74YvD4PPMfFWPeEFTwWsA7JtmyDULRZCIb85+DEfgjFZFyOmCBLgasGJDOjuqSUImWA\nYBiyRyULsglIFcLKOAxOg0nNkkGxx8HWb4atWzHV1GS+43HGWqfG37fTDEzH3xQ9Pa389T0TdOjQ\n8V6Gb8N6IRiAhsZ6vIG1eNdoMX/6WeJ2T3iOfC7naWhyTFzRac8cm/b8r7v7QXDV0P7wF+FX96De\n9gX+fORPMPx5vA90s6N2gNzdRrzxJBiNrLs8wRq/jfhAkmhyAKc2ob/6cFJKET2gbpEEcWFOGanu\nbsamqNi7DaxoSzF9CH48D+r3wKSEEP+WAfGEMlllIo+iJYgjoiJUyPj65b0MmzyiJg/3gCsJ/zEX\nVgfBe0KWDZdJwwB7P4TdELWK4mDMBE5tjhWYDYf7IOu7oKyCz14qiYR/bBI1RdIJx66HzhekPB7g\nxUrxcJjbIzFP0SEwG2CBBSL5mfnb8j5YPAo118KMk2IE2VIDeTsyMci0Npilwh+vhO99D2Ey3Cch\nGKTTO0hVooTuEhcl6XMG8IEPvJVL6RTOafyoKMoMoBx4VVXV4LjXV6uquvFt2Ys33u6bGj8+e7PC\njE7IOQTJGsg+AK/nwBSX1LbYO+XCSdqFcAC4eyXcP66xQbQABhfIsvZ28P8jTF0vqgYV2FcI0wek\nrOKni+DKdogmwXgzVD4i/g+ODmj9KCjDEgS6m+A7RXDfc7INVdFqgmxgDWsXsJJhoe65Gup3yzbd\nEfjJfJHuvj8OHcvBlpLjyN0pNceGAISmwO4EXBaB4TrJiOXvlJvnWBVUt8GYAeK1kKdlAIPTDNg6\nUlz1IXj2CTFmC+WB5xiMaAyCkgBiJgwpFXcwkfmizic4faNl9KBWx3lAN4h6l8Hno+mBtdQt1lRP\nXq/UdTY2ZsaE9evpXn8/35o+wP97QST/I4vA8zg8NR1Wt8KrhVAzKCVmFlVUX0VB8UHoqgJLAGrm\nQ+UvIRoXqaBBkQf2/QvE2Okz5eJrEHWDZVRaPqomzbwxmWkv2VwNc49L2VzKBl+/FL72KsRTsL9U\nCN4lJ6C1HrIfhfwIBAvg2CXQVwGzXgKbFdytEIuDyS77YR6GkelS8jBWCvlNIvVMl7ilzX0DRnDY\nZR8NCdmvE7kwJQhxK3x9CXxltwQWxrD007YlwGSzkSKFIScXSkoAGKoJkts/KWPWNb6m9o0cwv+G\nBLB+r18Y3g3GjLrx43sL+r3+DoSWOGzwN9LgqZfX0p2JxiNNItTXZ54z419Pr6ux8Yz3u/7+/XSo\nI/z3WnBullEhOwq37wVbFhR0S8cnA7BpisKqFkip6ikaNFAL/fNkDhXT/OgKdkPoBEwegcHFBvJ3\nAKkUu8tgyoAo3nuuAKUV/DWw8HEo7gFUCE4Fy+vi4XC4VjwajCNgjsOJf4KSJyH3gGz7y7fCN341\n8atIAYMOaC6Fy7qhcwnkdUssYByTWKPldrD+DoqjcOfn4M6tcGIEVu2TkTHugo4PwKGtcLVfPCKG\n7OIHmJTdxKggCxsgaRJixRyBe66BFSYItMNgEv75Ndh7KVSoMm+MOME+Juv48gfhm08Y4dOfJvzc\nIyQIYulPYYhBu02hasE1sHr1xPN9HkniC+4uoSjK54DPAgeBOuDzqqo+qb23W1XV+W+65beANyMZ\nkoqCAejNBeUS6dBg8UN7NrhiMEUjFVSzSGmatJZq+wthWRtMHs64fwZqYXB+pn+5ksw4haYADHKR\n/PRGSOXCfAc44/CaBW58GVzNcHgNWLeAukZanrzoEbmtCiRsMLgUEn4oP3Hmsfx0gbBshpQYpt11\nFeTEoWEzhIqh53pQQlC+UciSbgfYpkL/STledwSKxqAkKp4QmzywOA59i8F9GLIOiwlIwgXWHviv\neXB7yEjUpmKt/wy2u37AnkKIXbYCT5Mf/8hJAmV5zF71EbJffZ6iJR/J7OybXGxNV8+h7rnXJ774\nNw5gdbwzoQcj7z74/D68jb7MpLaubkKpFQBeLwc+chUze5IktbEaxBjx06+J9020FFztYtA7oEBJ\nULINf/g7mJojY7FqzIzbJ7phbi/8eRWM1cDCqNaf+gDk7RHVgFHLAKQUMVLsN0LYBVVajWQK8FXB\ntH4oHIO2HHh8Fty1TZ4X5oAsZBmWCX/KCieXwYYg3HZITIZT2nPDAAzWgXWfqCcOFYjL82UdkDDI\na7EqUaFFPZDdAkMW2Y8d5aJwc0fhwWVw6x6YNAxHSsB9DUz6PaSsChZDHsapsyUwWLNG3MAhE9z5\n/Rlj3tPH478xEazf6xcGnWQ49/r16+rign6vv3PR0OClAe+EZ4N/bT2e9Y0TF0zH+Od6jmidJnY9\ncj+B0BAzOlIM5IN7CJ6tEoN9zDBiEMLBqMqI0ZkDBUlIGRWMERVDVF5PKpA0wLHbYNIj8ixnkkzs\nVaMo1xVVyhGPLIIlYUiEIPAhuOReGAYsWVI26b8dYo/DrHYxWA61gD0b8ttkOzFFOgAmjPDkLfDB\n32aUDirQXAzVI5IIOZQtXn7mUnD6YbAW+hZIzALSHIAj4BiT5DWKlHRuXAKLwxk9WeIw/MwBd70k\nvoEF4xLUvddB4dMwagGHC7puhM4hYA+UD0uZfXqoNSdhZj6Y2sVD8NkFUDkA7jkLmb74VmhqosX2\nKFUld9Ho30B9Y9rwj78oNngr3SX+CVigquoawAt8TVGUz6fXe15bf/Md+46iKC8qivLd8/3Ms1MU\nDhfKFz9ihqydEM+DwRLIDYvTZjRPOzAtaK3rkfaRBlVahow/aEMnlG6Eyb+Ri3PyY5C9T+pxDMjk\nXwFu/yOcaIenDoEF2HVCiAgTUNYCv6gVNk1BCIYUwkBF86FgK5S2wYgNojly/jtzpS1b1RBsrBFF\nw+uToL4JDuTDwCJotsHoKGx0wd6roWemEAz2diiogDo31LjEUdWgHesqP9g64eUCuaDVuJiAOFtE\nqfC53eA4lsS1L8XOH/+MwzOqeaUSvLsG8BzqBlWlyTxAzfd/Qce042e0mTkbSvYcPfNFnWDQoeM9\nCa/HK/f/+vUZiaXPJwZDXi++ei8N+Hjp6mJeK4OE9hBOmyi5YuLS3BqB0Qow2GTsThhkXF21GyZv\nEfK08hFRK1j64A8zRc1wwwtwy08kWCl7GNyDUlJmiMn42+6S9pWvr4A2t/g0RMyi8AraYGWLlMcd\nyRfS+q5tsl/uZrCfBGsfHLeCEgdDEAq1jMywpoIzpoTkBnB0gSMBYQtM7Zd6y7gBrIDiADUE7dfB\n4S/AiX8UciEvIh2FWicLwQDwq3nw8kyY3wZTHhLS2Txkwpg0gc0m37XmgYHHkwkQNDOnCRmmN/Jp\n0KFDhw4d73l469ZM6CQBE1stZxb0Tvz9Zli7lmkNd9M3y8JAsUJqmgVjLsRLxXvJmJDnXppgUIGy\nYbAGQXWpWMwuYun20hb5CR+XibcjDganzHeIwOQhaM0Wc8UPbpSOgkkTlD8BP5wOYylI5EK4QsiA\nsgEwxUTREDRATp/MB0dN8iwPmuFEIVgjQjoEpsl2QeaXNgN05ckc02mFFs2IIK8Zpv1U4pTSZ8C9\nV/wVk5MgXiDL5zXDkUNyXEW/BGUDZGlJCQxybMO1kkCOGKHoBdhWKe3A92dB9m9hyZNiXOkZlvPk\nbYUrWmFpu6xfGZWS+yyjjctO2Jhum3WqbHWffSqNbj9+bx0NvoZTbcnfLpxLybBfVdVLxv3vAh4H\nDgCrVFWtO+uHz7VhRZkHfFpV1X9WFOWHwEOqqu4a9/4ZSoagy4J9LA5muQBasyRgS9okEG0ZhdJp\nYiBWtHni9uIKrFsJXxcfw1OceqwYnrsO3vcb6Fot2SHUDIOiKtJH9YUq+cyOcsg3QzgEtT2w5CRc\ncwJengzL2zLyWxUJhlEkcDanhPNIFgkhkIyCIyhOoys1hcMmD3z/MgjYod4Dec/BnBp47iRcXaF9\nLxugIgQhwKURC6oB4jkSdD5ZByu0g7N1Q6QEHCflvZQiLdgiRtgxxU5yLMyucoU7t6r89DIjloRK\nnzVFxAzk5FA3FmTNsrvPqmBo+uBySnw7J7zW7b2UusffWssTHe8t6BmP9wDSAcv69RN8Xb7yP6tp\n+PZuLEf78HkygYwKdGTDtUfhhrCZ3uJsJr06gAHNNTlPaiBH5kvtYWsWHM+F1kI4OknGuxV+qM0B\nywGwG8X8VtVIDNUISgRabgOegKqAePuke12nkR7PR3MgS2szPGqBuA1yR+Q5sckj6jWfR55HDT55\n2KuamiFmFwdpfxHkR2U9AasoFKJWOPxRyAmCe58YVv2xD25vglREyiqiBvj6VeA9IgS2gpAtphTs\nvbaWupI6CRjS36sWGPo8moFlY6MQD+MJ49MNvP5G0O/1C4OuZDj3+vXr6uKCfq+/C9DQgK/eO2Hi\n6fV4/3Kz9nGq5n9aY+CO7Soj86H6RTi8HHKapNTBHYF+hxjmm1RRBBpTMocyYKRxborrD6qYVPjW\nUlH6rRkTFUHCJX581g4IqqJ0sJWBZRACVeDqgbEgvFIMN2ldAQfnw/AcqHpYax5ghMdmwydelxgh\nloSWPPF6MhSAK1vmUeYw2AdFzaAkREmZBIxJSUw3eDOtqQGGasF1QBT0J2+FSb8SUqU1G1ryZRtH\nqqE7Ck0lsOaQ1j1ClWe4ZwV4tH00Iuu/xydkR94RKbl8sRw2TJe44mQOVIyAtyXTwSoJDGdBflAB\npxOqqyVu0JIQDfho8Da84Tk7F95MyXAu48ceRVHqVFVtAlBVNagoyg3AT4E557X1s2MxoDkX8Dyw\nBNh1toWbHl3PJWNxDMDzNbC1GD6xF+5bLi1LVh6AvZWQWwmFL8mXHraCbUyMxLZ4YNqAEAbT++WR\n1+WCJ2cCLbDCITUu8SwxznB2Se1uqAIu74BLjfClGbCkHVqpJFzcioJIXk7mwIw+2U8FCQqtKWlD\nUjoCQZOwcxETRMJy0xwtgFVB2d6wDXIiIqF9eC888WEJkJkKWQelHGJfB8zohclBwJAhGFIKBBaI\n90JKgantkDUCfSslYLZpEuCEXY7HGIWEyUTt0TD9DthW68aiDjFz8Y149wzB1q2suzzJmqooWF10\nPf8A3ZH1mHevZPYXnhh/Sqi743543AtAd4GNkv4IJW/xotChQ8e7EOlSidNqO2c3B3klz8DUQjNe\nf5zpffBfl8OnXhYvhCWt8HJJnGU7B06VuAWnS2vHsQBkdYuZU4/FTOVwnP/nlYd7+sGaDhyOXA9T\nnhKCNSsi6rehFZDsh76PgfVVIWRPJxnSqrdgDbh2yfhuTEowAzBklWUCNiEOQErX0q2rVIN09Yk7\noLIXBmww5oTisEy5RgyQd1hqPh2jYtRUkguWscw+WFKwcAzKRmSMN6lCViuqi0CJO+O5kIbmf+Ff\nXw9NSLlEQ0OmfCKtctCVZjp06NChYzxOM3T3Nop58xmT0Df7vNeL78Y5eJ+SEmqfB3w++Wz52nt4\ndPvTFO9von1KnClTwL0djhTBwi6ZJ41aIG6CgrBC0KySVKAjK8kl3TJfssfhX3bA09NgtFfKAhw1\nkGgDRwwwyxzJelxigDE7dCZhQx18ahf8bD702OAjU8HcK7vdmgOT4kIwgBAHVqAmBC+UwvKTsLUC\nrjoOwVqZW/XbxJ8p6ZRuE5s9MtcEIQIWt8HucvjKi/DEFXDdYSnrjOWLp1SpATwnYEsFlLxai83T\njCcgn9tYAw3dEFghsULrJzKl/OmOFVYtQZ1KQl0XFI/Co3Pgp09OPCVpcuLwVFi6W4VQCCxaXaaW\nZEjHTKfw+ONvS4xwLpLhH5AOW6egqmoC+AdFUf7nLW7bDRzX/h4GZp2+QMO4DMvl9997amevOig/\nG6thzUGYqkD/Apg7CtG90LUAcoulAwTHIWqBJS7oGRIZSdAM8Vkwrxnm9Qj7kzUI7UFoLYLqVmkX\nZh4Gl3aRJlzwof2woBe+E6qH99/LOp8EnU3F0rEibJC6nb3FsKwdJgWETXOZJBjNDkCx5l760AIp\nbbh6rygXhuxCTjiPga8JVrhh604oS8BAFnyiBbpXQ9suzdjRCL+8AvJGHdyyJ8SgFfK0rhXGmGT3\nTp0zIGGGB+bDRw/CtP4Eu0qkNVrD3M+hPnEv3pxaGPgdJJOsbFWY91KcmD2C5YvrKAWY7z3zDI5j\nurq9l+oEg47zgs/nw6fLs99bqKs7U8bv9fL3RVfB6quIHt7O0J82ka9YKLWMoZphVg8MW2FWn9Q0\nHndDdQB2DkO3ES4/AY4RGJkLlr2z2DqnmQafELQqMp6aU0LqWpIyWd+bB4s6wdgj8kVHDVQ+D6Fp\n4DwJwWoZ693NomLruQYKt8h6hmtFFeYYkgxLSw6M3QALN0NZM+wpl3I3S0TL2xoyfba3FcJl7SJx\ntKa0ThOb4HgezGmGLisECyWTU9clz5SEHS71y7ouqYG8nTBgh6IQ9AVh//xsFJeNBl9DJrvk8+H3\nN9Hoa8AD+Jt8AEQS7cxIK9LGl0ro0KFDhw4daYxXLo9Xup1vzJYmGcIH8aZXqSkfvB4vDQ+s5j82\nOmBfNseMA/SYZc4UM0N3NeREgRQ8UwNWo8rHdkLNMEyLm7m/LsXyliQ2xcys9jgf2idkggLwOpqR\nHuTGtXlbFphHIbcQSvbBDUegNCgJhasrgDD0zQBXJ3iapcTxuVlw9YHMs9scgiv84EhqZsvaMe0q\ngdpuKZuI28TkcdlJMWtMKxlSSJttgNWvwNgsKV8YdYDFBKo2z79sCF5pW8N9/mbuXimfsSUh2w+2\nfdD+ccj/tSzrd8u8N2gWZf1Kv6gas6OiYkjvYNQABgOYEkJIpIClu7WdN5vh8GHIy8uc9tPVKX/8\nIzz44Pmd8zfBObtL/LWgKMq/AL2qqj6uKMrNQLmqqg+Oe39CucSwRcEVz2SWksCmKqlN+ZcdYJ4G\nQ+0Q/gyMjkHBTvFo6DsOVYpku/r6YUpAam+bPgULHgZLEOrXwEMbpRNF2/XQfRjmDEtrkYQrU3ag\nAuGgk56WGv40M8iaIwlcjlYCNuh1QnsW1PbJ7xtaMwZjKnIRtrjgWDnsyNfaow1D5RAs7JALypSS\nCzZogYgXOpqld+sjc+Fzh+GlHHi/JvMJWOWiGsiTlpYJRYxONPPRU2qKSDHEgpA9BqFSGK2E/F3w\nfAVcczzzfZ7SuRiNYDLBXXexL7uZ2SO1PNbzOz783+NMHU9vXXke7qNnQDeF1KFBl1W+Q/BW79nT\nPQAaGzMmhYEAr93komBVDcpPHib7aWjOEZUayPgUU0QWCUKyJjwKKZe8YApCn9FJ4kgJ005x14L9\nU6EnLiUNANcdgfldoggYnAbuIzIO9i8GVxPYIhN3e6QGmsrhii0TXw8bYexSyH8V/jwVnp4Kq07A\nmqMQKgBnn/Snrm4Tf4XdpUJqO8pgNBtqXoGfXw/JdqhvFpWFguxn1ABzesHtgYBWlBgzQnab1GQa\n7U6oqaFxdQn1D0iTp7Zf3szkn2iux14vDR6/SDabmtiT28y8yk8IyeN2T2xF/DeEfq9fGPRyiXOv\nX7+uLi7o9/q7AONIBp/fd15lEr5FRfiyB0/9701NxruphY13rGb1gxvxbViPd81ahpbYCazKQ+3u\nJGKHnmOw9DnYNhnqeqWcIKUIwW9Nihp8Y7WUqWOGDrusf1avGDPCRL+9pmKYbpTugUdug6pGeeZH\niuEbM4UE8H8Cnt0Ln9ojo1N3lnSS8oxKebsxBa9MhkOFYEqCJwCTRuS3QZHSCMiUVfZ4oNAvyo26\nblFNatZM9JZK6YY7Cp0zwWGRuCWudfcbCebwufBaxhZs4PFnm9lTKgQCyI9pwdsAACAASURBVH56\nHpZ5nysKQasQHraklJLErJBMQioFr1XAqokh0CkoRiMhs4pj+hxRlTY2nhnT3XGHEAzjccMNb0o4\nXHB3ib8mNE+GT6mq+hlFUX4A/ExV1Z3j3j+zu4TdjhqJMDYJtuXBg3NhrubSXR2C8l64NBfUbCjY\nBMlcGCyVXuPWbvEjGK0RZutYHST7YGgA2k1y0aDAkjH4/NXw4O8zfUhBLkxbD3ReD71/qqXa3Iwz\nLid462SY1gf/sxD+cY9M/l3jHFKHzNIxAkRekxWHb1wOtzYL6bF7BhR0ClGxuBNeK4UpFaDuhT4H\nbJsJt70sF/zpSF/cZ0PcAsNm2Fcg/ztjYqr2mFbsssIvF7KyeXNGdvvEE3DzzRKQ+v38+PgjfOql\n5Jkrfyv1vHp7Sx0a9GDkHYILvWfHk5LpTgfjMyUg/zc1QWMjXaXNlGyUDg8rWs50GE4hJrq/mwG3\ntkK0AtY3r+NL1ffi9GvSwKSQEoN2kR3W75WA5d4VcK8PTuRAgRMcvdCSBe4w5CczBrqQ6Vpx7FOQ\nfBKqeyBRAAm3qOTGSiEVgNfLIJaC+y+FO16Fm45DtAycbfJ5Bck6OOKgKKCqE8fsiBEGNaK61Q2F\nIZgflpbE6eXSQUZKASwwcEsZ5h/8kuZhTebo83E08i2mbr8UDh2CkhICNhgdPEx/eQTXELx0MxR1\nFHPDj7v/8nM4/ly+BaJJv9cvDDrJcO7169fVxQX9Xn8X4HzH+9MTj0DDi/fh/emmU74O9WsbaVxf\nj/eHT+PtdcDevWCxcOKmAdy/StBcAJf3QFMRVAbEDLpkbOJmtIYMknTIzeaoZZShKoV5B1NEysDg\nl+RyPBvC+RAvFmPHcLkoC7sG4dU8OOmU9SXmwksj4GvUyiWiEEqC3QzGUEYB8PNa6YDRWAe3NUk5\nfm81lBySBLStW0a3dBnDoE28FYqC4s/kisPwJWA9JKTJqAUO5cP0IrC/LmTBPZZ1fCVxLz1Z8pk0\nmorBUwKDPbJPo1bozBJjxy2VQjx84IjEPOntvxkSgNligdJSeeFsBII2/zsfvJXuEn81qKq6B4gq\nivIikBhPMJwVf/6zXGQpmGyHh/dBcC7cGoeV8+HKAHS5xZQxVA1KFKyquH9jlADNvRfsLdBeBPO3\nwhWdUkKRUyLs093Xw8Yi2JcDm6ZkNh1Ls02TIYsAPS64zwtxI2SH5Wa41ydlE0NWYcwURHLbXCZf\ndEKB/ISQBVf4YdqQOIguOghVw/DLubINR0yyYwMOmDkAa/YCKbmYDubJfiYV6LfD5XfJZxZ/Xnqr\nHtfWsW8mDEwTB9W4CRZHxDeiZlihxuoCRZi8pV1GUsCrt6/Chx+/G5KjI+zb9zR37b2fu0Z+wYlC\nhbtuMbF76WkFEacNPoGZVec+8T5fpp1aetKiS+d16LgoEawoOdMocP36v2wlXm/m82nmPH3Pj5fw\nr10L69fjNi+U3tmRN25hpGjvuSPQpsj4riqiOiMJEbtkIfodUByCj+yXzxlUWN4DXdfC9+shUSam\nTRXA0cmQsmSmQUdyIeqGgAWCClT0i5t1KzDaDeEYZB+X0rRLjkAiLK2IEwY4kAtDddC9EtqyZdzf\nUS4Es6IRDOEs2c7GagkwysYgZRKlWtUQhKomPpxz9ko3JRRQHTaKtkDuzQ1Ub7ibPYF69tQ1Elxc\nwJ76JoaXuqGpCff2Jibf+mXmrdvM0Tq4XV3HDWWffmvjrT5W69ChQ8d7A+dLKKef8eOTBqoqfg7d\nNho+8iNs3f001Dfi3dEr3ZDy8qCuDtvJHE5W5GLX3PKnD0PQLuoFVTlVAQHIMzEdE1iGRpjZo3J5\nRzmxKIx5pH3jzjLYb4fdKYh3g7lb2k67d0N2nngulCkwLwGbtJV/+gZ4sQLaHFLy3rUisx0DcKWm\nDPD65TlNQggGf7YkoMOlGRU5SJeM+V3S7TA2Wz7Tsxy6PgGKCR64UspAlYQcJ8j8dLsHdpTJ/0mt\n7GH9ElifC2GgfAT+dz68MAW6ndI68++OwIlsSFqknHL895VSIOLIvNZ5LTz6MYW7rk/SG+wQEuFs\nCoUbbjj3eT8P/J8pGc6FN1QyAB3XLSe+bRvuMNjs8Eqe1O6GPgSTfgHhXGFqojMhf4/UycTdYqjV\n7ZRShLwwxPIgr1suit4saCuBsi44WAonHcISZUWhVAv+Ri7JMFYRrOR0R7H3iNTFHMzsX8oMg1pf\nU9Dc0rXDcEfAE4Feg5iDXNIr9bUJg0hf3Jpyot8hbdOGrdIu05CCiAUCLlBjwqrd/RoE5oCrRRQW\nkWJIGiFeKPXEDV64OgShCFR3wfFSsNtgXjs4O8c5jyN923eUw8pPrAOvF3XlSpR1604NGHfdYuKB\nozMhP/9Ng8yEyYAp8QZyi9MxfsKi4z0PPeNx8WLCPZ0OIi5U0aD1ymbtWigqgq9+Vbwaxo8pbjej\n1cC/fxX70TBKVDwX0oaMqpYQDdqgrxB6VVjUDhsLVvC+gS0oqhAE7Tmws1TaS3lbM32qfR4odUOe\nAtYRISYc3TKGpoARJ7jH5FkRvRJMBrC1gmVEfHoMUcg6IOoDe0pIgxTQ4xQSAuDe1XClUZ4hthNQ\n0iEqBYCCMa01sna4KplgJmwEu7af8RzxBIKMWs3/z1YCI1Fmt9Zinlp3huHjng0elMha6TaRDg61\nTNQfP1UiBMOFjrlvkKm6kDI5/V6/MOhKhnOvX7+uLi7o9/p7FGlPhkVFQiho8YK/zoOnyZ8xHX7g\nAYhEJGNeX8+R22+ktNaDqfk4x4pilEaTuE7CaAzyg1pXJad0dDgdKhAzQVsWlOSB8zjc64XPhqQ8\nPFIK5hEwjELcCseyoGwU/jAdfrQQvrIXKhaCZ5u0lzYjKkSQdtX2TtlGv11KM4xGaJ0Fah3kdMkc\nzd2UMdoHUZAPOiE3Kn5QSh4Yh8AcEYPIlf7Ms3/MCE/ZVrDYtAVbQsz+N82CrUXQWgzX7ZcuhAUh\n2YdwEYwoQpo4tE4UJWMQygfbQEbt8UZ4xQNLW1Qpi3gbPBfgIi2XOBfORjKkEXAbiZSkMHXB11aB\noRj+8yFxHi0OwZdugn/dBMVBrSd54rTPay3EVEVkNF+4A9Z/T9775I3wv0/J3wmzGHD1L4DiV+Hk\n30P1TzIBYbgE7OPUp+myioQVTFG5MLdUSqA7HuODyzROFMCUfpHWDmtO5faE7H/YnFkuYhL/hpoh\n2LUI5u2E7joxJkkjFIOSY8KwHY5KLbACpFw2miqt1CSGyT4MuyfDSNq2XYVsq5P5R8aIrlmG7Ymt\nsH49nevupGwEWLFClluz5lRNb2BmFa6jEw8uOLUS98GWM0/am8mmdbxnoQcjFx9Ov6+Dk4pwe1dn\nOhTAm08y30BmGbl5ObaWoIwf990HNhtNFRam/cPHcMQKJPioryex4TF6ExHsHrD2i+Gt5+HMeBk0\nw7E8mNsLe4uk/KstG5b0wysFYsbU55BSNBNwzA1TNauChNadwVcJZbfAtO/K6yN54BqFDhckNU5F\nNYgqYvQ2WPh1Kd8YK4UbXhZVgSOhjakGcbcetIlawu+GKbkwNgXCr0GBAra4tNVUFSG9u7ww+Qkh\nD4atokwDKe+wqOAuhpAHip+DpKZ+MKiinIsBkRwzBf/fV0+dA5/fR7X/cR6i4OwO4G+HD85bLHPT\n7/ULg04ynHv9+nV1cUG/19+jOJ2Q1hILx+65g5r7Hpz4HPJ6T80nulctouSK6+Db36blJ8so/+et\nJFxjjNnAbAJTQsEQUbF1yfwqloTROXAkAGXa890dFiP9zlxIpGDpSa3T33Uw+WlZJmnL+OX5KuG5\nqfA1H3R9HAqfhYEQpNZA1c8kidxeDRUHtFJKzcw5aoZ+K5QE4cUvwqLvSaLYmDnqU754AP4ciN0E\n0x6REvujuTCtX8ykx3e08lXK7ytaM0TBOq+o5NNQkY5ZT/8rrFgvc960Hx9IPFEQgqP5mpF0usOg\nAqEVxYRae8j55GdxfPXtIRjgrbWwvGjhDiTB56PnfSv5rw2Zk+vQVAXf2aB1VbBIe4/TEbAJyaCo\nwli5jmXeu3qcaYYpDu2LQK2A2IuQ8zokbKA4xEAyaYaBOjnpZbskMxYbAktMPq8ANQOZ9akGLRuX\nzFwURyaDRcxWqeoXJUN2VDJYeRHoy5GLZfsk8Y74da1c6HMGwXglTOuGaA6UbYah+ZC7G7JcRhJK\nElsvjBTLflmCkDBHGBmLYIzJ/s8dNWNe959s/t6drGgFBaEJrRu2kTQoGC+ZTekIQt1t2QKzZ08w\nDRtPJqSznu6znbT0pKSh4cy2azp06LhokL6v3/CePp+J5mkT2o7aKor6h2AgAvffLy+Gw0RsYZK7\ntkJW3al1hkIRslPg3A+DdZDbpE3mkXHWFZfxW1HFUNGVDyt2wPFcmOcGd6u4S6fnNK9NFpJBRcbe\nUW0czXpFq/E0QDQpngmThgAjtLqgNCrEQNczELOJP4RBG+6yNe8GFSEBRsyyb1kx2TdbDwwsAWsY\nsoMQzZflFRUiRdB1HCZr302O1hUorsh4DxBPgSEhJRzmiJTrff5W+Nwf4KXZUFQY58ZxX3djUyMe\nt0dOz/huE+PxdhC6OimsQ4cOHTrOhvFx/rg4oea+cZPa8fHDfffBxo2UnByUUsyxMQq/9AwpLbGa\nPQxJK8RcKhag0wnlQehzwQuL4O9/JHMmU0qe4dkJed6n/RtAPPlSiCdSKAlZaOGBArMKJQZQUqAY\npeR9WDOCTIWgeB+o2nwtiSxrjUO5FgPMex6ciQyFqmom/DELWLXn+aECuOr38rchCa7ImZRrr3YM\nrpgkHaImOS5Vm6V35ULpEByaDl3Vckxtl4mCAjI+DirQXJxJbD+1Cm7cJMmVLF8PA0ttlH51Itkz\nNOQjN9d7jhN7YXjHkgwAeL1k5yq0KSqVnZkLSgUGyiC/E7bUwFOVsG4z7C2REgFVkRPS5YTvXyZs\nkxKCxlp5f2VrRmkwVgWB94HBDIGvQP6z0OaWutmcKCQLIG8fRAtkgk8COj8L+a9A/nbZn0ka8XEs\nV8ogTjfCsA5DixEKukR2a0tI1up4ARR0QOGw7M/idglgUaX+90fXwb//FBwDUNkuhIoSg0AtZDcn\nOVCsLQ90GKGvFEIWOa7XzEA55M6po+6hhwAwmM1E3AmsfSqJbIO4mfmPos6bjqnpCFx7Ldx111lP\nR3Bq5dkJhtPOmw4dOi5+vOE9/Wb37/gshtEI3/42kX1bKD7ox4CRlJpCSar4c+BwAdQFYOfuZqrG\nDlDRF0cBIvOkxaM1CgUvQfeV0L8chg7A2AkpY5s0IqRC2QgMIC2wqsPgOCybTqqZh9ulbfJbQUyX\nEl2AE4x7ZHzMisKgFeJVEApAmR0Yg4OTYHceXHEMLNGJyrMkErCccMvni0OiaMAKiVvgV9kwKQaV\nH4fOk1C0GTrzJOMS7IaxIhidDM4BMIUkAOrMEcMrkHKJdPtkrFaMaooHS7/Kbvu9XHnJJ1ALtsLd\nDaf2Z+kzB/jUfzfS4Gs4v17mFwp97NahQ4cOHefC2Z4VaZPnDRvEpDg7G7q7YWREyicMBiKTDSSH\n42QNS7m6tUdK1VHhaAU4q8GuQHMcPpQPhUNCEgTNkoRIz99SBplTuV7XEgIIEZECYlmwKAYtChz/\nghADXTdCwVbZjgLEqsDeAWpKXjOkmYZxyN4H4WxIhkUtMJYNeUPSWaItS9pU2xLwixpYfUxiBWcJ\nnFwmy4OYTBfulvJ5XyWYVTDHwTkMq7QEuEUrwc/ugF954AuPSmIjYgJLQtQSUSv0W0TxiOwy24rh\nRuBHl0qzgfITqhj719aeOkeBwF+PZHjHlkuMx7F77qD0oR9g7dTcQLUSCJN2MYy/8NJ2oaoRUMWB\n3JyEL10LX9oGI1Zx9/7jNCEc0uxQyyeg6mFOqf7iilwIoVytb7q26qQVjNGJ+5e+4LudUJiUVpkW\nTd4TA4wmaCmBKV3CckWMUkMcM4opWBopxJH0YDm8dknm9WU9cJlf2lQCdN4Exb+EyCVSQ9w8LKxW\nLBeUoMK2MpXLe0QyFCl0Yf+XL7LrN99iNBrG97WP87XbH6bhBiuXHY5yw2FVWMff/Q5eH9fGUoeO\ntwm6rPJdiIYGuPde0LxdAnYFp9OK2eSGkhJGx5pJOKW0YMZhOLAUXC9Cpwum90Gx5l2QMsKRepjx\nkJSiHUDYfUtKyhfqumB7Hax+FWotgBNy95x791TgpTqYexASJmjyQMkymPZbGcPbolAVAXNY/G3W\n+SaSDONdrofNkJWEYBm4uuDFSTLenuoIASRyxB8nYJNSD09AjKaWt8HUQck81PVIUGRIQbAKHB1g\nTBikL5XVCvn5DMY7+cNvVjA9aKPkksW0Bvw0DYPnrg00PbAWf8BP45rGi7ZFsH6vXxj0colzr1+/\nri4u6Pe6jjdFuo21zydlmGvWSFvFBx5g1xcdLGi0Ew53Yg5Lp7/XPBAEUMXHLmGEA/NhpFdWt/Qk\nXHNi4iY6FkPqJBhi8IN5cO/zohIwIN59OyaDoxr6emF2BZS+KB574xPWwWoIdQk5gCKdK5QEGMa0\nuZ0ZSEJIU1mOR3rud9eV8MALMi8dM4rZ46ANuj8Gk34OuRFRLRpiZ+/GkJ7HRg1wMgeqg1LC4c8R\nO4DisCRjUrskjuq4RAiGND52HIq7wD4CFMDI5fmM/NsN2GyeU8u43d4LIhvelZ4MZ8DnY/BDK8kZ\nANWSmcgHq2FnUlMwANFisPRDyAAbpsOSDsiJwO4SuLQLbBbJjA3YYXavSEwg47UQz5IWmDGDBLoo\n0pIsjWgxmIYgXAiuDsAAIUWkPWnkhaWNpXLa4aVlNhGNnQL5bVDBGQVnUmqGi4Nyod97PZhGocUN\nP9wA8RoYWSgXqvt5CFwFOXsgchwcZhuuSAQi8Hpxpk5HAck4fuxjcOwYbN3KFz7i5t5NwySDcs0Y\nsrLJ7gmc/7nQoeMvgB6MvMtgMknTZjTJIRC2gJoDpkGIFuXiLqqA5maaVsCc7QaO16dQfyeeNKMW\n8aIxG4R0fewWWLNVxrV+BfIScMAOdYOiRPt4DBJZYNoHL+TBBw9m2kjlRcQ/J2oS8jldjpBGxAjH\nZ0C+Dbo9EJgEC34DWV3yfrAUjqUy4+Xpn7WqEHWBaUTG77AFQiYoikBgNgy3iWmVOQWd2eAZhCG7\nkNmmlJDJlqTsVwroXwYF26X8LVgJeQehbbmDqtezYPVqaGrCV+cmUhdg9dommu6/g8DzfyQQCeC2\nuYkkIpSs/iB1iYKL0lhXv9cvDDrJcO7169fVxQX9XtdxTvh88MlPyvwDaOl9nrDtVZIulf5qM+4T\nEco2Q6jbzD5nHFdASg1GtLbTv74Mvvk7GVlCZsnoJ4vBGISOD4jRvyusYD2hsnkEVp2APeVwaS/Y\nQ7DDAz++DVafhPkRKHkVsjok8WwagzET/GYZfHgrGFWZW6p5Eks4O+QQgkXQOxXydkKO1hEjkZRn\nvq8KFrZB8wyo6wfLMCSzwTQMfjuMzoWZW2WON5oN+adNs9pywRyTcnmViXHMKbUGGVKk61ooeQbC\nZWDtkkT4lz8Ka5+EHZPgpiNinhmJQpZihilT4Ec/oqXSR1VVwwWfxouyheXbDq8XdaqHYTNECmWi\nD8LspLsoqAYwD2geDHG4+QhUD8FrZWLilReB6BTxd5g7ONHEI+0aahyVCb4l3URBhXZX5oTbesAY\nB1e3qB2UlBgyeoa1DhIeMBeAaoakQdQNIL1Q06SDLSl+EQGbuJEXhWRfIkapRYraYTgJU3qkDORj\nr8CQEfKaoPBRjWAIAhugpx9cpeCKREjaIZkLFfmIgzswtCKH0Tu16t6tWwG46YENZPXKzrhDKbIf\n2/A2nigdOnS8q5FIwObNACjr1mFUVRJGhaxeFfvzm3F3Su3l0CILNg/0XAWFOxSKKgyYgOwY2FJi\nwKiqsPqPkBiEnoRkISxBKAyLz8wHBqQ9Vd6rkNsP1x2Th1rApU3cjTIumybJ/0lbZjdVZKx9ZC6M\nnhCCYcX3wDqodQUCTIkzCYZ0ragtKZ48LTVSTre1ElwprVd1EnKboWpQjseegJJh2TdrQjx38sKi\n2LAmhAhJGSFnB+wohqgCuUdFbWbbHgKXi6bVdWw3dfOAN8CjJeBt9EqXIJ8fW8qA1+dn9f2PCsEA\neotgHTp06NBx8cLrPUUw0NBA1YfuZ1b2vxN02Fn55RxMvwV2QdWJFDe25rKyVeH5alh5FGaPwXW7\n5aMpC4xYYMABJ+NwxAZDG8GYgsBzKnt6YZUfSkKw+qgkMlxxWHEU1n8dyrfBlF+Cox9sI5kOFs4E\nFA3IHM6aEtV50g7xAnleA7zsgPgceaaTkJ+0ynFeJ7gSMKUFnN1CJth6IJUQ4/65WySOMKcgVyMY\nNnkyX0+hRTpN2DRPCHdUCIfxxIIBSLrAfxvESqB/PoQrJnohuCpMvDA/5xTNm2W0wq23SrmK14vb\n7X2bTuiZePeQDED+thbM75uNSZO7BPOheKMEhXEFEiqElYyTt1EjCrZVwOQcCNRJgGgvhcFLIWWF\n0RoY0/qWxrXPmoJCWICwViGLfJGRfIjkgb9UeppatDOa0n6yItIGM1okWbmwUdqOgCaV1Y4j4pD9\nSLc7SyEXWbp0wqkFp94T4rWwpF0CWQUwZQFajFkxDAVVkGgHU+V0AA66zDz1YYXshNiY5s7+GFnO\nWvB4CH+5Hny+U6TM2FTN6vQilN3q0KHjIkZT04R/zxhLvF5yP/oNuj/4WYIHs3httoq1WUZAIzKu\nWlKZB5QrDuWjUDYm5QRJg2QDco7DsArxqJgzpeWKbs0Hx5AU8tbaJ2O2IZ4hCdIqi/t/I145C3+i\njdUOqBgTtVrSonntANFcLbBIj+tGiCcg7wgocagKyPImVSvHI7Nc+pkTMoqCoT1b9lVBug+ZbVLe\nZ0lCYRyyB2RdcbOBqN1Ma6wPz/0Psnj2av7w6WY8kTp89T7WHpPBvqSkJvP9jm8RnG4XpkOHDh06\ndFxs8Hql21z674YG4oXZNN61GnUEnrq+Gt8Ns/H/w01wzTUM2cUPqftmG5M+5ABgb7kZexJSWWbs\nuTa6iqGspJq8rVKK4EyAUi5+dYlsKBuUOMBglEn8kFlMpB0BebyHs2HMLHO06/fJrqWQEgmlC1wH\nJLYImuEaP0z/EaeClZPZ0Fckf/c5JLHRlSe/UyZZvzkh60uHCQpClAC86JHmAgmnzDUTufK3osrr\nmMV8Mg3VKMqNoudAeQJyjkDeLoi5IZwPy3ohS63m+5GVACRcBohG4bHHxJsB/mp+DPAuIxkAsp54\nHdugyuhMiIXA0iPykqRB6nhUpCXkkA2+uQoW3iESlJsvhz8hwe1rDmgOwI//DraawKR1ijAp8pNw\nQMQAmyvgaIEEvwCGIbANQlUntFXA2tXjdswibTYLN0H2fgl4E0aIZcvbCaecDJ8HbCG56FwJqfeN\nZEvLzYBVpLkJ5P2iHI3Z0rJihyZDagSy9sHBAllfzA15//FdfKZ2Ig6Y1Rvng99V6TC1SsDc0XEq\nKA3UITe5lvkqb27hrNCzYzp06DgbNmwAg0HaV3GWsaSuDr9rH/ldw1z5iLQETmjKrrSqSwXWL9Fe\nQ2SIESNMGhZzxy9eCyNDmpmTQxyaQUx8QcydTBZRr8VyxaDXEIehWq3lJBAww8FC6LHADxdCmwPW\nXyGmSv/1GdiiGTMOxCQYCXpk/E+aoHky7K+A4+Ui4/zFVGjPgZNu8VlIIcGIUZVyN6dGFlcNyjq6\ntXG/3SS1lcNmqOiX4OSQzcCoKUXYDCWzpqNeOYnwQR/mKEx3dzO0vl6CM6+XurxZE1ULOrGgQ4cO\nHToudqSfVT4fQ0M+dt1cRGlDJ8u+83NcEVi++TiT2obxeOpg+3auM05HKSgkf1OMmh8Kez+jPU52\nBMzROMH3RZisQFbfcUK94InacCfNBHth2A8dipgwJ5LQZRND/qsOiE+SoiUpbCPgjAvx0J0lCeaU\nC55ZLiUZCS0j3O8QUsHnkQRCChi2gEPz8stPiBl/53RJHkeiGZXDeATN0G6H7VpCe+N0eLZEjCEN\nMYg5wWwETJL0VlJCWoRcUso/YINj+UKYWIKitrAOgX0AbprxWfj0p+GJJzA4ndgjWfDZz8KXvwxP\nPPHXOqun8O7xZDgNQ/feTG4TxF54jj+VjbHmsEzsAxZhtvptcLgK5hyDe1bBt7eINLVN66c6sBie\nWw3uR2DGUpj8WzFRRMtSHciF3EVw+IB0mpicgEQEtk8GzxCM2aByMNMpossFcTNYY3JhFkTgG0vF\nqKSmH6bE5GLqLYKiDgk8e51S31tig/aYZNuOFUh/1ZZsyNUMJl0xqT0KWKEkCckceGEOXKoABgXV\naqV5khPniwkuPzDMrmuMLHo5G+bOhe3bCd3zSaI9QtcF1npxr/dBQ8Obs1tvsV+6Dh1p6LWb7xKs\nXy/kQhp+P8yYARs3nrGo7+B6pt76NYzhOIaeKGY37LTC8oCQnfnbYKwabO3wQiFcf2ji59NGu2kk\nrFKlsW2ylMftLYamEqgcBW+bkAxKCkYLwdknhHNKkQl/zAAnS8FWC99Kwd3bwRARWeKBfxJjpmEr\nnCiQ36sSYG6F41Ng6hEYdYErCIYsSNlhux2enQfX7BIDyJRJ2lEmARQhHJ6vgiv9Qqb4KmW5hEsy\nF5umm2l1xrm9JZeReJBUlgv3aJxkKIghNfF7SFjBHFHfMeOxfq9fGHRPhnOvX7+uLi7o97qON8X6\n9VBXlyHG02bFXu8pjwB/rkLgv79LXTck/u1OTLNqIRgEl4vR2AFCqTgFh+HRuaI6KFZhlxtcS+FL\n21ZICXhBAf5YD56AAoqCmkpxogCq+mVUimvJhjarlLWP9zoImSFohYIgxC3QkycEhSkI+3OhJAjb\nK2FFKywaAFdAPtfrzKjU0dalmkWFuXmybM9SDTXHoKhVEh5NJVLSdUlLkwAAIABJREFU4dPWpyCl\n/9Y+aLwPPv4NCOSDIwb2bolbUojvQluWzAfTc8EhK1SNaM+NoiJi8Qixglxcw2GoqYGrrsrsXLrl\n6FvAe8OT4TTkrnsCPv95LLd8kJhZe7ylYF+hTNx3lMOPauFXc+GqE7Bpiiyzuxwa18GGW6ByQNa1\ny6M5iqoisVFUkbqOzoGlfTA5Av4aMQFL1/J2OuE/l4l0ttcJpUEhH0rGYNoA5GunY3ULVAQlqH2x\nHA6Z4KdLYWexMGIAYxVQlgLVprFlZqgMSj9YV0wCZnsCyidNpuOjy7B2wQ3PQ59aS8xq5OniOXh/\nPsDlB4ReW/BskuTIEKE9W6CkBMf3Hyf3mW5M7QGqbvOR2wy5dza+sVrB55sox9UVDTp06ABYuzYz\nPhw6JI7RkQjU108MJBoa8D4WwJg7k9BwFOcYvI6YHo1VQHQQ+pbJeNx5I8yeAoOzReoYrJa+0VGr\nrC6UI2MzJnihCl7yiAQxNwI3HYZFbdKv+niOtCw2h4QIsKTE4Rmki8+UXih6RSuXy4HQXGipl8/6\n62GwDpa0wupusPZDtx2cvVL60FUMf5gGzxdAuABqzZr0URFCWklA1AbRQu0ZArwwJaPWcGtmlIag\nZC52FMRRVdjkHiJiVImPDRNTExhToKS9LjZvRlFVzBvlf125oEOHDh06/lL4/L7/mw1v2DCxvM/r\n5Q/bfwRA8a/75T0VAv/7IHzzmxjjiDJy+XJYv54syywsJTmkFNhfZqYmrxpnEBp80NGNlGymUjA4\niGcIMXhKpU4pIhUg7oREHBIxMdlXEV+HJNIF6udzoTAId18pLSV7s6A3CZ12+NB+eGWK+C74quGb\n82H3JIiWQsiZOcxonky0DQkp6Xx+FlRHwTUH8jtFpZAXkTIJFel4eGq2HoTjN0occWQF7F4MmOR9\nA9KNyqhKy8qwZsKQEwfPGAwuhHCRCn19mAeHcR7xywLt7dLV4+mn/ybllO9aJcN4+Brqyfr1w9Qd\ngWerYfVxuH+5dJPYVyzBqK8SPrlXLoRjuXA0b6KkRUnCtX44mA9ZJjDZYGQ1TPsfMf/aUi4XCYii\noGJYyjKWtoEzBvN75H9zStZfMwR9djEwA1FZ7C+AX18CXwxC7ADYamBogWzb7wbXXjAelv9RoK8E\nFh6UcomOAigKguoyYBhIYVKh+6bZqBym7MkYTy60k+Ms5vKXWzHGtO81XQul1UMNfd5L7vd855cV\ne4dkznRc/NAzHu9CjGfHzzZONDTg+7Cb2A13klsJyVmag7IRKkagfyO4rodftytU9am4onBjv/TM\nBi1IMMO2cnjmUskuKCkZS1cekqzAmFFKFNJIAZilZGLMCI/Ng1teh1/WypivIpP/BR3w0f1w8JMw\n7SHpCNGWDTnXw7T/lcxDWw5c0gvHPXDnEljYDX+3V+SVQY0gdsRFwji7F1JueC4fNldr/bFVWNUi\nRPFKPzywFP5tO8QL4T9mw78OuHDsDRIxw9E8hbouFa69FvWZZ4gsmoz91ZPn36ryImlpqd/rFwZd\nyXDu9evX1cUF/V5/Z6DB10CDt+Fvt8HTFY+zZ8O+feDxsOnFh5lSUcv/z96Zx0dd3/n/+Z0jc2Yy\nk/uAZMIVbiK3cmSColStQte6bi9ot/2tW9mKXbdaeySodbXr1nRLu3bbbaG11rZ2idVawCMDQkUE\nTZSbQCaB3NfknMlc398f7wkJyCUixPp9Ph55zPX9fuab73zO9+f9fr3dy1fBmjVUZxhYPyPKQy8N\nHd5VAOrEPGhuJhgdwBxS2eWCLSa4pha+dpts5BYdEK9Gz3E9RKMikuw7tReKmOFtJ/SZ4PkpsLAX\n9utgbxaYAqDG4DN7YfM4Cbkf1y7zgy/Vgq4NdhSAPhEq7FCyXQT8dWEY2yXrNENsSEvP64YfzYV0\nIK0dJk6Bz/wXbLoKtmeCITB0XR7fUMICgBNXg/VtMUb0jQbbcXlfRdabRjOEzOBokQ2OPaPg6qPw\nVjbMbJBjo0CvTY+zNxK/IO8lmxN8LD0ZhlP4H7/GGJb854sCcNwO9+4UY8MxJzw9TYwCpQslJ3pt\nGlxfD0lxTYVlR+HaJnk+sR3smZAYg3G/iIuHRGWS+O1dcsxD28QQEUiARcfFwKAiXg3dRuiLi4Ls\nSx92kTGZsN61C2zHILUfnFWQt0HOXbwOZlXIJHqaHyaqMHaOuMUcWAgBM3TpQNcu/rQRBUxb9pK4\nL0xUUcg9EcQ56SoGEhVp5ADLl1OZpZzcZTyZL/VCKt4ImLBqaGiMUJYvP78bnseDZ9IaprsKmL4L\nHL+XBfnCJ8Hngj0PgPUdOJqhYpgGNzZB2A5dZuhxiRXfGIbF9fDIRnhok8RUPrQJiuLHBoynfqWO\nIQ8CaxRW7Qa9FT69H36wBca2gzMEo3vgcDL8cTK8HldqHjVdBJt8K8GQI2K9/QbYNQ1Wvg2rX4ep\nbWI4eGOKeCgsaYIpfWJgCCXDkn74RqPsOqyqhJsPw/z4hGHzBEAPlma49QDUd/fTbYFgAnSYVO5e\nA39t3UzECGpjw/vLHqF5nGloaGhoxPH6vJR6SwExNFw2j4ZBj0eQx3XrZBzz+agYA+sLESNEaSnj\nXOMwWJNQZojIkgI473wCl9ODY2cQc0jFWQXXe+HRLXB1A5x4GBYfgNJbn5CFejQKinLSyxwgGM8y\n1ROFWU0SrmgLQVEXfNMLP30Tbn8X0i1wbbOEvP/na/CVasjzg7UV0MGCVih6E4prxLgwKQZ+CxzI\nBxNDBgaAazrgDxvBYYD7DsMd/y0bIssq4cF4ROm33oLvegFVNjJAPNW3fFK87wGs8dSZg8LVAQPY\nu8DZJt7vCQMwEJXPHIGh43Q6BUdflN6CfCngMq3h/uY9GX4zX8/Nb8VIjCt5t08D/WFIGoAuF5TO\nhW++CeoApMZFP3RhwACdGfCmCa4/KpNTFXh6KkxuFZGQpv8HE38sHwwkQNOnoGYnjHFBVzPUW+AT\n1UPXctwONS7oXwJmr7jnXH90KL6442rxpACw1EMgJx7POwD2I2DshVfyICUJ3EfAEtdkOPEFSHkG\n7EZIWLGS8K82YFTh1cUZTOltpqFh6Bo6J2SwRJl4spF7C514lq8ZmqxqxgONy4y24/ExxOs9ZeHb\n+MRaTiRCbj50HoG8sLgR7kqEHdMyKH22jWg0ioLEIupjcMwF47vElbBpKURfg6MpML8dTL0i6Nhm\nk+xBOTHI7Ye0ZEg8BD0F0rcm7AZdKlga5fWbGTC/SQzHpR6Y6oSFL0lf7XNCbDoseV7Ggq6x4r32\ngzz4lx0wo0VSIseAA7ki8jSxQ3Jum2Ii0NQRhAY7VKaLJ8Ta+C1QAc8qqPi1qF/HEkDXCmED9OdD\ngk+0fHqnF1DoPUgwXY/5q98Zup9nM+icdp/PeexlQGvrF4fmyXD+8rV6NbLQ2vpHg8vuyTBIWdlJ\ng8PBVdfTPxDGb5GP3h0Fr012MdWfAMuWwYYNFPlkMxcgjKyZeseC46ikfczr1WENxcgOGPGON+I5\nEkYNh2mOhy44A6AkgbFzyEt9sHYqyHi/Zgd0JUNGG7w8BnrGw4pN8JPZ8NVa8aJsNUN6UASoQTaO\n04Nx8f4APLgYbvdB/nEJyVSRjRFDFDqssHMU3H4YDn0dJj0G72bLvORgL0wcAxkV0JMOjmbxoLih\nGvbOgu0uGNcEowNQcBS6C2TjIuX1of/n5Wlg6IagUTaaFSQxQXsiLDkCug+pPZ7Lk+Fv2sjgz04m\nouskuV60DPRIirCQHuqSoNYpE8BD6XDrfjiQAYtOSDaJGFI5WocJeKhAs10q9DV1kJwONp+4xUQU\niOSAqRH0cUPBljEi7Hg6EQVW3wn/8iw0J4G9X7Qikgckh2v/TEh+U7JIdNmgJgsKG2Fbmog/ursg\nkA2GBojq4fB9kPAnPenJRlKqTPQqXYTzJGvG4B0MDkBNHySYjSxMv4bKtr3Q2YlzQAGDAfMoN5k3\n33FFJ6AaH0+0ycjHnGXLiL2+jYFIAGM/HHdCcghax8O7s9OwbW3l+qMK1ckqrj5whKHWDmO6xDCg\nRGXCcSwJxsRzTceAHgf8cgXc/WsJzdQj7oxjnNDYBhM6xTMsqIeDqWI4rsyEiW3w/ASoT5L4Tq9b\n9HTcXWIoMDVLiqsdybDdDTcdlonDLYfkmJAOeiyi25DXBbFxYD4CoTzYF5CJR/kkaLfAf+yBsnHw\nlwnSx1dlwdJq+GoVqDoFW79K3xSo7IJrTxjpuNaJ2tuNwR8j4tRhDaVL2MT5GCHhbVpbvzg0I8P5\ny9fq1chCa+sfDa6YkeF0Skv5zva16BcWUYqHUg/yiJfSJQ/CD34A99wj2grx4ykvJ/xOFcZXK8Dj\n4c0xCnNyi06uYfpf/BmWNxsIO+DldPFKMPQMZfLz+OLe6GGoSZKQ85AJWiaASwe10yGvCkKHwZEN\nCcdO9U4YLkD96ljYNlrKu+YYzGkGqwNM8U1eBdg4UYwGZh3054KtWjIdqopkCDw9tGBXNsxtkIwS\nz2bBrRERgtQ1S0arrBRwvi2hEIZh53nzYPJnF9Dwix1cpWZAUxO9BfnYD50jY+AH4GNpZAjo5f9N\niKtx64jHwdqAPugdBzTAvmRYcFwmmoOVp80Gzn5os0Bm/6nlHkiG306PVwYFbqsGd4tYqQImCYnY\nMYq4lPgQ4ztkl0sF+jLA2iypT9zdUlG/fAv81z7orwfdVWA/JhNgXQjaFOg2wc+mw+feAb8ZjOkw\nKhN6siCSBuYgjP1vSPhzBWpxMQOjzQRDJnryu/lOjo5PHoryfIGehbZJfLk25cyeDBoaVwBtMvIx\nxusVESK3m4bH1zJgkFAJVHAEYXqzDJ6dMyFk0ZP2RpS2ZHFFTGoRS/9g1ZnQDodTZDC/9qiESiiI\nLkKXERw6yeDQMwFMu0SrIWYDwzAV6MFx4DvF8Hf7xTthbRGsrJJJQGJUQjIiOtiXJtcHMkkYMEp6\nK11MvjuYIPmx00eBdTcEC+DdXqgYA+ghHBefLPLBvAaF309S+SIzYN8+mDKF1lAVgVFg7k9gQAFn\na5TEO74NQPvLj5CyPaRpMnxM0IwM5y9fq1cjC62tfzTw+rx43J4rfRng9fJc6SfZeMcC3OZMEY7+\nxS+o6TnOF6sU5gVULC06CX8AmnMScTT3cjxRtO0MMTAY9Fiy3ZJqyunkTfUoU/b3YkiA3vFQ0yTh\n6yBjfUIMojbxEq/NAEfPqZfUkQYPFcKTL0ja68ZGKGiRuUME2UwITYLANEh7Ffzp8I5fBP0HNzYG\ns1UAfKsYHq6Q1163fOhzilfmN3aAFTF4DM5rxnWIAGXMAAuOiahjxAJNZsgMQsgIikOkAGIWI469\nYZSCAp5KPMS865PYv2WAW+f9o4SkfIh8LI0MAAcXKziskLkZuqeK14Gqg74BcX/tHQ91fijohZw2\n6HNDqAMc3VI5Ok1DaSJBjAEDeqmcP7wG7jsIb5glv/nfHQTFCDWpMNUnqc52jhI9h8FKNmh3UBUp\noylRXu/Ol+9stkFrEnztkCiYK1FJubl5Nuy2gVGBfgWWtcOcKPRng6kH2hdC1p9FwyHkgoROsaYN\nxCA6P4PE7U2sXKGwYWP8fg66Ka1YgbemAk9Z+YiYgGp8PNEmIxqsWgVNTcQqXqbWEiWzB8ynpWtU\nkZRS1jDUJsngvLh2KJRtdxbMaYQQ0GWRPNc7RoGaCCYdjPeBcQzYG6FjPmS9GO8vWyTmEuDB2yDW\nBj0J4mmQ2id999hOGBuAohNQpxNvuBa7xHICNGdARvPQtQaMEBwDLUtBXwtKMugUsB6FvnclrrO0\nGB7YJsrQnVlJ1MW6sNxcwNhNx3jnsyZm/LiX/7tPx9LNMRxV4BywyeRp1Cj6sqPYtl3ArsS0afDu\nux/wx7l0aG394tCMDOcvX6tXIwutrWu8b7xeXvrWHSzd0UTp+lWUPtOEunkzCtBZlITL75a5QmGh\nrFkyM+n0N+PaJJ4MnZ1eIl+/E/v+IJHKWv5npoS333AUDqaIJ/rCOhnvq9PEG1JNECNDIBssDdBp\nBWU89NRAWnwDQqdKyus2M+T0iR6UDgnVjEQgQYX2eRByQtoWOcegDq0Z3xgtRoXOVGhKh39+UQQZ\nwzr4/kK46RAsaBDDhHFYk6l2ydyjzQJ9RvG+P+6A4uPw0HKY2QTX+OCYCrd2ZRBqbuavn4JuHWRn\nyeZ3zGYjIXMpU7++8UP72T62wo8Tt6kkHhEPhqS9oO+XdGJ9RsjoB/cBWNgByXHrleW4hFUcS5bX\np98xHWCJgs0Gi+tAPwAL2+COJmhMBTPQ5wDvGHg7B9BLxQrHc7JHdRCzQ8syaJslk8txneA0wvZc\n+PtWmBv3fB1IFRVRcwRuqoYJ/RLasfwgzD0E3VfB5gZI2AVpL4mBAcAUjwmOmiCUmkS0Okj9F1ag\n6PVD/8iaNfJYUYHz6mLNwKChoXFFCXZVE353J6oSxecc8kAbJAbsvlpBtUH9OKifLLmkKzOkj1WA\nDhvsnA4NK6E/AQ5MhnSdeDD8cZSkhjLGQOkHSw20FMskIZQuYRAq0JEjIRJRBdY/Bw/tAlsEPl8P\nBW5QeiDfD5Pb5fsHyYiL+8Z0Yrg4mgmuQ1CwDvqzYMwGcP8K0ndISEdYJ7m3FRvYo1Af6WJBE4x9\n4xCmzjAz3k2htSCJmEWPxZKEWl0BBgNs2gTV1RdmYAA4cOAS/DoaGhoaGhofMl4v+qYWABb99E+o\nWzbjL4SalUBvDzUbl9O5snBIZ6itjZ5RrpPaQ36/l94ZZiyPrSc6xs2aPbLRqwCT2sXAYFBlLece\ngJ4pIgTdMx6CmfCD+dCdKOup7F7YXQJ7Py1GBt9XoO3/Qf3CoU0JJQo9M+HYF6FnIqCD3unQ45T5\ngA7xjPT4RNAxqQ2yjLDYJxsZKUGY3CKhFvqorBGrXRJy2ZAom+JhRcL8d+dAUR18bi/40qHsObij\nGnKO67i21UZ1rh2DQY/nXyp4eRS4VBPlaUXMtN7L1Jl3X85f8RT+pj0ZBjmeqpDdLrnON0Xhs/vA\nnwVJjYAylBIyoINuJ/RFJdvEb2ZIypKFcfXvpmH6DDEdHF8A2btBH4BnpsKnD0DUAubeU78/ZIYT\niTC6TSq4byX89ii4UuGQG9z1UOEWPYbxVeJFkdQvO2lzG2TnrtME/3W1ZJ/Qm8BhhP9Lgzv2QuWd\nkFKlkPe6ysBVozHuPU7MYUIdGCB23QLMG7fz85XT+PKG+I7WihUQz7d+kuJi2PjhWbo0NM6GtuOh\nMThJaH38QersKq6AZHgwqPHBOiMDtbkZRafjl9NiLAtB5gEI2t/b3wbtsD0Vxngg49eiv9PoEOEn\nvwUSE8DVCqO6wV8ImXvg9Znwu0VDZdib4ME/QtgKOzJhhg3aO8HsBmUftOsk9aRjANL7JXzCEIMX\nJ0BaBK5qhq4o7JsKeQlgqoJkwNAPARtY+mFLPlzXascYGOCJmWFWhuDQNWJYrk1WcIan0JXUyJKu\nRST+x8aL80owGGSrZYSgtfWLQ/NkOH/5Wr0aWWhtXeP9sL0on9BxHygKUxtVDs9xs3BrDapOQXm1\ngsbKR8liGfj9QyetXcvAHTfQb2oi3FFH17QYMYcZXXImhj5wbeqgb/txrBHRWwKYf0I0mJxByOuB\ncJJ4f4OIL3vXDxXfPQH0faKr0DMdBszwo3T4zouwYyzMUWAXkN0Omb3g/ww4ngYSwBn3iB+Ih2D+\naSn84ipIAywhuP5duNELodPWjMPnNAE91DvEyLAtV/Qc0oKwczFM8YGjDgaMOkw6o4zzOvEbeK4o\nzAJrBnuvWoandNg/9CHxsfVkGGR0m0rUAqmV0GGRmJauXrEUxQxQXSjHWYDMdpl8GlX4xGHRaxjE\nEBVXlRiwpwCajbA9HVrtcPgfJRxix3IRHNs5Qc7xz4COIjiWLhaz9plQ1yjxu3Mq4YHfwuECePId\nWH5cLGSZSTC9Ha5phaSQXIslCkt9CqkGiIbgzelQOB/2/DNETUYic410zNJxMD2Z1jSIxiIcmTMV\n88btAEMGBhBjwmBD9fvlTzMwaGhoXCEqmyrx+rzsu20x+TYzWf1Q/7WVKHY7vQ6gqYmGTywAo5F8\n9wxS4h5fCf3QE0/1dMIlj90TIHcJNGTAoa+AaYJkgeg2S9+dbBKBpwSdeEGowPy34YkfigfYf/wM\n7n4e+lPB1A2BKFgOw1MFkLMDksOQkSuulOlxzR5D3PNiahDmHBOdh7Ae+vTwgzlinDYEZAzwpcLa\nxSLqtG5SL0/MlLRGrwRheyVUvWVk+fWv4rH9HYvtN5P4ZqcYYVJSLvyGTpsmBgaQR4NB3tPQ0NDQ\n0BhJeL0sLF7Jki+UgKqSrrOxcKt460XzMsDjwbzyflmrlJbCT34CDz8Mej2m37+E6zf7SJ/5NVJ7\nC0kwZTK+bxUZ/Qtxbqojbe4cHCEJrVSRdVxhs4gvh1zgN8kG8ub5cimeVVA2H6IGeH4JPDRLUlVX\nJ8P9mdAEPLxYFv2758D4PBg3ADXJYKmD1CAk94pZVUE2IFQFCqvhu78VzaYflMHNrwBx3YbB9Jph\nO+xzif5DzUrYt1g2R+oT4bN7IckCx2+GwsPiEd/oAUUfoytxAD75STEyPPAAt76kkvpcEx7cl/NX\nPCNXxJNBUZRlwBNAq6qqi89yzCXzZPCWl+H1rketqiJghpwOuPGITAzdXVA7A2yHwGEZsmidiRhQ\nkwKJwO7xkNcMphAk9UlKlZQuBWOCSmRAlMnzuyQTRV0SLGqADD+0WiExDC+Ml9AHfRp889Pw8E+g\nKQXs3eKmo0MqZlSVSlidIl4VEaMeQ1hSuZUXwFV9dro/HSbltwZyGnuhtJTKneVMHJWP+efnMRys\nWKEZFzSuONqOh8Yg3lUePKtKab3ri6T9+JfvDeVasYJDleWktoO5D6wx6DFKn9puhuTgkP6N7x8h\n5Sk5rc8oj1kDsDUH/jxehCLHdcDMRhHTTe2H9bfCPz8LTXbI6hOj7+EcMWa8Ok5EKUtfkqw/zt73\nhtQBRPSwYza0mmRCEzJBsgPGN4Jun+xEGCLw6xkwplfP+DoTP7u6n6/5oOsGIxs6HJQ+2yaCXKXr\noakJgsGhL1i+fCjk7Xxongx/E2ieDOcvX6tXIwutrWu8b0pL2V6xgYVVnad6LKxYATNmDL32esXY\ncN118PjjcP/9cP/9dN7twf9cKfnrIRDwYXlsPaxfT9sfNhA2wXEzTItrMHWbZG3lCkiRHYnQYZAM\nfgrwQiHM1kPGHtF4OuSC/E7RyKu2xi/rXciIQlYzdCUAkyTUQmUo80RQL5n+AGwD8K/3wJKtMKVB\nUlIqDM1hQIwL7l+L8L83T3SfXhwLC9vB4Zf01qFkMHaALiLHKWPHysmtrXKv3O6hudNlCIc/lyeD\n4UxvXgZeB6YDr1yOL7vm9ntYhPw4D8+F62rFwGDLAL8bEhUJSdADYRsY4yERAzrJb/6qG0L5MiF1\n1kBnIiR3SZjF4dFy3nenwc6fqfzxE/CpckldFrRLLI4O8Zqwh0Htl8r0qf1gjUBPCtzwDjgHwNlw\n6nX3OcDeBTXFBjrq9CjtAyR8/3GOPXMPY94yElPC5NgcdO9rxtY5cDJDRG4gAfPnLiAGRzMwaGho\njCCcy5aDx0PavrNoDmzcSMGKFdS/+SrlY7qZWw+T2yQkLWlAjAn6ZAh0QYYXdmfKIO2MC/jGgEXH\nYWGLaDNszxMByentMmB3ZsLb2TC7AfbEH5P0oJsIy47Fc14XgOWIqFLrQmK0GMzfXVkUF/qNQHsv\n5CbAstegJxFSO0QQOJQHv7ODKwmcrSqpkQAFbZAcycZ4CDw9ASgrw3voSTyVZhG5cruhvBwqK9/f\nDZ006WJ+Bg0NDQ0NjcvHihXw0kssHPTAczqHwrjfflseB1Mxx7MlDdhUTGVl9IwaINHnY8ft13N1\nV5TYXj0JKoS+8CkitxSR2qdyOEfHb6eqTHsFHlkMQR0U94n+0vx9sHOKfO0xFWqscCwDxr0MgRTo\nN+mY1xBD1cEhIzzwBsRSoUcPyc3QPko2PIzVEDWL1tNg1qq/joa5XTBgga4umHMEbnlL1oX/OxtW\n1IGzZShMImuTGA46zEO6T/MSwV4T96JPgXFBqJ0JfT4Rf6S+HjIy4KqrZFNi/frL97udhysSLqGq\napeqquHL9X0JIRX9lgoIijtsrl00F1IOxzMyxDUR9cEhA4OKGBj8M8TVdmkFjKkCez+4/DD9KGS1\nw9z98Iobtv1cYUAnBoZBwgPixeBLgp05IuCxJ1s+M8Yk3rirUNxm/GY4GP+syyW7YeZ+iBghtyLC\nvKMyS1bvuYfRu6AyPUZqP3jDDRzoNqICOyOi/phcfKMm5qihofGRo/CO8+/QD3jLSWzpZlWVGBgA\nDEEIGMQ18dByUWNWmsXYC/DKDfKoJohC8x+K4xZ2RWIzdfHN/m+vk4w+pR4RZlKBpGZot0NaM+S8\nCa6Dcp6hD7onw1b30LWN3QlZuyF7P4z3izeaIQZ9ETEwAEQS4dP7oUUPExtVVODv90NVoIuKrg48\n028Bvx9PhU+8FgbTT65aNSR4daG8Hw2H91u2hoaGhobGpeDuu6G399RQ7pwcMbCDPL74ojz3eCA5\nGWNvDGpridiBDRt4LTVMSs4t6NKziSVbSajrwJo6A6/PiyGgkpSVR4cT7nxLUkzPAooqwRH3Zjig\ng1nLl3PnqypjmiFUMJZREwpIHD+NAT3o88cyzyjZKCpTILVdzks9AdFWqL9N1pH0D/1bFVPA1gkJ\nrYAKKzaLTgPAP7wtBgaAhF7xaOjvEgPIOxmi1RdJAP8ciJigdiVEPgX9dhi/SwwMKqAGg9DcLAaY\n++//MH6di+ZjockAgMdDRIFrD4L9KAQS4GCGpCQZzMwQ1MvrsBLPCKED/1Vx15dE6HdDhx2SQ3Lj\nEqKiWL7wIJTcrvLKfIjapaxOk+RAz+6SkIyZjUOpScI2GJioh+TpAAAgAElEQVQqApAx5DE8C/Ji\nENNDggX0inx/zA5H74GaOXJux0zJLDE6I8o4KxS0w/VvB1GAiY+XU/+Tx+TAQWufhoaGxt8Qpk4V\nR0il+S4323PlvdaZULsK2q4HcxgSboHgeEgeBVEjXNUqIo51M8DdDp/5s5zn8Un/HAW6rBAzQ8ss\nyTDxyljpj7/0WcitgLfmQaNTxglUeWycJeWoOugzQF+mGJDHdMKSY+JBoYtCcjqoEyE2CXakSarM\nMS2wZYZKn13FlwIzEuzccsKGb/sLrH/hYby5MbxPySNer3g0nN6nl5Vduht7pvFCG0M0NDQ0ND5s\nho81xcXyuG4d+Hzy3OeD738fAP/MfKI9nfSMFf2C19Lhvn8AFLjPXM6LU/zoMIDHQ+VvHiF3ppT3\n+T/V0myFzG5ICoLjCAysGMuxRNn0/cc9kHr/Rrw+L1Y96Dv8tDceIndrFSEdRI8e5ZbNsnFQsBdi\ncQ/JoF7GffPz8nprnnjCA0Tssi406WVtaYyC0SwGhRMOCdsAaLGBJSwhn4PpuwuT4Pg/QLsBGm6H\npEoYeAHC3aLt0JImm+SK0UjnrXkjcrz+UI0MiqJkKIpSoSjKq/G/CkVRnr7Q80tLS0/+eS/BzbOE\nVYrvfgK/CX7+WQXdPPlB/+KRzw1G2JsJO3KhNwFeGAtPxi1cD8+CbTo4nAW6MOCSdCP7R8H2iXDd\nXkjpFvVwgD9NkuwQg/EobWZJtwaw3wa+JnBvkDLyN0DPflAG4P/GgzV/AeFMKwGruOO69ptJ69IR\nUeB5iw0Ah3MOB1ffQFpBHm9/cbRYsxoryGkJDN48zZtBY0Ti9XpPadsaGqdwgX199roa5sY3PWpa\noW0L9O6CpkRoeRXM70CNBbqmwTsdsCNLoaPbhEFVeelzU/ElybnH7dDnBltI3BT/7gWIGWHeCVi7\nCO7YDmaDiax90sfjhO2j4dFFsCHu+bZ2Mfx1FBwZBW+PgV1TJXVyTnynwdIIvUfBWgVL34FHfyvn\n3VwFiT2AotD59xPpuWM27s+tZtXuCFiteH7+Mp4lX5K+fPC+DDcglw9znfswGIGTFg0NDQ2NjwAX\nO36cLZQ7vqZxvlWD/lslJB4F134ji1rgsWcUiMFjv9dx46Ye9Imp4PFQ2J/Gq+PEdeCh2zOY0QCK\nxUKxD6KFBdg3HSW9H+bGIxF7EhTGTitm4W4oONLOZhfUZ4h2wh8mQ9Us8SowuZFUEUACUJsKBx1Q\nkyQhGP++WDwiAR6eDa9kQ0MSHM0FJQzBXMhKFoOFAmT0gU6BXqOIUU5sg7omCGyCtH5ZLyZXwTV1\ncrzPCdEANNuALVvwL8sckeu+D9XIoKpqs6qqxaqqLon/Fauq+plhh5xRKGKQ4QsRz6W6cWvW4Igo\n3P1LlYl/gjarCEH6bdAFLK6H6U7wrYKpRfAVBwxkwOoILFJgXhf0xjU2HP1w3T4obIMZ3ZB2zIrO\n7qDPCLeYwJEoNzgCzG4GR76clxMUTwcVcL0tk9FfzZAdr1tqwN+0g47vfxpnQgbG21aSeFBFMVup\ndoK7LUJXAhjbQ1x71yYYCLLkwBj6XTZcP/Rqk0KNEY/H49GMDBpn5330YUFfBX1G8Shzd0rY2XQv\n/GI6/M9smLoX/HHPg8ndKrMzRUI65ZW9uOIGYZsCLUvh5Tw5TmcSQ/JCn3g06FQI6WN85zp4chYY\n/TA2E1bmwbJMCGbAPxlhTiMM+GVMmHZAtHoSe+TR2AdOo0xG+jMljCKvS7JNtFodBOwqrh96SUyd\nf3KS4MkvPlW8abCteDwSczn8sw/i0TAoogWaB5yGhoaGxqXhfGPJ4NhzvvHn5pvPeLqqV8S7QafA\n4sUUKaPBYoFFi4gcOSQHLV3Ktpwo9anw1aoEuo0QDAfw+MC6qx5jwIjry3fRGV+ZvnJNBhkDYDWY\nMUagIg9SekW372A6zNgjmaJUI0Qj0G0BVJjQLJ6RuV0wvQVW++Hz46XMleOh4FoYPQ4m+WR+0dEL\n5uOyGd1rlMXwtlywhcFugINp8Lsp8F+zwdAjXu933gRVmaI/5QxAagR0BXDgqWL8O7dSU1NKZ+d5\n7vll5oqESyiKMktRlJeAKYqibFEUJeFyfr8+EkOpqEBZvhxDDK46DBndYIvfjYRWGL0eIs9BSIXF\nu6HvXWjuELHHiF2EPQYZ0wSuZhjT30+orxsjoB4GW5N8XnWbTIKTDov4o06B302HljnwdDK8lgfV\nOfDITNiRBZYOSPzKr2HiRHrKn4a+AcK6XrJ7YfGhAdIqwd92AgoLGbAHwe0mp2A2eDx0rCg+syVL\nmzhqaGiMZIYtdjtcirw+T7/l93txhFSa0uEnV8uuQFk6ZGWOJSs/DUWF1xJsWEPw39cksan9Dbz3\nrGBWg4ozpBJSxNhb3Q+bJ8oOxF+ukfcqs2Tgv/kImPvCjO7Tc2O1ZPzJ3QN5vxKXy0W7IVAJQQPk\nN0C1C2xRUFXocMDO0XKtBgsc/ay4TAKMaYbqAsju7yY77lWBxzNkZHhi49B7wxk0MgzeG6/3wrNN\nnInhBozhj5rhQUNDQ0Pj/XK64fpsY8jg2DP82DOtX9atO2PZPTkOKCzEkDcF3G5u/KdfSTYltxt9\nLF6+240OWPTVJ5i18zjOIJjiGkxqby9qMEzkV+vJ/a2EWpojcDgJ2vOD1N4uGaW25sKDxdCWJt4J\n29xgrQVbGzhs8YxWZjjsgrpk8YrsrQHdH2GmAbL/BK2vQ/o2eHkqtMyD+lFwNBPemQaHp8r1RBLh\nWLLMQ0zAggb46StmbCdks+Inf4ZcxYGr6Aas+RkoenglBJNGlWD1zMFZ68TlOsP9u4JckRSWF8Kl\nTGF5LuoSFRLDYhlSgM5USGyTMIfuAqk4/jrIUEAXT4PWnwuWejB2y0TyK9fBd3ZBfqNYmWY0vdd6\nEzXAkXGQVi8WMDUK3cWwWwcryuGh6+G72+VYNf49YTvoA4AegplgrYO+XOiNQW53Hj0/WkPk5XJc\nVYDHg3eVh4XjijFEznDfhjdkDY0RhJbqSuMUSkuJPLxW+rEz9FudnV78fu/QG2/sxP70bkLb2vn1\nFPh8Kthq9ahKFMe70D0V6AW1Hloz7RTU9NBTmEhrey9JcWHI2Hg4EoIZHRAcBdYaiFrAVge1+S5O\n0M3o9ihZPZKGOKNPBv2WxWCtl5RS3Ucg0wStdhh9VHYe0Ens5HBievnMGB1K6tc7VrSCQiY9puA5\nUk4OikAOsmrVpVOSPr1suPhx40xlobX1i0VLYXn+8rV6NbLQ2rrG+xo/ysren7H89LK9XgaWXUfC\nQPTkWz+/CrbnghI37EcU8PS4+PJ+C2pDA63zIP1gEt41yzG++wcKt/Rj7YUWi4RdBr8NySVyri0M\nT86Gtd6hr4wBfTlga5RQy31TYVS1GCuCBkAHzSshcys4DkODBTKA/iywNIiHY58FbIFT/7WYAtvy\nYPJoMMR1HwzdoO8He34RfXu3EnOCuUmyJvbnQvdYiH2yiPxVXi4350ph+fERfjwLuT0q7fPEjKQC\nSW1DOgqOQyIKGXXC4bGy0O/PlfRkA2nQnyGVZP1zQLySzGw3os/IoHZGHn6r3HNlzhzCM/PI6gHv\nLNDZoWkVkA4z06B7Osw4Lm69hl4pxzRuDpbjYAnYsPTaSDwE+k7QtaWQ+6kS+tPD9D/9KNT66KSS\njmfWsmisiJtEDAoRgzK0G6jtSGloaHwE6HApRB5ei6JCTKcQeHTte3ZCXC4P+fml5OeX0vrDtcS+\ntpnune0kqzCzE5J2QvNNRkLZZtCB2W9C3w3J95VQ8EtRZkqs7MH15eV0f9ZMbDy0F4JrHoSmSJBl\nZRbYi1eiAu7c6Sw8FmHHZBt6FbLjBgaQnQlrnQz0fWkyRigJIjYZSxCh4L5EOfbtMjEmVP0n1H8K\nImYRjFSSkrAfBaWkBNP93z53H336wn3Vqkty389Y9tneuxC0cUZDQ0Pj4837GT8Gs0pcbNkeD6Zg\nBEVVUSoqAPjKWyob1sjz9RtVvvyDCr78Ugf8278RAxQD8LnP4cHNgkXfwzariKO3Q3QxdJeIuH/1\n98F4HWT1wrwwNNwkX6fodIQMEG2TjQQVmHRIslUBmJ1AAdiboHUJNHkgrIe+0WA9Cvo+KWPnZAhn\nWAFoyYJ3H1Doy4b0POg9CPp3pLwTQbB/sQR8PmzPVqD/0l2oCugjBoztYO+0Yd5USe13x9HpvYSC\n0B+Qj72RAWDc1ndpNYtVSkd8BwoRA3t2EoSjUG6DpHfBXi0WK8cBqOuCQy5osEFyADqt0EUYgkFS\nQwZUk4moHho/k0z1VCePTYVMH3T1g22DGCvG/A843oGiBQWkWlJOqlQ02eNP770XEhIIO2HAAJZs\nJ43OnXR9Zhr9j9xJV0qQQ6mp/NeTJTz0ipjctldXYIioJHeq73WFHWGiIBoaGhqDJHeqGF6uQFVA\nF1Ox3F8yZGQ4Q9+VdncJY39fQW47mLth6QGwdEL2c1GSdoeIJUAzZiI94ubodcdPLCvDVbKR/P8O\n0N0qfa1ldx6ua75KxAxZc6bCqlV0jrafTCOZfcNtPDvp1P1Yr1viK2Mq5NRBpR+2mOCtVGgxgq1P\ndh9iwNR7QBeAySWQsRmUEOi+UwJr1hDVcc7/86x82P25Nl5oaGhoaFwMH+b4ca6yPR5CJv3J5wt7\nXfLUHT9nzRr0g14269ZJWWvW8G7DHmx/hrePQvcTYDoGpkdg9B9hwArX7oXk1+KZI/R6LIoRqyrh\n8DpEVy8KhHRgboYjJgjkQOxpCL4tX9dXB10J8TSWSUmMb4SErhgxIFGBSY+rmPohNF9iKJ16GxEz\nTMkrgtJSqq+9CjwerNZxRG1gMCRiOQEJCZkElxWS92A1Ls8HCJ+8xHzswyVOUlbGoX+/lwkt0ZPG\nhiM3wSYLjG2A/m4oaoG0FqiZBfl7pDJFnGDygy8JUgMQM+ixq0a6XBYS2v3svmMx1le2Ma1NJRKF\nTePg1hNg7JHUK64qsW7pkQo6HF+SiIOpQPc4eH1yCjfe8+zJxlVTU0rqXieJiYXg8XD/48t4+P7N\nZw6XOIv7qobGlUZzq9Q4nYhBkX7sPP3WSzcpOCphboO8DurBHI0bihVJSakLQMgAlm+VDGkexLM1\nVH93NbH/+SlJbhVLtYWYQU/f9cXk/ErSWJ2clMQpKVYo9cLruXB1Hdx3A3xlLyjZcDwCGT3wkxnw\nvT/r6Lx1KaneXQx0dWLQ6dBHYkTTwNIDCd3xAufMgV27zvt/dq5eiIvCU2NTRyJn0tEYpjOhtfWL\nQwuXOH/5Wr0aWWhtXeO8nGe8uNR0rl6Ia912WuYr4sUwDDUC6TslRLP1+2v58W2j+WL/cfL+KJ/3\nZULEBt1BhdEtBtDrIRgEo5E9yWFmNsPhfBjjk3SYX70PDAfgX0OQuwm6J0Fbs+j6nXDAouPiMdlo\nhRuOSoiEYot7OMSbzUv5cH2NeD0a0kbDkiX8qvN3fKH432HNGjrHKyRVi4ZD/xjoNUHOvsvf5rRw\niQthzRrSr5+EbyVEdDJJHb0bJu+Bjdkw+wT8eDK86obEI4AiFeC3eVCbBEdyRH3UGoyin1BAcl8M\ny4CKx+1h7pTricYNCDcchXazPG9rgI2LJTb3jW/rCIw1E9ODcsMNNKeaWX8V6FQVfUkJriMqW3Ni\n72mQiZ9cc7JB3v/vL9GdeJb/TzMwaGhofEQ42Y+dp99K+/wTBNzZgCxhGhLl8fAo0C8uQgmAvqSE\nrfMyzuglMO7BdUx45iUydkawdfbhfKb8ZBpgr897yuNg39vqhj6bjBGWAfi/PNhiBc/bkFIPt+6B\nJBJwH2zCnpnLCTts/N7nsX+zhBMmiNp1UFQEd90FkydL2ZWV5/w//ZHd8MIL575pI4HTPec07zkN\nDQ0NjTNxocKPlwh/ZDcgxoS07bIYTzuRR9p2VQwM8WtqyjLjGbOEvGdVSEoCu52GJGj9zF3sneqA\nLVsgIwNWroRrrmHMbQvoLoB0h6wfgzpwVkJyN6ivQ4Ub9gQgqIC7C7pyAQVmNsJNdUZ0imSxiprg\nF7OhKUm8Ib5XBGGbhc65dkhIALebt1xhCS3xenF9tgTdDTcAEAkYr4iB4XxongzDeCVfYZsb/ukt\nGFDAMQDJQehIhFAM0gISKtGWBMk9ULIEPA06lu6PUb4APL3Q3QjZbWKV0gEKOnQxcYXZmifWK+Mw\nj4VwIvRMhKrFsPCnoAvC0XToi0GXCY6k68hMyuGWnCXcZ3iWx0bdi2/3M7jvfVI8IVwevOVleCvL\n+e5DW3nwO0V4CpfjWT5y3GU0NM6FtuOhcTG0rJ5GypN70UUlbMEZAOcA/HImHEuHFZ1QfAxeM+gw\nWKzUT9OxRL+EcUc7ZZB2OqG2liMDPsbHMoi1tqIbPRoaGmDLFkrxUuoppdRbSuI319IdNw7PPw7z\nT0BiCI474JdXwXQFrv2rCAifrMl6HXqzBZYu5dnEPdh8TeTVhsnoBFOCFbshEUIhmDsXmprOaGjo\nXL3w5MSIgQGctgW41m2/HLf3g6EJP15SNE+G85ev1auRhdbWNd4XH6K39SnjKOA0zD7p0ZDelAc+\n39A1eL3w1FOSpQIgHKYr1E69dYDa8TYwiAvE6HaVqf/xnIzbhYW8+sViFBXSA/DkPLhzF1iDYlQA\n+HYx3PtXyV6xaT4s3zEUoh/RSWask7fCDf0OeOE6SHtHEhDMDcKiQwrPTFC5xmeDyZM5mArj36oi\n/3AIux4e+dcrs/47lyeDZmQ4A/fdovDoizqUaIztudB2A1zzW7FOHUkGb764s6hAtwluqoO+ZFi2\nH3rdYGw34qwNETHoMUTiFgW3m9JSD56Hn2JyY5S0fonrMcVk+K2bA7lvxi9ArycSi/KwB+bOXcBW\n/15wOin9WS2ln04iw9nP1x8NDV1wWRmUlxN7bSu6RUUSQ/xBUpppaFxGtMmIxkVTVgb33osajVI9\nCtoVyO6FphT441wFc0Rl7aQSSvFy34+2Yvljxcm0Vvh84Hbzram13BtMwfVKO8EkG4RCBB1WDl89\ngRfvvhGf34fb6abUU0pJscLaKXfRu/7H7MgUz7aITgSkrAFY0mSm8HgYJ2bR0/H5RJwxPnn6y+IE\nPvHglqEdm/Xr5Zh4+MZ7WL0ann2Wmk80k1+RJ+6Zt9028sMmzoLW1i8Ozchw/vK1ejWy0Nq6xofC\nBzBG1NxpJv/JIKxYAW/HRRK6u8HhgJtvlrF1eGroQS+LYV55f9lZxic2+U/NhlFaCk4nwb1b+V5d\nOWNSFK6pUqkNgBExGnSZZBNiQS30ZcNNVaAfEE2nI6kwtk+PLhBFQdJc+82wNx2mNsOJeTD1Dfj2\nrRAyKiTYHBQt/hy7slOZ/+zjLFvXSyhRIaHnyrQ3LVziAvnLbIVv3aygU+Hby2K8Mh560mCGaiB9\nwEhaFK6tNzLVCKVe0Cvi3tKfLOdvmgyvOqD8ns/g9XmJJdpPKb+pbj+jenWccIing16VGOKAHhIP\nyBDsc0JHQpSgWQ/pGdxovo7HJpby2KM+Enrgscw1JGeKEulgYwg+/UPCb20DIPzWNsLf/TrBufmX\n56ZpaGhoXG7KyujNz+FE6dc5nCSG3LEn4BvXigij3waP/EFlcSVEH1nLmt+/Q0IPJ/vMSGMdm2Yr\nfGtqLQD/t6Sd6iwwByOYVT3OO9fw6izp2N1ON16fF6/Py2If/Gnvf/NSIWRF4eqg6D0s7IaSHeA5\nEKDvU5+E1FS5zvXrT5kQJaVkypOmJvmsuRnsdjhxQo4rO00Vet06uPNOnLYF8vrOOz+yBgYNDQ0N\nDY0PxAfIXOQ0zJYnM2aIcd/ng/5+eRwUgDw9dMPlgjvukGPWrycppMo4XVh4auFr1mD++UY8R+Cq\nKV+lYL9K+lg9xT5YeyADFCiMioFBAf4wB769DF6cBGm94HdE6bRDk1U2rw0xqMiH6mTIrgF9CO7b\nnQ1GA48Fl3PjZ9YR+VkZ127oI5yoiHHCoRtxaz/Nk+EMfOtmhe95bfTkhmj7xjVw5Ag0NWHdHyPj\nTT1/mKSyLzWGNQT9CYDBQHI0whdDGfznw3dS+uhO2XHy+/G6wev0QywGX/oSAztfZMpv3uRzKUVw\n8CBqczMgBoZBM1AM0I8dizcjgGfpV8Std80aogkKe24ys7/IBMBt3+zCHhi6RzG9gi46Mn9PDY2z\noe14aFwUZWWEvn4PxmFVx+uGYh/snGlk/p4Q4USFSAh+91gSn/9GFzWFRgzpY3DPvoPO4E78LVt4\ndZzKkmoFc6OKuRFce/Xw8ssnM1GUektPEYD0uD143B5+tESh3enC1NJJ0AgoUDyQjefT/wbV1bIr\nMmhgOJPAlc8n753Nk2HwnMHJUFOTTHbg/YljjSDRX62tXxyaJ8P5y9fq1chCa+sal5TTx9DTx8AL\nGeeGl7Fzp4ypra0wfvwpHuA9ZatJLLzt1O8b3DBYv15eDxohznFNlf84Df+kIrzbNmDt7KM/Jx2A\nlJZmbm/Sk7HkTjq3/5i/zoYlL0DTMtFycFZJb7nVDR5fXMhaD/rUDF6892qs44pYX/0k/ogPgImx\nGA89EmbHfy7H808bz30PPgTO5cmAqqoj8k8u7crwwE2oakaGqt51l6o+8YR67O4kVS0qUoMKqupy\nqeoTT6iqzaaqoH7Xg6oqivrcAlT1iSfUmrtXqjVL56jqypVSRpzOiW71O8Wo7YWouzNQwzrUsFGv\nqnPmqGpFhfpGFqoKqlpRoao33KCqJSWqWlGh9iejRozxP+SxPxlVLSlRY3DyOFVV1dBo19A/EX9P\nQ2OkcyXbusbfAHfdpbabpP+MDPah8b/A2KRT+9DB/nPlSunHTSb1gZtQj61E+tPBv7S0k31oRU2F\nWlJR8p6vfa5Ip3ZOdKvf9aCG9YoaBrVzovvc1zrYX5eUqGpRkarOmCHP77rr3Oec6fm5GN7/X+g5\nlwGtrV8cgDq8el76v49++RojC+03Gfl06T+Cv9Hp49ngWPd+xrnhxxYVvefjjq+d9l5JicwZho/f\n8b/I4DrsbMSvr2SZ+eRbzy0cdt9BfeAm1M4CmYNEQO3Ro3YmyOszzl8Gy/zlSvWX/25S1ZISNZDC\nFVv3xdv6GdfymifDGfjLPIVPzLnrpFtqp7cMV2k5sa1b0VVUDB34jW9Q0fomxb+sEPGPuBWscpyd\nwlGzT4nH7empxOtdz8KIE3XbVowPPkHijzfBpk0A9CcpWJPdUFMDy5bB/fcD4PWux4MbfD7UDRtQ\nSkoIfW8txsip1xy067H0DHtzuGKrhsYIRtvx0PigdBsUHDojajiMEq9LgUQD5t4hld2YEfQPlEi/\nGN/1qP/CCt45VM78mIE3umMsOxyDvDzpy4fp2pwpnSVAcMVCvIGDzG1ux1UJ/q8VYbhuuWT9ORPD\n+2WvV3ZFBndGzsbwHZoL9Uo40y4LfKjpwS4Era1fHJonw/nL1+rVyEJr6yOfqKKg/6j9RqePgatW\nicbScM43zg0vIz5O9jxfRuTl8lMOOzmWD896MfgYH8tVRUGpqHivV8XgscuWQWYm3v79OK3JFPqC\ncr1ut3z+wx/yYlM5xUkz0L1ehckVn38UFhItLkZvMsEddxB9egP6B0oo9a2ndL0PgM2T9Vx/YJhi\nJGdYC14GNOHHD0i3QcE2LCNEnx46Vq8Er5esQw0cKJqMNzOInyDupiCF1b306qPMakvA8sfnTql8\nnXd7ULbU4jxQc4rASPgHazF+vWQoJij+WVRR3iOcEQP0qiqVe/g9usw5ZzU0LgXaZETjA+H1Eisu\nZvgIF0NSV7JzJ+rmzSglJQR+tHZI+DHO+rJVTPz9q/jb62lyGfn7NwfYOM9O9qdW4rn3PNoHZWXw\n6KN0tzWfMj6AjBGOyBnq9OkTpEsdynC2sIzzGTIuE1pbvzg0I8P5y9fq1chCa+sjk9PXM3CO8Wok\nc/pYNyjU+H7H0+ECjnE67/bg+uFpZZ9W7ulrs8F1GSAZo6xWOae8XELe3W5KV7lZ3uSk8KB/aJ33\n6KMwfz74fISf3cC+2QVULp+Pu9yL0+zE/VYNVXNzmfv6Xn43JwNfpqS58ky9eWiO4vWiFhefuh68\njGhGhktBYSHRqiqZuJaXS/zOU0/R21SHfdxkcDrpdPtxFa6itLKMVZXgXr7qPd4EPc+Xndzl6l6W\nj2GfCI8Zu1QiVgjnJuGot+H95DS88zNPqqB7PKsoyi8+xWIWsChYAme5R5ong8ZHBG0yovGB8Hrp\n/sZyjHVdmJshkAORqW4cm2rA4yH8120YQ6da+weFHAEoL2fNTlg+34fXXXphmXlWr4b//V9QVQIT\nnRwKhZh2oPPS7wqtXn1xQo+n5x4fIWOB1tYvDs3IcP7ytXo1stDa+sjnI+nJcDqnZ4C4BAxfp52P\nk5u9w40eTz4pj5EIBIP4Zo9j8+hWGq9diq/Sy5r5ayi8I16+x0P3wDtY9nUSdshbMRXsS1cSfurX\nGCOnWoRK78ik9Jmm91zHOdeDHzJadomLxesdSj/W1ESfHnj8cairk0rU3ExvZrJYqYC35mRSmQmz\nD/fiz3RSubOcymdOVQsfXnEdm2qwHo9hPR4jYoEuJzhuXAPt7XgOBin1ucHno3TV+iFX3UEFco8H\ny7yiMyuSDx6noaGh8beOx4Pj++UYeuWl3w6Og+pJ9Wfj5Onv6SM9bg+llU48pespLffjDMLDrwyd\nc9IAcSZWrxbPAFUlGg4RbWzBbk+mT897+vsPzAsvXNx5w/t/bSzQ0NDQ0DiNPv2VvoJLwOlhDJeA\nCzUwvOc6nE7ZhA4G5b2ODojFcOPkxqgF8wubWOV3499UTvUtC09es6PRgfELdwFgTZ2BrQGeD71I\n+7jYezwTPbHcU7/3QtaDVxDNk+F8DFqn1q8Xg8NwRXCvF//9a3A+WgZeL3fP8PLDFV5YtQovPjzr\nvUNlnKMBRHUKfWMgYgdXlbynJCXR4eiibu4CCjMLYReAX3QAACAASURBVN2691odz5ZbXUPjI4S2\n46HxQYjqJO1wMAMSmsFfCClvq9SPVcgZXXT2PtLrFc0brw+OHMG3aBruZ0Qjp9RbSqmn9IznnCyv\nrAwiERq/PplDdVYxBF8qj4HVq081MNx88wdLXTlCMkxobf3i0DwZzl++Vq9GFlpb17hsXMHx7Yze\nIKmp4sXgdEJDA8RiND4wk0Nf+j6UlsracDC0Y9Uq+QN6f7b2/7P3/vFNXff9//PqlyVbtiVjg/hl\nZH46hAQlaRhJSLjkx0LSZIUtbdNfi7q2+2Qba+k+a5tvlyZq2m7p2q3ulnZ8vvt0ddq0ZStd3DRN\nyfKDC4GUEALiR/gVwLIBI2NsybZkyfp1P38cyZKNbQyY2JjzfDyMsXR17rlX95zzPq/zfr8PJS2i\niMc/CH9zqsCW+dGm4XfXGMP5oPRkuBRyORJqa/NfqMMhHor6egK1Lv7u1bX8b/3foSnAF+rc7Du7\nETjUL+fCUITWLKP5T6F9GegKBB4RxjJLl2JOgWfD1j5j84p3a5JIJJLRpLSUrutFvwnQ/Ej+rbLY\neT6rqqi+erBaobMTd+1SNJ8Xn08VHmSa71yPhuzAHtveQMxtpWdhOfYdHeD2E3IE+uXTuSSeeUYI\n2ZDfw/tSkGK0RCKRSCYiYzi+DTov+8AHREh9OEzvn9xJxqDDNQuZpWtgP9k/+fMDD/SN9fbPPcmL\ndwmBITJXHPKFtQqlMfJzUbi43BNjhPRkGCmFSllOecp96dkv/l+/4eGv06tA0whWWnEtWwnhcP9y\nBnHtaalVKLLlD9FTUNSe/7urCKY3DnIvBklYIpFcacgVD8locGqRgtUs1kwVgASYQtBlg+nHhnm+\nNA0efhgefbSvLx/SkyGH1yt2FFq1ilBIQ/f3UFGzcPQTLF5sTgYYl4mAZVu/OKQnw/nLl8/V+EK2\ndcllZxyOcUB+vrh6NYRC4PcTesSDc7UPf9Av8jEM3GkqF+oQDtOy/usU2YawZT715OAek2M4H5SJ\nH0ebQjWpQHz4zb46HrxubZ+XQ7/jCx+KQRKUhNYsI7NtG5N2Z69Z0+j++ApKLbP6n/uGG+D55/u/\nNoyr0FBbr0kk4wVpjEhGg5BHwenXab9BYdJune5pCqU/34TmZvA+sDAkIRwW7o1eLzzzzPn7zYIt\nqmJf8WKzuceHcTMU4yT5o2zrF4cUGc5fvnyuxheyrUveN8bJ+HYOa9bAhg0Qj5MutWI0WvNzuMHm\nbTkbwufjN1+8jlu1/XlbpiU/NzzncwWvjcWcT4ZLjBa5LVJybqw+Hzz+eN/bD16XVZGy8TV9jMDw\ndD6zld5C997cZwpdZgMBWLx48HoNVeXhEphJJBLJBMHpF4Nwv35U04buAx96qF88JHPnitcYQpQo\npEBQsG07mn9tvDKe6yaRSCQSycUynsa31avz/3/mGQgGwWrFeCLYfw43cCvrnEiSzff34Pf29bdl\ncgx2rQVzwPE25zONdQWuKApXqnLK2Uh2dsgl5Mg+CB2/Xk/FwPKAaYf6q75dNkiFNJwPPDB4fQpd\nhXIPaLbMwi3afJoP1a1KjwaJRDJhCYU0nE5V9KOaRpcN/gkNNPAFvKiqt38fWNj/vvQS3H//hRsr\nmgY7d8Ldd9NxQy0V31s3vgyeHOOxThKJRCKRXCrjaXzbtOnc17KLF4Uc/cxq5v7o+XOPdbvp7vZT\nito3J+yyQelg58rOATUCaD4V3G5wu8fVnG9MwiUURfkc8GcI/7l/1XX9F4McM37DJQCWLYP9+/u/\ntmLFuaEMgxB2WHGE4yM6TWOjj5omdfi4o2Fchc4bWyyRjDHSrVIyGjQ2+qip8fV/0efDpzJ0H5gT\nagMBMUDDyMIeVq/ub0zE40SVFCWx1AXX+2pCtvWLQ4ZLnL98+VyNL2Rbl1xVDLQJBs4HB+SPCK77\nLq5gpH8Z2VD7QW2Z4SiYA47FnG+4cImx8mR4Wdf1f1cUxQRsB84RGcY9W7eK3w7Huckdh+DoZ1Zj\nem0TVquJgNtB6q4VgytZA1FVQovB6VQHFxTGk4onkUgkY0A8Hjj3RVUFtKE/NEKx9hwKjIe0xUxb\nRRFxq5W2C+nXJRKJRCKRXPnkbIKh5oRZW6Pjhlq6QkHIzgOBvM1QEGqf88wcEeN4DjgmIoOu683Z\n3ylFUZJjUYdRY8WKER+aMzwDbgfuwNDCRCikEQ5rfX8fPOgFsiKDqp6bcXyYB2w8uMtIJBLJ5SLX\nX0Yifk4/sYT4p+/H4VD7+ks1MMKCLnKgNn7wAVzPP3/efl0ikUgkEskE5jxzworvraNCVQe1F0KL\nIdzoAyAQ8BEMunG5vDj3IHazGmr3iALbZbzN+cY08aOiKI8Cvx7LOlwyOfXqAvZpTd01/EPodKrU\n1PhwOFTCYY14PIDV6qax0UdoMfmM6CNgvD1wEolEMloUCrKpVBjrliN5gSHLiPrAYXboOS/ZMeB8\n/bpEIpFIJJIJzPlC5rN2xmD2gtOpUrnfQTis4XCoee9MTYOGhhGdfrzN+S6rJ4OiKFOA9eSD8RTg\ntK7rH1cU5Q+A+4BVQ33eV+C6qqoq6jh2CSnc0ux8XIgrrdXqxmp1E373OeY+A6WH6sUbbjc88MDF\n76EukYwRmqahXYAoJ5EMRU5MiH/vy1QfaAGKsa54GHAJ18OR7htdX3/JLocyREIikUgkEsn5GMpe\nKP2Vn8pvrOLs2QZcz/fAllXEwlZsYSt4PBdm14wDxirx43SE+PCgruuD+peO+8SPA8kJIpdhr9bG\nrPtMXyIQtzu/teWFcikrdhLJZUAmiJKMBrt3q9ywOjB83zhU/5fbAUhyWZFt/eKQiR/PX758rsYX\nsq1LJBdB1hbpN+/z+c5JHDks7/M8b7jEj2MVLvE1YDLwvKIoryuKUjRG9bg0NE2oSoVbVHq9o26s\nOhwqDoc6OoVJQ1oikUxAKiuHdIrLU9j/FfbfIH5fhv5bIpFIJBKJZEjq6vrZItO+up3K/Y6LK2sc\n2TBj4skwEqQnwzAMTPw4EgZTwUayVZtEcpmRKx6SUWOovnFg/zew75OeDO8Lsq1fHNKT4fzly+dq\nfCHbukRyEQxmi2ja8Ikfc8eM0RxvOE8GKTKMFheQk2FMuZBt2iSS9wFpjEjeN4bq/+rqrqg4xysV\n2dYvDikynA8r0HvZSp8yZRbBYOCylT8RkW1dIrkIRsMWeZ/necOJDGOyheWEZLyLCxKJRCIZHCkw\nSCRXML1cThGjtXVQ+1kikUhGlwlmi4zpFpaSMUCKIRKJ5GpF9n8SiUQikUgmKuPIzpHhEhKJZEyR\nbpUSydWBbOsXhwyXGPvy5XN7Yci2LpFcHYzH3SUkEolEIpFIJBKJRCKRTDCkyCCRSCQSiUQikUgk\nEolkVJAig0QikUgkEolEIpFIJJJRQYoMEolEIpFIJBKJRCKRSEYFKTJIJBKJRCKRSCQSiUQiGRWk\nyCCRSCQSiUQikUgkEolkVJAig0QikUgkEslF4nK5URTlsv1IJBKJRHKloYzXfWwVRdHHa90kEsno\nIffTlkiuDiZqWxdCwOW8Lln+WJc/EZ/by8lEbesSiaQ/2bY+qBouPRkkEolEIpFIJBKJRCKRjApS\nZJBIJBKJRCKRSCQSiUQyKkiRYQzRPrVsrKsgkUgkEmR/LJFIJBKJZPxwpdslUmQYQ7S2nWNdBYlE\nIpEg+2OJRCKRSCTjhyvdLpEig0QikUgkEolEIpFIJJJRQe4uMQZon1rWT51Sqz6A+tOtY1gjiWTs\nkFmoJWOJ7I/fPyZqW5e7S0z08q1A72UrfcqUWQSDgctW/lgwUdu6RPJ+cCXZJcPtLiFFhjHEt9KK\nb2N8rKshkYwp0hiRjAdkf3z5mahtXYoMsvxLLX+itYuJ2tYlkveTK8EukVtYjlPUqg+MdRUkEolE\nguyPJRKJRCKRjB+udLtEejJIJJIxRa54SCRXB4O19XA4jNPpvKznLS2toru77bKe40pfSZflj2X5\nly8cY6xCMeS4LpFcHVyx4RJjXQeJRCKRSCQSiUQikUgk53JFhkvoun7Oz5NPPjno6+/nz0Sow/d+\n/70xr8N4uA+yDmNfh6Ha+ni/3iv9+7rar+H9rv+mxk1satx0xdZ/NH4upq1PtOdA1vHqquNQbX6o\n1yfKfRxpWx+P1yvrJOs00es0mvUajnEtMkguHw2HGgZ9XQto729FJBKJZAJwvr5TC2iyf5VILoIr\nud0MVfcr+ZokEolkJEiR4WpB08TPwNcGHjbSgW+Qz0okEsmE5Tx9nqbVj/wzsv+USEbMZZ2QX862\nWFj2aJ5H9h8SieQK4IoTGVRVHesqXLY6nHcgLRhYhqzDgMHHv74OgEBDPYGGerwNXjzrPAB4G7x4\n163sW2HzaT4AfJovX5dceXV1/f/WtAn9Xcg6jO86jIfrvRSu9PrDlX8NI+1Dh3s912/W13khEMDb\n4O3fd2qib8293nCogZXPrewvSOT61sFOOXBMGGwMGC8TjvFSjwvkSniOr9Y6DrRL+tkmF8HAOmoB\nrZ9N0/f7fM/yMG02h399HVq9DxB1DzTU952z8Jrqtouycr8HvY8jWCAaFUZY7mh+1+Px2ZZ1Ghmy\nTiNjPNYJ3p96SZFhHNXhUkSGUEjrf0xuoKyvB68X64sbcfsD1Pv8rNKC1L6+l3qHl/r1cdQvfh81\nAD5EmT5UVLcKy5bly2to6D8gD1KHsUDW4eqsw3i43kvhSq8/XPnXcD6RYdD+eM2a/mUEwKeBtyEA\n+/fzjPeXqIFsGT4fBAKo9Rr1Di/esBtHIMhjr8ZRcYv3NQ0azg1dy/XnUmS4/FwJz/G4r+OaNeev\n43DPx7JlQIEdk0V1q/hUHwA+1Ze3TS6EgW2mcOHEJ8rG5xO2Eojfw9V1iDbb732fD8+6BlS3ilqv\n4UMl4MjWYcA1heNhIB/COqzIkOtXcnUe7TYnRQZA1mmkyDqNjPFYJ3h/6mW67GeQnJfCWN2cwq26\nCwbTQmXd5wNVFT+aJn7X1UFjAzizx3u98MorxK6rIuwSI9sxYyfrPGGcb+6hZ9ECWlrPovkbUNVV\n4vPl5eB2o3oc4M+ea+dOsNvB44FwGFatAst8cV63W9TF4YC1a0f1XlywESGRSCQXQq7vHPhaQT8b\ncATAQ3/D+7nn4KGH8v2ux8PZb3+dks8/gvfft1DcqfcrP/HM32N5/B/R3KCFwX3Sjk8FXyCA6vDk\n+05VRXtgEYs/8xB7OuH53T6c2f7cp/lYFXTgORTuqxsDBYbBxoXBrlEiuRy8+CI888zwxwz3PG7f\nDkA4rPU994WobpXDFQoLPv/khT/TA89bXy/+DofRvCrq09vB5RLvzZ0LkQjU1go7yu0WNo7HA36/\n+Gw4LF73eMQxa9f2iSPOPeTbZLYNzrhjEdTXo7kDqDmBwOFAdQvbbPvJ7ax9zAO1DtR6FbfDjdfj\nzYuVAIFAvo37fPmfSyAUGvxeD0TaZBKJ5GKRIsM4QHWrYkUsUI+qes/t0LPGY/TDSyj55Y7867nB\nMxwmvtSNf8seFjz/Bsx1YOpo41Skk2teSHDU9haeZC/X/LIZcxv4Fr3HCy+7oP0Q/OYbYLHA+vUw\naRJqVZUY0J56CgwGePVV4pMrWF+bIvDEWqjXcKxcJQzeSxnohjA45IAmkUguG8NNwFUVzQ34fGhe\nFXCLPtnrRf3i9+GVV6CyUkwsQExGHn+cpBGK/vFZZppBAfQVK8gAybJiTKkUNDSg+v04Vnp4+uwG\nVPcncaxvQFvnRd3ogkOHoK4ODY1Z6x5FvWUdszwqNTXCPdyn+kTYxVJQ67X+fW7hpGMk13i++3Ix\nDCWCSyY+a9YIgQHExPuBB/qLDZpGoKEet8Mt/i4UyFRVeDDs3AmZDFituK6dDO/4zjmNGoDGDPky\nsosbQ9kLZ/5rDZNb5gpBAGDJEvj4x8Xffj8Hv7mSZ4NHsfJJAsFDUOvCHQZmzCBUeRLnWUQ7V1Xx\n2+/vLzjk2ktWJAyHNQCcWQ8F/H5xLp+Pk254Lhc2ka2qd91G3AEX9QEvD+PCHYyjucP4a+vy9yeg\n5b0VfD7o7BxV74V+gs4wbVjaZBKJ5GK54sIlJhyFbnCBQJ9Hw2DusvF4c7+Pdmo/5PQvvPS8/hz2\nZ7fys8xGIkW9pM80Q1GG6c0JnL1JZnckMfTq2E+HsCVB3ZqhrauFjmt1MkUmMBrFgDJvHpw8KQbT\nO+4AXYdly7D+8UfwWpYAoHp9QmBwOC7NbW/A8aMdeymRSCTnkA0fA8TvAYnZVLeK6vXl3ZkDbmFg\nL14MM2bky6itpaurndjffpG4CXqN0FMOOqDcey+6o4h0eQwlqdN9+g1Sv/wJc779NZaeUlB99XgO\ndKD66jl5aAf/VnuKg3/9IKGQRmDrexx+9mHi8QCNjT5isUBf3bSAJvrdgYzGhP5SJi45oQP6TyIl\nVzQDQxcG5ZlnxKIEiN8DvRlUlfpVbvFcbN+ef05yz5vHA0uXous6scUuUu4KTv/C28/+OVyh0Lhq\nBdYUNNZ9ncP/8vU+8aCfjVAwUU6/9mLfJB+A5mZxLoBgEMdRP7VnxWfcrlohMGTrazp8CqxWTvz2\n030hT/j94rfVKs7xwAN99+jgQS+R/Q2EwxrH/34uTT/6BL0/+o5oq5qG6qvHF3DDyZP4/A4+/+RL\nuLcfwu0P4K3349noR3WreFyefMgGiP/7fELIcLvhd7/LX+PANlaYI+I8bTkU0mhsFPelsdFHY6OP\n0GLOacNaQBO5ZkDaYxKJ5KJQzrfH5WU7saJMBV4ErgHsuq5nBryvj1Xd3ldWroR4nNTZk5y0QsCe\nQl21lsYPhftWsv7yzFkxaAKWljiGG2/B2VRO/LfPYo3beXVKhBtbIG6ElAJTu0ExgDEDwWKYGjeQ\nKM5giUAGwAAGXSFpMmA2mMQqQlERzJkjBlKHQwxiR4/CN7/ZN+j43AF83vr+K2cX680wxOf6Vu4G\nQSrqExNFUc67167k6uGytvOBfU7h3wP6JCF2guZxoNY1iImGywWpFPqxYwDoCqSAHhu0zYM5e2D7\nDLgxCEUpQAHFZIbqahofitD0607c934U9y9fgfZ2AiVJZnZkUBQIVCnMSEKqspjIB8qZvORLHNi4\njjM5V27AEQwTXlc3+P3JTUACAfHjdoufoTwLBktwdyleCCPwhpBt/cqhsdFHTY1vZAevWTNkuERu\nTM8UmzG89Mq54T6rVsGXvgTJ5Dnn9DZ4qQ+IsKKQVcH58CPgdhMIB8SPx03A4+7LfRB99yW6Ks5g\naYljOxzBFEpgioLBYBGhn0CHOQVFcc52x2l3T6HXZsaNg8pUG4bOGL2TMtia0oRqI0zV7823+0gE\nTp2CBQuIhdqwOav6QiYaAz7KjlmZVLeNuJ7EksxguGYhMRfYOixQXCzCpHwa/pUePDua4frrwe0m\n/upGrIs8hMNBHMEwHbMmU9GZyN/AY8cgmQSTSXhSTZ4MO3b0b2+FuSZGaJMN+v0ObMM+n6j3EDbZ\ncMi2LpFcHWTbujLYe2MZLtEO3Ak8P4Z1GDtyBt7SpbB9O6FkB/UfKMPtquXpyEash4OEm8ShP5xc\niXrfWub919eY9IYR/yeW43xrI+YwRJ0R3qiGFc1QnICitPiMkhGrapUxSNkyKDr0Vhkxt6XRjUDG\ngJLRIdkrPBnSaThwQPy/tVW4QN5+u1DRw2Gor+eTlgisXykG3Itxix1o1A5SxnCTCykySCQTn8vS\nznNJcAMB0Z9FIsJVO7dSmfNuKAg1+ORX10OZm/pDm1C3JMFgINV0BFNvNiwC8U/GCunrDVQfzoAB\nWmeC5WT2vDqQTBJtPk7ncSiOm6h3BVk5KcZGdRLe37bwlCoG6dtOGZjVmMZiK0eZeQ94PExtdLHw\n+xp4vWgE8CxdBfUaqAze9+YmGLlV0MKV48KJXa7fzb02VMjFhSA9GK48hvuemwJQM4IyBhEY/Ovr\naHBl3QMCAXw+lb8ypahau1ZMzBsaxGKG1SpW4a1W8HpxTQHu0/AH/TS4wgTCAdq+9yuiAT/2nAmr\nqriffhr3RuH96PNnvSrfe4+SqipKIiaSoQ7MD34c7eRW1K4K2LsXHA7i11RS9voOdIuRVCrNrNnX\nUXSsAyoqaL/ZhWXJSnr/7cvYu430VkJ3T5A3FyW415QNayovh2CQWLILc6kNU1bEczxmxf7jLRBL\nYDIAqTQEg6TKjXCwC0pK+GS7Eda5mB3vhEgS9u+HcBjrZx+FhgYcHg9YA+x1hFFXrIKXXoKFC8U1\nh8PQ0iLu2cKFec+Q3HcI+T4sly9roH024Lt2OAb53nNiRYGd5m0IAJps3xKJ5IIZM5FB1/UEkFAU\nZVD1Y0KgaSLGl0Emz6pKd7efoi/+PWlTAusiN2uaD9NypJ2aqXM4+4lVALyz7TnuLV9D6bqNRHZF\noBP0v/ki+mnY4oaMGdDhqdtEscsDsCKQNYCBpAFsPZAsBkubUCCUtIGEEVAMdEwppzwUw3jHHRCP\nw9atwvg+dAi+8AUxsHg84HAwV1VF4rNgsL9b30gZaNQOIlIMNrkYmBizX1JMiURyxVPYxmGU27mm\nwYYN+Yk39E+etnJl3qh+6CHYsIHubj8n42d4rjpMYLIFn5ogo6d5bDsYCxbndMASh6LtGfSs8qDu\nFiJEju45kHToVPuha2qKr2hBbGE7ns0J3imDxzeDXmSi44N3YjjyMul0jB5LkLNvrMWOg9AXVGwm\nJ9onVVSNoVcpC8UDGDoJZOFrueOGKksysRn4Pa9eTcgD4eXlxIN+Ght9OBzq8AkCc0kfCyamnvqN\neDZuBOD/PDyZjxztwK5DyLCX0peOYvrqN8WBDQ2QTBKeVELYAe77vACE69exdK6bVa/6CRt7qdrw\nIhl7Sd7uyOZCcPsDHN3XyVyfj9DjD+BMTAe7naTBgvmFF9Dus/EH753Cpihw5AjWVApikErGKTIY\nObN/J5OSvaQxU7w+Sc+xo0z+nyRKOkn1L0BX9uBU4dRkG9PjbpK/34ZuUChNpsh0Hyf5vX/C/NJL\nOCsqyJyNkTQaSVtMmDNpNj7k4Y5fb4FJk+HsWao7Exy8aTbzf3+GtKKgJ+KYXC4hctbVoblh6p98\ngoC7Cp8K7kACD0E8Fou47s9+VnhV5MSEeDx/P3LJKHPt2ifCG/p9awO+6yG/0wF2mruufujvXiKR\nSIZhPCR+HNKfyldgTKmqOm63AclxzgpcfT1xe5DtDy0VmYIHGHmp7z5JybEuLE4ne4v2UXqzQnWD\nkdLjQfiL5yhduYbYvzRSGvwqmViMZBFsnA23nYCIGW5vAopAScOtITCH4NQccYqUAulsxg0deH4u\nfPS4XazgWSxYysvJnGmloi0CVVXC/c5mE0kgt28XKwuf+AR86UvsSh/lxlXfFAPc2bP5FUC4KPda\nLaCJ7/J8hmz2/dxkY7hQCsmVg6ZpaKOUvEpyhTOgjcPwIVMXXHxAo/JvP8Kis8ViIuRwiH4M8n3P\n0aPw2GPCiI9ECH1qBb+/cRJ37wmxayaUnwFnAj73FpgzoBuEpxhkczAAoSJQFLD3wplSKI1DoxPm\nhMB+DFJ20FOgNOvsvjvIrcEOrNXVvDKvk6Un4hgx4vrVy+iAsa2TSf+0Bct984Ewpb/yg8+XvT/a\n4Pew0FW6kELX9OzkJDYFbDkPjoHhFIOVdSkhFJLxy5o1wv2+kFdewbm7kvg/NlF8u5kprjqoUfve\nzu1I8J9/cR0f/bd9/T+raSKBdHc3mM19CRr1JfNxhu30Hn8ZZ9kdEH6T3+z9Zz744xMYFiyAaJSw\nNU69B3wbNvDi8Y3cs/UUGZebL66Ef16fwWxM8eubojxUWwsPP9yXE2rllgPE9u2En/6W8GeMONe9\nTaIcnp9jYHoyCp0Jvjkvyue6wB0HWlsJOKAqBEYlzcnOdkrbDTh6MmQAQ7gHQ9YbNG6Col6oTBlo\nfuM3sGAa03WFtKuKTGsLppSRVLmZjH8XBnsZhtJylM5OYlYd3QLXbtmMuTNOSj9JutxMUUuSa7Yf\nRc/oKOgidnXfPmF3qSrqmjX09qQ5fSiId212i8zwIeFZCvSsvI5i6O91lRMZPJ5z2mmfPSrbtEQi\nGSPGLCdDXwUU5XXg7omQk6EwE/j6F5/GunU715zs4SveamY44LMz1uB5eC3Bh1biCkboiG7D6YdU\nCfzff4JVG61YT+vEu1JYi3SKwgaKAqm+7JwZ4FkPfGIvmIygJIVhu2kWLK6C8rehbRa4mvJ10hFJ\nyazp/N8GAKeTdDRCxlqEOdYLdjvxSBirpZhMNIrBaoUFC8Dv59VahbuXPiIK0LT+7ni51y5gwOq7\nT+eLHRzwvgyXmJjI2M2rmEH6gEtp52mDgvH1TaCq+NfXEd7YQGr7Zu4OlovzhMNCRN24UbhpN4hc\nC12JbsqMxWSiEXonw99fC0+9Dl9bCR/cC0tahs+SHPKA0w9HnTA7lD9WR/TbmWIwxSGlw65auPk9\n6FhxG+27tzErYeDg6hqu2RTDdqqV5CI3keUzCK92k965lUmmZTjDblHgMFn1NZ8X1Vffv2JLlggB\nOZeR3+MhVOfF6VDzCfsGy91wsbl2zoNs62NLZEEN9sON+VwIBVuo8v3vi/ZQUkI6GiVVAY/drPC9\nx14HVSVtUDjzs0eYOtVL4x+vYIbdiXIiJFaqzGYoK4NQKH+y114DTeMLhn/h+5nPE//B17HW3Ay7\ndvGFvzVR9+1eAuUwowveuMFJczlcd7SL/67VeXwz2DIGfled4q6TIpozF6KULLFSVrNArOQ3NXHK\nFscWhzIFjDFxTNQEJUk4ZYfpPUIUzCDaZcYChoR4ryylYE6DLamLsssUzF3i+dQN4thoJZzxQHkX\nTN5ZTMzZS1pJYw2BKWEmkU5iMZjQMykyZkhbocsF9hYwmMASQuzUlcmQVsCgZz2dsjZWaIkF04Mf\nx/bpx2m/x47llQ5KXdWYTHbRZnfuJDG3iu6FBJ2H9gAAIABJREFURib9/Gh+twm3W9znXELKeFz0\ne7WOfKgK5AXci2nTl+DRJNu6RHJ1MFxOhvEgMmxCiAzpAa9fMSKDFtDQ1j8t8itkV4dWfetX1B5s\no9neSU/KyMwlLibtAFwuYu9sw4QY+AwpSFugxwiJxUZOJacx/eAJKiMQvBdcL4tzhIvAP1Ukdwza\noboLojVw/5tgjAuXXGMCugzgiEPSBPZTECiD6RHYXAvLDouVOExgLrJDTw/BCguuqIJ26zSWvX4M\n09Rp6C0tBGeU0BOLcmCqwrWndZIGqO42YiuvFDkZsvtDAyMevLSAhqbV9xm3Km5U3EOvpA220iaZ\ncEhj5CpkYH6W7OR5yGNH2P51RUF55BG0VR6+venveHhzDx88LCYX5b1gLC4BiwXtI0tQH34MVJUX\n7lJY+TokpkFSgUxKhECcLYHd5fChQ4AJDMnsOYBuM5QV/N1+C1TsAN8K+P/eAFuveG+TG+5oEX1z\njs5iKIsBBgN6OkPaDimHQnFmKpw5A6Wl8PnPi1Xj1T76bVOpaeD34/OE894e2fvoC9SLxLy51+rr\nxaRx7VrhgbZ/P/h8nD5dz9Sp3qG9Hy7wnl8Isq2PEdm8CRmjga4pDhzdSZg0SYhuTie0tUEqBZkM\niaIkig4pE8QMYLl1EfYX96ErCidUM7F3k8zqgTcfBfWfxIQ5VWTAnDGKBIWINpEGTHPm8F7vMeZN\nvZnU/rfpng8xF/zKDg/YweEHxx543Q0broXWUgVLUmd+O8QsEJpUwq22NN76OM9eB3960IzRVgzd\n3QSLM0TMML0LzhbD1IgIZcoYIamDSYcX58GiW2HmT4TtoyDeN6QhYRATfl0HMyL0NGMEMmDKtteU\nAi3XwvT9kHYKweDgI7DgZ5AuUbB06uyeAje0iuvtKoZ3p8P8MtBMCtcHdOa3gqG4mN6iHswFAiQ2\nG5SVcXpJB1N3VIDLxbHbD1H2aztVP9kgQrx+/nOIxUin42AyYlx0IyxcSIwgtkBc2EceT36rzoGJ\naws9wt7nECjZ1iWSc3G53LS2Np3/wItkypRZBIOBy1b+YIxLkUFRFBPwO+BGYBfwVV3X3y54f3yL\nDIVxrX4/fOc71H/qOrzWpUL1v+8uouVGbB1Jkk7YM8NIDWYi3VDe0ktFVCddAu1FYCmFFgW0T8DU\nnfDANiAJlpQIheg7pRscMfC0QkaBrz4MT/9CvBcoh4ADPCloqAR3J0yLQIsd5p2FvS4wmeGegxCe\nB7YzJZg7o2CAszZoKoPrz4hB2pSB9DQnnWVhJsWqeSfTxE2zl4sBbetW4V58vszkg8UAZxmxJ0Nh\n3LBkwiKNkauYwtwIQ/UFQ71XmFMg28foioKyeDGsWsXGIy/xUuJtHn4Hbm4G86cegUCA7tDb/Oq+\n21n5099T0dLF1z4Gj++AdDOUJyFlhc+uBO9u0GYj8iwEYHlzPkyikIwCuhFaymCPC7bPgod2wRw7\n/LISPnlETNiK2yBlEYKDbgRFF791IyRLwdIBis2KwWwjlUqQ+NN7KPa3iT63rg6OHmV7/CiunYeo\nr/PiIIDH7UWtF/fBp+ZXLU/dv4zi0Ds430mL3YNsNpLXzyFz4iiRR5bRNSeOw70KpxaWIsNEIfud\naQGNxa9uwPnZfDLGV+cr3HlMAV0nDRgNRgyVlSJMKCfurVlD5gc/AOCVGhGCuaMcjlRCosTM57ck\nSUwCUwgy2Ul8Dh0wZFfrAZJ2MEVgywKoKAVnAA6Uw5szxbFLYxCMw+QI3H8MuqwKxqSO3VrCV5ZG\n+cu3YVbMTMoGmUQSYy8cnATTpkNFZA4NC5opO5jkWQ+sOghLT8APl8Gnt8O0Xkg7hCgYnSmEhKIT\nYOnJhjrpog2+OB9WHhLvGwtuY1IBc/baYkboqQJHWNhiulH0D5YuiMwGcyM8fTusDQmxpHsOmCPQ\nW5q1pSLCawLEuc3tWW8KE+jFZmIL7BjaO2l57DpiZ4/RaSvBHozj2FKCbdp1VL2ioXT3omTjsnQF\nkjVOehaV4Vxb3383mcJcLOrYh5fKti6RnItIQ3g528X73+7G5e4Suq6ngHvG6vwXTc6wzcXC1dfD\nCy9AOEz1f7eSbHkDwzeeIjZFxxrJYEqK1bBnrknzs58JxUAnO+BEwRWFHis0l8Mfvwau7dlBiKwh\nilDYlSTUtoE9O2ApOsxuzVdrmgGqm2DzzeB9O+uiawdLEpJG+MOjYiDtLQVrG6RKooRK4KQO702D\nmhBY0vmEZcaWEI7TsPvLYcp/DtET+ylRVWHwDlwBGywz+TAiQ5+b7/mM2Jw7oEQimZicLydLff3w\n2dKzZaTvXMGOqbAU0PfsIbN3D8uKDPz6fmh2wpx22PHes6RTZqpvS9J05n/Y6FJ4pEUUUXIc0rpY\nUV3RDO4wqE2g1YBPE5MN3XiuyJC2gpKCdBlU2uAmBdQjYG8FWiEwB8xhsfsciBXSXlN2e0vEpCHu\ngp55Rirf0ElX2Oj84h/xa8CLB/7vY6RnuTDaHNDUxNyiNJWOaTz62XUYy+O869yKBgQyHRCuxudu\noM7lJdxxlFm32nC8FWKzx4l6/R9h3rgRUlb+e3qQlW9acD69Dh59NH8vB97bieg9NlGvC/qu7XcH\n65nkfxYnQmR45x4bcaBr/izKDgUwAko6Taa1FYPf39eOEs/+GEu2qLsbwb8Ybj4AK5pAIYl/iljg\nyJHIruxDNpQhKzDEDWCNiNfvOCyOO2WAu4/BPceEd8DGpeDdIyb0OmDJ6FjTkO6JkjQKW6TDkMSs\nQFHW46CtBBqr4P49x6hOwQ1NUNMBk3ogaoEnN4n2ZMiApVXUydqeFzwyVjD1iHZMGprsQij57Tx4\n4D1R34xBfD5hgHYbVMTAEIK9TrAtgOr3IDoDJr0DJ1bAlBJQGyGsCpHBfkyc1xgDQwz2V8D8Logt\nAue+/L0ypIBIitK3Q0RnKcz7mQMO2Dj9ETvKRnBF0tC0D2wOiJ4lbUiTcJlh4UKCS8NUvhqn+/GH\nMUXAhB2za64QGgoScsvQUolEMtaMebjEUIxLTwZNI/jM0wAc2q9x+3sJkWk8W8802QEEsbrVeT3Y\n98JmN7hDYK4EZzOUJrJCgxG6Fom4v59VwyN+6FgGtpMw+TVRVtc1YD4CrXYo64WIBWZ2iRWxr/2J\nEBpubYaFTUAKfnUtrDwGx2YK4cGfgIRRrMQBdCyAqQHYVpl/rccEO2bAHQHQpzkxtoQI/vwRIv/1\nU+Y9n84b84XiwiDbo2kNdagOT35CUBjzm2MkoQ8DvSRkuMSERq54XMWcr63n+phcOMXq1WLXm/p6\n8PvRKiOoqRnEDu1nu7UdtUlMNNIG0S0/8UH40maIAdOiCoYMtNyrY9kGb94Mp7OnOT4FbmsFY5NY\nWT3qhNmd8N/z4UMn4bVr4d63oMctjjd3gqlbuJPrOihTYYsZpkTAc0aIEunJsGEqHJ8Gf74bqrPb\nWp6pAGdcrKymgcQ0haJWHYPRQtJsJJ1MYMzoGDM6KApKOoMCxObaec0QQS2bxIbvLGLlWj8//LyB\n6oM27v5Nms+uNuJqi3FyRhnL3m7lw2fiXLsbts6zcsd7vUTnmyhttvD4hyx8pixGzS+KCDWKBHPO\n72v5cIzL2PeOeVu/wLj0cZ0HqNCbUtPQXv8PtDtnE4sH+HBPEy/+8ZPc/rmvUxGBk6VQe1aEA8w/\nC4rBQKI4g8lajiFtIG4KY27TMSoKL6zQ2TYlf5rbWmGlBttmCuENhP1yehZMK8z/pAgPh1QFbHPA\nncezXj4m2OiGlcdFmIICtDugpEgkqzYm8glUdeCxu+Dbr8HmWZAoFbYKiMn83/4RfGknzDkF782B\nJQegGxEi6u7sf3t0oN0KMbHhBCXNQhQJlMOPb4JuE7hmwNsZ+EW9qIDBBGeKwBXJh0UlzWArhWQY\nShKQmixEjLAVeitgzz3gskKHFW5+EUqPQcfNUHoInpsHj+wB3SzsPWMMyIZtJO1g7lGIzNGxRssx\nWEro+uh1WH+wGVtJOalKO6YZc+H110k4DZhCKQz2MqiupidymOJlHxUXGgicu7DzfjLEece8rUsk\n45CrzZNBigwjZc0aeP55wt1tlMQzfPO2ND4NTtpFWIIBMYCni6GzFir2QOBjMPtZeK0WlBjcUAmn\nm2DBWTj9J+B6EYxJCFnAlgSzTSjukTmwPw5LT4H/e+D5ohjAU9nYwRwJoxjUrRnxvqLD83fA/e/C\nlunw+jyY2gvHMvCHzbCkGVK3QeRdeGMy/NlOUU5HCTTbxUA9JW3EGkmTnOOkaUaEqqrZOP9qnTgw\np5L7/SIOcEC+hHqvB69bbL3Zl5yoMJ449/pIB8LLlHxMMr6QxsgE4FIMXE0j9rt6bN+uP1fQBA68\n/RILTyVEv+Nw5OOPPR587gC3tUFzTyc1oWzIWCucnAfvGIXHWNgCRVa43w8zV8D03whh1xiDohC8\nughuPCr6P4B01l1aR+TCcfaCNktMsAKPiDhygNLDoMQhVAKGCvjOPHj0bZgRF67awXshsR2qs5Of\nlJJ3MQ8thEQTuNJWYssXYHrrXcx6iUjG5/dzqPwYUztidC1IM+NX2SR0JjEGdC8E6wFIVsMRoLoV\n7OZiMmWlNMyMoi5wQ3A/ZWfAdgK2ToI7TsDBexXiR3QOZbtodydcv0Wh06NQs22eyNoPfRPX7psc\nlD44RJ6Mi2TM2/oFjikjcjmvqxs6n8iFoGmcObOByR/JhznkdnMoPKZQWCi8ltANCidvFYmec9be\n7C0QD8NOS361/sgCmJ/zMEjD7KiRhDWNKQq9U6DojLAr/u5j4PtPYV+kbBDWhUdBRW92QSW76g/C\nc7LXCEVpMCjgWw5PbBbHx4zwD7fDV/fn291BC8xygWOfEOkMBY9E1ARNDrCmRP6S0hgoVtgyFaZE\nxeuOBLgVcDRDchJkwmBLCzuouxZ2xcQiSsYiEmsHvDDrJ5B0QslRSNrg0yvh5iVg+TUsPA2zwlDT\nmRc8AFLAG0tglxtu2QZxM1wzGyZtz24PHhH2U3IZTHkZ0iVCSEmVwp474SfT4MmXwNohPJqs2Twu\nCQMYLZBWzPROUSgrv0bs/DVjBsm33sRcXkH3XCgN2qG5GRYuFHmwGhpAVYn95t+xPfi5/qESAwTB\nc56dy8UQbWrM27pEMg652kQGw2AvSgrQNDb8+TLeafg3urraeGVWiq8vE2EPPhW2zsrfRCUtjMu2\nu6DpY9DYARv/QAxssyKws1cYmQpQnB0cI0Yo7c2uvMWhoxoyJyFYA0ey4sLpeyE6G0wGscKWw5Iu\nOHf2mVq9BcwdsHw/PLkVjiyGb+6AFaehFNgXgp/eAAuTsHEOnC6BvZVClQ844KA9jQEwtEWYH14I\nbUFCRzeIwSvnurxqVT8XZq2hDp9PJeB24EMjcGh7/wFvMBfnkSC9FySSK4NLyZ2iaYQ99IVHhBbT\nr//4yw8XC3Ehd466OqJVDvzt77Lc34ntRCc3Zl0SasJiUmOOw5liSAL//BqszU465vwYrGfB2iJW\nNVtL4JajYCmCkFVMHNLZflZH5FjQgVu7hGiQsovEdWdvhc5rQbfBrqnwJQ9YMvCjm+DF5eJYzQ2l\nbggvFnUrnEiVNoEtBZl0Atu2Y2SUFHR3oz/7LOzdS42/h/L9ac4uE8crGbHiazRA+52gOyA+HQ7W\nwNq/MPD7yT3s11upPhVh5o/fZcqmIl6+2cC+cgOv/tnN/PXfGHkrbKCkyACuKSwxWLlum5H2R68n\n/OBM3vvfVkJfUPvtGpR6teHiv9PxRuGEPOexMdzhAQ2fJo731XvRAsMc33DufYqVmvLnBbT/s5r4\nkhrx/4a6vuM6igvsMk3D+NMN/coJhwecV9PyokYg0C8hqHOvget+oLNvygJMKTAGbsYfhgMGsdOC\nNgt2TYOa42IVPZQRAlrCnka3iAlybLoQtFIG4cHQY4FX3HCsFDpsIreTNgv2TOkfOmRACAxb3PA3\n94g289Ry0QZsaXhKA0s7tHcLW2Z2Ghx7gQECA4i/uyxgj4N9PswNQ3MRvDUVrmmFJ+6AsBEaE8KW\nModFSEV8CqDAsT8XCVcB2pdA4BPCY+L0g2IXGAUwpeAze+GBAATL4PYTIkF2RskLDCDiie/YC3/9\nApRWw7R7RWLYTDF03irOaUjDvjNwqkyEwG6ZCk3VsOk03LgFvvAAbJoNmSIhWqbN0HUTdFVDpDZJ\n5x0WQkssEIuBqqLMqabXEoEpLhofn0G6oiz/nYfDoGnY0lWigm632FmicLevoZ6d0WZgmxpBu5JI\nJFcX0pNhEDZ/chnLo1X07n6VWGuU3lqdjAGm7MoPQJ9fCf+yUbjeOdxQcgy6F0D7bcKNNm1FjLyv\nA63g6gGTBU6VQFWZKMN6BpI9UNybP3dbsVhROzITzjigyg6Hp8P9W8AWFEaxKwohM5SmRHKhdLZS\nURM8vxA+2irO3VslBrzbTwv3vpIg/MfNsGMyrDoEd3aIGMSidmE0XNcK0VULMB89Q6rKxuaSDpYZ\npxBcGsa11IcTT15o0DRYtUps3aaKVRyfT8Xn0851twUZAiEZErnicYWSa9O5XWDg/O26wOMhpNUR\nDjQIw9nhwNEQwHrWRPCnn6TmWTjkX8+clw9zptRKSU+S3VVpVpwy01uapKhDTGQ2zoFFcZhxCg57\nYN67EDVASS+88CHoccEfb4BYBZSeFquou6bDTc2iOvHs9r7xEkhmJy3Fyfw6Q9oAxoxIoPveCljc\nBk2fEF4MFW8JF2xjFA7PhA1T4Aktm1wuA1/9KPzNy2DvgZQZLDEhGtvSkCqGlBGMRgORIjuKqwvn\nHtEfp+0GWlZmOLtceC+YesC5XcSBK73i76J2SJaJVeDINLC3G7CczaAr0DW5nPLWTk6vLKFrjsIT\njhT/uj5JeUcaTFbCVhslH11O6VEIVYcI3wA1bl/+ewlpxDfWY90eILxWxeFQR21FdMzb+sV4MmgM\n/pncFqg5CraE1BUFRdf7zvfYd+1846kezF2ZfuNk8s4VxP/5r0j/17PEqo2Uv9FJaAaYP7aKySxn\n/3tf5GzXbag3PSTOEQ4T++63sbmmw4wZYmeIF14QW0gmk2A2EzMlic7NUNwGtmzOkYZauKsFbFHh\nDVOYtDFpgGAp8CGxDWuqGOzHoagNTjhgZgc0lYtj3Z0ihCBtAKMVSnrEwkqjA1pmw227hE207gMi\ngfQ3N4njd06H91wi3PMv34WfVwuPin/4T3F+cxo6i8SCS8IgPqvboeVPwP2sOLfmhv1VYteXWSFY\n1AGLI0IszJggPg12zIffuPOLLne/C8uCELwPJm+C4hOQLBdt9MQfioWaoxUwJwSVb4hQh5zHkYII\ngaiIi/6gtUR4UrT+AbjeEp6rSlpsI+5bLtq+AbH4tDYEza3QUSRyMkzuFl4fhgJhJjYNijtLSNss\nGHUDxOPE/uohbG8F4ORJOm+poPxEcb5v9fuFt4Pdnn/eBlnICYW0fgLDaLbfQZGeDBLJiLnaPBmk\nyFCA9t013NSwgc5QK9MPiCzChrhQoGMzgDiUnhLH/s9s+MPjInFRygAxsxiMMkYIfEq41JY0QbNB\nDLKeNog64a1SkVQJxErb5B7x/0IXvTRim0oFsE+H4BmxSgYi5rfVLkIl5naIc5t1aC0W4sMTqhj0\nHt4r1H3zHVD+Mhwug10uCBXD4QroMcNHu+GPtgFR2DMTbjwBqQXTsJzqgjlzqFtygAeVNAZnlVDL\na2tx3PuYiN/Nui03ujVqvBr+h5YR/uRDqKsK3Ea93n6JiAAZAiE5B2mMXOEUrmYNZGAYxcDQKSDs\nfRjjTS5SSoSwI8Bpu85UaxWmYITpz0U5a4XJip2Nt03hlsZj2BtFmBmIfvM/b4IPHYfoLDFJ+s+F\ncE8jNC2COXvBboLg9VC+E0pSov8sSUBRMptZXoeECYxpiJnEVnetdhGXvW0m3BUQ7uAGoG2ZEJJn\n/hysQUhmhAfEqTLwu+Du41DuhvI9QmT41n+J8mNG+P1Msc3e5AiEb4DNmLmpMcmrblihgDsuwuXC\nIXBUiN0m3n0KPGsgOk+MJ8QhugDKDovVaL0HTpTD3C4jpIWHXaIUlIwNxWpASaX5yYOlLN8fZma7\nHXPaBlVVYoLicBDbWE/AC9ccWtVfEKbA3XoUBeExb+sXEtajCW8GH9njh7oPufAFhAeDNZLfEipu\nU1CmlfGtOZ088WY2zr/MjBJKUhrPF2HQodMGtnKIhUH5h0foaHkBvSPE1lkGlrfacByw4DxsQ29p\nEYaqyUTKYcEUTtA8L0n1AWDaNN6Z3sJb0+HTvwdrK5yYBmfTYpvFTiuUxYVtcdouwjRPToVrA9kc\nUNlnC8QE+0CVyCeVMOU9DhxZL6HZCSF6/WIhPBCCshP5pNVb3GJxw9gLu2+D96Kw7VH41HfBcxoe\nvRN+uFUIdIasuOefImwadChOwdkKiDwIs54Vds7Wari9GT6/Gv7+t0KQMIq0JSg6JMogbYezt8CP\n2kXC1qQBjCZo/hhUPwcdH4BJb2UTROrQci+wVdhOvUaRlDVhgMkxca2hIrH1LWboNIj/73kUblgH\nndNgt0Ukh0UX133XcdF3TOuGtlKYfwY6KhVuOaSTsZlJOR0Ut7SRMhkwGHWxta3JJNpucTHJMiPm\nXhPMmEHI68HpJ++xoqrEvuIVYWUFz9xQNDb6qKnxDXvMqCBzMkgkI+ZqExlkuASApvGDe0r5za4f\ncMLZSkVYDEKmXjFoReeJ36c/DPtrxepXUoFgCXQXCTU8t+uDIQ3lB8CxX2QQntwldoUwpCHdLVx2\ne50QnQYVPSJeMIPIfKwjyjxZJtwb90yFVLkQIqZ2i1hEc0YkgOwoFq59PWZIOsSgmFHglpPwlXfE\nQDc9JWIS36uEm1rhf+2CFz2QccLPXsoKDAiXwMUd0DsJTO+14C+J4Ju0l3Cmmv+IldNU66LmV6U0\nWVcKozMQECs4BYkgXa/v6C8wQD7x4yD3WyKRXKFcSPstzLFQKEbU1KD98Mugqux3JEj9tRfn2RnU\nbLBjj2f45dutFO1JoxuA+ZDpiTD9yDESVdlkiXbRb6aBHXMg5gY6xI46y0ugMg43+IXAAODaC1Yz\nNJeJbYBLe0VfmsqOgEoGktMgahUTFxBeApOyk43cQOnYA7P/fyg5AZuniy35XFF4exp8djdUd0M4\nBltmQe0h+OpdwkX6RJkYIyypbDK8IzDzdJI5UVh5A1S/C9E5oh77HMKl3ByBsn2iTuY2MaEzICaB\nR53ifUtGrMLqWYEhNkWMO5unx0lNKyc2v4SPbmxjxrtJDJ0x0l1tpIMnxaQgHMa2dBWVG4L9Y7qz\nQpDV6h7UDfuK5kKuRVVRvT7x/6Huw4C2YOtOsfk7fwWAouu89efzWb8G9q0oAuDN767itx8wUvGR\nRzA/8SSKDubqWaQnGSk1CC/IsjSUfflZZv5riCTwoW9l4Lkoqd+HoEW4Jui6DskkmUSU0E1GHBGI\nTYJUSwsHy+Aje8DQK4SoSQmRp6S3EoqydkqPUYhooSJwxfMLHJaC5ImBSVDVKzxuDLp4dnuLoLgY\nSl2wxQVnp4g22L1IPJu7pojfdwTgyErxrLe0wS1z4dt/JwQGgHWvZ3dyyAoMEbMI2bQUgT0Ficlg\n64GqTXByFlAhdnqwZOCJV8SCjlnPtstsezVFEF6jv4XlATibbcuGBFS9LGwwxx5xvh4TdJmhvUd4\nMoWtoq7lvcLTqMMqxIZ0NnSkuViElhiAdFaEMcVgWSv4NsHMbvjUfgjZYHJUtPXFp4RYcvshUUE9\nlcIQiYpnQ1EwmkuEN4rFQnpaFZneGMk5lfQsdBBa7sB6GuG9UOCxEPZkv5xVq4Z7cgHhwfC+MJH6\nB4lEMqpc3SJDXR1pq5HO/7WC6aciJF1gcIElLOITdUUo8RkLRGpgrxG4FyK12ZWuKFAuvAoSRkQs\nMVD8DpASBkNpErqsQiHfPVUM1ocqobtTTO4jKbGiYMgO9K6oCJlIK+DqgpZWhEquiG3PclrRH5wU\nu1eU90K0GtI2Ufbdx8DWJY4xdUL3a+L/gQphrP78p/DhN8EYB2MPmKLZY6NiuyddhwWOcr58118S\n7QjyrR2TWRz2wIEDaH4hLMQ6DhByBDhx/PeUrtlMy798A12BjnIL/oeWCTfSrBGLqoq/c4xAgZdM\nUC70e5fPyfhkMOEgl+E897qmCU8mAJ+Pts883G+nCD0QIHBiH6gqkXQM59MbObVvK4muTirfgRuO\nQ/neOL0K2A+Kic6kKWDshvBsESrQmA0pS0Yhfhycp8AQgWlvI2K9k2DI9m+RFOgxqCoRuRCSiuiz\nrWnxO2kEJQgl2dXlqd1icLy+YMu+HK0pITRvccO/fUDEfzdOhr97AF5fCO9Ww4JamGSAh7qFoFEZ\nEwJH0gj7XODogZtPQ7oXigKQvAWs74r+fdN8qHwFokbQfwv2GLyuQtooJnQZ4LnsWFMYQJ5WxK4X\nhl5QMjrmQy1Yd7djioJiBD0RJ50Co2sGiae+zOkFAUIhjcialTTO0giFtH7XabvPO9InYsKiutXz\nh/8MmPBp+18kbjeiBTQ0l5uAR4jvX7+/BO79AnudaQLxIABdNqC+HsuiZZgjOqlSSGQgU1WOUlHO\npL1Qd4sod1I8v/11NDspPn4NtF8vHtqMUXixtJqgt0uM70m7CCfoNosx35Td2cCmQ9QMVTGwGUX5\nuiK8c3LceApmxaHhMfF3kQlmd4jzGgMQV2BrBdx3BKr+R0zKF7WJOqbtYDsjbJI70uBsgLgdUtn2\n1WSGdEjUJVgivBRu7IRMHI44xXWldQgm4aAZdrthzYeho1R4UqSUvECoZ38MGSEQmOOwIgA/uVF4\nOMQNUJRtx6bs+XfeKWyz9mYhCNgTkHSL+hyeITxJ360S5zhQJUSI7dPhZ4ugcpfY6tbWKYSGjAlO\nlIrtNB29wrPh2pi4t7M7FTApGACr2YbdUspQAAAgAElEQVQlniRpNWNMpukoM7PxjxbScdNCjMn/\nx96bx0d1l33/7zN7ZiaZyb6STAhLoNCEHco2QKG0thZca60S6674iMut1VvbtFat960t+lSf+vxc\noG6t1hq1WroAA4UWCiWhBcKWZBKSMNknySSZ/fz+uM4wCdBq+9zWLnO9XnlNMnPmzJmT8z3f7/W5\nPtfnA7rVVxOaU4J19S1knrKQluYSge26Oob/upWWllqCi120tNQysCmBNrx8vC6ij6lIRSpS8Qrx\ntmuXSFhSHf0PHbN+oNJtBXUmHO2HSDoUL4bA34WW51kPi45DWgcQh598Gyq3wzNFyfaGmnrIyoEH\ns+AdV4Brmyz2Ej2PfRah4I4aoSkLVrfI+xQbGIdFOMjSJQvdfgucz5B+Yv10iJyF6X1wohSmt8Gz\nU2F2G3zy41AchA/rYPYvAYMsPPRBeLwMDpWI3dOfb4BzZvjUEzBPD2kviVK0xyWMinPvgEKPAAyP\nT1PIDag47Dqmrf00wY4G9r60n3WtBjwlUTwu7QRarbg//m3cDaLw3uKso3xLA74cC8FbbsK1dVvy\nZLtcE9kMKV2Gt3e82t7NVGvNGydeSX/h4v/TxRa3tbX4rTosN9+IZWcDHrzsdsk9asd0heyYmWev\nns6CJ09wOiNCQQmc7xTA88E6OLsCpuyFPf8LrtoGrXrILoVBL/xiIYRUsKiwqgksQEExuPYL/dkQ\nExX8uCKVTIwCPiRiqAIymqTqeTIXSgKQPwRHXVAdgOE0yPWKeKMhIMyzli54eJa0yCkqXNElwAEK\n/Ohx2VbXBLuKocgFeQckSRmwiDBlRC/JWrAI0nrkOPYWw1NXgnFIqrr2iNyjSwel/zysF0bEiEVE\n8bLGhNE2ZJZ9V2tJ1FOzYF8ejKXpue5kHCXNhsseIPOogqNoMvT2yv+vWtPX2bqVlhv9rw+tmjcg\nhXrzZrj//n+8nRYdFQrFP999KQA6bi6rrXFRu80LwFi2Qtofd7Pxb9czuTeMIaoy+XyMk4Uqa6OT\nuO6TD8q+NIvWkVI9qhLHnjadcLiX3p4+skdkXRCbAb1tcOWQAAKhDGE36sLQYYfn58DREGzeJ0Ba\n2AzZMQSZioBOJ9erCpytAFcbGMIyLoI5YO7ngr3isFGKHcY4HM+D+T6p/pcOQlOOtCvdtwQcQXhX\nI+yugI+8AL75cCAg2g3z2kU3qneaiCS6fg3nPgglj0BgiozPxn5Zj3zqMJxbCvYGEXdsvA06HwLP\ndFh/Fny50G2CgAqfPiDjI47WLhqfKNaYiHsXw+aDUv3PqdfWXdprW78L038GM3rlb4sNLLnS5uR1\nQNmggIyddgFKjhTAwTJozoR7n4bsYbGkVBXRc/nRKugfgetPwra58OF6WGgxkH4WVDXGqF7FVljG\n8FV5pP/lBCP6GLbV62FgQK6bAwegoICB+2oEHBjHEr1gB15TQ0uZ55Kx+oo2qxe1MrxujhO8Acd6\nKlLxT0RBgYuurtZ/8ae8fdol3l4gg8fD0LVrMKycSduMY5xogrV7YWQuBKbKpByKw/kXYMmYoN0r\n/z94yQW6bG2hqgKj8KgNPnNIqHHPl4o9ZPc1UPDExI+Mau8ZNULQIIvDsBHUXBFl8m5KChsNWECv\ngM8Kpush+hcoi8CAHkxBGHOAJR0e/hgsbZZ+yux6GJgGhY8Kit+eASVDsHUZBNaDvwWG+2BeH7yn\nF6w9oq4+mgEdH4RJvwdjH+gB1aAQj6rEjTp0+jiE5NjjBj2GaIzaTWXUumpk0moQH7cB3w4yC9YT\n+PqXOfy+ZTLZJYCFBNUPJgIKqeTx7RkpkOHNG4nF6uX0Fy621UuE10vPMzswnu+mcanK/OdEQ8Cg\nilXegQwdK8ZyOa0M4lKyiA0PMhIdIfAu2BGDjY9DYR88ezOcmwFVrXLvLHoO7G3QbYeMLvjzdLj5\nJaFPg9xTy7bLNB7Sg1mV5EoZd4klQOKWTVCu3X9H9BoFOw7np0CWF37/TfjIHbLP/hCkZ0POfrEZ\n/nkfLDoHBybBpnrIHpWd2gxwdKrMGSEbWIbke+c1yjzwwAL43pPCZIvYIWYWFtlLC6D4Jfj+VVAx\nCitPSSte6VBySRLKlm2fvkJE7V4uttQofOcpBZtPIWCNYYoYMS26CtrbiQZ6MFQvgcWLweul5Q4X\n5a3u1wXwfbmx7vnQMty/2vcv//xL4mIg/B/EcJFCeue44x93j/J8fzOeY4/Jbn1B3v9cANPYCL16\naFxawdTGLrJ7R/nR0jgfCBtpMhRxxVg6ude+G2praSlQKI9mM2ruw3JebCSHHOAYhDYHsAFKt8NQ\nFWQchaAZ4iUw6oC2Tqjqkus3YITeNLHWjmeDqUfad1Z0JgG2bXfAhjqInwZjvoBdSlj0p4wBAbSc\nmlXlkBEyxwFzfk2g0WeX63nEBLNGBIRr+CRU/1S2U0kCZnEE5ECRNomWW0CNgOs3cj/os4AlEwbm\nQ+9qSD8t1t6Tn4WeZrCtgrYDAtAt75KCSuIzxq9swzroS5NCz6Mz4EQevGMmzP8xDOeJbsuISdZO\n3WXQOwof+DMMLIZAOpADdcAXtHuCN0PYTj47nKmGo2HotsHnDsHMfnhsKlQbwBkFpRUenQLv7wB1\nEFo/qqd0Rz72nkGIx2HFCoYDDaSHSzlLP1PaAgL2BYOyTqquTt5HE2Nx69akZW9t7aU6Cx4PtXjE\nZvVy2ggXzaGvm04DKZAhFW/OeD00E95OIMPbo11i61Y6ShR43/toXB6nf/gYufvhzytgMFPEwsp/\nDmcfh7w/iXL34RgUtUBkDK48DtV74MWVULUHph+BDY1JHYbqIQgVQd4uzc9cD3Ej7JgGvVapkj0y\nEw4XaZZLEVElHh9BG9x2NTwyHfo1pkRjEZzKhoAFwhZoLISOKJj/AJMehMAkyDgOmacFYAABGFSg\nMgjvHpUqxzcOQl6XVPUMQQg7BFRRFNCpRh5bJZdBTFUJZkD3zFxiViMBi4KurAxDJCobu1xJZL2h\nAerqOGopwFO3lV2zbOD3U+sGT22NVMmqq5OT3PjJL8VeeHvFq7SPe9Xbp+JfH9u2Xb41AiYqnNfW\nJpM2l4vcD30K53fuxaQAaRZMNjtqfia+9aDojOh/9RAty2fztQ/kcn6ZBecItGXBrY8JwABw1W/h\nfd8UEbeKOshpgN4V0JMGGWHYORn0evj7dPG1j/ZJtR8kSY+pyTYDVZvxYpeZDgfTxOJPD6SFRCRy\nam/y9cnPQNmvhIE2MgWWeYWZsKpFWGp7y6HHBqEQ1BVC1S4Bpqv2QPpZ+OUcqQrP7JN2h4giiZl5\nQOaL2Yek13zjSVjXCuEsScgOrxJ1/0EHjJaKwF1+mnyniyOcKRVWe6uKsTNOOB7jUL6Ou1fBU5k+\nsNtRiUliU1sLLhc5x5z/1Bh7RRvH/8fw9Bz+l+37srF58wVGzlh1AWPVBfLcy0RHhcJwkVw0w0UK\nA1conKqceBG5v3w/7tptAjAc6sI0Jr06OTFYVN9EdyyAJRznxVywjEZwZ84h9/AJqWK73cTjQE4O\nADoUBiwCMAD4nPKoGkHfKQu3QQecCcCJfgiY4eErYE+pABK2COycKgDD2RWQZ4DGHEn6+y1Q4AX7\nGTDbIK1X1gn6CAxEpZIPAiZ02iFokmstkCbPf9sNESMcdsHUAcgekTYlFWFWjOqSyb9VAxi0jgyU\nGPgrwdoJ6WegW7NyzIxBNA8yT8DMuwUMWfBDyDwiO9J3w3MuOFoMakz2CZcyGExxKByB3FFhKTzw\nN5jZK+5enaqMxWVPQf07YPVfYHY3RDOlDWPMCF2nYbBVbDo9LnANQV5IgIW1PpjRB1mK2HV2Zck4\ntnfBmBd6Z4swd6MJDpZAWjCGvaOHsWiQ4QqVARrovbmUls9YKezph8pKPH6tEJNoLYWJbWcJgAFh\nITid7qQtat3WpM2qpxZv3baXvX4HBjy0tMi2LS0CVlzcHpWKVKQiFf/T8ZZnMrTPM5F2PIIzDLvK\nYI5RrBz786BjilAFB4HVT8NwMRxcAIW9ELlCqHhRHVhegiv3wlc2w7q/C823zSH+zRcj6Ynot8Dz\nxbCiVSbeXS7pK17gh/AC0XyImaBlJlT+DPYuhEfjcIMClqkws1uosBUN8FgafGinLDpNAwI82MJg\nzQeTAukt0JML+Z1woAgqc6FrtRzHeRXK/GLPZO6XxcRQJQxWybHHzZD5HGQ3JI9dBVSDLHwVo5Ho\ne98hNOf7Po/bWQ333COLVLhgP0dtLdsatnHjppokHe/VKHmn4q0fKSbDmy8uw0642DHmEgqux4PH\nBVdNW8WTn9Cx/JE49j4RJeyrglieJMLeESsZ7/0IfbvOYmj2subxUwxMgfooXJkLOYegazrknpKk\nqnsOpJ0QbZp4HvysEha3wdwmGK0AXz8UZEniPlANhm7IrddqBjoRVfTZhOLdOw16VoI1LOJw+kZQ\nT4rFXloETk+BpUHoqYKsExDOhiErhGOQ0Qj5Y8JEG9PDb66EW16E6k/DF/dD8zQYmwTxKCwMwPKI\nuA1tzYRbjorwZFQvLDgd0oKRcDHSRUCJCBgSzgW1D7o+CGfqYc2L0useyYCutVD6W9ELMmq6EyoQ\nyQTjAOydZWflsQAK0FMGub02IrlW9J19xNKNKMEIqkFBzbBhCqfB+vWSdI8HjC6KWk+tVEz/H+Li\nse750LIJAIM7d/7rw2hIzE0uFy27awAuVHhfiVKeYDL0zVG4ayXc+yPQx9UL+6v11PK1d3wPcygC\n8Tgxg0o8IqyVISNYTfD5a+EHu8EY0qGE4ugiEFo6nUHdKQwhMAxBNAOiZrAegLEFcHwBuLR809kg\nAoYxg4h8nlsAzd2w+BycTxeqvwI8UQHrm5L6BSY9dFZB1jkYKoZjK0DtgCuPgeMcqOlg6ZT3Jqxd\nx8exHHhkFhwrg4/tg4dmwzbNwdNfNU6UENF76D4H83ZBt0PWHa5haYE6UgJzOiCaAxatXShx7ZoG\nBEAYnAN9XtGQCJsgawQemQ8D6bD6qOgfZI8mwYtEqIj2SXo5/PVGWHsQwn5hkVp8kNEh43vvTbDy\nIejMgiwrjMwA33qovB3+cwlsfQKGpkHGaRiuAK8T0mcBJ+X3ewtgNC7j/vRkWH0CdNfBiv+t49R1\netKyIsStYIgYSXshQsEpGzgcDJfHSA+XQlsbANvKB6kxL5Kx5/MRygSzuQB8Pnj+eSgtFdvKZcsY\ncHjJ3Fg7kVXmdguTAffEe/PLtKammAypSMUrR4rJ8Bo+8W3XLqHdXFtuXoXTJlUkRYHtV0LNUUnu\noxnwQj7M64TadfDlv0LgvdIveGw9TH8OTt0AlXVwzwzxQD6RI4h4zqiABrPCkNupUXJjot5s6RUG\nw8VlpuwxmN+pgRI66J8H2YeSmgwqsihozAG/FT5cBupfYCAbjpfBsVJwt8LSXrgvF77UBaY+AQM6\nbwCjD0r/CPULYPIgtOjBeLNoRKiAtUPEIUGELSNG6PgAhA9BSRukBaDLqScjBLaFy4jWP4vhzv+6\n4Ps9IRLVykTF0ueDm26iodKJY9Hr19+bijdZvFqrqxRI9caJ8ToLFwE/l1u4PneFwpITQFUV9PQQ\n6uvEFIKOHMgBmj9toDC8hsx7dsDChfQdP4RzVOwh/7sM7nkYBmcJYHAsBLPNkiScK4QzGfDH90sl\ndPUzkmiBtKJN6RdNmnVn5bnLznpIpdLdmqR3q4iFnjkKxcB/LoX/9mh97xEYK4R4N6ilwnwbni4J\nfsYJ+PIyuPcJeOQqyOmBuW2w9SpRnW/+KJzZBTsrRGneZxPR3htOixgkaGK+qhzrrgpY0QUjLtl/\nxzVaonUYph2Te74Sh1AW6PuSLSIgU46/WgBjRa8nrgddOIbvKoWCvmlw8iTU1BB5qg7jVI1ltmWL\nVFIT7KHLaGx4vJ4JLAa3y/3yPeD/IF5urNeut1C7I3iZd/yLoqaGgftqiH7qg7TfNhUAi8VFQUEN\nfr/nEko6AG43A1coxE3Jl4aicCwf0pdtYvKOR2gumIIzKICA4+BRgllg6U/aOoZ18KdKMEyH+Cn4\n8d9hVNPV8FeD5QQ4y8FcD3+ZJmuNNW2wdxK4ViZbK0EYBx4XXDUXlDphFXSmSzuAopX6+7U5fyAN\nVrRJgg0QskgLZiQThqeAqREMNmmVUMLgM0NxYOIp89kEGPvMRripHhxjYoupAntcoiHi3QTUiSbD\n7W7YckCEr5U4lGmC1ImxF7UlhafPVcCkJvk9Ubjps4ElDMMmyDLD3mx4aiF89jToBsHQByftsq/x\nEUeYSiMmOJ0NI+8Vy8mGQlgQhJ5rZMxl1gu4Z28SZtRIOxQ3yTl0+YUVZBpI7tdfJeAOwKHJMBKX\nY12gh063sJQmjRoZSI9R6dETWBYhXF+F9dgpRmdNx+UH9Z4aMqmm8dYbeHihDSorwe/HHSzAXbCY\n89O9FH6vAZxO/EE/TouTMZeFoCOIf4sbWr04d/jItCy+cG02uCxUU3CpVg5cMpZTmgypSMUrRwpk\neA2f+Aogg+F1PZLXIZo3KRgOQ9EZSL8SzC3iI+51CrV1e5VMhpNGoDMHrL2w4qi0Eri2S/W++o+y\nr5wjYO6V7XUIlbbECvaxCtpoYnmjUHj9FlkI5vTKpL/+tLx/h1ZJGB8KQBxMnXCwCBzlUNklz7fm\nCkshywR/VWFGGVyZD+2j8Nk4NDggdADULDB3i5ZC8ych8IimxQDMPSSXr70Y0hrA0iw9j3HAENHE\nzwBjWKuInBCKcRyIW9OIjwbobzqGEwPcdVeSqXAx2OByXah8qdesw7sJHN+shUVbaGmpxel0k3mU\nVJKYimS82mshde3828M/oxxnY0vyiYtExPx+DyBAQ6vfS8Mg3Lp+O1m52jR69KhURi3QmaOQOaxy\nvFhHvLeCzBNB/LOmYD3dRHQR/LIcTkdEjPFr7wNTPyyMQqwD5nsFUFVtsO4IVCyE++KwXmM5BLAR\nMY/QkgnrmuX4FCYmBpBMYBa1y99ZR5LPjxrhTzNg8gDMbYWDWVA8AiX9IijZbAf9Ssg5AMECOHkK\nVo7AhpMyN2w4IHTtgFHYbiqQdh6uaYFny6T1YvMByEASvAkHpYWnAlY3SU+6qgPnEUnczreAqUu+\na1iRZFBVJWkN6sEeA9UM9maxNNZF4uhCCqoCJptT6A9asqGLGZJVzwQjbXxSknjUkpUEqPA/wWR4\nw4TXK8nWp39DwOkhGPRisbgmXM9Op3uiCJ/bzWgQio8Lk+HeYrj7b+A6BuzcTjAffrEYav3VsGMb\ncUWhw2gkqypC5lGxddQBrgGYvBeey9JaDEJQEBPmy6Sv30fXn76AMw4zopDfDUMGeU9vG4xlwgwt\n8XUNStHEVwBODTzIGYECzRll/PqjZylE+iFtQNYoyztkHBgGoaMTHl4Idx5MJv3F4zQYxocOARjK\n+5OgwR5WMmrcA4CjAbZXgj8N2pzwvWWwuhnmZYDvjDhrgQANRSNQGhTGROaggHxXdgmbKD0MzxbB\n1c3SEqVDRCpvbBRww3Fa2o3cfZc/Rp0q7I3iIUjbDxkRsRK3jso6z7speV9QEc2UjHYRtzRHZEz5\ns6BgQMAG4ziwIaQXUUsi8IeZYD8O51UdZe+Ic8WDER6cpWN5S4z4JCg4dppYIIbJ6yOe5iRtyz1Q\nvZ7hnAxqn4Ft0XZqztqJ2HyMnvg1eT9oJ6ZTIMOBtbcfsnJJc60lbRC4s47MBpI6V14vAxtcVG/Z\nJn9fjvl30RyacpxIRSpS8XrGW0eTweOhqySdzGfBbhaqqaVPqkHFKizvFgXkm3wyOevHYO5xOJYH\n0zQ0/mwmHM6VCoGqg5JD0kPo9spH7JoMeyzw7IZeXH64e5moH+ePgjMMUSsXXBgSi9n4ZQ5VBdrD\n0JgHJ/rgVJaAIHN6pIcwboIt22FdPWQflP7gs3tgqwP+Ol0m7b02UTp2NkAoDw5Nkp7CgzOlWhhX\ngD3gyxavZx0QTRcWR+IYfOVw5x0raZ6WjQKk94+SPqmCLLMTnd4iG3q9UCfWlWzdOrEv+xe/gOuv\nRzGaKJ+zlbLfSANpeXntxMVZKlKRijdl2M9oZcLL0OgzM90XKr7l5bW452xj0We3cz5XXj9dAifK\ngIoKLEYD5YMGDCpUBzNZMLoYLBYa3rMMk9FK3j64+bdw998hZx9873dw82EwtEoyvacQmk2QiQYI\nxCG7Rezp+i0QMEcJmCS5SORHcZ2AAXEddBaLYn5MmXhPLj0kjzpgaTv851645aToQizrhLIA9GaJ\nBZ6pH6beK2KNebtE9K3VAc1OuH8BPHPLRFu9kQo4dQJq3VA+IC5BHTkQD088BgWpKEfs0jKhIpXf\nITMcL4azjbLdnsnQmg0mFcaKpVJr0IMxF3xuuecPVwgLQklLJ54GwRIjYcY4v7Cfgc+7weVC/9Aj\nAhy7XAIiezwMO3svFfa8KEF5reyFfybcufP/ZfueEAl7ZbjwffN/14vF4qK8vHbC9Zy5vWGioGlN\nDcWfuw9qawmNwawS2Y1y330oVVWoBnA7qwk//FuiOgUVcHVH6J8DO+Yl3Q2sUWHoPDklyWwM5UgS\n3bHni5BmRBcDX1wsrZ0h+Zy5u8X9JHHtBPPh7Efkd0tAHCbiilzLKsKeTETOAUgfEH0oj0v0F4J6\naHZAvwGWt8LjU+W1i2tgDfkCCphiUDddCjItmXD7Khl7Wwvc5Krwszlwb6a0I4Hs69OHYE0zDFeJ\nTsKCdjkJy30wrRd0emn7MA/BzCFAB8aYAIq2CCh2OJ8NalyYoLOGBEwL6aTNSUXGXFwnIqugAQQm\nYZgUB2SNFLOCrUhaRwAKdshjQn/C1gN9+ZAeg8HN4LsFbDoReI2b5P/mPKoBEgrEonKuR43y/scn\nx2lpMbDlnZnUr1O47RY9gRdAKdcTKNDjshTgONVKV0GQBl8DM0/0MDTUQ4YtCwIBjCNgHbIzdOti\nxoqLeemKAjqnF1H7m4/j8TfIurK6+gLraMDthJqaZIvKy7H+UkB9KlKRin9jvDXaJTZu5IXDdRCB\nqRmCxls6xa3BEZNKgCkK96yBrx4HXSc05kJLITiG4FAhvO84NJTCu14E9DBaJhW0eAwyotC7HL46\nx8Hn/DrMhOmxx8g/mca0nQMoetgzSeiQiXB7k+BExChijyCsgQR9ZFsVVHXDnPPy92iRMA32FmlK\n0GHxum4qgikdcNdVIjj5u9lwz06hx953NbyYCZlDAiZkjcn+ZozAjHboWwjGo6IG3ZIPrl4Iq3A+\n08DIx6Okj27CFbWj/vjHYgelM0B6Oi3xAcqHdURnlGOYv0yqXgsXSp/gOMTcP6Mcx0kvcW1xPVYA\n6POx3/qpcSfDPfExFakYFyla5Rsv/DPKORL0suKcrMoDU8smMhrGxXgKbjjNxNmZevTdQSZ3itht\ndkhHxqx5FJzqwJsWwmUvEeFYj4f/+51rWXs4SMGgLN7TYvBfV8FXntWSKT0czoeZaRC1Jz/TEIC+\npiKe1q9l0uQHabMpTPbHqZuukBVSma9PJoEqoDsJNi+EA5CvaSEkSIuHSqGoHxx66NLBpAh8ez7c\nfkBU7M9mwqQhSahOLAC1F57JgZBB6OhDJpjaD+9fDOf/DAua4IdL4OM2KP6bHEOCIg6a0v648xfU\nQ/ts0HVAazqkhWH6gNDFp3TDX6cKU2HOuWTFGuC8DTKywdouSZXZCWMl8j1DWWAonITuuXN0bdBT\nfmqWJCnaT/iur2DqD1+wJH3oy0FuuuWkdrAeefwX3K/fMGM9AR5oMf4aPvb1Zcz6zjhdiMs5qtTW\nMtD7NM4f72d4gQNz0+AF54Z4pg1z+XwG2/fQv1zEmcM9kOtLuiKMj6giCXPPAmFPJtiGAEGjtOs8\nXwh5o2IhOWSW16xhiNsEYLiwvR36kOT6vA3yIqAPQzAXnrNJW0MoU8RGV3iTa5S9ZbCiHQangaNR\nru20qFyr/jmQVS/6IwmBaa8Tmv0r2YubUA58wrmVna0bqIh42ePeQ60HNr0H/nc9dK0AfRzCBoid\ngp5z4hChaOyNqALYIBgWMe2gSTSv7r8aPp4FjodAv1ZEIGPWZCuIPgDpTcn7ROK8Jc5nWwZ8dzls\n9MHqIxDLlnbWRKjIuFx1UbtFoEJaKLrnCZMIRY5fQaxkx4zw2Dw7sUCAtCg8PgUcIfmZabPyXH6I\nu36vw+SMYu23EguOoc8vIDS7mHCgjfQ2E0FfOxaTFUwmiETgS18Cp5OBljrRXWhooGHHNqp3NEwA\nELxbanBtqKExfxsWi+vCMTv/7CUzwWh4g8QbZqynIhWvIlLtEq/hE9+y7hIeD0+XK/zlTB2z/TAj\nIvoGSkwqQ1lB+Xfax0AxwQJVJtewAeb54N31sH8SbDgjvYrvOQqN6+Aby2UysYXAYoBnyuC+QnAd\nHeSvrQMcsYSZ97Mg9ZUDGJBkf+552KJNYF/fC9N7koe5vyhZfRjfn/LOU5AXTF5u5k45/oVxeTQN\ngC4kqsg/qZKeyAfmC11wxABjJvj8QfivJ+S7/nAXrD0rFQeA++eLLXpEu6YdfuidCkNLgHXSyDxs\n3U5jx4/l2OIQj0bB72fbHEBV0TU2wV/+IovTEydkoeV0XvgOzsYWlA0b0H/zDhQV7B0q9jbfpQuz\nFKshFal404SzsYU95fK7IRp/WYABxlFwt25FH4xQflQyqagC1echXadQUDoT1q7Ftex6qK7Gu6WG\nbTvuYZY3jD4qSUFCaO6ml+D5Ikk0ui2yH0uTVBJDenk8NgZqRie3xraztkllZVccrwNeLJS76eEY\nePcIcFG+HcoOwrGbxPZSD3SVyWc9VS6CdiUBiE2C8oC0ZGw6JaCG3wxtudBnB085ONthYQ987qDo\nIdy3Gz5hE4DB3gpFN0LnOwFFdH9UpOLs8ovYZVwBDEmni2A+xAuhqA+yisHihPJecIxIS8VtawRU\n3l8GR4onnvf8EdGjiKbBA/PA6qwWl0IAACAASURBVAPTSxB1gPM0WPa1cyIP0lrAG/SJ68+WLeB2\n03H7TLmPWyywYQMnDUkVe9zuS8Q933KRoJxrMZ5Gbv/tsX/8/t5eMgNTiAMZ3U7Mk6qI2sF4132Y\nP/JlqK3F1gInX4K6DXD/FdBthKbC5C76rXI961RAB6bSCgLpenZo7fYPXg9kQcwCc3wCMABkhCTp\nNalgHpWWIBDmwO8nw0v50JgtVqn6sDB4mj4Ky3vgjr1SQKn1wIwecY8YNcr1qYtBZqPWmqA5OIwZ\nwH+lXMexcatFvxlWsYf/VO5EHYBM2yC3sp1V7MEZlOQ93wQ/mATndss6rPLnUNEI04a1nSjCZLDE\nZZxaI9LaGTBAcTbcvh+MOZBvF2ZD27ug9Up563+Ugq0JTq2BzuvgxEx4fKEAIUEj/HCROL4sboeq\nHPke5gFN/wQZh6oBMseBPhG7AAweF/iugdFpcGYpGONJhogRec+H9geoOQoZQdj2Z3AG4Vt7dCyJ\nj7L+VBznaBxTj8qYYwx9mpVYLEQgfIJ4rpN4VycGowGiUQEZotEL+iiGqzfI+PP7YdkyObBxYJ/X\n7wVEP2TwoBPf8QOUb4dMvyvlxJSKVKTiDRf/ViaDoij3AvOBF1RV/cJFr708k8HjgY98BF+al8dN\n8H4fhArA7APDGIRypR3CfB5QQbXIAq/vShiZBY5DYBoWtHrnVKjqE7bCcCU4jsOYBdL7AZ20ssZN\ncDQH/jQLvn4Ygll6cg7FuGuViHshH8NYJhx0SE/kjD6pkE3RQ6AHJgVksWzQvlLMImBIWA+tRTCt\nOSlSlkDSL45at6iTFw0nF+RxVUScDhVIVSKcCQY/nC6E8pDQMK0d4J8GhuPidHEyFxpLzcxaE+Kx\ng0ZW66IselplJE3Pc4Ux9pVKD2i1DyYNQqbBjFpWgqG9N0nZ27IFj9cjlRCNTho81oBl85ak8NB4\nIbHxbIYUoyEV4yJV8XhjxdOz9DyTp8GiKizv0XH1scsZJiYjbE/DOJJcsZ/LhnSnQihgpeChx+TJ\ny4iR1b4nh/98tA+DCi3vhfI/JPcZR9OqcUiLG4heg71J7psmFXQX9aN9dxn8Ly8cMkBFL7Bcno/l\nSfU1ewzKdotoJDrYPhvedw7Ck2Q7/yAUBEVkMqKTBKMjHbKjMJYNx+dA5Wlofze0HYTKIzB1EI7m\nQpoNHl8OldqxVHsAK+SdlgRuyAYZIxAohtAIZA0lq7KBCrCeA88kWNoC314hbgE7K2DHFPjyPvjI\ni5ee9/M2uZ9X9IsoX7cNstOhNwAvLsjGNDKAJx/UslyW6QtYtGgZsc6zWFqCBHL8PMMxTk/NEbAB\nKMm9no8tvf+SSv//VLwZxrrX5cTl1UCXy1m1wgQR1AbvAapdixk6sJ2MHS1Jlt8DW3H6/AzcuZHv\nH6rjpuMwu8eGOjJCXA8v5cDMPoXj2SpzenScW23HWD+ExQrW81CfB/N9AhKMGsQhoWxQWn5anMKu\n0WWAcRDC1iSj4UCRaCL47LD+rBQl0rTrLG6E3SWwqg16SyCnfSJzIopmj2mGtkUwOhtKmiG9U8ZE\nQqT6aD5UdUl7TsyeXLuYe6StSBcWdueKcyKaGsmB8Fl4tBpuOAqOfLC2QjQuOiYDOeDolf3EFMAK\noXTovk4Eq4cnw+w7BJSLOEDvExtMPdD0WbGW7VsCsf3QkQG9aSICa4rDk3NhzQkoHQFFlWPbWQHG\nMdhdLp85nnl62/vh63+CLpuIORYGYG4nNE+CqR0wUibOMvogHM8VsGZnJSzpg7ANzAbwz4LCHXKs\nli6IpeuIm/RE06JEh3VkBACdjsjkXIztgzB//oV1FUD3FxeSl3HdhfVSQny18uwBCgInYaUb9ng4\nW13Jx9w73pBOTG+GsZ6KVFwcKSbDa/jENyKTQVGUOYBNVdUVgFlRlHn/zPt8NoXAB1dRV+Llq9PB\nmwm/LIGuTmiKi+aA0gHRHhidDDoFlCAoIzA4A0p/JnZlsXbxWXc3w7EMiBllsjSMgr1PJiMlJmwC\nS5e0YKw/CDtMsAsj//Ex6HbDHavhqzfD39bI5JMTggMl8MV18JsZUP9VARggCTCoaLTJiIg4PjlH\nnCV8Vnnd7AMUGKhKfm9VBzX1Us2wRKX6oahyuZpITpCjpRC3Qp8OzH3i6R4MC8BgjIlQWBzYcCQE\np8BnjrBrvUoM6NfHWNtpYct+Oa9z/GZsZQ70+SUYDHZB3BMou2ei4jhuN5ZZ1RNBBKczSfVLPKYA\nhlSk4g0dVx+LcecuuVnduVv9hwADgKnmo+yeZiCoFzB0UIF7K1SeWW2V+1hi3I+7HzS4K7l1jwAM\ncR34VsgmcbSKP1LVdA2CqpMnomOwa5oI+PZWSVtA1CL3x7gR5vdBqB+erITj+ZD7BEx6XMTeXH6Y\n9X/BfgaeWABb3iWaPHfOhQEvxMfg9BKhYbdkQbRAdHZCFrCMweAwLHgc7H644rvwzp3CJvCUSttb\nlhFW7ID128HiASohvzGZxCXOoqKDI2WSPPUuFcC5dwmMqbDEK9/9a89AXxrUF8CCTmjOTur9jI/8\nEajuhxcL5N5++2owjkoyev3OPsxdcWqOx/n203ZumFRD3vvup9C/GP8WN5Oaqrk5/fvU3uQDoHaD\nl48dmjIREK6pedtUR89+dCNel7D0vC4nXpeT/i98auK8lXDhAAa21oDXi/+k+D8feeCX8rrmvORc\nL/3zz+yqIzMEZ4vh57NHeHYWEIPZPRBWVWb2QK8pTtHTQzj0kN4O930I5vULCNVWKm0CLZliDTlk\nhsIovDAZ1CGIxeG2jya/x4FSKRB4M0XTIZYPZz4OjV+V1/9YAy99Dv6+SFwrEhFHmJY6IFAkgpAL\n/g/0T4KMo7IOSsQVIyIsGeuATxhXAmA7DmN5sraJorEG9LIGSX9Rrn+fEUZNoIzJdzKpwu4YjMC5\nDPl+L+VDX1ysxkPZMOXHMOWH0PZeaLtJ2iZOWaG1Epo/DuEMOHanWHMPbIYeF1R3a4UdHXx0N7iG\nQDXKOk4XEQcXd6sIQ97ugVK/sC88ZTDtLNx7lQA5pX6wh4RpNa1N1lzGETAkWLKaKOWCNtF1GDKL\nm1mwSAAG1QCdGRDOUImbwWwopN8A5OdL+6mvC6ZMSa6rNm6EmhqGIy9e0AFh61YRXsVNwb4glfsq\n0f/hEXyPBTFsPcm2DS5OHPr7pRf022TcpiIVqXjjxr+NyaAoyqeBHlVVH1EU5V1Akaqq9497/bJM\nhpiiELPJRPGLWYJa13oE4fYHIMMB8TRZdKY1gz6WxI1GC2RyCwdFrKuqG8L50D4Pyj3QsRGK62Rf\nCSbB4VVgOAGOKLTahao41ydq6V/9LNx3nybopAEcurAscAOFQrM9Pg+uroe5CpT/TibxXgfkDsJD\nH4AD+cJweN4MX30BbnxK+phNeshaDWUPaudDEzmKjbN9iijQawXDLHHB0CEU31iaVBTsTfJdwv1S\n1cgdlZYIo6aAbkLheI7K4U+D7YyZuftCzGk1EotEuNMNd92xm+Fv3ET6PlmEUiD+zZe1NNvmeXkQ\n4XI9ralIhRapiscbM+5YrVwAG/7ZiOl0YFT51k83sWml61I723EVt551y0jz7Of0+2FwmfSeR3Xy\nYz4Ij+jhhqehJGTEFdWj7w0yNFVYCFELjE4Xpln2AQhMht5++OV86HPCESvM6hEf+wQA2z4PclqF\n7RYbBYMJvrUEPtwAkWx4ch7MmAqPjYAvBP/ngNzXzT1SxfWUQpECZX5gSGyL+xZB4CQUDoM5Lvdy\nnQpNxaJ/YwwlRYBVRGhu0CJPFGi08YIRScqi2WJRGdLLff2n86Ua63HBHR4BWxKlgpBddH70YYWY\nonLWCXljEM+AMTsUtIpA3jkL/HyVhW+fmQ7t7fCNb0BDA6PT7Fh/v4/ffKWcD978J362f7MwGBLx\nzzIZXqXN7JthrHtdTlzb6i5lMbjdsHkzvOc94PHw3PwDhB4J4jzbDnY7D1xl4oHbn09uP+79tat1\nVIVV6o2S1MZ0MhefyZL/8bBZBE6jCyB3P/Qsg6F+KOkC/1QYaYJJvdKiE9TJ2sIahsPz4PG5Ig4N\nsPI4NERFwLTNARUDct2FM+C5HMgGfjtLrsuVZ+HqcYzJxHUaVSCaJ2KnKtA7B44NwJJz0O6AkiGt\n7TMuj0EFIi5Ib9YcYBTRgOi5WhgGMSs88QF4Wg/Tm6Fxhgiyrj8I8/Tg3Af9QbHrbHaKMGZaFIqH\npTDkaJTjv3shfC4IWfvghdkwuxk6b4KMU5C7D5proGybgHQGVfQnKnvAFhVNqlGLtMX6LeBNlzH7\nUi6s9sr/w6SxPb60Dr7/pJyLUT0cLha2UsaotHT0zJX/x6kcKAhIy4lrEGb0i+isCng3Q/mv5f50\nCLjKkk/3jXYKH4P2qBf1gVugzEXJnG8RXDOb6M+2knkUxrbchG9LJdEzDRiMTnA6cW7aeqGdp9ZT\nS60HBj7v5ugXavHUuMXx5XLj8N/MbngzjPVUpOLiSDEZXsMnvkEtLJ1AYoobBGa+4tYbN9L7ZB3Z\nwO5S2FMMmaXQMAlaxsCcDboWOGeF/CgMzIH0c2DSgT0iCfhwFfS1gKkHZg0LOh2NwuSdmgiRCXRj\nYGtJiiPllIK3BTI09uSzk8R7eX4HVPZLC0b2cRgwQbsdrugVEcZrTgrL4Rt7RcxJGRBq35gDRoBc\nYEU/FDwn9LxrDkM9EP0w5GXD8QJY6YWWW6XylvOcvDdtUAAU4tDlkCpGphd8Y+DME5AhMEV83HuX\ngeUsGBrEQzuug0ETnJ0D08/C+XeqYIe1zRCqCDGpHuIRUa9a6YWOG9cQuHYe+fNn4zz8kiyu4PKW\nZm5eebGZYjCkIhVvqlje/eqJbvp77yX8wD243TU4NeX2C+r8idDap3J1dnauhoU74DkFxlaD+zOg\nWGA0ByzvhVWRInoCPozzrgKvl5CzlViVCD9azsHABgEZ7M1g1cN/PA3NWfCravjuU8nEIaqDrAYY\nrYLBKkkqJv8SAg5pg2AprDXCcw6oNkLUBvdlwOqHYeV5AXlXeOUeriL09T0u8K4HyzC866QIOAYN\nIgA3tUNYEInEDaRSXD4IakAqplVdst+oDgJp4DfAf78bPr8L7lkOG08KSP7+ExMBBgCz5jIQ1yT2\nnSjEMlTOGGBhGwzpoSEX7DEda46E2FHWz6ImP5nbtoHfj7XODzk59HQ/Dh4PH3OPAxjgEs2Cl41X\nCTK8GSK6ZtXElr/xidpjjzFmC+C7FlznC6D0BK1N/ey47RYWb6tj223rcVkKcAOe9y3Eo2sDiwWr\nycYuSwBrBL7lhmVeYSWezRINJYsKIQUis4XJmLtP1ggjhdA/C9p9YAjJOiY/AMX90GOD9bvB1Q2/\nXAc3/An2TZLr5O61ouc0pxMWdQAxKO+DjAo4UwJ//Il8nbhOwA29xoqMWoA4RPSgywTDEOTVw163\nJONT++H4MpjcDL614PoVfG0z3L5PruWDK2Ubqw9K/iBtqvoxmBmFNb+Fp4rgI7tk/J3/COT+GtJG\nwGqFdqtYV5YPJk93uuasYhiFL+8V8KEpByyVcG4ZYIHuVaBEoSsPcoyQHhGWRbsDpvTKeqnfIq4X\nCuAcgTlaoeZ4gTam00AdkfF63WnZLqjX9Ls6YfscuKEN2qdD/iD43w2LXoDfZcsxuYaEdeWvgrFZ\noATghVvAPwwZJ+HBSBdn67soLLRz67440Xc9jD1uQBdUSd/dBtd8hVBFFpgtOOuhjxD59QaUJdWk\n/dADeC7YyYKIlDrXbwC0helbbAymIhWpeGvEv5PJ8BmgW2MybASKL2Yy3HHHHRe2X37nnay+aB/f\nuA6uPiH9qMEPQ95PxXZotESQ9Lvz4PtPQTAqQMPOWbD0lND2Bi1a79908FdDOhB2gqVbLI8SHsre\nTbCtFT51SCpOzxfBwk557Zur4Zv1EFEhzS89vOY41OfDnC6pQGUtgxm/kc/LHpOJa8gE+WNJD/e/\nrhGhMmcQnpgC3/TAZ26EByPQuw+u7IRszRddHxOBImNA6LHeLCgZhD4zFMYgME2+j2v7xHOlotk8\n2aH+BoUlv1FpdYo/97lbwHpYnCG6+mHpfnh0gY2cpWtx3/h5ouuuxvDk05dMZB6vZ4KtmaduK+4N\nWy79Z78FF6KpeO3h8XjwjEs677zzzlTF480eW7de6Cd+ufB8YSNuR9UFYcFDe7eT2y+U5cOrYWQy\nlD4i98c5XXDvch1r4+W4jjTTcLWB6d0R8p+XZLx9MRimi2gcgBqDzAZwvCj32IMlsMqb/OyYCQhD\nw2KYc0Cz+dPBoFEEfkMVIiT31J2w7g64ww1ffB5sozBsBb9Rkp+nXbC4W1rWlDC0boIHW+WeXV8g\nwIFOFYadJQ65gSQ4ENTmB1UvIr6FQ1pNQw93XQ/pXVATgrvy4Nu7pOo6ZBbQYrhSWA6WHmGn6QPC\naBsPYLRnwLkcI/N6oliGVeJ6HXqdnsdLI1zbJN9XiUtr4IGr9BjzYjy/yEjUZiU3YxUfvPlP//z/\n+2Lg6J9shXvTVTcTc9fmzfDIIxDUdEemTWN4Upj0/T76jVGy1lwv8yEuASW2bUuKZ27dSu1fv8Tc\nUJwXjHCnJ6k38tl3w4/+COcypcWl851S5PD3CEOgNAa+a+HBFvj6CzLvq6q8fzAdrKNgVuCxldK+\nA9KuVOtJAlwxhCnhDAkj4NksmOWDnKCsCQYWgOU8HNJJUt5tg5wyiJ6CXeUwZUD0TABmhsClgqlV\n1kxxPbSaZBsVGWdHMyF3DNLLYWChVsBJuDOcgcr9wjYYnKM5RgBdJRAfkoTdFhFWE8gaTVVBNcG+\nImn51BlgTggiUei/NrleG8uHwYAIXroGpD3KUw43H4WpfgFBAIaMcKgMsgIwtU+e890C5b+UAlKX\nXc5VlU9jdehEA0vT52RwOljOyFg+UART8qGtAir/BmMKmCPQvxaynpLWqGeqYf0hOFqgo3rqcp73\nvcBCvw0CAWKREfRpDli1CqqqLlxv/Sd+TdZnfjahPeeSa5JL12AXXn8NY/N/Ot50Yz0VqSDFZHhN\nn/gKTIZ/J8gwB/iEqqqfVhTlx8AvVVU9PO71Ce0SEYtCXA+mUanW6wOwuwIWRcT66+QPwHqnWH9t\nq4L39kDXKGSHYdc6oQb+RQ81GnjgswloANCwACpPwbkPQ8UD4lUeLIBn8uUnboKprVDhE4HImSHp\ns/12NXzjeTivCIgxZIbsUWlH8Nkha1Qm8bgir5UOipKzLl2ExkJ6odwaAgIyJGi9vRZNv6FSJs+4\nUdpDYgCWpJjQSCk0pMOSMzCkyPaqXib19KOC0Id10lZhi4m9lXkUTpZCgQOsbRANwMhsqcBl1cPO\nybCkFX5bBe8+DkUhvRxUPH6pjd1F4EFtrZvaWs+Fv8fbgqUiFS8XqcXImzd+9ovNfOzWVxYKbHho\nK9U3baF2g5PaLXXgduMtUHAMgDMs2/SXQFY7hIxwIg9eLLdz9eko9cvTWPL3ARwRODwd5h+X+1oo\nW/qi226C4kdhMCQWf8F8MHVJIuGISmIRA3Q6SXRAEq5ny6RiGagASwegl/v8QDXk74anZ8D8Zkk2\nEsm5irTJmYKw4yp4Zlw/uyEAa1+C5W0agEESAEi8H4RKrlx0qQ+b4Kfz4Ey2WAeW9cNXmsHWntw+\nZhKngLhBKt7B2WA7Lf3hMQMcd0JuGIiBXlEoGFGIKaDoFXbOteFuiWHoGUH50CaGfftIPxnFG2jn\n5KcMrL96x2tPQl4lJftNNdY3boQ/XQS8uFwikunzEbKMYu5HLAhNJgJ2E/bZ82QbkH567bzW1rio\n/XU7dyyPcacHzqVL8vrMFMjLh5JyAQwcx6UFJ60RAmVwbAgOa4QigwYsrfAKk1IfF0vJIbOsMbI0\n/OMv0+AGrRo/ppf1yKBZxoNBTKXYNRVWn5Hfh01gtGlL34AwYGbENBFHVfbRY4OSGOgCcn37bFIU\n8V0Dzp0ChCmIvsi3FksbxvwucWNQYtB2i7R+Jq79qBVQpXUJYEQPu2fAtccAy+WtPv0aUDJkArNN\nmKbHl0EkBFceEhvOyl7RKVFI2saOb1dKiLl2aeu/Thfopks7lLlH2k6PZoumhaqxOwJGWd8pCLgT\nygdDt9xHYkbIjMDuaTDXDOfaYGaPCGamn5bClS8dlKUKfwa21DkZi46RdtVKKCgg9uvt6G/ZJNdM\ngjnj8STXTpcr0PyDos2F96baJVKRilcdKZDhNXziG1H4UVXVeiCkKMpeIDoeYLhc/N3tYkzzbY5r\nTR4rmmC4D17Mhyfb4LxGz33nKXh+NpQGIT0IpQcg65hQE2NI0p2rAQwxoKIDTEMCXOiiMpHbmsB9\nED6RIQn9rQelhWBuu7Rb6PrhC/tBH4LSYZngXYNC1YvqIN8CGRHICIu3edGwnGx7BCz94DgqFS/n\nUQFNEgBDXBH6pN+SZFMk/LcTAIMuLCyISCbMDkI4oSh2UlTLE+9TEbrwsAWCGQIwqHroAhwnpNXi\n4VlgP66jMwPqZkLcoOOpadIv+ugs+PpqFTUWw3DLh3Hml01MJP5Bz67f/8qvX9jNeAHJVKQiFW+a\n2PeiOEf4g/6X3ebMT+6mdoOUQmu3buDsytkUhKFuRnKbbevg0engt+rxW3TUnM/HMBpkaatfxNWi\nYh0XMWoL/1G5F8bikmw4tequvluU5dVpkqDHDRodWq/1WFskUbmmTRIEe5Pcw6N2EfnN3y3Hc3Uj\nmLWETNEs9oaNYNYo1+uPwHcfhk9ZZH741t/k3p0wu/Cbk99tpDz5e0JbZ7wpRlQ1sgYBer/TBFsC\n0LUuuT0IwAByHtIi4DgChrAm/qtAzhi8NBWG3g9OkwoFBehR0FlsrDoTRjc0BioMnvgjzdEhnnZ2\nCmhfH6Zh2z3/WH/h5V5/KzPUdu++9Lnrr4cHHgC/n/immyErCxwO+NrXsMf0kiwmWAzjzs3UsSA7\namCGBlY9sAgKQ/CbJbDucZj8C6mko0qbge05MP4RNj4Kn7CIPsI3HhdtDrcXLHYpHKiITpQ9rCXR\ndrjuTPJwd06XhNoZBH00+fzctuTv9rC2/hkQBsHCTnB0CRNHp7VSZIRAPypJ+pBREvT2DOgfEYAB\ntEp/GFBgVjdYwnLdqtr6JOhMLq2VkLRRJMISg3UnZKwmAIaoJbnfiAIv5iWP16jpmVyxD6oPydqq\nPF+OK7HSXdSufRbJxwTgkCgw+UJQ8ISwP9M65fin9mouFNrn2sb9+3WAtUvuB1lBsZpVVFj7otxj\nMi0QMYDjJflbFwGbHp6MFOLvNLHt9ndy8MHvwm23gdeLPicfGhqStuBam9KF4szlxtc/u+56K4/N\nVKQiFW+K+LdaWL5SXMxkaLh7M7Nrf4xO82/WIdQ/0xD8dC588kjyvUduEcum6b+VReaX1yTtGPWq\n/G6JysQWzIeeRVLpsvgg8xDELaDKmoyRyUJddBrA2af16hnBpOk8xI0wioAHiYgBoxWQrilOhDOh\nLywTW0gPY2bQK2DQw+k0cK6f2N4QRyzaEjaViVC1n1HNxk1FRJV0Uc1yOZ5swQAIG0V0o80KThd0\nt0NnOozZZIIPG0TYqHwQessUwmNm0OtxTQnS4LPjdULtljr8H34fTp1VKjMgE6I/mVQ0GHqpiya9\nxZ1OP9WVBZQ198O112nPuV+W1TBB2yEVb7tIVTzepLF1Kye/fxuVUxbj9XtxOV0TbNgaHtqKf0fd\nhc1tz++hvE0EdAtCEFYl+ckIyaI9YgRDhgXjYIxQqZ34wAAN96cx+6tj2M7JPqJW2fbjX4EHfgLn\n3vX/s/fm4W2dZd7/5xztsmxL3uMlkR1n35w0TdI0tErXFAqkTAud0k7NMgWGABnKO3R4Z4rL8INO\nB14ClGGZAi4UKFBoupKuUZYGN6uTuFmdWI43eZUsy9qX3x/3kWVn6QYz00X3deVKYh9JR9J5zvM8\n3/u7gPoC9IVhea/cM1MII8F+RCIhrzyVZYNNdDUnsQtSBs2PZxzQyc8nsw3GTKBUyz03M/dkGGP+\nJfB8TEzr7BHRfVeNgU6FWJlo2qPl8jzGEdnIqWQ3PJk/R8pFH77IIs873QPmkGx6+kxQkdmwaY+N\nq5C2i9dPp102XmdKIKSIfHB6QDt5VSVpNaILx4mVGDA+/Cf6Wu9l2uYIrd17eeWWaj56xY9ee0Py\nV+qKvi3G+g03TAUY1q49l9EAIqF44AGoroahIcjLg0WLZAN5ge7zC7UKMR1snQW37YUBm3gdgGze\njWZA28zHdXDKAcfWiKxguRdKxjUmT3k2TjJuhRELOHwQLwdbn1ynAzbYXykJEp/cD3U+aK+Fab2a\nnCcGBhXScVknFKbkuZWYRMOqmsThpEPzdNKMrSdXAnlM0gjuStjpzP5u/VFo6JfxdejLUPYYKOVQ\neAISJig4OZXxc3ZFtfVdWCdjMD8mvgfDeWKWmVZkzZPWQTwF3X8HlVuyKRiTo8DbLoL6AxL36vSD\nzyzrnu0XwWX7IFwpIEOkfGqKBkDftTDtmez/TzkEUJzhh5AJwkZ4aiHcshcMKdFE6YKQ1inEStNE\n8iHWr/LdNXq+OX6JXBt2u8SB33uvSHAy14vGZHhVOcQFxqLP557S2Hm1Ndf/RL0txnqucnVW5ZgM\nb+IV34pyideq86VLJMwKo4pMNrqUJC10WWHACKt6wHsl2PdIdnj6fVD3gLYR19yGv+oSPSRAu0N0\nhMGZQjcND0B6KZS7JZ+61i8Uw9KQdI5UnSDykQrxbUAH4VJtEtQWkQXahJZURHpR/ZCW466HWCoL\nGkT1cPSDUPZnUBfJOVY8O3Vhm9Josuej3L4yC2a1S5dhdBkYtIk4LyGUSoCgAnYv+G0Q1EGFGU6n\nwBmDl4tFyrFpJdiTOjY9mYSLL8Z3y3y+c/xxPhGEHYNhFhZW0PCZn0+J5cqYtgHnTHZnyyU6Ntqp\n3XSBDqfbjdvJuSkVZ0+oD4qR+QAAIABJREFUuXrHV24x8japSYvfB362gUeOPIJXL23HX/4+yR9+\neud5x7C7UdJnui63oMuLYOkVpli/GSr9Ytp2oAIWmG0YB2OkzUZiDtB7gwxPg9AgVKdkwz5gFdO4\n3hLos8OuYnj/cTg2DU7kw7WnpdP7/Cy4sh22T4fLOqdS9jJAQbRY7p1qHBIW2bjFHOA4oB2nk6Si\nPj3kz4D8Ngg7BbhOnRaGGmQ3Su4ZsLgf8mIwbszS1zPA77hNdOSDZqgZg3hajzmVIK0o6NJpvCYT\n01JR1PhUUGTcIF3rCcmFKvPXzDHoMWtePEkwlMtnaRoAJQ6KqqCm0lBZCfn5hD+4Csu/N+P7gmw+\nWp9/iIad7a/9nZ/dOf0LNN5vq7F+Fph+3tqwAdraJjaHyXvuQXe+96fNle6vr2FJspQ/bNnMRwbh\n+/Phrqey3+1QDeiMgFfMCqv8Yl79tUvhM/vBWCtrEFM/2F8RBk64AoxnpIESmgWJEwJ2hRbAd0rg\n7m2yVgDZmKcV+MUSuO0YvFAJzhFhXCYVmBZENA6pbPTqgUpo6J0KBmQ24yk5lJPTYWaXrLO+5hJP\niEwFDbC/Apw2yO+AfdPEh6V+RNIyzq6oDRQD9KwG/R44VgZr22AoD364Ai7rgCs98KJTABrfEohW\nyOeSsIpJ5GRfrVHNDBJkXaV5paIiDSGd9rcKjDRAYav8bLRKi/NcKI+z9EHxQRl7pSHxctnhhKVD\nKmazGeNwiDG7FUsyxNEiE4vOxAjWprF5xF3zdImOWdd9VNguLS2S1uV2y3WWudY2bZriwzClAfM6\nvRY6OprOTfXR6rygxX9Tva3Geq5ypVUOZHgTr/hWlEu8mfLUlWOPiKYu0w2qiQrAAKDfCckEVA5k\nmQEpVRalaWBll2gJI6pEEaWRxW6kFOwBkTCgg6oq8JRA6+ViQhTVulYqokFMp2QRZ+kVF3LraQEY\n/Evk911/J5NS2iKTexiJykwZoPdaiFrB+QocKhCqnoJEP2UqCeyeJt4MnkKITgIYoiUQroYeBwQX\nicRjsAHGloPpjAaC9MP9c6GtHNqK5XEtZgibYc+dYKiAIYcsxte3yUqi9cwevvvc71EHVY6+EqA6\nUUVDvyaPGBqSiXEywDC5tInP1TDVkTyRSpx7rFZD93xaEiq0CbTJ1ZQDGHKVq7dyTVrgfvLj97Pl\nW14aInZa7/XTc92lFxzD1ToHADVrv0x6r5ndYyJVaNPkDicd0P0xB+YZF6FiIFgcJB0Kokah6CRs\nmyGSg5eqId8MRXnw0KVwxQj8625Y3Q11g/D1XWL2mFbFZV9Ni/HbvmlTz0dFtNKh6bKRD86EaBEE\ngf2fkvs4SAe40wHJNPy2CKJp7V5/PGs4CXKvz/xtSArAENXJ5goE+E3oYHC2gBTmYsAMtlSCcU1W\n8d1VELZGGc+cY1yAY5Dn9Jlhf42WEFQMR0vgjEYn79ZLnKFpGPJ6ZG7SqaoADKoqE1pBAZaDXmhs\nxLbXD243DbGi15ZJZHTikAWVczTsbN1/v7B3tA3flAXVeT5b17/sxPHVR+kyg2nIxsd3Z+d2gMJu\ncJyCgBWiZNNR/n6vUPMj7ZqhYFq+51AIAl44vAK6Pyzz/9jfQnAxBKsFDIgXyVoC5HGxfGE0kpa0\nrJQKZXGo0vwW1LgADEGDrD3mDcpaKTrpzXnXyd+q9mdGn/g3xNSs9DOtg9ZyuY7nBaHLBhYVruiG\n+qgADElEWpRSs+POFARCYOmAohG45LgwLWwxuGOPAAwAL86EuAUK2yCvXcZ9WoWKLQIwxG3QVQin\nygRAyZy+QvbfGUnEeCUcvQMUPXR+WtLJCnrAPAq9tVC1BUxHBEh8aAl85xJhidSNKhSkDFhqF6Az\nmTEHw5jCBub2p9BdsppktJiuhTXo/vVuZt30Ke0icMGqVVlZTUMDAL51FQJEeVu0ho0LPB6a3E3S\njDl7LE4eh68nbpbXKU19nc+Vq1zlKlevVW8rkKH+iJeeGokdS+Rp3f4U+OfD0CooSoA1DPqkdKHS\n2kZ/xCaP310jpkB6PVQGYcQKw2Yo/LP8XvXDkAHix6FoDG54XCYkqyar8F6bBRr6l8m/jQHRJoJM\nbIWHYfqDUNcsTtAgQIWtV2iJxiMw8h4wdknUWEqTaSgpiV0CibiKGMUU0jkqLsYgCPo97wH9bNh4\nNXzXAQeqIGqHGb+WxcFIUiZ2p080z3FV/B0Wl8EsGxT3qswKQkn9xbjmXivAgKLQ8Omvsv62/4/4\nmJ9VwwbWbPcQHOiWCWfLBYzBMj9zuwUhX79Rjt+wAZxOzG0IOLFhQ/YxGkqv7/JkF60ez192YeQq\nV7n67yltvLqbGuX/GTqvVjcZlwLQcuOqCz5F/b6OiXFePhjh4l4wBqE6IO7tliQseKZQjiksxBd3\nsD1fx8Ei+NUS8DhgZKmACdYRAVFnlULeGbCOSTcXxAjy/os19pgG5N/5ElzcN/V8xuoh5JR7bnCm\nGOiaB8BigmU/0o6pkc1SnabrvsMNwZUQnjRjRnQwroc904SJUeuXjumhcpg2LhK6hAkUP/gsEF8C\n8X4o7waTph23RyGuKHx8vzDrMh1XkIjMoEEeq6uDZV3y3lJOmD8AehXsZpge1GjjKoSqFcZmw9g8\nAyMzK4W+/973wvz5QuNvbsZwtbYp3r37Nb/+iXo3Agtr176+4zZuJKkopLXj04pCUlFkAzmZ7Tdp\n7FzmAaNzJiWjsgboswkQoNOu2zIDzA0AehgySTIViC9JWoHwoDQtohdBfiHMfhlO7BCQIf+4NEzi\n5XCzW8CnjJzzxTr45kUCBqR0koBVHoT2KkmlABieB0En5KXAoBOPKBUxiPbcDj2igMR7rayLVKRp\nE1VlM79qTM4taYaFQSiOw74iiA8KuKfGgXFp/ugAVYFUWnwR0kgjqKsA7no/WBPZc7fFxVjbPQO2\nOmX8PjQbOvMhkARrJ1h2S1KNrwa6K2HQorGlkPVTRD/VDyVkELCjoBemvyAsirofgfkYRCsh5IDn\ndCKhtSJGkgrCiF3qhZKUGV04RvLMaZgzh0R9HSSTmL9xH+zcSdHMhRxbM1derK0NvN6p1wOIDLWp\nCX+FF9avx1WxiqYmt7BCnc4seJu5776GT4Pdfu7v3R43TW55vQnQ4kKVAxlylatc/ZXqbSWXAPBX\n5VPYGySFINWjCZFPGDU9YaZSE88DnmoossG2CrisC0LD4FchUgRLT0LvQig+KhNQnkGLBtModWkl\nSzUEmWSnP6iZjCGRlotSsvBNqNA+BwZCsKZbvBJU5Hn1CWErpFNwuA6GUgJ42CNQaAbHJB1gQhHw\nI66Dag2oSFpgdD4EFgpoUBAF20HpCOqNkqsd1sGOGXDNabjbBf+yXYCU3jxxr9alYGwBoOqwe+w4\nEgvh0CGIxWQReuIErY4oi7pi6CxWgjXl2P7zgezi6Gwt4KZNE3TSJtw04cLb1sKPNsiGY+PNm9j0\n8MbzUqj99Wbs7cIn/p+k8OXqrVc5WuVbv5rcTUKBPlsLnKGBnz2G3W7ZZGUAxJMnSXm9KKnsEj9D\nVY4YVEZu/gBWtYO8xzow+AOkkG4us2BomRjRgtCgQe6PtXtl0xItgbF50N8i8Xuz9NDtBG+3JEgU\nTNq4JzS6tIJ0TgsPyX15wAAWO/iuFrq0uR1C9eA4AmdsMN13LiKfQkz1Hl8FriHoCIq7/ekiWNsB\nY2VgHJKNVygPTOWQr6kTlDScKhQwIqrAyVKoGxGJxbESeR+WOJSNy/wxUAw1QHotBOaA9Sj8MgJN\nf4RQDArj4kPh6CrGb0xh94Vp+uFHaHrYK13TzHeyfv1E53SiM/o/6ED/Th/raUVByby/yZ9tY+NE\npOWur9/A6n95VL4PLbowdfAgYZuJEaJUB2Xz3mKBOXOg/EVIxAUU0AMjdojVAccEdDqwEq7YDV4D\n2KeD/bC8ZNQBSb+WLDV5cWSHl4phezVM90ssdoNXvArs0UnvhXP9ElKIfOfkx2HZj7M/Dxq0MZqW\nvxMlkhwxhHhRZZIhhlZCW78AeGkgpMkcxjQWQ8oI9t3yHsIGGRtpoDgCHQVish3XBuKRUpg9LDLR\ncDF410CyGkp3wLMxAe1qRmW9pACOMDiict+ZLNPotkFVGE5dI6kVpTvgVAHMPwWBagj4oHosmy5x\n57Vw107NPFKnA4OBeJEJQ36FSCAOHJC4XlcjtLbSs38bVc/+WVJJQLpca9ZAczM+9yb8MzRJzmOb\niQx5qbjqLhwu8bWZIpc4e6y+CSnT6/K/ejf5r+QqV2dVTi7xJl7xnSKXAGj+99t5z2eM7KyBgRro\n+xwElwtjYfLH6quRHOlHrwTLfLAegxmvQKoblBUwkA+1FkHbi4fEObwgJgBDWhGfhoQefrVANu8J\n7eOzt8olkpmzV/ZCWKPmGpNQEZDuwKgtO0HrEhpir0kiFncKS+H3CyQb29Ev3YyE5k6uT0N5OAsw\nAKhhKNoH1Y+IaaXHDcY2yGsVgAHk/e/XqMEqArw8ci00DEPxYZWSfTpGQzpq9y7E0V0iG4DFi2H5\ncnHJ3rwZ/5I5xKoqYN48grFgdrJxueDpp6d+GX4/7kYXTbhx2p24PW4xi3RDEy5OXDL7HAr1sa/d\ngGednUiRHs86O551dip+8d03cynkKle5+m+sTPdrogPm9EgH7GzAsalpgiI9US5XtpMLcMMNqMrU\nOSiuE6pyulpPwbIqIg0VGPwB/rQaTl0Gloh0ZEeeAZNXIvDsBwUYmHYUQuXCFjMEofw5mBuDa09B\n3QkBb4+Vajp17b47ZMneH1No/jVp6azmA4W9sLUNFFVYEfYT8vsZPhibBoGK7LnHFBgvg0K7mDL+\nGbjqtDDPXB0yh4SWwk+Wy324YBzMffJ8SZP8qQ2IT48jLqy8kojct1+ugkvPwKhZAxvssNgm76tq\ns5jQzfkvWL5bZHwZSr2t0wSpFCmrhWMFMZzuVtyRYzRHWsSA0+WCzZuz3w/kWGR/5UrBFE39xDhp\naZk4ZnTnVmH3NTaCzQYHxTzAHIxSqc355n5ZRxTvEtkBNgiYhRkTmgvFZ+Anl8B/roGXDRL/OGaF\npE427aQ0+Yzmq2DWrpPwYnjqPpHbfHWHmJTe3AaLBrIb75gKQ+WQtMFYAUQnpTz4LTKmCjW/A78x\n+97NSUg4ILgEgrPE86Qos27SwAubB7bWivk0yLpJ3wkDuwAFpv8aCtpl7ZQXlTVZseZt8vn3yfgw\nJ+XPsEVAiVQarENQsUvzUwjC1QjT4Ik5Eovr9Etj5sU58HL11O+svVhMaPvaYKgYhsfB4oOffQQG\nTHIvGTHDk7Pk+GvaNYDBYCB++TJSyTjdOzcyfJOTsTvXg8WC2+WUMbZxI1W/eBQeflh8F5xOuPVW\nYTS43Tjcfmo7XdR+pgU8HqY9EMGxsVkaOIC9e+iCbJhzQMLXAQys99ov/Muzr9scoyFXucrVX1hv\nO5Bh4633s+WFSp5pgCetMONXMLpIUPMM0hwxQNwHNgUu0SZdXVpiJAesQrP13A6jS8HzCRipg9KI\n6GZJa/FFaUgUw74qSDohrU2KtiPZc4k7xDPBsUfLUC8XACClh5+uyjqHG4CgCZSI5t6sTVyf3St0\n26QOULPa3hGzuCmHdfJ+MuaVMRV041C2VybqQo2OG7DAszPhnislrrLJBeXIeZSUgH8pRPJTMvnZ\noCV6SuIoXC5hIjQ1TVBpXZEKknkWPLEBtmxYR1OjE4+nVSZNq1WO3bRpYjJyNbtpcoMn4sXV7CaS\niEzoBUPfue+c72/u3Y/i3OInUqTHucWPc4ufuXefx7k7V7nK1f9qZTxTJnxTGpsFMDzf4vZC3bPm\nZhgehh//mHRyalxO0ga+uQVE9z3D0AdL0P3mOTy3gxIAx14tghJo6AOLN2uMmzJBMgqPlMKpStin\nQCwiUgoFIA1zDmgsNIuAvynEkPFIqYC54wawnsoCu4awMAHGVQjlw+gsGLhc0ntOXy9mcjYNDAa5\nn+cPiNHckjpYvBp6VmrnB6RNIoNb0ymg8a4aATUUBMA4bJeO6oFKaF4i88ZpO7zghJNFMGyV872o\nTwDn8Rny3H3XwcFi2LIShkrEULi9QUyIDStccMstFCUMeB0GGlq9uBZeT+O6u7Df3Jg17szEKzY2\nZs18cxuKv0rp0ump2vnMvyMRdn39Bv60TjZ5f2p/iF2fXJp9oAopKyQLsg2NkWIwjcHJ9SIvsqmK\nxFDPgXGLtl6IAVHo00FrMQSWwPCoMBd8ZjhcKs8V0cGLs8D2Cjj/L6hRjT0TEBDhYDVYYiK5oVBi\nF5UE5AckthW0SOyEvO7MFpFEFGhpE16b/N48DAUH4fQykQa1OKZ6OSRsmi/EdBlbhn6gWLve2yFU\nKKCBokV96lPy+JAK60+J/GHELGOnPiDnHNXJ+zSGoGwn6D0CVPhNcOVpkRZlojjXHoPFXknyGMmA\nJzoYKYGaACjHxJti1ABXGqH+pEiY7BG4+rSwIiwJQK8naNGR6DyCasmj8r0/ovj3Hvb9tFlkJ83N\nNG1swL1ZwALcbmEQuVwy5iKR7Jhzu2lfUU+n2Ym/wk7TpvW41wvbyF9d8vrutZOkq69WDcdexcj0\n1TwfcpWrXOXqTdTbDmQAsP345ywuuZiaAOgtULJXfh7XKAYGHbRNh/4roGwbqCH5/b9fBb9ZDPtD\ncGyndAr6d0PlLokhijlkERjT3JUNA+KAnArDgEbbO/hBQBEGxNAa+NG6rAnljlJoWgl+PRy1wE8u\nyrovmwwSS9lRAf+2Uiarn1wk4MCmi+HFGvn9qAZAmFKiVVaRxYI+rXWsFDAdg6/8WUCHgnEojOm4\n9hTct8uGPilMgn9wi1zjxoegeK/CqLmA9nID6x9N02YN0moL0opXPpjmZolS8ngI48U2EsRZITrC\npsZmnNffigtn9gtoaDinU+OJeGlyN+FpcE5o/l5NArH9koV/0TWQq1zl6i1cbjesWwceDwfCHfSY\nE4yYs2yzfguoC5303X0PjgdbmVF3D4ZoCueDsKAHLFG556W0ZKCMU3xcgcE58FIN3HIGynugrAZM\nWkdVAZ6vgzs/D7EiuHeFgK5Pz4bjJdLR/NViGLTC9hmiC2+pB+xwLATtRfDMVRD0wlNXQqAQ8gch\nbxRCxRC3y323KCJzQMoKtnZY/FMo2w8JM4zmgS4Ce+IwZxiGa6CzEIbnZIHkuUPyvqr8ck6tFbIR\nChngjB1+dDE8sRBeXArBOhieD9t+BZ3LoH8GdFplXgsZZXPmC8HIrhcYeel5Wu0R7FFFWGXLg3g2\nN0usaGbTkGGYOJ3nfG0+n/u/42p4d5bLBf/0TxOf8+oHDnBd/a0AXLeuiZXf30ZIF8RfA8F8AbKC\ndfC7BXLNOkZE9tj5CowaQQmlxcdjH+wo1rHGB2NGWHcCbjoDa5bK+CqJQN+tEF4AiSKJmQwYYM0o\nKEYot0j3Ph2FGp8YSg5oBqQJKxh9EPbJNQxaTLdJ1iJ5yax8VEnBwXK4ey0EjXCPS4wWFWB6i2zO\nrQlp7IQq4eFPwdeXyzrrS7fCzjKRf/yuRMbaK0b4Q6MkZKQmrUxNKbCm4EOHoCwkY09RoToEYQd0\nLYKSFDxXDh47GA1i6pqHpF6Mz4YOrYE/ZJUxUxAXOdKwRQCF38+Au66Cpyth6zXQf7uAhP4lkjjR\nPUMMWK0xGbujaoJoLMJ4uRky4OnNN+NqWE9TixlcLprWbxKfqkw1NgprxeudCgq4XNSrJbjWCSDh\ncrrO8VDY1LLpgpv+iTH7aiyEN8JSyIELucpVrv5K9bbzZACEavjkk6Q7O/EvU0FVsR1KiFO4Hgyl\n0Pc+CO4D51HI10yTMjFFmbixSwOSudw/E6pPgzEKvmngT0JsBB5aJJ4OaWD+MHxyD5xYDPkKlHVI\n/NnZIpTRGvhOPXzFLW7LkyuF+DakFIlfWgyUnxIa5IliWDAgQIMjIotXQ0g6C+O6rPkRSDrGvkqY\nFgKdAs54Ae6iAK4zKo/Xp8jTqVxxVDi03qvBVnIx+Xfcx8P//H7uujJN0/MJ3E7w11fjyl/ExrAm\niPR46Piqk9q1zROuxk24spPOunViApmpSZ4Mbjy4cNLk9NDU2Pya3+/r0gbm6l1ROe3mW78uCBpO\nirU8pzI/dzjgscdIp9MklSwjwT+3nOKjAnRG161gtGUP8UqoOCE07DGDdBdDBtg5HdadgrYyWDgA\npx3gKIHkOBT3nnsfBoksbnKDt0DM7dSUbN7u3CXnkBeXx51yyHwQNgjIAHDlKbh6DJJDEF0ItuNi\nKBycJvOBKSJss6IeMazLOwnGcZHYvTQNVgdF4rbXAal5EO6DJQEIBKC3QMCHghi0VcOyTthTCSt7\noN8KX74a/u92KB2XYwaXibzO44WKBrDuA9sorL0NtjwJo+MQztNRl++EBx4AoPUfPkTDig/w/NBO\nrkrUiy9DJiYvs8nIsBk0rwC4QPzdq33Hb7DeNWP9bL38pk0TUpVdj/4Lq5sPQ1TTEESj9OWJLKDt\nW3CwGT7UqUVBbpWN8pJXoOtzt+Ns9YDLxddav0E0EKd6FG46Au0LYN4hkRFkgKwhM3hXwGbgk/tg\negAeXgCHKsSrZNGAGDZm5DaZMRRR4ZXpwnaYNSSdezUNQTtYx0XqE66AwnYxUxzR2EL2iMiF4lb4\nw3UwdycUj4u0QElLzGSyEL5dDV99YWqHKwk8+RlY9bIG1inC3jSnBOQYuAIeCcNndwgDQj8u5/nn\nL8DS/xSGhSkp70FBWKaqT8aoMR+MI5JKFldgME+iOhUgboTPXwWf3Q0dDnjwIoXPtaTxXmRlRUEI\n58/lPHuLFCpH0qSBEyUKTpOZ/R9OMHcn+FeayPeVU9JmE8+Tlhaa7lpF070tMu4ykiSnU64Bo1E8\nsCYZg7qbGnE1NbNlwzrW3Z9dY2XWSc2bGmnc2HzeS23KmH0tP4X/QQ+Wd81Yz9U7qnKeDG/iFd9J\nngwA3H8/vgPNeH5zLRiN+P/jo+xYo5OFowLRUijaDTUjYIhlv1JNmksaWQwGSqFkGJbsgOAYGBWo\nPA7jYZg7KiZBpOFbbrh1v0gdnB6wJYXd0F6cpdzFVG3xOQIL++FwBbxcCQGjTJiBmQIg6BWILJTE\niqpTIqUojsArZYKuF8XE1VivdcrSirA19lRnTZcOV0FxAky1UOOHeCDAiSIYMaa4/gRsK8+aq5Xu\ngPxnTwNwc3Iezd3L8eYrNJtvZvOTNv7u6R7CYQ/hPzUzPPocbHPT54rg29Qo+r3JC6WKSaJkkO6Y\nNmm5cMrfrsZX/erekMtxrnKVq7dEXZCVdPbm0+2WjWtDgyyuDx2C3bsZuqSI0TkQtMDoEjj0wyWo\nP7xLjl+xAmVbK6YQFPZLfJ4jDDMCwuIyKbCjTp5+/gDErJLk0LkYHv9U9qUzd72EApvngM0IY7PF\nYDcjpWs8IDKErgL52f4KsIfhE62wYY88/jvPwRVdQqMeuB363ytd3aQJjGOw+29gZByKe6Sb6zic\nTYvQxyBigoN2uYe3LYZpp6FkEaRmQP4iqJ8PzAWDHpb1yAYu4/1WHoKfPQYzfTBWC9+6RCjwIGlB\n9lbIH5K5Zv0RiAaki9zsMtD65Xp82rH+D38AnE6e+ES1ULObmqayGTL39cZGQLqhHR1NAHS4G+no\naMp2SCfPATlZxeuqsbHWqZ3jW2+Vz/7ee1n9WDcsXSobUKuVrpsULNNg4Gox+VzwcTh1PdT0wYk8\nmH0cgjo4lniEI5E23I0uxkuM3LkTqqMQWwAr98Era+HZn8lLHv68GKLGnNAYhsI68L5X6/jPhN8t\nhP+4VOJW718hBqaZZIdeB5QFYLFPA+IU7doeh+FKwACpfOjLE3PFFb1QqAEMINf9tU/CnCFZ5yjS\nByJeDtZueE8vjFuzEa9+kwB9nYNQvl8DCtLZJo0ah9JnwKX5ZenHtbGuwvJfy7oqphfZRFqBwUII\nlkDPxWJ2bRqG7nxhcwCUJGUdBfDt5XBdu5z7xV74aKeR5WMmImtuIhooJ2qTBV7FSHbR7hxOkxwO\no2yGl1cY6TxaTkl3dZbhuW4ddneLjLtM7dwpcadeL+zfD48/LmNvSDwX3HigqYmKNesmHuL2uCfW\nS85WzznrpSljNjNecyyEXOUqV2+hensyGSZV390rmHbFffDII3Rs+wF2XdYVWUlAxxAs6T+305VR\nByet0nGKqZAuA/MQhHSgs8J9i2HmEHz0qCx8UcThGQXC08TzoGcU5g7LpHfmdvF/sO6E4ylYdEhe\no2Qckkbw6cGRAENcFpbnc2+OW2WSzlTCDP/2HljdLikal3bBjumwqheOfQzmPSAUwCdnS9zb0l5B\n9PUpyYxfkALjiJ6iugXQ0IA36MU9dpib+0th/XpG/ut7FGGBWeJqNFzZTXF7kcSeZaqlRQCGDL1W\nczD23lFLxU865GdvECHPMRlylalcx+MdWi4XngYnxxJe1v7sRYjHOXwxLDygwxxOZI9zuxn/6FrM\ng1q8nVZRVfxqVDt8cyFsaAWrKl1K799APB/2JeGG70DhJKnxyWIoK4dCzT9nz2xY0gVqBEgLO6zH\nLs99oEQYBDUB6QAfKoV5Q7JhSSyWjdpoA1RozUVbO4zMh5I9kLaCLgTfvgz+cbsmd6uHoq6p93CQ\n+3hwLhTuF2S/wy5ASUpjdnQWykYnDSSMMi+ECuB974f/GIBQu3SWExZQUCkeSTHfZGOPw4DiH+Xp\nNfkYrlqPfW4DG7f4cTfYcR/bQth/DItXQCJXi3fqfVz7jiZvTDo6mqh9kCzbYTKo4HJNpV2/iXq3\njHXfF1w4vuueygLJfHYZX4zGRtynnse9wMaqnR5mvXSckXvgSweg+VEYXwiVB3XYLCo78+Jc0ZHm\nuYsUnpstT/eJrVAxCg80wD+2QNoA3/84fOg3UBqEsBlGFkOnF1Z2iy+IqQBOqXDKDv+2Va6zETNs\nmwEfPJ7tOsXULMPtXJQlAAAgAElEQVQBRDZgOwzhWvFSyXRu1CAo3WDWnf+aD9eID4OaBP0YWLvk\n/4YRWYPpgWgR7LgdnuuHT5vAdgJKXpq6Nkop0LUGZuwQIEFJw/4qmBuGrUVwZafEyMYUYQmFFgFz\nwPmggCSdhZI0oRgk/jxWBOYuuOIW2PZg9lxSioLu6mvYUg/rHt4rSRAJuVclA6Po4gkCJQXo9QEO\nmnVUfNBGbeJWuPFGaG0VIM/tpmnzRpp+cQYKCoRBBBJhmUoJk0FLmmi9aiGbN1w1cZ2cncTl3rwJ\nV6s/yyQ7a7zCBdhHF6q/IivpterdMtZz9c6qHJPhTbziO47JMKnM/3gfuN20VkBziWh3FaDDC31e\n0bo+M1N0gRGdoOYAh8sFPT/mFDpu1zyZBH9xFdxzPXztUnD6oDQspkOATKra2th0RqQWRRFtYahC\n4e9BfQpG2uEFK3z4w/Dnarjq43DPVVBkkk5XXJtzgjUCWqQQk8fueZDMFyNLgGAtnM4TgMGUkEWs\npxAS8+DExwV06P47MNfDJw7A1ma470UVc0qhaTus8UNJv4Jhbj7ha8VIqGLNOm5+pkdQdLebQGkB\nlJaC04lvvRNrzRq4776poEFFRZZSO8kQaMzcmf0iXm3iOk/3KxdZmatcvcNr/XqczgbWBSsIzI2T\nUGH2aCXmT3z6nENfMZu5Zw0cuEI24M+/F1o+Ajvnw69rhNX179fC71aAox1O/gGs34Zb750KMACY\noxDNaMwVGI+KMbCaFg+GdB6MGODnF8FL08Vo0VMorLPFAwI+jC6DoRUwNF2o4UPTITECXgUKzsjE\neUAzY3yiTv7vLQFjFwQRzx2AzlLwVYvMI1Ah4AXAgw3gvVa05ykkZSiF0LmTJvjeMnj/9XLsl8rg\n7tXw9ExwnVSYZYQFfgOmRAH1fpWLEqXUDag0NbnxP3A/ACv/3MqnZlQQWenkzjE7ge7HpXM+OfHj\nPOZudvuk/+eM4N5wjT2xCd8XXIAADb5HmxjbtGGqRMXthuuvh6Ymil8+yMavPkPdruNUBKH6afin\nHcLimf8S2KJJ1LEs8rb829/h3w6Wc2UHzO6H/Ag8PlfWPGocvvBjSNgFYAAoOgR1YTE9vKoDnqyX\n1IfBwuxS15gU+UDYnm2+hPMgapN/R4tFEoRVmJq6I8Ke4Zh4l5hjMKzAiDGbNvHgYggqwvQxd4D+\nCOhGQY2JdEGzzyIFbHWA+xAoUXixFVpH5LxSk2I31TSkMjHfmllrlQ/0fonD9JWDcwTS82DLl4AF\nctyef4B9LhgxCXshoMg5/KQU1n5UwIv3NEojJ61TSOvTRDtbaegeEYAhFhO2wYYNxJQUXmcpj89K\nEtOB127Av0fPFtppf/ERSdvyuGnCDevX456ewu1uFkZDe7skiej1EI+LrMLvZ8Z/fV2aLU7nOUlc\ngHg6NDXhtDsvOAbtdtdEGsVrVm4M5ypXufofrLc3yOB24/iumxcevIdHX/gBTh8MOsSHZ2k/VKpw\neRdcOQA9+ZIHbdPckAsSUO+XuKIjZZDukSi02dPgitPw6QFY1C86YOtZoFBfmehq40HpAvjNMG6G\n2CIIXATMhWU++NqLsOkS+H4QCtZCoB76r4Why+V5rD0QNon2eEc9tIchZgbdoHQB8k9BbQJmj0qn\nraEfakdhZRvM+5kg+s4HobBNDCMTCpBMQVER/TYV06hKutBK/vwPYJnWMKG/bb97A96dW2g1y+rc\nG/SyxebFY27FYnFO7bx4PFkH8leLO8uBDLnKVa4m18aNtP7ka3Q+9SD+BjAk4JDay+OHf3DOoTMc\nEe552cxJg2TWLwpBdR44gvCxgzBeDXedgfXt8PgcBbVKxboMtl6RpV0DxG0S/Rvuhf2V8Ngc+fmZ\nQgFpt8+CUbtscm48IO7zi/tlk29GJsS0Dl5yQMWzULIfTINg3Q5WLVZYFxIfnYFC2Hgt3HYAAna4\n/Q6wWMCkbfASZjCF4YQDZg7CHiN84zI4UC7A9hNhGLVCuFCO77MJRVzVw8a98Ojjstl6qVnhpT0L\nydMbiVlNpJNGjHPng8VCRdxEy/IKDlcaaWp0wpo1NOHm5c80Mu1vm/lAr5n8/Aa2R33yIpl0oPOV\nNp9OHHf2xvgss9+cdOLcyn//xonP0PFd+TzzqZ8K2jscQp0HFp0YI7YUevdvBSBx23qu64Bd01UU\nRdJOwklY2gc+s8LAh/4R/Yl+Egq4GkXmAPLvbdPBtxjMC8GhmV3bQxCNi1dD3AF6H1SmYbpBrrdn\nZkqDZEWP+JvEzeCvgf7ZEJgOp/4eTmuSpM6b4MQ6aJkFBjM8Xy/Xeho4VgJ5hWAplOu+sVXWTacC\nMF4DSglEqyCsl0QskHMPGUSmsKFFklJuPwAlIxCySirWkBk6imCfE+w9ssbpKYKIWaQcEaNE1IZD\ncLwUOA7OZhh+StgOC/4Llm2F7kKRuRZGIZYvzI9nfinn8dgzOr7SBs/+x2KCjkKOzqjA6AOCQQiH\nic2tgs2biapp/PUp5q5KEi2Ai2xRyktMXJ5XQf32NvkenC6acOFqduOqWIWr2S2shSefFEbDLbdI\nU0eTKfn9cq28lszUaXfKP84z5hwOVzaaNle5ylWu3kKlf+1D3sKlUceu9HhY8PgvOFqQptQHaOup\n/nrgGKTDUBsT/4NMJGR1HAKLYdUZOFoP+nZZYNYeheN+mHEaTJpOkUnM3jRQ1SOT30EDVBnEYdmR\nAl8/LE4Bh2GhKjre64/JIvLpI1BxG1z2c5h+Qih7agTyQvJcnaXwiZ3yGrFyiE4DwykIV8LAKFQG\n4OQd4NwhHTaTFvMUt8rr5EelMxAxguuAj6pR4Tqq4SSJX/0S/a9/DXfcAV4v3WfacC10UeFyEX3v\nNZhWrGZdsIKx3xyGtWQR88l/Ji0qvXfUTrAYTn5epfh0GUVPes/9fibTbSc/Z65ylat3frndVNQG\nGVslncjORqgJKyy44h+yx9xwAzz1FOO3gD8RoaQdEinI64JSN5QbpKP5ud9LfO8XvziH5s0w7D+O\nxwi1rTBqlo5kRIVCLcrYFIRiHTjGoTgsrC+Aq45Lt1ZL9mPEAkWZxyRgTz08MRMuOQntQVCCAi4c\nt8Ol3fKYrfOhIADOXrj7FYinRMZx+ctCGU8ZBYh2eCRK2N4mm7wbN8ON2us6dguw0V0KBSF5/fwC\n6LsU8tuhdy0oPWJAmZhfh/7732fxxmvwWpL817JSvLozOKcvxrXlGC4PuNZ/WhztcdPkbMStvU71\nT7fx9JIIT9TDR9330DOrnOv59IVj8DL3+vNJIs5jFJmr85f+qvXZ/2zeLDR6yEolJpWil83paYeO\nupNLGLduJuF6D6kHt+FYdTnRQ9vYUwhXmOaw23GcduTa++MrgAqP/gEcY/JcvhIoek7+HcgXsGHO\niEhAf1ULBgWGh4QdaVClidJrA3tUPKH6LdBmg+fq4PoIrPg5hBbIhr/u5xA3wG/eA9McsNMi4215\nUEwfI5pl00v58L52iE+DhlMSq50eBFO/rFF0MQiYpOEzZIVkCVR2wOdflN/PGhHgINoPNREosMCM\nbkgn5PfVQ5IApiSAFFiRMWRyQNgPtcOAGU7ng0UPz14E2+zw/hMyzqxeYRAZ03B9O/huSJI+rFB3\n5jCxcmjY2y2mnHo9nvwkCVs/3eMjeD6ymOjJo/w2pPIbg0JpS5qwI4DyzK9Ab4IDB6QR09iIfd16\n+JG28W9okO9crxep0o03Th1/bjeu11oXTW785NZQucpVrt4m9bb3ZAAmbrxb6hSu6ZCJJAGcbIAh\nH4zp4b2nhHL7xAwx2SqwQ3kC+kIQ0EN/OXRUwsHLYf2Pod8GV5+UyXPMrLmTa5FqcVXoh6dnQC+w\nehBGqqGwBwLLxc35IydhfDl0NkBfBPqiUF8By38LY4ug9sGsJ8ORSthdCjcNgmlU0zDGQAnJsUV7\nodsG08KQSsLAOpi2BYbXwJ5VcM0PRW6RH4DeUjNVaqFQ/G69FX73O4b1YYr1DpKRMOlohITFRMhq\ngHnzKNy1n9SKhQSX24lY/JjDdmhqEnQ8AxJMntgmAQUnP68y63upt5Sjca7efpXTbr4zq2dGEaZB\nH/lR6Po7MP4RYg0Lqd92OHuQ2w0bN3Jy2UFUg0rBthTmBIwNQlSR2Li8OLROk0i60MyZWE+cQonD\n7GHZGHkcoIsLy+CpeXDdUUmf6HbAg4vgki742yOgT0ik3mQvHL8J8tKgS4g/T9og4G9bAdSNwIgV\nTMvBcwKWhsREbrAGSrrgTBkcXgx7EtBZIpublB7mzoJF06B0Jzj2wMgKcByQpApVEbf+5+fB6gGh\nqA8vgprd0Hc1OFrFhT/+khjm1QQQ1zygx5qixACPVUJoRiWNPaXZxIjGRvD72bTOzsZIA81b7qXR\nvIqHgy1U7D3GnUs7+dz4xawbKaLCpvkyXAj0fbWNzF8IMrxrxvqkNAn8fvmeEgno7p44ZKCiE2VS\nmyedgLLlnyXyUDPYbJh6+lH0epJKgq3VMG+pAfvuOPfOh1UBuK5F1iPba2B1CJQk6AOQKBCgS41J\nHCVIc0VB0lXucQt70pQU1sw/Xw7/8RxEHGD2QctM+D/XwJdGYXoPVI7JNVz/S3ipVExVzcC4DXwp\nqPNLCsbAtRB6GaoV6P4glO2AYD0o4zK+IlVg7IeiAxAvhJ9eAjd3g+MgJONyTnlxYYburYSKOFSF\nYNqAvIfH/hY++Bt5L4MFUB6QdY+CSJLyeuH3C+CTrTLG+1bp2BtPYvTDj1fAB47A8hAsOCkfhtcq\nUpGCfDM910epbVtOuL8Hy/CoSES9XigsZKwqTP6RGPdflOTWA0meXl3K2tY+DCkrBWkjZ5QA9fPX\niLnj889nx05m3ZNZ+9jtAji4XPh8bg6+fC8z5qyCbW643IVeb6emZlLkZabO9kaB7NidfJ2ByDA2\nnuc5/hfqXTPWc/WOqpwnw5t4xVfxZHhngAyZ2rCBzl/9ACUFMYuBaUNxdGkm/qQVcRWvGoUnLobL\n46DrhAMFUBMVHSQKHC6AhgEgJd2xUbM4lKdUSKeE/hExgt4Ah22CyBeGIWyE0iS8XAoNNnAIg47m\nr4L9YVgQgrpB8C6CKs3J3G8CvwWOFUuO+t8+LUyGwHxQ/bK+fLQRFr0MT3fDpV64JC76y0QKLIOA\nUcAHQ0gWHUEjOOIqYV0KQxxiJiANUZueg8UKcwNGKsI6oW1GIjAyAkVFDF9ho9i4RhaSkxeZF1hY\nThg/vhaIkEPfc/UqlVuMvENLWxx7v30P+noIll6M8yv3TdwLHnhfBe/J7ycxE8bLIRSHhBdCLVDV\nCQEVqgNgjku3deWgjoRNRTcqGvUMWNDuEJd7EPnaqBFKTMJMuONyuPUQrBiH2CjYEbbBNz8E//xH\ncDth7qDE7CXyxLk+jRjFgbzADD+ESyBVCJESsL8CO0rEPf9MLaw8DEOV8P0FcPcu2ewpSaZ4+CRM\ncCIfnEEwR4QmHrZAPAmHboRVD8t7+e0C+IDZQMWuOCP50LV6CbVnjqAmEmwjjd4M0/vg1yvNJJbn\ncdNmuIhq2RRVVLDzzE7ap9vwOO047U4Mv/4tO+fnMZz0Mf/K24T14Pa8canDq2103kC9K8e60zlV\nauh04ru+Gsf9Ql0cXKNQujP7mSQVZYqONQXoZs7EPc/Czwxt1PrgkjBss8LXt2Y1rwfKYckIxNJw\nxgE9eWL+nBknaWCbU36WNGRNVh9eAB86Io32zM9OOoT9E9ZDRR6Ye2VMeOzg9IM5AV/7AKzbBzsX\nwVfawbNKTKlv+x2Y2iBVAzG7mEMa/GAMTTJ2TUHKLNIK87CwldSkeJKcKoLeIugohnIduE7DIScc\nuhw++D2RPFiTWrMnJe/roffDbU/AAyvh5sMSW+mNwHOz4UgxBDV/CdcIrN8HuigEHBAKQUeJQu1l\nUPs7q3gwGI2g17P94ig1K4qo+O0o3nXQ2a9w+RNRfMU29FYb6uAQQ3YjiXSSioEQlqSCbvUa2eg3\nNGS/wObmc0yzAZqaXLhWmXFtArZseX0Gjq/GMnqLyZfelWM9V2/7yoEMb+IV38nGj1Pq/vuZ8dXv\nMH1MoXx5HXkFDo6VgkHVoV5+Of6lClFVIsGqLoHTfthXIhrcXyyEIUVYBPaYLBK9VgEmKrR4Mt0k\nt2VzTGKY5oWhIgRFURjIg2hCOmf5HdljXQ9Bg1cWsIeKoWyPTJApBKAoGoerT8ENz8N2JxhGoXir\ndL90o1B0P8z6LXyuBRblQbsJuoJwJA1P3gmJCBzJly8zoUKBTs/YfCOR/q0kp9vEBGrlTGh/Dvdc\nE6xZIzRlj0f0gvfdB14v6oo10NyM23nW56rpB8+uilt+/vp0ujmAIVe5etdV685HcLubiRl1JE+A\n/7IVU+4F3Teto/5RWPAN6eAX+fTU/BSu2gWzjeDqFKDAEoegGTCbJwCGyVXvk3tpQhH5Q28hFBTM\nxOiDazqFPdCV1Ca7qBz7xc0yza/qgrZSMQUmLs8RVyVCsyQkAEe3DQauB3MfqAclQWJFEiqDUDUI\n97jgB7PhjKaPV+LQW58FGAD0UXCGQdVBLA8ohKIglMcllrIgLpI3gPYzcYIGmYNq3QchFqdvJM21\n7XDNK2DSK/zrs1E+VVbHwqgeNm3CM7cC784t1J8J4mr1E2k/RuNmD5cOWfhIa4KBK99Dk7NRAAan\n8437KpxtApkzgnztyvhYzJ079bO+/nr8ib0Th6UTUx+m++xnOaLpeRSTSXxCTp1iwdY2phlhTTfM\nOQ53HJD53psn1++8IdnEmxMwe1DABMguadM6uNyjgQ5x+XmPDS7rgu4SARBCBhieBZ0VGsAwDv4K\nkRjNGJUxmTKKifUtB+Cl5aBYYJMDutrhtntgRwgGy0AJyLgOG6B5BYw5YMAuj4+Wy3rIPCznqCbl\n/AxpARa3V8GHB2HuEdAPwOo/w9JfSMSrGYgbJUErWigpL7ERMXW942WRTpj7Ja1lZtjIdX4Dljh8\n6zD8zUGIRCGSBuuQfFa1Q2lim9OMLTSLOWMyCbNnM1pgovapUrDZqH3EhivvbyCZpGAsRsFwEJtz\nNs6y2ZT4otiqatEZzVO/+wygMNk0O/N3UxNOjx/+tI2O+p10NLug0zM1OvZ8daExt379+X+eq1zl\nKlf/i/XOYjLccANs3QrBIOGSJJZ+2DJTdIfBSkj4IZqC8TKw1UDxHiABAxaZTEEmL1UBrwEihXDc\nDNed0iZqBQYtUBSCcQv4CqEkKM7lmW6BmhbDIVUVo0mQDlnCCPvvgqXfhQ4jzO7VkibyIT0OGCBc\nAP9vIdzsAOdjkn7xYCPsGYJhO9x+CL6wG6L5oPhF5tFZD/P7wdInE3QKWRCMFugorV1IS/IQZaNp\nTi6r4c/rr4BHHsGZsOFctQ4XTjh4EJYsmWLy9YbjJc+HrufYC7l6nZXreLyzq7WhgobWrGeL2+Pm\nhS9ez+pD48wdEkmaTS/U6nQX2EeycoanZ4MrCAemwTwV7HskKahES4tQELbZ9jlw1VFhcdkNecT1\nEfSjSeI28bWxeOGrF8POmdDQAx/bD3MH4OZGsA/Dx1rhsp7s5itSBt4oFMwGz0VQEAPMkP8MGPsg\nX/NRSNnEMPgH6+AftsjjDH65t0+ucB7E4nCkVBKBrvk22NJwqhpOF4nZcFoH/YVQMQKGAAzXAyWQ\n1y6+Pvm9MrcEZsFQDeirDaSseuyHdBS3pOl5b4TksWqc2GmePoK7TmVud4S5x4Z4Zp6Bv48tYtnS\n907dALlc2Xi811N/4X39XTnWJ82Pvg1rpgAMdv3yCUZDptweNw98cS2/fBRGi/PY9K0bsfziQW5s\nlVSSlSFY5hWqv7UPDtXCeFI8mi7rFGZPXVAMDi1+ua6IC8iWGVcJBfRpQFVJmFJ0mxUKp6cpPChm\nkFd1QQhpgqjImiIT9hA0gC0uLIRIAn72QfjcH+D+v4Hi45IO44xAbR+sHIGBtdD7Pqh8HAL9MKML\nDGPizXB2pQwyBptc8LlesLdLc2fMIGbbc4ZhaBkUtILvEsg/DgPvg/sN8OXdcKYYlouHJoqi4K7X\nM3vMwB8ujvCpp1LEyiFeBkYvjEYUoqQpD4IVHb6FSWydeg5UpfnjwjRJGxiDFu54RceMqksASD/z\nDIrJBKkUYQNYrnkfrRdV0ZAoge99D/74x/MzfiYZp7o9brY8ci/ethaw27n52V7M37iPGUv8rz+K\n8o3U/9Ja7F051nP1tq8ck+FNvOJbjcmgKMo6RVGOKoqy/a/6xF/4Ar6m9fgaIDLLRscndJjrYWxZ\nAaE6KAxBfhxqz4iJWCJPUHUQAAFgXJEopbIwnDGKYVfmk0unoSAqcgldAqYFQG+Vy8WUzAIMx4sh\nUgQDy2TT7y6DI0Z40iJO0eEIjC4U+YV+TCbPXdPgvhVCq/0l8M0rYcAG//5dee3Dm+BzbhirhLRf\n8tJ9s8AUAf/l0PExeQ8BE8QLzOgqKqG7m9CcNNURM4sTvTTd2wI2G42Rubg2t8rE8+ijEx+f2wlN\n7iZA/nZ73K/vc7+QrjdXucpVrm68ccp/XU4XX6xsYMt6HdUJMZ0LzbVgbpM4yon7LcIYy9PVsKbk\nWg47L6a1XHwSggY57rHZcKwMqqIwUgj2hAqhEMG6FNumgz4Itg65z37RD9t/At97SqL/Xq6B6f1Q\nMwpPzoJb18P9jRCqhrRewI8uKwy4VfqtUPxTcHSLmV7SKpNn3CHnevVxje3mg5N2iOmz7yFcIHOD\nuQDGZ4O51YDfCt15sKsAGoaKGfxAIWafDoMX9KPQbQXLKUiFIaqHkUFoyxMJiWUA1KNmYp+7hapn\nzJSeLkf94pcYuiSJ2VkGmzbR+MVf0OzcyKr2CP7qEn64p5xla2+RkzqLiXD2fd7n3nThBIoccPzG\na9Jn5rh/J7U/igD8/+y9e3xU9Z3//zxzn2SSzORCJgmECQS5CGQURdQoA4KgUouWVmtrya7t1lZ2\nTd1udVuVsbqttbtf42/pVre32FWrLV3jpRoVyUFRIyoMVwMEMoSEJOQyk2Qmc5/z++Mzk5mEoGh1\nrTCvx2Meczmf8zlnzjmfz+f9eX9e79ebioeDYxwMv16eT801EvXfW4ImsWDQqfKz+r4nuPEd8Xyt\ndUGZx0CJYy1ZN6wF4NxOWJJgTqqA8iHwzYGsAcFMeLdIhFHetYRRlqImaYNaLMRCMKJSwAc7rWJx\n5K1L4f0pcP+l0JVg6MQAfylo8iFmFEwbUxQKreLcvtwIVh/8cCss94HdCzuvFM/5tN/A8ByY1ALR\nIQgk/l8SCuK7KuHku+QIaN3QkSO250RhxAjDM8E4KN5bZ8HLZfDoEdCMwAPnQ5O4tMRVsNmmcLgA\n3s8Pc90w+OdB+yrBVpXUYCgXFyFig56qGBEV+CpinD2icGu2FbUvzp0uDUXFJXSttdL2y0X45hgI\nVZiJFefz1L/dAFVV2KvXCHtn4cKxE/r0dpb2DCz894e4//uN2Cadhc3tZaVuDo66Bsz3NJx6KsqP\ngowtlkEGGXxG+EyYDJIk5SEc5a8qinLpScp8dCZDMm70Zz/Ds6IYQ5+G2P5DGNPEFCMmiJlEOkn9\nIKBAwdtigi4psKsY5vYJB8RIWBijahJ0Q1IGMIiJfjxLrCD0xMA6DL02eG8JLHhLRCJYdghFZrcJ\n8nRQNCD0E3zzIG+XGAw9Bij0Q1gHP1gC69sh5wBEgGEzvDYJ1rwvvPwhHUgB0MehbTbYDsCgHcw7\nIKZATAJDlghAHCz14b4B5vwcfAstBBeW865Kxxd0V45VK04iMRg662tw1tR/tGs//h6MqzODDE6G\nzIrHGYi6OpzeBn7071vQ+qHvp6vJ/WkD2iGxOQr4siGqgOHJB8n5s4vB5x8l7IeCYGodIKSGPiNo\nLoGAH4xmNaFiFWVPRNhrAtNqmP4IKCoYPEf0k1JcTNwjU6HZAK9Og+WDUBKEnh64oAOipRDuFeX2\nzIVZARVDvXFm94BiEAw0dUisuvZfLNJcmrdDXA9dOWKyVDIonBHDZ4HpEOi+cQsvXASLHtnG4PB2\n2rwxLCMwt1+FkhVHNywRUxRUiIxDhUFwr4XJT4E/LmLkQ1rB5Ijq1Gz9oYmlT/npvz7K5I3Q8RUV\nilqiKO8LTPmacB633r0OU/0TWP/+n8QFS6jfp/fJ45lrbfUOKur5VCYnmbYu4FlXfQKDIYmQTs23\nr4xTY12Bw7pI3LOnnuKwMcjOKgPXTL2OsGsLOlcbx/IlDOWQ3Q7xIbEoAoJloAqLZx1gWAd5URXE\n48g2cHTpIRIROVcrKwkd2UmXAmWKmj3GGKZroesNuHhfSl9EQmie5AUBg2B6JtkNI+VC1zJ3F5An\nnGr9C4WIabgV4heJlLCuQXDniTY2fUA4O1SkHA7JVa9YgjWKBAUJ1pBaEayM7gsgb5v4LmWBzgfO\nJfBtI+zqg2V7YHcOPLIAvr1DwjVJ4ZLjUHlM1BsugZhJHPVYrwir0KNiuCKOsUsiMFkimq2wV6+w\nwJNHYMVc8q+5D2SZ9mP/H+Ubwa0P4J6ahyOZUsNuB7eb4dVzyandcCJ7IO17YJYZY4tXOPdcLhx1\nDZ+OI+AztsUybT2DzyMyTIaPccS/NSaDoiiDiqKcGFz71yLZiRYVYdjTxwjtBMugayWMTBVFQmGx\nuhWyQkEzqHeIrBNxRXjqj9kQI14YWq1iRQsgZIT3SkRqJRCOgVhYDK7uXDH5VyuwNZGuqW8F9NvB\nWwUHV4E1DENx6J8PgQpRR9QgxL/icTHwjkgwuxdiA8LBAGKfqi4I5WkIZhnJ8kNXHhwshEl6E6Fi\n0PrUqKylaDVadEjg9xMO+tD44OyfQjgGhl2DlDSb+cL2/BNTU7rdY1a2HM0TpKP8KPcgPfYw42DI\nIIMMxsPrxVHjxF8OKAr6ll78s/WEC8RmlRo8C6DoL030zfXC5s141EJzITl8RlTQb4SCEPTlgn6/\nip1+A6o/RTYSM3MAACAASURBVFD5BdU7538gWCx0eLRe8FcIZ60+CtEOGCoHSz+8poLHc8SKrzEm\nMkwUBEU8+ZQwKO44Q0C4UIRfSH7RXx9fJiZPquMQKoCh2VAchn2TIVQEnZPFbzq/Cp54gitf9hE7\n1klePEa3TTi3dxfHOaqHuKLgyZZ4dwn0fQ06zhdx8S0r4dkvCr2enizhYB7Wxrj6WYXytgLO+VE2\nRW+pQZKY8epcppTdOnqZK3+8AeucheKL0yniw9MYDCcw1+rqsN7vEuWT6vUZfOI4mYMBQBeJU+23\npBwMzc1QVsaueXDN+hehvh71oS4ASv+3iV4jHLu7in1n5QKJ8Mz5U3FPU4NWjWrtWgJaYMECFODe\nKxApGhWFbm0IfD46VUITpG1ODM3VIgwi+yJh/0hKyizOD0KLFbxnQ1dift15DWR1QM5BwejUDwi7\nqPBlyP0jjLRC9y4YccPiDvjGXqH/oNGBfzqMlMJQPgS1QvhRQRxTFxeC22GNcEZIwCEzGEeE/sJA\nqUhVq+jgIg8YD8KcfHjxu/DCKqHZ8Mg5CsYI9CNEtlUK+PUQ1Mc5tE7LjEEV6LSwfDnxHC2aqJac\nQxKhgwqzY/B21Efe77eLtmA2k92lQ/6nq5HLY8grZ+F0gNxQN6pzEm3bM3F4giyLtpSWpcvR4MKx\nuvbT01PI2GIZZJDBZwzNhxf5nMHhwLPz9wR/Vov5iX34fdAyCEdrYOXPwRCA+6vg0m6YCgwZwChB\nKAamOJR4ICwJoa7Z/SIsIg6otTC/Rxh4ccRgGwdUh2DrNLjqiPDYfLkF2nphuFBkl7DsBN0gZI3A\nU/Ph711AAKIWUAegzyyEIxUJwmpYcQh8gEEFhwpheh/45oL/QAxNJMoLldBSLGiE64IBLNnZWIqW\nQyAAAwP4aSUaGySuUZCi0FsN1q1qjq4rpvDC1Viwj8YIurpd2K+vFamaYNTz7WgJTkjz+6j3IYMM\nMshgjNGdXF1rbsYBeBbMBSDHvgbcGkayXiM+oPBeqcS+K3T8/uHruWRegDzfEKVeMdmIJeLJdXHI\nN8Ib0yQs+Wex7cLjXNsg0kwowDQPvJzQ5NF7hMM3nA/ZbRDViNC36m64dgesvwwW94h9AAZCQqFe\n0sLUTomgVaGkB97OA/MQVOrBrQbViNBlyO0BXQR0Q4LFUL0fVFkw9QB0zTNALACSRP/7DYSLBzH6\nYKYGpJmg8kP5e/D6NLjguMJ5TeDbKtL5DYbBvBM2OuCiHBVlR+P8z3kqXl85j9s3BTH3HUSlUhPP\nMjDvDj/BC4O0TZWhTcZsdohUxFbr2OwGifvhsIlXksngketoMzfAHXas97vovsOO2QaWT/nx+Nzh\nw2LcP2YMfMigQRcSVISbNnlQNt2TsD20kJvLWwvhC9/6BlJnN6gglmMgdul5zPxpE63vfpMF/3AP\nI3d9D8ko6psemQxLZ4HNhjWoRrZBU7bIZOV0QMCsMFge5Z84xIzfwuaVoGqFwmehuAKszWOZmxKw\n1QabyqE8AEvd0A1k7xeiqCBsoo4cwbpREAKqQzqo2gQqowliftBo6DJHiPUKho+EsHekeOp4EsLG\n8iSyxRgTmhJ+DZQl9Kf6L4Zwo3CEXO6Cx24C+zOwqAnsWmishMvcsOEK+NIzoInAgYtVTA1YicYG\n0R/zo0gq9Bo9vPUWqgvL6fZ4sZonEziyk/xWiRf/YTIXNEHfvXZe0/Wy7UtWDC0y06rKRXipuQaH\nzcGw/yGiT8sAeOpq0AzXkpNjH2USeILNeL0tsNqM9WFoqyHVtj7tlJMZWyyDDDL4jPCpOhkkSSoG\nniS1+CQBXYqi3HAq+zvTxAQdDgeOU+wsLXdthMfcBAp1FAbUzIwEOedZMPth22RwyiKmtzdLGKwh\nDQx8DXrbYFoXhCtB3wrZw2IVLMmI6/HBQTVc3gqvzYamaXDR0dQACMIDXz4Ar22BOYm5u64dBvWw\n7AC8VA7bSuDWg2DxiHRQAwahmhwHfuyApW3C454dhE3ToGo+GCSJth4Vxb4Y910G5xvgke4Y80qj\nTF5ahsO0BhwOclauhOZmAnMLGTF0IoXCSLmFFN78uDA4k5BlvK4GaPGKNJZJRkMCQ08/SW76Rf2o\nA1VmYMvgJJBlGTkTJ3rmIH3SlXRc2mzQ2IgFp/i9thZqa5HKdYz881UUne3BMPImq4d7+FVIMBD6\nYrB/Fjg3wqE86MoVLK/LVZPgd0d45roI55bC1GNi1fKwGRZ1wFGL0NjRDgrVeSkuJj55MTC8n1Le\nX4DIJMGgmNxo/dBuhANWhQtcUB6CCq843e3zoWoXHPHAf18Ea0uhXw1T/iRU9ZsuUrH89TjSLbdQ\n+sQTjJRJdE2C0p2DqGaJOp4sgJ8+BRgFhbvUAwMXQ8lLQsDSlKCzScDVLVBSnIduci7T+o5y0ws6\n2JbQ1TEYULW0oKp/ntCr9wvxOFmGI4DsFP2615tyHI+bBCdFHy2OWizU0lbvwGi1U1Ejf6KPwWmD\nD3MipLFFPgr0QZFmQpEkJEWBWbNQJzNA9Ys0DOpbboOHHiLWcxT1SJghuY5OuQYl4qVtRgPm5x7E\ngp3QI/cT3LUJg9kMzc385Msqnpn6Dls3gjwNXrwAvngQlvwFslatheijLH0rm9hInO05AbIHGBvH\ngHgmrYOCyXPdG/DUWfB370D0vcSCS6J4iU8wRjstQreqcASiWRCYPEJuqxopP5+aXb2oIqnKX1gC\nmzSwohUu6BT2z7ZSOLcHss8G3yFoqYbylxOpurWQv1uEI8V1oBuA59RwQRSKgkBQOAwrPJB7TJyc\nKg4lO+MEFgyx94dWjAfaaL8+zhFHNnN/N8jgUlC/66VuThyzBEhwRYuZrVo3M/odfM0LF10AFTI4\nbW6cbhsOh0hVmZNdBVc58NTVYAnOYujOh+Ghh0eZBBanE4uzEYDAw+b/27aVscUyyCCDzwifaXYJ\nSZJeVxTlkpNs++iaDEnIMtTXE3t2I+qr19Dzx0cpCghj7ZVpsPywKDZYCru+BOY3Yd9KUBdA/laJ\nYa/C1bIYlJJaDINVkLUPtBERL2soh72V4Dsi6rL4IVYJZW+LQfb386Fm59jTcptFzvWISqzCkag7\nCiCJgfXNCijxjt3vmAWmXCLih98bhJFh2DcJ/klnocB6NbKhG+cdjan/vnEjrFnD8Mb76bC3Mtu3\nLuUtT4vTczfUY6urPzGVmcOBt8WFuTtxIifLzZxBBp8AMrGbpyHGxwODMHZdLjHh3bAB1q0Tv/f1\nie/AyHXVZD21leA11Rz0vclkj4pGm0J1e5xJ78HAcoi9AWU+COuhebKaxa1RmDULZf/+E04jqW0Q\nM4IUBu9cyN8p+t0YYkyQgFcr4JwuEfamLYFIp6Bbb5wLN3WoYCCOLpxabd08HQ7lCraZygQaL5zT\nq+aaPTHiEqizslH8fqSLL8at8ZHff5Cfl4xw59vQeIFIGXgYcYwr34Hpx8X5GqMwbIACA2R1pyZu\nkVId/gqwbIvSZM/jsu1DcO65MGeOuKY6HTzwAJEf1aJ9w5VyKHzlK6IMCMdO+vtJmGoeuQ6Li09l\nhfW0aOsnGw+Tz/xETrWPgJBBg75xkziGzcYLBx9lyxRGVzIWH4Hlx4rQrv0ugYCbYNCNx7cF47K1\nBBfZRhksIbWE/q714HQSk6TRhZDt50PFTrjtWgOrdwSpvQIOPQRH8qFEguCwCJ3oNol2pqjArxZp\nMr3G1Hkes8AsYNLhlF6VIkGwRIQKAQSsIB0XjM7B+WA5CDqdBYaGcGfHKPEJWyiSyNIC8HYpnN8L\nQ3OEblVSFNJrB1qEJkRYJRioqGBQDa9PEaFTUTW058FlbcLBMW1Yzb6LKjG9v59Kj5bhPz9Azs0/\nh299ix22Omb+YAh1cQkMDLDn0iCKDLutYPOAJQSNc3T8S3sx6q/9PQAesxuL14a87wUcf9x2Qj83\n3NdMzkYXXoIp+2ncMzOy7hqyNqQEt09XnBZtPYMzDhlNho9xxA/QZPishB8XAPcjFo/eBVYpihIe\nV+bjOxmSWLkSFi2iP9ZM5D9fwjIEOiVNNEwLu4tAdTb0HoaLA9B1NTx+AO7ZPLaqQKkwVKMmGD4O\neWboXg6aI+DZCTM7oftroDwLfq1QWS4cSVNxRqRaM8RBniryTQO8XwBlQyLGsM0CM/ohooa+LOF0\n0MwAZbZIwWZIMCMemArX7jZQ+duf8vN7v4fuksU4nXLqQEkjR5bx4MLiGGssup6sw3x/HV6rGXO3\nF0P+JKyXXglA75ubML79HlGjHgD/5Usom1aVcTJk8KkhY4yc5kiflNXUEHquAb0/CHfckYobHueQ\nGJwpEU9MaIJq6LsSrJtB44ddZjh7CPJ3qVCduwAeeIDolUtRB058hsIJh24sCxgB182w4GEIqIWG\nzr4iqOqB3kKQJsEbFrgkBkc6wXQVdDVC6aDozzVxEXMOqZR+ES38mwNu3mtCHVMwBYIMEycnBNkh\nhVenSxhDCgWFUAjoh0Uo3c8qxXkZu4Q2z7fegqgK1FeD9yUwnQVlb4pjdiwE1eJiVL4wOq+KoMGL\nOTpXOAK6u8U4l4TLBWZzypHw6KMwfTp8/evie5LJcKr9+Sec/u5z3dY/TEhvvJPhrxXaq6tj+I8/\nIRroBQXunwN37BOaUjmHgLw8Ec/vcjGg2kn+1evB4aD9m9eS0+FBk1jIGCkyUexX855hkHN7oG0R\n/M4gwj8XdkLpsCinSogw+rQiVOceh2B9xrUiBCgsQbsZHquCu18TE/9XKsBxPJGSEvFblwnMxfAn\nE3x5HwxlQ6kXWv8Opj0GapNFCFENDY15FrqywaSGWEQ4ErznQJ5LLPaELEJ7IRyDmAWC3WDJAl0/\nvH8WhPvht+eAXwff2AUON/QboKNAjf2xTfRfsYSCnCJ6LVGKeuJ4JxcSnj2ERxNH95N1dP/Xz/BN\n0qMdCPGn3hhffC3G5eEpyHW1OMz2VD+V1o9RX5+6VzU1DO1oRnfIjSocIa7TEtVpGFy1nLLfP31G\npvT+XLf1DM5YZJwMH+OIf2tOhlPBJ+FkGH6uDp9PiFgNPvwKx44cG53ch1XgNetQx8LsqICnl8Ft\nf4D7bgN9RGSFWPm2GKySg+xIqVBa7lkiMlMEyoSYWLYLVNnC4x+aJJwBLm/KkZBErxE6c8FlFWES\nM/qF8dqbLei7ujjoomD1C4HJ7eVQfRiOnwP+Kqj4PaizTDif+2ecOJDf3cj6vb9gydTF4gAGA47r\n78BRL5/UiBzNie4UQl+OevnEAROEA+LJCVSP/48VijM4/ZExRk5zJFfVb76Z0EArut4YkkoFajUU\nFcGMGaKcxULsjc2o+oZGx+C2L0MoR6jmawdEGjxrI+TuhrDJgPEZIYQXaHweQ0//mMNGJNHfFvth\nxC7E6lSIIV6/Wyjhby0XE63j5+gpDoUZMUlkDcUJaEA3bQqFk65m85b/onqvQlwSEy2DDqSgcAz3\nF5v4lSMX5+Od1NfVUFMnEz1yZFR1HxJpLE1w6FwY9sEzs8RK74EI3NUM1jY4aIGZA/DCObCwDWaM\ngDoOihnQaskx2dlfM8DMbdWwbx+Ew8KhkGDtsW8fXHllajJTVwc+n8i7DOL97LNh9+6PNuH5hFls\np0Vb/7BrMn48/bgTTKcT/2/rMHQPIcUUnr8MVm0Waa51M6qEg6mvDxQFRYkjqdQwe7a4x8CwTiKi\nERmyNAr4potFkiQ0eaX07zpG/a2Lufu+1wiWqpDCMRoKYU85TB6GlgXwlefh0Aq4cDt094iML4vd\noh25i7QcKY8wf7dwTPh14DVAXhE8NBm++S7E50B8tlg80cYgqgXLXijYBn4VZMWEIyGuhpAE8ULh\nAPSKSAS0A5DzHvgWQHwfFPhhZzGcFYDjEhwqEUKtf7cavr5TsBhm9AkmQqtZsDFAsDNiKuFM6Zmu\npSgG/WUmciy5vC/FefyyMP6tXmzl8zEcOMzcsJlVL7SmLlhdnWBhpWMigUdZxutqxtzQeEbbSqdF\nW8/gjEPGyfAxjvgBTgYURfmbfIlT+2Rw+PB6JTzXpkRBiYISByUGyogWJahDGdSivDILJWhB2fYr\nlJvvQXF/FSU0vUhRQBk636LEQQmrUWJqFPeVoo5Df4cS1YrPcVAOr0193l6cOk583OvOpanPURXK\niAHlV3ZxbmEJJSahDOjFvoperwwaJGXAjqIUFyuKyaS8akN51YZyt0O8Lq1BeWE6irJ2raKsX596\nNTWdcC3WN60XH5qalB1/eFB8Xrv2hHKe4ry0ndZ/YvcigwzG45Ns6xn8DaKpSRk+yyb6Oy1KTCUp\ncVCGz7KJ7YsXn7BLuECv7LCieHJFv3h4rdg3YkQJm1B6Zyb6u6YmJaI+sY+NJ/r67iKUSI6khEwq\nJTaujw5loaz7AkqHCUWZOlVRpk5VRlZUKf12lKFnH1SUpial48bVSihRf0hC8acdy6sVfXLTORZF\nueUW0bfecouiPPigsqlClCmvRTmWJc6lzyj69WEbyp3LUDbbUCJp53uXA8WnRnEVobx1uVrpzTco\nnhKLopx/vqKsXasMDDQpSlWVuEAPPjh6rXb84UFx/unXMtn3C2f9hGPBB92vMePIScaSj4PToq1/\n2LUYv/2jjp/p1z/xjCurVyveGYj7a7OlyiTfQVHWrxfPbQJHpltS9UmSEpbEc9ZzDuL5KS1VFL1e\nabpsuhJTo+x3FiieuSjPz0YZKUb589mirfWdL571nUUoIcOJNk1XjqRsm6xS3regBFQorWaUQ3ko\n7xaj9BlQNtlEuda1oh3ENChho6QoarXy62qtElONrS8GSkyVaqtRrdhvUIty12UoP7gOZfNUlNuW\nCztLAeU3VSj/sUiUC6nEbwrinJUVKxSfBuVgqUHZX6ZVAmqUZ+dqlVu/alGavqhX1v5yhdJ2q2hf\nO+69RVl/a5WiNDUpL96y4uT3KP2ejr+/a9eOtZ/OUJwWbT2DMw5Asvv4lF6ffv2fxTVTTjKXP/2y\nS4yHLGN90Y32S2uhawPx/tRql16BwxYw+WBBGwxoocIJ67QwfGMurDiXkp+64IY1SO0bGTH3oB2G\n0i2gSJC7T+RFV02QjLOqR3juw9lgHBqbK/TavYzGMKri4NOoOFoIijbOixWw6gCYQ4JBQTyO1pRN\n7vFcCAfguec452knFouDpcD6Lfdwj3k1jq9XpQ7gdp+wkiLbBIsBRLoyh82BA/to3Of4bBL+y5dg\nTu5/BnvjM8ggg78Ow/V3ErV08fIMWGjWkuuKELQXY3qv7aT7qOJa7McjxONx4kYRmx3XiW1RPeQe\nyxZ9XF0dvQYwB0TmHxD9alAlVm8DqImMxDDExnr2wyo4VlvKRb4+Bg4olAWB7m6Mq1YRNHg5pmvE\n9MuHKXr+4CgNXFJS4RKKWkVeXAK7Hccdd8Cdd3L7M624JhvxPeNGVyT6+K2/BnMQRrSir8+KQEsu\nTM2Fi7zQdT5M2gXakKhXrUBV/kz2SVEKv5oIg2htBVnGssQl2AnJvrquDurrsXW7wZAIkZg8OfUn\nnU4oLBTvZvOEoo8TIp2tltHjORGncv1gbHjFR8nWlCyXTDma+E05twKiUWhrS9WfLPtf/wVOJ31t\nTnJkGVwuyq1zUvUpCgGDCN3RxhF6G14vNDTgiJpB1c6x+n4et0HpEGzKg2Iv7MkG8wDYIjC/F/xF\noA2OPd1JwwovLMglGo3gPzSCOQCDBvEy98AlCUanKvEiCgFJ4fG5Mcq6YgT1EJRA0YjMLSDaSu4+\nYQMpalBHQFUKtX2g6oKnzXDzuzDNBzuK4WAR3L5FCGznhSColRjJ0qJBROEez1NTGcvjRw4f//YX\nPe9dNp06l5mNl45Qf3OjuJY7YbDPx6WvtyN7nXTbbTSuW4nh+3eMiqOOwmwe2y5qasTL4YCaGvzx\nwZT9lEEGGWRwhkL14UU+53A4MF5RIz5Pnoxq+nQU4PD509l18UxUCfWvH64UWSJ2rdZj+PcVbFSd\nw9S1jehausmxr8FVXckmA7QHwVeZyOPcDa5sMQgqCAqvooamCggVQt8y8MZPvMh5iUHaWwW+mWq0\nZRJL2iSicdg2XYUEvLP6fHqtFtzfvQHj/AXwrW8R06no6qqn8Xob71/nJhBws9gNjgefFgNec7N4\nr6kZe0BZhEg4HU5sLjdOh3AyfFAe5bLfpwkTnYphlMkWkEEGGUyAnPqtWJqDvFEGZGUhxSSy3utO\nFZggT3zohmUEcuIMayEegrgGVGHwh8GlA92zzwMwMtKK1Q96UiKOADqVmHDk5+XTaVHh0UNUArNL\nhFE0LrfBjBl89ZqXmBctJxLsI1qQRWDTY7TQh64riOEsG5J9Hs84sonr4dmzJe5aqcWrB9WmV4Xw\nYmMjI29uRO56C2NHD/Ob3VzcAee2Q082lPpAnS0yRRjU4pzMRrjKD/vWC8V+bQhUksQlRyViWXp4\n+GHCNetgzx5c1ZWwaJFwIJgT05ZEX+2ygrNuNXVP1uINepHleti6VZRJ9u3f/a54d4mwwY/cT2cc\nzB8fHzC+nvL+aTBvb4OOjrGaGgk9k+Hf/JC2Nifxh/6dNreTQGM9vPsu5OeDJFrFdquCVhGaDixc\nmHoWDAbhLJu6mG/rC+jKhUsAgwSzo2A7BP7J0LVKg/tqPXENKGlGjQSsaR6kMKTiuYsKkIA/z5Xw\n6kFdUMCOksT5Jx7Bo7kwkmegZo+aNyvU7F8LeWGIzVWhGER9cSCrTSzgqINCAyX7COTsAg5DeDFk\nT4P2bNhuFRm/BnJEiIQKOGJS8KrCtBWqeaX1ZdomaRlSR/kW1XDvvUJnwemkck5aojNZxma2sbQ/\nl1k+AwAr9wRPdDCAcNKkO+BstjFin2Psp7T6M8gggwzOJJzWmgwnILmSYzTifPF2nA4nI9UV/DHY\nTo4qzpd2Gzj+nXlo73qAhx5y4uybi7yskmkb7iQw1U/pFohkC6+66QCoYnDwBsjpAvX7kNMHwelQ\nVwK3HxAxhoajjInPBZE2U62ktB56L4W97SDbEqfZJhwVl7TD8itugcpKsaKxejW43fzndBdrKu2U\n9NgJ//P30MUU8b9qa8cakxPoKYxmlEjHx40ZTd8vs+KVwcdEJnbzNMa6dbzc+AvemJJibwFUm2ws\nf+7kTIaoQUffBREUPVhfgZhBxJN7Z0LkQhuTfulG5xdlvXoR853vEpOTo3kgr66iuryaynafmADU\n1REaHkSlgHZzEzgctNU7qLA5QZbpcj9MicsK1dU4Cp/nD30aSjb6wG7Hv20LGlWIvQaJecNZSEM+\nNCtWgNUK773HUfcefrkQfrIZYlrBuIgCqKCvGEqPQK8WYnpQIjDJD4N2CE+C0pcgqteizTKJCeGv\nfy368IYGANzdLdgwixXsyZNh1y64+mrxn5qbobERp+zE+dBOePoDJjbJldYkPiNtnTOyrX8Son/r\n1sHzz6e+r1qVYqmkHafr/iWUNOkgHMZtBttwQqdhzx7uXA73vpIqHjGA7vb1tDb9mcp7/hMA7/Wr\ncRkHmVsIh0Zg4T5RNlAKWcvX0raym6lffWm0HQOjmVp6c8FSZmGP18OCLohli3Z72AKzW8UCTFQF\nb8404ejSE9D0c3QhxIqhZCv0K2A5Cjkjgik6cC7kvw/hIuFg6K2GwjcgkgexIfifc+BYjrCX5ApR\n92WHE3oRalBNsdGY3YU9aMYaNYBGI1hB6fckabck24ksQ0MD7qF2imNGjBUJvRibLcVUSLvegLDN\nPiRjC/DR2CynAc7Itp7B5x4ZTYaPccQP0GQ4/ZkM6UiumK1cOeqdztrahu3O/+BLnA+3386+kXwe\n+l4NtuYW/I/8gqaHvkfZq36m/RYMndA1APpW4WAAKHkb9G/DUQlaq+AtM1T3w6Nnw+ZZEM0X5RQg\nlLjaPh14dBDKgu41JvouhnO18P2jsLgdLuyHK0NTqF6zFtasEc4Du53uPc28EnGxp9JL+383cvBX\nTtr+YQWhlQvhm98UlacPmOkT/8QAZzPbTrwuH3fQq68/8RgZb30GGWSQxIYNhJ5+kOsTkXn3NCnc\n06RM7GBI9B3dK/MZVCJotoMpkW5YHYRoAF62wJTexeifb0J68EF800GZJcTc4loIFwu6d7W6gkpV\nYareUAifAY6suni0vzPbVuNx1dM1043BZ+J/zW2sG/gN2GysLuzgj1epaVvZza7fLyZ83jSGnrsR\n3zXT0axfLxgMZ5l4aXIvGy6AkBrWO+C1MpEBI5ornMul7WLVVx+HfAlGdLB3EoyUwH4golGhjcaF\nkGN3N/zgB7jdLupX23B73dQ/fDPHleO03pAIncjNJRTqFiFxwSDU1FDT4BaZBk4GWU5NgtIp9hn8\n3+CTuNYbNoh7DuJ9wwbYtGl082sVKpSlSwiWgBIJo+i11C9QQzRK3a9uwrlMjWZOFfesnYpsA2nx\nYnQvCmdbtHUv9a56fv0fX+OxyhGm98PgPDj3MIRNYrFEHYKRVx7FvP4lds3XMnTW2NPz6aAjG2QG\nyQ4DagmVH/T9MKsVYhrwaGFPIRAO4TIHeWpmLsf6S0GSUPQgdUFuwsEgKWDqgl35cDwRjqodFr9r\nveCxwDV74V/fVOExwXd3wA2t8L/XwQuXQaQ0m2j3EQz6MPkdx3HjJRAJiBCjJNLtlvp6wQ6aZabb\n14370vkMamO4oh0pcdWJRB4djlRIy6mwVTL2UQYZZHAG4cxyMiTzfj/99BgKnGN1LVx5JXKNA4d1\nEU7TKla+1YshClO80FIoVInVYZjVAbo0DYaoSXje8wIw4wicNRv+UgFr98KKghW0TBb03GEtBLQw\nYBCq4UcsQDYUvugj+xCYjoD2OER0wgDNPniU7qObxapWYjC0bnWxvNPMbf8ewd4NM75cy8xXWgl3\n7yM2OCC89A0NKdXx0T/omJBiCZz4/lGQ1HL4ayihGWSQwWmL1rvX8YcHvse0HVEubgefNV+syk6E\nRB/UHS/axQAAIABJREFU6g2QFYEC31g1/Cw/fO0vCKPe5cL76w34B7RktScKRKDn+rXo/t+DVM5b\nLPoit1u85+VR8C/rqVy6ZvQ4FkctFheUvASqfh/Xui1seCrMdY9sZetvs/jKq1oq7jrEha0r8a2s\nxHFOPRZ7zWgft+2GNfysrIflh0QawDtlmN8t2BTqOISCcMAEkahgW3QYQauDJy9ToT8ES9/KRXfx\nJeLcNRqoroZt2yi4zE6NvQabbhI1tfWYPQEqn90KLS2g0TAyKTiGlWAz21J9cVo/7vGkPo9i9epM\nH/15xqpVqc979ox+jEoKUlxhTwfcc/diHq1dCqWlOGUnLlcjPxgsZv/xXTj3TeLSo0BHB603XoX7\n2qWo1eC47zEcQ/nMrZ6DZoWJtmo1vsXFaLTZDM4ViyRZnQpR81zm744QMQn2gl8tUsyqE3olTy2U\nqNBBxKSgIo29pEB+EM7tUSHPzmJq7ggON8izjfg69cT3w6Fy8FcKLSsksZAzS4IpwxBBpLQEwQQt\n6YeCIBimVGDvhOwQHC2EbzfAlZtB0zOCJm8SjjYz2pCCrSeE0VIk+o50R1uyvSTaj91qx7ruDmwu\nN1aTFbupciwrdCKGKJy0TXk88ljbK/k542zIIIMMzgCc/sKPpwDZLbPAvYngD18g3B4gtGMfuaE4\nYTWUDUO5V6yUSYpwEuyaC0V+sIVB7YN3L4NAGI4ehfNehy+oRVhF1vvdZC2G+BHo1kC+H7KjIo1T\nXkiEXbRfB4NnQ9Qk0VsiMbU9jtcD0xqh33eUzld+Qtn53xXG8sqVIMvknTePsH6A+JN1aLwjRCdn\nsdc4yNxdauE1sttPdDIk38eHNSQH3I9C6UxP5ZSsK7nKkkEGGWSQQLBvC14j6AZh0lfBLZUxd8OG\nsYXS+pPQyoXM2Bvk+eUiXEwPDE2HN8qhrQiKsor5CoDdjnnN16G+ns6qDpQ2hZHseCoUzOEQTuV0\nAb1k35ecaICYXLjdRJUh8AYhJ4e3p0f5jmeSYAosWABeL4ak2F3SUQ3Er7ycvxyAt6bAWpdgM+QH\nxcRqwA9lEZEGUKsVqYpjAQgYtVzhn0PLFRVYI2Xw2GMiJl6lgoEBZLdM1aYGeKiWY86FePY1MuWu\nMAdvAZVUzqQXw8RzDQRur0F3LDg2FC/9fwFer4zF4RwVo/vQcLZPgtb/adR1uuPDrlX69s7OlDYH\niM9Llox+vaK1mC/8yAkOhwijcZmRG1qQjvejnaJAOIx6UxPU1FCw6y94d9bDN36PsvHrFLjA19JM\nj0WLZiRE79Q+4sfj5LRA3AiUlaG55xp6Loxgfr6DY1P8xMNQdhx0MTCF4dq3YkT6ICcKPq3QIgGI\nxxNho4oCQ4N4LzZR8ZwFZ/88ftV1iPOCsGwP+KzCIWeIQX4PNE6H99dAxSQockPBdIgGwXQMdk6G\n8MxDzGnX031BCNsm0A/BwHkQ0+ixtoQhNxdlcBBJUUCnE2lex9tDyfaRJpZtNpih25tiv6bbSW73\nKQt6jrbB9LIZZJBBBmcIzixNhpMM5s7vzOKfX9lP/JgKVHFMUdiXC31ZUOwTBu57pXDN+6CNgjUK\nRR7IDwh6bmQQ1FF4ZibMmwRSFKRLAb0W3aAajamYrLe66d8XYmYPDOhgTzVc2gRxvcShbynM+p2F\nuNdDXIFQwvUjKdCdDWVXrkDvQQiAJTNHpK1kDe97lsj7XvKjepg5U/xot6fEiMbHEaZ/r6lJUWnh\n1Ki0SWM93WGRMSoz+JjIxG6entg6Xc2M7jg5IUGBBiGGOM077l4n+hH55pU8Z3ydux4ZYUAHbRY4\nNw9ydkJ/NhT4QZN4To69sI7BAxvRtg2S/1aE1upcJi+7gdKsNanVRptNhCAsWgQvvAADA2AyiYlZ\nIsba46rH+0Ubhd9vIOrvRtPto3/OHGxvHheT/2BQlE2+Ev3j1jkq/lSuUNUNS9zQZYJiP0z1gsua\noJjHhHPa5oV9hTCnwoQlNBtuuCHlrJBluP56cZ7r1iH79lCVBxaLg/5YMwWvB4k1v8bQ/d8QLAqg\nbapMRYVztO/23OrA8pB8Qp/c1uYU5ZLHOdV+/ZPASerKtPUJ8GHX/WTbTSa2TtMQ9g2O+Vk3xUb1\nljbqmuso/ZcfsFsfYclhaJomtp+vKeZq7NDYCE4n7+38LxY8fTxVgcPBk04v199vFd83bRJMm0WL\nxKTbbsfztBP1L7dg1IpQps3l4JsP7wTF4skCDyzdK5wMPVng18POeWBZqEY3nM2cPTFYcB6GQQOh\nd1sxH+qEYJDjBthbLPqL2b1gCYBWgrsvhS/PgHn/ndJ1OZ4FL54N4Rh8fZf4TVKENoPXCOXXrBW2\nkloN3/mOyMwCE9tF6ayGZHiEyyXsqOQ+SeeCw5H6np7FazxkmTbqqXDUp+pNZzWc5si09Qw+j8ho\nMnyMI36AJsOZxWSYwNDyyHXED+zH0AZHTXHKFFCFoDcPlrTCOyXwhSOwZh8YUKELxdk5SQxmIBTP\nTQn1451WOG87DOXCuQ9AeLIe9w1RTF0QmTeZ49FDdBlhzjFheLYbwRBTmPp7wOtFlZWNSqdD0QZR\negMoBSqmlc2Db99x4mCWECHa/52V/KImn1kt+Ux/q43Nl/ZyxT8+jqNenngwS/7/dEM8+f3DPO3j\nU3Klr6hkHAwZZJBBGqr/8T+goYG1+VuofxqktWuZli4+OK4/Mb+5nRX+EQwhsAXg0XNg4VExJBvC\noKmqEqyH2lpKX4DSjYB1JgNZ+1i4fT6UV4I97QQmEmtLItE3WgBLhYOuNW5KSmrgm98k54ltqbEi\nucI5zqE6Z1BhZSss7oQevXAMT/NCVA3nrVjL/ucfpWvVYqY2bMEUlTh7QEJ57F6od41hQ+BwwJo1\nPLe7Dk3v8zReosH/Yg+KfRcX7FIR6I6i1cBA97NY6oGaGszmxP+pqQFZTqyWit8CATfdbc7R6tva\nnJjNjtHtE+Ljplo8lbqS/zEzPpyID7ru42n5E92X5cupToh9bp4msfTwWMOydlEt3GtnUr2TC/p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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "scatmat(df_topics, num_topics=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# lsi = LsiModel.load(os.path.join(DATA_PATH, 'lsi'))\n", + "bows = pd.Series(vocab.doc2bow(toks) for toks in df.txt.str.split())\n", + "topics = lsi[bows]" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "df_topics = pd.DataFrame.from_records(dict(t) for t in topics)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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19eYCPRw2P2eDeffeCy0t+R1hli0zmVGuS0uLy72tUZyKj8MttwxMKa6rywUL\nXTtsMgQikb5rOtx7L2zYYH7v6YGyMrj8ctMu1NTkLpoab4X519bBwoW41SFcoqYNAdi2zRxn2zZY\nuBC6unB/+i1ziILgo+1GsZ26oQMJ2f/RaLUDo5mSXkB1/TQyRH1ubDQLPoP5DLtRl2gsSjgYzk9H\nGs4IzxsDHtO/XhzN5zf7ee+fPeG6uDW2qXvhsGlLsiP/2TYnmAmC1tebQYxQCLZvJ0qM8OxF+amf\ntm3at299O99OBQIQifDU9ie55GPXULUZs9bTLbeYvxdMnYrPn0gg2oEH7AxCuNXCsT2cOzeYcm/a\nBOvWgeuyb+1tHD57sWl3a2v7ri2V+b99N/ksX9iYzr9/2WMVrsuwdy/89Kcm06q3F2Ix0weKhk17\nOtjUroxMXbcG+9tYZjKIiMg49dz09JHvdCQFo27TmxMUH0rAnXeC59H+yD/SeF81ByMdxP9kGftD\nb/LOst2wbRuNDatoaagbeEGQSYuOravv27HIfE9ZFjQ0EI030XlwN+3PP8MFu+Hcf3+LNND7t3cT\n29aQG1Fg9244dIiiTh8tFdtJW+X0NkdJJGPc/nwnBIMkkx3mGDfckA90NDWZvbGz2RCF9u4F12XP\n9+8lMDVkOlyRZSztCJlUbTIdmXjcjOYeOgS2TXN3s/m5f1DlWN/3k0mjoaeefh3t3F7smYuJ9jKL\ndNUEyFwopiz4yU3TuOPmIr57tZ/rt6ZZf4GPLY/9q+lYX3UVsR8+csSMm9hli0n4LDwvTW+RRefe\nQ6Rf/BVp71FT990aeh6pM+1P9vF1daazbtumcx2NmrqXnd70+uumY59oM/eJRGhZAo23Aq0xukPQ\neNkW06b0T4cuSMt2ieYXji18nx5+OP+6uruhuRmqq2l7dZO5QKipgccfZ86l3zR1eONG7PoGbnhy\nC1RX01RR8AYkk+YYF16Ym7/eZ2vOTU1927XBMjZGcEE17OjjEaaaiQBDTq3KbhkL5Lauzn6Ow8Hw\nkTMZso4iwLDncwU7xfT/7GbLOtTLiLp9X0v2voULHmbvl20PstvJLlqUDzDU15vbYzHz2FCI7qsW\n8MTkZrBtDu7dzs4/vJlkSREAyS//ObHXXiLV2moyIYFn58CEh18zz/nYY/m2rSB44uvxaPnSNRx6\nH/wgAi3/+4MkZlfl77tpEy1fuJzGhlXEKzrwYo+y9/GV0NBA6ut3A9D+mxd45XPX8tabz3D9No/v\nXu032Wd/sn89AAAgAElEQVS2DVddlc8O7egwQdXmZvN7b2/foEJhUOIYKJOhgDIZRE4+jXiMT3dd\nZ3H308f5f3Ec3vzON5jdlaIsbm7ypSAxM0DgP56Aujr2hRqILwwy7Vu7qWjtZntNNwuevxh276aj\no5mKuQvgox/NjypEo7gUjPYV8CwL6667cJ7/v/z5m5VM2HuYe6+EG6dbhB/12P0nH2D+dzeZEdm9\ne0mWga8HklXFAByalSL4mS9S3js1N6pxeE4TU/zV8NBDuAsDuEFzAZKIH6K4IoT98ZXY316L27TJ\njIJ6HngeCR88f9uHsBcuzY18RINAKER4xR3gujRsqufc1/fy9z/8U5atrifYFCNaX2dWjh9spHKk\nIz/HmPHQ0uIe3UKeRzmqpLo+xvp/fhyHltvNQqWO6/D52x9gwjs7KbM8LAv8vZAqBau4mKKWBJbn\n5f7n63/yda6feBlceCEH9m1i8oa3cK6DT0UqCW2M03DRuXzkO68PWoyUZeEV+9lRkWJBG3hpsDxo\nnQZtnp9wRzF3Vce5+71zoKICNwz2lg6TRVFZCeeeazr6HR3ma+FCiMVI7Hub4v19p3bsW7mALXuK\nuKGymti2BoJxTCd76lRi6+qJTi+h/pJyMyVkzx4oLmbZ9iIiC64amDH15ptmtC8zmhjf6BK4rJqe\nQBfs3EXX+QEqXophVU2l6Jbf52cVj/OpL7+I4zp8tW4TZTV3kPzYR9n46cv7lHH7BxdxWfkCsx1l\n9n/Uf/53xkjrqFtjm3Zk2Du5A9PVRymrQXX9NDKCTIasE7WjUiwUzG0dOaBc/QMO/Tiukwvk9cnc\ncRxa7CCt9Q1m7RSgvLWLrn/8FnZ9Ay0RqKrJrF+QnSYZDhNdv5Zge4L68z0iE1M8mkwzpzfA777c\nw48/Npea+ii9fouSTyyDhx8mbVn4PI+WFpf6a6/lc28VQ5EPq7gYX0dPLgCR6m0nXWJBZ4LXpsLD\nF4M/DnNboOPcOfzp9nKK39kNU6dCMEjq9c3s+BPoLCrGI4W/YxYX/+A9rCVLzO5ZgQBEo7wyqZVL\nS84xU7AyGV4A/OxnsGULFJv+D+k0+P3wl3+JS5Tg/lYi//bwEf83ymQQEZERWb/Iz13XmfPFXddZ\nrF/kP7on6DdKduGffI1JP9/AxrOAMj/+9RsI7Oqmvb2BfR+GwLYYkx56DVp3kT68n/IdCXMBUVHB\ny0svhm+ZlGLq6nCdGurCMaLLbBzc3AhFymfhWRYNM8C7+27uWp+kYu9hLKDUs0i/4HG4wsf8rgWQ\nSsHnPw8zZpCoBJ+/mJevm8ubwRJ6J5XzrZkdvDD3EPM8l8MVb1L+i220v15PT/IA9qpanIqP46yL\nkwwW4Wyfjf3lNXD99bi3XQ/f/jbpdJqmCabIV3/nSXq+fpe5gNm+nXA4Qt3CeO59qnp1CxM6e3FW\nb2LBi9uZNSGz8vShQ4O/t0daBGuIkaeh/PBHZnSodpMZ9cyuhzFiI5nfL+NH9rNQ8DnZ/eVVrFtp\ntkv73r23Uvv4nWz993+kNwGUluLvhC0lCcAE8VLXXQuOw0Ud5fD22wBMv3I5RQmw0vC+1THO+sY6\nynqm9D1mAQt4rxJeCMMP7AkkLXh2Lrw6EX6wKMVd1aaO3DVnB0+1b8YNA7Nnw5e/bOqu65pU5YoK\nWLGC3dEXeeXG3cSvOi83ssrKleA4BCoWcJ27C378YxoWmvTgba/9FICGhUEWP/oSTnAZzrdehGnT\ncLCJNJEfyayry3/G29sBOPjCero2/AJ/Vw+pjc9R/ORLpHeZOls86zxoaabRjtL7gQu5/WGbKc/V\ns2fPr4gtX0a6PIAdBfvNrlwgYPfZU81ispCvP9n1Xvq9f/F1dSP7X2cUzpsfYDTqrzIgTn9H8Zk4\nrgDDIJ+lPZ+7iVjITFOIhYL5jAbXNRf92RH57FTKzHNkF6J0XAcAp64mn61VsO5KbF6McG0ddtgm\nGglz+ZKPmtewZk1+zYJVq+CRR3JTEdzqEP7IVD41eS7nBBdzdhtMb03wo0UeoUNx6paFeTsEdXv+\nB7fGvB9PLrSovflaolXw9eoET8/owecrhcmToaSEVEsLXk+a4k/8HpZnsbhrEn/9a7DOOYc/3gyf\nebuF+ISYWdS2rQ1qamiYAcF9U5jxcpola9Jc/IP3APA2b8Z76y1Sr22GZcuY026Z9hPMa3JdWv/5\nm/DOOyaoMHmy6RetXw8XXACOg2uHRxRgOBJlMhRQJoPIyacRj/FpVDIZsunMrstLf/DbRNotild9\nDYDouocIb9rGQw8upO29SSy/900Cnd20TbN457xipr/t5725Uwk3xUn+zi0s+Poa85y1tTiRGE5D\nkIYQRJz7SO14B3/KY8NcD38KrtgDL8yF2W0w2welhyGN2bO5/Rwo3wF+IOUHfwp6LSixfOycm2be\nLh/8wz+Y7ZtWrCaa3Eh4E3DZZbSEY0z8+VbarzmLZyd2sPTlItbN9fPqleeauda9vVzzagtWaSnV\njQlKe9NY55wDu3bRUebn5fmlvFOZorPUx8df7WB2c5oSLLzSUlrPn0dZdxNl1csGrlwPA0ehBxmV\nHnDBcAS19wVZtSJGzUMR7roiv9d34TacI6I1Gca3bCc8u2aBbdOyBHAcYqtsgrUuq5eG+eZH6nL3\n77nhWoos8Kf9bJiTwo6C5Xm4316JfdcPTKc0FIKdO2mYAecegm9dDWUJWNhWTPCS9wOwcFcXr1e+\nxA3X/COxr32Z0kCK0sMQrYR5rdBaCpN74GAZBD54Dont3UzedZC7PpDg2tYq3EsmEw2abSHtogXY\nRQuIHtpOOEZufYiGps3M7S7GurSCqrmfMO2O49Ce3EbZtg58sS5IeaRKLHomlNNc1Umvfwqz3osR\niKfYM6+K2avupOE//57QwW5Czb0m26GpiZaFcXqe2UPocA9NZSl6J8HcxDReDHZy8TsdBEoCcMUV\nHNryHOVLzqX86uVmKlZ1NYdTm5jy23cQXVVDZRiqgrbJasqkXa+9vIIFj2zMXUSFg2HCyQozT7tg\nrQhsmxY7SGxejGCta/5nQ9TRhofMyGv2OUtvCXDlx4+wSvyR2pbhDNHWqK6f/o46820whZ+1Yc5b\nfTIZCoIEQH772GxQvXARRNtkaTl10fxirdndou64g8Z5rtlJpqGB3f/0DaZMKiIejJMO+PDFugjs\nTcOFF1LWBA0VHdRfZrIOAvsOMnX7Xq7YBy9PhwXNsHEu3LQVzokHqL0rzsq/hNLMrNPYEijZAt/8\nINz98gR+cXEFSzd3wqRJ0NyMF4/jAfFSH2U9adJAugi2TIHFreD5IRkAf9yiuNPDAjbMg2t3Qu8E\nP729Kd49CxbvgviSGRTF/RTHUnR0t5otMquqTNaX3w+VlSQO7KfYX2Ta8YsvNlPOrr7aZGuG4vl1\nKOCI62sok0FERI7K1QeO4/SQnUf8wAO5E/1vvZcidfbMXIpitGM3AEv+eSe/c+/b+LpTlHR6BA94\nXBmdxzm+EOGmOOHlK1jgm5rvWNx3n+kk/P3fE/vnv+fFxDs8OzvNhnkeZ1VBqghKPMCCBS1QFIde\nHySLLSgu5tBV8Lefn0nPND+9IT89UywOz4Ous9JMbveZlME1a4jf+lloaqIoCpSUwCuvUNUAvvYE\nlT/fyQ0v9VCaqOCKHSmcaJjrivZz++MtvH8XXPFODwcXZ3oX0ShUVFDRmcDe5aN42gw+vNuiPJEm\n7YO43+OV6kpabw/BhEm0VEZpaXEHzqnuP8ozyKh0rpOWXaBquMffdBM9yR7sOptoPMgfPuPy692b\nzDacDzSM+F8NKHthvLjppkFvbvjJveR2c8mMVlf9zVqq3jKLElZV2ZSVhc2d/X6wbXqvnsOrsyw2\nzDGLL7rz4JUrQlzxV/9iFj9cvtyM7JWWEgktoTwFl++FOzZ6LPujbxFsimGHbULpcqa2ALW1dN58\nI0Vxk8nwgw+W8szZUAEkLKjsga2v72Brsgk+9jEz2v+JL7Gs911eC+zD+a+D2PvLYM0akw0UCvHe\ne2/wysHN3PN++M2UBMkXW+j474fgttsAmPj8fooOd2KlPHxAUa9HRY9HLOyH5cvpnlgGwKGFc2HN\nGiINTVQciJnMo+efh5ISYtUB1n31U3DhhcSLLX5zfgnfuaSdypYOWgMQT8RpfvkZXjivhPLDATh0\niBb/6+A4VGyHlnWrefvGAyR7D9P1y/+kt8LLzXG+5ZHtREIRk9EQtgmHI7Bxo6lP2VFZ24ZolKrV\n65h/dxSA+Q9gFo4bRKQJItXLIBRj3l02oYuq2ffjmiNnNBQaSXbCUWZNyUl0kv4Pxx1ggMEz8AYp\nf+eHrh34GArWHikMLGRls5Cya69k7xeNkmhvonGeCzujtDzssG9GA23nBSmLLKXKXsWUbZOIraim\nrK2csqU1EAwSiSzFqTXnxjteKeO230BVSRkfeA+u7qjiqy9AZcLiqbPi7J0Iv5oLWxeZqQgtV0CJ\nZXH1Tuju7eaalw6S7Ozgzcv34sVN5pZnwb7yNIkAtC4xAyBL9pspE12zTF/m9UoPN5wfCt8Qhtcn\npyhPwC8vMLeVBRdS3OUHv59Wq9fcGIvRS4pUPE5H8372BS2SqSQpzzP9tblzwbaxQ9U4jnm/HNsZ\n+foaQ1AmQwFlMoicfBrxOM1k0xZrauDuu2HJEnMSy3ScGzq2Ez34K4r2e2wLFdE6IcnPFk/gwZ+m\nWLInSdvvXkhVeBlEozQsjZg0Yscx6c8dHfDAA/QUWxQlPBpmwNktsGE+bD4L/uY5c2LGAjxI+yGd\nWdw9GYC2adA9CYq6fTSWpll/EXx6nYU/5eEHfJWQDsK7Fkw7UMzf3jSZO3/Zy4L9Cco7etg4D85p\nSjC7zYwskIK2icUEvVJe+98dzH16CRW/3owfiN4K4QfMsdNAOlDM87dcDu82ctF7PRR3xfG3dxJI\n+yieNx+WLiX1wP34/+IOiEbZs+mXzNq2Z+h1Dwo7ZnDk7IXM33/5tat4Y/YWaG0189uBbS1F3PeX\nh/JzbPuvvn00I5vDUF0/wQpXC89auZLo2vtz64Dk5iMvXw5Ay2cWUtUaNtkC4Qjen/0Z1l130fLY\nN3i3tYhLd6bZMCvBB3fC3z59F3ddezfxIogHy/G3dlGRMNWtUMLv47FImtYb4apMxu3s3aaTXCgZ\ngF+fVYH9Vg9d6QQlWPSU+PGKiwh4forefxWvX/IkP98Cf/pLCMbhvTmTSFkpph/u5Y3JKdpK4eUZ\naWIBWBov5gNvVVDS0mZG6Mj35izgf26uZEpHO75gmkt+lmkrMlJAb8DPgYk+ZjQnaLjeT+v7IFA2\niWBjJ2Vv9DJtCzSG/CQDPjorYVZjktkE+H7NTHbHDhH/cIQVa5oInLcTq/QzZtu6aJSnn3+QJaEi\nWnpms6B8NmsrdnJLx7z8Fr4vP01V0WSIxYgRJ1izwvyP1q4186+zdTsapaUyStVNztA7g9TVQU0N\nTVs2EVqZGal9gJGt0dK/rRnJ+gzKZBh/jnFNnpNqsM9a/3PaYI/Jro0Qi0FTEw2Te4n8zpfyazZB\nPmMrE1hwI0Hs+oZ8huDSpRCP07BiGef9368Tn7yAw9tfZ2JZJfGKALE7VhFpgkbqmP/MfDPKf9VV\nZtHZW27Bdeuw3+wihcdvwlDeDhe1FvOrGQlCKQjFYMcFcGgqtE6HxX5I+mH31GIO7PXzof+Bez8y\nmbt+up83/k+KRX+XL3oaSFbA7k/BvB+CLwk9U/Jtpy+e2fGnoGp5wKZz4HAFfPQ1WHkbXLG9imhF\ngmWvdBErSRM5XExsgp+ZsRQlJWUk2tsotnz5dRiKi+n+0mco2w9EIiaTsyC4ULupllXxyKDtgTIZ\nRETkxMvuNV1UlDuhdzTtgrVrabn7Jlp2PcKM+CYWX1yMv8rjj30V3LgryI8azuES30z8115HVXYQ\nPRIxC6GRWTPgoYfghz/EA0oTZmSyuRzeOweqMifggxF4Kgx48NAis8gkQG8RNPfAjG2QXASJXWnm\n+WFGDM496HF2M8xvhrPfhfNegaUH53H+QY/6bREW7E8wafY5/NK5nC3hJAfKzXPungwvz4St0yDZ\nYXagCLy+meb3QbrgdLujCuLF0FyUYP3e57nkrTZSJUX83ftTeD7Y+b750N1Nd8d2LH8xHT99kIaG\ndUyIdZo9qpsa+o5CB4OD70AxyEiOG3X77v9dU8MN921j1ZeTrPq7Smht5dYHkyxsPAtqawnenVnB\nPxbru7L96TZCebq9nptuymevBIO5jIaGL96Eu+4+oqEAbn0tzfvehfXrafjsb0MsRlf3fib950uw\ncaMZRa+vN89RWwupFDGrB2bNAsB/8RKcr60HIJCEypY4r8yEAxPgmWvmAbD+bLj7k5V84XOVXNwz\nk88+HGZO7zSmH4RtAT9W3HQ5f1MJvk6o/h2wZ30A5s7FK/Kxe+XnaJ85ha65JTT+ocW2OU8C8HuT\nocSCtA+6Otqoau6mghKu2Gtxww6Pz74GX30ern3JIjUNCIdJZ9YySxX78TCd94893sOSl8qZETVt\nQ29muZmnz7HY+OnfomTyJDbNTFGWgiufTHHdPTBvVxsX1/Vy/tYKypMWM7rhist/j7O9s5mWLMHv\nT7I4cBW3PN/Nvbe/ywUb3iZZAYGH1tL57a/z7Js/omuGx1YvQXnTu+z/QJI1Z71n6lg4DGvX0rtr\nN2zfDrEYRfsPmvngDQ0mqyG7i4br0tK0jvIntuQvlmpr+9Z/x8ldWIXWrgPbTKvob8ishv5rNIwk\nsKg1HMaHU23HkP4Lmx7hc5RbT6GujqapZgHmaChA7PKLcd06GpZG+k4xyiza6tbY2MFI5klcE2DY\nuBG2beOCP/wKpbu6mbz5bZ5fXEmgI044YhMJmS1sg00huP122L/fBBgCAVre/BHccAPuFz7Es3Oh\nrQj+3wehsyxBdynM3wfpXmirgoufhxsfNJlHe6ZA2UMp4rtK2D4ZbnjxIKl03y3CPSBaDRSDF4CO\ns01wtKgTOhaY+9z7W+QCDO482F5lLuSv3AEf2wzJyRbfemsmNW4M53+6mNyR5rI9QFExZx3upcdL\nmszO0oLL/3SarkScou//xCwMGTNZaI++ns+mrN9Wf0yfJ2UyFFAmg8jJpxGP00xJCSQSuV+9zJcv\nEODdqRbzYmne/VKAtp90cd4/fovonX/PxGtuMKN+rtt3+6RaM7+4IR6FoiIiW1tI+dPsmwgHiyEW\ngEQplAZgbpmZD54shbN+Ddd9Dtw6SE4AXy94KfCnoWcyJLotvFke354Pdz5n0hEBvEARvp4UTJxI\nc6qDyQsW07JjMz+PVHAw2cHig3CoDH6xAD71Jtz4NrxxM3B+/uUn90IQiE0qprItQXspsA1+VAwp\nH/g9mN0O+yf5+T/PpNg3rZS5h5MUlRdT3BLHmj4DQiE6tr9JxWO/6DvvNJv+Wfg12NoMwSCsWoWz\neilOvHrgyFbmPj/812upLu3mnE/1m7Od3Sf8WEY2hzFu6vqpMNJ3LAozGWprc0EDd/dG7NlXme3Y\n1qzBtcPYUUjt3ol/9jyYPp30Sy/lMhIaZkBLhZnCECuHtAeT2+C8CqjYAa3F8OpMwILIPrO2SVUX\n7K2EjhLYPMcitPiDVP90I95k2PXxFF/tKubh/0yQnACf/ARctg82zYYLm30cmpDm5q0+rkiECL21\nl4NVxey/PoEv07HOzH4i+Tac/Qj0zqmgqgP8LXFIJDlYBumzfYT2VtKyOEXlxnY6ZhUxYU+CZEkx\nJfEEbSVQOeccOHiQ5so2fIcsKnotrFSa+z/tZ9/MRfzFU2/xvckpVr6QpMTzkfBBx+UBJr2cwG/5\n6E710DF/KlN2xQCLVJmHryvBncsm8JePdpJY6KN7hkfsYo/m4EymuW383YpPcdm3f8SnD6T5fijN\nr673iO2EZEUZN77azZ+97OeNqhRVXjFlvTCxK832GcXElpzPFdEmyoILzbaXHR00Lm1i/poOs/hb\nOGwufJYuzbcNBTvwsGpV35Xks2zbZDf02xWgj1HIXBqyrp+udW88OZXe4/5BkSE+d312iKitNUG4\ncJhofR3hmlV9t1zMBjBsGyda13c9hmyWZVERvXt28dTZZiBgwaE0P7nYx4fnXsfy+AJ48UWzreOh\nQ2Z6GEAqxY4/TrPpcIpPPgL7J8GkdnhjOnjZa3YPJsVhss9kOEztMEGADX8OV/0bPLtoCosO+Ti8\n5CDpC/Kvr2grzH4NeidC6yWQKoNEL0zdBkXtpv2r2A4bFsMFb8DkLmgvhfemwtRWmNcOCb/JxIxd\n7ucsN0As2YnPg0n+MrZ/+Y9Ifv9+5rValHT3kqoop6S9y2QyAAkgdlUx0yZcZ9baiUSomVEHZRGz\nK09mPYylRQtZXlHdpy8wXCaDggwFFGQQOfnGzYWHHL/MRWn8/vsI3LYC7r6b2AQ/+y9Mcf5LsGci\nzIoXs+djMOvFaXDDDTR1NJlRt4Ktpe6/dTEdX/xj6rfV51Zdv+bxzVx0sJizWxNsngSX7IenFkJp\nJVzSCAd7YOJ8ePxGuG83vG8f/MMGSFdASZspXrwckjPguWnw3FwoPWhSEf/kF3B2R7FZrf4Tn4B1\n69iW2s/CVBXplhYap0Cw02RMrDsPlr5t0quLCl76lr+EBfdD53SojMJbX4IF3wV/C+yrMAvc7auA\nHXMg3gtVJZOoebaN7onFlMbNid5KpEjPnoG/s5dYSZpgKGxO+NXV5sKhMA00E0gYLIDgNtQTXRgi\nvG4ThMOEYxDe3WFeXzBoHr99O2zcyNZ/C3PBF6N9/n9873tmFf/CrfRGodM65nX9KLfcPKlGY0rK\nTTfBw/kVwe+/dTG37ZzCEwee4SP/uiH3/J1Bi0DBTo9WCroq4Ser4I/ugldtuGgzxOIwo6QSAgG8\n/fuJRSCYyTTach74muH8VvCnfewPpJnWaTrD8WIIpC16pnn8y/nws0vBl4Dlm+C2dyFw2PSy7rbh\nay60lUFlHBI+KE1BawD+4ga4dx1EvwwL/w66i00mQ8qCiT1Q5OVmRWFhttrceQlMPwDNM2Hv7xUR\nuTNJUTv4e6BpIkyYChN3+kiWp4n3wI8XwQPvt1jzmMfnPu2nrDPFvY9DqBUCCZjcDe0XFTP19SSW\nz0cynaIoWEW6LcYzcz2eugCsBOAzW+FesxM+uA+iNTB9PZR0FROYdiG79r+DtXwKnZ17KE1b/Nmc\nFKsOnsN3D+3kQ9s9Lj4I//FbAW55PUVlV5rFLcWwYAEtFdupWnCLuaAqKeHdJb+hKrGIqnVNZg71\n22+bQEI4bL6vWtXnAivHMVuV9t895qgXeD0KA+r6eK57p5tRmt52wmWnPxSul9Cv3G7UJVpfRzQS\nzt2WW4jQccyWmTVO30y+1at59JJmXtm5B6ZNg2AQ+5HX+OBu8BWXkWw+zNa5PVy4w0faZ5EqKeKu\n3/bzxfmfJlxbZ+rPgw+aAEM4DFu20HRRkIbLY+yZn2JBqphZT5ZwuKSTRa/AtnKIHIZnZ8HlzVDS\nDt1FZlChayokuuDApVD0JuyeCB/aYXbi8Vmw7Sv0mS7RGYDiMtjzSZhfB+/NhDl7oXUmlPbAlZ82\nbd6drsmY7JkAF70HDSG4qAvaMe1QxznQ0Qoz92auaDPTO7OxkGxEIDvzwgI6i2FPJdR9dib+3YeJ\nX7OQ5Owg1y9Yxj+8Uo8btYebGjVokKFosBtFRESOWqaT0P79NbyzrpbzLSjuTTGrAbr9ML0DWkoS\n+F/3mZN/NEooFstPB8h0FDZ2bqWuehVfuPkv6PnKH/DUzx/Dfhv8sxMQg7YA9FYBSejuhvhZsH8y\nxKvMjhI/3A/p7fBaGC57y6zN0O6H1jkw6y342NtwViO0FYO9PnvCTUBFBbtffZDtZSkq47A30cJZ\nQPiwSQv3gMmd5nsR5gSdPWl3vQuBg1DUZdIbZz0OJc2wewbMPADbp0BbKfzBDtMJ6e1pB8ui48IU\ngZc8uuZAYDckE830TEzj6y41FxdZjtN3MbjC+auZ1FCammDbNuy2Nnj8TZyPV/B/3B1M+L1bwV2T\nW4W75XabpqY69v8qwgzgVTfC1HNqmGOvooUGqu5L9e1MnAod1pE4yqDJidrzffCDucf/Pj/cd8ux\njZ1buTlRRKgFGu75CjHngPnD2VUEA20sfjlF21VVlG1uoeK3PsynH3iS3ioTYABzId8a6iBd1UNw\nP0x4l9yVfVMJpCrhwkPQcmmaaa9Ax0SobIe9Z09j/t5Wijp6+V/b4H+9AUs/DitfMs+7cxLMa4PH\nzoW/fg6SJeAlzCwrK2XWSvibZ6A8AdZWc0gLaAzCvBg8P9eMFkYOms56coKZx3xWI3SeA53zYOF3\nkvh6TUe/5X0Q3AzdQdhflmYq0FPiY1/Ez3fKk5y3D2p2pvj8r+GdFJzVBiUpE/QofidJ2vN46kMp\n7HWQbmnBAuxGuCZqXo/z2xaOm7+gnv40TNgJXlECFoeY3NtB8aPNpPf5aVpunsdOTSay6xDBiqm8\nHW+k9tBlMC1JcvMrdIeA0hhl2zrZGXmE8lAvHcsvI/5KMVuueJPzQhFmBD4KBw6YzJWCrfu2f3AR\nC/p/jmwTTMgGFHJrr5xMoxywlGGcKu31CD4TdtiGmIsD+UyGgscHNx6ipaGOjVMauPE72+GWW2h7\n73UWVRdz455zcRYHcNbFoW0y3TM7KGMaRYcPs3vOBOa0FhGcex4Hncv59bNr+eZbrSTCUymOJfFa\nW7ECAdixA0pKCO2Ic8WkMg6UdzDrvxL40wmmhMBXZs7rAHE/vFgF7++An10Ic1rB3g8vTYWJb8L5\nB+Ci/aZtSQGWH3xvQfvZMPFd06cpBg5Vw8S3ze/PTYffaQd/GZQ2mXbnxndN5kJZFZRug4pimN8L\nrybMwq+WB5VbYRL5YEJPMZSlTN+luQymdENvcBIlbR1gWaRSKTojE1i4p5LV9cUQruarbzTwDz+L\nwG0OUIoAACAASURBVDL4WWZXoqOlNRlERGRUZPem3j7xMD9bvYr44vMp9hdTCpSlLTwLggmY9Edf\nNCNvYKZHAEQi3H/rYmpuMqfFWz/lI9aepv0/HuCpic2Up2F7B7xu1irkhUkwsRM2T4XfnAPJFpj1\nKCx4AWY9AalmmGp2uCM5ASalYNZ2sxCkZ8HPLwR8Fk+dj9neKcOfSHH+QQi1Q4c/H0iojJtR1CX7\nzO+ez3w/EDBTKB7fD44NO2aY55n0JmDB3CbweTALeL8FianQHYLEQg88jya7GOuGD+H7zOdITvZT\nuuKvKP/DrzEpfNHgC2NlO2bZztmmTWY0qK4OysrM7ZMmwV/9FQsPwXMLis3icQXPU1VlU/zjCviO\nmcf/PifInM+vg0iEwArHZDwUrslwqnRaR2qEr8eNukf/3Eczb/UEzKOO33YT99+6mFtvtrjxrRSJ\nuEn19V56ifiBnbBqFTFfL0yvoHsCbI7EeCMANDUx8V0oaoOdwN409PihuSnFgbfi9FaZTJx3p8G7\n06GqA3wT4MAU6P7/7L15eFtnnfb/OUe7LduSV8Wr7Dhrk9hZm62J0jV0Dbwt9FcKyUxZOkMHwsAA\nw1uoUhhICzOEmQ4UXgpm6xSm0NCGNmnaRGnTNnud3Vkcy47XeJNk2drP+f3xlWOnTVcKbUH3dfmy\nbB2dcySd5znPcz/3fX9PSFvIHZJBrDO7Fz0RxyhRJQynbQ9Jqf5G6ZD8vrEJjClwDMG+yRJqBkIu\nFI9AvxUmPg4osLsM6nvE8mSPw/cXwT3LoN0OR+zQ7QbTIGSdgLLfwUgKIgkwR2B4JmyfD6kKUGfD\n0GTIMWos3JFg2v06qg6feQzMUaiJSx8RrZT3lz25BgpySRWDauD8qFkBhqbCmVKVZcFsdGVMA5vd\nIsoNdGDrVuwtHShxOFFsAE3jM4ezaMyPoxlUugnzYrWBgd4z0N6OsaAEW0cK2/zrMYWg6lEzRU2F\nuO4/RE5rAssfDZxbEmfQ4ZeD9faOZTR4vezMD7/6onjF9X6xnIa/GP7a+pL3IXwbpV9/3Yoj8JfJ\ndPhTyFWPh/pkIQGHn2dObyT6+EOkVl2LMtyJ68dtRE7v5OZfPoN2YB/amWZiZ8/R33IQLRajqnmE\nl6qDRI7ux/rdh1l1ygDPP0/f9Q46rpks+0+lYMkSSCSImYfZFQ9T9lg6JyEIkdPQHZVA2ufKoCgM\nnlYhG645LSSkrsCIESwJGFHFiubPg73ToT0bajeCvU0OZ4hI/ztUBi+H4fnl0u9tr4afTYL2PHhs\nGuyogON1EO2CbieYB8F0Gp6plpyZuA3CJhhMh14rgDUqYxmAnCh02uE7V4RIWjU0pCRm3skYvbYI\n4SwjNDVx04Lb5ftZu5Y19Wve1veUsUuMQ8YukUEGf3m86xLqDN45pCWxJx5ax5QJ84mfPE64bhq9\n8X1MetnIoDmBeVYJyUIrxkmzycmuk9elJ1kdH/8gZb/cyOpVcH8I8g6CaQjWLYOvbwNFkcA2X5Xc\nzGNO+Oxy+L82mdRrGnQtgY6t4m3010K7Ady9kDsFrj6UvnkXy2HVJMyywYeehJ4rIO8IDE+Q3AQi\n4Dg59tZGJYWvhKbCyWJoy4KrzsDTH4ClT8sKqlkT+bcObKuB5S0wMAUsFng5rOJp1jjsNRBrnENx\n1XRcB/djvee/Lgx2TH+uPl8DHtzy965dYqNoaBCyZrR6h8MhPvzGRh7d/B/M2t/OSEEu9pEkZoMZ\ne2Ut+Tv24Nu4AX/DBvyrPFz14uNsLZ3FddERCl1xcDgo/+cXCf/+fpyeta/+fscPNN7iAPH90tZ9\nft8FBMMb1Qm/AG9zpTZiVbBFX+ezuUj99/FofGQD9beuJeGyY+oOMzBJob8ICpKQSIGtBXLj2Qxc\naiRs1zG5nCQ7WjGm4Pu5sLYfTH2Qn1YxDE2E/j7Inm8hUqlQ3hBlaDqoEUjZoTkI9R1p2e+4/LLG\nEnCshMqfS3hZIgd0I3QrUBoHc7+stEE6r0WFwEzo6xeVgik8ZoMAsUGYYkLgeX3wixlw+xH4+Afh\nO0/D7gooD4JjEkR1mP68tL1GDygqqLVCEA7aIP8Q5B2GXRNgc42QfykFPr9b6tzrQCIXRqKQFwcU\neGaiyo4KjYnLIL4dJrfK/xe2Q3ghHO1UudSUgz4UxNop575rBsxrlv5leCKksk3k+I0874gyzwA5\nJ3WYOJFuwrgiBvj1r4n9w61QX4/leLfk2pw7R6qzFUNpFd3xQXZVKhhrkkxpj/K75W4W3vETPHeu\nF/VSYyP+tWtoWOW+4Jp4S9ftO4z3S1v/W4TX68Hr9b2xouWdVJ1s2DCWm/BmjjHeXuP3S/WbVWsu\n6AMHN6+nOXsPOS8EcB3TSZRK+1bj0LUCumx25ndNE2tgMEjKBIa4kPuRLIjXGjANqUQqDDznjLGs\nU2dwOgzlw5TfgK1T+geDDtsnKjxbpbPueQhdwvmA6kgp7DaJRUFDCIZ+GxQ6JevJGBZLpg5YBuCX\nk+HvGuFkuYTfThyEeCEYhkWRmdUKz34Jnj0jYY+Jo2CphFAbNGyEFxZDYr7kOnFcbFpb7NCtAipE\nnJA1AIsDsDAEli5IxSArBUnZhLgBrOP6bAVRVpytq2JCLCp90Gt9XxdBprpEBhlkkEEGf3a89JkV\nnHhoHQAnuvayvyxMfscAlceNqFl2Eg4nyWQAp2ctOd95TCbFHg9UV4OqUvrLjejAnXsg9DJ0JaHN\nBn+3F7ZWQ1t6JdSQpuQDsyA5VW7M7VdCZCIUnRDP43WHxVK5/jfw9y/DbT+EbD9cfgLu3Qok4O4d\nMGcwPQDoA2sP5Pgh9yBgkwnTG0HVwBqB1jzZz4znZeKUnV7JVJAbbX0nxGqEYACY6dJovR2Gy02Y\nPhfHfLWd7rq5Qhzs2jVWTSI9AHv05EbYtYuh334LmprEK+r1kkyGGb7j42i56Q/n+uvpePpRHliZ\nz+8X5hKJj5ClKVRWzSJelE+nKwuHdz1uh5uFP9lMies2vHiYv/J+qgOrcGz0o+YV4fQFXr2S9UZ/\n/5XA4/acl+b+qXXCL8CGDUQXVANjq4kgpIY58VovGt3Id/HHaRTd/03iThP68DApRcHeAduioMTh\naAhsAdCGh7EdC1KyU4Gj3TQdhQ15YDkHL/vBnHZTaCbIboa4CoYzMQq2RVE1yDkhBEPuQQmGNCQu\nJBhSVjhXCvZjUuc9niW5J7oRHHlS9jVWLEoef560jT1ThWAAaHXAnukysB82SbsJzLvwfVamQ9Da\n88A1LNkJk6PgjMCEk/IaowYLtsGcZ2Dug0ImFDwMVfuhIATXnQDvdpkMfPFFKA/AkEmOO6q+6HRA\nSoc6g8aH54FmhpsjMG0i1OdBoE4mFJfkaRwrDPKbYjlnANdZMEbkcW4TmI9DfzxK1SAYz+ikVCAc\nJr8/AqEQfOlLEAqiHz0M4TCpYwfQzraipEBrbyV/JMSqvkKWbU/R6bDy2S0RFnz8EyTbT5+vBONO\n2s9fs5+r87yz120G7zrelqpq/Os3bsDr9bBhQz1ut5+GBjetJ3bR0uJ9taJhvBXvnapSMVq5ZnT/\nPh/dly+AJ5+EqVMvrJQCF9oo/H7JShhV86Wfd67fzJSeBeRHFRLFkr0SngzxfMifvIr5R0toObEX\nbrsNgGC96TzxlUpB3qEUWS0JHC9FaQzq5ByEol1wyQ+FYAB4vkoIzp/P0DFq8I0lsC85dppKSpQB\nSUViDywalIch66z0fZoJzl0BiQIwjIDTLARDVhT0LDhdBscKhJCI58CZj0GFBp+yw8cmg2MpfGMr\nrGmUMphLXgTb/wI2eH4ECg7Dnc/BPTsglQ33/Q7u2Q7zTsNIN5ASgmGbWyyeKmAax/1pSLaDlm0g\nxxYiVWSn/2srGVxd/+rv8G1cBxmS4S8OC4qi/Nl+XC73u/0GM8ggg78F+Hz85Kd3XfCveWdMTLli\nNQBZwNxTKh2RHhSzHT77WVxhsMz7wBhDnh4gd1xWT9iRRdIgE/tLu2FiANxB+WmYDSub5bGGrFT6\n8+C4HxY/Dd9xw08Pw6lGKNguu05kg8cvj1M2mfAoSei/FJ6ugx018JnrwaSC75/h5GKZOCTyxt7P\n72eNEQ2vpOm3Vac/BrdUubjqjHi4y8JgT8iAo98O/dmS/aACtElCPsCmEfC/pBIqyWM2Gyj9bVhu\n4n4/idPp8nVeL741Hrz4yO0J4tW2cV9VgsaCBNx3HwMPPUBzTpih4QF67l0KQPfKpZy4JM4a6skz\nBZkaTaGpMnNytQ1QmEpSX78SmpqYanRRe/nNckKjFoypU4kXm171Xfu8a+Sx13thWcz3eqm0PwGv\nO0m7GOHyRp/Jxo0Ymlpl80YZdA84FZbWrkBXIGlUGHCOu9JGV/PG7bejKp/2bY+c33/jIxvwrfGg\nGyOkIkkMsfREOwKfellyPpadlpenFIgEwDgUxN4d44o2WBuAqQUwyQO9V0O0RIILQ3UweRBOTgVb\nWs6rpIkQFbjiyNhpjo5ZDVHYmQehGaCdAtuAtBtLHziPj9klrN3SbnSgvgkmt4u6oawHFh6TQW/A\nBpES2JeCe66EATusvQYenQ7f9MCth2FHFUSNYqGKHQMtbbdAkRyW8YoIJX1+I2mSLz8KN5yQxxYt\n3WZ1CWwzp8AVljZcdAKmfxfmPA3B01C0U+wQP7hMxaiB2gmVGqxuFHIjqUiJz+5saJgl/VT2SAKH\nolMW0LFoaZI0EsEUGiKlJom070XXYpiPdRI1DqC73agfW41ugITJROrTq+H220lOnklVzc2k8m1k\nXX47xptvlzfg8cDNN5//Pl4Z8JjB+x9/KsngWbUWr9fH2rWN+P1u1qzxUzVlIdXV3leHf6Yn+JGI\n/82XMr0Ihp7YMKayAxJL6sfIBI+HJu2chJd2d8tY4JXhoKN9n9U61qf60iqzdJnKnCNR7MlqRtJy\nAechlaQBsna2QHMz5UOg/eC/SeoaOUdixNOz3qQZuOYafFOtfO1DVnTgW4vh7qnw9MyxU7i0QxRU\n7qD8/TUfXDWu7wOY2yP9EIBqFMVlpET60mixZCnEc+BUDRxwwv+bDuY49C+DSR0w4yzoOhwKgvvn\n0j/WPARHjsGOU/AfE6S/3FkuvytjYDkL/gKxcOkIkbqsfSy/Jl4g5MfxdGXj59xj52vQxqwTKqBa\nrJiiUJCqpefvyyl4Porz4EW+0Ldxn3/Xgh8VRVkAfA9RaezVdf0L79a5/GUR489px+jpuahiJYMM\nMsjgnYXPx87AJj7BA+eldcZogvCjD4MTioKwrUpjqjkXa8wmr6mtJeuBxy4cTHi9lNXUwdeXE1jv\npTAaRNcuZMDdg/LbnwcnS6DTJr3oSCH4c+Fru8Hgh6QqBISiSJUHT3pylUxAlwkqhkENwdxm+K8C\ncAVgxARzn5SwRmMYNAvEXCIL//wLYHa8+q1rCjxXBTUD8JO5MlkpGZLUez0P1F6xSvxwGdy7RfzZ\nUU0kitlJCMXh5jhgM3PmuBlMjQyuqce/oRH3kXbOzeylrMXF3jWV5OwO8a8ng/zbCvj6Npnl6Won\nSWDrNAOXHh9BdRgZ/v12IugUNp1m8VMtXJY4wFNTwR7SsMchGXwRJZJAsaj0Nf2cS1qzKPr0nWOW\nC2CwDqJdLqzbm2hZLUITZ3pA6MOHx8erS2H+FYe4vSHJMH7w/TohZonKfAwdchEbgJRF4dMVFvBC\n/qCO1+fla1esY2Tj98jPGVtBGvn+l8h6bM8FFQOy16+jXx8Brxd/vZuqGXbqG3ykVAWDfuGkWgGS\nZVkYAiMYUrC/HOZ2QhwwR6z4HVF4CY7PhVs2QssdElZa+rhc45FSmLMdQtPlxHWDrNwN1ENqBIpO\nymBVQci4faUixd3SA3eOq14Rd0IsbXMeyofjU8CvSnWJrzwvvmUAi0ksT0lg6yRwB2B5B6zogH+9\nFv5jCzwxDbRseK4Y3EPgiMGiNnnd0KgHWZdStsmYDL7zGmFYk8FmYtzwyxWWkw/VynbZ6TDYQC5M\n7RvbzqCDFpHASndIpM1tfg1LD+hBITcULpQgB+qhpgMqwiqgkcoS2bIpBboGhEMoRjNKNEHHRxVq\nfqyTdBow9I2gRMPEejeh2SGFmdM9PgLeBjx+P/m+RhLZ9rEDGY3nr7fBQR+ePD/gpqXF+2etHpHB\nnx+vtG15fd53xALjqZccpDfK5gjUg+3tHsTnI/nMRvi+D9auJVFfS/tjt1NdvVaCSqdOZWp7Kwyn\nt7/3Xpic7iRG+1WPh/DVK7AvXn5exeDDj6/Bi8fjJXhyI3lzbsfWsI9Ks5mBAkhpGrZuiHcfFLJV\nT+cnaUBEJthJq7TV1NanuUzRuaxJ+qKv++DrK6A4Nx3MCDQsEivCuUoYCcEON1w6BLpDSFNrt9w3\ntQhET4NFlwyoWACM5aIuMAclb6FUgTUnoCQKIeCSrenqDlHpNzdPlByH0Qo+d9wHy50wMQTtNqgI\nQ8ACP54D5TboT0B2dGysdPXL0m/Hi4EC2JUN/7ICbkyTIg11UBUcW3wZMcDOKXDNqRTccAMMDuI6\n7gaP+wLFyCvHa2+lKsy7WV3CD6zQdT2uKMqvFEW5RNf1o+/i+WSQQQYZZPBG8Pk48L0v0dZzklXA\nxoUOrt0TxPT5z6MBWcMJbFbQRySDIJjbCZV1QkQUFo5NwBwOWb1Ir1A0eu/kd3NjfHULrLsTPCOw\n4hdwpASKgL7ZUHYQkm54ohSuPwHxIhjuhmQ7WDWZDIyYIGiGijTBoAE5vTCcLf7x7G7xqE+Iwf/Y\n4Oak+MY1i0gck9mQ0kArAW0ymA7JIEVJU/9PLYbdZnn8s9kite62w81H5GbfvgJ6GqEvC5Y0QUgF\nbJCXlk/HjApqUien9hoYGCD35mvpvuNhNjvOYfdMZfPURia/oNGy1oE90M20ei9s2EBMaSVRZkc9\nF4aCXAxdIfK6UhgTYG1L8csvGLjlV3Zcu8/QXKYzqTNdEUOTFOvhggQ9NgPZnSnis61UW+eTevAB\nDFNnnK9O4XR6YEsDQ+UOqqulPBgNXnx4APC6/XjGV1z4Wwtxe+VK28UGXKOBmWvXEskxYhtKYvrF\n789vl9i/g3/7wnIC0QDWb7rAWo913kIUHfo3NZAzYdX5YynHT47llfy/fydr/ToUIP9cjI7obgbi\ne+lNjlC74MdodTIoNiftZB8Jc/QLUPKSldwjIzwxHW48DO5huY5jxWCLRCmIg5aEBZ3QbYP83RBP\nQdII26bA9T4IF0NWB3Q7wGoDowmip2DEDKNxoilFQhnre6AnCxwWSDghOgy5cUj1gn0AhqZBdgim\n54PlKCxuH1MI2cNSmWWwTipB1KQn+bpB2tVNR8SOYI7Dnn+Fyf8JASOUV8JwF8SmQaQFnOl1nGS2\nlHxTNMmZMJuE4MmLy34VoHgYiiKieuqbDWVnJb/hbO6rM1hcR2HnXNhXBUecYrVY6YHPvQhLJ4D+\n8tj5OqJwqhKKT4Ca0tAAS7+QjUmzlK7Typ0kDVH0WByloITBeT0ELjWRX/0RnA2NGFwu2LGDQJ6R\nS57swXTsS8TtYAZMJsfYteYYY0GdTg8ep+fdqR6RwTuO8YSC1+d9dXWFt7vfVaIkfC0CanDQJ2qY\nhX8CWTWunxwc9BGrHcC6y88TD9TzYlY3xgVwx4AJ76UpvrhTw15RQyIZwPSrX8lrrVZwuchKINbA\nhgZYswafz4tjqhV8Pk61B5k3shPKy/G7rBQeimMosBIN9ON3SDWaK87AUD04D0BMhehMyZ6x9UDz\nTJ2qI5AyiN3xF3WSzTIQFmuCKQWf3AmaDj/+EExvhMtaof3vwP3TdPjrRFCapG+JmqDXBGUROFMI\nc5rlmDghUi4WtHIVNCcMmcFoB1sfPLkY9pkkv8l7OVTPhjUH4cBymLgbklmQNRH0g0Kq/p8mKdXr\nQMqCl6ctZNES2HoJXPccFA3C5Ul4aEDKeXs9ss9RUjiugtWkcpmax0hNgtjnluOkHtvFiPLXIdDf\nCO+J4EdFUX4G3KfretO4//3VBj9mgiUzyGAMmYCo9ylWrqTpiI+ptQuhvR26u9GHh9FViKhAvkLX\n9TdR+9BjslJeXz9WpnKUHff7ARh49OfkjIgSQU1fCsc/AXU/hrtXwG0pUCZB7S+g8aPQZIPFMfFN\nWl6AvIQk048y+oNmyElnIgxbwGKAdgvUDkJkAoSSYBuCwRvgxBAsPCXSRecB0JsgLyYrAm2rwd0g\n5TezUxAplAmCkoRv1MNHD8ETk2DTXPjSTljaCSYD9M8BXzH4YvCjx8XbbYqKN92/tBRS3RQ89iwH\nf/0JqmYshUceQaspZ/dv27gtUMm5smZMqWzUuELWyQhqMMWzE2FJWg5uiMqkRU/XyQ4CQRvUhKUU\noN8JLRMgnoSXauHKo9C/Bpa8ACemQKnZACUlOJ7upWTRV+V7qK8/L1mNqyOYK6eP1S8HGhx+1qxt\n+JMumfdkW7/rLnjggbf+utcbcKWvb11RUHT9/LaByYVYHTlY97Tg9XpYvdpDdauHxh9/goqmZtRc\n8eroJjO2XhVDZ5Cz1VEm3PQZshbfzCe23cl37j/BPreBpkUprg6pBEs0TE4rJY1Rip6CLV/I47rv\nBnnxK2AtBccjULp73LnpMlkfnWyD2Hx6bUKm7bkWrjwO902Hf9soQYgAzxfBZeek/cRboSgw9vqI\nAUwmMCaAlNRoVxVInpVBcfMqKN0ulVUSOVDQCC+7oLIMCvZfcGo0r4HU43JttzikHdviUDYEh6th\nnh+ibqkosaANTt4E834I3ddA8RboyZaVQlWDsDHdDwAJRbzIevo4/fUwNB2y+hF7hQmCRfByD8ze\nBT12CXe06LCjEjZcCstHoP4YVPXBgwvg3l2QKJawysF6GKqF0segdSI8cSNoRujvgS/+EJI2yCkR\nX7b9DOhGA+Fb5pDzm30E6hVyT5tR4wqqNYtYjQPLtbcztO8RUk1+9OsWEvigG+PzjVSkVom/fZwM\n/ZUYHPS96wqG92Rbfx/jL1pON423TFalSdjYiV1oZ2Q6F3MmiDiGiU8uZGRCkuChchZGpNxMYOMj\nOIxpVY7dztBcBzn9DgYfEwuHz+9jWfUK1HvuwYefhnrwN/pI5vRjLJiL5dkdbJl4D4nv/TvLvmBh\ny3/GOF1ioqQrjCsMoekJck6KdSGrVcYW/tViSQBRNBiionx8ZhJceRL2lsP/zIfVu6GuE45eCQ4d\nBgOgXi0Kh45NMKtXxh2pQqloEzUBlUIkKEj/lbRBvyIKx1QVpDph53xoKYWJjaCXQXkMph8ScvJb\nc+FuHyRLwNYh2TV6r6gugnWShRMyQWQW5PvBOChVJBxSQIhErqjUskPwzBSo7YYfLoJpXaLMWtgx\n9lVpgKGggLg6jPnaj8i9/o3IhNcIen694Md3U8kAgKIos4DC8QRDBhlkkEEG73F85Sus39hEwwYf\neDwMLXUx8ugL/GAB3HwUGlap3DAhj9q0d5K1ay8kGEC8mIcPk2/MY0dNmBn5KYLTQeuTiX6wFP7B\nBr1XgfkYnLgDkmVwzVZ4aRbU5cpkIpEPlk5IGGTVwaLCMzVQHQRrHJwlEA5BSx6UDUNWBHyXQVc6\ncG6BHX4UhSUFcH0M+uphuE5k142fFv92olGqXQxXSsmpK1rktW0OePpnYEnLw6Ml4NoBFUVwm1kG\nMWFVfN8hFSqaBjiUo+Na9AFq9ASxD/gpf8YK8TbstgQjI80occg+Nky0BFJFeRiDQS6ZAqad0Ltc\njlP6BAxmS/J+0gJnSuEH1fCdJ2QVOGcudDXCBw/BlDCEGsAyDPoQdM5PUbW+m/y4QqR1A6YsF8Zx\nhIJ52bWvGnC4/0RP8HsWmza9McnwGoOrC7Bhw/lws8juHVgVGXPpikLUpmADTk4NseDxPoae2IBn\noWj7W6p8BL52F/W/CTB0eCP9HVHc3gfB4yFlN+NIwh4z+Hxeyi+/le6f3gdajKs2KTiHNZIfhYFf\nRTlrhxt0uPY/gvjckB+CoWehbq9MdnUNYtWwLwELk9CfBwVtEE5CVhZUDkqYo/MI/G+6+sr/XQVL\neuCqoxCNgSkESh/kpO1Mo6v9WSmZpI8oYAc0Owz4ZQUuNw6G7RBKQEmzTPwBZvXD2Wsgb7/sK1QH\n/bNlRVC9AUZa4JeTwPsHqOkX2fP6Mph0FgbSVS6OzZW2efCfwbkPRiokiNIwLFVfOgqgtkfasZZe\n34kahEBwN8LhAFzuF1KkdxlM+h+YEhcl07R036AZYHmblO48MgkujUHRCOSb5LMrbJbVzKKdMGEL\ndGXLBOKjnbAxH67qEHWFooLloHxOagr0VArLU3vRbAasPRqGYJT49FIshiLCtWEsfj85O7uJWewM\n9bfjeAy0XBeDIR/Gb6wh53Wux3ebYMjgncf7IsQzfc+wAHglUNL5fR8OoKXBg+smLz2/WQOrboa1\na4lefgwqp0v+UG0t5mONYIGc/BVowHYPLAP0detYrMLCRVP4l+XtaAdSeFt3sK8fzjy1DpsO3/15\nmA6Dym8vq2a9r5io+TQpq2QdxFzw1FIoL4UJPbD36+Dshux2KHhJSkBefkbeQsGIwq17dCb3SB8y\n7RlZbCiIg+vbQlb+bjm8UAj/uAdcJ6QfHLSAkzH106AFTjhlcr9zHix4WcY0OW3w0Ua4bwHcexiC\nDjCHxHqxrB1IyTlHCuFcFZjKoG8B2CMQrBcrRfF+eKoWloZBLYCTZpjsh5eKYFkzPDMDKsOSI/GR\nQzCn88KvSUPKXOqWfk7dk0ddp/vVyoXX+n7fIt5VkkFRFCfwn8AtF3veO+5Ne/7WZJkZZPBXCp/P\nh++vNCjubwoeD0vPXC+PV60iB0jt6+YeXzNf+5CFbza6GCnuZrCOsVKIq1ZBY+P5yav/EituZqJv\n2UKuVaTaVelVhlgpjJRBokhurIF68VZPeAJMh4FacPxBAuKs/WABjCm5yYc1GTS0FkBFFBL9GUwO\nnAAAIABJREFUMHMIQmWSl5CtwXXbRNKtmyHqgm/8UTIZFGSltagRTq2B4NMwrU1WExQg6YD+czCl\nFxZ9Umwby/8BvvgU3Hxc9mUIw6lcuKJVPOyKEXSrgZZ82PDfH+H4vl/xo0ctGFJG9nsmcssfmgnd\nNp0VPz9IVp+RwXlJktMryN59FoMeRAcmbJbwysLtoFnFL581AtawVLIwn4JtJRCvEA98wU7QnXDc\nBJYgTAiCIaWSZ9ZwTlPJu/Mq1O9uJekuhLqFMhgYJYAuMuB4Xwxy3yxeYXuIfHkNtg+see1B1MVI\nhlf8nfr85zGkV25t6cG2vm4d0Xz4zb+YwboBLs9i51fMfOhIDZ5NTedXCqvTq9LGn3yToVgK1q8H\nr5e4LiZ/z7cexvPZz+LduJFppTOp3bcXk8VKUk1x9lSCpWdlhQ3gicvhkUvgey9DXwBSTuibCCX7\nZHXMmSdVVJSUrLYFLEIeJA2QMwzLj8GS47Duw3DrNqjrkYn2pKTI/S1p21AKGLLIKpqOkGlZBinX\nBuBwgxIGXzpItTAik3NrCvrnwtAM+X/7amnfucegrw2UG6HocXjSBf1VsL8EfjBXwhj7suCLV8PV\ncUgNg3UnzL4UcofAPCx2p2AJNOeLPWnADvRcaH2wpSSolSC0pc/Nli7FaYiOERKjr3l2GsxtgzlZ\nQpIol8ixPtQPZ9yQ1wHRXOhfCpW/hphRlBYpKzQ74Z/2QrRQ7GMpgwTL2voARUEvdmA8HSZeZEIn\nhtrVT4J+crtUoiVbMeVYsdxxJ5zYheX7mxn8XFq2fsObKy2XQQZvCa/o594os+F11RUeD8ahMSuP\nw70Kp9ODIxA9r5hzVU6H7m600AAh62laHp6K60E/PfUT+dlN5VhbRljHXpTVq1nTCP5dmzlsczN3\npJn1FVKdwRWA5hI4mQcrAxojub38JD/Ex07BSAQKYtK/rBwAvQW6Pga1f5DKD40GKElXl2peAOEz\nYEzp7JsANYXQUz/WDwQnw8Ec2JySPi9ogRcq4OqEkKo5gLFbbFpRFzibYVGH2CWWN4t1K2SW4Ma8\nuPS9I5Vi/wJgGC47KdYzSycMzIbKvRA0QbwfYlfAtIdkUw04UAorT4MhragAIRgArjwCiSwIWyFX\nh7tXw1cfFouEXRFVpcEE5lQJU39fCS4/+HycO/coxR9+YGwc8A7Mu981u4SiKAbgceAeXdf3XeT5\njF3ibe4/I1HL4P2EjKzyrwvJMgc7b1hI1ZcXXlxqOXoDc7loXGml78V2CkMpEtPBckS80cu2izoB\nJGQu5hJJd/HDYzf9aB405sAl58QDqSZlcqDqYhdQU2CZDI4zEmaHIhOIXy6E2xplMGCIgjIMJ+ph\n0kEJXzLoMqFJqnIu/m5Y2CWKCc0EKYsMFEq74b8XSJBe1ATXnZSJVJcdNq+ApggM2ODebZKNELBB\naQgO1Vip6o7ijClM7VOIXOnCtqOTXhXsNWD0C4lg702HVY2DBvRPAUcHmMMX3kliKnx7GXx2GAr2\niiQ+ZAZ7ehBj1CX1/mAJTHQYyLHOIOk/jrF+0ZjnFd5Sfey3ivdUW08rDyKBJrpXWal2rH31+35l\nBsOouuMiFgtdUTj4P9+jvikgZdmuvZbEt+5FRcfw9HbweNh8l53tSSP3RVeB200k4sc2oZ7u79xD\ntyHClEQCvRe65kJhOuw0mSO/A0Y4O6GOukQvjic7UaqqIBxmKNRPfJ6BnF0pDCo0FsJ/LpREdL8T\nZnVDzAxNDllRT04H4zEYtMGiIeipgbK9oiBQEPKg2w77F0DtQckXCFnH3md/NhyrhE/shO8vhLW7\nxp6LK2DWpUrLvjwwtkplmPVPS9sYtUOpOvTZIHoL+HdAs0OUQUYr9K2C6BNCRjjS9iAdaZcPLIB/\n2gMn5oD1DCw6B91XSplIRYesNkjYwTIouRKaJgGso7XuR7GpFvaVg6cF/A6o74apgKlXguF0IJwF\n9hGpRHPVQejIlWBKy5BUkRi2Q9YwROeCrRsSIelPjHHozYakScprarpYrdQSURKpUSE3rd3QfrWd\nnISFtk/ZmfrVELYFN0JjI11frmfCj/xiQ7v9dqnFW1go10sPYm36M7XRdwrvqbaewZvDW/TcXywn\nwnfDTDxPHB6bpG7YQGP4NIFnNkE0itsfwO+y4qicTP3lt8nxCgth6VK6roEJJ9yigPigF2/DGr74\ncCv2T30GHnoI4nH8ORo/WAl3WqH/aShSszlnjOLuS5EVB0tCVs8VYOXt8MRjEJwJkRQYUqKWmtAI\nagyCZ+FcCcw/DRE7hHUwGKXdZoXF2pWyQ8/VYD0I+S1gCkpI5D2+CzNbQlYhWY3pIMuEDQLTJUwW\nVRRUm13wwzliwxq1hc4fhJsaYeN0uOmokJ26CnGjLJqoOoTNoqYo/LWU7X2+UsiD/jyoGIKJHWBK\nyD3fnhDieNgkla40BTCKxVNXAANojixiOSPYL1s9dt8Huj7tln7nLV4Lr2eXUC/2z78QbgHmAfcr\nirJNUZRL38VzySCDDDLI4B2A8dcb8dz6FVkF8fkY2nDXmH84zYwHZpYxPNwDJ1tZ5E8xySSTnxl9\nUDcIhgRYeqT0Xf522W/BARi0grkQWv4V9pSB+2YILxKCAcZu3O5BKA/BcFFa4o1MQgBu3D+WaWAc\nFmIhv1UmQDuvlvAlTYGjxXCyT1Zr/blwJk9WHhJ5UsJqWh+sapLJS48TKmJStnPSAHz8ObBlwdeP\nwYhVIWaC60MlhJxW1hw2srQVAiYdo65h2d2JlidybAB7ELKDcr4pq3jUAdo+AIFpkNUJIwmRbY5i\nuxu+dbmQIPdXwcf/D/TkyICkLwuMBjCqnC85YD+pQXc3hpE0i9HYODaZfo9PXt4xrF0LPh9RRxRW\nr4G1a19dL37ULgIXlnLbtOn8JilFYaRMvoy6/+/z6OvWkdq7l8h/rUNN00Cpq1cQKVDYpA2TiKT4\nMo/wpP0gtgn1sH49DkOMKfEExiFIuaG4H4z9YE+vTOUchsIBWPr4QRxPivZVb21F7+8nKwGGQyl8\nbvjqcvj1AiiJSdWTsAmccSiKgacNpg9IO6segHkGOKuBfjKd7WGQYxmQAeqN26AvD0qHYVLaOjC1\nH5a0wZWnoNMOv6uHJydD1zVCvt17rVR3MYZhXlCC0yYHwHSJBKsNZ8t+/A5onCCD6Zw43HQCKkKg\n2qBiDyzoBVc95KXt2hUxyLZDfwWY64BeqHHC0BQo2S6TiN7loJkhlg+d14GWA7srYNglbSmuwuEi\nSXDvtQvBUKpJGFp9j6g7DJq0KwXITtufXnLCATeUaJBKQJYKNgVyLDKgt70MtlagAnJGoKkI7JOh\nuh9+NFv6oRwNrK1yDFSwtyoYEwbyhkwUXH03Ux90CMEA0Nsr6fIeD4TD8vuBB8DrxWZzy6QgMC4Q\nI4MM/lS8okzua5Uq9G3cIL/9Prw+2d7r8+L1ec9XwfBFjo/tE2DjRurttXh8fjzrH0EzKnjqV1Hf\njYwLrFYh044do+g7uyQfKBiAW29l1Z4Q372tCk6fZkdplMHZCvoqWJoOhS1zQH44RSUOuu1SuSlh\nhpNO+FkdDFjhGRe01sPZFOR2Q3AvHOqHWJpgHEjBy0VC2tsVGABCuowLTENg65JjFZ6SKhGjt93x\nM+qoCtmxtDoMGKgDLQbO/ZA1IGUmQ1EoDcDfH5S+9sUK+MBpmLkMVFXGGUZVlGDtteCfADGbkJsv\nVEHlLjAYZLGgdAiybDAjKf2MmkyHORokZ8KuiC109ETVhPSBqgYdZRCvymHkyinnA5/P/fYuuj7t\nBqD/BhfDtyx4w2vhzeI9Efx4MWSUDG9//+/V7zSDDC6GzIrHXzG8Xl54aB0zDSq5/hSRChe2wDAU\nFBA/20pvpUz2E5fCqQ9C+V65qUdcUPGorAKqEQjNkoT4YaMQALunSP6CKQZUwcLTEpDUY4CaQWi9\nDkYmQM2TsmKhpOCIFcpCkG+A5IjcdEdmQm66ekRKhdaPw6SH5GZtTYmv8j8Ww71poiNYJwFNzgNS\nZq+pSNKdzSq0ZsuKaH1PWvFgktWTk0Uq+WGNF27JZdrWKPO7FEgm2VqV4qpWA/3VKYJLJOwue4FI\nLW2HwPXy2MeoASMTwdYsVTBM6aCnFDIp1AxwNht+Ogf+UYXjzeBplW1OOyUQ0pAYtz+jglpWCZ2d\n8NWvvqWSVH8K3kttfXDQR3d3A8aNWwmvnITV6gZg2rSGV288uip3110XEAwoCrS0MFSqYO+Cdd++\nBm+TS5Qhfj+sWUPq6hXnlQyNN1fy74azfOdwBS5z/th+AgFYs4bYf64jFQKLyQDRFLoVetwyaOy4\nxYSiqJh6Ykx8UJQ4SQxYh8UokVBkANpTDJ+6Bv77CUCHiiD0LZLKDVEXNE0Rr27SDAV7pJIDXDho\nbs2FqpAEOlpSshrVmQ02FTrSpz2lF7ZOh2AUFg2Ao0isSIPTIPdlMDghUQBdw5A9H/zbYUWrZDLY\nk9CdDeZJYDwK5+yQXwvGDsjtFHJtSJf33WUEpwHMMTjshKEPQ/Zj8McaWHYWPGckuT0+AI6IEA26\nKu83ZobBFVCyZWzkFSmE+2fA3TsAkygPXomoAY4VwkGXKKpMg1JargiwDkl/MsrZjX52SXu6rzKC\nqQSy2+B0CdSkiQXSORaaKT3ot1rp+twUJlhXiVLhyBHweBjY/iT5SpZcE/X1FwaybdhwIcHwF2q3\nbwfvpbaewZvEG6xee70evF7f2N/jlAy+RS582X0SKKDreMKFuBdfi9vXCL298MlPcvKBdZRGFOKT\nJ2OalktP7QJqf7FJyLTrr4fNm2HlSiKnd7K70I51/0E2LymhJGLgyuc7qU5m01s7TGTW2DnZDkHh\nCSHec9P3uF1l8OUPwIwOuOoM5F8Pix6EhAXilWKfGLKBVYG1HljdD3ntMLFfquZkh8ZW4AfsoE4E\ntQvyzsn/AmmbWNIu1shBKzgSop7UAP8dUPPQ2DnqBiAl2TjfWAr//IIooWI3QvMAPDkBProZnlgC\n0y1Q8DI4wjClHXpsYE5CeVj2FVNh02SYXAQ5NVCyWcjLJxfDnMMwYUjOYfT8NYOoIxQdErkKB9w6\nc2KlmF2TpG9Zs+Z8H/LnUDK868GPGWSQQQYZ/JXB5yPyVAPRqJ/iYbDFNR6fpXB9B2Aw4lNaeWoF\n3FYndaTjNWIB0E1ga4emE1JuTzWJOiH3kOxWLZQSlJNnwvFjUFQMxtlg2AkDWRKw2JMFD0Vg6W5w\nAzvy4JozUE96UqCkfdMGiE6AxqAQA2hikwjbIIrkGcSCIuPuugbOrZRJimsz7HsA8ndAwVao6oBv\nXyuZDPlpeXfCLqseOTrM69A4UAxze0P0oXC2SCE6rDHtHAQNKY5oUPq4vG54D+yohluOy0QpmE6O\nVpHBjAEwjBIMFlDSfnhSUGyDxSHI6YGN18HSh8UrPqnXRJ89QWHYBMkkmEyksnVUtxuMRgkrdDje\ns5OVPxecTvG3t1i9WKP+8yRDS4sX4MKybaOfzQMPyM8oieBw4PP7mIsM7IhGpcwn4EnLUOM5YGto\nwPeDL+GLD+JQ4Wj0LJtdYTxNUdzFk6G4GPr6SNggGQZrVGaxahRKmsBYWor1gU4CVsgJyneuJUEl\nxUAB5AxAby4cdcLsHrg1G4pDkEwP+9SkkAl+P1RMgJLfii/XqEMCiJnEIlEzKDkFzqiQUyAr8R15\non5QAeeQDMSNSVhwBJ5zw4FcMI1A2wRYUQ3DByGQhK5ymJMjA1zr9RDYOUZqOKJgbZRwtZFCqc5Q\nNASd9VIyswmY1AYVgxAtkMosl2jwkgp17TC/bey7tAzA/9bCqhOQbQHDkFg2BuulzfvTuQ/2Q5DK\ng08MQ3iW2CviaXWFedSeYpeck9nnoL5fpNFBF1RGoTAEkRi8WCp9xeV+6C4FSwCcYWmzjhhsLoJr\n2sAVlM8sjkw0LKl0Rkv6vO0v9coBxnmgD/l9eBp8Y1ad8QP9UZXR2ygll0EGbxvjbWPjyvaO5jH4\n/D48lqksuHwG9297EO+zKVi5ku5Nm2VpvasL7f5v0TIBavt1OHuarhtyyWk4DTfeBg8+SPeW33G0\nROOKxkbMHb147LXo7QeJ7e2hNN02W4zDdAahZg8kFoDl9zBkhc4cIU71pJCtk/phy+9g/W0wtVTy\nXkIzRR2Zc1JK1malZAHi641iTdN1MEYhN3rhW3fGQE2Xfhw0izJstJqDMTy23aiKIamKNQHGykWO\nPpcoAI8fzPlwwAb1jXCJC5b9Gtqz4J9OQ/+M9FgoIRWitAiUxsSiWRyGlmq4zCznyjEJgwxH4LkK\nuPbFsfPRkYOnbHByLVT9GL75wVxailTu/98UDR5YNbWe+nHv1XDF9WN/vEPjgQzJkEEGGWSQwTuO\nrgd/jmsYShUZZNuHRJYdybEw127kqcIoRX+E4jPQP1/C1Bzp9HXfEljUJv5KkMkQQKxE/M9lj0Ff\nPlSfBi0ItmGRdZcB9y2Gr5wRz7MxClb3eZfAeRxfCkWVEiTZthqqjkMqR2SPfBiODULRPigwATps\n6YHZ68G5UvZT9xWIxMGeDohQk/D4FJFeJ7KEYAB5TkdCJwfboOcmnUBMp+J3oI1IzsSCVpl8dNrB\nMAkOFcPVzSJt7M+CHBUMEVCCYxo4hTGyATlFXnTAS3mwswQcJ2FngXzealmCqAFWDibk9Yk4hhGV\ncOgIBrsR24afvPkBxZsNg3qHQqP+EhgNN3M6PW+uZNtdd8G5cwxUKlhsMH/RChL5MAJ88pc7KPvY\nPULaAPh82CrqSP385zhKFb7WqfPsFFjeAop/UHSyWjcJcxLTzjgv5Jm4ZtJiQp07sHaB+Qv30P+D\ndeSWm4iUVGCurkF9eAfKsOQCqAlpG7oC+WEoN0KjGz7yU5H+Dy2CWBKMIZHhnimAS5+AiAa29MVk\nQvy8tekANHdQVupqB6HPCiOmMYLB54alXWBLt8vCKHzwpLTfIwthRTh9XjeA2Q8HgnDVE9B2HTzV\nKsTB/EKxRVnTA29VA9cpiPeJ1eFsBMqbwWWA5ydAvQ6RqWCphbgLWmxQdAcU7YfWbnixUoIcPS3w\ni5kwkC0D+eUH08TKaqj4hZCVCmBvgZy0DSVakrYwjMP5NqbDlirYNAPqzkCLFSp1qBkQVYMtJeGr\nRT0QU9LeZwMMzoXtE0VJpFpUEl0aZpOJHbcuZt5vdmCPIhLxL3+ZnDS55/P7Xh1uPvr3mwgdzSCD\ndwSvcV353ODzAD7wegB8ePxjYcA+XwMeQPnDJjzF0/D5ffhXupi+o5LCPx4gZNZRUwkua5WVeEMw\nRdZDg/ReD9m1kK0Auo4aGoEqByOkyFm4EH3LFmZ0yjigKxfcQyoTBzV6syS/pd8CATPYktInJRSZ\n2BdEQY/Di0Hw/gpO/wO4noF4gTxvjIy9t+Ju4UGGJ0POCSAFEcQKpQEkYH8pzO6UNj+cLmcdUyXv\nZdA61rfsXgEFbjjkgvgdYOuFik2AJs9be8CDEKA+J3h8oB+U8GlbJQRngFGB0IfAvh8u2Q+NJdKn\nLmmFvaXQG4c/xuGWDoiXy4KMzw2mgHw3czrh0g44uwBqdkF4Lkz+HhjicPdLcT5wixO3a5IoUHw+\naPKd/96LP5zOGRrX5/yppVMzJEMGGWSQQQbvLDweQj/6HoV3fY0mc5g/TgV02OGG5f5hVhwBs0tl\n2KphSEDhi/DkFbDPM7aLbyyHy1vAc1aSnRWz/D9QJ1Uo9plgRgS0XpXIBA1Lt0wMqoJg7hI7w7Ya\nmXBcAB2ODkBFCxRUSfDcURPMGIC5tWB5FHYthLu74WyeTBaWt8nrBk6I/9t+GoIFkIrDyyWQ0w/u\nADTUwaQ+WNIhq5pncuFns2UQMuCAy1+A6haIRMGmyc/oAOWlCjiUJ+Uo71sM08/BzHOSqWBKQV23\nkBJRg8hCw+mQJxDFwvBEuGeLyOjvXTxml7jnSqgJW2HAhpKbC6EQcXscu1Z+gVTyTeGvkGQYX+7v\njdLUgfNqhnxgsF7B2agzOFsh5+rV7A80kvP79eSqU2XbtLRdBQJmHYPJREtpAvVEmvhSDeg9PWCF\n6ECYnQsSLGzbga1HVD3xf1+HQ4GRo61YzqiciuQxJZ2dECsCayccK4WOyVBzCIJW+MV0qBiAnATk\n74FT+ZJLELWnlS9xODhBJsoqkDKCISkTZmu61FnACj15YlGoCo5Jb31uaU9JBQyK/N5aDT1RcG+E\n31ZD+Qp44jgoxZK7sH8C3JRe8VvhB9f41b9xH6t5EFJmKTubNwK/mw43npDntgMvRAE/1M6DX/bD\nBwbA0wmX9Ehd+RdtcONJCVktC43t29GYJmKQz3R0lbE5H6rGncsoYiVgSv9/ZTMkDkn444dPQO90\nGFLh4HKwvAT6ZTDtYTAloc8MzVlwMm2/aE9BYZ+GVYNUIsGSXz9PLDuLlJbAYLPJRvWyjnjez+73\n4a534/V58bg9QjyMzwIZxfukbWXw/sFFia40PG5RLXh9nguCHn1+H75H1qP7tvF1i8bycyrLuu0k\nvnw3nt/sZPPplRht2eQPD4PNxmlTmOoQdOYa6Pu7FNO/BzuL/5vnloKnZVjIDHawLARzv70OU66E\nq47ClNTQkWDVF4CZFtg6CT5yGI4XQcgCcwZhV770VQvPwdevhlnnoDwflAQ0T4XJB4RAMKii4kpO\nANMRwCS2QitpggHp+wayxN5VGIG4HXz5MCsfLAdEkTXaP166HR6/AgbcUPIryV4YUSWENi8upXJ9\nbthZKNvffQNceRgW94HzZXD64cwqsP4GckdEJeW9DH60CdYvFaVZzSDUDkB2WNRUy4YkX+cbl8KX\nT0LfEogehepBsCQh2g7HayCvXaXJYuWLR4o4PdKO6x8/IaHQ5eXSn6xaNaaUypAMGWSQQQYZvJdR\nf+tacNVTctMKvnwC1k+GdT65yd7jATWpcTwGNchN+vpnYVSsd48HvNtlFbUlB0pOy4S691LIOwj2\nKHwKmRjFAxq2FATLIK8HsieB6ZgQDktbZZJ1STooKmCRsKermmX1wxiHVSmY1Sfl5X41HT4STXuu\ndchPr3ikzKBbwNwHFf+Tnoj0gG0QLm+E+ERoqJcJWNQEmybBNR3ij/zaDvj2crh7KxQPQ7gQtFro\nbYOJg2OToeIY3OuDu6+Df90qIVb7XTCnB56ZCWq3rE6bNVm5NqdrFuqAbQhmvSDnbYjAFU3ynD8P\n5rdCWSSOr9SAW0/gPhvEmDJDvFtKJZ4+/apKCa/Ca8hl33A7eFO+cd/HluL55c7XP4e/AMYTDq+H\nwXpFvP//P3tnHt/WWaX/r3S1W7YW744XOXb2xc7SJM2qpFvaKW1KWQrToWabYeZXhrAMlNIBF8pM\nGaAEZoNhmRQYKFBIBwqkSxplaZq0aWInafbEsp14tyXZkq313t8f5ypyQldm2nSKzufjjy3p6upe\n+d73Pe9znvM84zC8wIABGG5/kOkTOoX2QxtkAXnjjWixGBqwOghJUvgGYdxqoCChoaUEJTIaFFKe\nJEYNXHd+g+7tH6dsFyRTIiimFUDapDLvySOMNklFzN4jibClHHbNguKTsKhbRECrh8CsSXW9txBW\nDYPSK7Zrjoxcp8M2KAIsOj3YMpi7Fn0RiBeI2jrIfRO2wbJu6HDBgQq45Yxoglx7Rtp4zjlhVTeM\nhuDPj4hg2XcXyX28Yy6884Rct9aMvM+gyPWqKqL6DmDvF/pvtwtuPCnX79whuPFpmOMDrws22+DL\nWwTkADmfM9fBjC0ytrznsNwjIJoS7nYdYEAWGRfOcUSOOxtpB3S9E7xt0HedgBPWfrhhF1g6wRGE\nKWFIuqFqKyjrwDgGA++GATPM3QFLX1C4sivDtglJ8jXFQMwGI+VFdFYVsGb6NSKyekLQk0C47YKd\n8wWgwQebL1Hsz0c+Xu+4sJh8GYDY37zh4sdB8B+voHXZcu7dHCRhj2Pu7CO+vvHCPKAaVIyKArEY\nZt0px1ZahWLrJmODOUo5awP9ZAwQmAr3PluAOhHD+PVvcLbt47h+AZ5x6PEIuyqDzKt/cUjulb/d\nC0UJOFwGqzsF+Fw1Ksf22avhnsMC+IebwTwCW2fDjIN6q5gN9pbB6i4gI5oKGrIwThuFZaUBSzsF\n2I8rUDQKq0dhVLe/NQLjVSLI3FsET86HqnPSUhGygk0TwdiEEUxd0rq5cj7cVy6uO0GXMCEVIJ2C\n9ElIzYbEAWkDW9APW2YK4Ln4vAAHZn1czrZ4OTph5VQoPCWaVgN1MO6T87AbYfsM2NjpxOeYT6st\nyAbvTHh2a25ufpHWq0AwcGFMugB6/hFgQx5kyEc+8pGPfLw+4fdj0iBtM/OBAylOeWBZjwF/UOP3\nDXD9GZnEkzr1MGtBuTYoQoxmVQQeC7KT/yj0eKGuRx47+hUs5gzGBExEodAEnmroc0BlDGxGqE3n\nDseahqZ+XagpA4YecHlFFyJlh0ft8MI6ATS+vEY/hSA0uaGoXajnKRWGS6HsCPykEeaH4aozQjtf\ncwY+ez381V4RnjMjSUSfA7Y2ygLIPgwxHexoCMl5KirM1qvItxwBq1HOz3o1pH8Mu8rhGv0c+gqg\nrQJWdulq+IrYBtr0hZoxJcfcVyALw+fq4GGPkXqziytTdnylq2RxFQ5L9eLV9HZPTkZebvtXu90l\nERjcj/9Vb335w9MmWV7vegOVWzWGFxiwDxkoiGsoCUg9cC/qjzdhjMVAF2T8ya3iaz6tGZRBjXQs\n19O7szzDU9MB1Uhr2yaurxF9kUadsmuKgTmmV9WuyOkadLghulD+HrTD89Xyv390BpSNg2sCzhWC\naVCUyUvjknAfrIGF3aJ1QFwqbcliSA3nPNfTSShJwVABlMRyfchWhF3UUSBgxLBTFgHFcbke3e05\npfPrT8s9vKcM5neALSn3XlIBZ4W4Z6Q1SbBDU8Bsg1g9aEcgtkT856O/htNeqLCDFgOWsWNkAAAg\nAElEQVTthDi6GDRpdwi2gKUP3NPgbSkZR7JAwsRcsLdDogRsQwKWWNLy/gkzjJugSGceOMdh6oMC\nMFQ8lvtfKykBJY0IO8p5VoAN0w9k27onodgGDs3IWLETKya0zAimYi996igVoypF/QmKUkYY2C0i\nd3Y7BIP4/S34/f6LBfT0xP5VA3v5yMdLxR/DKNu8+aVBhg2XOA/pWiKpdBts3EjmmYfB7ycz1kXo\n09dy9SHI2DVIpTlUBtX1UlkfuaYbWz+MrIC0MkT6PJARIHaiMEaqGoZPfFZsp0uEtbfijNyvEavc\nu6aMbgWpwoBDXJ3aq2B6vw4OaLC6Awr6YcwDlh3gSMHy8zmnKfM4NPXKnAniRjFqFSZVgRF+vxSc\nQVjUJ2CoLQNRJwzdmvsK4hUQbYTGf4VjXnjWAtedgs/7hXFwcz84BmTMs6dkrHN0QZnunFM1Jq9p\nZbLd1D0weDu4n5HXWw5CbQRGPXLejlQuZ9CQ7yZqFTAUZK6oeAF6ayDRC/e9H1JuGx+rHOVq6zhc\n2wJtbhlTfL7cOJPVhdHHHP9mYba0EvgDm9LXEsZX3iQf+chHPvKRj9cWbX99C4G5TqxpiLpT1IyJ\nqrwlqaEiFpCQW5CAAAxJo75IdsLhcplU174P3nsrfNsLm6fDg80wroCWyRC2SfLvqIOut0H1GAy/\nV9oqjCkonCTGnjDJ51kyusI7Qgc/VQs76+HDO6DGBVuXCgWxNSDHEm4GrOBSRBjKcVgWWVWjMGqW\niXRhtwAHU/vhewt1xXmDJAi3vSALTEUT4CFUnWuT2FUNA3bpb4+YYVEnmFJSEfn5APxoEaw9A9un\nwtkysaVc2yGVFgX5vgbs8O3FsL1Rejh/1wDl49A0CJpZ4X2HNe7ZB4vLvNIP7vPlVOpfi03Vn9gi\n5/QHb8k9eJHvKF4hvxMT4OhWsQ1qJD1gXn4d1upmzB4PZqsNgBseBU87VDwhTARjVGxYNWDu0hr+\n1uoBReEjO8cpjsH5SviM7mqoAKNN8Mz/A9KiM/D4vfDjv4Nf2gU42H4TjDbCU/XSZrSgF+b1w3ih\nWLEZ03KtGFTwjsp+bbo1pSkNjj4BGFR0poEqv0sm0ZU3L4DKiIAKDy6AgVIBzMwqWA1ynyS9ck6z\nh8Q3/ocLBTg7UQIYRYWdWukhnqjKsQ6s/eA4A+YuKAiD9jScvwraZogdJ4DnNHx8r5wvgHUQfJvB\n0wbe58BzWCjKWV2F8AJZOJj183QnBCBQVPmpiAF1ubYjgOJn/vA6MKLrRwxCuxcwQaAOep26c83C\nGh5eVUFbtQl782KWUg2qSrzMCyUlMGUKo6uWwPe+BxUVUFsr96AekyuEF/6eXGF8sZaJfOTjleJV\njOtZO0pfW5BAi5/w8bYcSDz5/ZfuKxAQ95xvfI3Vz/fB6dMkvn0fwe79mEIpRhZlwKSijKYJeiFk\nF1cmgwauX4BtAKp+C491ZUiaLJhUmdfsfWAdUag4VocxYySVAHsQdvnAlpbiQZ8DDlRBge4oURET\nIHJBjxQksu1Rs4ZlDMuMQ6ZOFudNffJcXJGxzpPQ3R8Q4eaaBLjTkCqBJcCOqfpcrTtHRDXwPSia\nT+52KH9CwOJfXwW/vhmWxeGxpbBEgVv6RZQ3XSZjjAJ0eeG+xfDbGZLj/HaB7DtZLgBrcq6wqMJN\n0voY8Mn4UxSC0nEpxBj0480YpC2uPArEhbmFJtsbNRnn79mlYOuL88C/mHnbv53Ef9e3hb2YBRkm\njy0vMub8T1olIM9kyEc+8pGPfPwvR9t9d8Izz+CLmjCnITIfOCCVACNinzfoEtqjWZVkAXJ9kADF\nE2KjF7ZCYHPutSca4NoOWeDFM0AUJuxgOArmMxB/J0z5ITiTMGgDbwK6i2RRvrsWbjuSU91PWWXi\nn9YJU63wqQ/A/d+A6kaY55TFHEhi1P1uYTMUHQeTC+xJWDwGJYPiyz09JMrTDQcgqNv8ZQUrF54H\niwVSZhGVKngBphtEqGrmkBwbSMKkIgnCmm6YNU18tjc1wD37pRUC4EgtzOnKvacwJcJ3q3rBkBQV\n6nGvFUPKwOruJP4hF5oWwfGcmch0UL9xF54HmwVoeDnGwaWVsFe70HmV2wX+YiWBwf0AtK634S9d\n/KZom8iGadv23IMXqQq6nSsAqDqes+pLTLFSsH69fLfHj8P8+YT27uBgJVzVZWSiVMXeI/dBWVSA\nJuOpbpQJuH6OmcFrBkkaYb4F3CHR4UiYwH4YEmFQ14H7IXB74aMjYln5rdvgC98W8UlzidxPo1a5\nbmePyYLYHde1FIBfzYIPHIDvL4RP7cmxFEC/Pw2SrKeRRbonDt2lArgdrYCfzQY0+M5caSFoLIRl\nSUmOJ8eSM5KoH6yEtWf1lgWg+Lg4x6gjcn4q0FekK77vk8R/wgFXfA6eL4evBKQKqJplv2knxMtA\njUJ0HtgjUmlUNRheAKm5MGESMDHyHjAeyLE/snRoe1rONV4uGivZYzON5kAKTQdlLmhHOGEW0lq1\nLA4jupjtiriDey0nOXrzYpruvAvPN+Va8QUCF6xMfSDXz8qVsHv3RffdyybyeXAhH69jZGnwm9ta\n5DrMMmkuZc5MHv8CAUJNEPYHqX44xvz3vYOJTY/S+cvz1JpihJbYKOpQOH/LBEWHoeKIWLsak6L7\nYtUguR1SLlgUA2s0eeEei5jBPpHBvuMEBVeAZ1TaGLJ6MCqwvOficzAgGkaaEcbr5HOsA1AbE5dh\nZxKMp3PtEAaADCRsYI1DSgML4nRjiMvrbRo8bob6YdhbLbmKRRV9pLZyqO0QADddCUVtsKRCWI0P\nlMH9P4PlXRAzw+kimKaLywZ84AvB1AGYOggFSfBWQnxUZzMUSi6QKYVKnU214biAIllGQNIoYAvk\n8gsjAjjYM3IORlXAGmMaepvh5n4X6Rojyvd+dbHuxkuxoyY99z8FGQxvVh9bg8GgXXpsDzzwAHfd\ndY5U6oHX5TMV5S4yma+Qm2JejzC87vt/s/5P85GPF4u8n/ZbNOrrGXIFMViEHgiC+JtiMgKeKAZv\nTBbIyQJw6ZZ7o1Y4XygLG2dStvXoiyANaQGwa9Brh6dmwm1B6FkPDZtldI00wsgQTA1DwgVaVJIa\ngyrJQXO/LO6z1Y6MFTJuiIdh3yJY+jz0zoGZB2UxYTTAqQ/C+BaYlQRbSBZtqztzbR5dLmFEpA1C\n6SxM5ZKCcJNY5yVMsqAqSMoiZ8Aui0FHKjcrZCnZmRI4eCWU1IJnPzxjhz/bIXTJkx7onQqr9sOp\nYnnj3CHYXQNrzgu9G6ORlGLAPHsuQ6VnKNmdhhkz6Niy4WL3hFei0/4vW+W91L3eut5G69b4i7zj\njY/TH7zlInDBFk9jqazGe/Nt8kQ2MXuJ7y70Mb8sMoFocSHPeicYNGe49WROe+DCtg4oVOGF+6qY\nWJTBc9xJ5pd9lI3E0M7K9qEiKB2GgjjsqoP5bhjpkv7koyVQr8DP3gm3/TscuRuaH4A9JTBTA08f\noo5+LdAHV7RLJew7i+FvnpPqma0/xwzIInlxRVdD1483adD1FFSxZ42n4evL4K6nxZnCgFy7KhCv\nBse5S86zADwxUXEnDv1OqEyIRgLIfbRvCizqgb7pUHZG2jeiU+FRF/zlTthWC1cfk/s2g3zmc1VQ\nN0+qis5DEDdJq8jNx4RNtGgJLP9XASeMk9gKGtB7g7jA9F4HrmOgRODUUViaFKBBtYJhAkwJSdrR\n5DsIFYDdIDooUTNsWWTlB/NU0moag8NCWYWDjw6uwf+NLbnq72Qq8ubNUkHMXkdvURAhP69fxpjc\nagOvThcnq8nQ0iLX6IvtB8DtRv30pzGkcjeUaoZMRha6IAWA7lvM9Bx38HwmQlMf2BPgHhetklEb\nlE1Iq1TABzOGoHZU7m2jmnODSnpgt0tscm84CUd1oNOnuzdpyJyaZUNlQcGRWWBJwnitiN+2vR+K\nx+S4irbBlP06mE+uRTMbo7PkfSWPw8ll4D0E3qwlZVqEZQsnwOaFiXGx9B1eICCmSRVGw03bZB5P\nK5KvlMcuFrkF+NlcePcROYe4AmoV2Lul9UGdCYXtOc2YFR+A3T+QVrODPuhywGIzTOsAy0COaTVa\nBKmkMDL2N1hZeg5CNQY8Yy5hTz377MteA39s6Pf6pacI5Nsl8pGPfOQjH69HdHRQ0qYx3mGmd70s\nZhIuGHZDRymcqxBGg1mDWDWceZeeZGgwZ1iqsO6EJPbZMCA91aoK9WFZdCRCUL9ZJjMD4D4NpTGx\nozSMidAcqixksmHSWxXiCpgToIzKBH7FAQE/7Gekp9OoW2KNGkRcKgF0FuWOZdApoIg7Lr2io1bd\n+sqgJ0AIhdyoSeU0ZZCWiTTSzuBMQdqeAxhAAAjrEMSTsKUNivfBjCL5QCsCkjQdlYRm5qCwPVQN\nmodhoki34QSwKCR7TuA8DWo6QabrNDXXfBc2bcp9ES+WeAYCF4MLr6Wd4o8Mf+ni13X/ryUav78F\nXzCMLyjtJBV9UbwHdSXNydTSS76Tsd9sIvQxeS30MT/xD92C8z13sO5Umt8vLMCQgR1Ly/nPJkms\nT3lgbyV8Zx4839GDN9FM2X+cYc7nHsVUWo45DuYkVPXBaZcADABdfeDWGS2VUWAIbv9XucbmfxnS\nE0IbLuuS95s1WPgELDwkSatJk+oYgDok1pYZB5xyS+Wt0yUuFWGbsBhANECseiJ/zgI2HfTrc4jS\nO4j2yOkSsIxIsp+w5r4bj95yoQEn3yMtDdl2pQlFWjwcqrAnKrvldXcvDAzBVc/CDxvhaNHFQo0g\ndpLFOyTBN2oC2t18DEbssu+YJSf4mGVCbVomr1X8DtQ2GWemPCSPa8OgDAAxsA7Lgmcie+DAjjr4\n6hLoLhO7uK+shNKhBP/4VIYrz2nMCBt4n2KhMj7JIy97vTz8MDzyiAAMx4+LzelbFGDIx2WOP6LV\n5kLFelIbzx/o6/j9EA5jvPtuDHfcgaFOBqWuu+uw1DfQfnsTGSM4qhoobJjN+s89wididfR6DSgZ\nmOaCAoc+NzYIGL/kvLAAbRnd/pbcgtwSgnVBuCcAswfFIrouIg5MQZeMVz0u+I/lsKsRwsWSS7Qv\nhaFlop9iisHif4G4BSz9MNgtNtORJnhgmYwb8TIBFQESHVD2mDw/U2+dMqXkoCwGaZGyZ0Sk1jMG\nqk23y9YHmJu2CQg6ZhbhamU6hKfJOU+Sh+KWo7ncxpaRAowRyW/shyeBtkZ46BcitjtuFgblrTGY\ns08AhrRTH54UMFQaODwD0g4DE2YDaBrmiIF0iROSSbFffp3n8ksjDzLkIx/5yEc+Xreo+cXjGI9C\nzAG2QfCEhYK4+hgkS0WZufK4iECBLDZUA/QUwd4qsKUkoQ/UiXJ+yggDZdJ64BmXdggTUlXMRmEK\nLIo8P2bWwQn14v5ykAVX1CyCjmkjvP02qTq4E6I8HfHA/iYIhsGdhP3FQsFuiEqi4ikFm0MWZO6E\nHIuCJCi9N0DXHbLgOfEB6HofDC+SSXd3XW7RY56Ag9OE5qgZYHuDJA2+MPx2GqgmUDqFcYERxqaB\n3QyKGbQSEfdLKWCOgzUkiVDKoYLNiMU3D0NGw1g3FaWoBNP3/itnU/VScWli+Qb0g7+ZWiQmR/qq\ntX/4ZBaEgYt6lwvftvECg8FTvwHb6RCBT72D1kArpTj44jrJKFvaRXysUZfEuHP2HVwVmoH3130Y\nU9Bz91XsregnZgJDkbAZFvbDfJ1y645LRa/DBR0lYkE56pF7RnWATQUHsK86d8gWVcCGpN6akDbC\n36+V5DZjl2tr+oiAXr4IeMelz9mrk0uW9Ob21VkkrQjvbRe9kZKYgHWlBVBrFKpyqhBCTTDskPeE\nXHJ9m1IwvgymRuR4Az5pkbjiPMzXP8MRFas4BfAMyvV9VYcInQamCvChIPdRcVyue/THcQWOlwiQ\nN3dAXGYOll8M4j2iu4smyyDyfoi64Lv/LgyKn34CPn8r/PIvYawS1JQcnwYXHELe3wY/qYV7Y1dw\nzx6F6wuauLJ6Fc2qjdUz7cwvn4llaZzQppaLAbqSEhFaPXcOHnrole/DfOTjfxp/zLj9cu+ZDF60\ntMDMmWhmM86dJs6bJog3h1FUmNDAsa+P8c9/CM1qoqzERKG1gPgUgQmTRhi6UnbzyRsVRm1w2iOL\n8xfjvhjJtQhErMIuqo3rgL4JbhuG+So4w2Dshfk7wNgJYzqgcWA5PD8XftQEJ26GU5UwCPz3TEgV\nQbwSMmZImiBjkxzDCPSWQGFCQE+SwtZY0AdDuktGwgjGuIAXaUPu2BXAkwKbU9xyOtdJDrLTJ6/H\nnVJoSWu5sWV8QsZmW0YA3Yy+P4sKroSIT04ZB1+/aDigs81MMRlLkxoYBjSmdUCg1kC/0wAWC/uX\nTyeTiYqrTTSaBxnykY985CMfb6Hw+/H903a0BeWE/CtIeY2kXNBeDr4zkCmG4xul6hi8A3reC6Nz\nYXYYmsdk0m0NgL8T1nSCsQYcIcioFwu2nfJe8rkp2FmrMxmAIZssXqJmYRQEXTI5Z/UQRi3wriPC\nDFCcEFKgwwQhoGSfKPkbVQh5oHoYLOMQmANH9GpvyiCWk49MlyTqQAIaHpTP+NlZqH0Q+s5JYpIV\ncwJJFL47HUkaNNi3BnZ+TGyvMMBza+BYDL4/C5JpcJ4SfQgtAY5+MCpSRbGnoacUBoodmAvKMZtc\ncMMNIjTndMqi5rUmnX/ildbG72/JPZj8XbS2Sq99ayttMy+uSJuu3kD4n78qb/GJr3zB1Tdw7zYV\n/94+AJ75+TcwzplLyTjQ0sLRfSco+bd2Cjqg8hmVax+EKVEoDJtJTxIlswHF40Itro/AqALOBLhH\nZGFt090qlJTYp02ObEuOglQD7w3INWg/B8pwbjsNcSuJNkzSJkAW8IE6YVEcqBJnFKO+v6QJCnpE\nzM2girNK2XO5Nox2D4zOgzMfhqhFWhQGroVxr7igYNBFyyZ93mmPiDM6dfeHshgsMgmQpyq57SaH\nOSMCcNlWK/9jYgH3YjxeYxrqvgslL8BNPxNH19RT8Hdn4d3fgcJeARQzBnl/yggdHnGjaBg1kGzf\njzmjQlcX7NvHzbtTvPsHwPHj1N93Dk/Yl2uT2LRJWAwA/f0vcjT5yMfrEP+bIMPk57MsnIoKjLNn\nY7ppJcar7VijcfrfZkarg/LemWT+7k5OfNHJOmU2vmtmUzRYzthcM87lRpLFBs5+SKElnqEgLu1f\nCjKHTo60cvFCda8OnmZbrcoS4OiGkWGxmbZnxMGpdjcUReTeXbgHlv4U3nEUetvB2weDw3JvJ0qF\nCfV0ibAIKsKyyA/4YMqQWElbUvB0reg7GK1gs8tnG10CSoybc+zIbEdcuAlGF4GjFyr2y+MdU+GE\nR8bphn4Rgc4CoPumXHyecV0xsdcphYqoGYJOcMXheAxCZhhaANveCbEqGbOHbobuQrAmoXR4gqdK\noxiDR1F7huh7WyOpU20v3gLzOkYeZMhHPvKRj3y8vuH3U7i7j9LHd2MbzhDKyCKo2ynggOtXMqkG\n3TK576+CgnGwxkRVHwTlN2hS+XdNiL4CwO9nwNYGUa/e5oOzk/yrA74czbskLoCFMyUTsi8iNlju\nhDw3YwSuOiufYY+KVsJ0O/h7QLVA05CI180Yyi1aVp+QHtMRm1SKG8vhughoFfCsrl5dMi4gCSbA\nAP+4Wt7T6pfjywDvPyigxs9mw9u3wBOHYOy8ABSfqZHq7F8dECDBAMz4iZyDapZji5RA7zwos1vx\netwQj4tn4be/jXUEESFsa3vtycWfOMhwUVzaJhEMEgoFCG99JPf8kiUU/kUrtu5e+b4rKuDOO/EH\noe0dKwlXuEmbFZa/59NE+7qYEjfRd9uNXNVlpK/YjFFn2WcTMy2VIosVJIGIkhNJHbQLqwEg6RQB\nVYCt0+V+AHh8qugWZPSEdVetVNz+fi3c/nYB2r6/APZPyZ1m9tp2nsn9ndVn8HfCnAH5rQuZy2t6\nO4KKgAxJvSRZrIMeAZ8uytovLUj9cRiOwbElwpgYs4KTi4+hMSQtUSZV7lVbWnzg0UTADS5un1D1\n9y3ogx/Nl2Q8uy8D8NVl4G8RttCaFvjmdGknKdknwpF1MbhyTPadnnQwWbs7kwo1o6Kp8ueHDFgs\nBSh1U0XR9d3vxvmu21FvvQn3Zx4SF4lLKOZEowI2KIoAfpPblvKRjzdzXKo/85Of5BxSmpvxtEFl\n450UjA9R0KbgeXKI3y1LU/i2jcy/8Sgjyy08f/QsNu80rKWzmbK7kOjqMhq6r8b/tI2YFX58A8RL\nYVd2vtcr+YoB0uacyGGW0ZB1hEjXw3g12BpgTM8JbLp7jnVQGFQAhS5o+C18uBN+Mg/uvlqev3G1\ntFD1zoKYCSIW/ZR9UjgAYQqu7JWx0zQBJYIVYwmBKS65S5aRELJJXnPaC1uXwW/K4etz4JdmGRuf\nqRVHKpO+/QPL4Vix7G9rA/xuhn7+yDxQFdVdcVSoKIDEVLiiV0BnRYMF+yBdAiOLZayquBrqVqlk\nCmBd2MPsIBjqyqk4nMZ8Rj/wzZvfMKAh7y6Rj3zkIx/5eEOjIqJRARAIoNxyFRURlWdNcO0/Q4EP\nZk/AY4tgzTkILUBW4or0PloHIVEJS3rgUDkUjsOKbthWL20ICtKjadMXbK1+EYvyBycpS+sRtUKh\nTvF2psTXGmAiAwNOaDwj6vNzumVBogHjNdBfC4UheHQ5tJtg3WPw61nCtDDYwa5Awg73XAtqHFZO\ngxuCMG1IfLG7ioQ2H3SJTWfIDs/USIW5MQT3bYfBQvjW72BuH4xbJOHJUt7NIanCZFWnlQiMeS3Y\n77hLksH774dly3J0/mAwJ+aVD1ngvVa6+uQKUGsrfb2n2H332ylhPoENzQC4P9FC820b6auw4ZvZ\nfIEu76eEgDOI+65Wwve3snN6hCUhqHwhjXH1Co6feJqZCSeaGmLPFGmnAGEIjJRBwaCAC9ecledr\nI3IduOIw0AzBCYilBASb1yP02t21cO1Z+LofphZDvAN2+2DZeXjfIXh0ujAi7jgllbiUDdQkmHW9\nhFN3gvcJiC6E4gA49XaGYYdu/YgkxSu6wFQKxsmK7wa5Lh+fKyKUAF9dDKsPwooAnDdIoj27UfbR\n1AcpLyj9ktwv6xZQQ0Vs58jkPvNS9kJa1znJip9NDYkmS1Eyt40KfGovfHIvrP0AbP9POFctYIL7\nkLA2jBkZb2yTiAZZ5ke0QkGLanz+jnru+tUgpsZSHMZqua/e8Q75CQSwA3aPH/z6Dtzu3DXjdEI6\nLQDghg3Q3PwKF1w+8vEmiew1nP09MAA9PRfmlcAjm+Cuu6hbmsGeztClxRn+3dNENxlIzoKBR58j\nYIarntjByRqYMQ7GjggTbTuwjsQp1ET4+R+b4MqIzNmru2Q8G14CxXuE2bS7FoIeOYSkIuPbyXVQ\nsBvGpkCXHaYk4Mqs8GwKJipE8NHaB/0qmEqknbE+JMLJDoSldUWvzOEvlOQAjfvWwNogLD4PsToZ\nh0fqRM+h/kEZN2wdubEpahbWQc0o1GyHBXug+zZYmICao/APq+HOE+IIBTndGF8YOt2w/owwIyC3\nDUgxJFUESgwG4xD6sNj2js6Wtk3nWSg6CmOzYeqPjHDTTUQsz4LXzu5qC2vcZmwbN+daH/8XxZxf\nKfIgQz7ykY985OPyhN/PlFAGzWCgYI+0I4Q10CKwYy7UXi1WTOFFULI7twCw6wuapn5ImWRh8tN5\nMrkHfLD+GKw+B19cKSyCCwuTrJpS9qEKyiT7PgXpdXek4OHZ0tdts0BjXHrXx6bLdtUviIf1jS/A\n7TskQdhwDILl0jMZcoC9Br6wU6oXB8vl/WVjkIzn+jd9EVAj8PM5cN9TsPEG6U8/3gy2MfjJIpgx\nG1Y8ITac1/xeejQzwIQTCmIGUlaN317h4daMHfbulQO8666Lle1fTbyS08RbKR555NWBDLfcAlv0\nlgn9u5m4fyN9t7nhs9N45vRx/mLgEHX+m/CEfQTOnablIxVsdJrYOn4I+9c+yvZP3Yp/c4BAix/3\n/Zth5VwyfU9TOJRCMxrJ7NyBvRAy8ShGpA0hbdRbAjLSnvALP0zrhf8uhy9vg3v98O6zMKMXuprg\n2Sjc6ATOigPJlKjQfBNW+MRO2F4HO3Vtza+tEMDNNQGYhHbsigorxqQKfdjWL3aUY02gpKGvGab2\nyu1TEcvdQg0j8nmZUXhiOtx4Utc/0XUMVo7ANUegdR185iiYh0WXwTMf0n7oL4ZVZnBtBUXXqNju\nE/u3UBMUHJbKZdwgzB0ucYmYUKQdKqvHYMnIYuSsV9orwjZZJIw2wfAVEHfAdUE4+9fg+D0oOtPC\neUZ+K5M1WwyQdhtQJgykl1bTG0qx0bSSirc7SQyfhudOyzURjV50fVwUk68x3cqS++9/Q5P8fOTj\nj4pLgYVAQECzcDi3TXMzbNrE6Z98nO5KuPMM2IbhdBkM24VBdSoBc3fCP98EMZtorthTUPUwPFUU\n56okJJww3Qfrfw1Pe6E1mPuIsRng2QNTx4BhARn8nQKyZoCJF8A3AjOfg+h0ARizTDAjkj9EpsDI\nepjyDTCUw0IbLAvCr1T4Gy/QKHnDzY/ATcfA0Sdj7E2d0HwOwnPh5Awo7QLHEFTrU0J23ACI6U4S\ntRFhS42Z5TwNu2FeP5CArz4hY1TAJz/Z+MoqafNYf0YsNC8NZwq0kM5iBPiu7iYxG8oC0vrVudKG\nK5JgYloh9oMHaXaXQjpMuMSJ6Y47ZXy6DODmZQMZDAZDJfAoYjvs1DRNfYW35CMf+chHPt5KsXIl\n7N+PClz1XXiuQiqXz5bDtSfhKTPMmID5GdBGL35rlp5ozshCYk0PfHE5fHIPWM0y8WYjy17IWITe\nmLHKkxYX0A/jigi8gfS6J42w7JwkM9nIAI7DoHkgUQI/8MB7Dsm+T3qhPgruqEkbcdwAACAASURB\nVAAMAH/7LHSWgm8AwoWQNoF1Ao7VwMIuEZOy6Qukd70gn+kZlwSlsV20G95bDSPPwswgzJx07gbA\nbIKD06102FKccUa5b76X64/04Q8EZEGTTSbyIEMuLmEjvKK12/btFz/2+7EHNtDp9xPY3IopbePc\nOSfhKvAHg/g3byYQKKHvwLdY/+wIuFysebQVNrfgvvNfaD4W4vFGFUrhaQ+sTqhoQPkYnCxK4YsI\nO8Go6j8AIXAPQlSDL22Ta741AFGTgahRY2wnXJ8AV1gExYoT0FcEKzthrEau21XDsLYTPvtOaH1Y\n6L2rg0JDtiR00UhVdzbp15XQC8H3c/k7UQ69i2DK8xeLKBYloWxcrscDVbCuW+zdhpvBOgbRRui/\nBlJRuR8V3VHCcwhch6DwCkiGRchs5xTYVSHU5C+ugUUZWFCotzVlv/9JAAOIZkPaDpYJXcQSSeKf\nqYHP7YSERQA92xFoaBdwpGoRFG6DqApptyjLO86JgNruElirYwbil6uRKTTiaW4h8ciP8Rw/Cstu\nwFpSAs/oFh0+36u7b1pa3vr3Vz7eOpEVuJ0sBBwIwPveB93doCiof/cpzhXCiWVgTcH3UjCtToDw\nm04IwK6E4OfzwDsB/3Ql9BdA4yjc7oTiGPQ4oGAIXCfgodngtQFBARkjzcIk7L0eig8I86+lWw7P\nosr9fOUTkLRCnxP8J3PaMyB/n/aA5ZwADADaKViQhgEvrC6B2t8Ik6tpA3jadRtM/f2LOuS3qx1q\nKqD8Wck3kjqbItvSAOKM02ERzRwQwDYDVJ8Fgwl21ghTaqge1gRhTbc4WH1xda4YAWAwCjshUZ4D\nMTp0i2wDMF4hdtveuADBtkHQRoA1cUp+AcmCBIniFOGuQww0VhKsdvP14Tb8wQD+yyA2ezk1GYaB\ndcDey3gM+chHPvKRj8sVu3dDPI6iKPzoaugpFyX5dR0QqIcPPg/rApB0AEUiEpdFo9OFoBaI/R5I\ny4M/CIVJWTAk7LBiEoU77hVVahD2giEuFdu0Ah1eSDtg5Ao4/zYYKJWkRSOn/aAA8SLpw3SeAK8K\n5cOS7DhTsKsG7HEBCpSMKPQnkxAsgroh6E2Jv/XeaWITaMlIxXr7dVIB+cl8EZb60hr49UydJq6J\nAvaEkkucok4BIlSPlUVL382iX92DsnwdX7nvNP7mDZIUbt786tsBLnVLeIPVp9+UccstUrUD+e12\ny3M6EOP3+Wl1b+Dqbf3ceCCK/9tbYetWWUgGgzSrZfJdjo3Jc0eP0qi62bJc5dc6WvRELTw+W6i8\n4wrMHJGFck+RJGZG4GdXw2feA3POS3Vw2zJ4bq68eLpM47FG6CmDMpN40E+o8M0lUD4q94o9pPcN\nxwADrDsFhgIYcsj+zSn4wQI449a1CMgl6a5dQt0NL5TjNZTmgL2UUbb1TghLp9UPvhB8fSncsxYs\nhyEzAakEGAdh3RGwDF2ccBoB93lwjQszabEBPvU0jJtEoG1JXACGbGgIEBeftBOTBoZLfC2fmAEr\nhmR7O9JiZNVbL8bNkByBoEUWEyNJYX6f01GMbbNFoA3ghelgufY6tBukebti0/cYn+HIiTnOnCm6\nG7oA6CveN1mAIQ805OP/QgSDf/i33y9Cp3fcASYTxlSa2l89yYBTQUnD+UJxRJodlvYrJQXzBuDd\nR8UC+t7tAv4t6wBrD8wYBq/uaqN5YV0EFpyEoWZZ8PselMX22DG4d61Y4Z62w0mf3N/DBcJwslik\nRSxuhlGHAPinPPB0NYTtUNcv4wyAKyWthg19cNUxec6Zgul79HZKPcHwTzr9uAnG+qVtQTWBOSJM\nhaQx59gDUkjIRqpR5Fewin7E9noBU10RSBTCM/NgwiCAw0U9YAYRznWeEY2pvgIBLjRdK8LeB0O6\n8KS7XcZVO0YKe8BmMGNMpnB39OKzV7JkQCy3Wn0tOYvSNzguG8igaVpS07QILy78m4985CMf+Xir\nR1b8bNkyWp7QeFs7ROZJr+PyiCzAkmVQdEbYA9pq2VwDIilQJ3QLJ7MkDv4gnKiEfTXw1HRYWCSU\nzTPToeMWeHS+9E2qFgjp9HGjBjMiklwUngDzeThYJKJ69/qFhq0hC/vCqGxnBOZ16ot9s2y7o06q\nHGMlcKJarLYqY1CdhmOzoLgU1Fuhci6UFQJGqXZc2SaMiQ+0Qe043L1TFm+33woPm6EoA/+wDh6b\nJsdbEIXvfqiGf/r72wi6we3247/tLnnxlSrzLxaTezTfALvKyxrZc/X5Xv5ct2zJ0YLDYfnZsuVi\nFkQ4jKuy7gJdPjizggBBPnLv7yg7cALtS1+SUtWDD0JbG/uVfvZZoWTCzJPFUuW6ei84emCwCDqK\nch8/oi/s37kNPntU/r72iM6m6RW9kLoUXBOFKwZkwR+uhUiRJK2hQvjOFWCOSkuAISOL6nVHwDoK\ndSF5PGSD24MwLQQnZ+VE0gyAcQKUODiPive8swMyBaKHktDtYQ0aRPrX0BqAunH4QkB0UQoyok1S\ntQv6MsKqOO+Cp+pl/2e8sLcBEnr2Fy2BzBD0LYMVBjCsAPeALPjTBbljQhOLTv1PDEZQxnPfmxF4\n3/NQ0yufZZwk/mgErFZwD8v5x43S+tEYgk4PfN4P5nG4fyY84QPnqA22bsU6Yxlj7iF+8xsB7UJb\nWklU2kTzpK3tla+lfOTj/1JkQeeXA89aWmCxPoH6/axdfjvjZrhahU3HYccUETI2qwJI2lPCNjQA\nZXaY55V5l5kwsRqMxeDZD44kVPRBZDoML4Nws+gwWa6BO+MQckLxKqhSYGSZAAiqAbQJGXOsJgEa\nksXQvQhGHKKzpJp1i0yDiEtrCgy64HCDsBL65oE1IizDrOYDwI414tzgTEGZKi2PWSVZsw2i1TDi\nyXVhxk2g2OUYxuohVSrsrC8uk7GydS18eT7s9YL7HFgVWN4vrXFJO3Q3QMoiOYYK7PJJsaMoBUoy\nJ25rVoXVEXQJ2IHBgOuYAqrKkzfNhdWrYdo02LwZ/8ZNl3VsejNoMryYLWo+8pGPfOTjrR7Z3vjd\nuwFQndAxAKVpuFYXXbT1g2UEjKckWdBMQBqK43DySmg4KH3akWlwMAOjC6F+J1zZDmffD65jUJqB\nvgGYuhiIQjICY3OgeL/Q0lMpiE4FYxG4OmFVNRwfhgozzBwWoGHCIvTwuFncLwBeKBbrqR1ToWoU\nPnEdzB6UavRva6ApBLe0ix2eMQrqFvC6ITQkqtldHrCsl4qNaob6AWFGrAmKsNVV5+HulXDfXvHy\n7ioRJf9e8zgfv7kFjw/w+PFnE6NLk4l58+Dw4TfiP/l/K1paXtv2k9sssm0lfj9Lmh8Bkwmam/Gd\nPo3P10xgDVT4/JKkP/ggNDTQlxwhHQ2xAHi6OkVBQmzGvrJKgLEVQamCqQi9H0WANmVCgC+bKolS\n4VGhJfd7oaMGGo5D1bhU6jXAk4GBSvjWIjnUe9bCxvMQWQX1P5T7AUDtgBmPC9Bg0tuQGo9L4n+w\nXCwgbWkBzzIZKDohFcVoGpKVUNor90TIBvGYjad8sHkOfHGF7GvhR+Bv9sH7M1CpgC0BNXGxgssA\nFRGpLJpT0n7kGAKbGVz7YIpNF2urhIKzkHKBIaY7uFjAkm2bMkDcDn3vgqrfgFV3ffnkdfDXz0FZ\nVBYgYatQi1Wj7Gv7Wlj+AoRCUDkmu1oThFVB+JIfPvi47BurgTNlZpLzGpi16jaGa5qhI4jnm4GL\nF155cCEfb5W41N4wKxg8GUjL/uhzdiAYwL23DaW6hh+UwYrd3WRmw0PNkDkBVUNQEIFqne7fZobH\nvPDJLjB0QXm7LPoNKpjHQLVD/Rb9OR0cLTosooZ2KwR74VwhzOgQLYakUXRjDJqMl6eWQCQMV+yF\nkqgUAnb6oLMIasbkc9xjUBKB0Qaw7oLilMy/s7shVgPpECy0QuGOnIvFWDMUt+e+mmgKfuuGd4Uh\nWAhBrzAS95hhfh+M74PvNsFyB9xeBd+PwLUHYI4HRu3CbPi5JgDDsiCs7ALbedhdIRpNcZMAHmMW\n+KfZ8MmfCiiasAtrMxsDTigKZSjskJzhnDHK1rkVVFQ00uz3X9CgvVzxZgAZXjJaJ4nj+PMDeT7y\n8ZaIQCBAIE/J/tOOyb7xJSWooyFUq5Q1r+iFgekwPgzjXrAMi8BR4QmprALEKuD8DdB5pIkG2tGM\n8LjHxRF7lE/8JsOeFeBeLwu3rneC9yD0TAX/N6U6OjZNhCTDTVIpMQ9C4QhYzkiyMVIJvtOw9Anx\nqXYnQCuBw5+Apk8L8+Dza6F1l0zyi/bAI7Pg/m1SufmCHz49nNOEWxGEWIO4VaTNUB2VqsjUJCSf\nhKFlEJkPjcPwggemnBRRSyUuyZNmBttpsK2GZIOL+tqZeCar2L9UHDv26v8nf0pz7Ks917Vrc9tn\nWRBZuvz990NfHxiNsGMHrFkjCXkwAK2bJTE3GgnVjlBxtojSYIgfrShgTcLCmoMhvtUslX8QscOl\n5+UaKXMK2NBphDpdbNQWFEG0FT2SJBeHoOG8JKhdU2BqV+6QZw/Bkl5pYZjXB4kemPp9cUXZWQXv\n/GcomBCwLmwHjwmMowIeOHpggS6u2lcgi/q0F/oXCUXY6pQ2n3ATpKM2Dp5dg4M4NUopfxaYza3J\nHVz9Lrj5OLxDhfN3gPMQBN8H3oelhai9Ahb2iXtKSRy6XQIiJl1QEBKWhCUDpg5IusF5WlgHqgGK\nojqryAjj9dDth3QNjE0VoDHmE3eJogTUx+DQFDCkwdsHgVpYF4T+WeD6GRTpi4ezVQpBZ4YF58TN\no7fWzBc2LuffPrcHatJUzq2A1laCgVZMDS+ic/KndN/k460dk1t6WlpyjkRZTYbJEQhIpdzng5kb\ncAcD3L++FdbDX/r9PHyNgXhGRGhjCoQskLbBUCGMuYSh5EmJQKQrAdH5slvbCTj+AWj+jjyOzAPP\nAZmnF49B71woHgPzEIxaoWQid0hGYOUOATM6XALkq1YRgVZS8K3V8Ne7pK3DG4eq3+nMgJiAEbEq\n2f5YCVR5YHC1fL45Ku4N4SZxqbANSKvW0nNSPDirjy0Hy6G5X9rMRlX4VDeMNUJHEOIz4ckmqCyy\nYj3o4KimsikQobsBCs7LuUwZFyeLtCJFlta18Knd8PCVsEgflztuhcx/Q0NYvteCjADTBpMJi7cY\n7/kR1v/lXW+acenNADJkbYz/IFovuagPHDjwBhxOPvKRj9cz/H7/RaDhvffee/kOJh+XJzZulB+/\nn7F7bkP92YMU7o1iQJIPix2erYWKYXA4ZCKfmALx84LwV/RBxY+gMdWOWgA7KuF5VwR7Er61DAI1\nsoCr9YP3F1CYAZ++PnC3y0+4SX6DLOosIdg8H951FAoOQTojlVqvTsc2h2VhZkhLVbQmCuF5sNMF\nd7SJuwQIlfH2F8CkQPkgDFWBJSqK1QC+YfmtTMjnJhvBuxeU89KnenAhfOWv4KM/haPl0DQAfeuh\np9yEaU4G54oNdPb7Xv77nTcvBzCY9Gl+1qyXZzW8SZKSN1VknSUmx+SWlJYWAcvKy6FCFqP+bIIO\n8LWvMVwXwrU9hAFoOh1jfn+MtBGmjucSn0fmw9KkJLvmKIzXil2aoRCscQHFdheCWg5X7RPGQva9\nql6N73VAYUqcUUBU0pv7cxoLI+XQuAdcQ9DjhaoYTBvOvZ51bNEQWnFKEaHU56dD2UyY+U+ybbgJ\n7EfAlolzreExdrKGYucgtwR3sKtGqnkTJvhsLRSdB78D/uxBaVMyawIwAEzRGQk1Z3QGR0TamKx2\nUEZEkLHohAAKDlUEWyN26CwEgwNm9kPFTmEkhRcABvDuh7c1QnQd/MINo50imPbfM0VIztsmIOIP\n74a6fbB0F/iSdhomPIyYznOtMo3G+Bjf/PJzmOMpyvvgv3ft5PHbLVinTuXr624TAbXL1N+cj3y8\n7pFlak1me73Y3JAFW7MARGsrTLov3vFEjqRuCQRoePjTpH8VZOXpQU4uECeXFDBsA6MTiAIGYSwN\nOWTRn7GKuOFQAVicwnRwtcs4ZMuIZaVnQsYsE/I7qjMOM0bpVgspAmYCvOuAgAN1+thjH5Dfmn6o\n9h5ZsJc64NEY3L4XynbKsUTm5/IFgD0+uO6E/n4zBOqgPArt5cJ+bKuDG06JI8WRGhisAO802PSs\nm/dE+nHr7EN3HHpKoe48jBukxeN3jQIQWyrg55/TGWbr4PnroeoYNBv08az5DpL/9UP2fPBamh/Z\ny6aPzCTY7OMkAbHtfhOMUwZNuzzdCgaDwQT8HlgIHADu1jTtuUmva5ce2wMPPMBdd50jlXrgdTkm\nRbmLTOYrvL4dHJO1T1+f/V+u/2k+8vHHhMGQv2b/ZGPTJgEbNm0i8/GPc36OVGnNUam6zumGkrSI\nQC5wgWef0K331cEVo3oVIiKijYMK3O0X6vNZr2girNHAv0NaK0JN4DoC6I4O4SYo0hOW8VJQjPCZ\nBfDNrdBzPRh2gjIdyg7+4WGnjbCzFh5fmrPV9AdhTZcszPqbofwwhGaLKrYxk3tvvFwADWNSqJhp\np4AoKBAzwohVBO82N0FLu1RXem6FMVcx40VwfJqbmHslYXz4ff6XTyRMJkinX/r1Nzj+z9/rkx04\nsmyG06eFsrJ+/QUHgdD37iR87lEIh8lEIyiKhaJ9Scbi5fhODaKpKuM2EXwM2cSdZE8t+NZDy9/B\nuRIuqCwe84j9pFUHDFYHpWr2aiJpkIW9Bnx8vVzbZ2fA1/4cHvhX0TwpPCEiqJcKdCWN0LkERtdB\nYRiYgJI2SJRB5WOyTcIDE7W59xhjsD8NXW64/ZAcf28JZJJQMi6Lh+Ml0t6xNij9xI6UiKqGLbBr\nNiw4LUyfRIkwHNAgNhVOLobqPig6BAMFQh2OTIO+K8HoAVMXKFYo3AflB+S+CtTAfcvgjoNQHxK7\n28J6WPakAIVGo5HMjHpMi1cyuONRSv/zYQI+qPjk+9H2BSkpA6PFgKVyDl//2K20+ltf6xXzJxv/\n5+/1P7W4tFXi5fR9Xqqt4qV23drClb98guHuPka8KlU9wl74/Fq4b7uMT7+dLoKGT04zcLtVY/Wj\nYIsgA5MmejBKVBb0ig6k9hWIVa1qEPAARDjWkRZQ05nK6RhkQdnhJmFGVvxcbCMnR0rfj4a0Pt73\nlOi4JMplPJlclHh8KlhVYRpuXSZ5wKqgMNLSRimG9LigLAnFFmn9+Py1cM8eKDwDT/nA3y/FhpMe\nmBaBiBm+9Ffw0c1QPSb7NgLta6B5h37O14Flh7S0GW02Rr0FFM1bDHY7fOxjtBJ4w8cp/V5/UbLA\n5RR+TGuado2macX67+de+V35yEc+8pGPt0xkHRA2bkTRNKJh6JmARFzso8bN4gTRYQfvPl0RH9g7\nE6whYRckPQJKVEVkUX7HIVm8f3kb/Nn+3ALf0is9i6cq5bGtT5KBviLYVgx3LZBEZON18K0kPNkA\n56/MHapmgIc+LJXQ8HyYugY+YhPQoKUOKqYAmlRcK/bJgqv0udznZ9NtW79Q3rM9p+YIZDQBHZwp\nEagC6dHMOBU0O1S2V7FIuZPqd9zJhzecJoyPVn/rm6JS8ScVl9Lkt26F228Xp4HNmy+87vnQv1Dv\n30z9QzY6yqD+P5KYj4AvDBQWEqouZl8FlMSgfhh+uBy+9BQsMsn1XWYBdTpkboaZa2B9hSS6G0N/\nCDCkJ6V2KhCbxE99aC58/DpJmKcNw9YGiIzD//uRLNyjDTBhh7QHUs7c+46WCBOn4TmY+h0wT0D9\nL+HXKlgGc9tZQ5J4m6Ly26jJ8fk7RNTUpMGUQfGuBwHP1p8RgAEgZpH2IpAK3pxBue8CPl1jQQXV\nBo4geLaC6yhYxqC6H4ZWgrMTThyH6Q9AlwtqHpLWKADjOPi74B+ehzuOwPbpcM0ZOLHOjOowk1w5\nA8OceZhKqqGlhdL/fPiCc8jMX3Yw60NfAGD0p5+ncMvh/L2Wj7d2vBYB4Eu3fTGNG13UORTYxI+O\n/xzjiX4URcU3JtX+ETvMHZDF+vFiaEwU0OmB/zo1n4XdLgwN5ez0iWaSoskYY0QAhuxy1gVkzLKg\njxtlsT5QIGwIiz7vxk3i2qQBCbfoKhTvgO0NAqRmY3SKfM6D82W8BNjcDNvLoaADrAPCqgLJE5oG\npPDRrJsQbQxBs0vmcFcajpbCwh6oHpJcA+CGXeIaoSJjYMomz08P6cLTBrg9IeeZqIEzf6vbA+vH\no5pkXy5AVQzwwQ9S9OE7ZR7asuXC+PVmissGMuQjH/nIRz7yMTlmf+obVIzDsEuqnp4J6HDDoh54\nrEEqHYE6eG8bJBxiYxmZlXv/qh4IV0JfFaQrwTQswELKAc5ZazAsn0tdSGHcKJXhw5VQOQrzo/CN\nJ8WiatNj8NEgzPOA8xxs/gKcWgYYYEYfaCmhXfselM+09cvfe3WRqQkFRqsAk4AY2YiJmxSaQeiZ\nqjn3mlnVqy0ZUZQGUb1Xk5IpDR8bhEcewb1tCHgNNMhZs155m3z8z8Lvhw0b/vD5hx+GUIj2kDws\nyiB+ifE4XqubTpckvn23woM/kgX6wo/LtgU9ULMXqn8M9ZvlOWv/xXRdyAFXafj/7J17fJT1lf/f\nz1ySmWSSzCSBBAgwgXAVZBQFVCqPqBWvRctu3Wo13e123cqvTS/b2os69kq7W83u0pZ27Tba1tqt\nrdQrKtbxHlEkCCL3TCDAQC4zSSaZydye3x9nhkliuEogwPf9euU1k5nnPs/3+5zv+Z7zObxbJvdQ\nXiIrIHnbBvjhavjiu7CtRHRKOqbDI9+E//4UPJ0HHRr0VIgzL4U4vzaXisaBKQmuNsmJtnZKxYa8\nPseQ0qTyRCoHekZDXpNECIzvlPs7OEvu+0ietMNw+p5vKBOHhy0Gewphj0NmJJM9Ipp2gRmiLkjY\nobsM9swFfylYgzKTqSVh1LNgOQCL/iYznNNeg2azOCui+TKwSDjg/AMSfWFKz36615gxKsdhv+xm\n+WDx4g/P2i5dCitW0D0KnP+6ApYuHXbGu0IxJBxL2lxfDQfoH91QV4fPW833Vy+jKxnhq9cn+e58\neNshzj9XRFIFrtwJ0zssVIbg1g+sMH8+rvejdOUcIJx2fGZKRGYiEmK5kv4Vy4enF4I9BYZTdF72\nOURvoblAIqUSJul3uq2w1ywle/99BtS74fuXiVM/BVgDUq3m79+HH4imJUvfBr0d2meDfZ84AnY4\npQS1JQWmTVCQzkB0vCcOjNAsMJJQ0S3aDJAWteyAj+2BprkSuWUCbMHs5fJPhJ0fF82aTZfC29Ng\n3KNybO7XRX+nLV+eAYYFovkGrF6dLbWc+UmGWT+lnAwKhUKhGB7U1FCw6iUKDfjtLOiwQWUI1o+G\nq3bIQMwTgHgSrOl0g+7J2dW1OMRD8NmX4WfXw5Z5LsojBj/8twUA2F7agD2SwAo0lcDjHnjpIhgR\nBhKwaJs81Ec0QqhJwhVv+x6MXwPrR8LUN8RAaLVJBEVKk9mKFyfB+C5YVQUfjIaiA2BKiEGUsMog\n0JYO3ezIg7gBiTj0pp/AUbM4J9aXyQzHQ+fBCzMk3zxRZCJ3fJyuiiiuqiXAMRgSqrLE0KPr2Yic\nPjz79s/49pUxgrvh29fK37ZygxdH9XLv2B3sHAl3XwulK6XWO2SN0sbbpTza65Vw36VQ3gVzd0mq\nEGTLOqaQ6gn7HaJYvidtlJuQWTmAraWiAzLjAMz9haRIdG2BL3wfjEYZsEfsYmy/Mxp+e47oJewu\nlBSGN8fAKxH4wXy4Yic85IFnpsq2NQPaLxCBVltAog5MKUjmSdvs8IhORGmnGP6OuDghPPsloiGa\nA2V2EYcLOCSlYUIH7I7B3pkQyoedEfifPDGyn50KTblgpCA4QbQfWvPl/P0paVsjolJKNmmTdAst\nLrnWul/ao74yiuWDRmhtzaZrDWT5cggEKIq4cK0KyP8KxdnA8TgZMvR1MjidUF3NJ9aacYfglhD8\n11Mwb7c42k3A2E4wWa0wZgy2UJgPVnyeDzyr+O+pvSybbTCpWwRsXzgXnr8Guu3w1xlAPhTvB5MF\nFmxKp1AYMD0pwomPTRMR19YC2F8Aa8ZDl10q3Ny2Fe59HTDgnr9Jf5MwwfsjYP0IcfjnxqC6QU7D\n0ilRUSmT9Ld5cSg3Q66W7s/yYMHubLpGyCPnNqlFUidBnALmKOy1wbi18llDWfo7pA8fvxPcz4O7\nHroCwFZ4fa44R/TnIVYKy2fLMVjCsOmCKXhX3Ixvsefof69TwHAQflQoFAqFQtB1ilsMFlRqxEwQ\nNoPTLg/jfDtgAatVZl8taUGnTGnLyAgIu2DuB5AovZ2Krteou3YMWLvxOoErzOg7UugpGXh9/2l4\nsgp+eQ58sR7m7AXS5SoByl+H3nIRnDonzMFRXmkUiEto9nVbYacLfnse3J1Ok0gUgDUB5pQYGua0\ngyGpyext1CKzJoXp4881JBTSsx++UW3h8vLLOX/Fag5YU+RUpdjWbqa+rBn9ncdUpaXThKvfMrga\n+PZ1Gj94Grj3XrjCySTg8poa7r1M43vPGxiaxqZKmNYIzdfC+D/D+IcgkQt6DC5rhP8rgcVN4uBK\nahI5QDdoZjDnQagYymZAxUroyYGeQihphUQO/OhaqN0On3slXZkxADe9DOYK2D4V7GHQYmAfLToH\nE7eJTkRJRAzq5yaB1wc3bIXr/wH++ge47wqY3wr2bsjdCJGZELYBY2TWLm+3lItEkyoqWiQ7o2VK\nZa/RiG5xwMWBA3kwLiRGaeVeiWpIOcGzQ9pFQxnMaoVY2piPxqCjECZF4fWJsLIUJpdBcYc46W7d\nDGX5YN+Tdi40aWDSRBS19uhqx7umf/pE3AoKxZnLQH2GRYsgEGB1aQvhv7uMyfuhYza4XwL/WHhx\nhGikaEDZBDfc/CXRtQHW/uH/mL+lhcsScM4j4C+Cu7ZIRNND8+GS8Ghes97QuAAAIABJREFU/dRe\nrrwHVi+Ewp1Q0AUWB6Ti0oe4gKp2EWF09cKuQsibBoW7AAuEq6BjJOT1Sl9qMsRBYE/A1KA4K5Jm\nOCctCtnjANf78vw2IVoI1qQ82zUTmHvgsq2ybBKxU+IFYOlOl8cukP66ayS8H4NtSThvT1ogN1d0\nHV6bDHMdULBVKuR4doHpKilZbE1JakmTXapa/XYWeKJFPHP3zaeFRoxyMigUCoVi2HF5o4wmOmbl\nYB8ZJ5IL3REoBn73ZZjfAda4zMT6b4PC98H8HhS0grXXQPd64QJwe6vx19bg/U2jKFhbc8EUZ4sz\nRZkGc1vhmh1iXJhMkDAgLwruIOyzwoh2yfvcPxYce2BERGZJLEkoWC/RFttKoLwTUrGsKna0XIyM\nWLHoLZgOQP5+eHaClKqMmcFhl5J7plRaCBL4ylMWysv3kHSWYenqwIh0U95l4E3Mh3Bpf/FBxbBn\nfkbDYEBI/qV+eU3MncFod5xE4xYKn86ul3JCMAJF3bA4Xe01aob2YigPpas8NENRBxSGwLwdum1g\nj4KtVbQO2q1w8ftQWwx2XfRKLkuLNvqLwOGElgDkT4TUTginoEQTrYQ/TRdBSqshqQ2eAFzVCCmH\nOMRMRVJGrqRZ9t1TAakEGB1SdaVzpkQz+G+HVApK3oHYCEi0wpi1gCYpDSZNIh/mhMSJopkgMQKC\nHvBfBVMfhhdHwZw3oT1dIaLNBk9XwPzN8JQHWh3w5TelXVZ2gPdVM7HcJBEHWDR72uNnhhEjpArI\n0aIiGBSKw9O3X/N6RR8AuELX4e09PHSBmfk7UvxlMfj3gC0hWgfn91i5sL4RAJ/fh8/nxWrEuHs8\nfGIjvFoGU7rhkTLoskGTEy6cuZef/0Sek3Neg+5cKO6WSKaxndIXAgQd4pg0TLByClxcCPm9ECmS\n6hQ5xXBntwzwYyYI50LUCpsmQWUrbLkKxrwBzn3QmytdR3daSNKcEiHbkB3s5SJ+W5pOkwh5oDcf\ndt8MRRvAtVYcDMkEFDXBVT3w+ljpFz0B6EXEJuftkCpWsTLojEPTpTB9kzha954Pqb1QAvz2YvCG\nxuJa+BVWEjqpP/PxotIlFAqFQjFsKVof4+rHDRxRg7IfPUDKDCN3gO0VKHtaBvUVv5cykIXj3ZR1\nGzIQ9/vlz+tFX70dpkyBmTNpL+oloqX40znwkznQZhalZ68OvWb4+sfhrQp4dTx05cG+Iikt2Fku\nM68mZMyi5cr7pCYzv7+8AHYUQlcubLFAYq+IPOW0Sx5l4T5xJly/RUT4Gsphe7FsI2gHLT+f+EQX\n5S0R+O//xrzgSmzRBBari5Vziw6WSFQOhtOLq98yRIRjwO+WcaJZ6zfgumMFOZdcQnHE4LkZNjpz\nRetj0zygQPKNQWbdRrZCdITkApu7paRqMldm2vLTVSL8xSKa+vM58MIESS9yRMWBBrB2NPz4EgnT\n/d+Z8J+j4L1imHZAco2nt8CVMSkD6w5KaoMzCp95F+pdsKAZHnOIQKOpNx3y2w3/MRaeHyGCrCWv\nieNs9EogLcY6YjU43pflNUOiHrQk5ERl5k8zwNojqRcVq8DVDqXr4IMeGB9MOy5S0GuFG96TvOwr\nAjA/DNaL4MGPIxVVVq/miX+/k6JGs3g4nn8enn0W/vEfZRCk2pBCceLp267SOjU3vPAiVzdZuXw1\n/DBdIeFTlllc+PmfZFfzS7RU+a5O/usJccIv3AZj9sKiGLgXwJXvmKjtNVM2FhKjTBTGoKwLclJQ\nEZGUic58cZ66uuV1RwlMDIJ1t1SiCI9Jl8Rthz9PlT7TbIICpDzu1J1g7QVzGZTugw+KoXc6UAph\np4hJWgxxJjjNYN4LxZvkHJzrIfEEhDT4v01QUi/RXJ0VYOuEpyrgPh0cMXhiiujedOVCW57oR7w8\nHjba4eUojM2D7nNhxHpINoo4sHl+Lq6wC9dXHoaammGnvXAolJNBoVAoFKcHNTXkhg1u+KPBO5Ph\nL8Vg2w37c8D8wANYNjUeDN/0uaEhtBn8fraPtuHPi8GuXRQdkAHYv70ON3ZDkRMubRIjx18KP/WJ\nwTG/EyraIc+AXaVinDSUQa9NZom1JMRdUBqB8/ZBwwqoSOeeewIywwIiPgdSt7u9APbnw/sjJeRy\n/i4ZcEWWLIbp00n+Yzo8W9ehro6e2edSMP0G9NvuGVzBW3FmoOvwmqiN2a5YREs6PUjbCqG4aH90\n2sUB0JkL0ZHQkQP77RJ2bImlw3JNEMmH0YaUiPv6u3DhfvjuS/D/tsDE9EzfjICUWgP4wttwx9/g\nhSvhwCgo7IU/zITiA6IV4Ukro9uSUBSD8wPwwXS40ibtJm4DTDA6KE6JpCYikTEHFDSIw2BSPeS2\nw6tjZRvNxZLi1DlDBgeY+1e3AKl8scUN3sukgsvPPwn/6YRH/wVyqiTCY/JOCJ4DvyiC2Nsmrt5W\nAhMnwmOPseRXr6VDkxKiu9DQoJwLCsVQ0rd9pbVOXC6d0vt+wkPnmOkZBVjNOOsb+muhpKtVvHrX\nbcTyczFMIp7YZYYxH2hc8wuYuDbFol+nGPkORBpTdFqlX/S5Jb3BiIPVCeU26WPGJKDMCS23wMgu\nKOuGoJ+Dark5SRGJ7NagC9G8SeVAbhe4X4TwFOhZCJ0TYe/HYGTbwWqaFG1NizkmsoKyIGLNU16T\nVIhYLgRHwe+L5P012+Fb66EwJVWwinvEcbHDJdscZU6X5C6TSjgvTpVSmz0aJIrMFMy+WeyA9DU+\nXZwMKl1CoVAoFKcdS/58iBrs6fBNHcBfjbfajdcH7b+4j1SHpCk4o9B2MbAXXEEZvCWBhAU2FInY\n3cK1kq+eMCQnNL4Oui6GUATy/WB0iyJ/eCI8dz7YnocxXaJobU9khaBsATGG4oA1KjMnVe0Szvlu\nGcxecidjli8Hn4+8AYOg4vt+kj6l/p8rzlz0Bx6HBwCfj8t0HZYu5dlVP+OKqMy87S8RB8Kv5olj\nLAVEyiC3I62+ng/h8ZDzNjg6YMFOCfHNCUlqz0/nSkTOx3eCMwJjO+Serf3P7DHcul5SGVJWCQsG\nUWg3WyBaCHumwZbRkppR9IEY3AmguQiu2yL15+37Zb1Avmg9WMKwsxxm2KCsE6IaGNtkP8kc6EyA\nyyzRDLs+BXtvgMoAuG+C1TvhCw/ArtvB8UdpXz1WyVdueQ/OnTEad6wT93VLswOdcFhyvUtLswrs\nqh0pFCefmhp+UFMDtbVcltj+4e99Pjq/dAc/btyGKWrg7k5rMMWgw2pgjYOlBfznjmP8+iZabVCY\n1jlavwDGW6D0Nenj9i2C5u0wvh72TYMRvwNb2pk/OZgVy73pA3ivTMRyP94I+QmIJ+RwdrbAE5Nh\n7HYwPgnX/Ej6wa3FotXgr4J9ZdC7DcaHYGp79lQcm+Fjk2CjCwqb4Qvd4iS17YauceBIaz1MDsI7\n5fBaGXztdbAfgO6JcNsOGPsBtF0Im+8Bx2YTtotXY+P0tAM0wziEoXaK0TTNGHhs999/P3fd1Uw8\nfv+Q7NNsvotk8sdkC0MNBdqQb3+4/qYKxWBomrpnFUOEz8eT7/8n179dhK9hJY10cOt7sK0YRhRC\nkT/rDMigIakTd30gIespJBd+5ywYtUcMH1sw3YtrMigCKa150W4J38z08hqyvmaCtlxoLhTnwvqR\n4Om0QSRysq7EsEC19ePjxZl2Lo+PZ21oCzZD7rlHZkBlGOY0wqSgaIRgE10QUyqbytNlE2dCxAb5\nI8bS4Ixi29NCxArudFpvTgKSFkgZ4EhXRcEi6Q6hXHFqpEvTEzFDaizY/KKhkLnPYyb4/qXi+MjM\n+AG8PTotqIq0kUt3w4vj4ZIu6DEkFSSZAw1TYEMOfPlPctx7boPQeTDrSzJbudAPvWUQDUmllqhV\n6sp35lgp/sznJQ3i1ltlR16vvNbWQl2dRDEoTiqqrSuOFp/fh8/vA+DmW5ex1wlTm3oZmYDeuPQv\ntmS2D+q0wjOTwaHB7F1g75UIgYQD4mGgDMydsM0D57bPYOvejUxsl8iFol7RVgjlimNh1US4dqv0\nWRGzVJrYVgzn7Ye1nwJ7G3Q1wbxtsu8kMmlgTd/aXh3u8cn60WLYciGc+5wc63YXlESl/01qUlbY\nmiOaDtaU6DH8cIH0mQZiK3zrH+B2B2CBqb8G84WXHIxyG66k27o22HcqXUKhUCgUZxa1tfKq68xo\nWUdo41rO2dnB7L2w9wKwXQeJySL2mHkyasDLbjEa3EGot0OjK13P2gT2IghdJEJ1KaukTxjIAMir\ni+Fx15XQMFIGU34nBCcCViAF9rgo/xvAqBIkR1yhOAou3xCBFSuY1g4uC0xrgVARfHoDVJnE8I2n\nS6KlSuSeTSEONGdEyqhuKQIefhjP6POZFNJwRsHRC85emaWzWuQeNafSWgkx2Z7f2X9aRCPtfHNI\nGdekBr/2wOvjZL/36dIm1pfBQ7NkMPDXyaJ7kjDDK+NgtwteGAMlbZC3C0wdsPAJuP0paD8Pmm8T\n/QnDCl2zZLuZ/d5/EdhSEn3Ua4Pc0nLYuBGqqmDlyoM6LPh8EpKt0owUimGN7tYPVkooWHg1C5ev\nwnb+hZgwk2+y0l1mpdEJf03rKOTH4VPvwyVmaL0AHBZJdUgUQNIF8Xawf+ZOJja6SL2/kYkd0occ\nyAfNDj1m0URoccCFzdmBsD0pJXfPS0dhJS+BiWtgznbZb0ITDai4Wfq0e3VZ7j4dtrogJwiT/ibl\nc9tngfkGsLmk7+o8F4JuqbYTrYTNY+GN8aA3Qt0ssT00YNGbULYBCg5AZ+ClYe9gOBLKyaBQKBSK\nM4uVKwk+uJRGrxsAw7EbR6FGaz7cPQaK/ghlz/V/AKYQAap7XwG/Cy46AJVBmZ0wEpB6D8b+FV67\nBrS4rOAvhY/tgntehl1F8JNXYU0FLGgC81ToaJfa2G12UdXe6YKffQzKNn1YCFChOCy6Tt7zLzF6\nj4Ghyeyb/dmXsH/zAVIl0NMFWhRyWsRYNSNG8e4C2FVVxvmB9D13112Ykyk682F3oRjcbXYwJ0Uz\nEaCpSLRDNpdIJEIsB+K58l2uJkZ0Mh96U7BxpDjrImb5/quvSzvy7JfcY4BPbJXPLEm4dB98ei/Y\nTdAxC1IVkOiCTSPhzhvB+j68t14iK2Z8G0xtEjr84EXwv2mHg1eHVVVgC0H+xxbKeUWj4lx0u/sL\npPbN/VYoFMMW3a0z5uHHQdexfu3ThG6sIuHKxXrhON5aMIKrbridhAbNTqn2kLsR9nRJClcqB0z7\noDsBHU7g5z8nvyUChug7RMxQGZJ+bOUFkBoH5oRENSTSMw2JHAhcAdu+CA21YHocouMgkZ+OStSg\nxwJ7CsTR8Q8bZL3vrJM0zAOfHY3VCrttENkBo34L9nQUV/F6KN8Ju8ZDsg0iwCUt4KuE29fDx/yA\nCc6JQN71dzIuuRiXSz/ZP8EJR6VL9EGlSygUJx8VVqk40YTmeXBeMJ+e0bDxNz9j9m4gJbMQJODb\nOtyZgjE+GbRsXgxljeBaD93j4M18uKRdxOpSVqmFDVlDI4kIGhkWRGzBBKsnwxWb4S/nweWNoD3+\nAK4GoKaGrhyNDWMg75/uxDN/yVnrYFBt/cQQKdBon+BmzPpsCbi5cy8j5wB0nA9F70JrHrRPhrY2\nmL9rkGvu89F943UYBd2EglDWAz2V4NgtFSu0lCyWfiFQCKM7RYPE0g2vjIK5m2H3FTDjSQgVw7uF\nktaQIYWovFd2QKwEdlugpAzQwLIXdrhh9HYYmU4/2p8vAm2dVkhOh7wAtHdDXgLedlsxW028MKKX\nH/wNzFOmwObNsqOMU0HXVYnXYYJq64oTQm0tbW2rKDHPg0cfJbZ9C60OjYRmSGWdK8HYAI5iKRUZ\n3QGh2SbK16TYW2xl8r44a8ZKhQYDaCuCiAbnuCDnffj3SyRdAcSZWfI2REdDVxUUrIHcqKyX9qES\nNYn2TFVQqkqtHQ/njoTYOihDnK+0SvrYpjKYWiKVJ0C2k8yBhBOIi2ikbxxUWWHsVmi7dSyjfrXr\n5F7fE8Dh0iWU8KNCoVAozgxqa2HlSkLREM4HH8SaDxsrNc73a5hSKRL5YI3BzAMwZqOUrNzthNJd\n0OERJ4O5F67YJWJ6xKFnoog5xcySF2oyJG8zmQuJQgkBd+yFy7aD2TD4u77Ho8tLqwM6XBoXf2f5\nyb8mijMOe5fBmD7/624d9ht0j7dg7kgSM8GWEugtdnPlusbBN6Lr5D/+FG3fvZ6djWGcKRGPNKXT\nJFJApwuKQqIBEbVCPB9ixZDXJKUjNcCYAu+ulRk4fXf/XZiACemKFrltUAVEgWi5OPAmFMuMYiIm\nDsBXJ8PlrRC3QOFGCJVJFIVdgyntCR7/1wks+r89spUVK/qdy0HHgnIwKBRnDjU1mIIecOng9ZLj\n9TK6rg6mToV582h0+9jR8DLn9YLFbiN/RJTStSmMMpgWSWKPi3izwwYdKXADxXuho1iiGG78AHpL\noH0ulLwF7fOgtRV6tsEM0loLZnnuJ20QGw20iZ5CcRQu3ZdH9744haY4hln6T5MVkg7wRLIpkk1F\n4O6QSkDhUVC4HhIu+Pgm0WtqrIKRP3741F3nIUI5GRQKhUJxRuBb7CG6fRULf91MIpXE0g43dUHX\nOQbO9WCNyMDo796HvZ+EngDsjEPVOjDyJCwSRA3asELgehlUWYPIiulyfiYDUr3Q2SE5l3EgJ37o\nWbvKdoPKIT53hSK/SeTRI2aNSweLXhiIrlOid3EpgMdDm2s9GGDtAFJQGMwuOjYE22fLgD90C/jO\ngRtqwWSD5skwsQksEegeBeZ2sPXIrJ0WFydFzxgJTwbIbZXc6MIt0uYs6XKvNzbAphEwKz2Zl7c3\nLRa5z0Rk8Q1M/OQCdO8g6Q/KsaBQnLH0SxvQdaivh7vuSpd61rnif18ScVePB5YsoWFRCM9KC5SX\nQ0mYkUY35hhYk1H810AYcDbAxn8G9xqwrofitVkH69goWLsglS5PmZuUyITeODSnYGoQyAFikNPZ\nwxtuSQfrLYHIWNDCULQd3pkCM3YDmlS0ihVCyi4Vp2JlUga70w2ljQalJ+tinmSUJoNCoVAozgh0\nt86iqkX05JhIJUVBOi8H2s6Tete9RtohYECiGTa2wZw90FsAOQEIV0mpPWunhIuPfhLCBaC1QG4g\nux+LIcJz0RzY5IEcFRasGEbYk8dxP1ZXU1L7EvssGjEbkMoKLoJoNoxZB7ZOmPAQXP0neGM6FD8P\ns/IgUgwvLoS3LWCKQlMh7MgXwbNYMeTvEeFGUwzse8SJB+mUI2B/IUR/eiezHn0J7rxTalvOmgWL\nrqL7sZ8y5uHHuX6m0ldQKM5q0royGcei071Y3tfUyOuMGYy/4z+kbG11NTz2GJ4Fn6L4hk9hAdoO\ngN8H4Rxw/B9sbYF146Vv0lJQXA/2ZjCHxbkA0gfmpiSiYepOePQcIJ5NfH90hrxauqFttkQ5hidC\noAK0Xuguh6QTYhEIRKUKRtQCjQYUNZ7ZtsMpjWTQNO1+4AJgrWEYXz6Vx6JQKBSKMwCPh/pphSx6\nq42kE0JVULIOwpPBbofQbGiNwqTNcGAU2JrAHoHesZI7GZ4Ilk4JF08hgk0RsxgZmXJ9r0+FCV0w\n3n0J4585vdWfFQrgoEBi5aN/Y/+yj+N6I46pCwyzzLg9MQUmt8PIQnhXh5Ie2N8NuQkoWQVWDSY7\nYFwYuiugrFcM97YqUV3PECsGS5c4GxJ5YpBjhQ+WLeayf02nE+k6PP00VFejezwqUkGhUGTp0x+4\n9AGOx8WL5bMl27NpVA0N0NDAmBtvZ0wgQMe+5zBZ4LVSaCkyMffiFJH/gdxu6LJCjgsOXA55Pijd\nB/sKIeIGRyuY9sKn34f6MVKhotEF1Q3w71+EWSPA3QgxB5hCYN8FRg7k7YNdpTDFDEWF4mRoN8G0\n5jPbwQCnMJJB07TzgHzDMC4FcjVNm32qjkWhUCgUZwi6ju2u79A6RXK/i9+BtrngXAMFjVD5EHS+\nBa+aIWDAHVdJSParpZJzGbXAL2c5aLRD7w/uZMwrBg9/bzHBUeka2UBXLyTmzDjty0spFB9C1ylb\nFSPntjvpMUMiFxJARQimdEDR29Dph0/eDHty4SeTYKdTHBF158lrbjuERkLIIyKSbdMh6IHIaIib\nIDRDyk82W6HJAjkxg8v+9fH+x9HYmJ2dVCgUiqMhU01m+fL+FWbq6qTyzKpVtNy6GJMfTLlQcdMk\nSt/Po/c8G92loqGABtYtMiGRQhwPIyLg6hIhaIDysFTPuc8HVW3wuV/B+T8EkwnCW2HxlfDKGHij\nEB6fBr0W6CqEvHI3sRjEZrlP7nU5RZzKdIl5wAvp96uBi07hsZxB5KJp2pD9lZe7T/UJKhQKxWHR\nF9dQutng3Q7YMReKX4KcqHyXyIeFu+Had8HvhIWNsK0cjFaIjIERexzUvNDFzO0Ged+SmdWabzxO\nyV4D6yWX0GqHq3cajPvLhlN4hgrFELN8OfkJg702aLfDhQGDP34MIiPAs09Skg0Nlv0RJoRgzWi4\n/T3wl0CXBVyNYOyD166AjpvuJKcNrPug42IoboCWCWYqps5g6p4zfzZPoVAMH6p+/Tj5CYOr3jdY\n+O3NdN7zd7hy51KYP55SUz7rLPDzQvjtFRDNg/G9kLsfDENKZUZLYHSXiD8COGJQFIW8GDQdgHEd\notGwuRScpXDJGCgNg2u/gW1NI2WbDKb96RCCvGcYp9LJ4AQ60+870v8rPjK9SFDv0Pzt3990Es9F\noVAojp/Lr72TgpgFDFGwN8Ug5hJHgwmpT+0vhiVBWNAKUasLuroOvcHXXqOsRw2KFGcP7jbj4D1f\ncOEl5NvLKOiFBx6Ai7rE6M5JwQWtUHc+jAIK49ACFHbApd98iarvLsfx8Eu050JBA/SUmqlck8Ba\nrxx1CoXiJHGIqCjnrGr5zu3G+pWvcfHoC/nuy/DlZ8v4+M2gVZTRWyzlqy3dYGuDpAZWAxKaVJ1K\nOsDkggUvSn8I8NnNMH0dGLthVPxkneTw4lRqMnQAhen3hUBo4AJer/fge12FzCkUZwQ+nw+fz3eq\nD0NxNrB8OaOXAr/+NQ9PiXJTQESdMt71yxrB0wxvnQtXb1HOA4XicNzwo9fgR9C+qJzZz+3H0qdk\npSkGNS+DLQ67x8LLRfCZlrKsMryuUxZRbUyhUJwiDjGOdLl0KTftdEqFCl2n518+i6vqWuZv/wXJ\nzyyh6Q8/oygJY9NzEGtHwfxmEYF+czTM3StikRnb4h6fvJoNA/uQntTwRjNOkSp2WpPh84Zh/Kum\naT8DfmMYxjt9vjcGHtv999/PXXc1E4/fPyTHZDbfRTL5Y7KaoUOBdtpv/1TdM4ozE01T95Ti5NBq\n03D1QtIE1hTsmwGu98GeUvffyUC19TOIpUsJ/OZnOGKQnxDdhn0OKOqFopj6jc92VFtXnHHMnEl4\ny0bscWgYCzOawWyCJX+v8YfHDJ6YBFfHoGA7BMugOHB23P/ptq4N9t0pS5cwDGMd0Ktp2itAoq+D\nQaFQKBSKE01p1MBsGDxdJYJO5CoHg0JxXCxfTnm3wZYSCSPeMB7GdRnKwaBQKM5MNmzAERMbYvYu\ng9yUgSVhoF/zBfxO0O1lJLR0VaqzxMFwJE5ZJMORGCyS4Re/+AVf/vJ3sdkqh2Sf0WgTvb17Od0j\nDVQkg+J0Qs14KBRnB6qtKxRnB6qtKxRnB4eLZBjWToZTfQwKhUKhUCgUCoVCoVAoPsyhnAynUvjx\niAxXB8iQ4fOpmtCKsw4146FQnB2otn4Y1PNfcQah2vpZhOq7zmo0bVD/AnBqS1gqBqIU9xUKhUKh\nOPtQz3+FQnE6ovouxSFQTgaFQqFQKBQKhUKhUCgUJ4RhrckwXI/thOPz9fcE6vrwCD1SIVCKk4AK\nq1Qozg5UWx+E4fr8V5w9DIGtp9r6WYDqu848jqMvGJYlLBV90HXweuW91zt8GqkKgVIoFAqFYugY\nrs9/xdmDsvUUx4Pqu848TnBfoCIZhhMnypv8Ubcz0DsJykOpGDLUjIdCcXag2vphUJGDR4+6VieG\nIbT1VFs/izgb2uOZfo4foS84bUtYDtdjG/Z4vVnv4nDYjkJxGJQxolCcHai2rjghKNvkxDIE11O1\ndcUZxdnS5xzHeap0idOFjxqm4vPJzeH3Z28UFQanUCgUCoXiRHOy7YuMjQNDb98o20mhOD041rZ6\nLMufzD7nDEQ5GYYTH+Hm9fl92fyovk6GjxLecyaHBikUCoVCoTh+TrbBfTJzwI/z3Hz+41vvlKJs\nPcXpzFA6GU5CnzOs+owTfH7KyTAcGOgpOw5vWb+b1O0+un0eCfXgUSgUCoVC0ZcTYLN8JE60bXIC\nj31YDRiOFmXrKU5HhrofGlg5Y4gYVn2GcjKc5gzWAAZ6yo7VW5bZZqbBud1Hbmwq5EehUCgUiuHN\ncHxWf1Sb5UTs/0TS9xoPZXj0cPwtFYrhwPG0jWPthw7Xtgfb/0lyMpzJKCfDyeYEP2R8fh++Oi8A\n34jU4avWs+kSgzWK2lqVX6RQKBQKxemAekYPHYPNhGbeZ16PYnDh8/vw+rx4fbKe1+cdfHbySAOZ\nw312DASDH219heKkczL6ucOlPpwsR2MfMv0GHKbP6LfCob8/bJs/hc8Q5WQ4GWRu2CPdtMcavVBd\nje6tQ3fr6HU+akKgu/Xs90DQVyv/16ZfQ6HscSjPnEKhUCgUw49TnZJwNJzuNsThZkIPdW6D/Aa6\nW8ere/Hqsi2v7kV36/QsvTG7ztHMoGbKyA3cx5FmXAcQCh15GYXilHO0Y6MjMaCtHmx3R7P8YBOv\nJ0qHYbC23Pcw0v0GpPsM/1Fs7xAcbPND4LT8KCgnw4ngSD9g5oY90k17LDeyrktahNtNJOJn37+4\nic5z09joJVjkJ/JsHQAh/0pZfuXKD68/SANQHnCFQqFQKE4xfQ1dQoXtAAAgAElEQVTdzPvhNqgf\nbsdzvByLPXYEe+/gRA+grX4pu62jGbQcalDS57OMbTcYwaCPxkbZT2OjV9lzipPP8YgqftQB/YB1\nDra7o1m+78TrgP0HdeexH0tfjuBkOHg4AyaHj4UPtfnHh1e714ZrHVtN04zhemwf4ljqip6IWqu1\ntdDQIGkRADYbLFpEsHElrg43+P1EEs0YrfsxdyVIFeRi6urFZLZjnT5H1tm8GZxO+XO7obqaWlsD\nnygLUVn5EY9PoTgGVD1theLsQLX142BgCL9i6MnMZg78rM8g4LGRrSz5wvJB1+lZemO/gY7FVoq1\neil4PNnt9t1efT0EAvI+FBK7rLxc/tzurK0HBIv8uFy6bOcQA7LGRu8pt+NUWz9LOd4xzgkYGx2y\n3dXU9F9wsMG/0/mh5Y67Hfl8UFfXr92yeHG/7dfW11Izr6b/8hnR/oFtu+/x+v1QXf2htr/vD9WM\n2uLOftC3n+nLYfqNg8sfo6Mn3da1wb6zHNOWFB+dY02JGHij6bo8hOrqiHyjGrvdffCmCTWGcDXp\n4PNhB/B6Wect5zxvANxuguvq4KE6XDV1sr10gw5+SScU8hFaXwdl1TQ2enE6dXmQKRQKhUKhODVk\nog4Vh+c4jOMMwaAva+9kDPoB2/K5Qc8MhLxeltfpLDnE/vOWPw5AZKoT++bQ4DvNGPteL6xaJZ9V\nV2edCnV1/ZYNPu5l165ljPtfaLxdxkSu4zhXhWJYcgKiojLtrmuyg4Kt4cPvK7O/Ac6NYNDXL93o\nuMdDdXWHdRCv3LzyoJOhq6uBgoyDYTBHS5++IlIG9r7RFkEfrvUQneeGf/B+2Fmj69Kv9O1PDsdH\n6EcHQ6VLHC/Hm0s0mHc8w9Kl/T8f6G1btkxuFiDyjWq0Z1/ot6zTqcv71lbw+2moXkQHUTm2kSPF\nkeDpfyy1Wx/ixr96+fGjy/GF3Dy0vo6/7ncqB4NCoVAoFKeKjI2RsQGGoybD0fBRatgPXPdGybVu\neLR28PWOtK/0979/5MasThXpfGafDxYtys42DrjeGVG2+uZ69DodAL1Op/Z3Sw9pB/acX3rsqvW6\nTpcj8KFVXC6dVCpKdJ6bykrvYW00p/PQ3ykUQ8JH1ZA5gQPb/efkHP3CfaMNkHZWWemlskmOZ2Bb\n69f3HEpDpa5O+pi+zox0f1NbXyv9RyhEzV0eHvv5Uix3L8tu71DXzeeD+nrMf3qq3zKhkI9gQ122\nzQ+zFDblZDheTlQuUd/yk089lf2/ro6g0y/ep9pacS5s3y5pEs88Q+BqMAfaCe59hq7Weqipwf6P\n35F1S0vxeatpCG0mtTUfX3Qlr356F6GnVhDuamDDkx52764FXafmmSC+ah9TXQkAvrSgLhvCo1Ao\nFENEebkbTdOG7K+83H2qT1GhOH5OlI1xsjjUgOJoBxqZQf/hnAwvSSh0aNUAjam+yx9KZ6rPgCDv\nzVUk7v9+/3xm6gjSICECK1ceHCAMVICPXrcIX7Vs01fto6ZiyaC/UTDow7Rw0eADkUN95veDz0fr\nBenJodpaIt+oprWimeCXdMpX+InFAkfMuVaTRIqTzlCWtT3KPiTTVt+5dk62WsPx9kuZidsBHOx7\n+rbhzLYyfVhDAy2dLxGcRfYapHXxaubV4Kv24SbAN8JhLt+ykajbRuTZOroWzzh4DaM3zu9/rLoO\n8+ZhaQ4R/JLOB2V1ND66CF720exYBT9eNnj0O2TTMBhEd6/vGHQIhIaVJsOJ4DjCS7qerKVgbUhy\n8TZvhmhUvrDZ4Lrr4JFH6JqeQ0GzDZqbobAQwmGSZcWYmvezfZwZd9jE7hsTlLyp4WhzQWcI89/f\nSqDhNQLlDgAaon48d3jxbA7ReLvsovI+P3R0wEsv8ftFXbSclwKLhbDVoLL0em759OMn7NIoFEdC\n5W6enWiaBgzl767uq+GGauvHyQkOYR0SBobpDhxEHykXuKoKbr1V3tfXZ/UIAFavpmHPWkLmuPzv\ndMKMGTirZuBJlMrgPDMjGQqJ9kE6b7mxMT0r+bnP8ftPW7CyjXnPpWidDQltCnP+bgWN1FFZh6Qt\n2Gxij91xR79j9vqy1SNAohh81b7sefc1zHWdRl81TT7QcWfP6a67ss6EhgY5TrcbdJ3eXy6jZ2Ta\nDmzyE/2UjsPhoeD6Glru9BD+2mJCIRn4lG50UnD98J4MUm39LGUo+qpj1Gvo11Yzzo6+GgWZFII+\ng+9BNQzS+gcNgYb+js1QiIodLbgNO5bSCulzamsP9jFdtq1EbRaSlhTlHdO4JfnJ7H5bW2HjRupo\noHqzDWw2ghM6cbWPE92GdHpc/L9+iLU9BkByzEi0/W1g0tCSKQxgZ00eZf4qfDUw/6chctstJP9t\naf9+YeA5Avum+Bn1D3WHvrbHoY2hNBmGmqNpUD5f9qGi67TOCFGwo4+4j98Pb7zBixcWMt3xGiMj\nHeStNUiaLZiSSWKWTnLjSUzN+9FMJt65MAmjklh6NFoWpEisacP5vonUIw/hnDOF8nmL8dfV4r9j\nHtU316S9culj8XsPNqRbbDZ4NErtCicOj5dbVBSDQqE4I8hNOzKGhrKy8QQC/iHbvmKYczIH/h+l\nhNpQHmPGID9UdYa+0RiHmhWrrZVZvkQiOwCfOjWb05z+84A4F0IhfNVStvvgMWQGDQ0NsHgxkfqV\nPLNjGeeP92Gr9xOs91IY2s8ty3pJFNloGd+D51eQyt9J4g9Xk/fpKnB/UhwMadHF4JckD7ufXkOf\n817aMwOASMQvGlhOJ8Ggj72P3UKefxK89x7bJkaY/aCFgn35MhBpb4cxY8SZkZubFXn0+8nNLSfX\n5RYHBXVU6nVyTtdDYr6HykovH3xQLUJ0D3nh+mP6pRSKk8PxRnQPpj+XeX+06x0C/8o63Jnl6ur6\niywOFFLsq9WQdgB60OFmGRv5FnvQPYvBA/EV/wFRoKqKxC03YWkJc8t/5RHPz+d//l+YG01XQVU5\nvU/Uk5s5mCVLYMkSpno/B1MrQNexbH0Gxk2H1laidyzBHAhBMkmiwIKRZyU5aTy2f/4C+P0Edj1M\nx2wnOeYcop1b2P9cHEe9DWsYuLsOdiD9Sl/q67O6L3+oPvzFOsHPC5UucbQsXdpfM+Fo6JPzh89H\nvG45kWfr2Jf+kSN/qKUjuYnd1Q588W0AxHt6GfWfWzBHU5h6DczdcQzA1JOk2wL+IvAXppj3po3U\nOybeLzXYcMDK1kpAg0RFCTaHW/bpdLL4L5sONkTXenB9uU6+yzz00w1tROFlKk1CoVCcQfQikRJD\n87d/f9NJPBfFsONIxu/JZObMwT8fwuN46vPlWVX0zMzXokWDq5kf7lj6VlzQddFEmDev/7oZLrsM\ngJGB5oPbbLj/69mUUo8H6uuxl3t4sqRcBuT7A7jWg9lRAskkpp44lpAJLQUdX1xI8qoFlIVny/bi\n6UiJ8vKDNlJofZ0cSrrM3A//thT/yjqWrAlDdTXRqP+geKPl7mVEX+jkIT/8tSLMCwE7azUrDVUO\ncSa0t8OGDeJocDrl/DLRDBnBx2XLKH8WEXkLNNBYpxMdJQJ0JRscx64DplAMdzKihJl+rG8If0Yj\npbr6w/f7Ie5/3a2Dz4fvjkXiwPT5pJ0tWiTtrKGBrX/+4aFFETPOTsg6OmtrZRyXL9EAkWfriF5S\nRbJlD13F7cQrCjE0YPFirBErI/wjiH5iHlsuqiZ3yjy223pEwDWdQjHP+yC96c8KcqbLvjZuxHbH\nd7B65tPkAEtJBdHzxmAL2/D/bjk88QT2Fli3LoeXy6P4IkmaNxXyvYs0fG6kT2loyDp4/X459vJy\ngr5aGhu92Or9NDZ66XqydvC+5AQ7GVS6xNHS1+t1tGRUodMNJdG4CUvldNi1i4QpRnRkOY5dATpu\nnM79LQ3c86aJnTm9TEq6IBTCMAw0IAVgAiMFPVZwJKBzFJjs8MuPw5IQlL4GtmbQzBqJ8U7WfuvT\nTHhmO4GN9Xg2h8RBskRyB/3hZtyOiuyDLXOswz0cU3FGosIqz05ORrqESscYXpxRbf1wYaUnolT1\nsWCxSCRAhmNNVThWfD7+9+XL+EfjXvD52H7pDKpMpYOLoNXW9p9ZO9SxlJfDo4/2X3+QsnIA+2fk\nU7bk32QgEWpA32WCkSPFOfHIIzB9OpcsCfD6/EcJzgLX3Y/Br34Fo0eTbAtgTmgkiGL5xr0Hzwev\nl8TSz/Gn/5nPokf9BO5wk9jegC0AlisWA1B0359peW4TRfkjsMw043yjk/jIXKILZ1DwagBjdxNa\nWxTLqNG8XNnC9mSSf9pVDi0tNIxMEbHCRU0pyMmBvDyYM0cGPh5P/xz2jJ3p94OuHznEeRhyRrV1\nxdCSiXhauBBuu63/uKRvu8gMhgdzZA7Sp3iXLaJmZYA3c1u4+uU9/XQH1vEy00ddRW5u+cF21leH\nRXfrB9uZz+9D99aB203DVCeeALB9O5G3nyL3/QOkbKDFDUzhKHGHjZwYMGYMPTOLWXNgD/qkK6l/\n9wnmnX8DjfeKcCs+H/tW1VBUOJ/ei6tw3bwMxo2D4mLYvp29B3ZQMqaMVKEN8/Y97KtIMrInH3NL\nmFihBnYrW7pjdOVo6H7AZIKyMoL/diUuPOJccbulNG4gIP3rvHnZyKyBkWYfgcOlSygnw9FyLE6G\n2lrxjIXDkEiQSPWQpAdLaxQ0iE0qJTbKjv3V3bx0vo1XnVHG7k3yhhvuqIct7nyuXddN/UWwqB4s\nPRDIg80jwLMPQnbodcH4LnhkLHwiBwo2QDwfzDHomj2a3xntfL4+TqDURjjPwpSmMPaZ58M119Cw\ncgWexXdknSCD3WCnQw6o4oxAGSNnJ8rJcPZxRrT1wxm5me/8/pPrwB/oZMhwPAbkEZ79T32+nAMV\n+ylvhFGNgAYVG2FE0USoqJCF+taEz8wUDiwV56vFpfdxIMyZA2vWDL7O0qV0XVVFYvVKLM0hIus2\n0DPBjqklQuEOjbyYgSVpYKqcwNawn88vttBb6aTMKEfXq7l9igf7glswtXaw5ZdVlP+uhVQqjmXq\n+eTFyrHvR36v+nq886J4nYvZV9bAqB83sG8RbHmjnUmOcZhbG3g7HuHC3VZCSxJUrCzElBcm74s/\nIfW1r9JTliJ3H/xuFvxmNszogE++B6RgagCKI2BPAlarpEs8+eSHc8X7Xqf0dfhQysZpYJ+dEW1d\ncUL5UKnYurr+Y6pXXoF77pHPAgHRRgmF5L3H0z/C6TADZJ/fh8/vw//oChI9YdrNMUbOXYjHUcXc\n3/waWzLKusvEOijbks91ey/o52T44lem8l/3b5ZtO534fHXoDaGDqVRs3w7FxSR62rH4A6RIkTLF\nMEUN2ibkUbIjginXBuXl3DNxF998y+DuazW+ti0HU0ERdqsd+6YQTUuduH+whwMrPsWoHzccjDzw\nr6yjfcd6Oh02ZgU1HKEoPU7IDxr0uuCV0bBqrpkvPZbkniuhssPM5Y1W9JwpNNZ6qPS58eFHX9kA\nO3ZASYkcu8dDhAD2ulV9LpbvI/clysnwUZg5Ez74oP9n06ZJyNtAamv7lz/K5P54vbB5M5GcVuwB\nEyxcSKThHXpTcQrbutBSBv4icHdA0gTmlJjHX/o81P5KNmeYoKkACnvBGQX/ZGhKgSsMfz4XNANu\nbYBYHjTmwpYpJVzhN9HV1ca43BG4ozZ8OXvBbMZ3/Uy45hp0ty4esMFusNPAU644M1DGyNmJcjKc\nfZxRbf1wz8iMw2GoOZJ9cjwG5GEM90zKAED9Ig234yqi2zfj97gBuODlbTga92T3nfnLhO56PAdt\npMY6ncpq3+BOm0cfhZtvlvd+P8lHfoc5lhAbq7aWVmMXlpBGa5mLsTvbyE0CZjMYBkYqRcph5TtX\nmLl7TzH7//jPIpR4dx3Mn0/jV0tp0nScLyzDc3fDwRBqH3587/4Zbvok857fxEvjDvDPr1kYEw7z\n/VH7GdsD174Hhga2BHQsgQm/1+iuMEgWW7E3xjFHgQi05kkE6h9mwTX+HIxEjB1FcKkfenLk+3M7\nbfBP/wTLl/f/rQZWFDlN7bAzqq0rTshgtLHRK7P4A8nPF4dC5n4pLBRHZV1d/8nQgW2hzzEFgz7W\nd6RTJWpraXjw+/ysqp2vvgEbRxjMaNFIFBYw48G/0vvLZfxu2nMsHLcAFuiUfm0liQdrWd8h/Vyo\ndhnOmrsofOhRYkaCeVTgbvBTuPsAxTGz9DWZ42xuJmm10Dt3HLlr/BgJg7A1Re3FJtztKZy9Gu6w\nhc2uJBM6NMY6cii02Ej4g+TmgqULEnmQG9TQ0IiZIZSToiMHfn0B3P0qWDQTvY4UXVYHxZEwlh54\neaqVonCcC3aAYdIwFTmhuJjgjAQup86aTS8wp90uQpMgkQ5/+Uv2mp1AJ+XhnAxKk+FIbNggMwQV\nFfKXSAzuYIBs7k91tbw/cIDIZ6+mYd86kuEgOc1JArlxUs8/h+VAG9FIF1HNYEuprJ5CHAwgpvF1\nr4ORvpfR4PmJ0OSC8BQotsO4j0FLKXyzAb75NhT0wqQOuOL2O+n+ylLO2xWjeeFs3HfcBYEA+uiL\n0YNFUFyMV/dKYxyYLzmwjInK+VMoFAqFoj8DjbS+hrDbfXKenxn7BOR1oH1yLIZkn2d/ww1zPnT8\nPr+83+1bCj4fxS35lD+2CndtneyqzodjSh9tiIEl7erqsuJjkE2h0HW6ZjulZHdaBJHycvlu+XJ4\n7DFM8STtswt46sGv0xTdT0GLQTKRooVunplhJVBkJmlJEplShAaYe2FWTw55H3RSeeNKrJ9Jl/fe\nuJH3fvMMvp9/HWpfh1hMcpiXL0evD+Bdkw9/+TOXv7GTewuvw715L/YNLZhS8PlXoCIEtlwwV0Hp\nu7DrSgNTEhy7c7C0gxYHSwrKw3AgH7qsMM5uMDVs5pIDJvYVwehw2sGwYAGUlva3vQb+ZsM8WgFQ\nNuLZwiC/c6ZPOBLBoO+gFl1jo5fGRm//Uoo/+AEkkzIQvu02cURm+tAZIrA66FiljzM3FPLR/vrX\nD+oveCou4BbOJXDxufQU2Hj0C5fSWuGi+o2v82YRlG3OB6DyISgo8OB6qAHPzTXc8bkVAFTfsYLq\np/dwl/tWfG5why3sKOll9+KEOER6e6Xyn2GgxePYX92BFksSzktRFIV7/5aiugHeLTeYtidOWUeK\nOU1JRuyMkL+hA0cH9IwBcwSSRVa6800YZhM5P/kpbSMcTAjC1HYzthgYhQZmC4xq6SGnC9BMvDoi\nQdgANDAVOQnOySE4rp1QjU7jvW52LrRLxIXJJNfyhhvk2jidJ7XNnrJIBk3T5gAPAEngbcMwvjrg\n++ERyZAhI/qY8Tr3Je2JfzLwO673V0mZomXLaN++gXhVG9GGXhwRKO6USIVkEVhD4rQzAYF8KO/O\nbu5vE8E3ETAgPBk+8TqsLodYLhSFoNcKniRc+TrsdMGUBBhd0Fg1gpFGF6XFs4muX4vNnEsilcBy\n+ZWwZw8cOADV1RJGo1f3f4CdgDImCsXxoGY8zk5UJMPZx1nT1k/283PmzENPfhyKQ81Mer0SHuzz\ny2LpCIZMWbht3y9n0uqp2XWdTuoa6qh2L85uo++AoG84tM9H8OaphMoDpNoC7J5YzqyQh5wHHmfX\nN4qYtmahLB8KwaZNGHERvtaAxs+ZqGux893V0G3uJtkLb0ywsmhXDvT0ECswaPvShYz63ttw1VVE\nCJD73HpMCxbQYAvheX0HvntvZ6ltFQvfbGeNq4fvPh/nY73l2JsDYDYTcEC7Oc5EA0zt4JsGz02A\n/DBERsMV78GcrVAUg7YLwfU2pBxgDkN3EcRHgHO7HHCPFfYWmRgbzcFig9d/9SOm//O3GJm0wRe/\n2H9C51BimaeDk+EQ9/pZ09bPZI6gfzCwrOth8XppvJ3+kQwDq0jcfLOUju1bEpYBUVR9v1u/HmbN\nkoos4300vVWLvmqxOA5DIZg6lYZyGHEgzJi9YXweJz43eNHB6eQvPY9w07fWZEX6QyHw+fhL51vc\nlJoiKe8VFWzfu5Gq5h5emByj+LNJZn89h2QsBppEkWe08+LF0BOF4p7sKW5xARo4/j97Zx7fVnml\n/+/VLlm2Ja9KvMmJs5LEzkIwIRARCHUpbUOHThmGKe46MMOUdPlRpqWD0unCMO007dAp09V0mE7a\npm1aWspWEJBASCBxFhI7cWLZsR15lWxrX+79/XGkeGnYWtrSRs/n408c6d6ra933vve8z3nOc5JC\nMKpGSBdAygb6DBgikDHLfKPXIOqwsLs0znM12ddT0HoQahJgCIPPLT+aDgbsUB034uk34VmwCYqL\n8d0GvoPgue9hfC2LufEnJ2hYvUlOZrZ55ispGl6HcuVNWS6hKEoFENI0LakoygPAFzVNe2na+28u\nkuGVkK0t+rhjB1/eWcbkugrCT7zIhEkl81Yo+im8VAybTk7tEp8LgxEZLDUJuOA0pBxQNQzJYrCM\nwD+/C77wEwmTE6Xwb8vhLh8cdMOCEThUAhMOmD8C5iUQddqxlMxHu2MzZV/eQ+EDe6ayBTmX1s2b\nX7mXNfx5PeDy+LNHPhg5P5EnGc4/nDf3+htVMz+9BPP3xexzOperenY7n7f1LMnQurMVt8MNgLvd\nzyL7duYcuR53u3/KKE3elraSOQVEe7uce2sr2O2Stb/vPimZuOMOOh+8ipHOedg/72bxhkd46fMK\nBco85n5rENuQGd3AKPFKA+ahNI81weONYBgAY1LKDi73g6pA3AIFCVF9dt2mo+FrKnpnJVgsaD09\nDNY4KRyP0WWN01Fj5eDaWgqOdOIv0XFxr8rVx6EiCooKEwshloCiNJAGzQQdwM4lsOVpUYsm9aAU\nwfDlYAxD6W7YdTNc+APorp/P/HAA9XiM4qJyacXp8RAdOYitrFGkyw0NEpfNDvD/3BI9r7IAPW/u\n9fMFsxb9s1UMHrdnRjnVWUwbJ8GgD67dPOXFMrs0KEe85RQK08kMPFOkZXu7qJ2eeILEX21kSOni\npbV2nPYjVOwoYu6uMDq9GeNHP352fvLdcT2hMjuO626U892+hwcvCPDlf2rHv6UVd4izHV5iP/0R\n8VSMArsTk8lKMjxKpD7J80aNue8EyyDM/SUU+OXUNSBUCHE3nE7Dyk746cYilDMTHHYpHC3X2PZr\nqBmHoEOSxUkDRFaBsx10SVE1DF4JlY+BbSD7lXjgrmdkbsuYQDNmE9QGuNOjELca+MqvgQ9/GI4c\nAbebIO04/Q7a0300Gaplrtm8eaaJ7muZW17H/POmJBlmnISifA/4N03TOqa99qYhGWbXIs5+b3Ky\nnT1f+iz6QIha1caNz0QwJ+T903PBOSxlEJoT1HHoKIVVw6DLyDYRPRg1MKmcZe0BnpwHlwyAUfwi\n8XrA65P3VOCQC+aPglIJqSBMuuwE1xQQClhY0zGBfSwMjz469SBraRGVxfQH27nqAPPI44+IfDBy\nfiJPMpx/yN/rrxNvgLfD2G3rKfnqrilSYbZXwrSF4a9uv5aCvQcAiKcm6F3RwMBFS8Htxn1qO40l\ncTloKIT9lA7Lxhuo8Yi60+vz4m13TBELfr+0fFu7GONYGm68Eb72NbRYhKTbyWjVMGU+FaMKaBJg\nux6fOu/Zo6TrFvA9Dx/an80a6sGsKqgGhXSBhi6ukbZLMG6IghLRYUypqEDMALY0pBUJ7o+XwYgF\nyqKwBFk0HKyA5UMQ04NVB0E9aCVgGoaBIlg0KsrTNGBgqpltygmnFTjhhO9c6eTOiTDW56wsMs+R\n8pX166eMQN3ulzfczl6P9u3baLp+y59PTJZXMpwfOAdx+nqVDMHbPIRCPup7PFOEQSAAR4+KrD8H\nh0Pum3unzS25z/F64aGHhGhQVbDbmXSF6fykEdvhFHF3hkyhDtevNcqen4O1sgquvlpK2EMh7nyX\nhYsUC0MvdHKqxoxaZGHRiJ7WoQUMx0YpH5yEcJiJyCi2tA5DWuW/V8LCIKBBoSLJ4OJ41sQ1iwyA\nBaJ2KBqBlEFHXFF5rAEuGISKCFhTEpWYVCErdRZRMoCQpUPzofalqWP63ODxQ8YKqFIG5nPDJaPg\nXQOn1ym89VEzc5Nm5hQWsGiyXIhpj0eIk21tol73ts5cw74WEvwNIhn+5J4MiqKsAMqmEwxvNpyr\n7ihXT+Tf2cbb330fdyprqRnT+Jtnk+hVCFaBqoOqIbCnhHHX6WVgTVimCAYAW2bKi2H6Vbr8FOiy\nr8f0sMEvv6tZn4bqCNhUiFZCd5nCxzckWPrgIJfoK7BbimDePLkRcw+05mb5PScNgnPXAeaRRx55\n5JFHHn985HydpisKz9Uj/jUey/KzPfL8z/VMb28HIPXsU2e38e2UmGDf1Y1nFQyLHvgIH/7GXti1\nC6/Hi3vjfazcLO+tDHlZ0PsOEk+Ab+c2Hr61BQD/D/4d37Ft8NhjcOAA3Hor6sFOYuoAfPnLEAxC\nPEmibwjTsypJPcQLRfqrpCBlglilEAUgMZSWjVLLnoPGACT1ChmdeB/EzBppkwnTpA59HIYuMmIb\nAFMIjCkJnnSANWtbYdAk0L9gEOZOQs0EpO3ynjuU3TYDGSOUxmHyKthVB4tHp0gFheyCgql4rSGo\nsLsWlg2kqDttZtGiiyXTWl091bceprK05/LzyL2WMwvPbf9m9zzIx47nB17vdZ41bscHHicUkte6\n63wEb/PInNTcLGuV1tazSgLa26GsDJ/fh9fnBaBtWyu+Vg+xb/4XjI1JG9hMBi08SWG3nuXfqKLg\neIYl99dQ9qKVmr213PK+cjK9p4RgOHkSHA6ufH6SwoiLD/RUEnFZ2KBr4uoTY3RF+3C8cITRwR5S\nY6MoGpBWySBlDCtKxHR/RT8UuKYIhqQRMgbhSFQd2MIyTxjSKoUpuKoLrEnAAGYVjNnvw5grlcj9\nPwElY7O+cr/8q0uK0kpDyMwJPawZg089obG3Chx3eKlYtYD61JYAACAASURBVOAswQDg3tx69lny\nW2vYV7qWb7Avn+H32vv3hKIoTuBrwLvP9b53Govi8Xjw/JEns+mSoG3bWwi5mvG4PWi//irulkbs\nl72P5MVmgrbjxH/ZyQdGQSNFSg/aaJYgUGHcArYERCMysBaPiJqhIgKmjBAP9qQQCWmdSPJyfo+6\nbKeJ/XNFHggQXA2le8FuAyUBZQfBYdK490gRhvgoT0d68WCR+qacZHG6WiE3cHKDJ3dzw6sPvvwD\nJY/fEz6fD9+bPXDKI4888nijkXuG3nrruf2dYOYiNJf1fqVn77lKKnw+2LED7r2XVHF2lb5vnxwj\nK9U3bN16Npg8fstafA4prdyxrQVrowUQkzZPVCLfXCbswKEeVqohaG/H0B5iwQ+iFBpV9lzXTPWp\ncc68/9MwEEUD1G9/nePFMC8dIxkDE6JCsIc1VIu03I7MgfF6KOqUBEraDvqoBNY6TZzX9THxRCht\ngsdOaWzwg+00WOKg6uOoGYmTKp5PAVNkQCrrlxC0QElc4qj5oxJjHa+AR4vglqMwYYaUDkas4pVV\nHpV95/4c5ialjlonhyalk8VC2mRAn0zz02r472sVVL0OrBr+pdW0Wlx4vG0zSYXZtdDTkVOYTIff\nf+5ylj8GXk+sl48Jz1u8nMIb+K0xZDrYR329mD7W93jglrvh0KEpD5ZAACyWs+XnuN142nx4gDaH\nn9amVtjikbXKjTeC34/6g/9h8P6/w3XD/WjxGH1z9SQbJzC2RziyLgbVBp4qnUC3cxue+VeAw4HH\n3YTX5cdjMHDRX7Xg6mnC9OAj/HJBAPdGqDoJIxXQ2AEPrYKjDoim4QOXwDUPQtMgjAxBYfbvSiLz\nlFUTBVWyFHQJ8WrQEFKzxAjWmGyv5Mz9FZl3iuIQySqtbIMyPyZ1YFGnvsqEDgI2aFsp///aatjQ\nC0UFUPjWFPr7buelBTaq6nwcOdzO25fPWvO9Urw9+17PzVev0s3jteJP6cmgB34B3KVp2gvneP+P\nWy7h8+ELteNxNM183SOGRzf5fdS7vQRpZ+izH+Ml1xze+X9SODP0Fih9VEoeVEUGXCL7IAo1wv6r\nYOWjYA3IoNtdDmv04DgIj62ATYcgrgdLjhnTybEULcvkK5C2ivLOqAdjVNj9wNXgfFGIBmNEJDXG\nCfiXTfCpg2BbuEFu2pyj87ZtcjPnpHvTH3yvRRbz5yLfy+PPCnlZ5fmJfLnE+Yfz/l7PPkODa004\n9yZffftcicPrbZfp9ZL62ueZuEAPmkrXWJqmgMaj3/1HWv72GxiiUxFs0gJnFtVJptDvo63djXtb\nG93bW6i/Ly7xQioFmzZBVxePrtnNVd+xQyJBJiUr734XVA2CokBCkSyfhphVj5rgwAWwOg26QVBH\noTIK8UopU8hYkNaP05B0gjEIUT0UZOMiTQ9KBtoa4aaDM1Wfkbnw4gJo7AfzJJiHhCyYaISCwxA1\ngC0lSZxcBrJnGSQuhNqHYGwtWPeDVgZFXZJh1IDxReDonFnGGtGD3qRD73Ki2s1E3rkcq7WBe/Y+\nQPCmJr56rW+m8/25gvLp72evnT/kF3l0m4+2ba1sDjikbOJPkdx5A2K98/5eP1+RHa/Bba04t7TJ\nuqOtjZg5hNXqJnrVMmyfyhKsTU1SGpGDxSIl3bMU1j43eP76dujtJUOSiaVw0B9i/YDGz5YZcY6l\nWDoMmlFPb5mOOc4UgxH4xEYzG48kSM8t5o4d47zY0oh/pAt3WQMAhf4+SgcmqAmm2HoptLqh/nsQ\nnQuBNJSlQFcCWxfBnd1QPK1bcNwFlgDsnQtVE1J6ZVazqqxpBAFMzV0A/mJwj8vab+MheU0xQtoC\naKAWAiqYBqdKDaJ6ITEUFe66HD7RJ34QiXIgDYbCUvQnR9F/5St4m0J4PV5JkHu9+FrlO3S3+3Fv\nlrKJcxppzr6G077/s3jl0qg3lyeDoijXA18FchUo/6xp2vPT3v/jkQzZxfc39tzLLc23Mjmyh8Kw\nS0w0bvPw86e2sO5gH/FkjJgpygXfAfMwPD4XruwWUiE3GHxvAc8jU4e+ex3ceBhcKTHtMExCwA6W\nheDcL74Ll58S9ip3jBxBkYMK7P1HWPgd6U5RHgUUGWCBDeDsMLA3nOaZOnnIo0HCZqTlwhvw4J46\n0PT6y9zDLcsY/tY20zHb4Odc2+SRx++IfDByfiJPMpx/+Iu7119JkZBD7vmZI/eBbv9W6tte5XuY\n/Xz2+6fKKHLGitk6Y0De6+oi9fAOIkNj6Ov0FE5WEtZ66NKMNJ1OcdtX6rjyii20XPoJDOMZYpfO\nx5ix0x8JURlMEY6GKH/bu8HtZtIxQmGoDNraUHt62LkW1nZB+zZouQmeroGL+yU5kgaG7BA3SBmC\nJSNxC0grx/9aB7efArVXMnYGLUskhEC1gJLOurSnJdhOlcAzlTCvEKo7hYx4ZCXM64UuJ/xPI2x9\nAhYE5TNGLRAxQakTCnqgvxBKbVnZcgxSSbDFIWyEb1wK/++J7PnpIDoP7CchYobnq8HTM6VagCkP\nBpB9VB0YlzdCPM7ou93oPnYHoZCP/972LRqv30Szy43D4cHp9LzyeJht8pi9ru17dtLUvPmVM4p/\nKLyBsd5f3L2ex2tDVhnd7fZR75f2tOHdbTge7CV05zuwtLTivL99KuF59Cj09opnHEzNk36/kA7x\n+JSfyc6dZDoPM7HKws5olPceBu8G+OwTEC+HwQTUTkDMJYv0/XNh9RAYMEqLTEWBuXPZckMJtz4R\n5vu2k1x/WkdvsUqmEAwFcNwGZSFYNAFLT8k8dVqFeBJWnAFDRua5Z2thQ7esyYyZmaTnubCtGbbs\nAV+dzDHfXQ2tL2Z9XgqE2EwUgykME0ug8KjMPXpV5jZ7EhIm+PwlcHMJuB6CEx+Boh1FGIhQeTLD\nR99uxFUxj+a0tAB2xy24FzeLEiTkPjuPzDDSzGH6vT57znmVeeFN6cmgadp2TdMqNU3bmP15/tX3\n+gPA58P3/c/i7biP1YdH8f3w3wjvewz1h/8HO3fivPhm3nXjSyjDo1gnY0R3gWoVT4XddfJ7XxGE\nzPJAO3mxMN25OpuHFkG4EQxxGfjxKvDfBLuKRXHw5HwhGryb4KFG2LEEglYxKFKR+sRUqZiMOJJZ\nggFAE7a+5mcKugmFBckC1s25kM88CycvnE/L1x+VNpUw063V64VoFLxe2nftmJLj5QbVuR4ouQfd\n9GPlkUceeeSRx/mMX/7y1bfJPT+PHiX44L/S3bMVFOh+n0KwxfXK+02rz/e5kRIImOoW5fNNuYdv\n2QLXXcepkhBtf62SNsRpNwfZawDHRAp/Mdz62R6uXPlR9FGJUGwHhzF+fhsOi4POJeUUphQJ7j0e\naG8n/tD90NuLDrg8AfHrYOlvoOcmcF8O8WwLewPSnq02BN0OiV0CdnhwlRAMAPfMgz1LITIfUhYx\nYIxXQqROFvW59aghLlm/3cVQ/7QQDABvOQA1BqgPSmJmfpZg0IB9VfBsjQTrz1VJOep99bD9FhhL\nQxwhEBTgl27ZZ8IsmUHDpJRk2OLgmwfjK+S4mWzxtB7IFOpIGGB49SKMm95y1t3elnThdHqor/fS\n8tH/pdnlpr7eKwTDLHXJ2broHOGU+x3wNTnOjhPH4qY/XZyVj/XOW8wYn7/TAXyi0mqCbrcP/H6e\nW7OHUBPMeRjGF6aY0+mWeyMUkvHldosp4/bt4Hbj87bKcQKBKR+57BiMPfgtnqg9zJ0tKj/RoiwP\nwHGHrIkOL5VSq8qkJHPTCsTnwTcuBH0K8W/QNCZ/9iV4//u51bSeBkr4zTxYfEpl0xHYY4XVI/CB\n5+AaP8wpEWW4cRLGE7A4IAQDgCUNvYUyN6QKIWKZIhm6pwkzckgbYfsF8vtIuaz9/CXw8EJ4tFFK\nxDSyfnsamI9BohB210o5/WPzZN/4EklsD22EaC0s/DJUnZyg8qSc2FceTPGxtk5RKWzeTGVIvkf3\n5taz1zjnceHFR5vDjz/kf8V73ef3/V7zwp/Uk+FPjiw74xm0sjo6yHAtOJNJdhWpXFmcJK2doKAz\nil0Hqedh7KRGUxRemAO/uQwiRvj8RXBpNyzTYKAGVvpAs8OhhVB2Qtj5kiiMWcB2CgxmqOkHtxUu\nGYZtDvCckp+oHna7YW81XNkjDz1zMFubCGdHsYKw6aEVgE7D3q0S+xhcdGSChApXzl0vg6zNO1Oy\nlxsYbW3g8RBq8878Ll5J1gf5B04eeeSRRx7nN269dSa54HbDNde8vKIhlwW6+mqc/qU4b2ql+/7L\nqf/ea8zyZhelPrcfzwPt0gIx93pbG4RC+HY9gKf2u7B0KcXRBC2jskmdI878oEI6rlGUgFE7nCqH\n4ggkqgswBcOM3r2FBUeO4bLqiKeSdKT74J7rWHhwlJgeLLnFfxjq7ofTfwP198OLc0CLgwN4wi1x\nyQY/VJskXnHE4G0HoKEEfrgK/uUpUNOynaKBVguxYslA2jskcaMBT7lh/YDIkTM66LdBTXgqiK+I\nwAcOwqgVEgYJ+KvmQCYJ0Q743kZYOwgvLYKNv4KSGIysgsplMB6Qzx5vhFAYHCeFxHiiAR5eCmo5\n/Os8uMIG1mLwPGlEjafwf3k55q0nqW2+EsLhs90zrCBx0ebNeLZsIRicdc1z75PtUuZH1CcwZcYJ\n+BwhPLnhlF0QzDjGyxlGvhHIe23lAVMS+tc7HqavLzwenF4vzi1tdP/XWqz3Big98UliiQxFYxrR\nY1/G9MC3MKzfJPdQe7uUTPh84HBM3SN7987IpGd6TpABLvGrbBiDjB2iKbDa4NoMKLWgGwWKpbuD\n7RRoxQqtQ3NAOQNr1sDoqMyX/7SNhve+l2jqNMoyOLYK5mZgsRX2Aos3QdUvwLkXUMEQhEV6MOsg\nni1fH7dAU0BKt2qicGkPJAukbN3vAENWrVWYhB8thafdQope1gpGFT65C/qc8JZumYvSdpnvx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GbIcmmPPffoybrqO72wsdHdRpPmIx/+sZSjNw3ioZEjoFrGYM0QQ6pL6mJCvRSSlgzH50Sict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ng0zEU7I+jj8JJHFA+qJtdU9bDp+zD/fiAOLVWQ6IPJcdj9USkdHTGCMwRbgnDDLuhOQJtN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\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S/Ql+WDXEuCuGOZXGNbOLM8XjNG9oYbopn5quEcwVVegLHDxTlSJRYydWDKaQDoygTyeF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W7RarS2cC9pQJt/7zr4B5whDJABk7aEkDXUXgHMmwtQpWtoMpIzSNXZUGDOkMbbPsfKhNgRtu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C3tAA772HeRHQ3gGAWUnCvn2QTNJ5cS3OrRr6TTcSCAbwbg3i8bgpe/UIBYXF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\n5eu3wfLqGJUeiLmg87Ywpd0GUt+6Fbs5xVs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6OEIV5dc3sPif94LTCRYL8p0Sa5+IYL7j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Pqb8NLnpLwhUwJKPRCFcbeYN9aGAQ30Vssh/nyGM5gtISRF2gRtayBTKxLrdAnMisLNrVKW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\nwbF5YLBDX4mYu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rgWuudLcq4gBsWFY5KwKykIOMHQBcYKSNkE0NZGxA1+72UQTctzZUNJ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\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/8J6Bkjyf6ec1U4UXuvKWfI9Xw2//mao5cbwGGBVObvnDQRY8uaWrwxl+o6v8k1Fbja8M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FGHtO/sWiSMhp6L4Ds3wNFKiT/WLxdJqC0l3Tcokc/QNFh0XJgOoXnQ55B4aH8FDNry24qVwoZ5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arR44FobzVXCaQRuD0vXw4F/B052SSJ0sgQvrZEH1NcNqLGJQYjUdhk3gDUPLMJhfhrwS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\nkVMBvBVAA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yCKNCDvGHPQdZO9iz4rMTdeAbhuELIJEG+zLIehwMDGZYlPPgvPpGKtWNI0p2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\n7aPXncD3+klobIShIdi0ieju71B3pIZTp+JorTfJnf1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9vdSetQiqq6VQ5N/9HZ9+69v8\n4+KPZWmnRW83uPuzN/GZV+v4xVK40ruSBW96ZEaDLXRpi7hDxhbnPocUwKgV7pSdnDZUkAHGn9ko\ngFFLHcKZByzGKiFwPvQXM3o2me/AmX5fyCx5bnaGLU6TOkbv40Hqd8dk5NYic0xnm1Lt6ew0abyj\nnfrH98FnPiNTXFtbebXmKU49eYL6xWez7NBxTnpg5KoGvj/Uz5C7glPvXMvV3/8lFWefi9FyM72P\n/hP1N3xCHju1pE9vb5j6S1ozhiuVLWEaYLbHZKrZ7QbeewXb/mUTN//7i2hfux+E4E5PO199WB6u\nx/odR1cM434T6vuhYQBcC8CVlM7lqTVVJA8M89ISN+u6q6k72U9iiZeeVb0s/O0wvzi/llVX9OP5\n/ghLFtRBIkn/mjqqB+t4831wjudmGUxoD6IHQ4QMDV23QGhYhh/DCGBYqUwG+5KqTAZFEVFBBkWx\nmcm+3vt4kPr6lI5QnjE2FGojoLdmBHvb2rLFHm1S+gfHHvwyy1s+yrHu77H8Z9W8UXmKxqFKBj68\nloq9Bzh1Ik5iGA4tAXdcBhOutuDgYrjwLXmoV6+E836VOXSyAuLLoeYYDPpcVHnPw71yNdurX+QD\nLySoPN5NfGkDnnddCevWZXY0DKkn5JyhUzNtihJCjevjIyzBukXyb6/XGJXJIPwaRns4WzQxNdP/\n2s8f4JxXk4hWP4arCTo7iUQO4vM0Qk8PT/p6+MCRBBWDYK2Hc58FKsA1At3vhKW/ccHy5Qx2Hacy\nCQwneH45rD9RiWs4AR4PlZVuRk73kayEw38GK/8b3lxQQY2+Ao6c4MRHhti/u5bfe2mYioEhqiqr\nYMUKOH6cnoU17Lqwh2v3NYDPJ+3qddfBtm2I2zZixH38+rnv8a6lV2W+EI9HbguZScncUukpTKAV\nLZNBMSYluYTljOOcNc8jGjIRw087tBJyRQbth+XJ4MxgyCVXBKVYjPUd5DtHzoP/hO1wPrQ7X/N4\nwDTpO7RdLuUoQtmlFG1tUvxSCPjTP4VAgPrPP4j7aExmMWgaLFwIfj8rfp6g/nQCvc/N68tq8a24\nEPdv+jmyYIgVS87jla7fctVrcNXuTqId9zG8qJJoOET/49+GeJyBfbvw/PR3ctnLW2+VxrujA7xe\ndCsm02JNk9pTXkR7kK43o2h/uhmhg2lAbXMrodV9RFb7WDhYxfKT8FodeM6SUeG33gZvXQzD9bDg\nwBD18STr3hqiNnqKIUbo9bjpWjvIoXo58L7SXclATSUjNVW4r7uR+jo/Nd1w1m9SpSF+P8Y/fA9d\n92Ni8AfPr8EKtGLqgfSybFnftUKhUCiA1JidM3YJS8g12RFYgVZCmoVlheV2sZgcb2yRYrvULxaD\njg5qTieho4O6fUNw6hRn94C7P8GCx/Zw1stxTo1AQ00FtfXQXwUVSagE9GimTfG12W0cqYKTa+UM\no+eNJO7Dx+k7cpBnFkPlX94GNTV4jkbghz8cNXY37s1ZQSh3jFbiugrF9BEMFr5tnr5o6EZG9BGy\nfLjwGg2hxTIBBrvvd3QA0HACCARY4/YxtP1JIkf24YkPc6LvOP1DMdzVCVzDwDA0dUBlEioS8ndN\nDyQqXOxc3Mdpbx2JRIKKJPzvGqgYkn+THICBASrqFlI5UklVN1T1QnwoScXgUWJ/MEDVQAL/RX30\nrY5zdEGCkYE4QyeOw/AwDAxwpb1KD7KtHDwof0cimAi6NTADuiyjMHSpi2NnMKR88bQGnP0dTMHP\nTYvPK2aF+RNkmCr5Burch/UJbn67tj7r/4lWVcitz3KWVxTSxkJxZiDYqUq5500JYIFMQRoXW0BL\n12V61EYfxy602HnoILev2U50kcVnW2KISEdG22ClLEF48z3wkn87xy84wqn6LrquruH0zu9xsLqL\n7q/eSbzzOIv6R9hdfZzuikEebzrEV66GhSNV7Oh7kdca+/Ekq6muWcIe3Q/Dw3jbLWo/+klobuaN\na4eJr6yU0dKNG0EIxGWNiFeeQj/ah6lbiIBBR8/rmEJ+B2asHUIhTAysmEVg8/3set9qTlQPM+CD\nFT1QcRJ+uhgWHHdx1olaKobhtToPVYlKhr1VJN0VVHkXo2k+3K5KLlh4Hpcd6ueDj4+guxtxH++R\n6w2/+CK0tOAaHEmXQXDtten6tPrG5ozIY+raGcLKXMepBLsUCoVitpkOu3Uyllnq2DQhGJRrqmPI\n8gPLItAWQtf90t6apgwotLcTObIvE2A/eBDCYd64sgJ8Puo7pds0khI6G0nCYAUys44R6t2w4zxY\nlZqAqx6B2DqwbgHPiPwdWyeF0obqwdUDySQMVVUgrljGHVf1UbloCXdeYSGuWJb9/Th8BrvUb8xJ\nDzUWKBTTh1OkfSzG89tzSQVEhSVoi7fTveNJTITUMUj54QNewLKIXb0W9u3D1xWHFV4WndvAkNvF\nks13Uvvlf+aDrGNwMbzpdRNZ62KwIvOwt+gVGWxYcM4gVf0DVI+kZqIrYcRTg6uqiqGFLrlCW08P\nJBI0/lLaqNrFLhZ0ujjv3yqocEHN/1aw+KUaLC9U4KL/XC8nl8JQsh/XgeMcuXAQy9cnbXAqS2FB\n5wHu7Ijhjo3wqX95issvWIthBOgPbZVBhXA4Y4+LYMPKpkRijtrr+RdkmGQkbOBbW4neLveJ3m7Q\n+7gjejnRsVI3TVaQQQhEyJR/j9WJ7CDGZLMOCiG3FMN5Dsh0bud5hUiLJzprnPK1QcRSa/WmIq7e\nmM7yH0PzK13cu38j3kct/v6oH+PxF2HbNhnUOH0a7rsPLQx6MMbuQfAc6meB6xwW7HiZoyNxGiKD\nLByAk9Ww/sBpVhw7RfPrfXy9PcqhyiiNp+K8Z/cgP1t+mqcvGJbL6VRX07t5I/3/90tYiSdwv/wG\nvecNc2LxAV5q2cXAmqUYv+nG6KpjjdWH+eBRzvp/bkMMvkxzlwfR9TyGvxXDDIFhsPTX+/h19yOs\nv6gPz9oGXEk42wuDS93sbIKzequojQwwuHwBP71okJPnJ1h4ZJiRhdUMDXfTG9/Lwv0VHPNHOL26\nDq65BjweRt6mw8c+RvSjlxCNCWKtOscqn6Jzi4+olVq2KBCAri6MkMi6XoYZyjjRU4z0KhQKxaxS\nJAer9/Eg0dsNOWYv0ohGBb2RXdI2bt+e9fCdLtsD0qsntbeDZRF/9WW6L10DN94oxYf7+lh8KgE7\nd5JIjjDokqVxAPEK+NZ6eGotbP4AfOXtsgxC6PJnBND2QNMDkKiFc78n/x+pkYGJygT0vNPFqdUj\nXPFGN61H6yAWo21nGGPNxuzvxx6Pc8ftfGO2/b8KPisUxcGeiDMMYvHU0rcpvYG8hELZmbupya1o\nVNDZKV/v7DTl5J0QEAph6AaBmM6C3b/ltr0eaaduuw0Mg4qfd0Asxool67GO7oWjRxkejhE7t5uz\n3HEpIv/P/wx791LTDd6Tw9RWJqlISjuUzmcfGaHu7DhVCXj4/S4+e12SgaXwuRsGuOMvUnbLJYsl\nk4DnOCRc4D00AidHSA4k6Ous4KmVI7xeNYAehe6aJNUHjrKo2437dIIhH5z7egM6q9Miu8IT4fQg\n1A43cq6rlgUL3saCBatBCOJEMktyPvhg9vc4Rb92wknRUmKO2uj5o8kwVVKDtF2nXyjCSgUTHJ1D\n82jSMIGchQ6Y+dd2zafJkG9mwp5pyRWKzEOwI0hbc1u202EvnWlZ4HZLsUa/P6OqDTK4IATDQz30\nvmshcWMN8RuaR4uopJwbMxTA1AOyJGHLFnr+/T66XXHcxHH3wd2/p/HPj8blg7PHA3V1iGtWY9yU\nSpVas4aPr/4JX/+uh8o6L0Qi9FWOUDeUMXgVQHgZXAi4u1z8/ANJrnj2LLYYp7j6jTq8cfjBre/m\nmv0HabzjfoyASdgTY9WFGiMvPs/iq++Qbe7qko5ndzfWeQ3oa1uILrLw7oHNS5/nxoYWjPu2p9WA\nmz93H/sWDXLFGxW883fdVFUmea0GXvWC5YXDi+CyNyvpPqcRvfIEy5aPcOrZs7j0UILKqzeAz0f0\nwH/h/eN/TK9tTF+f/N5BfuceD50bIzS1yaAOgQCWBnowlP1dO/UXCrj+pYyq3SxNlCaDotiM6utn\nqJU0JkIQDQbw+gOZVSS+8Q14xzsyK0p4PDIYbZ/vqadgyRJZ1rd8APHOBsxnquhfPETk8m48EYg3\nDnNyzzDnvAgLhyBWAwvjcLwJwvXwvtegKgmfvxL+/ilgCOJu2L4e3v86xC+BRXvBcwwqhuBnF8Da\nhS6GO93EL0jwPyt8XBHr5z/O7+Prv24g2bIG9zWtMmshV3NnIgHnYopcKxSTZK6P65ZfRw9b+d+0\n7ZpzBZtUdq/T3nV2mhx2pXTKTJOjPUd5Y6ib7kXVtPtibP7lMPs/dxvXh7Zz+sqVeDos3J1vUTGQ\nYEfTMFf1QHJ4iNi7KokYCdZu9VBTvwqGh+nvO8SAW4rLdl9WyYLXEnj3wFvv/P/ZO/f4qOoz/7/n\nzD2ZJDO5TkIIEwgQ7gMqYI0yeANdqrS1N6sl3ba7bkv90ctatrZlbLut9ddd6Zbd2tW2sT/b4hZr\nbK2mCnpAVECQiXILBDIJuUyuM0kmmes55/fHdyYJASx2vRSdz+uVV5KZM99z5syZ5zzfz/fzfB54\n4UPZEI8zo0+l169w9dPw9VslzWhnQAAAIABJREFUfvioDvR6YrlJzH3qWXf/pA5emAYLeyFs0iFX\nGQA4ZE/wo2dh0/VG7no+QYsdIp+UyH/cRGzBAuZedyvysQa8y6N4ZD+eY1EWHu1j6DO3kbepltDP\n7iDvqXYGry6EUIjcF8MULLsDtmw5dwvKC/SfOZ8fg+yXzz33ejfwdt0D30FkPBn+GkxaLTCXzH+j\nrc96radOFrJMGfD78Xq8bFi+Ycwl2ovn/Bf55Asu/XuyJBLEBDO9kv0GEsn6PXVnsnrpEgiPR0x2\nbbYzZUobNogJOIDLhaE3jMPugRInlZXes7/0fj/BRfCZZ3rxb30Aqquhvp7cUheutbU0u6tx1qym\npg0hw0omxSR/YAD/6dfF2/7QYuoGd/J3L5l5oSTJntwhOrNVBs0imUummNWIBZIW0A+BZtSYOhOi\nU+Ks0mx8LFDAdaY5HLNFqVIWQG2tkJsFAjQ1HeN0df74+w+HRalGOIyrsApqa3l1lgWfJYTNZMNf\n7cT3vfXY9/i49L5HKGzrY/6pMP++aITBwhwSWTBtEKpDetrs8J0X9CzsVLh5eBjzjSoWBRxXxRmd\npReSW8BStGCcEHC74aGHhMGNL1UX3NCAHfeZpzbkP/NcTw5AE52IM8gggwwuFvwvvZLeaFzDZzeM\nmxCD8PZJw+uFQOAMMzV/qZV6e4CG5YVkaQaWHx4kcGk11iMDVP4shnQ6St9wEkcTxPXQaxUEg1GF\nkhZRs6xLQMgBC1tBSxEMBhVmtEDWKNh90BWHb18PP18GUgz+7yyNEzcspetjRXzuv39N2WA+35Tz\n0RY4cTRCzmO+8WM+V25wof9nkEEG58WFrHqPebrIXkJOO17Ze1Y5NDAe11KmsRw5Mr6o53KJNroI\nvwB5671jMbB8IEnFsERyNMzVJ1WS2VYKf/JzjppExzJtdIgXP3wF3/3yUgxkcd8vvsFdn7Hy2PVG\n7D4dSWIccg/z3CX5dCTAMKAnLkHBDgl7I6DTobTA2n9VsCf0LHiyjGXPikO+zqcRs6sQj2MYVAGh\nfEj/aDqIGcEegcKECZe1lIq+BLUHFNa0GgHw5yno5hTwxI16DNYc1G/NpvSR+5Bd4D/8It7NPpa/\n1MYljb3kDym4fvUHHJ+8l8qtFvpvr6J1t4FK+wb0p1Pd6TiHevp885xzPdbqP+/neD684+qHt+se\n+DeCjJLhL+HNrgZs3kxwnfsMt9jJrJnslwVzOdng8XxKhcnbTCQU0q+xWIQfwkRyBKFgqD9WD8eO\nYbQMco1/CstdNXg8teDxIH9sKZ6eLLF6U+vBY0+tsKelo+nxfvQjCIfHvoCORs5QWOx5+kGOfXKE\nT9w1xH95srn6RJLQqhV4nMtBlgkUWnDWrEb21ePBBfX1+IoU6q8owOMHeWkxni/ch+faz+GtDuD9\n0whkZxPJGmFvNnhaBSuuW7UK7c9/5l/ug8+2geOAhb4VCTR9Id2vDeAP2/AvrEC2h6iNVuO6YyOe\ntRvwbl4rCJ7164UE1uMRfz/5JESjJGY4SejD9CQj/PGGIpoGwxSuuY07P/cg+TXXIVsCbO16lsKI\njvkFOi7doVEwqmJTdAzrVfbPhEXZFn5RE+XD02dzgiRTIiexl6zC/p8v4jiVK1bJ0kipFli+XJAt\nW7acJW0NbLmXY7Yo9kAI32o3rrW1ZxJT7wEGFN77Kx4XKzJKhgzeapz3u36BK1NvGps3w29+Az09\n48aOxcVw330EG+7FYVk+TkL4/Xir2lnb2osvOIJrWMIeAXuWSsUJjZFKlfZbIPIrKA2DAzDGYFcZ\nDOfBvjK4/Qi8UAaLB2DhaQhpYE5C0AIDWWDNAtcgJIfBquj4+RK4acCIZNTou8xKYb+CvtdCQcGl\nRAhg3bj57PLJC8HbdT4zyOACcbHd199sF4K6zbXUbqg7+4mJeVmaVEgv6qU72cCYQnYM9fV4DoXx\n1NyGP+THua2BY/OduJ3usYXExHfvwjhVtDn/ecfjfPbuJ+h67i5sOztIDHWS31UiFs9qa2HrViKD\n/UTnQe4hYfw4uEhPd49ChdnCE/8xjWM7LNzxi9fIG9VovKSMKq2bwrm30RE5Qun/vIIkSaDTQX4+\nPfTzVLmGY1TjYJkOz1A+pv5+PtBnEyXPqor7DljbpKOrUIctV2PV8RzM80pZGLFgwckPXVHYt4+7\nG00YFQtJm56EYYRkoYX2NVF+LQ/yrd16QgskhhaoaNnZGJddDk4ndtw45NCZsW1izjshRqbbV1p+\nVk/0H9eOKa8nn3OP6+zF3netG8VFHLPfSMlgeKcP5qLDm/3Q6+sJ3RwSJENqEu6ZNIbH5QFX6p/0\nhXWeL8sZONdF6PEIMiAcHu/3XVs7JsdfN9vNx1t83GLw8dOSEqY/MkD8I258rdtwb/bh72uGUAVE\no1Q/0gCrbSIx83rFWFVVMDAg+t96PDiArrUWCC0X+/f5YOtWLjvRydKDEnFN4045QkwPO9QB5MAe\nPF4vx1zwgF/G4wNfwEeVIxu3ZsVd34dcZcD7k2741SdgZIQr9XE0oOUGhfzXJRI6FcWgoUvAH3XP\n8uLHIXYITr0OVUYTeXvijFxSwSKTDe5cj8vnw++Gm+4/Qn54G5hM44Hk0CExoZfl8XO2YQPGj9Zi\nrK/HYT7Gl0662d7yHNdur+c5cx9XP/YYnnXrKAk9y6zdKr/6lsb03+sZ1msEjRoNi8G3AH5sjjE3\n6uC3L0XJvWKIkmcsVO56USg3Yp1i/2miweOBRx5BfmDjuM/CxMAJOGUZJ+CtZbxP+uTP/q9JQDPI\nIIMM/pbwNiVXwd1bcNz3kBjf7RaqsVTcDPm9OFL3BVmuI9pyAqoW8OhIG1eMWqluClM0qqOvRqP5\nWogWgBoB2wehfRi6DsLc48LbISFBTgimd0KJHp7LgkoVBmxQEYQjxbCiFVQDnJptINKSZHZcjyOq\nkt+poa1wY2h+lexQIWoiTHBegKyYc1zh9mbPz0WcsGaQwTuJ9IQUoEWuxb6o9oLMAl1ra8/9xLly\n+TTpsHbt+GapCa5X9qbyOw+sBWRZjH0sAKYBEQOcTti2DeOVN4rx3G7sNxYRXAQWbiVnVz1tBUPk\nn0ipcw8dgkgENDCEBcEQyobmIYXZA9Bpj3LlphPc2GzAMKphNEJhSSexBLRIvyKvKUUOqULREFN6\nGVqg4yqfRvNVEnc+q7J7Wj9XDELDlAiWmEpED5t2SWiqioZG7VEb5a0ROobacZjmwqn9XP75S3G9\nGkN15PKsPYJHq8D6iX9GfnILv7NBUUE2P/jaTJb97iVuKPum+EyiMpWyCzxuQAaPh8ie+jECdnjz\nenI2bGFP+x6Wp86zQ5ZxAMFjIUofFqcWz7nO+Xmugxbv2SXhbzfeo/H6vVsu8Wbay7wRLvSDX79+\nfNuH68T+JxownQ/nM36cvE16EplmSdOBLO1wW14uHk//n+ot62gE+78+yZfbYxT/JsBo3iAj3n/B\nuvkBmrd8B/9VC/lmRTPby+Mcq6mmobkBf91mQtUuUa9aUwO//z1UVBB83EvLLz1E3U5aXDJBXx3+\nEw3UPeCkd042z9y3AKMGwYpcsqe4uPH3R4RiA5GIeev8uHx+3AHI8neKEo3sbKpbRyAvT5jbRCJc\n0yKYMWdDDEs3rIgVoK+YgZItsfREEd//H9gxXaJmcCozmnQMlehJNrThcAqlhGwJUOuuJXbkdWEg\nMzDA5dd+WCSZ6fN7771jK1jNN9WMJXO6WBxcLpbgZLQgys7iOEQiBMO7GfqoStvtGtX90Ho7ROdA\n8YhEUQfcPhOe+ImG5XCQb2xrw/37IJc8FUUJhyEWA70eurvF+RwYGPtoq6/9xLiZ0ER1SrqVjyyz\nNjCpVdlful4yyCCDDN7PSN1/Q+V9Y50lqK0lWN7Hi4dvoWujG0IhWvxegviw+wNc1xQh4t/DXX49\nNUNhtKkQt2jkHoaZ/wkLvgPmKJi3wpLfwuJjonMEiJIJdGBIgGUIkoroOPFfqwANFnaLbY1DMOfl\nJEsCoMtKcuMxFRQF456j5PitjM62YO1QcODG/NuG8R7xkxWN50I6T5jcHSqDDDI4LxwOz9jKdaXs\nuuCJ5QXV9E/0VnO5hEp40ndybJxUTh/UNYq/V6/GPZQlYkCKZMDvJ+GuItHZxI2/70P56Bqi27YQ\nXOsiv7NEbDc8LJQFo6NYFcj2i3IH+whc1mkmaQD7DCPxO68k9wMr0WuQTIBjl0RXLvQ1aARbxSGl\nfdB0cSgKaMTyIL9cxRGFDzZBTgKub1K40g+LenU87IYbT8KUGlB6YxBO8JpzBH/zfgLRflbtGGB2\nLyhFNnZNN/JiuEWYXZbXsPHmjTAygte+lmsCWWIuU1+Pfesxkceny7uBwMYJJcXbtoHXy7G+Y+Ox\nL7WdJXru3Plcn90Z18G5SsIvEHL9WzT3fI/gPVMucZaRx4VM8M8YQD5rsubbuhn3Jzac24hxMrxe\nhi+xE37sXqKb7gBEvZXjxzJ4vTR/voaqB3efub8LkbpP3F+6XmdywpFepUlL8KPR8cAEsGsXmEyc\n+OwoUx8GaSSBYtaDJPGSE66puBoGBvDlx3HjFBL+ujoGphWTv/LGcalXXR3IMi1yLaX/M4plQBL7\nsNsJtB+DOTaczwcYcVgwR6IAaGYD0lCUxMdvwPLQ4/g31OKyu9DuuQfd7NlCxhqPi2O2WkGSoKgI\n7eRJTl0L+pwsSg6qEItxRKfx06USt/pUHlxt4lMHs2nJl6jy9/PzBTBq1aNJEi4lwZqX4JJOcI4C\nOh3RadlY/m4dPPkk8upqanY3YwgnobeXsFlHVlxBUnWosQjqlAL+Y0o/A3bQi7fB5cMwYyoU+GFw\nETTthutPQmMJ5EUh5IUF34JdRbCi08jd1+v54b48ogM9WIpKwWgkbdKpXHsNp9ffPvb5h5x26jeu\nPVO6le7RfpGWQLwZXGyyyvcLMuUSGbzVeKe+60F5MyF/vSCPU+RyYWg+OaFCftLzfb5U/A26/A9Q\nWrsV6uqQDzyGpznJC64Yi5Ia1tOgGUDTiy4S+ig058Lr18PKx8GkiP1kJ0CxQI8JSobEqo1qgXtq\nwLsDOnNFm2NVgtM5kDcNLIdBnwND1VDwMihmICm6TCQKdBzNNuCO5Qti+rrrhHfE6tViggJnGv2+\nQT6SUbdl8G7iorqvyzItfi+Vfo/4/63Mu9LkX3o8v/9so+4J3+OmL5iZLX1elPK6XGKxz+0WcWDt\nWrDbST60hajaQe+fvk7+t5/CkszHHES0Qe/sHBt2RA8mCxhHRLeIwYWgbwKjHZJZYO4DwxAgQUsu\n2OZB4cugS5GnSSsYohBcqqM/plHWDpHpkH8QdtfouGKPRrhIIiyZSA7GecytcmsSXnLAzQ0idrba\nYHpQjKcBI0bYMwNOm+GJavC0woYDRlr+0Uzr0RI8+/sgO5tff3Ypn2rLGzfMXLuW4Do34Y/dTPLu\nD2Hc9izJvkE6Ygpdwwrzm1TqlxUSqHKy1uIWJeHpecubwDmNJt8EvF4PXq/8V7/+YsT7wvhxrM4m\nrSAAxtpSXdAA8lkPhRrqz35u8nap/4N2PzkHQpSmvBIrWz04vlwn/vF6sT2/h3QP3LGAciFmH5OJ\niHP5NsgyOJ0EClM1/ikjwGSPH557TpgsxmK4fgmWYR36KCgWA1ZTPvNMFWJlvacHexQR0Pbsgepq\nXqvMGj82t1v4MXg8YLezm16hPLDbweMhUOVk9+J8KC8n+5o1GNbcgm4kjvG6tei/uhHL/BUgy0zZ\n8jDaPfcAoDU1oQaD4++lpIRIYoinrSdJGoGYDsk/yogtirXPgLtbEAzLBiz844mprKm+iduPGChN\nWvC+CLNsLorCKh8qgCkJM0Nm+OViuPsWA4klMwjqDzH80cXUaa+iBfsIZxlQohEGi/P477lRDjgi\nBBfDcF4/bQ64+6AIihsGYK4FpAgc/xxEi+EDXSJoV/dB5SAsvBuGqiC8yMgj8xRmdUbZYe3mdI5G\noquTeOdpcV7XrEHRabi2NuBqD+N3u3A3h4URqJ/xG9KE2r0MMsgggwwuHA7PBiprZQAqa2Uqa2Xa\nD22nofP7dHQk2L/n+xh2dNNx3zc5/KeHKY6NgF7Pn6eApBpR7UaCZkCFHdWwtxo6bfD8EGTHwZIE\na6rjkT4KziHQI1YM9VH4+1egsRiKh6E1F5RcOFUC5gFQ7eJ1Wa0QtokuE93ZcLRChySZCRqSsHo1\n/o9eJ+7lgcC4ogHGOj4B579HvMeJ6QwyeEvh8WC/2Sv+fivN9yYqj9O/z2XULcsEH1pPy0YnajxO\ncP9DtKwNMTi0R+TYPp/4vWUL/Mu/YGjtJqtNofBr9eT9qZmj86poNoXxmyOg05EwGRieAQkDhGen\npnkGGLhUTPpCi+DlHKGsAkEqnCoFx0EYMI2bPRpiovXlqYCGox2icdDHIHA1GE6LEuacgIq1P0rZ\nsMqdL0LIDa8moSsXnpsNJ0ugvRBenwqNi0rITsCSCPhK4f4/w8lCeGFRgsLdcElnGwlLEiU4wJyH\n6mHPHuJPbRXnbPNmHI0QOzhMcncD5YWfx1X9NRb25lH40DM88Kn5bJx/B5vv9Y21nae29k0bOf5v\nFAxer3itIBo8GVUD7yElw1k1NudRMpzFUp3DcNFn6CPUfAh7IIQ9EMKSX4xTzRIXejpApJnOlKy9\niwZKZQt0dxNbsQDz8hvB7+eY/DB2i3ls7KSaJOoqo+qZtvH9n0/BMPG47PYzE41zMK3+aieuB7aK\nUgCfDyUyiF5vhcFBqKwU/grNzQyfPgnTsskZsMCaNeMD7N493saytha5zounThAjnjqZrtl+zP/+\nFLp4Lz+aBt6dEqpVj7JiKT3BOHJZHNf8GjyHwuByod73fWKz8rHaqwV5sXo1rzQ3cFkzaN3d6Fas\nEMEzHic4P4kjPhcaG5ErdVzZqhEugrxBCy8tM3BsMMz1zZAoATUER8qtXFZ1FcfmO1Fee5St2VH+\noVvPiekKl8ZB0kHIBDN2wH5VxzUdEm3zXLTFT/OtS+N86SBcc5SxxsEbVsEPtkPsFuhogt/nwt1B\n8LdBRSXkNEF4NgwC2kJQkpDrgz9q8PmDMDoVBisN5HbqyG5O8I1b4Ad/NJOMxxgqtJHvmgNHj0J2\nNtFQH5bq+eB0is9M9onzUFsrPqtFi4RULPU5vNcTxotqxeN9hIySIYO3Gu/kd/2JRQau+vAHcWx6\nXCw2bNlCsCrMr3Xd/NOzEsFsCGeZ2J8X5UAlfKRRJNRVA2DSg3VUjFN3GUjXwbGT0BeFm06BNQbX\nHYenq8BghWndML0HAjnwZDV4TNDZAUu6QHbBvmqIF8KKV2H+KZg2LMZWbGIlUdODbwoM6sGUhPJR\nPccWSKx+UfSn1zvyheLPZBK/Ewm44gqxqADvC8VbBhcXLsr7+tvlZeL1jpMF6ZaWE0piAfGY283R\nw19mzulVsHw5kUd+hHX996C+nmBhO45mG5w8CeEwilmHTjIgJUGeocceinLEqedWn0LABlZVKAlU\nCeLTQW+Gl2+FZY/B6Y/DK4/DsiBMOS665LSVQjgJehUW9Ir2uitPwKgE+6ZCTRv0W6FjIfwhG9a0\nQUiFfCPk90BZTCh55fnCBwINVvohLw6ze8GcACyCVFWydDTma8zohx9faeXWvRGMX55B5Q+7OepQ\nMA9HeNgNI1l6VpxU6C6xcWlAIhQfEinJRqjelIXz0T8x7NvGv7kL8Yf81NVzlnJhzMjx7fpsJ42b\nUTJMeu5vNQhcKMlwXrfQzZvH5YUTcIZz6ORShEnyQrnWI0z5Jtc5pl4jy3Usi0C020eUAFGXBed2\nA1ZD+VjngAM/u4dLfvs8nZ+/lmeumI/fJWqEPLjGOjyM71A++0sw+bhWrx5vLTkJPrcT9+atJL58\nB1KzH52ioksokFTRlZXRFu8kAhSH4VQBzOqFxiqoOayJCe3x4/jnluFP9oHdTrSsmOdvn0tzn4+H\n9tsJbfDwywcfYeUTHQzZohz8p3UA2Kvd2L334uqJUz9LZf2s26iSCon9ZgtSfxjjCJCVBbm5jHS0\nYtRJGBIqIYeFvBEFvaoRXKwjdiTB0ULQJHCMiuqJWW06huxGcoNxBhdCyALTXoH+olyKKmYDcOTK\nJpTfDeEKwIl8CH8Mpv5K/K0DRo1wdStIJol4qcphE8w+BYWj4vmIBBtugPsbYHAWvKSHomHIugFm\n/BKkCjC2gJQD7dfAtKfF+dYSsNED//widNlgUS/EiyGZDT1hKLaBJQBhp5HsDkCnYzTLCIk4/svn\nUiTZmHI8IJQmAAaD6DRRXz/emvR9gIsyGXkfIEMyZPBW4538rh8o1XFJlybuqxs2sPVaJ8MF2znS\noiD5YZ0Pum1CmWAtg6mHoL4aPuuDSL7ErlyV3VWCEJjfDqVDcLQIVraMezHoEK2VddqZstDWG8F/\nGJa2Q4sjJRsugNXN41JkSNU7pwYaMIMjCicdMD0EzZ/TE9lXSHygl6XTr0T2uET3p40bRZli6h4R\nvP/CjOoyyOCdROa+PgGT1ctwRieE1lWfho4OXEGNeKHG6DBYHEXkJYJYR3IgN5eW6zuprINIYRIp\nJs7rC1dJVO5XSUYgKw6nc0UXm1XNkCiFDh2UAdaAKI8YyQN64VQR5I7A7gqxbcwAxakxBs2QFwPv\nSvA+Lw61dq3422+H8iGwxcGsgaKCLQlJIxh1YBpNlYsth+/IIrY1FcCsAUCDzhxwjsBxJ5hjICXB\nXyDRZlNJzJb4UPcl5L50AH1S5bgDqkKQsEooU/SQVBitzuLX88KsysvG/rqeJu89+P/sw+924Q/5\n2fCAj9ADm/HU+wiuc5/R/tL+hB/HhroLIxvOM388JybN0eT6zXjWXuBr3yN4T5dLeFyeMQWD1+Md\nr2mfdIEEgzItLWK7lhYvLS1egr66v2KHnvEWNJYAVqsLR52PaO1qKj11WKtqxPPLJ7TG8vmwxCRq\nXcLZ2otnXM4zERcijw8EzvjXt3Uz8lo3cq0YS67z0mMEfUk5iWn56MxWdGVlUFRExe+eZ/YXNxEx\nwiXtGjmfXEfN5+8XyUooBMkkrvbwGAGy9ap85jTBt34NjYOgffERPrwLVrYZmNsJ3to6vH4XGx5p\nxt00SN30IewDozzS2cAf3X0MLEmCxcLAbAMDecMo0RCSBia9CYD8/Cm8WpOgZZ1G6MYywh8Fd7GR\nniXg7oYpCsSKNSwjcTSdkGF1XAZokD8wRMD2Ck2X7sfSP4TtakjOhcXd0J8F0wbBqME1rYJNjTog\nVqjSGYXHvwo7Z8Iji+A/LoN/uBlMGqy5Db42B45UQf9nwSyBugDaPwgdq4AISK1w6FL4Yzl85wow\nKvDAZfDEHNhZIYJ5fx+U6iGnRcKoWMhtSWJCjympYR8YJSui4H69lylLr4XmZuK6sGC5AwHhTfGJ\nTwiSaqJxV6Z0IoMMMsjgwjC5zDAcZlW5kxrFglacy5eyjUwrNXKVYkM1gv0E9GbB4i7YPQ1OG1Su\n7IGv7IITOWD6AlQMw9MzRZeJESMcLBHDK+ZxefFBJ+x0QXOreGBfOUT0UB0SJRZpgiGRSsfU1N9h\nA7TY4VARKJIYJ+9JBZvJRmFYxWcJ0bPnOaFSNBrFveKpp8DtPruPfAYZZPD24a/NxdJlsPX1JL9z\nj8i7vV6i99+FO56Pe+aV2GctZHQIinMk8uIDoKpEsoaIxNuwnTICYI3aMQ6ApBhZudNG2ZDId6cM\ni8m85xSggTIIUwNg6YFTxTCShJeugZYCsEqCXK1thJKIIFL7S0X3mwNTYdPVMDUMf54Jh4rhjlfE\n9tODUD4o3s7xfFEi9ms3bKmFeLlYIDx5HSxvh2ETDBsFOavpoHc2RLIBi56KuIHiqBF7DPrMKqtP\nQEmTyu+nv4Zh2eUMF9joyIMXfn8/ugIrQ1+4muyrbqdo6VfxNYOl5hZK9zrwzNlAbcgFQN3aOtzL\nhbcZ9fXjRo6tfirv8eMIuc70s3kjpA303wgTDfkn5OrvN4LhL+GiVzKkcZbx43lwhpJhIgN1IcaP\nqRIGGb9QT0SjUF2Np9bLorxULc/mzRAKsfvhe7CmTANzYjBlFLI3bhKvmz8fz9e2TDh4+fwmkOl9\nb9585oW/dq0gUtKPu1z4t2/DVXWpIAzCYRQlgn72Ati3D/LzxYq53c7AiUbyZy4S6oXdKTPKQECs\npFssYsL7wAPsefSbLP/pbnZfXUU0HGJu6wjFfTH0qkbUCtarVpHc/wKGERUSCRKqwr+ugG8cNomx\nRkaRFD1SREFLG8mkaK2EDiJG6MgThELLOpj6sJB2/doNH+0F9BArgu4IFOXB4DwYngNKH8x4Skfg\neo3qH4J/HRQ/A9tzYMAK05xAk6iZXdYppKhSEvo/AKYeiOXA8QQsbxLSLRX4ymph4HhnCFr7IG8Y\nClxgbxQBUpe6FNtLoCwISkKQGHevgU0vAiHwr4aph/U0uBSulAz80ZnD7X8OM7zATb41H559Vrx3\nkx5jQhWyuZoaRo88S9Z9vx6TzwU3eHD4ODMYvoeNvDIrHn+byCgZMnir8U58159YZOCykwqKDqxJ\nQAL9HD0hN2CxcLowTlm7Qn+XnshJiRElRvUgmGJwyg6Xt4tuEX+YCTedgG9cA3e9CnlBeKoKVp2C\nUT18+2r49z8LckHJBsOI2H9ED7vvAuNvhKmZBnTlgTEBRakSjEA2lIzAqEGQD4oE+ythTi48Y4TV\n3RB2gLUbjkyRUOZdyXHrKP/wclxMVOx2cf/wemmZJr87fd0zyOAN8J69r6dzsfOtdi9YIAwYJyM9\nf6j1sKJyJaGB5wVB+EQ9UbcT16efw3o6ga9E5MTodIyWaXR/0CJaSZpMoGnY98fJ3Zvg6OUFlDT2\nkxuHJGLBK64X8ciaFG11JUT5g2YAXRJ+93dw84ugD4lcW2cAQ1zEqHgRWHpBQYzx8BL4zKvi0Jsd\nMCMIO6fBlW3i+ViBaGKfePUPAAAgAElEQVSRp0E8F1Q9ZPVCLB9iIfjVIrhzn3j9qAl0CoyahQFu\nVgKqhkGXgFCWjixNo90CBVVGHIcMqNEIJwsk1Cw9M/oSJGeUEVlShKXEzY4/PsKKChc5+waQZ5nw\n2N34CAjT+uZm0WkvFBozyQyucwsDfr9f/Eyc56XnWueaZ4VCIs6m51p/6Xp4H+M9rWRI44LaySA6\nPpyTgTqHfMb9idSFNdFI0m7H80ADXhmIRvE+0o7HW4ejMfWiDRvA46FGm8Yli1YBMEsqINs5TRj/\neb3IlxZOOnjP2R0kJj6XHnfiqnb6ovf5BDHg92MpdI5vf9tt6FdcJxQVd94Jt90mJq1r15L/z5vG\nDElGpxnEF/OWW8Q4gQC+5S646y4cf3oRvF4uORmh6vQINtWEpGkoRlE3Gj3wZwarIgwvzQdNI1ks\ndt3xjTmcni8RLgVdXEExigstmSsCm16FBy+D/KiY2GsAI2KbY3NgQT/EC2BAg7YloEXgyVVixcju\ngxk/gryDGhEnKFaxT3MfWA3wiSPwTBLmhQSLqtMEwQBQ8BLkNEPPEqhsSREMRnitRJQ76IDNTthf\nCv+5LFVXhtgmnvqmGIchsECQJVE9zC2HcBUYNMh+FbqHFD5wAFpbkyRPBOmwGsm35jOaF0azmsFk\nwmjOIlmSy7AzTDC8m9jlMwk+7mV0zWKoriZ0s2vc+2PytZppS5ZBBhlkcF7kPbGdsq9tQq9B1k1X\nUHjZChzNNiq3l0M8ztREEYV7Kln2dBJP7kLmDRqpMNrIS8KUER2xSuHKvuaEGO97O8ARFGTzkFlI\njH+5RJDkbXmwa5q4B2hAcDHE5sJ2KygLhcGaZgRfsZAggyC1i0dg0ARxA/TmiMnB3HYYKRGyZn8U\nXlkFpzUYDqn4Tx5g1sE2/CE/vvw44b5OhudbaPF7odUvlJlv0uAsgwwyeBOYnIudb0X86NGzXzrB\n8D1d3u34sUzlw0AohMUfxfqV++D55wXBMGMGfPvbMHUqlS/PpjL2SSgoIG+rhsGXQALiyX6katg9\nH3TFgEEQk2ZELqsicu1YCWhJoTLoDUEyAooe9BoY42LbLhvsyRbHqkfk4s7B8eNvzxO/F/Uw1tcy\nNkV0xJEigpywBAFFjJcbg48dhl4rRA0gOSBZKY6nsApmDELv5WJMU0Lj5cthWhj64wlOXhIhWgK5\nioqrI0G/pCPc3cvgrjaatj/L/k9fy78tL8dnCzNcmgSnk9ADm6GhgYhpYGyeht8PPt/43CzdrS39\n+U2ca6Vz6onzrLVrx+da5/DuG0PGC+cNYXi3dqzT6UqBJ4E5gE3TNPUvvOQtgcPhAQ/j9VFvloHa\nsEEoAGQZ/HVigj4RE91kfT6mDQHRIKxfj//YHvz1deB24ZW9Z7YsfDOmJOl97NkDzz8v5JNVVTjb\nQ4KFC4fF8+3tQqFQVQWFhWfsQ956Lx5fAF3IL85BIID8d3o8skzFH3bCUILAFKi674eoyRilqoam\nCUZAVUDLA8uIFelYjAHjADmq+Pg2vAy6rkbymqC9FEylYO0Sh20cFkyoLSJkoTpSqzip50AkYv1R\nMYEvbIfDPtGLd9rPYVgHp66C66qFASPA65+Gwj6IVIiVJFMCzApkh8GcM+brSMwGahSemwaXPCqk\nX0kd6BMwZwB++we4ayXc+RL89DIxRjggascqBuHZWfDxQ4IY6ZgP+uNCVXFJHvRcDcPToewpQUy8\n5oRRVRAxPbpRAq0vMs8CikXCMBSH7GwMkQg5VasBCOLH8WOZYFCmu7EOgK7ZfixBGUeagDrftfp2\nmdlkkEEGGVxMkGWoq8Plk8HuwqSB/mUffOV78NprUFuL/fn7YcCKvbActJPQ04N8VQW1+5MYp7sw\ndvjx3RDm+C64pgXKhqFtGeiOinKJ6j5wRMAegamDomyi3wqKCUYKoDEI7gA0qWAdhp0O8JTBB9rg\ngBOWdQin9Yo+yE2ApEHcCq23CfWE3w4LI6LW2dMAjn4jihlunPER6pwBPHtS8sg710IoRE6t90x1\nZgYZZPD2IJ2LrV4tVMypzmpjK90LFowTDIbU1GrqVFi3DvwyuDyoK1eyKTWcds89DCyCaG0JFqAl\nvAWO5GNfBI6T3fDgg2QNDUGugvrUH8jPD5IzrOdkNmy+WigVDhfDt/fCzVfDLUdgaacwrbUgvBVM\nCsTcYJUhSwVPE5iMQr2Q1IM+KTiDxqmwtww8fhiZClmnwaJAwiSICI9fbGdKikU3nR5MvTDqBF0r\noIquEzoVok6wdMOxAriqTRynsRvM3YJMzXpZkA22w5A0gVUBtRWG9TClDVBEHm00ifjoGNXQWQ0U\n5laQUMJsl1/mUudi7FGo2jeEr6iBvgcHwSiTtKVO7uioIBlcLqEQrq4Wc7WqKuFnkzbidLsFWZRS\nhY09li51TxMRaYLhXLl2Jv9+Q7ybSoZ+4Gpgz7t2BH/txZEKNp75a879nNcLLhfBGhuFRdMgLw/1\n33+Eq7CK2g11QMo/ot43xo76Q/5xpnSiYmFiC87Nm0VA83iEQWAgIJymgfBgr5AJ1dZCTQ2yxyXU\nC86UhMguDCdlF3j9dViONeNda0dJitezfDnH5wbp/NTN9OqitFsVkhL4zVH6szS2zZcI5EBML4JH\nTA9qPIIhrBK1R+l3Q7QM+tZB9wdEf92iIKCOKwkSOnhqJrzuhM++Cv4CGLbDiRmQ1wyDi8DRAQu7\nIb9REAQrDgoTxpWtMEsnsWa7YGiDS4T/gUEVtWFPVQvTrF3T4PoTwpE7sgCCZni9DOJJQWjsmwo5\nppQSYbrYhzkhSioubYeKIfjuDri9URjULAxBfkQEcHTwepF4L4ZRKNgnlBXl26Did9BfLCGhAxWu\natfjK9fjHjSypC+G2T+CYlWIF+lJxgaJLa0ak29lvdwOsuh6UukR10dp6SQzr/NdqxlVQwYZZJCB\nuLfVuqjbXIt/9ASGUjORIhuxn91LxAkNr/0Cx+t6HOEq2L9fKOjsdkI2A4yOMjJ8nBMfDWNOwLLp\nMHSpGDevDfaWw0k7dOdAyCqI5yWd4DLAVAWy28AgCbXD5uUwb7dYOfT4RaIdLYTLOsX9Jm4WxHo4\ndS8xhsD4ClT8BqIhmPZL2JEQpXpRSWVRrwFsNpEv+P1CxltfL3IAUurMDDLI4J3Bxo1nq4plmeCu\nn4ybeCeTyM3b8f5yHV6PMJGvP1bP3/90FfddmwXAzk3rKHCvY059NbhcVG6zUfmFfTgO6UHTRGv5\nr34VrFakJOQd17HrX26j4R9m8MNGuP9Z2PlbSCThqW3wmeMiZ9VpoGrQu1iUEofLoP+TMDgf5vaB\nagY06DWLWLWyFv57oYifX78W9qZaWK70AwY4WgGKBYJ50JMNHTZoN0FWJxS2jvvRjLiE4W3UIAjX\nbpdQSOhVMdHUIfL1I6m4110AcRtECuE3l4Fmg47V8PRyYfDeYxNlZXE96PoiDPS30+cOk1TiXPHK\nKabEVYwhhTmBAa55tIHw9gcxDKkEgzJdt+YTK7WMd/GIRqGmRsyZ6urGO314PGd2DAyFxO+0Unwi\nwfBGaoYLxMQmBe8XvOueDDqd7nngmslKhjfryfC2YP160Zd2It5o5Xjic7I8XivpctH1Aw+ln6wT\nT6X9I6qqkP+4Hk+3e6xd5EQMLK4mP8+JPDWJa++LuMpWCBLijjvwhZpwjoJzGNDpiBlA/fKnsXYD\nR47Q0XsKqa+f4hHQmy2Ql0dihhNjjpNw0/MMSXGG9DqmDWvErEYaq3NpuS7Bdd8eYm+5WK2J60VQ\nKB+Ech3szRXGLyEL2KMioL1UDvN74dUyHQtmaewqh2sboXAPxB0wEhXqhLhOBBwAf55wsp3XO/5e\n/esgvguMV4HtNQgvBOdvIXAT9O+GqWVCXRByQ9ACVY/C0TvhTy/BwqWQK8FLu2GTDK+WwJAFtLVA\nvTjWmQPjfhAmIygxMNogOgrmJJwuhB3l8MlDkB0DeQZccwoSViABoyWQLIOB+ZDTAZYB0OKQ1QNK\nFuSchKgNLKMSYb2KzZrLnoIIUSN4WiWavpnF9M2jGKcvFMRQmkFNM6UTrqmWFq+Q0Z1PZXOuYDdp\njIsJ79nazYscGU+GDN5qvBPfda/sxYsHgMjXa7HO8YDLhTdUz4b6ADn9w+gjMTRFIVomYexSMWig\nGKE7C0avBOMucW/VaWBMjbt5uVAw1DaKe9gPaoSvwpUD8MQHYd2jYLgGFv5KtET+iE+QDE9WwaxS\nCLXDjAHYN0/UKCtT4YZtMGCEH98Ep/Twz41wQoNnZsA/HACdToyBwwFLl4okOX3vyCCDv2FcNPf1\nv1YNOnEC6vXSsg6R7xsM42RDCumYJLug8+ar+fhrGvpNm4Qaed8+glVhHEdMoChiQixJwofBaoVY\nDDQNTdNIGHQkVI1oFrRmw6BFqHIPF0PlIFSYoPQkGBTYOh9u8kPgY5D/W5HTpyf7KmIS70yVBPtK\n4PH5cLkfVp8cP24N+PqN8LXnhW/MkAViEvx+Htx9ANQRMKdmbk1/DzN/ATu/ArP+G750I8ztFWUZ\nnzoEM/vEvqMpH5qIAQ5OhWdcUBSFeV1Qkur8ljCCGhcqh4RO+J91lph4bUaSDnse5S1hPKdUNItC\nzF5CX7GNKvKJBY5gzk+pFZxOcX5h3Ig/FBLxs6FBqBs8nnHVQlr5kC6rmLjoe64y9r/imvHK3rFG\nBe8lvJEnw7tWLjEBf7tRaNu285MM5wpMqceCQZkQdYCLo0dryfmohcRyFy0tXux2D4u2b4NHvIRC\nAeSdG6HOjt/jHi+h8AN33YXU4geph5kHg2TlpPbxqU9Bby82GxQMi5PXma1xvBBK9/2a4iaFeMKM\nbThKRJ9iNZMJhkb6MR/tZkdlC0pZghnH4Sc1GvcehN6/z8eWY0cZacJhgxorFBwTzGZNmyAawuVw\neRvsrYCWPOFkG9OLgNFbCTPyNZIGCIwK34PgErAdh6HlYJNFy6+iUbh/Oaw/DjsKYVZfSi6qh0Pt\nIq5e9SgY8kQwNCZgyg7YVSlx2asqQZtE4lo9hQ8myI6A8zi45oJ+NhQMQM1yGD4N022CjDilg4rr\n9eQeUTiYgMsPwyNfg0/fC623QyIPKh8UidzMXpjZDUgiEF7eBqRq1kIGyG0HqRtOxmBKWLSmHCqA\nhA1sJyBoBWMeaBENNduE3xyjUDFjUPU0eArJDfqZPrVKtPKcO1ewqOvXizKWideRLON82g9W15kE\nxMTrbbKHx/vcdCaDDDLIYCKCi8DRCAbNIpLGPXtYPtBGCJXWwlFmKUYspxU6blSp+BUMzIXR02Ab\ngqLtkEiIjkMJCZGRIwiG1SmfBtcg/ORp2D1dmKp9eCssOQ09j4A+Ajc1QsMMmKeA4Qp41QzD10HR\n/8CfroEt3xWtjsOFMGUAvv8HIWE+bYMr+uCDTVAQBcWmJ3aZC/PcGrHj1atFkpxBBhm8NfhrSYZU\nzX7QV0c06oOddlp2erBfW4hj0qaFP32YrU3fY1u1ykeA3y2UiDY+TO3yddDQIMpidQegpAR6egTB\nkEzCxz4Gf/gDcTWBaTBM2CKRF1YwGKFqQJQSez2waRe0rYbCfWDUQ8QJq/1iwazwgCAYQOTsIYuY\n5A9ZIX9EtK88WiSIU3Um7JkKrqBYfLv+JHzhZWgrgfIeaC6A38wTLXb/33QRB69uhbgdchuh40Yo\nNkFpWLS6vOdlkKLjxIYOkFSh5GqeCSU5sGYmPDQMl7eAtQRIgqRA1ChIBr0GyRzIzdeI5+s4Uh7k\no725WDyXc+LYM5zOGmTXfXeQW/9v3Lo3H+fsVHz0+QRhE02VmIVC0NxM0NaMAxvs3St86JxOsW26\nDD5N4J4v336TkP3yGQqGs0rlz9hYvmgXC8+HvwWS4bzwTvhAPR4Pnnfq5K9fD08+KS7OtJRm8WJY\ntCh9YMi+ehZRi8MzyRTE6yWraQ+OILT81MWcOXXwfyd0tZBlfMHt9OpP4bAn+Ox/GumfB+VtzdSy\nEVweehebKAglsAFJfYxiBZQkBJt3MpgFhUBFSBi0qIBeEoTAMlWjVNI46IxybVAEGB0QlhTuXy5x\n9x5Y9eoQwzMhHIHCEOgVHc5HB5nZlWR6lihBsKa6ZE4PQqJYGMVoeSCNwLMLDczzJ3mpAtodwlAm\nGoPQIPgNwAi8UAKVp8AehtEZENstSiymh6A3G/71S7BwG4RN8Pwc2FsIL86GDyqwywVfHAJlLign\noDgIHwmLLG9/qYr7FR25cSP6RIKhAVjkgNbj0OOCKfVCUaBDSE27vgjTH1QAGHIIz4bbviNIhcpf\nQKQMjOFUDpni4NItxmyJVA/zpOhvPisfzAMwNQHdTqjogqFBSOghnC1UHVIH6NCwDcXJtWZD0szP\nPjed651xovoS2v+Pk8L9FnIO+UVAO3To7KDl8WCd6MEwUar1Hgk+siwjZ8o8Msggg7cBHpeHUEjG\nccMPMX796/j/6/vU3XcrHnkh/+F8iS4L/Pb4XLTTjegToGYLNVpZv4j5yZS9uobwSWjLhX+/HA6U\nwc+XwEeOwv/ZA3odtNpgXgz+WAFXdAm13TPVIJeJmub/nAH+Qbi7FCq8IsnPPpXyTosK4jquwsBU\n6IlDj0U4rv/3dRI/eFyHYc4SDPH4matr75H7QAYZvGuYrAY9h6L0LyIlqU/7ZrX8Y6plYu2kXfll\n+v5pHX3AfOCxn97D+h8+J9rY79kjcsG2NuEjUFICkYiY/BqNoixKkhjVwiRL4Lhb4bLnwDA0xn1S\ne1DkrdOeAtUkuAl1EIpSuW3O6+PeZAZV5Koa0GOGrhxBBlzfCh8/At5rEKb2pPJfhMfYvHJQe4X5\n+tQYSDr4+8bx92gKCuIi9ykofEG89jvPQ1gP6fXRdG2+XgOMUBkBUwcEl4G+AxYFQB0W23XboHRY\nlJxJKkjDkNWisn+qwspdEO4ZYtOinXz8qEZxfxTbN7/DtQvAeSAGvkcFSROPi3Oo1wsSIaVuCG10\n4qiVBWELQsGwebO4HtJxdnKry/9FzJ1IKPxFJcN7ML7/LZAM6ZKes+B9t1Zob7lFrDBv3iwutonB\nJ9VmUHbbmd1QB3LoTGM+jwf16TqxEr1ThlZZPL93D1QCdXWc7m1hdaNEMsuIeUhl6hQ38gMbwQ98\n6ENYRxJjX0hND5oKEQfYOiAP6M4Gy1wxkdYBlqhgHn+4WGFTGwT0kCwU5isqQk71ub0qz10FxmZA\ng+01YDDo+cF8lWR2lKtyEywbBU6n9osIGlkBsY9QpQgkhqEkn3xNbBPJhb0O0fLLLObybJ8HV3YC\nQ+J1pqRoVzOvD8Jm+OAAPLpXSFGNqnCmndMLl58W+9u5GPSjwnAmJxdiZsgKieOZ3wl5zYrohWOz\nseAZofVq/B5c+ks9FScLUaRu0IugO3MfHJwGw4ArBPK0lN9Ditg0DInfUvoNpxDVi38jZhgwiw0e\ndULBQrjhWSFFC8+TOB7TWNkrEY8rxI3i+NFAydMjxYHp05l9x31U+hGlM60e+MqHhQQuLdHasEFc\nU+drkVNXdwaBddaN8CIMSJMJw3vuuefdO5gMMsjgPQWPy0OLXDe2guXqTfD1Tc/yWEkPXzyRJGCD\n7fMbyf0A5GZD26cg7zVxr023KrYq4+MVjcD9f4Y5X4TDD4I+Lrx+Bi3gaYPH5sHJIpAM0JsFS81w\n3XPw8CJRWuH1QFZKPW1LwHUvifvL6Zxxc7b4EsjqBscpIXte3aeC0QL33ScSZJ8P6uoIusFRWysm\nJm/UVi2DDDI4P94KNehEVbPLNe6NMqls2uNJTTJlGe8jn+OWI+Cp9YoJ7fLlwh/A6yX4oUocfeVw\n6hT84AeM3vNl9v3yBzQ9cBeffQ7qpkNLHFxWCOVCbnC8k4MGIIlJuUkFIhA3QvASsDaCPipiW9QA\nJhv0L4N4L5RaxdwidwCOfhvch+HlJXBJM5hS+XGlHkZmQG8rvDwFdDHw58KxK6D6xfHTYQ2IhU9r\nysQ9KwE6s8ivtQmKMJ0mUnhrt/hdMAyFuaBli+MEOFoK1ukiLssu8K0At6wgxWF/MdhG4Z8fj2EZ\nFUaTtVGNeCu03q4n1xfF0qUThvOKAvn54HYTNB0hVNQBOGnZYAd82HHjcK8dJ50slnFvhon59tuZ\nZ78VhNffMKS/vMnbA51OZ9DpdM8CC4EGnU532Vs19v/aXCNNGsAZtTiyX8brAa/LD0B3IIRc6xl7\n2aipj+GfiBt/4oSPkR0nRHIA5Dyyn1hVPsknfkP2sThEYuy2JbCMKiSa9lP+i228XnsDg0/XY1CE\nnEgFwlnjhzVsFkHlWCEMLBaPxSSRpNx4Au5/Wkg6y4fEFw/Ga7AeugRmFcM1x2HlCfjudtDFFL5x\nUOPbO+ED/aKveDwPoiVitT8/z8LIFHjuZh3fWg07qsVz3pWwrwwsQ8Jt26xA2CgSrIN2UBLi+E58\nBtR+aFsHwwtAMsKCbrhrHyzqAp8TbuyCD3YI34aZZvhql5BpaQnouFlIUQcNwnRr1AQ7lkOLA5TR\nEbTUOVrz/6Bsj4LW3c2IUTC5O6dC7lHIzocVrcKXYUWrIBg0hEGXlISkUbTVjOWMn+eEJJLM/FGo\nCsITs6H2Vbj6BOyfA6oFLO0qL1Ro6AcV+h3i/asaJMwgRTWS+jixGfnCZ8PnEzcgjwcqKuDznxfE\ngsslro9zJYvpAJN2vZ10LZ61XQYZZJDB+xzBoEzL5wxQ9zBdqyBYLwhMabiT/8/emYfHdVd3/3Nn\n3zSL9l0jeXe8yHYcO4kTj7MQJyHBWUpCISAoL2+gvJC2tNAWiAg8JaUUTBNKXhrAAZrmpUljAiTO\nPo6deIljy7sdS9Zol6xtRhpp9nvfP84da6zICRRTYmfO8+jRLHfuvXPnd8/v/L7ne75njXcZ/rDM\nV1e9CCt/ANZBmPMguI/LnPH3AZg0i67PgEMoxONW6SDx8b0wapA5x5sSqvC+Uhgphiu64L7L4Edr\nYIcT+q6DS8egpxFWVIFnPxz/K/jFd0FZAIpBgO+X62U/sYiUeKwcgp0rbTROuqCqSkDmlhaZB0Ih\nwuGgfFE9rshb3vL2e9o7xFBnXU9kF4e60Lvve/rjj370zG1yjhOoXkO8vOT060FCsqCdOxe1px22\nbRNNh7/5GwxGCLzQygeNJahG+KS2lLpxhaIouJcoPD0PSjIQXw1hj5QoD1QqTNqkBII0uA+DMwbt\nxbC/TEqTny+C48chtlBavytpSLqhahMsLgVrv5QIJ/Waj8NLIOOCS7qE5TB3BDb9EqxzzrwcVj2p\nmVYgZZK27jGTxMQZm3SlUA2Q9kjrec0ACR9UPAmf3QztdhgzSTLQF4Unb4NNjeAyQFMLBDog0C7n\nsDYkcbamgKMPig/bSJRB3WMG3AeN7LIrwmDIWlMTvsobqH91DjuPtVBPE/Wb9PfCYfm/YYOAPsHg\naeAn6H/bofE724wlErlJapg5zj+P7Y8u/Hg2+32EH8+ZuMYtt8CTT8rjjRtPD8bxoZ0MvLGVU24n\nC+YvwtQdJv3wxtPdAEY/H8C3Y5Ktc/pZ67uZzG+exGi0E1RP4p3UePQaYRks7IfbOhTSC2oxhVOY\no9Ba0kvlYRFKdJ6pHUPXxbD1Blkwh20wbwjmb5cAZtIM/74Y6svBXQ9znwccYIlK7edQLRgL9VKC\nFmFBBP0iKhUvA8sAvPJ5WLkJnBHp1T1sMlA2pqIYjYwuyuDbD0/Ohw3HpqhaM6FUUQv8cq6IvQys\ngJIDgCLnkVEgownamUSQzrRXArNrWiG8WPQUSh4FZ2qKsqUhoMSKfhgugqJhwGAg7DTiGU+hFBWR\nGR1mxAL2FHxtHXzzBTi1QjpXGMflvArj4gTDc6Hk+NQ5a0DYKp+1qvL8Zb8o7L5RC8u6QDHBwULw\ne8F7XC9V0T+bVMCqAWYzaVMKU3ENNDTAhg2M0oIPXawr69CyLY6mt0DNWrY2LFuuk1XJvYCcT9bO\nG4Go95jlhR/zdq7tf+peb9/YSP1fCJ83e7TsaD7pldI9gD3rwLcPygukbZsCHC2C+cOw1S/B7IAu\nkHakWNTZc3fW7obymLR/u7JT5rfB68C3C6yjMtekDTCyHg4qsKRXsnN2o2TtHlgJDePQ2A2p26Du\nZ3BfQKH5WIUw3mbPZnR9OeHodmw7o8SvKQevl/KNx7BvfGzm+eACpNzm7fyzC2Ven3E9MV0MMBiU\nRWo4DPffLx0oQOK2LBs1CzhkBQa9Xpobw7LvxkZG/WF8gXtIfPUvMKjCrDJNSEJMtQrr16AKG8Gq\nQttsaGgF1QFPLIcNR6FDgxIVBozQMAzHPwX1P5JYGoOIKJ70Qp0VxufJWiByEShtcLgBbBGI6Vpv\nl0zCyFoYiEF1Grx7RZCxrQpcl0ibSQBPi6xBkEMwZtZZyhqYLGBISbMM1Sgt4xUEcAAYKoFwGtwT\n8jxugnIbhGaDp0D0HPpuBuspKH0ZDnrh4pcgapNW88t6oCAj/tOwAApbFMJWaCnTCHQgQIPFAi6X\niL7F43zxA5P846u1UF1N++pj1K/P8aPZdZ7uQ5v9IZqbNp19cJxrX3ue+u63E378ozEZ/hAWDAVp\nDjYDumMINv9+rIYswABTrU2amykoXo2rai2xrjA+X4CCxRsExdSdiOmaDZBM0tDeC8XFJEvNUF1N\noPZKMCrscECqAC7pg69forErNYY5Y5egAhh2SA9tkwbP6IyFb6wF5U0IbISft8PaLrj0+2A/KD+i\nKwV9brjmaXiqFwx2UI+BtQ3cB6DhV+Ks/I8IwBC16KrVgHFIsvfL/w2YEHEXLQalY6pk/TMZCo5M\nBWgacsyZBo9qhpgN/FG9/rRHalyjGhgjIm5lGpP+vFa9R+9kDVRdDeNzxAE5OyHm0kVigA6P7Hvu\nsPzvKoRxM2iqillHO7ThYVo9cu3+6QrYUy2Mi4xBgBarKvoJW/1SS1ukK+jmBqAdXrCp0OqT477i\nlz7oK/rEYWayPWM1n+YAACAASURBVHhtcr1eniuMk5dXw+FlBlprzWCxkPzyn8MnPnF60gl7Q8JW\n2Lhxqm9va6tof5zNAoEpgKG5WSaq89D55C1vecvbubYZ5/VsIN/URPmmfmJlkHFINks1QmiWARUo\nnYBfrnCSUiB6El5sgO6Lp4DzgQKZD4J+vce7BjGjCBdPlkmGb2yuzHX2DNhSUuts0OR/wZtgGZHn\n3QVgNMFYG1zxBiQXQWKRaCwlDXBFJ/zL9RBZDt2l8ONvQuNKjY03DPCreZ3Q38+OUhf1rWs4Xjyf\n4i1R6r90DLt3vswLTU1v7TSU17vJW95+L8uuJXLXE6d9TtbPZOOxUEjuxa1bp1rOf/vb8NhjU0zU\nnO2DzU3CiPZKC/sf3lnF8fgRiMcZf/Q+FJOBRJ0d46Qk5jQ9If/3G9z89bWABl8OQGW/gA7mmJEr\n9st2pePgHQFTIcSKoCAG6YVwZCF0l4s22gsN0J0E32ui/5LQoPciWNEJK96U/WQsEInBA2HYYYP+\nODACzl5Y9Dr4fyixs/8RARjGzDp4YJAWvxoS/3c4JCGa8MKQRUDXuA9GnZAxwd5rpdw7WSZaEf4I\noILluGigeQ/DrIekrMLWC2ufl7VOsSZaFHOHYcGomcI4vDFuoPlmN81XKby4QOGZeQaC718EixYR\ncqsE715P81UG7PWXsfHhNWy68xgd88tprwsyOqr/tvfcA83NtPhtNOs/79uuI8+1r70AY/w8k+Gd\nLAeBDG/ZjPfOJlr/9Rt0O9KomQQGpwdvaS2NT+2Wzb/9WWp//q8UGDQUDZ5xw/sGoeQYKCgoFgut\njgQNEegstVE7GMdgtjFmT5K2qAyYwD8EVl20MYNQ8T1piOk0/qYPwMYOoUIpOjKIAgkzKEa5mR3V\ncESBuWPwQomRsqEMFdeA+3ED1qSKPQOK1UwMDXdUVvt3fMhAQUxl3aiH0OxiPvdoG94Y7L5lJe0n\nXyfQCjurheYZtsHFvQIUmDVpT1kRlVY4LeWw92q49Qm4vBNwyqWMzgHjhARg6YhoG6Qd4EjCpAFc\ncaGZVjwrgjQVOqIarJP9aAZRne3xABoUxwShzcJnk8VwSqexfv9W+HCbBIlGDSzjEDQI6HBNKzhz\nam5P+KQsYtgOhTF4oR621UHaKJ9dGwJ/ObiBaCEUdUnGamwCqntg+AqI1RgY2Wbi4vFi+Ou/lrFw\nbAuBnf203+OlPhSQyaixUf5yEfDpjmU66n2BMhiydqFkPC40yzMZ8nau7Vzd6zPO8c3NBBu9BB7a\nAvE46tatYDOixTNghkSZAWu3AOeqARL1EO+Bbg9Ym2DBP8pugn54cKXMc5XjcLIM7nkFfMVgdEh2\nbdIPBXtgMA1FaakRVnK+VsYi2g17y6FiETyzTrpGxGrBFIHyLVD0Ogw74WdL4TOvwqmV0lEp2g5z\nRqHnRqh6WuEvP6XwV8FyBv0ltHzJS2CzH3+w5a0lExdYa+O8nd92oczrZ11P5Ipz595jLhdEo2du\nM/0zIBoNwWYRWuzuJkY/dtdsGByEvj7SZg1TktP+ylheye7iBM6BEead0kgUwK5CcKtgTEzF5Tad\nAZ1WoNQsWmpjZhiZBz8shWvbBDBdGIaYEwYs0O+AxTFwDUiLeG8csMBPF0BBIbyvR8BTgDQ6Y2Gp\nJCyzLGCjKmK3ILoQGYSZkDFAQRL6nXJcgwZpH5ARBvApM5R4wNEj7K5YJZgHJflYEILJWgFbrEMi\nbGmMQUKFf/wQfPIVyPRA0QS4VANRq4JDNfL1S5N8Zo8Br8mF6hujLWakcfYa0q/v4hvfv0PYCYEA\n7XfbqL9zy5m/a9aHBgI0NwdoziphTt9mWinMe9nPvmeYDFmbse7lt7GZUKns4AkGaZnvhXCY2Q0X\nE9hwD4aiMgI7+2n8y29Nbf6FB/GtvZIS91piNgOFAwa8WhkGixWloQFUle4bL8ewcBGkUhiWr4S1\na7FGVCxRCXBsCREfVJEfyKZCCvj0TXDvOnEAG73wiRuF0g+ipWBNAgnw2MF5BIaTkByG6w9mWDIA\nxsNQGVE5OsvNA5+r5Au3u8HjYcRlIGGCv3tFo+mggfVvRAi83I4zLudQ/eLr3HoQiifgu5dC4wCs\n7RRE0ajPIeNV4mjmGuEmBW5/Aa7sFhVac1T+vAfA0A62Iehyy/ca90LCBTG7/n1D4hBLouIko1Ui\nIJM0Qb8LXqsVsazSCRjREdM08tnEBLxSBw+tENBjqBNsp6CnB9Ld8IuLRKjrPxfJddZ0BfEet15G\nEpfrvS4EX3xVtC7ufRWWDUDZAFgnBGAA+d4+A7SXwf5R6Nxuoa4nTfMVGYL/9R3S/3Qfz6S3M+oN\nYXvuAO3ezYw2MlUucbYxl52wshNRnsGQt7zlLW9ADlsxFJrKMGWpyyBq7MeOwcmTGNxuDPGM6BKl\nREfHgPh9NNAmocAKjjug8FUYWAfDq2GpCxYNyvxWGIMr3xQQ+oRVgmpXG4ztBaPuyodNukAwMge2\n+mDQDFGXBP6j+2HgGXhoCIaGYM4DEAvBiVr48R3QUQv3XQsP1EOvFaqjECuDsAE+3axRarTwrVtG\neKkxTlHRBvwbmmQRkzt35M4b2czqBVbbm7e8/THsbOuJlvlefYNp72dLYWd6L/d5SwsB/PJaOo0S\nuFa0AObMAYMBY1I2U5AFPL29rDg4jMWjndYQWzUCHhvUj4q/AomNyydg0AX/dLnE0WYV3CbZbskA\nXDQo4ujOsCQ1n6kHa1y02Do9wvg9UAi3HYGgB7YXy75TbsAJJ31TAIOKxOe2jBwnuyYwAvY07KmU\nZF/YBtElkLKDeRR6DBLfH5stopGn1kJ0FiRKIOEBTW+vaewBz2EwR6SkzTokrYb/5JDsf9YIeBPC\nbM6YzRjjSRZMGIkZVboYY7gQ/EMZtvS+Qos3QeCxndDUxIg2iffxVvGdWQYKMNqySR40Ncnvk9vl\nLfd3PItuX97OtDzIkGszLPiCoSCbWjaxaYMfb3+YYChIaH45BIP4Q+EzUMzxX21k9PPy+OnoNloi\nKst6VY6EB9hXpqJ2hEBRCERLoKiIdEUZHD0K5eUcLoHHFkqQsWWW1IEagJGlIlRl1uBLg/CV3XJD\nNQehPgzrOuVGN43LojtlhH7gvrXQ7YaXZ8Hnb1JQDNB725+jGI3Y5hm5cQA+/0KMyMQww+WCLirA\n0qSKqkBgzrVYNGEUOBKwzQ/PzINf/ELOL2oR0cm9dcI0GGmU/rqDFrANygJ9wCZ0ruf9QldVMtDu\nhR6d9RC2gq8PrONQMirf19MqvX+zNmGCopgcL2UQgGPBEIS8UJAQB7fTL47xwZVQG4FHlsH7X5EM\nlWMYasZBVeDhp0QE5/qTApIMWWFrnQhltpTJubXXSg2tKyVggykpTIsTBogPwi/1O2aXBs4+KKw2\nshJYORTHrIpATUgd4RtLYtj74Xt+L8HlhdQ3bsQX9r9z4JenuuYtb3nL24wW8AckqxgK0RxoJuAP\nEPRLB4eWnZsBGIsOEzVmSFw6D5xCozMAkRUG9s61YFRkPrWNgXEMZj0sNc+erXCwH76jB9RDxfDw\ncnAnJbu3qF2yc2QEdDAgWg2V4+DTVdF3Vst7rnIwFsCBClg4CEtPwV3PwcW/BuswVPVDXQd8tBPc\ng/D1l+Fbj8GiY3r5xTiYa+GB+2HdS3G+9xMPTTvcDP/7FmEwuFxntljLnTdmEIU874Lf/DyYt3eJ\nnV5P6GMy2VgPwOby8MwfWLcu58OBaTvLed7SQiDQdPp126K1koQKhcDtRnG5ZNWfFTC02TBqUNwh\n7W8B7GNQMSZMgeMFdaRzVnRVQCoKagFsWwLfqhFW1j+vg/YiWcBHiwEjXDIkicCUAosmJD5u7Jc4\n/ltPwzUHIO6ASVW6ylWOw2AtdBeC6gLfpLAXFKZABpgqO7aoUDMmemuWBLy4UJKJ3/ODrR+ar4Ij\nHaLzYIpCsgoMLrCmhMENIlB5uhWhAfa+T1gbKQ+kfHKZCrQkqgnuPGIgbVNowIgnIbH9NSc1Fg8b\n8B/r59jQ89h375VuHsEgPPjgaWA27A2d/q1Pgwy5zOOszeCjQps3veW197pdkCDDObNgkIA/QFPY\nT9M9mwiXewlsCuL3+mUwfvIjZziNgpvuEW0G4GrLHG764L10llopmTOPZcMWRstsUFMDO3ZAIMBs\nYwkRLUrmZ4/QOAC3pGVRfl2bXpsEjDfKQnpkBcRvlxtKXQwf/5jUh/7t7fD0laDawaOBWgNbGuAq\nh4IrAWXjcNOIhncSrvzr75PUMiz7zShznxqgoHSSkAfqxlTMJmjs0XCNQIEGkX3PkjILe+BYEaw9\nCUuGwTRHBK5sFvh5E+y6Gw7fLedaVAfDhaDZYOVJYRMoSEBHRtgZhTH4z4vgwUvBnYaUH9JWiFkk\nkLNkpF1OqgJwCLugfgJKUlAXloBPA+YNS6mECbg8BDUR+NxOaXv5dxkojgDzIGEBi0cCt6fniB7D\nHbcJqFCcgBVmKbtoHIAJC3hGpTVZyANrOkSwJmqEyl6IqLBqApQYvLhMUFfXSfAeMGIdApvTg79t\nmKadcZp3WCGZpPmJYd5vWj9zSUQuErpx45nPz1MBmLzlLW95+0NbAP/UY3+AZgI0ljfi7Q/jDsdw\nGe1ovT2gqmhWA6oRToRVFkSSJEogXgypIglMUwWQHgCzCSqBe4Owqgu+vQ1++CsoykgphHMCnlgE\nexogo8KYW1gLSQt8NwA/WSpAe3NA+r2bJmB1h8xXl3XIXFiwXwJ5AxDzwlgVfNADaTukXdLxaHg1\ndHxEyi26PgjmAAxVDsCePfifeuVM1kaurs/0OSUnCD6jnvx8sPPlPPP23jF9TBqPCIvK3xJ6a71+\nMHimltvb7SsUmorzmprk9Q0b5PnYmDgns/k0yBCcZSTjNONMgcvpo7dcygdMMWFnmaMmnEnxLSGP\nsApuPgmvFUJ9CL58RNgKf7IPakaADERj8Eol1AzCM7MhYhEhRoMqOjQWFexJ0MzSgn7bKomT+9dD\n7HLYUSblC5ZpVTGn1nEa/HUkYePH4PG/k8X+kU9C9wehugq+0CPn2vwSrBkEbUj8oOkkuNoBBdQF\nugC8Kmuh9llwcgEsfw5euxIe/UsIXirML3VcxZiCqF3FWgITc8yoViivhqEGBzGLAdvFq/GeimCL\nZ0i9tp3k9/9l6jfxek8DPSEvU6ywrD+aiT3GFMNuxjHxHrcLUpPhd7az1ddkb3xdgK9VHWL2fVOI\n19n2Nf7APaSrvfh8Adp+/M+cuPly1u8eIfXG65hr6iAeJ+gaItCjS6xarWiRCEk3xJJgs0OqEKKz\npRVlvFxqPO29MFEPBSdgMxDpEEaDqkDGKQhgqNHMVy+389XMGP1PwxWnbHzxA3FWpeCKASh6DVJe\n2FUulCO/DU5kYIFRWtAYozBWA5wCXwL+3xK44aiwKUyqtKOse0RO+5RdWk+OL4Vnb4LrvwVFcUEo\n+6tgdkjYFEdKZZFfFxbwZNNSuKRXKFsZAJvUYrWUw9J+XbhbZz6El4LpiOgjWFMSjLWtANcBqI6I\nOGafS5DclFGEGgGKJ6G1EMomRDeiMC7MC01X+44bYd9sWNsDShjSFXK8yUkYMUFDVOq+rBr8zR1w\ndxDqxuCKO+DKFOx0wLrj4nyvOgEresGZhKjHhqe4CqqrCQb8glTPpL+QS289W83ee8QulNrNC83y\nmgx5O9f2e93r76Q58NnPEt/8OLahMKTT9H2ikoqnkhI0JhL8pBE+/CbEdR2fSC14Q2AslvnF0gfb\n5knJn3UEnAr0msA2DpU6c+GkVwSC14bgp5eBMgG3ToKtVQLt3VdAhQG83TC6DCq2CBtvj0/mT6+e\ngWwcgKgHHJGpPvJJj2gOGceEmZe6DRoehUEjHC8G7DbIZPAPZwhbNRrVUkgmpS1yY+PUNQmFTl+X\noB+CwU2nY5hAMESgedPM1/aPCWpnj5/Xlbhg7EKb15N1XowDYyhpDc2kEPFYKByIn7lRU9OZDKPp\nFgxOdZvQ29KeXmtku4kFg+Kz+vvlfzLJoFWj2yN+Q2OqDbuqgMEi8fPLrGUtWxkuh4k6YWp1VkiJ\nhH1MDv+SUXxXygARl3R1sKdhTxVc2aN3gkBi5HGLMLTSBnh+Hhz2wIoiKNsDoxdB9STsvgpu+glY\n+6Yy1uGlMLQGZn1fnv/FdfCdZ+Vx58eko8V3i+AL22DoTyG0Fa7ogFATaL+ECh84QsKU8HZA30r5\nTNg2lXwF2HQv3PWPIhJvi8HJEpgTkuvy5P+pYf2P+kk77MRWjKG+BicKYYnHhlLuwRQF52sDKEYD\nyv/+NKOtjxP+gZ4t3Rqk7Mfd7L7MReB+nRWW012QUGjqJLK/of44GJLE9HvNZ73nNBl+Z5teX5P9\nnx1A+gQ4+74Hp7Y/i40uhe5vyIQf/ECIkx92Y3P1s+lPF0pk09QE5eUE11TDHXcQKsgwevdqorNE\n3GTbNTZMUan7LH9WwAXXCQPmMJjH4Eg7/OgUFBwUPYanFkDaBuElIpgy8vEUf6skySRhcBZ88QPi\nBP+5Ar5dDduX6K1kxkSsKlMKKwbgkAfUhB7wFMO+Cvk+hwunar1SWdqS/leUEF2F4WVQ1ioMAA3Z\nvqZbz9aYwBuD1V1QH5H6sLZacCYEhR1fCmGgv0C2aykToUslI6ilMiH1aKaMHD+jQalNmAuJCojM\nk3IIbwLMGSl9qI1IK8rFA1KWURiHyUqILYaeIvjyZ6AwA9ceElEcowmMpyAzKt+vMA3t1XC8RL7n\n3/5GAJlh4FsvwN/shk+/Cp95Hb7yopRVOJNgtNvxbLhDRCAWLToTYJg+bnLEZd7y2gyWR0bzlre8\nvadtOig7vRb2wQexfeFLZLQkyUo33v0GEj5Q0ylYuZK2MggrYDOBVZEM3Ohc6XoEgBPmKVBxGIJe\nAd3r+qBmVOqLFWBWGOaMy/NjBXDzcWkhZ9J0XaDLwbNHSgbLn4dXasATgWvawROXRUJtWgAGgIlC\niJthwihzkUHPRD6/WI5hjENpXLpQBN5M4k+78NcsplGpgEgEPvc5KY/w+2WRkl2o6Ncm4A/QHPLr\nGhY59N+ZtICyD8821+TULZ9zy50Pc3/fvK5E3v7YpjOELOs2YLzzoygZMH7pq4x96M633kvZ9ULu\nxzfn3DfZezUQgD175P+RI2cmlhYtAiBqSEMqRdij4UpJN5teFww6oKVGYmmTCh2pOrZwHYoC99ru\nZUIrw78LPD3Q2Sslw6428U83vynlDK4U/GSxPFY0mD0kHW/SChwuFmFzRe+qkzZCQwQOloPbDQsG\nYGGb7PO2fwBlYEp8XQMmq8S3ttbAz5fCJV746o3w+HII+eD4IHz8DekEV/YfcGkMYnUSg9tWQSou\n8X/iEui7C7pXgjYfiounLpEG1A6IP4/Mg0MuMERF603TYMMPu7BPpCiIxBhQDLR7ALOZA94yhgft\nOHefQtFASavw0EP4tkaofwTqV/0r1idPkHxzCG8LBJsCtDymAwy5OmlNTVMsh6zfbW4+zXLP25S9\nt0CGd6LgZSezLAqVRdez6OJMC8Np+/b5AixYsAlTd5hApIlrd8xhzs+P8ZG/egQUeOHnX+MrhfuJ\njw7Q7A+xeYGC+alW7G0wVqpwxetWjCnodytogL0TfM8aySQUXG2w2AJfew7qR+BrQbiqVWiVkfmQ\ndsPsh6D4tTh1v4SLi+HyU7C9BNaMAAZpcWMdgi6PLNq9+yBjhVV7Ia7jIIX74JIe+VpfC0qWxahB\nqh4qn4AxF2gmqZsamwdlz8DFx6FKV7VNGqRWSgPmjcDcIfjJMtE/2FYHt+4TZkQyA1qXoKWFZkFM\nlwxMgRoGRK/BnoH4Cvj1tbD5C5Aoh4kV4BgHe0SUdzUDpHW9HdUm36NvrqCqALstsDcCpjT85U9h\nTB/5WRqWJS1AAQi66+uDBaekVeaYIt/HG4PDpVDSYWNZv4jrWNSpcyUWg0cflVakhw7NWBv7Fkrr\n9PfOElDlQYa85S1vedNtmp887R/vuQfj0ouxGNz0P9ZE8n/fzgsXqXyleC91Udi6BrZXwLYaIALV\nR8EcB/sg9FhhcljKoAvjYMwAGWjzCQsuXiZBePWwzBsrAcM8OezYUvlb+l+ADyKLIeUE4ySnyUAu\nfX4pHAZXBOxRKBgVlp9LZ1cMK3CqBt4XgY5+GLbJ58MFoGkq4dpSol1tkMlAIkH0oX8RFsPQ0NTF\nyDIws3NNKCTtqrPXbHqN8bRF/Vnrijdv/q1+mt/Jzlbi4fWe+2PlLW+/i00HvnSAIFMmCKG/JTR1\nH+V2AGtqmmotu3Hj1P2kMxSCTQFZU6xZI/+TSbZrHVPg4IMPgstFvHyYQYuKOyyaaUt6JH4tjMP8\nYQWTRZKaDZkO1vMsaPD1+NeoHRgApIziph4RPx+bBfYu6UDnTAnj98MHxSc50lAVlbLm8QKonZB4\n35MARwZ2VMF/zJVz+FUfPDMHwguF5TvglPbwiTIYr4TtfwJ9N0MqDZUGGFwGdSVw1xtQMgKLdsOq\nXni5QZjB9hQkXdJFou55KNwPvh7xhdX/BdX/CWUJaZPpapv6aRSgPiZ6bck5At4WRuF4lYCzCZ+U\nxB39fBrPHBdzSiBlSxPYM8TswQygETcipSg2YYjxxBMwPExJhx2vzYu3P0zAtYjGYzqDIeufsqXN\n2d8rx2/5vf4zx847ja33gJneeZN3qd1yy29X+5Rr70QJnJ51zg6et6M/zbTvjRuxdEVPv+aMhzEt\nKif14nNc06pyDdC0uYn1m19i9aE0e4o6mV9sw2CM47W46XVGKPI4GCaB92Aa50QK/5NSQ7rwB3Bw\nLdQfhMoIHFkD9tmysE+5IF4I9iGwRmD4Mlj1FHxzG/z6IviTPph3ElQT7KiBDx6VMgtLGHoLIdko\nN3O4Ch4rh0+/MdWKC8DSLhkbi0GQRksXZMzgAWIKKGa5se058c6T88QBfHQ/2HVhmK9eB/e+AthA\nqYFJH3TfDsXfl31oOsigArYBKW34TQH8ogi+/SAkPgoTHtDmSu2YAkwg7XdAWowpQOEIDNwI1kNS\nWvHEAti7FN4/BNWvyrYKoGWkQ0XaCHEneMfBlRan6k5A1AbPNUD1uNTqxjJxqsfO/PkVo5HRRvCl\nF0Jb29mdSBbAyjqnjRtnFpPJZ2/ylre85W1mm+Yf/S0hRluacOzqx+pwgMlE7aqNGMOTrFwI/lkZ\nup6HpRkpcwagBl6OCxNt3AfVgzIfJE3SMnnQBt1eWHhK6ptHaqF4QGqNg35oLYFDCWiKgX+XaC2k\nvTL3vmGCRQNANXR4BGewpyCul+zZdKZeVnAZpHTwSCn4A0INrvmFlB8CFIxLhm7x9hMkrUYYT4iK\nfTQqC/LZs8+8Ntl4RP8LNDXPPKdMn4+AULD5zG02bpwCGAIBqRu/557f9pd6e5vh+MBbuzDlLW//\n0za9hEcvSTKt3/BWlk12Ox1gCIVD8ND9uJ/bSmO5neYmP6s6B7n+yr8muPEeAkHkPgqFoL+fZGQA\n9u8HoOeGNTgPv4FSA4VJAT0tqviN4gR01UBNt0ayREqp2S/JtKryPbSMQuNuEXR0DklXnYwF3G3S\nTrLPJd3ZZo9A+ZieZMt+3ToYK4SnK+F7W+Dum+HbL0gC7cqQtNrVLGAogdI3YfD9kAiLRpmtB0KX\nQOoVcJeB+yjYe6DQD8eBX94Np7rgRz+WEo/lXmFKBP1w2YgcP1EM1py4ut8OlWPge3EqG570QbJQ\nyjUmq2HfRkCDI1+UtsBm3W04+uT/nO9o9K4cw3EQCgs1RgwJTEo3zgx0+mD2SIZxQ5KCTBrjoUMA\nmA+2g6KQ/ujdUDhbfvcsGJodE+Ec4CF3vHi9b2XanS0pneunL2A7fzUZsgIdv439PnV+7zQINm6c\nokBlz2vzZvlMljo1fz709xNvP47tl88A0BzaxOixx/j4Uw4a+6E9M4q7DApa4dVaKNCplUmjZPJV\nRFDRGIeMDV6tgPJJIAPuGKh1UHZStAwAUMTxRBZD/UPwyHK4XoH0cUEp91RK54g7D0JmIURySjoL\nWuBUP7QXip7BrFMiyvh6DXzwELSVw+JOOFIC84d0YUej1HNNL8p5+DqYfUxQ0WX9AoYcKIUVuvbC\nRI0gmcNXSN/xXQ64aYeAGCBO8MkFUkbxih/uOwBPXAkfeArq14LzAPgOgzEl9azhQrDaoPtGiNdC\nxgXWfih9CR5wwrIYVDngolfkuk63tDJFfU0ap/r+vlwHRZMw4IZL+gxYkioO1QCqTmXw+Wi/PUr9\nm5fBgQNCY/V6JRibaQzNpMkwgx5DMBQ8g8UQ8Af++91T3qV2odVuXiiW12TI27m2c3av60mGXP/o\nJwjhMIFgI/4w0NJCiytKpbFN5s0Q2N0SiJrDIrIY8kidb7wMElF43Q9XH4WbPg7//lPJ0sXrRUHd\nc0wOrRnBMAE/WgH/6w1dAFjPsmW/WW7gHuh46+lvngcbjk89TykwUAo2o8zbJ2+B7qfhxufABqRV\nKWFcMAzutJGUolJg99JbZMH/0GNvDVhzs6nZ2OdtSg9aHtv4FrX8t8w12WP8IWx6Lft7UJvoQrPz\ndl7PvWd+/GP46U/PjNXeboGorweC4RYCYS/xlj3E1SQti0t4elY/qaQBz/zL8e89yUXHR5kTMWIg\njXloApNioOvjtWiEUN1WMuEE1jTU/geoKRipgLEYDFfAsk5Ilonfsg2Aoy2n80KOZUEETYGxOWAb\nlu42Y+YzGcNZUxGxxqb9UBPWY3tkLfBiHfzZAVl/9F4D9n1Q0CPdH0a80OmESwdEH+H08RVpSXn/\nQnnerF/W8FKwt8E/rIK/3yvsY00vYTNHIO2QZONrFbByQEo5ClIwWQ7OfmEq9NwK9T+B9rvA8biw\nMh5fKF0x/GEpoZ4oBbXAgLlT5fl6uDoKfSr8bD58eD8YjAZMmoJ/OCOshkwGXC4yiRjGP/2IrOH8\n/jPZYdnXD/FKIwAAIABJREFUQqEzGSzvEMvPuA4NhX67JPa73N5Ok+H8AxluuQVefnnq+bp1vz2j\n4Q8xceXuL3cSzgq79PfD6tWnB9L4A/fQ+4OH+LtlJ/nwTpWuogy37nVQ0x4n5FZxJ2B/qbRovGs/\nREvAOSh9aeeOnnnof1sOyyegPA1jN0PD/wWDAgPrYRfQWCJIpmqDZKdQNC0ToBbDYBdUTYIrBpYR\nKRno+AiU/0I0EDoc0opLU/S+4kZovhK+sgsyMekCMalTr9L6NiN2EbYyqbogo/NMp6cpIshoUMWx\nZezibGLHwb4A7Lthd7UEZYr+07eUwWMBmN0pAMtlGhQNQ1EXhBfAsAr+41OUnAkjOHVQpuNjcvyq\nn8KOxbBlDvzZqyIUM3tc6l8t065pXAcWkgb5HikDHCyFugi8Ug+dbrjrgHxPg0nAkAk/pCtcxIvT\nxD+wCu+vu/Et+siZ6Oc7OZzs2DnL+GwONkvrtgvQzttg5AK3PMiQt3Nt5+xez00yBINsZBNrPSG8\n+8EbDBN3RfE91cM2T5ziPwPTIHiPg/MkDLwPyraAb7+0Y77uJLQ2QdkrMi+52mBvLSzvlPnAkpF5\nJOMSceVs4B7yQFVGAmNDDmC9rwyW6ay6uK7Qbsj5ylGzzLFW5HMqclzVLCV/oyvh4EqY9aoIsjW+\nDsVR8OkZv2GHdGlK2M2M1JRwYvUcvOs30LglJ9kRDAoNuLxckiAbNsjr00tBZ7CzzjUbN547BsN0\ny4IMZxPhztt5Z+f9vN7cDPffD/H42Rmm0+6jYChIaPMmFm49QunRTmz9Q5gyKi47TMw1YehMcd8X\n5vGtb3Rg/sUztNy5jgWD0qLdkxC2gcvqgnSatg/EcYSh5CWII+UIHQ54fSFsOAj9c2DeQegzAhpM\nxKStvTcBeypgSb/ovRQkxV+NVwkoAMKaGl8K3v3w+ipYuUvKlXfUSke2qEFAhgqjxOyTkwJyrgvB\n0CqIzgf/IwJWFKSkhWTP5dB2GJTF0PicsDD+/SJ46ErptNPYB4EQlE1CbRSenQMdbinXNk3Ie2s7\nhLEF4hObA/DlrVNtMQeWwJAF5h+FwSvB0SmARNEe+VyHZ0ocMmObYjVnfbZqgWQBWMbgjUpYFrNj\nPBU7UzfAaCRsVvEmFSl9zmRg3jzxUffc89Zy55l81kxjJXfMTAd8z3M/d2GBDFn7XZgMWTvX1JRc\nxdHcQZJLk8mWW2zZAhMTJKqdWK3lEI0yPNhG0aXXwauvwuQksXo79lCciDODmpDuDqpBgo9RE7gs\nYBuF0Ubo6IM5RuiLQcMYDK8E7xG5WcMXwcZS+JRTkM7yR6HLDi4/HBoRBkPYAosuh8U/BK8Gil26\nSoSXwfhz0OmShXSFAXo0eKEBjGYwJGCeCT70gty02UX5kA28RjBMSkAVK4OjZggVQMOIsDPWhaBA\nlZrWlAImI6Ss0ibzuU+Bf7P0z7UOQ+Ak1DZAwwswshRGlsOv58Gnvws914NvH6gh6PfAok657HGj\nMC4qJuR5wgexWnAfht23wmcXwwM/BnstDJ+Chl4RowzrzjZrKlLC4QgDJmFJ9JaYKQinsBrMWLyF\nxCYGMZhVdjQUETiegPFxjv7XJSy4dTesXy/AUih0hvLsacGf3DGYC3y9gybDhcZgyNp5H4xcoJYH\nGfJ2ru33vtdnSDKMrvXwbMMR1r6WpH91GP9jNnz95RAO09p7CMMNGWz7jHhGMyQLQemDwZR0Ppqr\nQEkfdP0pVG8WKq6jXc8K6iQ1lTM7OCn6awkTONNvPcV7A/DVoNQGa4ap/WSt3yl6PjNZwgZGgwDw\nESdY4qLqXt8ntckm1UjICzUJE8bJFGkDmJ5/cSrDls2ytbScSd2dDmC/TcLlf3SuORuokGcynPd2\nXs/ra9bA7t1g0Jef6bTEdNu3n7ndWcbp5jsbabl7A3d/8iG2zAZXeS1bq1v45sMZXggspnb7fpw3\nXUdxMVh3htC2HseVAq3EhzI6BukMo8vBtxfipZAuEDAz6oWv3AXf/xr8YBl86hh85Tq4/TAsOAb/\nsAb+4WVhUNVEBHRQjLKG0FRdZ0YTn9SzHo4fgytCkK0gSyuyoN9bLszpqP7zuVMCbMYcUFEsmgye\nI5BohYKE+MKBz8OxJ+F9JyUxtzwMvWZZ9N8b0Eulg/BKHVR7YfZ+ARG+dFTYYfbeqev366ulE8aI\nQ0qdLTbY0AUVZsjEwT0OTArDzDYs6x5NgaQiXeZ6PVBtkQ59RTp4rCDlGVeGIOOAl6pgsQkyfVCr\nL+NSCpwqNGM0WYg7LBQPSztkPvc52SC77pwJrH0nn5W77UxM5vPYLkyQ4b+jyXAuLSv+kW0dlaXU\nzJQlCAYFAQuF6PtIMRU/7ASXiyF7nOKMG1wueobaKXRqxIc1EjYYM4qTOFwCGaPUhQ4WgG9CRAgn\nzVBgkn7d1thU5h/khv1JI9w2CcOXQ8PDuuqrA6KA5oT4ShiuhYJeqNoNPX5w6FpL7hOQHofCUzDq\nAU9UbtbvVMCXX4XxRSIYqRoBvVYsrdeZZhHDbNnBi/OhywrlUbi6H4L1cM2hqUBtwAHFhqkM0X0B\n+Oq2MzNDIO/tvAiWDYkKrQZYgKhJaF8awuw46YP7XxSnurUG1p2ErkIosEBIkxKU9loo1UQIJ+OG\nocuk1Vj2OGMlcKQQ5nYJigsw4oTOUgeLhhOoJg1lUiVZDPddZeS+pzWsN97F0aZ+FgS20PLYRhrv\nvGfKgbydI3kP1Wadzc7rYOQCtjzIkLdzbeeUybB58+kFajAUZClhaGzEF/bTYhqi87lHuPRAlPYS\n6TJUEZYW0M6jAgBkbDBwNSSLdbYeUPCmlCySEbA7axoQc4JjQnrJmzJgcUjJBcgC4GU/vDQXGgZF\nRf0DR+CilHSFQoURN+yqgqpBKXswZQBF12XQ5BwiFlFSP1UPEzvlvYqogBLjs8A+7qLDlqa+Ky7X\nUlEw2B1w+eXCWsgRnDvNOpgei+TauyWD9ttQ0fN2Xtl5N6/PFLdfcw18+ctTr+UuLmfKXuuvtezc\nTOPqDeze9hiNLSdRkinSBaLJ4piURXHaCaa4gclFHqxvjGLBgKqpp2P5tFO2yxggMlsWzyVHoa9Y\n/M1/LYANJ+BNL+wrh6UDgFFi7fmn4Dfz4MY2UNJ62UIx9JfD5EoRdFQ08WvDnRBtlw5wwXnQZ4bl\nA1ChQGmfbLO1Dq7slZLo9o9B3c+nYvTQ+yF20dSlcHSCay8UnBCGsaLC/10OO2tlMV8/Cicq4H3H\nZNF/7zaJ15OFU0BDNvF37zr4X6+L/9tXDnWzoKUXrpyAtAuSXrD2gENv7aloEHPDgAnKbbKuyNjB\nGAbNAY/WwvWt8J3V8KHD4DBBySB4VFCtIrRbFIdMyojNbBcBn1gM7rhD1nqbN08lDLMJxGy5Q3Oz\n6GqcbV2a4+MGrl9HWUz7w/i5P4LvvDBbWP4xAQZdJfY0wGCzyUA7G00mEGD86030rUsQv7iavr9c\nSKzWIgCDqkJnJ4N2lYlSDZsPgp+F798lfbcv0qTTgyUDFQlwmoFicHgks2Kwys2RcsHzC+DlWXDv\nVRAqhH+uhn0RaW2ZKBZ0L1gPTEL1M1LqUL0DHP0wdydUb4FYhYjEHHDIqbf4EN2H43BFlzgZ3z49\n6DJKqxuTOqVdoCA1qtm1yVMNQgOzp2C4EH5TA/+5QLo2PL5A2kQ2Xw2/1rtABEKcrrEYWyC7SRjk\nJeOtMK5IC59Ji9BVs3VlozZ4bhbsrIFNS2HTQjhcBFEHjBvguUbYXSmfLekTB9njg4mk9OBV9VNO\nG2HbXFjZAW4DxCvNtH/eg9NhZEFCJVJg54jbQrdTSioSKTeTNy6mPRDCRjnt7c0Ey2foKnE2mzY5\n5S1vecvbe9bezg9mWygGg5BIAPBw7RAtOzfj7Q9zHNgfbCEU3Ezt87vZ+4nbcI1DfRFU9Eu5Xdou\nAEO8DMbnge0EeA5BrApKHgfvLmHjaYYz4TUFsE/IaxmDZPvSk5BKihiZBqzogavf1Ds/vSRBv3UY\nyEhZXZcZnOMi6rijSrJ9RlXaMqfR57lSGM9A/YvgSuhClIreGroNlOEo9X1xNIcZpaQUg80uAMOW\nLVOlEiBZ13diCLyNRsMfzfLCx3n7n7bcEudcCwTkPprpfsneS9k2htPuL39Ytqn1+bEUVGI2erCX\nLqVgCKz2SpQUjBaWYfzgXZjspVBkJlFlJ7xMQbOIsFqnSU96lYM3BC69tNeekEX3+lYRf3cn4JN7\nYWESLpmEUAl8bR3smgV/f5OURhhU2F0H9Qfgoh+B9zG9DeQjULkbLuuQGP6oGz62HzzXgaVUjqch\nrGb0WNvdIuLxaX316P81zPmWPI7+FCofg6LjMGyXj5wolH3PG4Q/PQj7y+Ez+8Q/rgnJfoZXyYFG\nl4lvBui/DpaUSkze54LXamBYA58BjINwygiTNWAeEnBhzCKdgE4pAmwMTEKPAt1JiGsQqoWlg3C0\nWFjVqFCRAVcGUhlpgemKmUm4YFLJiKguSLnEkSNTAEN2EZ/rb7NjIpdllzu+pmk1uFM5nznX9i5b\nS5y/3SXeLZalJp4FPQqGgix94XF8D26ngHm0HTtAxfdisHgxNBbSWmWn/dAWjMMpxoehQYMjZXD9\nE3C0BGq8IuyiGkBLgjkFZn3sJ31ARAKVeCVcdVSCknVtcO818LUXoO8GQQdbfZJ1WRuSzw45wBiU\n1l1ZU42gHZXHa0IS+Mwah6fmyTFuOAntq4U6WnUYTFaw5HwehMFwfBX8R4NoIxQoELweCjpgyRZw\nWuA1P/iM8CeHpE5s+dOg1AridVnnFL3U3iPnMD4XEhlwJyGzFAbrQDkCC16FcQv8eg5s9Qud61Ap\n/MsqKJ2E+0fg/gBcfQScrXB7K2hmuUYxM2SuhsxhMLZD3C26L+ZRuHaHXgMWh/Fkisi2cSpVDeuQ\nSvclMZbsUjlUCMEi8EZTfM/RTyDUSB0h6mkiTFC+wNvUZp2mpE4X5spunw+y8pa3vL3X7O2yMJs2\nSXZ+0yawWCAYpJtD3LF+DW1btrOaRvACvUfgjTdofuMIqgqRCehaqOB2agxdBpaILNgzo6DVQN8A\n2F6ECNBTBrWn9C5HTGkK/dvlUHVKsn1vFsHqnqnTSsRkO3cKlvdKr3YQAD5eAYYBUAxQHYOlo/BK\nJaxMgV3XbTAhoLs9BUMr4Nlh+NAQWGuhMuOhtz2CAoyusuKzraa/2Ib1376E77q/gZ4eqRlvbhZ2\nR+5i5+3mkXM5v/y+mbNsqcdvo8qet7yda8tqgcBbY7BsecRvOxb1EmpvXPZV7veDPw7HjsHGjXT/\n4wfx7himQIGMyUj/9i1445CoslLQYabn2gkKj9uAFFsWJfnIQWh1QJEHHHPgJ1XCbL7hhGigtfuk\n/fqAC9QCKD8ON/TB+xT4+RIBDDBIEm22GeIlYEyAZwxoEb9VqZduacBKA/zqYbj8J2CMSqmG7ZQw\ngAGeXgw36KXFEwWyjaIJa9l+GAylkDkFuyqhISKJ0sKknOeX98ja5eY3ofwUGCywrkvYHXvr4H1b\n5VhKBvrXS7eIm5Lwxiz4VTl8YgfggEX94jNrWiHWLUCGBWgphys6pDyk0wXVGSnvNqTEFyvDYC2H\n4ggManC8HFz94DeCWYG0FTR3CkscDF6Img24khYoLISFC0VfLxQSIf8sSywcJhRoFOHIri55Ldt+\nN6sXmFNOEd2+Fasq558wKqiK6FqUffO7jH6sEZ/v7OPs4a8+zifvu/3sY28mkd93gQ99RyaDoigN\niqJ8QVGU7ymK8h1FUe5WFMX9P3Fy71rLTuI2m4AMGzbMrByKLCbDVxdDYyNBPyQ/drOIiNxwA8GH\nvsTsHz1JeThBEsnO33EDnOyDb1wGH74NfuOVm9+YAWtKnEXWzGMiKpUwgLk/R9wEuLITMiaYGJGb\nGGBWWARmANwe8LdD21Lp5911PaS84NFgohhSxZLxKdDg4mF4/wlRj00fh+qTMJmRuqas9d4gNKp9\nd0P9CWjyw1/otVLf+y78+bPgjkNiEpr2wsIQ7C8TB+nKQLpXzt+kt6RM2UAZA9UH3k4RajGPgPc1\nmPVTmPcaZMrAmYRLu+Gh38DfbYOr2mHvD2Hzo2Cth/uel5qzVd0y2I0pcTq2Aaj+f9DfJe07e41w\n3Qfg/jUw6AQ0ceZOk8KS/SoTCQ2KixlblCE+z8v8iMLHj9qgsIjmk7XQ1MRWPzTrAENzsJmgP2e8\nzDAuzhhL8Na2SHnLW97y9l6w6dme3Ll040Zp0fjmm1BYSOyFnxPNxAg++g/4Xz/B8NP/SsZ4nJZX\nn4Cf/Yz+rqMMuCBlnsQAdDaA1a9x6ioB2k+tFTquMwnHasE9Im2OB53gGJesmzE9FRzFDbBhEirG\nwJs8E2BIGUCJCKutpUzA+PrklI6DdUwA7QEXmJOwe6GURLxukf2ndBTDpAIK/GsRvHED/P0dUHYC\nTPsizB6RbKR7VwK2bsWyfSe+/UAyCXPmTGkxhMNnMgHebh451yDD72OBgCz03s0Mi7xdeJb1Obli\nqbkAXa6dreRoWjY7GG6Rz5eXy//+fgiHGb+9kcjXP0zNi8N4xhIYVKg43ktJ5wCxmgim0RShwASa\nRSFYOskPGpNc1C0sgKESCK0G6yh8qhXutMGcUagah6tCcHmXsAbcervbhE0EJNef0EUPjbqvmQO2\nQVk3pH3CTs6uJ8I22XbNa1D+CLhaYbdRFv25a44BnV2hKULCziDJyYkaqHwV3CbABw2KaLhlVRer\n4tBWKftYnoaO+aKZ1vER6LgEug/Ke1n2mLdFYvRkIRS1w9e2QmcxVCfAbBQx+54CmFTgr66TJCrA\njhroKIBouZRgGHI6aHxvFSR7YUEboMJ1b0JZAZgSAqaMGcDVJ+UlDq0MV5cKLpf8lps2MRIbmfq9\nGxsFTPB62RTwwgMPTOnzhcPyl8u218eVK61h/uq9pA1gzWjY0xqW3pdh82bC4ZxxNYNtfyr6tu+/\nZS3xLvGhb6vJoCjK54D3A68ANwD7gDBwC/AZTdOCf7ATeydNhnNs/y2xo7cR7wiGgjxzdBPp1hZM\nPWE+3DlGuDqCy+DAY3ZS+Dr8srER/91fQr3tVua2RXAmVJwuH/esGqVqEQy1gz0On9wmdUxxi4Fj\nPvU0qphrKoLWZVvOoIjaapcPHl0I1WPieJb3gSsODSlpw9XpgYoYHFgGSw8DE4I+gk6zAroKBBVd\n36ZTp0qg8hRkCsQZaUBkKZxKwo+r4Iuj0NoLK/vg+Xq4tn3qPMNWcCQFORxZAc5OME7AocWweD+Y\nJkU7wjYJ/deDKQ6Fu6X+CsAyJOylrX64NAGZKOwtlI4U4x54vgau8EJkEZCCVAkUbYfCvbLvrKWt\n4lxA6rqOlcCSExIsGoxgSp2+jMTKoKMCLMugvwAcc+z0RTXe903Y9hd3EPA2wj33MDoaxLdfgIZ3\n6gTxFgXv93AN6nlXu/kesbwmQ97Otb3jvT59Ls2C95s2QWcn0UVOUuZJnPtVLCYrv2pIsegSFUs/\njE7ARdvh5VpY2ymB52xdD0E1w456qF4NnhbwHoJfzxKq8eUd0oteRUoK/WHodYP6/9l79/go6zP9\n//3MeTIzyeScEEImB85ghqOgEQatFVurWNlqa1fSbtu1W7dle9J2rY799mC3bpt23dbf1q2xJ62r\nlVqreGRAVESRcAYhZAIhJCHJTCaTzHme3x/3M0yAAB5AUXO/XnnBZE5PZp7n/tyf677u61KhQGuT\nmSIyE22KC5AAWvGtHOsckQa6x0FJp6ydESMYUwIiDOZCv07E0yZ3ytiFUSvUVYsA944EtBZBPA+m\ntsGKK+EXT4pC/P7FoLTZeWnlNQTdcMXzdup0ReD3s2+CnbqLl7+zNeSmm+Duu998LTRaY+Wdds8+\nxOvgBy3eN+u6lnMG/9aE4xNvwj0ls4Ebee5rgoBefHj9LgEXli4Vir3XK/mrsZHE9csw9scglSJG\nCrPeREJNcOjyFP1lkisSesiLwJMW+NiDsPM8uPwF2FcCk3rEMcIE7MkVbZdMdFWB3SAsLRWI6cGc\nkto84JZaNmiBYBo8v4FYoTQB9VERbjdVgXkv6CxaHT4OjBFxYHtqOizeBT/2iM7ZBQdgkwumRiEZ\ng/1myXHlFZCzFXKM8tzMlH7SLlaWGatNdOIqcUSBN4ogZBGBx4n9MgKdAPpsUKiHP1bDDVthawlM\n1oG+O+vucyhXmBQVg/CFq6D5URkJT1XC4vVyTJ/9DCx/HTpKZFytoRvObxVmtKqTH4CYCtF8PY5w\nCl0a9Komh2k0wsSJRFr3YC2tALsd3zKxSW7uWg033ggglr+fvTXLftHy6WjnT/dP7qD0yTXQ3MyR\n8GoMSQsAUc8ULCtuOYbRcO9tDx8DMDRcaT89o+F9pMnwReByVVV/AHwEmK6q6r8DS4Gfn4ED+5mi\nKOsURXnHr/VO42hn+a3EKb5Ij8vDVZsGmJlyc0vExXmd5zHh6Uq2Lqgl+WiIvy5dSs5eP8HlV5Az\nFCdsN2JNQXh8CTsrjFwbsrBoN/zwMQEY0oCSTOMKZLsfKjCsfYN7C2R0IKqDnllSIEVt2sW3CSb1\niSVlrQFqkmLfqOhgwjCErAIwJFQZy+jKgWCFJDuQeaxvvAxTeuG8YajsECsYVKE1HVkkj6tuhzuf\nBUuXJItoYRZgSGvHvKlcqFVKGmIFchzGMJQNSrIDEcbRAapZRGT0w+Kd22KCdZWihLt9MRxKaCqz\niC1YbAos7Ye/D4L1D5KIJv0UcjdkEwloQpUjWBi6BPRcIZ/x1jLo0xDXzjz5XDd8GtQO2PMCKGE4\n8EQEy9+tpI0q9QE/g7Xy+Px8DzQ3n7JA8/l9eH1eQGM7jGQ0nOEIBHxn/DXHYizGYizOWhyfB3/x\nC7jrLinaVZWBqjCk0wTqYf/1MfK/mKa9HkJuiH1KxNLQyfph0sCAQzZhMFhDsiYMzBJNnqUdAk4b\ngAFN56doSAPCYwK+6/LggBGCLgH8u63ZQ9MhAMOQtk72zZPfPfUlYQEC9NgFSFD1YE5C8BKY0imd\nyQx+lzAJmO7QgO3SPDBdJMXzDdVweCWE6qFmI0w6MMSFD97PVTt3UncgDM8+S2jV/Rgee5yWn30b\nbroJ3103HfsZHg8G+Hwn1jtXXw2PPy53v9la6Gyw8N4pQDEWY/E2o3fGKdzqMtfQaE5gHg++ZW6a\nnX48Pj/+Fp90vW+5BYJBfP9+PTzySJY1YTBAQQGmpArXXos+kSL/Veh+RvQJ/robitfDpc9Au1Ma\ncTqgrkfebtAgAIMxDQcrRZA2nAf2IHT2Q79FAAaQxmN8D+geldo+uFo2/EOVmvhkUmrn/Kgwk01p\nyUUKwp5O2qVevmwHWNICMIA87vz9YBuA3CGoj8D0GOQdAJsCXeXiOEEanl4u7ImcNnHJSBhgZw10\nTIXXK+HWT0L7AmmC9ubI8RuBATO8UAruLgEYQiZYc7kwGAxpcazztAugXBcArw96bHBDCyxfDbUB\ncbZ49EHZA1nSsPIVGH8BDBsgroeQzciWQtn7JPQQTKZIJyCRLx+g7/MXE6qrpCvchTGWINhzgEhX\nB6xejWt3F17LUvD58PrAs6pFhEIzoeXTE8LjoTSiEqiHtttdhH8qIEXXjz2Ur1x9wsjEF76/nOaW\nRgCaWxpPDTBor38uxWnHJcjqNpgBO4CqqgfIup68rVAUZRZgU1V1EWBWFGXOO3m99zRO8qUOrF+D\nu8yN4bGdbOjfynpXlNxn97HbEMF8PjgMURY/8zjRKXW4cKJW51KgWriiVU/MqFAbVBi26Yka4LFp\nMGABa1I26SCJQIdsjnMSENcunAE3rHOBJQIpI+TmCADxTA3sUkVxNV4A/UbocMPgFOhYDnoTxKZC\ncRSch4Q2mpk11adltOGP00StNadDs/vaD7FSrYNzuQhQGrVkmAjBnny5b20VdNrgwkHAKMreZc/L\nsaSB8u2wufjYzy+RB7ZWQC9+twsOCnoJsPJ+mBCBV5bAvA7YXgpKEPoisHoaFDikW6UosO1S8H8a\n4jYITRGQZpMGDKjAEwthzjMCutQHIC8gCrXWSigphaoAGK6ABTaY8RQsfRFc/gCq2UB+9TIcDreo\nejc2gt+Pp9l30oLH4/IcZTB4Pd6zahV2OvrVWIzFWIzFORXHr6WPPgqPP07vJTm88COwtoKlA/K3\ngKsZLvw6lO0H+x6Yeqfk9/O7JMdXDshsbsgFW4phVj9YN8H4h+ChCyEdg3iOgOEOkwgUq0Zw6CAv\nAREFWvRQ2wfGI7JO7S6GmMaqUxHw2qaJHj9ngpbFcNVdUtAnzLJ2pIG/fAFiCtT/RdZU1wZ5fhow\nxGH1bNgyXoQp7a1Qe7+8wSW/gNj94NgN/XNhX5mKtRDi216jZev9xFpewj4AuUc6qdv0KqH77sH/\nxJ/kgBoaBDy4886sAjpAczO+B+8En4+ESSvvRhMse7vfGbw3G/538z3HAI0PTryZTdlI1jKcYFPv\n8UNj0IWlyICrbAoFW96Q2X2/H/9FM+Eb3wCfD6PRCStWoPZ0o6oq6v33o6Qh9xBc2ipOb0kdxHIh\nGBUGsqJCwAyHtLxjj8sGujwExcOyQRtKSM6ZEJG6fVuFbMSHDeKWUDoIhw6KeGLRMPy4DtrsUtPn\nII5zpgPSCYyWZcUXdXEZo84wiT1+QHOl0CFAhTEK0WHRM9tgk3w27hCYNNe3STnwrEuebxwEQxKm\n7IPiACzdD6t/BfZqWHhIcnaB1myc3A8X74XpPTD1CCw6KODwWu21/PnwutYQjIyTY9tZLMdl1fYu\nqgLGCWBPijuGMyr32ZPC8nBEEwxYwKLqCBuhOiQsa1N/mpSS5NkcP9ZAD2V1btR0GtJpXimKQjxO\nc1kXPksXnkYvAY/mdgQwf76MWEDWieKmEcCvdr7l53uorpbzKT/owmJxnfIUbLjSfsr7z9WcdDqQ\n4V65Kl+TAAAgAElEQVTgVUVRfgO8DPw3gKIoxUD/O3zvBcAz2v+fBRa+w9d7W3HSzvJbieOS1Es/\nuJonl4r4x+FmL9bDARZ88quMD9vZGi7i0oCeT1+9GuueIPmfvpMphjIsM9yk9HECjW4uachjb3Uu\n5qUqOy5Q2VMIsztEVLHLLiMOIChgyCJf4h/Pg465YMmBuvvFGkZJw/pS+NJi+H29zG09NB1+fCHE\njJAXh9cGwfWKXJB9NeDYDrsKZWa1JaPyOltQSR2wuUCEWRQVElYBCWIlYArL6IQxLInAkBarTVsu\nxC3wzCxJfi/mCXNAH4XQdPl/UhFqVkgYQyQc4lCRtxUSBZAyAQo8doko6oJQTQMNYD9f7HhmqKC3\nQEEOdFrBehgKX5EO1rR1YH8GTEPwWlSscMLV8jrrpsJf5kCsTT6vVBLMYfjhHLDtFMaGcytU/EEs\ndaIxmfkq7IPB4QjNq+/ksRuXyIu1jHCV8PmyauijnTJnEVwIBHy0tXkBaGvzjjEaxmIsxuL9Gx4P\nRZfeRurPeVj7IVohlmgZgWDjEFSsglQcSEFOFAx6YRMELdAbE4BeH4PinWAchgu2ynpkjMqs88BM\nWQMdw7L+KGlxdKoMSRGfcU9aeBDhKpN1UvrVXLm9qAVmvgRWs6i5m2ICQsRLYf/5YImJv3ywXmNB\n5ABGUHPBNwmcGptPQbqVg0Y4XK15uJvE1lpdKm5QupiKeTYcnqYK2FGcQJ8CEimufTnA2gkK9yRe\nZO/aVSSff0rcJ+bPx+dtlHVq927w+TAkUmAyoQ4MoLa3EzcbWXldExuvnn/aWihhUI5+PyfEu73h\nP5mex9l8z7H4QESgnpPXS6c6t0YyhLR/o1+ok9vLlsm/Tid+SzQrbJqfD8uXo6Cg6hS6S3QEjLC6\nFpoXww+nidXi9+fDS5+GNybDcxOF0eDQNu2WFEQ1nQV9ELpmgiMGOSGwRKXhWNknnf/cBCRKwazC\ntAB8Lgr2TtFMq9BnbR/TEcgJqiTtYD4sFpkA5l7QRaTO9+fBl66WcYQ7PPDzBRrDGmE26JDmJmTz\nmA4wvQGPT5acqABrakCniJaDPiHj0wtb5XnDxmMHNN/IFzZGwCos5nuqoXkWfPnj0nQMavvuzPFe\nuUcamMNGcb9TVOhbKG4YF/ZCZLwISloMAnysGyfH5KtMs6sEtpQq6JKQcOrQF5XzhYc6SOojsHEj\nOhSc9iI8RXPxTTLR2NyCp2wBHpeHYFUwmwc3bhTmXVT73pubRx+bGBnLluF0ek75kGMYDKPtLc5y\nTuq0jzoNcdo4pSYDgKIo04GpwHZVVXe/rXcZ/XW/A2xSVfVpRVEuARZqYxmZ+9Xbb7/96OM9Hg+e\ns0gDOWFG/gxEV4mBsmHL0dvBymKarq3i5j+8hnX8XPwEyfM20lXaQnJfCzVf303nt6fg+vc9HLw6\nRflDKazJHBLxCF12KO9P0V6kZ0JfCp0qIwhpRWhTXQ4ZOfi/GbC9PCt4ArAgIBvstZVwxxroMwvA\nAGKDGU7A4HWC+lU3y+83VcGcdvl/tBSec8KL4zWVVhViVVBvhcXDAjIMVYOtTS5gQ1hmr3TAs1Oh\nwyRzrhGDCGC5u8RKRtWSjs8Fa6vBs18e1zwLVrRAmRUsmk+vCjx9Ply6UZgcKjA8XlgbkfEw7jFY\nb5M520GTIMCDZrhiD0y3wmozLN8Bd10IDe1w5Ouw8Fb46rcFrS0LCyjS9Av5m/cUwLiI0GZ7PgrF\nLwi4oo/Keyf0UnymbKDEwVhRK9wzgwHuvfekWh3vZrS1eY8ipedS+Hw+fCMS4h133PH+mN38kMWY\nJsNYnOl4W3PaTU1w++14Z4do6IJ4EhZ2QV5YmzPW7I8DszjqMV+0HjoTsN8o640pBXlRbb1URQdB\nP+It+uZB4avHvm1a01tIGUFJiB1y6/lQvh8OTIFJG0FXCL8qFfBbB9T0S2cwmYIdxVAdhM3jYest\n8A8rhVlXNpwFSFRFRjy+3wBfUbOCZ5DVfFBUDXiYCDa/ACLddnBugtIIdORAzlShVVu65TlJ4Ace\nuHGj2N2lAcVo4LuXKliKx3H++nam9EpnzxnLvt+2eh2rmr73pmohVVFQRn6Xp9BoCAR8bBk4u+D6\nu7LenkqHYkxP4ph432gyaHHKemnkuXX89+z1Evia5yhzdNzH7iE+rYwdU6tZbY+IDWZzM1gteJ7Z\nh+eADhJagW4woCaTRHWy8X7RBWuq4XOVULgBXp0IuZthYk/27QaNUDEsOcyYhv0roOb+k/9d/W7R\noUnqYMgEDj30IXkhblXQqyqKBqKmTbL5N8REq8wYym7gQWp1nwtu843eofZ6ZGzh+LjNA9/Xft9r\nhSJNryEwV/YNsUJhRyecoHZDTlIe21IqzhYpi1gOb3DDMwb4eA+o+4ThrCDaOu4j2hh3GrblSu51\nxuDwZVD6FDx+KVz+Mhy6Blz3i9X9DTvhhXGwuB2U4mLo64N0mtXzFNaeX87wZCvf+n4r62ZZuFzJ\nwxBK45j0MbzOFhpx43K5we2mze+l2u85em7sS/dSt3qjAA6nyUuBgO+UrhKjxvGaIHDW81/EoGBN\njn49n0qT4bQgw9kKRVH+BehRVfVhRVGuBipUVb17xP3nvvDjaeKlH1zNBcl6oStGozIL+eCdeP6w\nHubOFXeKsrKjqFcg8gr5fRXEEt0E5xkpejzI8NwSlL3dWPs0BoH22kmycyxSgCikVJXX0zAvCXfV\nwG1rITwFkmHwp8UqxeOX59w7CxpboPejYkPZ/VHRUlBUKH8cfjwTVmq+vEG3FD+qHrxlcNezcGAF\nFG4UzYSOT0LVH+HgtXLxxnSCtOaYgRg8UQM/vVAS0+OTZORjyhFo3JJ1w9Ahs2F2LfcmFEiWg/Ew\nPHkJPDddklHDTq2bhCSQjklQ3AZ76qDwiCTEr18Gv3sUVAMYUrJNipqhPQ8OzgYmg9MCxZ3yOv4u\nuPBZKURHRtQI/TlgdQmbAUVz+kjLsUamQ4FGXsgUpAM5UDCknbfaRe/z+2ReK2N78y7FuQoyHB/v\nt2LkwxJjIMNYnOl4O9e67x8b8B15TW7EYnh67TxbEub/PS+/iprhgSnwcQcc/Cw49kDoUfj9DLh8\nl8z6LuiA/AiY01kXpuFSiJXJT7RMfl/5MIRrwLJb1ltzRuRRJ524zaUwVYUXSuD5idKJixsgJwhf\nfR1yU/I8XULmonfOgmQxHJwCbVPB2gufeBgmvCaK5h1GeZ1EHkxvAVQB2l0DJ34OKjLeMTRJ1pvc\nLRA3gS0KqqaRBPL+YTP4JsMmp6y11+2AuBEO5ukwpOGei6zc2VKE2t6OsmaNiNSVl7M34efQ+jVS\nJ4zcSDU1wcqVJAwKhuPWyaQejMcXn8cVvG1tXu5vh3/p6aXkU6N09Ua6YrzdeDdB/dHe6z1uKpxr\n8X5b10+52TsVgJS5r6mJyANNWK0u6WBfcQUsXy4NzN/uh5oa6OiAcBi6u4nphAGQyUcAg3p44iqY\nXQp0wKtt0ti76IAAgkkFijSwNHSe5C1Ll2zYFW0U2t4q4wMxbfzY0iU1vG0f9PXCOB2kQ1l2lorU\n62adjEAPD8DgNVCyBiyd2WMDARE8fvlJKmL1rgBtecK28DtljAFgsV+A3R6bjHj05UguKowI02Bf\nESzaL8/vuRScz8O+z8Ok/5UGoT8Pph/RANUoHMmBqigMqLJfKIyCrwoWtYtbhj4gDkElw7DpEnBW\nCgjj1Gr0RxfDirtlH2RIi/7D7iKp++fHwdFvIRWNsrUUpuj1qCYd/zs/xY1PpvnhHPC+Zieek8T0\n5yd56qk7efmyBXytPgsusdaH07WMfM9KfI0e2U9m9gDa7Xe0z2xqyo5kZGLZMnG6GAk4nER8t+XL\nV+P+9aMn/P500WlXyI9mbwcsMC587HV9roIMs4Avqar6ZUVR/hu4T1XV10bc/66CDGc8MorYfj9s\n2gTXXCMz+x6PLOgLFpywIPUvdlCw5BtHLZ3Cz/+Zh+dXcOVTfoJmleo+qXhSNgWGVNK5gjSCIH5B\niyB5KQWGFCgzwBQDJA9BbwomRrKdeJDHDdZDruaXG6qHlgFAFUqUpw1mmGF4jjg8gAAGc1yg15gQ\nSTvoe6DiERiaCfYt0iGK6WForsyEVbwI3/8I/Ot6uHuBIJ2ZY8j8O+SA1hxOcM7YWwA1Wsfq61+B\n/2ySxBbXwfBMSYolawR0ieWJMOMN18DDD2VfI1gBvcMwAfj2DXBDDNovgCX/CXd+BkJtULI7i8Cm\njLD4H2H9b4XFYT4CaKyLFGDQ6UjrdQxPzkGXX4z5hVbU2nEY6mYKaOR2Z+1sgGann8bmlmPHKd6F\neFsI6XsQ77di5MMSYyDDWJzpeCfXunepBe/LZpg1iz+O6+O6B7aTMCrErCqJOHQ4YEIl5L8Oh5bJ\nCMVv54tNfUG31hHTi6BZp0384WM6ARJ2fAOqfglmPXRdCEW7BLA2DCAOEikZ20ukQC0FqwZQh2vh\np5Vwuw8O5oIzKcJniWhW0yhlgV/cDZ/+BpRr4EEiV7SNEv1gMcP3Pg7f/YvQm0HYDYahY//+jssh\nfB4UbIDgbDD0C/jt1HzrM+yITKUXNoI1AQfzoCQCljhsLoc5h2HtnEI8V9xE4kc/wBhP0l2kHB1X\nzMRQkQ53i7YTGaVzdpTJMNoGzOcjUC+6QBu6/Gzo8gPwz4++xsbZy3EtazwWyBhJSX+78W4yCTLv\ndTYcNj4g8WFc1w8/0Ej5d3xS62ujFi1dLbhv9EpNmNFyuOoqqK6W5uOePQQt4MQCJhMHl0OgKoRj\nv7AGrmkSsHBiHxQOi4ChirhGOLfAgcuh7Kms0C1Ad7GMIdhDwvB62QkNr4gg4+R9khssCVjvggY/\nDCyA/E0iIGkchHgtOHbKZj7DXvC0weoForlW3wXbi+GW9bKR1wFDtXBXpVbfa2JxaQWGxsNX58DP\nDkHBq7C7ECb3aXuOWkg7ZJxBl5BG5fj7pJGX2ypAQwZwba6HG7ZLLs5ESym4AqDTCUNbnwLD+TD8\nurCZVSBdCocVGC6WceeyAag4DOsmiIZFaUBztNCLu8eO2TD9dVD0erbPsjF5zyA/nAvedTpiJTp2\n/ew/6OpqZoNbRmJcLX5ci2H8o3bCG9fj7ApiCUexhKMYCoqw2wvwTcvB416G1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1WBI7ki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\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RtuOxWriyDR78AHxwDC5uh2hMS7InQUILfSbo1cKKw9L2hLXwq1vheQNcXwsf/iTsXAXz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\nm4WwJUXlMLy1COqs0Lkaqt4ERx90r1NIdqVZ1YeYoRX2jcWL4bb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rZxZineY5nkp755Vp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55q7PPC4/PhX9eKHMIdgnQSMgYonxKQ4AvXCH35aCn8y0bodkLzVjhYJpTt46VS1ckpH/Rx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3HF8LddvA3wBdB+DsJPAeAtxQlnbsU0BbgSh2YxGhxhGjlIbTDZC0SV4zQNQGakAiNI6E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\n2RmFFcQRlenKoh8+sSsew+13w9kuSfv3eMSKPPSn6SdtI1l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JlJGjWD8PDLRc5Jk647ZNLB4jvNjHDQ8/T9OlsHIXJC04cpVFotlLdTfEKjxQ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7dcMbJ8WNjlz5pkNzaaR2+8Ro1dGzYkx53056y9zFONtenjxd13mzFQcp0+cbcZUq1x7PHfbspc\nrlXvdlsdMxku08aGUz4r0pmo8e5sM7qsi5FBjAyCMPUQmchS0hSRTEaGMZP+8F69+vTOf6oyx6L4\nj6Sc2FZvx8QoxyZWx6crVpud7urm5s3Z1zaZrnGkPjTRxPtY7+c2maaZNOZNaPmrV5+9lbWJ8u45\n0/qewf2asUaGEZDn+hQkXT5GkvFxrGaf8ncjfT8eeckwXqR7boxWfkYvhJHIpD+kvT/tZ1e2eDOO\nkdGMDJL40YYkfhSEs48kiMpS0pJVffsqB3/64lm8j6eTvGw8sYQTmDXdCMW3QYyja3rq9mfZjpXT\nIL7lFpqWkil7xGRw8V0cDCtoVdPQdd/UbptTJOkaduxk5rOYaZn9J5szyC/wqxUObthjyj2JI8/1\nacpE9+8JKm/Q4SAvU3/LVP4pEhkOI8OWjwahRO6eRBHT7bk+RkZL/ChGBhtiZBCEs48oI8KkM0UU\nf7/hx28l75qOWMrYCJO1EWXd78evk11tIwnvph9TZJyYDshzXZjyjHUMTx8X0n437Z/rp0B2lxAE\nQRBmLlNk4jDtVzlOldV+lN/p2gTXZbKZIn1KmEDkngrCzGGs8p5+XNr7af9cPwPEk8GGeDIIwtlH\nVjwEYWYgsi4IMwORdUGYGYzmyeA825URBEEQsoz0+EVBEISphIxRQjYg/VSYQYiRQRAEQRgdUYwE\nQZjKyBglZAPST4UZhORkEARBEDJjz8Ls94+egVkQBOFskp4lXsYoYaoiz1JhBiJGBkEQBCEzliIk\nmfQFQZhq2CdqMkYJUxl5lgozEAmXOOsU4HA4Ju1VWamd6wsUBGG6ISsugiBMZWSMErIB6afCDCKr\nPBkKCwtxOr9PWVnTpJQfiewnGp2Uom30M5m7V7S1uXA4Mib5nBDmzVtKa2to0soXBGEKIoqRIAhT\nGRmjhGxA+qkwg5jSW1ie6zoIgiAIgiAIgiAIgjCckbawnNKeDOMygBiGWAoFIYuQ/bQFYWYwqqzL\ns1sQpg3yXBdmDDP82TWa9/z0y8kg28MIgjADqKzUJL+LMH2QZ7cgCIKQbciza0Smn5EhFDrXNRAE\nQZh02tr2o/K7TM5LlS8IZwFR0gRBEIRsQJ5XY2ZK52Q4rbpZe9Da3VZkH1pBmPKIW+X4UC5qk9lu\ncl+EiSWjrBtGct94kOe2IEwD5LkuTFus51W6sWGGPrvisp4xZmL6eTIIgiAIgjD1sS8MWH9noJIm\nCIIgTHEsg7j1v64n39sN5UKC6ePJYOHzQSAw0dURBGGSkBWP8SGeDEK2MaKsWwqaKGmCMC2Q57ow\nbfH7k8YFkMSPM8qTQdPOdQ0EQRAEQTgdZrCSJgiCIGQp8uwakelnZJCbLQiCIAjZgzy3BUEQhGxA\nnldjZvqFSwiCkFWIW+X4kHAJIdsQWReEmYHIuiDMDGZWuIQgCIIgCIIgCIIgCOcEMTIIgiAIgiAI\ngiAIgjAhzCwjQ/qepoIgCIIgCOmIviAIgiCcJkbIONdVmDKIkUEQBEEQBMGO6AuCIAjCaSJGhiQz\nI/GjYaQqDLIftyBMGSRB1PiQxI9CtpEVsp6uL4DoDIJwmmSFrAvCBGKEjBQDg67p6Jp+zupzthgt\n8ePMMDJY+P3qJQjClEGUkfEhRgYh28gqWRd9QRDGTVbJuiBMIH7Dj1/3n+tqnDVkdwkLWYkQBEEQ\nBOFUiL4gCIIgnCYzwXthrMwsTwZBEKYcsuIxPsSTQcg2RNYFYWYgsi4IMwPxZBAEQRAEQRAEQRAE\nYdIRI4MgCIIgCIIgCIIgCBOCGBkEQRAEQRAEQRAEQZgQxMggCIIgCIIgCIIgCMKEIEYGQRAEQRAE\nQRAEQRAmBDEyCIIgCIIgCIIgCIIwIYiRQRAEQRAEQRAEQRCECUGMDIIgCIIgCIIgCIIgTAgz18hg\nGOe6BoIgCIIgTFVETxAEQZheyLh+1jhnRgaHw7HW4XC84HA4fuNwOL521isgnUwQBEEQhJEQPUEQ\nBGF6IeP6WcNhmua5ObHDMRcIm6Y54HA4HgP+yTTNt2zfm5NSN8MY3sF0Xb0EQTjrOBwOztU4lM04\nHA5gMttN7oswsWSNrKfrCaIjCMJpkTWyLswMZO43acRl3ZHxu6kwCDgcjm8DD5qmudv22eQYGSz8\nfvVKxzAyd7qRPhcE4YwQZWR8iJFByDayTtZH0hPOJaKLTB3kXoxI1sm6cHpkc9/3+SAQONe1mDaM\nZmQ45zkZHA7HJUCF3cBwVhhJOEZyoxH3GkEQBEGYOUxFJVp0kamD3AthpiJ9XxgD59STweFweICn\ngA+Zpnks7Ttz8+bNife6rqNP1gN/BDea/luvpeBnjeI2KQgTiGEYGDaZeuCBB2TFYxyIJ4OQbcjq\n5hkwhdx9ewodFPfN4Pso4TSnZCRZn/F9J9vJ5r4/hcbQ6cSUDJdwOBw5wE+BzaZpvprh+8kNlxgJ\nm3uk6XDgsOowFd0mBWEaIBOP8SFGBiHbEFmfAKaALpKiG81kpsC9mKqMJOvSd6YJ2dz3s7nuU5Cp\nGi7xIeBy4KsOh+M5h8Nx5TmsS4KBBx/AdDgwHaq9TIeD/mKHWLoEQRAEQTi3nCNdpKfQMUw36inM\nqFfOHEQvHDNW/wES/WjG959sJpv7fjbXPcuYEokfM3HOPBlsyUzE4ioIk4+sbo4P8WQQsg2R9Swk\nQ4I30Y2EUyGeDMKMIpsTYZ4hU9WTYWpii9cZmHXuqiEIgiAIgnBOyZDg7aTr7FdDmB5I3xGmJZII\nMyMz28hgdQrDUFua+P0QCqm/hsF///UPhx8rCIIgCIJwLplMncQwlB7k86n3Pl/K+azEff/5xSfH\nVXxHh3HKY4TpyXiSPo63nwnCuMbJU/3G/r01VkJi7ng2yJYxVIwMkHRxsRsZdJ3tP+0ZfqwgCIIg\nCMLZ4Fxsq63rSg/SNPVe0zK6AqfoSKdBOGyMr17CjGS8/UyYALJ97jPZRgZrrITE3PFskC1j6Mw2\nMlgYhjIuGAZoGt/7vw/g8wYA2LL8Pl5f/2F13EhWqmwXQkEQBEEQph52j8v0zybrXBahkHpBMiO7\nYfCfX3wyoSP5vAF83sC5XW0WHWzaYfUxez8Tj4ZzwLmQrYk4p+WhDqN7GEzU9em6jEMZmJmJH629\nUkMhCAahuRmKiyESgQsuoOWviqjS/PjqQgSCPgD6P1JDwfe3ZS5PtkMRhHEjyeDGhyR+FLINkfUx\nkmk/91AIAoGke661YjaR+7z7fMNCI1LOnX64N0CgXhv9/LaEaB0dxrAVOLdbx+MZ5fdjQXSwKcdE\nyrrPG0jo4sIZMtYEhelj0ESOM6eqy0TJs93DYLRjrO8zjbvWdRuGGgMt7y77d5nKmgQmbfw8Q2Zc\n4kcjZIz8ZX19smOEQuD1wsaNEInQfWc1LVe/Ay4XLUsNPnZ1spyBgdYMJzLOSSyOIAiCIAhnibPp\nTQBJF1z76pimKQPAli2ntWo2qj6UOMhIhotair9dt7FWBNNY9/vFGY0Pw8qO4/HoVFWpcquq/FRV\n+cevIFt1Fh1s2rPu94uHfyj3enyMtd3ORhhAptwGZyrPlqHAKqepCXw+jIb64celezqkX3O6MVfT\nhrfJWRyHrPHTPoaeawPDqZh5RgbrgajrUFurOo2mQXU1JTsjVIVrYfduqr4DN+5rpfvpejru1Rla\n5KbjXp3up20d9RzF4giCIAiCcBawr26dLSODhbUgYukZgQBUV6v/x7hqNiYjw7AfGamrjHbdxtYW\nH3fuTEmWPayMERRvt1vnjLHaRXSwac/Hv7Rx+IdiZDg90uVxso1yo5WdaWyYKHm2zmuVU10Nmobh\nDqceZxkNMp0rfbxLr5fbnXrsqeo9Ce08IWPoWSD3XFdgIjFCRuKB6jf86JqOrunqy/p6aGiAcDhp\nYAiHCYVDaG4N7rtPhU40NFBRvBJ2GhAOU/JaGG7z0/GUH8/DRvxEhjzMBEEQBGE6YymYVuJDy5sA\nkqtak+FGbMcqu6kpqchaHgdWHSfi/JbHwqkMF2M9n91AklbmVF99E6Yo6e7sZ0P+pgujyGMK6fKd\nacI81nCLkY4ba13GSqZ+sXo1bN+eMAjowTCgJ70P7ONnej9Kv3775gCj1Xek652EOWO2jKHTypNB\n13T8uh8Av+5PGhhAhUVYN9myXhkGoXAo9YG9ejUl21vVsZa1Khgk94baZFmZYnZG+k4QBEEQhOzC\nvppvrdZrmvImsDwix7radiYJo63yKytTPRpOcW4jZOA31PF+wz+6R4NVlxHCIlJckK22gGSbjFaX\nszEBHOs5JiqhnHBuEO+VM+dU7TXa/CbT9/bP0re+PZW3xESNGenhZZoGFRUEN67Dr4OhgVFXi5/4\nQnQmL/SxGk7H+/0MHTemlZFhVKxOFQ7TFNqe9GgIhcDno/syt/Jk6OlRBglbBwyFgpSUeDMKT0eH\nMS4jw7hcGAVBEARBmHzGq4hmIq4XGCED7rmH4BP1p690WosjVh1GCkeI/x110cVeL58v1UtipPpb\n7WHb5julXiORnj/C9v+YDB9jQYwMgjA27OOHnTPJMWcdm7717amMQGMxMowWopapjn4/xs6fEVzp\nxn28R419Pr/6SvezpizDucYaBne64//ZDlGZgkyrcAmLER+mQGSgl92uHiJ/5Mb4QQNarU4gGOD3\nvvFTSjrzlZGhogLWroXycgAVUpEumPGOE26JJ96wu9+MQSExQkbmegqCIAiCMHUYyY32VNgzkvv9\nhHc3wP/bS7jnMhjL838k93Br0p/J5TgQSKnbqHqG3XV4m233rEzuvek6jvX703Wdtv0/qh40kS7G\np1P3kc57JtcvTDzS7mdGprCI0UIYMs1xrM/tn03EfRlhvEj8n/bXaKhHD6FC4nUdwx1Gf7SesNud\nmLvpIfX78FIjGWrgdqcaAUAZXNONHOO9JnuYxQztrzNmC8vvfcBNR38n53WA04TBPHAu1jj2vhX4\nWisZfLaBvDw3HD8Oy5eD10vzkmIOvZmM6XHjwqtVg67TsYbMW4k8bIwpxshv+BOrDIIwk5Ft7caH\nbGEpZBtZKetnOtn1+wmFQ/z4yHMseesQlV0mWreTXFcRXHMNkUWVaLW+U58j3U3c+j/TZGEs+Rrs\nk4ZHH4W77kqdaLjdyuPTjq6nhouc6hz2utvqFQqH1MurEfJqqfmz0g0rEzmRH0sM+KmOmag48mlO\nVsr6TGI0Y8Jo8pbpd/ZVekt2Q6FkLpvTld9MITGGkSzT2lI3/p0/4EMPuzFmHaNsfyuXHowxpw8c\nObmcuHApiy5Zp8ZYw6BlE+x3xMcbu4eW3eBq5d6ZqLwR9nCzachoW1hOfyODdXPjHT/86nYaLi9m\nvb+WKj3Abz+2kgsrKgEo+uVu8vYeY2jdZeQvWZUsIhxEd3tVx4aUDtjSktxOJHG+U3gw2F0EUx6u\ngjADEWVkfIiRQcg2ZoSsp+sAthU+vd6Lcd9ujDuq1XPf7x/7gkNaOASQVODr61W4p6WjQNJl2TII\n1NdDXV1qeYFAUqkGlRC7rm746t5oRo3RlPB0g4FVv3idRr32yZjMj9XoYpFpgjQJSdymIzNC1rOR\nMzXijeTlNNYxYSykGSUTNDSocc7nU2NWUxNEIvi1EP6gW4W6BwL4by1Gr7gcd2sY77Yg1NfTsclL\n+Cd+WK/z6/0G65fquH8SwlMXUGOjZVC1zllbq85lDwc705C5bBg3xlHPmW1kiO8qYXS9ScPSPu54\nLcIPqvPIL81n7dxKLs0fwu3WKXj8WYraC1W4RGUlNDcnPBqCtOL13Zd8WNus+Akjw2neGPFkEASF\nKCPjQ4wMQrYxI2Q9g4JsND2BsWiIUKSVO95y0FNRinfJWh774zWJY05rwSFdiff5UrfnzhT7ayno\npIUpWCtshqH0pUAgmfTavpvGaOET1vcj6UBW/dJcqq16dHQYw7Olnw2PgUx6m3gqTAgzQtanIGMO\nxZ7Mfj7eCbVtTOnf00TBiupE3jwMI2FUANS2lLu3YdR6YffuhIeD7nkfAO4r173/Q1MAACAASURB\nVLPkG49T/uuXwevFqK7EqIygaSFCrSshEkFHQ0dLjkmGoYystfFE/5bnxHQeDybAQDSzjQwWNTUY\nrU0YK134m1wcucPNfFdt4sHbXX8PJYHtqlN5veByKUNDcXHiwZx42NqMDImHo/0hPwYkJ4MgKEQZ\nGR9iZBCyjRkh65kMAPEEi34M/IFQSt6EcS042GOSrZelKB4/Dlu3Juvidie9HKxzaiH8vkCyPLuX\ng73uY1E2T6WUpivuMMwgkdEj1DpuMslU92xZcZzizAhZP13SvYkmgdPyjDpb/fx0z+X3q7nVw0bq\nby15tTwZ4kYAv6sJf6R6uIHV61Xjjs0Y2uGv5WHCqo1Gkn8rjw4kjRzTdUwYyWvkNLw2RjMyOM+k\nbtmC0VBPoLiZ84/0s3JvJ63nzaX4QH7Sdc/noyTYozpjRQXtZi/s2AGtrepVWQlr1zLwve8Sfmt7\nUmkAPG+QmnF5jNlDxcAgCIIgCNMEyyPA0gUuvlgpaZbLrWGg7+pVk4yxJmYcCbuBIf3zjRtT39vC\nKAxC+LWQUswNfzJ0M76jVv9HatT7UEitGqZfXybsIRrpGAaRW26C2trkduG2JGgdHQbff9EHKEND\nR4eRPNcICu7p7MyVKC9DvUbMpD9dJxPCuaehYdKKTt+yNvhE/eg/OJv9PNPYEf8sXUa7n66ne4dq\np457dTqe8tP9dPxarDr7fNi3z9XbCuGNNwjffJ36fuFC5YkODPzrI/DqqyocIhzGE4TLZrtHHkd0\nPdV7IS2RbsbLCxljmvdNKexjoD03BUxoosoZYWTQa+vwPdlMYSTKbW9GqHzuZUrWflR1pJ4eDL8v\n6aXwn//J2/2Hob0dcnNhYEA9gF9+GUfUJHTRULLTZepUkm1YEARBEGYWuk7z/3wpOZHu7lY6guUJ\n6fej/9VXh61kJhKQjeN8iYUNl2v4ilR9fdLoAbB7N/rx4oQHQ8q2lvGyeufGXZEDAbW4Yq9Xeh3t\nRo577hmxjrmRQVVkraZ0KRsej86efg2Aqip/ctEGRly0OR0jQ3pybnu9JkOhFqYBI/XlM6G+PtnH\nrBwqE0z6lrXebcEJP8dpM5oxz8qTF079rOSDdZT8SNXd87DyZij5YHzMtLchJMK61j3SAGvWUNwf\n95z5xCeUJ7rbzVd++CllePV61VhcV8fq4rAaR0aS+/TzZLou+9vJNjJMRtkjjYETPBbOjHCJe+6B\nJ5+ko/sY7t4YjhUrlAJw/vmwezd+Hfz7lnDMnU9nuJWeruNc8k4nZn4ejv5BYoDpAIcJMQccK3fy\n7vNfQ/9BOHmTRjI6CIIwKuJWOT4kXELINqa1rBsGPbXXUly5Ag4dgtxcoi4nORs/qlbVwuGkoj1a\nHoCxuhbbj7MUxribr0EIXfelKpK2nSES4ZppYRcdHQaeX4eTxoBQSHl4Ztplwq7vBALDPBrCc0qY\ndaIHULpT16wcHvnsOnSfMm7Yk2D39YUoLNSSeSnS3JjTE2bDKDksDGPY7l9utz485wMMd5eWUIkJ\nI2tl3XLDnwwme55QX08oFERza8m+PBGJHc+UtPGt7xcBIpEQAJFqjUi1Nmx3vr7P+yh8MDBy3e65\nBx57DFwuYm1tOCAxV+txOYncciPRnTv4+scvZmVuJbVPBAk+UY8RUuPc+/aPsLPNaIaFtLANI2QQ\nagigBUO4W8OEK924a2rx3nEGITFnO0/MBJQt4RJ5h/E/cReOvDxOFIJxRzWGBoGhV/nI7Z0wMEBz\n29t8N28Hh2Jhio518hvNweDQIM7Fiwlftoyuv9/AYA78/LmlOL/+x1wZSK5OYBjD4n4EQRAEQZgh\n6Do9buCOO+j48kZwuznwYnwVzZqkW4YAi/SVvnvuGbseEQio4y23YWuiHwph6FqKAaI3/7j6Pz55\nsivVkY/fRstStbUbwJHPe+m+3cvg9m2qjHA41Zhh7S3f0ABf+xp85SsqD0RlpapH/Brcx7rJi5k4\ngO7Gh3jz8kX40dEDhgodsa28PnhzYLhnha2NrGPtK7UjhpkYKk+WleOhqsqf2cCQfp74b4UZyj33\nJOPwrX480djzkkwG4bDaqvFMmAwZOH48GRah6xQ+GMDj0fHc5idSrSVl1GbcKbzZN7xeVnLatWuh\nokK158AADsCxdCkmkHvTBtxr30/lPfdRdNeNRI634gtruFd6ufIbAf7ySIj7IhrzXjS4d02aoTKT\n55b9b9p4rQcMfF4fhk/HG3GjBwy8rWfWVClhJKN5gkwUk2xUnf6eDHGXwZODnQwNQekAxJzgiMHJ\nC/P47/MGWbXLgd5iYgIOl4uDBQMs7gbmzIHKSoI5x/BG59D+7pu0/e1NXDhUnbRIpidJms5ZSAVh\nEsjaFY9zjHgyCNnGdJX15lVOinvVdeVH4NCVsLT0Cn7+V6uoroyv0n06MPJ2aJa7qs+XuptDJgXQ\nWunyetWE3zCgpgYiEUJejVDTNkJ31BDyqnPVbj/Oqv94nPyBfFi5UpXhcimjAChjQTxW/MT/bmH2\n9ffREQyoyXpYSw3DSFd6LdI9GWy6UE9ZIYO+K+l0aGjBUKpnBVDfVE9dxJu81lNkO8+YNHuE/BQd\na0gaGEZapRwpt4V4NJwRWSvrk+nJMBmM1H/jXkujrc53P12fDEWYTDnQdVq+racmd41vG/n07W4+\n+L8oY2Ym7wurTvZxKBgEv5/2L3+a4h41n+teDjkt0HETlH36Id7QvNDg48cdcym/9hZ8jzah3XVf\nwpOi7Soddu1C+7uvpp7Hum57ngJ7G9i/i/9veTOktPvpeo+ktX2LHqJKDySvfQrPLWeuJ4Nl5Xe7\ncS718NLFuZgO6L1qHv0LHBy5MUr+Mbio3cRqnqHSXOb2OwjOMzFWuvifZRFCJVEMrxtmu7lw3X3J\nzmVt8xR/8Pb1hU4r+aMgCIIgCFnASM90w2D52j+h0r0GE+jcOIuSK5bRfn0R2/dsZ79DT+5AlSkG\n1lIwDSORIHJU5X7LFmVgCIXg1VfpW1UOzz0HmprE624vIa+GX/fzmW43q/7jcRzRGIM5ETrfeom+\nKzUoLFS/b2hIeCb033kzRQPK8BD+Ay3psRBXpPt+EUjW3TDU9263+t7aVi6Njg6DY8HPE67TKTND\ndPhrh7mMhyPhzCuIVk4J+zlJ9cJIwa6Ix+ud4sEw0v2z57aw/VYQsoJM/ReSxspR5iJDv7IlotR1\nOu7Vk2Wcrhyk55kwDPo+76PjXp2+vhDueoMj3/clV+jjhs2Sr8WNnOkGV7tR83OfA01j4GtfVUkc\n+/vh/vspi+QS1cpwxGBWzywGznew4DdO2LaNpQ11LHVr/GH/m3zmySY0e8SXrqMFQwSK3sEIB5Nt\nmJaYNjEOp48N9jFM19HqA9DbmxzD/f7Ty7uR6R4u1VK/z1Kmt5Fh69ZEkqXCf/sxNw1dRG8FnMjr\nZM8FJns7YwzeDtvWQWuR+knu0R4KBkwuOWKivzvI2r0R6qvVg638ut9P7Vx2y5vfr2KMxiOcgiAI\ngiBMXUabpAYCEAxy0gVVFZ+FRYuo8hkUz1uXzCUwUmItXU91o3a5Rq9De3tygSMaZag8X3ldBoO0\nhg8lj/P5KPmHx8nviuHs7CUv6uLFVeXKDbmvT+kvmqZCHQ4dwoxEOO7YzpGttxLe38Ch2+F3ZX4O\nHlRJ61rv0lTZfj/d3cFEtnYAlixJntemKHseNqjar67X49Hx6EofMwiprfYMdWymnAuJHBbxskYN\nbUhfhcz0eaa2TEf0NuHWW891DcaP1X+tkKwMSVQ7OgxaWvy0tKjv7Lu6hMPG2GUgPZwgfecMXafw\nZh8ej05hv5uhoTDz27zJbSnjBlVD1zJP0O35a955B4DH/+HDKvwsGoWNG8nZ+DE6XRVECqBg1Tr6\nnXPJORnDE4SqALB7N0ZrJSU7I8pzS9cxfDoP9gcxCIHbjT9Yj9FgMwjU1ysDjbXlr2V4sC8q270r\nrP+/+tXUNhnnVqUdujvl3rS0+OlYM66ipgTTM1wi3fXkiSfU38pKBve9ydHKuVS8uZdDH4vy8BGT\nh39hO29eHgwO0laaw+FS+OV5JnNOwvsPOigpKWR+8TJCrgiaqzLhVtXhryVyJIirKUS4TgdGSTQk\nTAySoGnakLVulecYCZcQso2slPV0fWK0MIYtW6C6mvrYEzSUuxKKqebW8Hl9rCljdL3A2v89k2us\nXXHNz6e/7W1iZj+tf7ZAGQoqKngt7GKj4eJp/zo+6N6YWDGMHtpLznkX4v/qLSqvgXUegJ//HF5+\nmRNXOph982aARH6Gqio1AbGSKLrrDbitlqJPbqFg3kqV4PLwYVixQinxNTWqjlbYR7ydOjoMtXPE\nk0+qWGqLUAgjHESPVBJyo1Ybq6uT7up2d+/6euXBYRiEwiGV3K6pKZkLItP9sa+Kpn8/xV2Qs52s\nlPUsIGO4UDr2Pm/3rk7znuroUPlLui9zc3x1cql/2PzF+m168kNdV/JuTcBBGUzTJ9heL29/38uF\nFwYSH4WWV2BsvJyQK6LCHyoq8B0oR7v6FiCeDLZxF71tr5PbW0o00kdfYS4MDZEfc1DsdEFfH6Gl\nZcyrdFPo0mjf8TKz+jsouHwDNDfTV9ZH54F2KmfNU7sFrlunxqVgEIJBAq3bCFWvxI8+fJyw2tEK\nf7Cor1fXN9L4YX0/GmM4pqXFnxpeMoWZeeES6Q+Q3bsTVqy8636fnCUabSUOiJmsPZj8WcwJ/QwS\ndUB5T5SLTjj581djdM3K4YKb78T1e5dBMKiEwrK66ToevMx/BmKlLqqq/KMnGpIwiolB2lEQBEGY\nbDK5y4503LZtANR9aTdGXTCRuTxQG0DX9OFbKqY/x9K2eByG5T1w4AAFnmU4+0txByH6Sxd7mnKp\naArT3HOAxU3bEvVuH9jLjrl5+K8eQAuGMGq9hJq2QUMDoScepf/A6xz6QweFh6DrBw/Q83Q97nqD\nip1q4uB5A6p+ov4vmLcanmrgl7dU0tcXItrfo0IvKivVy/LubG1NMc54PLqqz86dqZOUQEAp3Lt3\nE6ipTBoYQiH65pGcHFnu1fFrCtRqqozKyqRbuKXzxeO1M+7WcSqPiCzidLbyFKYAE9TPRrzv1jaZ\ndo8pe/JKw0iu2KeNaSUlXtxu9buM85d0rwUgFA4lvbBGWMHvfrqelhY/3ctg7uOtKV4TWmsE3xY1\nTvmDbvzNi1R+hLiMRiIhePll+i+sIL+nj8LPfJ52bR7ll1xJcc8AfSWFDA4NsPsGL8/0HKJ9z6/I\nz+ng2VXQGXqGVu9xCi++kbmDuaqeixYljQV1dRh+H8HiHnV+LUQwsEWNMYGA+tvUlGpcsEj32LDa\n1rovdXWnvteZyk3Duh/ZTu65rsCkc/x4qguRw0Hl4cMEK4Y4+Rbc3Aw9eeAagtwY5MW3qnSa0D8w\nSM88uO3IIN8t/Q47T0L0c+VcsLgQw6eh985FL1qlHnJuN6XvAtcbo6+wywq8IAiCIExPbM/3U644\n2hOEpU2kU2J/t2xRE3dQOk00CjU1dLUfYuiPdJb+9Y9Y/st9GBfks7xlkO6f9sBza6Gri/6qHrwv\nluFtCBO4fDu6fg+EAhAOE1xdjNazkkWX6Bw79gBznjfB76dDd1OCN1kvw8C9yU/R1dC/ZiO7vnkH\nHzSXQMcuhiJ95D7zjArzKC+Hf/kX9bvWVnV91qTDUs7vuEMZB9xuaG7G++p2unpOUFf3BIeLCxis\nnINWvAjnT7fBN55ItJPhDmP49YTXQiAURAuD7venhpukh1mkrzZmcnfOtPpqP34K6mxjWtEWpg7p\n/eg0+lV6OJHf8A/fwrWuLtmHvV5lbKupgZ6epAw0bAF3Mslq7g21ibqEl45QZ7ushEKJz8K7g8n6\n+3xK/g0DQ0uOeyU/ClLymgYlXoa+8SSzr78P/vph+J1PeRaUlFBb3g9Hc5TcfvzjanyrriY2t1XJ\nuhZhMD9C3iOPMG9OLhx+l94FJkUHj4DDQfW3n8UdywfyCBVEyeuFMtcayp47AEuCRMvycAaDasyx\nrgHQDQP9wCr8DQ343bWqzeyJG9LHjvr65Bjm9arybB4ehk5yW+BM99b+e2vHnlHGneniCT89wyUy\nYXWK3btVx/31r+ktg2NFsOSIOsR0wP5SWNqJ2nM1F3DA3tk5LD/pYv9Hh6iqvA9/uAF/bT0EAnS3\nbqckskgJdG1twrsho7U8kyvOFHx4TVmkDacl4lY5PiRcQsg2slrWz2CyaYUcuJpCRKo1Kna6KXnN\nltPJ7U7mN2hoSK5K2lcIrUSM0SiRslm0VriY/857tNwwB3dbO/NejvDUTXDzDhiaO4u+eVF6lg7i\nyMkjNjjA3Hcr2XvjbXif3M6PK45R3tbFExf0c9fecsK1Nazcu42CR55QYQ3xHBNGRQ968xB0ddG6\npJyfXNzH7Gg/nRsKyPkf0NsKWfraXhw5OVBaqowMxcXKwOByqWuwdCJIhmnYDSi6Drfeiv+zl+Ov\nD9L9336GftVApFpLttXX4sp5vK38kW34f9wOR4/GJyKa0vHCYTWJsJ9zpHtmTSIy7ZaR6bgpQqb8\nFcMmnFOArJb1iSRTuJX1+Tj6ld9IbuU6IjU1yqsqbrA0wkGoryfkg1BIozZ3Nd77t0J9PR0ECbtD\nAEQ0Fy4qca/xpUxy+3w1FGrVGIRULgNNQzdCGD4dX0NIJT601w9dXV8opOZGe/YQK8jF6b1M5V9Y\ntYrBbU+Sd9dnVR19PsKVbnL+3sfQFz9NUWQeO7vamHd9MQVHhuitHGDRD02O3VZO5RMnOHEFzH7N\nCbEYQw7INaHdBb+rhPIIVHU5KYw5QZuNsytCpFojP7+Sgu9vU+3hdaO7ver/lS70R7cl8y54vSqs\na+fOZHtqWjL8S9fV2LZtG9bOEqGwar+QVyXf1dxaok2skJQUsm0Hk1MwWrjEzDEy3HOPigX81rcw\nDx7EAQwUQMQJJX1KVXcAxlLQDwCmem8CJ/OgeBB2rICLW8swLshH/+r/gGFwxN3E/IZIstOcKunj\nFHtgZS3SjtMGUUbGhxgZhGxjpst6x706nocNOu5Zh2fr9uFxwH6/ctONh11QU6Mm7NZK/dataicH\nh4OoexZ9He0U5AzRO9+kbA/84krY8DJEiyFv0MVADuy9J0L7D5xcczgHo9ZL99pyvnaoCb3VRcgV\nQUdD89ejazon/mQls8+7IzH592PgD2nwgx/Qce96jhcHiXW08eL713BFQwvaU10UdoGhwQcOQO7s\nObBgARw4oAwOy5cnrqX76XpK/uFxGBiAykrC4Vbc7kp1fbt20VOYQ3EsF5Ytg3XrOHJND/P3aEmj\nwaOPqvxahoFBCN0IqTaxu35DchV3NAwj6bL87LNw/vmpEwnrmLHk4hgLk+ANMabJ5jlkpsv6MOy5\nEerqoLY2kVvE2Psr9P/ePqZixuTBEt/SFlB54+6/lfDyHn4dMli/3of7JyE8Xl/S0OH307JJhUqk\n6Nbx3AFHvu9j/kcCKd8F6n34vD4la3V1mY1fTzShRyrVGHDsGFx8Ma3LK6kMNtNd0kbJQ0/T8fjn\n8AThcPPrLAzHIN5nGpfC1V0wsNBFftsgucej9M+H/GNw9CYnjqEYFduhZ0EpBS1d5EWhPxd+sxZu\nfDmHw+fPQzuZR6R0ENcj30vKe2srRstz6NF4slorp4xl6LUMvNY9A+VdsXVr8t6Fw6lGB7+fbceb\nqNlp22UnPp60LE0mv1U30FBjfHV1vJH0rF8onZI5GRwOx3yHw/Gaw+HodTgck1+PrVtVR3nvPWIu\npZo7gcF4wMivNdh8HYRdUP8n8LhXHROLGxgMDY4NolYZyst5+tUtHNnxz0TcEY58oJeOshDdn6k9\ndWfJ8s40ZZB2FARBEM4244mtjivzLpcGfj+x15tSV9Dt2dQjEaXA1tQoz8twOOlmW1BAdE4ZfUsL\nOPRlLzFPlN0PFBFZ5ODdu6F5EcSK4BfXuhgqL+TYkgiuw2qhpKcwh9ci+8j/6XZ8rZVo+zsJuiNo\nvfnoAQPWrcP5Tgj+7d94+lYX/jcfgUOH8Icb+Ml1EYr+8xmW/nMblf8PLn3+DTp3djOr20HUAb/R\nIDffBUNDtNIDg4Nw551QU4Px6dvAMFRiuVtUUjeqq6nfogwn/RdWqpXNT65XE4xgELZuxVXjS3pC\nhEKQnw+/93vwzW+i1zeo4157Tel1tjYGMO6qyez5aKHrGH6fmnicPJlM8GbXKzLl4kgvb6x9YRLy\nPkw1zwXhFFieSJZXkmEQ8KJW07vjq+aGccqtD0e974YBc+eqCaymKRnRdTyHKqjCh3sol6pPNuFp\nCKkxxjAS4d681JQ0clr1jI87kWotfvLkubXa+O/jHli6pisPBsCvK28GfWUN3fufSxg8BtsPMNTx\na1pqWum5qIC3fnIrh9w7aG5v5t3fX8eOD1YQKYZutZMuuT1Q9FaEvONRHCYUHoGcQeh7Jcb8Z53k\nRXLwFFXRMdeFWZBHc4WDoq9vIu8v7qI5p5Pev7iVwX/8G1WYz0fw9Z9jtDYRfH8M/yXtGBpQUJD0\nQveqUJLgJ29LGgZ1HX72M1WG3XhpGOp9XLYr19Wk/Kb7di8tS9V3HU/51RbA1phSXT1jdiI8lzkZ\nTgDXAU9N2hls8TK9v32SnJ8GyMmNkhOB4244VgrL3lPWr6sOw/ldsHcWeIF9J1URjhgccMOLC6H6\nEPzvn15LWzG801PJB3/cS8u/6MwPAbfpY+ss07xDnTWkHbOHKRrTKgiCkMJYxqqxjmf24+KKZ2Fc\nsexq3cJsv18p+PYEhfGkh4DaqhKgrQ3eew927QLAERsip9Ck7NPPURiOsejrAzQuNzncCjVN8NoS\nOH9nhHb3AMX90NUKL9wR439fjVDd0o9x2SyeL9vHdxtjuPJK0bsG6J37Br8Nv8hlFSVEw8dYeXw7\nH9y1CP991fi3NNFyVSe5FNN1fh+z3o1S9dYyvragjaJj/Tx13iAOwL9uEL05wkUtXdAThcceY7D/\nGHsX97D64MuU5hdyoqWd3ON99D32KHpoJc3th8hdWsziY4cIr3TjsRI5ahqe48cTiSIjv9qGq6JS\n7WZx/vnwiU8kjQpWG1sTALcbI7JbTXdGuVdFn/4cvHhAuT7X18Mbb8C99w4/frQ4+lP1hfSY9glc\ntRQjQ5Zhi70P6V6MWi9VP3qO+550kWc68Ne6lfHPVTnu7Q/R9eS4YSVVteUocffUAM3qe7uRAXBb\nCVMr4wlYDYM+V5jejy6Hv1hHC35YCu4OlQxWDwSSY5Wuw+rVUFGB7tPVZ3H57Hm7nqErqyn7l19x\n5IJB8kNl7N5/DO36kxR1APl58IEws9peYlHrAG+VQleeKuLNcnBHoKRfhUFEisAVn5tFc02GcmMM\nHHiD1kJwLcvDvMFkz2+foy/4HruX5dG46zFuXOVH37JF5X/ZewxcLkK1Ueq+1weF7eB0JsM63G4V\nutH0C+gro6OqE883XlQntHawufVWZXRIk2tvIAB3kAi5KDEMSva66ft+PYWFGhBK5mHIFE4/TXXk\ncx4u4XA4GoHrTdOMpX1+5uESlqWopgZeeAH6+hjKibK/EBbmQl6Xyp+UF4PBEnihHKIOWLYeCn4M\n87tVMaZT5WoIF8CuefDDC8Hbpr5b1wY3HJ8Df/VX08LtRRAmnFOEtohb5fiQcAkh25jysj7aWGVN\nGO0x/6cZGtl928Ucn/curvdiRBY4cb0Xw7VkrQqdsLDc/a1VxfjKYv//PMrQgT24jsJgGeT0Q85J\neKUSrjgKTjOH1pIoFfGcUmYumPnQVwn9Tpiz10lwTow1xxzsn52LdnyIqANy8vIB+ML6fu5/BWL5\nMFQMYS88uAL+/o0cIvNMYsQoaoYd7fDj5Tl05kT5xGvw7ioXh/oi/MP2PIhGicViCRfZmAN+swTW\nH3YSLckn1zlLrWp+9rM0hRqYv6SH0s5FlHzreVr+78Wc/z21i0W/q5eCHYfh4oshGCTa1kZOevt6\nPHTs/XEy3tnnw6j1YjyxJZFY0rfbhfbEtsy3x/DjN0huUWefNKTfd/tfa2I10raZGU/mn3HhnVNe\n1s82doNTfAwJNjXg3RYksDYf36qPqs9371ZzFnvozli4+GJ4+231v9Xuq1bB178+/PygjGs1NcoI\n8dhjKpdKOKy8kPr6YO1aaG0lcryVjn+uUeESNjo6DDyfDiS33LX6d9wr6OicXUQPvkPOa31E1kZZ\n+OMoR68F841S/uOCLu5/CXL7YN+fweIfgJkDZgyOXwO/LYVDB+Dut+D5eXDdXlV0DBjIgSEntBVD\nIVDGLF7x9NJ/801c8/LL9A9G8OwZoHFxlCuLisnpg4L9vTgHTMIXm4S90FoMlZEccDpxv12AZ9nt\nHH7nNY4d2kNlD0RyIdcFuQsLqVxxm/LosHbO0XUVfr9xYzL0IRJR39fWqnsYCCTapKPDwPOwkfw8\nE1k+PkzJcAkbkzsKxbdHYt48AGI58MC14OyEcGncwOCA4yuAD8GC6+FEIbT/Eey/Apo9sC9uYGjx\nKAvbP74KxnlO9BDc8OHNygVwBri9CIIgCMK0w56EzXIVTsdydT1V7qVRyip5agdVj0ZwvRej6tEI\n8386kGpgMAwVFrB2LQQCRBqfpXtBL3zuc/DyHooOg3MQ2gcgp1sp5T+7AGLkQDTK3DCE3BAFcgeh\nvRQK26D8XcA0cQ/lYBYVoOXNIZrr5EBlIf5aN/5H7yDHzOOTN+TwUiH0bFzD4u3z2HhiA/OfcUAs\nRsVrecx6Gdbvg39tzOOmEKw/CL7XY1x7zMGRhfkMEKM3D/pzYN9c+NsPw3PL4PVFMfa5+4n1n1Qr\nO488wuqXe5j9kzb6DvyWAx+OETm4hz3XvMTBO10ccR1g4GQXrc1BmpcU07nAQzTHqZTFvDy4+25o\nbyccNhJb4g2+G0SvrePOCzaiGyH86Ggrq2ndWJO4B0bIiBsX/Go7z5DBFUGgdAAAIABJREFU4Q+8\nL/O9TDcu+P10uENJo0R6KMVoiG4oWOOHricMVZXFlfSsWo6GG0Ihont3q2PtBqyxsmMHDA2p/6NR\n+MIX1GfpIUC7dyuvg8p4TILfr7Z3tCbIAEuWwH33QWsrYRe4gwwbE63teJtjx5Wxwgqv2LIFgkHm\nHlvFns1+nKUDvD0UZcet8Esv/PsFXZjA3depMHTPa5B3EnK7oOcCmP8MHOiEveUqXKK8J3nOaA64\nouCMwbIwlPbAYcdJLjlisu4/n6HncCf53X04IlFizjyM0l66Vl/DwPqL2f+hm/C86aAquIY5jjyq\nXl1N1cBH8fRfCD4fC3tz8OYvofKSqynvG6Rkdg59Gzy0eIN0XmimGmm2bk0aFq3NBKywttbW5D32\n+/F8Jzij5X8qeDI8B9yQyZNh8+bNife6rqOP9UbZVxziFsPYT3/Es+4enl8Ozy+E+56HFcch5AF9\nvzL8tRdCuwfybwTtO8niIvOgNQJlg/DmXChYBvuPOrhjJ/Dcc1YFkx1wDPUcKXnLaW9LNI3dbIQs\nZ4TEWYZhYNg+f+CBB2TFYxyIJ4OQbUz51c2xeDLYY3VPd/U6nnCwv+nnFNyR5v1obXGmaYlxs7n3\nELMXRvG8qTKpWy23bRnkR1UuBBP1WhyGTwQhVAZLOtUK0rNVcP1+cLjycMZyVNLF88/niaXdfPC5\n9yiMwr7zPCw82MlX1sVY1p2H75VBBhfPJu/gCRo10ENKB6IdgvPgeCk0LobX58PfvaK2/L74AMzu\njS/aOFUcrqOomGh/D88vgPX7ITq7kKF+E6erEIqdnPjKrfDCdjxPH8bRO8CuTxbyvm2rYM8eegt6\nKArn0HFJDM+eQk46owysGMLzyiDMmkXHxuWEfV56n3+O4vYBSltcODsjlJkr2bbahWuIRMb4YFMD\n3vvqU++VYRCq86F5daUjulwMdreSl+dO7lZhT84WNxy1EKBKD6Tez3i53U/XU/LBUdzcZ5iuNuVl\n/Vxi9QW/P6nz6zrdX6+j5IXWVE+G05hXYBjwp38Kmzap91YfticyPHRIGSNWroTt21Vy1p74TL68\nHF55BWbNoqc4H0dnF07gpQ2r0TQvmuZl4NknObz1BvaHQ6z4QZD6lZU8GKqGn/+cnp52ivOLoaeH\nnvABorFBCvrguUshDyjbBxUb4Jtd8BfPQVWnMog6gZ48GPDC7xbA1wtVmITeAkdnwZ+8AVGn8i53\nAu2zoewk5ERUsv5L31O583ConDTOk8ob4ajbyZycMvIKBulv76e0ZxA2b+a94FdYELlOGVqefFJ5\nJUBi/A0NHqPs/Dwii3JxvdEGl16mPKYyeSP4fOoza+cc615Zxub/z96bh7dVnun/n6PdtmxLXmLF\ndmw5MYmzm4QEQwJRwpZCATPQwtB2cGn7HaZDIe0UyrfTgui039JpOw390ZZpZ4ppKdAZaF3KkrBF\ngVCcBBKF7Itj2Ylj2bEtyZasXef3xyN5I4EAIQSi+7p82ZaOjo503vec97mf+7mfzOMeD+EyiHyq\nHqtj1ej5am4e/7r3Wop3GuB0VzIo6Z+3wel0jvycMMEAo4xhRsbj8TBs1GJQxTTEEobL2mSAr7fL\nTVIDKNOhr0xYu7GXxogNSobBMgzVPrAfgUs7dCQMuhFjFeDYRkPHMfyZ6ML6bo8fFx+CoVAWWZwU\nTDDOGnrm/vTDjnFzO4ssssjitMfEdcWJZq8nEq12O0bbrPH7yGQB7Xb8zz+FK7+fnr4OqvqT6IYg\nmSYY/EboMsOkCChauNAjJQn3uuAL22VX9jTBkAJ+fx54boJnliTE4MxgIH64kyWbvOQmZJ0ztc2H\nIZbiaC7UdyXZVK3jdaOfqEYyjQBKP2hzoHYyXLEH7vHApW1wbgLO74DcmKyjEjmgTUGyxEwyEaLv\nPAkWUEA3mCBm1BFLxjAcjTD5YS+Fm8KoFJGKKXgxcd/KAR78oZbBSTmEiuNs+6Yd9HpyBsP456Sz\ntKEQ1qc62bEzwHDxEVK33YJ/lYNYX4hVDX5aSyLkbtlOS2MdB559BIvXj8vZRPPqJlweF+7HV48u\n0jOqlDVr2FOXPj8Zn4xMcOZy4Wu00+5xAtDe7sTnWj3+HAOJF1vecTh4HrzvncdLFmcOJlw7hhZa\naK920feTRvrmh/AVevDNTz/5TgamaWTUPLhc8NBDo+uuSGT8dcZux1NpBp1OMu7nnCMKBq8X15Vz\npStM+nXmqlrytCbQ6XFYhGDA78fw2g5qOhys2biGnjVecta4aW59kMTWN3HbwO/34iXIT35yI64K\nPc/YJeCv2gPWKFQ/DJduletUxoAfoC8XXgvCUB3c8gZctQdsQVh5AGwhCOkkEXygCKJ2KWFPmuBg\nifjqaQGNComIEBObKsAUU3lpSgB/ZJi8SJyUAqkffJ+8Pemc9po1UFhIcNMGIVwaGojnQf50iNRZ\nOLxiAO/5QUzr9+DzuQiXMapOy5AIma40Xq/sM0NEZIw+MwSC2433Fjv+av/IeXP53aPPvxc1/Mco\n7vvIlAyKouiA54AFwBbg26qqbh7z/Af3ZBhTP+M78AQFL/aQzIPvLoaFXbDNJrI+fQqWdMC0haB4\noHY7JGMQmguB+VD4FvSfD0ockgnI74L8A5CYUY61q3RUdpQ2SxmX5ZiQzXi3Hscn3JboOFniU4LT\njEXL4jRHerz4HBasLv/bns5mPN4fskqGLD5uOO3n+sk0fswgswbIZK08HpHW1tePbpNZaLpcsuj3\n+3k891mqD79B9T4VQ7usU0z9MBwGXQr0BeAPwd0r4FsbRskFvxFer4SnZsCGaZLxGzLAT1oLmNcV\nJ6JV8cwoo761A4Oq8MtF8M3XVFzTtJT5k8wcGD1HrmpRIYSmQW4bdN40qvIc1MPQpfBkGK7YAoYU\n5OdDTi9ojNKZq+taqPkvUBWIaaQUNT8Kvkor9u4wSU2cVHEBGn+IgxcnUby1FFuH0L/RjblXpf0m\nsGwD33xQtBpISnCgPWxm15Eo84q19CzXUvFaIdrz5/LXiyLsDtv50WeeYNO5lSxO2vB43BIgpYMB\nJy5ZYzmd+Cr74Nrr8PtdPP1ICzfGbBh2eTEYbBhnpFUMra2yxmtupr3dSU2NE9/qJqyrmgFRMIwl\nGHQXN45XNKTXai5XMw5Hk9wL5zPqJfEJxWk/10810u0gM3A/vhqam/HbxIdkXvsweb2dHLkaalrr\nZKP0tQB4x5r9zLgc2cZiGc24W2T/zJkD112H664bcPSZ5TGvV7wYYjFcdlEt4fOJGaJeD4rCOluE\n5QErDA9DIkFCpyFBisNziijaO8DOSXB+hwqk0CQhbtASyzNhCsZQ43GSGlFenX8YAiYYNMChArh8\nv6gbQlrIS8oc77gUEgY4qMCkzeB4HlxVcg0aNMBANRy9ASo3wa6FsKML/B2wzCMJ4wsPaVjelmLY\nmod58VIOb3qR3JRKgTEXtT+ELqkSL9FzdJ6W4eWFmLxaKn9zlLVfWcHK6+4avVa73bTTjOWJA/jr\nIWU2MM129zgTzRGMjfHGqhkAHA6CD9xJvCIXtfswUasQpbHz60hV2/jLmjWsMt0i94TjeXCMvd8c\ni3A6DbwA30nJ8JGXSxwPJ4VkGIMn/qmOCx7by55yGI5CrU9u1L89Gy7vhV3ng3USVOyCyu0wXAYV\nHsg5At7LYNLLMDhLbnhDtWDu0KApKhVZU0Yq4/GMnuxMz9WxGDMYRsiE9ACaSD6MJR7eER+FYcjH\n3KQki1OLoTuuIbF53cj/ukXLyf/xaFOZ7GLk/SFLMmTxccMZNdePlwgYW8s/FulMlssuf7uaHLQ+\n+iP+sDlC7yF4oxzemAJXHIbph2FPDVy0RdYwi7tgXo8kTfaWwMw+6J8BF3wWVnSAqRvm+rTMGDRQ\nd1TFFFcpCETRAAlgR5mYWe8ohUgOeHKhOAyuGjm0UDXUW2GJT/7X74HyTTCwCG6bAV/cDMvSSVBP\nEwzOAfNBMB4FTxHUvyxrp180aLh+e4riEHTOr2bS0W40yTidN2o4HMmhzJ9ANyePlMeInh4CORo0\nsTgVb2oIzk5hfxg6rRrIzWVPCbxii5JcNotzdxuozB9g8KCOWRsPUhRKoUvB/sW15CTAvvIGXE0O\nntvdnHZ6h0avhUJvMx2Nq3F5XBS/2sKVT/rx2C3Ue8FSV/827wWfazVWl592u4saj2Pcms53u0MM\n3jKnf0Lpq8thx+HyAGOCwk8wzqi5PhHHIiLHlj6M3bTJgaNZvEVMCz6F955z5QmTiciftzOz56yR\n/1m5coScdNlhfqF4I5haPfJjspOz0TOaFc+0fwVcziZcdrA/vQFPog9HfSOORzaIieEDD7BbPcrM\nrihEo/J+drsoHCZHcfjTREU4LL+vvx6X343jxQN4Ks3YDw6QyIEd581isrGNsr0V7BvYjzWYossM\nBTGRq1siUmZVGYBpPlEfpBBydFAPhgLwfhq2tcIVh0AbFgWDOSFEZSIFiTLoWTlKdm6xQb1X9h/N\n0WMIxwlaTegiMXaVwtSiFFsXmFnUkiR3OEo8keLI35uY9OckRiWOLqSgAMOFuRhULQZfAPfjq5m0\n91Gi4U5MuwY4cqOZosg8LIk5WL/8wHHPtcvZhMPZPC5G6n6sSUwznU7a01UsmbnvdKbbfr5TPHWs\neOs0i8HeiWTQneqDOeVwufB/82tcs3UfMQUWHIC8uLD9Bem5dM5umL0fDv8DHCyGuR4oaxOjx2AZ\nTI7D4GxABf98GewqKaLaANv2Ps3i+nqZ+JlayrGyl3cbDOkBmiEVTljJkMHJYrDeLTszccGU+YxZ\nRUMW74IMoXA8JUMWWWSRxScOx1EzjstKZQIPh4OhhRbyHQ4cAPWN1Nz4rzi7I4TLYHq/rFku7IBd\npVA9AJXDQjE27oGisCyyjUkhC0IFUL4LZu6F21+AhxfAjICeqiGwDaZw/tNM7vrNblpn5JEK+PHk\nq1QlxJvqnE6RlwKsmwZXH4CpPjh0OYQNMPPfwV8LPQsgosDXD8OWOpjUD7MCUPEo1ESh/zwITwH7\nQxCJi5/DzJ4Uf5kOZx8BW18POd0xQrlQ8WiS0uIgOYegvSBC7aMm9BFovxlq/ltD2KRFnwSNAraw\nFlNCg6cwifOlJKHCCNa6RlKrf8pbDdMoX7SC2Ib1BM1GZtY2jHznDruDGa8388ccD1cDwc4NMJyg\n2uXkdr+dVw8ZsGPB7vZL0ujZZ8fVU/tcq/FX+/HfBKxHVBYWsKa/K5PJPu70Z0gG9/dvpSWxAwfw\nr9+pJ5Hws/isOlghY8JicXziVQ1nHCaup8euncc857lkLpYvfQlIK1s8EbDbqaEJHA6crfU4Z6b3\nk1FAZUxMHeBwOLFaHbR3NDHZ6pDn7PZRc9J0S0YAh11ILmeiD+cGHdTbodZL4D++w9YSA56ppUTz\ng8zb3ovGnI+/7zAts1U8VRaqXw3QVgYX79NCIoFreBeVOzohmWTKwV7iJkhpVepef4v2m1XKntpL\nrV5BiYNuOpjfEjKg3SJ+MbagdIjQjnHiM6SgQyfy9q2zoGoQApPEXFZVIKmTbjmD1UJedl8Mk1+E\nRxfBzBchNwy6SQVoe0Ksn2ZAH4nRcFDFfQ3wTJC/lcOl+8U40tCfpP+fi6Cujsq73qBzoYFpi26T\nLhtOJ7sOPUv1F24k6mnBn7ORonNvk4O0jDmnGWRIRp9L1CDph30+l5hjNthpb3dSstCCxZImiFpW\n43K30NB6GKetGUeLBUfjBD+XsTFX5v7xMYy5PvlKhvQNvv3P11B8YwtxFYqi0JMDxRFYn5YDHs2B\n/bPg/DcgrgW/SVqkAMwZEoORwFzYEoCLPFIHqamcQvOsGE13PT5KLhzr4nKMQTHCch+jnOKD9j/2\n+VxYt/HeBuPKlVKfNHIgruO//jRj0bL4eGDojmvGKRgyOKMzHh8AH76SwQREP7S9l5VV4/V6PrT9\nZ3H64Yyc68e7X2Yez6xRJmS3B+fXUbCvg3ZjhN8sEgJAk4I5vdLSrWjM1OzNlbplDRBVIG6DnriG\nAwUpVnQq/PJcDV/dmCK5oIqcrUdwXT6LeS9u50/zDdQciQCwyCvtMJd7pJW3ToW1C6E7AdcfBU0U\nhitFkbDeDrokmGrh2vnwhW1wx2vgywW7HyIaMGogMBsSvZAYlONzOpC2kWOgIu3res5ViJylYjyq\nELMppFAxhDRM+Z8UUZ3CM3Ua/m5nimBRCnMfeGwmqvoT+M5OkNufR07QTLDIjLnrKNFwkHhtDcYB\nL3pLJUMX2+m7zoblzx6cDvji/mFKHu0kvhJqTLdAayve2AC2XZ2j5a82m6yJjnH+2l1N4w0g4Ziq\nVI/fQ1OLB5xOPM5VNDW75fVZJcMnE8eSs/f1wdNPj8roTaaRtfZAoY6iQELGWk8PILFFb5GJB289\nFzwecofjfLYzH3vEBJ2dhPNz6LHqAfDbLLirDNj/aRaOs5vHxyHAwLLFFN3776NeI3Y7Lm8rjofX\nEztvLoZdncSDPegNVlyThqWMYmBgtAWmVsvW0iTzvZDMV9APqQSmwdG4mZqeKCldHG1IDGinz4Cy\nl6H7MijeDCb5OBxsAt1OOHoUUmEImaD+CBTEx39ND8+DmkEhFe6+BJzrIZEr3XT0g6Pbxc2gDwrJ\nV/UoBLQwaIKSICgVYO6AIZPCwCUqe6fD1AG5boYMULEJiY0QkqPjlhxq/5hLMN+IIRhGDQXZfeEs\nvEEvtTEzwW/cyoxHH8V7/+XHnK+ZeM3Vspr9ec106RsBUUnV3yCkwbi5PqFkxmO3YG9uOXED4QnE\n9OmC09348cNBZrIBOJ2Ymg9g0kBheu4Uy32VZR1iFjJ5GJa+IdIOfUoyAvP6YX4PkIKYGZQkPD9X\n5IWHisG5QoPHnMB11w243C1yY5koiTpOjY2jefzxZV7zQQkGSLeWORFjkMx35HRKG5Yxx/FxMhbJ\n4uOBYxEMWZzOiDLqXX/yf3p6Ok7hZ8kii48IE9cAE9YmI23jxj7f1ESB1UbMEKEqALe2Qn8uXNgJ\nN+wU40c1vXrT6MFbCKpepMdGFQwRqO1LsbJdQUmp3LxNIaaoGHYeQU3EUbdtoyiU4ot/i1AUlnVQ\nfgRWeCRbqEuvky51g90m5RZ6H1h2imLivE5YeghmdII1vZbKj0FFEF62gykFrfOEVCjqkyxlLB9W\nvT76MVNASiOPR01g3qdS8icw9alM/iNUPaRS/qwedDqCZgO/m53ggDVF59Xw2LVg1UXo+FyCwbla\n9tyRJDHcj3kgCIrCgFkhd99B+q6zEU4cJj9oGyEFLuieg/vZfRyor0O3YYCug9uID3mxXXi5HFgm\n+xuJjP4/EdX2455nh10k0I5mF00tHlGpOpupr106sqnlWBnRLD7+mFgO5XBASYmMp0yrw4aG8Wtt\nEG+EdGCv+Y+fYUsYRUYfiTAptxS7xS7bzJtHTjSJvd5B8+omSCZp2hRj/pvmkX36Gkwjf3fmxOQx\nn2uk5t/R6gWtlkTnTqLxHjQxGM7xsbA3Jn4M6eNQgZgpSW+llBOoqPTkQsoMFV1BSMXRheTw19nF\nS8HzOcjfD90rofN6USJpVBi4EbzniAfDjD7w50oiN5UOS1OKXM9aZkgnmzv/BuFyMPaPJxhACMlD\n58v2w1Ohvx5KC8CQI+RDUgOJKSrqgELPDg0osHW3meg6LfmRcgCU6mr0FyzjL2dZoa8Ps6pn1xWL\nUVSwHfDiLTFh29WJ7Yk15HTGsPzF8/b4KO2z4vO5qPa3cE6JBTsubp/vGCEYYMJcb0l7t6yWbjcW\nc8loB4rjxVzHUsScRgTDu+HMUDJYLES/dw/bDIP4cuFv1dLCclgvZkSbK+CNCvh6q9QMuctEHlgQ\nk12ktPDSNHhlqkh9uozyuNVYiGNHkPqSOVIukTHueC+lBCdRFeDzufBvax5ZtFj8dqx++4kdS6Z2\n60SMRU4zFi2LjzfOyIzHScCp8GTIej5kcTKRnetj0NQkLc0iHgAiDXYiDXaRzz/sJvX/vod3mp/J\nG1VSGrj3AlEBZNJFKtCbA8o8GDoIu6zw11nw6xZ4ZhbocsTFfdigIZVKkVIhLyGL/rZimB4y4amP\n0N4tNc2FcVBTsv94ISiD8JoduApogcIonO0dfe/McXSaoTwkxIQK+Exi7rh+Jiw/KMmZlAECM0G/\nDfLj8tpI2Wi2M5OdVIFoGRiOiiFcfyFM8sP/vURadqKCvx4+97+iuIgr0HcZlK4HNabgnw76Tg36\nlIpeURmoM2LM0WL12sBsJp4H+rgBV24vZ3njVBRUwMAA4eIEOVEL7NoFpaXykyEXxmSeM2ujdzRu\ndIlsutndjN1ip/G+Fix19XhWNZ2UJNJ7wvHWaqdgDXdGz/WJ63qnk6HXHib/hXZRtbz2JAWbdgOg\npFSi06uwXXkT/OQncM45eLat575/u4yE62W+c6AcjymCfUiLvSMgRo1VVbhi+7B4A9THrFBQMJIh\nb7e0EDA1QnMzU99oY6CymKEbdUz5ThsWQx6qmkRVk0TVJMYkxM0pjGGTdJwoKIDu7pHzpmpl/mbQ\nbwLtDMjbDs9cDlsjEh8NzQTdEDg6wL4DalWIFYphbHAqaMJS8lD8JljTbXbtAdmnzwA/WAazjoJn\nElgVmNcBy9tExTARKT0EAU0VGHtAl+6+iQLRUjD1Qs/CXPKODJM/mEfn3GG2D6joLDrWlZu4eX0Q\nQ1Ex9tpzaJq3iWZXrby+sxNCIcjLYyA8QFFMCxUVEAzS83cWyj774GiZy6omEn/bwOHcBPEKCzYT\n6M7xs8tQh8MDmm/cdezrw9gk9ATVybEwomzPmAa/11aXx9yp66TP/TNTyTAGbhu8ftXZTA7DnKNw\ntwtQIWqEkjhcuV9aQFnSxHV9j7DynkIIa6U105wuuGYrVPXDv+yFzx6Cak8AWyAJe/YQfuRhuP/+\n0QvLqlUnpgZ4Lyf7XfZntTqErV/moMbjEPfjd2qLkmbTcDjkhupwSEvOsUzssV6fJRiyyCKLLLLI\n4tg4kXt/UxM5P2rGahXDwEiDnZoaqbGmvh6NvRZVVdhSo2WrHd6shJfsogA4Ug7RHLCYwLIbqoZh\n5T4hGACu2AUXvSlGkApQMGUar9TAzy/QcDQPugoUDhqFYABZIx3OTbfyBvRDEJ0KddOhfAhqZkNp\nunw0pYO2Eulv/zLL2FIOT0+HYR1sK4POQtg5CezdUmaazIHOuaAoEFoBgXppPRcpkP1FNUBEfgeM\n0BcR8iBghOo+yE3A/c/B1W1wfRv87BFY0ieEhH+S7GtolpahejCgkp9SMaZSeEpV8vsiKKEIfWUH\n6buhhqHhCJ7efUTUOOaObjyDnRAMgr8fAN9SM1xyiayNMuexoWH8eXW5jkswuDzyvMPuoLmxGbvb\nQ70XyUS/S0DxQXHM9ufHe7+sUvXDxTHWzImh9GSzWLC/sF3KJADrv3yXoj2H5DWJBKxfj90Pv/ra\nWpo2xfFoBnHsCDKl7agYL8ZiuAf38VLpEADO+T6c0w7x1xfvou+xO8Bkokx1U31XE4ZIHHtjE+bF\nS/HnAt/8Jsqic3mrIM6uKgMaYy7aMJBMwvAwQ4EeUFVSOmlHqyQlcE9pIWqFvEIweSFaAyt2w53r\nwLkWLG64czssfRUSKhh6xLTR9hxMeQJyu6D0T0IwpBAVw1tLYcgIT84SggHA3gsON7Sb5P9IsZAK\nAPuskFAgkQSDFmIBiKvgXwDdlwMqGAek1KvszWHyeoDhYcr3GpkT1jNnT4JlQaiJ69lR4OeGWjfu\nqVV8o8bNLXUHcM0xSweNgQH0aEEr/hNotRxZcHj0nK5eTeGeNdT2JrD4I1yir2dul41Ig51rv7SG\n4lcjb78+3Hrr6OsdDrm+uFzSPeQdMDKnHQ48GUHVO8V0J4JTPPc/+SSDxUL9Hj8Ou4NQjgZrRFxZ\nI3p4rEFqdVQgahh9iZv59JuEadOnQElBybDU/VRFoCMBsSC4J8NT9eC8MIUxCdx++7gWMv/16v3v\nfGzvlVE6wcFxwlK8DBHicgnJ4HKN1gtliYQsssgiiyyyeO84lot8zYREz9hFJ+Pv25sHnuD1qzoJ\nTFEYvjKFpUzhmcd1lIYBLTz/FVAtQgjowqCG4Y9XKvzTFfJ6BZEmRzVgiqRwB9tQVJhdmMIWgryp\nKuqFUG+W5MqF3TBZFYmyfz5EbNKy0vyq9Kb/bQR2FshaKWmC5nPFGf4VHGypgsa9YEqALwdWN0gQ\nsaFKyiVCMSjfDLEisK2FQreQD5kMpDElCm1DKr0e08DWSvl8uydJYAGgjUIwCeZuUT0AlPTA5L9A\nMpzE+qZKygDamIImCn+YBrqoHjXPhLFHxbhhN0UHurAParjotW7MtslM9g/wfHWAaGGCIbOXgXMY\nUXS68vvHt6YbK2meSBisXg1NTbianeOetzc2jXYDaHJ8qOuqcSTDxJKcLKlwajHmPA81LcV310oA\nfA0mos3/MfLc4OKZAOiHk/KaNWvgppvwG+FHl+WRyDVS0OMnMRyCWFyYumSS+oLp3P0KWKLgXK/g\n3FrIlWsS6HaqlNy3gcn3tmJ1+YmWpti57V6Uux6GOvA8ci/PdmzAZwLicXbVwo5KswTUikJMn8Sb\nBxHkugJisqhJgsYvyoGIDfI6oKANTBoYrIClvRDdAy11YI7B89Mg5RWi0NgDRa9JsJnpJFGXgLw6\n0FugaT989jDYhmBFO1inwpe2i4phj25UzWBIiVrKkAJ9HAqDQAysW2BwsiiovDlCMriq4bAZfrXE\nyD0X6mgvL8I2CK9pwujjGj7tTvGHX/Vw1oZdfLcnlxt6J+HYHRYFU1UVPTWlYDDQM7uHvZ/rweSJ\nsP9rWnpusIHbjb9BWJBab0zmt81GWfectydoM/OupET+zhh3ZuKsMf4MwLHnqctF+FtNePyeUbX5\ne8VHOP8/+eUSGdTUEPL1khsY5o6roakNqnohr19uiNaQ3JjTijwgngK8AAAgAElEQVQCJpksupTU\n+PhN0JUvrqg5cWkT9avF8ODrkBMyowaDKOvWiRLA7QaPhxZ/K42Nd42qBSaSCidSKnEi5QvHe917\nuaFNMCR52+5OgiFlFlkcC2e0rPIDIFsukcXHDZ/ouf4u92rncgXnOnX89seTsq9aBTYb+yrWUvUw\n6JMS1B+cBoFK2Sxmgt0NMP9ZKNsFRxdC4TYoD8Bz0+GcI1AehL9Oh9yYJE323wzRZxVenaJyeyt0\nzoT5W8AcF3LBsk0yh6pOJM4pIFQCewyg0UB3DpSGoWUJ/N2r8CfrfKYWbOOIERoOiXO7yw63tUJM\nK2aPGcSsUoIxXCRO8L46yPNAshByDoJWFTO2J8+DqzaBQQOpuAQVIGTDejs4ukCXLmWN50kpRqwE\nkrnyWEQHR+LwliLtMxNmuPAwnD8I+W0i207ptGDUEZ2s5QezojSdpadoew4Dc8OcdfR6fPVwv8eN\nY9Vq8c86lsx54loOaLZ4aPLbRwIMT0szHrcLi8mCe2U9nnr7ibcnfyccY+wcszPZRNO497OWfJ/4\nRM/1iXi39bbLRfjzF5Pz5e/I/x4P1NeTvOMbaBKj31HCqOHJWy/h+p+upa1MzwMNGu55TQ8VQZmb\niozfvmsuo+zJtQxrIc+YSyosrWYUIFokGf1AnpY2KywMFdB9ay3Rn2/GXjCFgaCBwVQbKYOGclLs\nsZWyVd9HfZfKvD6Z89qUKLghbXKvSmm5LgXBaUIwgBCCqhY6cqEiBqkYBPVQFJP56J0GU7ZBXw6U\nhGUfKSuEqmDYBr5KKGqHrm7YrofaZWBvBXMADsWh5jAYExDVybwuMENOj6ipQmfBQCHY2qWECkRl\noe4R8gUFBhfMIb57BxvLpavgi1PlOnNBJ1zQB9+5AhztGl4vU/i3Z5NoSsth7ly8m17GVlSF6+Ja\nHGv2sNl5mEW3moQsaG6m3b2Kmvu8Ytjp90Ndnfyd6QCSUShYLPJ/Bo88IqqGsY+NnYNOJ64mh1w3\n6u0jm8wwepj8nx65Fr0fZK5XH9L8f6dyiTOHZNBoePR2A1t8Ua59CR51wOId8Nk9cKgIanogrJGa\nxNykwrBZj19NUhkSZq/bLMQDQG4cFvjhoA2mHZSbP6SNUrSwZo6ROm+CPTYde2w6SpZcwpe/+2fi\nOg36F18ePdlj2eYM3snY41R2dZhw0XzPrTWzyOIEcUYtRk4isiRDFh83nDFzfcy92lWjSH96H3is\n4PCA46F1x7//u1z417TQGehEX+zDuhVK092tuhZD7VPw+C3wmYfA3AlxEwRnyEJ7vR2ufBYOGfTM\nez1ORwHkRqHQJMFHwiyzOqcLTH3wwlxYsV9mebhCgvDDZtg3Scwg99ghfAUUbQLTXsidIpnJn15i\n4sb/LWPPJDtrUnYay92c37kNU4+QDJYw1A4IeTFggqKIKCBULWjTCZ2hWsg/ICWpxiQk8kAXgnW1\ncNEB+NkSuGkbWIOwpQwGc9LfkQp5MVjcnf48ERiuhryDMDhPNrFsk+NYqIeeT2lI5KTI3yey7vBR\nKI3qUeNxegq1PLgIrrtQQ0VLEu/XzsLdl2Dj0AAWZZ50h6j8NI5vPjB6Xi2W0YTM6tXQ0oLL4qfZ\n5qXJDc1XVdE060YcLW6w2/GvacGyshGn3YOzqfnY4+UEgtTjJajGdrPIYMTd/nj7PQVryTNmrsMJ\nfZ9DTUvJb94wPtsN4HCgrl9PpEJLziMv4nzkyzif6CM+GGBnnZVZh310/R3YHz72fpMa0NVMI9x5\nEENCJWLXktdrYs1ZCq2lUZx5V+CbEab/12sJGmSu24KiPEoqkFOhR03EUVQwdotyO5YHpkEpZxjW\nitoprpUEqxaZq0pSFElHl8LOLlhggvw9EFNArwpJcfCLMPUhec9My0qNFhImSBqFDOm2Czlgjcjx\n9MyEil3w7RXQboWfPyeKCF1Krh9+vZS9vzkXqjrAVwglk2DSZvk+XpkiprSKHlIJITZyknIM33OI\nr01rlYaAIcUb9eA3KgRLpvLgg4eJxqJ0VxUC4NVH8euTrAxXsGWVhwX/omV4MgTO1hCpt2FZ58O/\nSI+l6iqs962Bxx8f7eLR3Dx6gsb6KXg88jsTAx6PAPR4oLmZbz3XxKds4Al4sLn97Kmvp97+Hrxd\njkUspvd9MnFmkwzpmwCvvAJGI0PJCAmNTKRMC5WHFsPNm0bNSFLAgVIoGIay0Ogy+5VqMTbJINN6\nyf/ZaRQ91sb6q+fj8FukrgdomrWP5ua0POa++1DXrkVZtkxYrpYxbUsmMFnjfsPojeJUkgxpRm3i\nzeuksPBZZDEGZ9Ri5CQiSzJk8XHDGTPXJwZ3LheupuU4POqxM+Fj1Y533knCvYWEmiSlSibRpANd\nBMI6oBj+thAca6DnvPTiOga9C+G1YbhqL3QVgV4HFV5xfnd4RKbcfhNMeVhUCZoU/OtVcOcB6F8C\nBW9B3iEw9IImIUoJQ9qnKpY2a9AZ4IUZ8MvPwFP/Ck7u4ZJF97Jk8/iPH9aKqkFhVCKd0kFQM2qo\nrabXYSqiUvDZILdPAhlVkce1qrxel/kaq4X8UBQYngxKXGTdO++Bqkcg7zB0Xwn2ZugohMoo6DDh\nnhmhIhdemgGX/QGMxbC91MimnChTh/XkDsaZEoXYlzVYB2qIxs04azysLGlgT23D6LrnOMkh91WL\neez8GH/vgpa7GiUhk16vuVfWU7/G/c5q0Hdb242VX48NGsYqZcYmgt5tf1njxw+O96sMGUMuJD77\naTQDIZSkkHBKEu5doeV7Dd9BvfdegnY9qZw4hgEh1PoBe9v4+aUirR7jevCdD6F+DQNRFX+Ohg0W\nLdcNTaF6aS0BbwNTfvd9jk6aQziyjfJ0sXzn38Okl0VVpIkBqdH9qowqGDJzMBMnqcD9DdBvAcsg\nDBqhaQvUBEbnPEgHmdBUUTYk8sGyFVJGiBRB2C4Epm5I9qcBdtjhCbu89vVK+Psd8Ma58I0/gbII\notuh1CZzf9MQLO6CV5ZCi1mUSwGDdMq5b518APsAHCmAs4/AC3P0XLo3zt5qePgcUWAcyoWGMAwm\n4YHfCSkcNhtYvaqBRq8XS52JKZ27mbpLwbhToXza9fgKPVifOSwHaRazGl9TPdb6ptFxMHaMZAL7\niYqoiWMl3WY0A4/fg72xifZqFw938P4TvRMVTSd57p/ZJMM118ALL0AoRBIZxH4jbJkM22xQ1wfr\npolp0pwekeVoUjBkgnzgqBYseTDlIBzNg9IQhPUi4dEhN8rYwmo0Wzu484/LuK/VTnS9G0tdPU3R\nP9L8WJhwjg5TZNSiNaFV0H/+H2TgjZWxZH4mkg9jbzAftlfCcW5iWSVDFh8WPvGLkQ8JWZIhi48b\nzoi5fgyCAacTj3s99sabRh/3eEZNl+vrweEg8uVrMP3Xn0c8ALb94FJ6lhhZeH+QgA6OFkKVFQ4F\noN4jWcWoCjkJ6dagDIM+As/MhU+7JVh/pVKSIyri9m5ukyz/mnNhWjdU9IAuF3SDsKJNAgRVL0TD\nYBUkBiE/Cf0qvNEAawukc4XOCJXxchqVIyNZ1vZC2feV+yCZB/k+USkk04FKWAt5Y9zqQY47qUDS\nDBEtvGCF6zfCLxbBZ3bBjklwVr909nKXwYIeQElnUwElIeUdO2+HqudE8WHohaKtsj6LFsH+QdAq\nEpiUDcJQPigxKIzAQSuUVYJmRloZkQJjqphfdQS4ub+a2k0HhCT65Z04cme9zeHd/fhqAv/3G3TP\nzqV2H+yYaqa9WIs1v5T6iIWI2UTrdQ1vS9Ds/1wN/W0eGlbeM35MZLqUvVMQewwSweVx4fBwXBLi\nVOOMmOsZnGgC8FhdAtLn+cfa9Qyl4LxDEpdYomDWyhxu+2eofQB2mOHsHvAUa6nuT6IAm+0w/6iW\nSCzJ4UlGKuIxQimVXWaY3wNvViqUXqqw8EHxc8h0gLFGxCdF4wNMYtTIhG4SGbLgZbu0twU4YIWa\nsGz3vSVw9wb4ciP8dD+EjsBzM+CLf4M3y2H71+CL9wBRIQwhXTYVFwVS70oof1qICE26LCrTueYe\nB1zcBr0l8HopXL0LygBNSK4lfVbxibn2AHROhopu6VzjaILn/yS+LZo4JHRSXqUCu0qh0yrqqgET\nbKqCHaXw4+dE/aBR5aezAL5/32V49rTSeIOTOVseYObPw3TNrGC4MJcphcNM+/V2KCwUP4ucHNq/\nU0mN3ckv/305X312Apn8yCOwdCl4PITPtZPzqabjl8odY377fC62BXj/Cd4POUF9ZneXuP12uO46\nnpsHd38KjuRBQRResUMgBz51AG50i+FIQRSmDErtTsgsBMP8HqjskUFfFpIvzBwflQMpSXh+Sg93\nf62cszea2Li2hV5vGzz5JP/YmhQH6Qo7ilH6XirTpqG/+NLRLg4TbyZjvRsy22TIiFOBzACHD+5i\neiYia7CURRZZZHHmYuw9YEziwF6/TB5rahq9tzudo2ZggPa5daPbAKYdsOSncfKHwN4HszphkhsW\n7RfzM01cCAaQdpDG9MJ6+Q4JljVJqWUGWcNowrLYXtoD338Kag/BpYfhop0iM85AE5duEfkdoEbA\nMCidKi7aBDdvhMhs+M56+Ie3jlD55OjragLw99vFLFKbJ0ZtYV3a1BHYXDm67YAJvHkQGoJcLwye\nBaV7YWa7vO76neIpcfFB2a8CLEyvxVBBNwyxHNBExUei6gko2CElEbbnRIKtHAXtPjCFoWAQ1p0v\nJa2Pz9JyJB+6C+DsPoVpmzTUPKpHVzuf4uH5WI6UMLU3QYnGjG91E7hcRPbvBrsdF55xa6Pqy+qZ\nFlYoTBmYbS2hzmbj3q/8gVW2RhzNLlqva8DJKMHg88m5TuR1UKowfr01Jov5tmDjXdZjDrvj7eu3\nLE4vOByjUvXM+bSI+vmivdLlrnUKVEd0WCKgjSqkTNATgR8sgmdnSBAdIYmrGnxGaJkNaJPkxWFa\nUmU4rGIbgIs8UKiFuRaVmX9RCRcmSZiEOLBEhQzUDUFfLkTK0/NqAgGYiRpfsQtB6DNCURi2fhGi\nGdN8Bb66QbatPAo3/U2uPVN98JkfwnAxKDp4qU62T8Vg6Czo/DwMlsHBJhicCwPz5b0i5fL7isNQ\nE4W3rOKPt6QbLGUSd1UHYApw01ticDurDcKKkITXboehyUI+JoCIIsc2MAWmB/V8qk26WfRMhpoQ\nXLNHyNqNlUKEaFW53lT+71qcHjs3PdjMuc/qqHjwDzx7++U4mpxMu3+TEAw2G747LqH9032wzEF7\ntYv9k2Dor6vhvvvkgzQ3Q2X6wmcy4b3Ffvx5PDbBDCP3Bav1AyrIP8I47pNPMgDhpx9h5Vvw/efg\nxTr49yXCiLuq4e5b4VC+3PAiOlE5aFKQN0uckp+dAT1LRdoTLBDGvS9dG5gwyxe44qYfsmrKXDwW\ncDQ5sXeFOJoKcp4vl6E9T8vGmZ7LZjMcOCCZi7HKhbE3kEzNjt8/jmRw2U/RFzb2eNPIlkicILIk\nQxZZZJHFmYcJjv7hbzWN/D1Si5vZbuz2Hg+RFx8nXiH33HiFhfjnGok8cj+vfvUKfvzXu3DeJMv9\nHRU6ArNhoMEKQP9FeUSK0xl9wD8PhqfAxgWwzw5dpfJWv1kAP2uA5ID8n0hAcDqYYvD9xfCv18gO\nvrMc/vtsiTWMSejNg/XThAyI62DtZLCEwPYGvDEL0MPha0WNMIJSKDgLzP2g04I5ARGNZEAB3lgu\n+++vB4sZUioM6SG3F46YRSGaBOIaeV0qHelkFqu+BdCTB6Tg0UrYOA8e+jfouhDa6qH1clA04C2H\nYaOUZ8Q1cLgAFqTLOhwHkljCMNcLpohKtDDFoD2OZuN26Owk1X6AT4XB0hcUQui3v6XuUBiPq0U6\nALjEB8H9T9ew7ZomEiktb2kDBLoHcdXaRhQEL56dM/6cAwcf/Ac8NhOH8iW167GZ6Ho+zdS0th57\nDTExSHi3oGFCkJLFh4wTCeImKkwQ9cl/uv+DoHsz9V3ppzygRBNSPpBXQLzSjGV/LrftNGOJa3np\nYZgSEGNXXQpudcGbhUIeuAtjmGLQkS/70gels0toskpsSMq7w2bJ1v9lhrSbLAuJuglgaKr8zuhP\nVOD1Cvk7J12eURSBssdgx4Ww3AN9ZqjUSLeYqBVSpTBUJV4Ob1ohOkVIh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CYEBLlIALEo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lxhbBEjQxptt63rybhaXGyIkUEQBEEQhFEnMyY4Z94w6spfzGRmqPrMxU6YgsHBjxGE6cRk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\n05sWZypeZ4sooogi/rJRuP77fFI0nECJDxxaS8AP/uYAgeYm3N9Yj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SwqjDEixuNcge1F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\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cAa5XIDckxIZjTOIRJUlu6MbEO29qv5y3JQQHa2D1MWj/uLTj1HUHsYyGATCWT6f30gVQ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5T+9R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\nH9O3VoKq4krXM57xLN/HBZ1g0PFJx0d5jecOzu+5RwwQjx/H7Ye8PivHbAM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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "scatmat(df_topics)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## That's Fast! \n", + "What happened to the **GIL**? \n", + "The gilectomy talk isn't until tomorrow! \n", + "Can Python do that? \n", + "With `numpy` and `gensim` it can. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's that sound I hear? \n", + "That's the sound mof your fans blowing *hot air* out of those tweets! \n", + "(check out your system monitor or `htop`) " + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1.90e-02 3.54e-03 -0.02 9.03e-04 -0.01 0.01 -0.02 -2.24e-03 5.41e-03 2.12e-03 2.69e-03 -2.47e-03 1.07e-03 5.21e-03 2.56e-02 -1.78e-03 -1.06e-03 -1.95e-03 4.43e-03 " + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweetids = pd.Series(range(6), name='tweet')\n", + "topicids = pd.Series(range(lsi.num_topics), name='topic')\n", + "pd.DataFrame([pd.Series([x[1] for x in lsi[bows[i]]], index=topicids,\n", + " name='tweet') for i in tweetids],\n", + " index=tweetids)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "lsi.save(os.path.join(DATA_PATH, 'lsi'))\n", + "lsi5.save(os.path.join(DATA_PATH, 'lsi5'))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "lsi5 = LsiModel.load(os.path.join(DATA_PATH, 'lsi5'))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Python', 0.65726304271525138),\n", + " ('RT', 0.37730218261284065),\n", + " ('to', 0.24256210419921637),\n", + " ('a', 0.2425115388559333),\n", + " ('in', 0.21979729720296687),\n", + " ('python', 0.19540522901071722),\n", + " ('the', 0.17746464991064059),\n", + " ('and', 0.16362893535605519)]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# for topic in lsi.show_topics():\n", + "# print(topic)\n", + "lsi5.show_topic(0, 8)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Python', 0.65726304271525138),\n", + " ('RT', 0.37730218261284065),\n", + " ('to', 0.24256210419921637),\n", + " ('a', 0.2425115388559333),\n", + " ('in', 0.21979729720296687),\n", + " ('python', 0.19540522901071722),\n", + " ('the', 0.17746464991064059),\n", + " ('and', 0.16362893535605519)]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lsi5.show_topic(0, 8)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Hold onto your hat\n", + "This will take a lot of RAM! \n", + "(and CPU) " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "tweetids = pd.Series(range(len(bows)), name='tweet')\n", + "topicids = pd.Series(range(lsi.num_topics), name='topic')\n", + "# `dict()` keeps track of the columns for each topic, in case the lsi model shuffles or skips topics for odd tweets\n", + "df = pd.DataFrame([pd.Series(dict(lsi[bows[i]]), name='tweet') for i in tweetids],\n", + " columns=topicids,\n", + " index=tweetids)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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-3.41e-02 7.00e-02 2.24e-03 -0.03 0.10 1.03e-01 4.00e-03 0.03 -1.28e-02 2.59e-02 0.06 -0.04 3.56e-02 0.03 0.02 0.03 0.05 3.59e-02 1.32e-02 2.59e-02 3.40e-02 -2.45e-02 0.05 2.24e-02 0.02 -0.04 0.03 0.06 \n", + "\n", + "[183070 rows x 100 columns]" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What's with the 1.43? \n", + "Aren't they normalize? \n", + "... Nope " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'df' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[1;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mscatmat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m100\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[1;31mNameError\u001b[0m: name 'df' is not defined" + ] + } + ], + "source": [ + "scatmat(df[df.columns[:5]][::100])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "num" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "with gzip.open(os.path.join(DATA_PATH, 'tweet_topic_vectors.csv.gz'), 'wb') as f:\n", + " df.to_csv(f, encoding='utf8', quoting=pd.io.common.csv.QUOTE_NONNUMERIC)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We built LSI topic vectors for 200k tweets in a few minutes! \n", + "Lets look at the TFIDF vectors for the top 6 tweets" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " And Architect Boa Django Engineer Full Jobs Manhattan Monty NY \\\n", + "0 \n", + "1 0.62 \n", + "2 0.6 \n", + "3 0.35 0.31 0.24 0.34 0.23 \n", + "4 0.25 0.17 0.13 0.12 0.66 0.39 \n", + "5 \n", + "\n", + " Php Platform Python Senior Software Solr Stack The Watching With \\\n", + "0 \n", + "1 0.03 0.67 \n", + "2 0.03 0.21 \n", + "3 0.42 0.03 0.3 0.28 0.34 \n", + "4 0.24 0.02 0.35 0.17 \n", + "5 0.03 \n", + "\n", + " YouTube doing enjoy in inevitability jobs jobsearch k learning never \\\n", + "0 0.38 0.53 0.29 0.4 \n", + "1 \n", + "2 0.28 \n", + "3 0.21 0.23 \n", + "4 0.06 0.12 0.13 0.2 \n", + "5 0.59 \n", + "\n", + " peaceful python rain silly stop via vs walk what you \n", + "0 0.08 0.42 0.32 0.2 \n", + "1 0.4 \n", + "2 0.51 0.22 0.46 \n", + "3 \n", + "4 \n", + "5 0.54 0.6 " + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfidf6 = pd.DataFrame((dict([(vocab[i], round(freq, 2)) for i, freq in tfidf[bows[j]]]) for j in range(6)))\n", + "tfidf6 = tfidf6.fillna('')\n", + "tfidf6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Notice the small weights on the word \"Python\"?\n", + "Why do you think that is?\n", + "(Think back to the definition of TF and DF and TFIDF" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now lets see how far apart they are based only on word frequency (TFIDF)\n", + "We'll *\"project\"* the first tweet onto the second with a dot product \n", + "to see how much of a \"shadow\" they make on each other " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "tfidf6 = pd.DataFrame((dict([(vocab[i], freq) for i, freq in tfidf[bows[j]]]) for j in range(6))).fillna(0).T" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.dot(tfidf6[0], tfidf6[1])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.dot(tfidf6[1], tfidf6[2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "That looks about right. \n", + "The first 2 share no words. \n", + "The second 2 share only \"Python\". \n", + "But lets do the cosine similarity correctly by normalizing for length. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "np.dot(tfidf6[1], tfidf6[2]) / np.linalg.norm(tfidf6[1]) / np.linalg.norm(tfidf6[2])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Hmmm, nothing changed \n", + "Can you guess why? " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "[round(np.dot(tfidf6[i], tfidf6[i+1]), 4) for i in range(5)]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "Now lets look at the topic vectors. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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-2.12e-03 -1.36e-02 8.86e-03 -0.01 5.95e-03 -0.02 2.65e-03 7.24e-03 -2.99e-03 -2.86e-03 3.29e-03 -3.38e-03 0.02 0.01 -1.95e-03 -9.26e-03 2.24e-03 -8.17e-03 " + ] + }, + "execution_count": 125, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.iloc[:6]" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0105, 1.1037, 0.9981, 6.452, 1.0153]\n" + ] + } + ], + "source": [ + "print([round(np.dot(df.T[i], df.T[i+1]), 4) for i in range(5)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Better normalize these..." + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0066, 0.5742, 0.1849, 0.6925, 0.325]\n", + "[0.0, 0.001, 0.0009, 0.1673, 0.0005]\n" + ] + } + ], + "source": [ + "print([round(np.dot(df.T[i], df.T[i+1]) / np.linalg.norm(df.T[i]) / np.linalg.norm(df.T[i+1]), 4) for i in range(5)])\n", + "# for comparison the TFIDF scores right below\n", + "print([round(np.dot(tfidf6[i], tfidf6[i+1]), 4) for i in range(5)])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So the really chummy neighbors are 1 & 2 and 3 & 4 \n", + "Surprisingly 2 & 3 didn't hit it off, and no pairing got a zero! \n", + "And the last 2 seem to share a \"latent\" similarity that TFIDF missed entirely!!!\n", + "And LSI picked up on the python<->Python similarity (tweets 0 and 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 133, + "metadata": {}, + "outputs": [], + "source": [ + "with gzip.open(os.path.join(DATA_PATH, 'text.csv.gz'), 'rb') as f:\n", + " text = pd.DataFrame.from_csv(f, encoding='utf8')" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " python never stop learning what you enjoy doing \n", + "#python never stop learning what you enjoy doing. https://t.co/IH5ZSKnU8K\n", + "----------\n", + "Watching Boa vs Python \n", + "Watching Boa vs. Python — https://t.co/Pivpk02s2A\n", + "----------\n", + "Monty Python The silly walk via YouTube\n", + "Monty Python - The silly walk https://t.co/C0Ja8UHL4t via @YouTube\n", + "----------\n", + "Senior Software Engineer Full Stack Python Django And Php Jobs jobs jobsearch \n", + "Senior Software Engineer Full Stack Python Django And Php Jobs #jobs #jobsearch https://t.co/EuO3Et4JIT\n", + "----------\n", + "Architect Django Solr Platform Engineer With Python k Jobs in Manhattan NY Manhattan NY jobs jobsearch \n", + "Architect Django Solr Platform Engineer With Python 230k Jobs in Manhattan, NY #Manhattan #NY #jobs #jobsearch https://t.co/ge0RzBDoSP\n", + "----------\n", + "peaceful rain Python inevitability\n", + "peaceful rain? Python - inevitability\n", + "----------\n" + ] + } + ], + "source": [ + "for toks, twt in zip(text.txt.iloc[:6], text.text.iloc[:6]):\n", + " print(toks)\n", + " print(twt)\n", + " print('-' * 10)\n", + " " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "What about a new tweet you are considering? \n", + "Notice how I changed the token spelling (BOW), \n", + "but not the *\"semantics\"* of the tweet. " + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "LSI Topic Vector\n" + ] + }, + { + "data": { + "text/plain": [ + "0 1.41e-01\n", + "1 1.18e-01\n", + "2 1.45e-01\n", + " ... \n", + "97 -8.82e-03\n", + "98 2.28e-02\n", + "99 -5.27e-03\n", + "dtype: float64" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweet = 'I want to help build django with a job in Chicago'\n", + "tweet_bow = vocab.doc2bow(tweet.split())\n", + "tweet_tfidf = tfidf[tweet_bow]\n", + "tweet_topics = pd.Series(dict(lsi[tweet_tfidf]))\n", + "# Now that the math is done let's convert to a friendlier format with words as the keys/index\n", + "tweet_tfidf = pd.Series(dict([(vocab[i], x) for (i, x) in tweet_tfidf])) \n", + "print('\\nLSI Topic Vector')\n", + "tweet_topics" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare the topic vector above to the TFIDF vector below. \n", + "What's better about TFIDF compared to topic vectors? \n", + "What can we do about it? " + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "TFIDF Frequency Vector\n", + "Chicago 0.45\n", + "I 0.18\n", + "a 0.13\n", + " ... \n", + "to 0.12\n", + "want 0.37\n", + "with 0.16\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "print('TFIDF Frequency Vector')\n", + "print(tweet_tfidf)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Which one is it closest too? \n", + "Can you guess? \n", + "Does LSI understand the words as well as you do? " + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "LSI Topic Similarity\n", + "[0.0716, -0.014, 0.0025, 0.0716, 0.1484, -0.003]\n" + ] + } + ], + "source": [ + "print('LSI Topic Similarity')\n", + "print([round(np.dot(df.T[i], tweet_topics) / np.linalg.norm(df.T[i]) / np.linalg.norm(tweet_topics), 4) for i in range(6)])" + ] + }, + { + "cell_type": "code", + "execution_count": 184, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1 2 3 4 5 6\n", + "And 0.00 0.00 0.00 0.35 0.00 0.0 0.0\n", + "Architect 0.00 0.00 0.00 0.00 0.25 0.0 0.0\n", + "Boa 0.00 0.62 0.00 0.00 0.00 0.0 0.0\n", + "... ... ... ... ... ... ... ...\n", + "walk 0.00 0.00 0.46 0.00 0.00 0.0 0.0\n", + "what 0.32 0.00 0.00 0.00 0.00 0.0 0.0\n", + "you 0.20 0.00 0.00 0.00 0.00 0.0 0.0\n", + "\n", + "[40 rows x 7 columns]" + ] + }, + "execution_count": 184, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tfidf7 = tfidf6.copy()\n", + "tfidf7[6] = tweet_tfidf\n", + "tfidf7 = tfidf7.fillna(0)\n", + "tfidf7" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 186, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0.0, 0.0, 0.0, 0.0, 0.0076, 0.0]\n" + ] + } + ], + "source": [ + "print([round(np.dot(tfidf7[i], tfidf7[6]), 4) for i in range(6)])" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'I want to help build django with a job in Chicago'" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tweet" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Can you find the one word I accidentally share with the other tweets? \n", + "*Hint: use the TFIDF matrix (Dataframe)* \n", + "Play around with the tweet text to make its topic vector more *\"orthogonal\"* \n", + "Or make it closer in cosine distance. " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.3" + } + }, + "nbformat": 4, + "nbformat_minor": 1 +} diff --git a/notebooks/10 Learning -- Predicting Impact.ipynb b/notebooks/10 Learning -- Predicting Impact.ipynb new file mode 100644 index 0000000..a636a0f --- /dev/null +++ b/notebooks/10 Learning -- Predicting Impact.ipynb @@ -0,0 +1,1853 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "AttributeError", + "evalue": "'dict' object has no attribute 'iteritems'", + "output_type": "error", + "traceback": [ + 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\u001b[0mk\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlower\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mPOS_LABELS\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miteritems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mAttributeError\u001b[0m: 'dict' object has no attribute 'iteritems'" + ] + } + ], + "source": [ + "from setup import *\n", + "import sys\n", + "if DATA_PATH not in sys.path: sys.path.append(DATA_PATH)\n", + "from constants import *" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pretty printing has been turned ON\n" + ] + } + ], + "source": [ + "%matplotlib inline\n", + "display(HTML(\"\"))\n", + "pd.set_option('display.max_rows', 6)\n", + "pd.set_option('display.max_columns', 300)\n", + "pd.set_option('precision', 2)\n", + "%pprint" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from sklearn.discriminant_analysis import LinearDiscriminantAnalysis" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[(0,\n", + " '0.657*\"Python\" + 0.378*\"RT\" + 0.243*\"to\" + 0.241*\"a\" + 0.222*\"in\" + 0.196*\"python\" + 0.178*\"the\" + 0.163*\"and\" + 0.146*\"for\" + 0.129*\"I\"')]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lsi = LsiModel.load(os.path.join(DATA_PATH, 'lsi'))\n", + "lsi4 = LsiModel.load(os.path.join(DATA_PATH, 'lsi4'))\n", + "lsi.num_topics\n", + "lsi.show_topics(1,10)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# favorites\n", + "nums = pd.read_csv(os.path.join(DATA_PATH, 'numbers.csv.gz'))\n", + "dates = pd.read_csv(os.path.join(DATA_PATH, 'datetimes.csv.gz'))\n", + "\n", + "vocab = Dictionary(df.txt.str.split())\n", + "\n", + "tfidf = TfidfModel(id2word=vocab, dictionary=vocab)\n", + "\n", + "lsi = LsiModel.load(os.path.join(DATA_PATH, 'lsi'))\n", + "\n", + "# Bags of words\n", + "df = pd.DataFrame.from_csv(os.path.join(DATA_PATH, 'text.csv.gz'))\n", + "bows = pd.Series(vocab.doc2bow(toks) for toks in df.txt.str.split())" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0 23\n", + "1 23\n", + "2 22\n", + " ..\n", + "97 5\n", + "98 5\n", + "99 3\n", + "dtype: int64\n", + "0 0\n", + "1 0\n", + "2 0\n", + " ..\n", + "97 0\n", + "98 0\n", + "99 0\n", + "dtype: int64\n" + ] + } + ], + "source": [ + "topics = lsi[tfidf[bows]]\n", + "topics = pd.DataFrame((dict(top) for top in topics), index=df.index)\n", + "print(topics.isnull().sum())\n", + "topics.fillna(0, inplace=True)\n", + "print(topics.isnull().sum())" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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+ }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "topics.copy().round(2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When I first ran this, my dataframes weren't \"aligned\". \n", + "So it's very important to check your datasets after every load. \n", + "The correspondence between dates and topics and numerical features is critical for training! " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "183070\n", + "183070\n", + "183070\n" + ] + } + ], + "source": [ + "print(len(dates))\n", + "print(len(topics))\n", + "print(len(nums))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(nums.index == dates.index) == len(dates)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(nums.index == topics.index) == len(dates)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearDiscriminantAnalysis(n_components=None, priors=None, shrinkage=None,\n", + " solver='svd', store_covariance=False, tol=0.0001)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "disc = LinearDiscriminantAnalysis()\n", + "disc" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "category = (np.ceil(nums.favorite_count ** .13)).astype(np.int8)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "disc = LinearDiscriminantAnalysis().fit(topics, category)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 1, 0, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0], dtype=int8)" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_favorites = disc.predict(topics)\n", + "predicted_favorites[:100]" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "2144" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(predicted_favorites > 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Wow! \n", + "DiscriminantAnalysis is **VERY** discriminating!" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "33292" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(nums.favorite_count >= 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "But not in a good way. \n", + "10x more true favorites than predicted. \n", + "Our unbalanced training set makes it easy for the judge to be tough. \n", + "Let's mellow our judge a bit... " + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "truth False True \n", + "predicted \n", + "False 147725 31117\n", + "True 2053 2175" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = pd.DataFrame()\n", + "results['predicted'] = predicted_favorites\n", + "results['truth'] = pd.Series(nums.favorite_count >= 1)\n", + "conf = Confusion(results)\n", + "conf" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.1326" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results.predicted.corr(results.truth)" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PrettyDict([('tpr', 0.8260),\n", + " ('fpr', 0.4856),\n", + " ('tnr', 0.5144),\n", + " ('fnr', 0.1740),\n", + " ('plr', 1.7011),\n", + " ('nlr', 0.3382),\n", + " ('accuracy', 0.8188),\n", + " ('sensitivity', 0.8260),\n", + " ('specificity', 0.5144),\n", + " ('mcc', 0.1326),\n", + " ('chi_squared', 3217.3986)])" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "conf.stats_dict" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "High accuracy, but low MCC (correlation)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Balance the training? \n", + "Get rid of some negatives? \n", + "**Accentuate the positive?** <-- give this a try yourself" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "60633\n", + "66584\n" + ] + } + ], + "source": [ + "pos = np.array(nums.favorite_count >= 1)\n", + "neg = ~pos\n", + "portion_pos = float(sum(pos)) / len(nums)\n", + "mask = ((np.random.binomial(1, portion_pos, size=len(nums)).astype(bool) & neg) | pos)\n", + "disc = LinearDiscriminantAnalysis().fit(topics[mask], (nums.favorite_count[mask] >= 1))\n", + "print(sum(mask))\n", + "print(sum(pos) * 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "truth False True \n", + "predicted \n", + "False 79751 1355\n", + "True 70027 31937" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = pd.DataFrame()\n", + "results['predicted'] = disc.predict(topics.values)\n", + "results['truth'] = nums.favorite_count.values >= 1\n", + "conf = Confusion(results)\n", + "conf" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.3819" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results.predicted.corr(results.truth)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PrettyDict([('tpr', 0.9833),\n", + " ('fpr', 0.6868),\n", + " ('tnr', 0.3132),\n", + " ('fnr', 0.0167),\n", + " ('plr', 1.4317),\n", + " ('nlr', 0.0533),\n", + " ('accuracy', 0.6101),\n", + " ('sensitivity', 0.9833),\n", + " ('specificity', 0.3132),\n", + " ('mcc', 1.1766),\n", + " ('chi_squared', 253427.2867)])" + ] + }, + "execution_count": 171, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "conf.stats_dict" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So let's add some more negative examples back in. \n", + "50x imbalance is defintiely misleading. \n", + "But 2-5x imbalance is probably OK. " + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "114711\n", + "66584\n" + ] + } + ], + "source": [ + "portion_neg = 3 * portion_pos\n", + "mask = ((np.random.binomial(1, portion_neg, size=len(nums)).astype(bool) & neg) | pos)\n", + "disc = LinearDiscriminantAnalysis().fit(topics[mask], nums.favorite_count[mask] >=1 )\n", + "print(sum(mask))\n", + "print(sum(pos) * 2)" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "truth False True \n", + "predicted \n", + "False 101101 6434\n", + "True 48677 26858" + ] + }, + "execution_count": 180, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = pd.DataFrame()\n", + "results['predicted'] = disc.predict(topics.values)\n", + "results['truth'] = nums.favorite_count.values > 0\n", + "conf = Confusion(results)\n", + "conf" + ] + }, + { + "cell_type": "code", + "execution_count": 181, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.3775" + ] + }, + "execution_count": 181, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results.predicted.corr(results.truth)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So it looks like 38% correlation is all we can squeeze out of this simple model \n", + "Next up... adding number of followers and other features " + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/notebooks/11 Learning -- Regression.ipynb b/notebooks/11 Learning -- Regression.ipynb new file mode 100644 index 0000000..9ea3725 --- /dev/null +++ b/notebooks/11 Learning -- Regression.ipynb @@ -0,0 +1,706 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from __future__ import division, print_function, absolute_import\n", + "from past.builtins import basestring\n", + "\n", + "import os\n", + "import gzip\n", + "\n", + "import pandas as pd\n", + "\n", + "from twip.constant import DATA_PATH\n", + "\n", + "from gensim.models import TfidfModel, LsiModel\n", + "from gensim.corpora import Dictionary" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pretty printing has been turned OFF\n" + ] + } + ], + "source": [ + "import matplotlib\n", + "from IPython.display import display, HTML \n", + "%matplotlib inline\n", + "np = pd.np\n", + "display(HTML(\"\"))\n", + "pd.set_option('display.max_rows', 6)\n", + "pd.set_option('display.max_columns', 500)\n", + "pd.set_option('display.width', 800)\n", + "pd.set_option('precision', 2)\n", + "%precision 4\n", + "%pprint" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from sklearn.linear_model import SGDRegressor\n", + "from sklearn.svm import SVR" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "lsi = LsiModel.load(os.path.join(DATA_PATH, 'lsi100'))\n", + "lsi2 = LsiModel.load(os.path.join(DATA_PATH, 'lsi2'))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "with gzip.open(os.path.join(DATA_PATH, 'tweet_topic_vectors.csv.gz'), 'rb') as f:\n", + " topics = pd.DataFrame.from_csv(f, encoding='utf8')\n", + "topics = topics.fillna(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "dates = pd.read_csv(os.path.join(DATA_PATH, 'datetimes.csv.gz'), engine='python')\n", + "nums = pd.read_csv(os.path.join(DATA_PATH, 'numbers.csv.gz'), engine='python')" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "nums.favorite_count.hist(bins=[0,1,2,3,4,5,7,10,15,25,40,100,1000])\n", + "from matplotlib import pyplot as plt\n", + "plt.yscale('log', nonposy='clip')\n", + "plt.xscale('log', nonposy='clip')\n", + "plt.xlabel('Number of Favorites')\n", + "plt.ylabel('Number of Tweets')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When I first ran this, my dataframes weren't \"aligned\". \n", + "So it's very important to check your datasets after every load. \n", + "The correspondence between dates and topics and numerical features is critical for training! " + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "183070\n", + "183070\n", + "183070\n", + "33292\n" + ] + } + ], + "source": [ + "print(len(dates))\n", + "print(len(topics))\n", + "print(len(nums))\n", + "print(sum(nums.favorite_count >= 1))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(nums.index == dates.index) == len(dates)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sum(nums.index == topics.index) == len(dates)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "SGDRegressor(alpha=0.0001, average=False, epsilon=0.1, eta0=0.01,\n", + " fit_intercept=True, l1_ratio=0.15, learning_rate='invscaling',\n", + " loss='squared_loss', n_iter=5, penalty='l2', power_t=0.25,\n", + " random_state=None, shuffle=True, verbose=0, warm_start=False)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sgd = SGDRegressor()\n", + "sgd" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "sgd = SGDRegressor().fit(topics.values, nums.favorite_count)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Well, that was **much** faster..." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0.9487, 0.8142, 0.8866, ..., -0.0416, 0.8142, 0.7132])" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted_favorites = sgd.predict(topics.values)\n", + "predicted_favorites" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "59998" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(predicted_favorites >= 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Well that seems more \"balanced\" at least. \n", + "And it's nice to have a continuous score. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "33292" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "np.sum(nums.favorite_count.values >= 1)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "from pug.nlp.stats import Confusion" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "truth False True \n", + "predicted \n", + "False 110745 12327\n", + "True 39033 20965" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = pd.DataFrame()\n", + "results['predicted'] = pd.Series(predicted_favorites >= 1)\n", + "results['truth'] = pd.Series(nums.favorite_count >= 1)\n", + "conf = Confusion(results)\n", + "conf" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.3033" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results.predicted.corr(results.truth)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Wait, why are we classifying with a regressor anyway?" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.1000" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.Series(predicted_favorites).corr(nums.favorite_count)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Not so hot...\n", + "Balance the training again? \n", + "Get rid of some negatives? " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.363707871306\n", + "87611\n", + "66584\n", + "149778\n" + ] + }, + { + "data": { + "text/plain": [ + "183070" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pos = np.array(nums.favorite_count >= 1)\n", + "neg = ~pos\n", + "portion_pos = 2 * float(sum(pos)) / len(nums)\n", + "mask = ((np.random.binomial(1, portion_pos, size=len(nums)).astype(bool) & neg) | pos)\n", + "sgd = SGDRegressor().fit(topics[mask], nums.favorite_count[mask] >= 1)\n", + "print(portion_pos)\n", + "print(sum(mask))\n", + "print(sum(pos) * 2)\n", + "print(sum(neg))\n", + "len(nums)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
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" + ], + "text/plain": [ + "truth False True \n", + "predicted \n", + "False 76153 933\n", + "True 73625 32359" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = pd.DataFrame()\n", + "# you have to adjust the threshold as you add more negatives\n", + "results['predicted'] = pd.Series(sgd.predict(topics.values) > .3)\n", + "results['truth'] = pd.Series(nums.favorite_count.values >= 1)\n", + "conf = Confusion(results)\n", + "conf" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0.3753" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results.predicted.corr(results.truth)" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PrettyDict([('tpr', 0.9879),\n", + " ('fpr', 0.6947),\n", + " ('tnr', 0.3053),\n", + " ('fnr', 0.0121),\n", + " ('plr', 1.4221),\n", + " ('nlr', 0.0396),\n", + " ('accuracy', 0.5927),\n", + " ('sensitivity', 0.9879),\n", + " ('specificity', 0.3053),\n", + " ('mcc', 1.2217),\n", + " ('chi_squared', 273238.0545)])" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "conf.stats_dict" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "So once again about 38% correlation is the best we can do... \n", + " \n", + "Don't try this at home! \n", + "It never finished after 10 hours of running on my laptop " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "svr = SVR().fit(topics.values, nums.favorite_count)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Prepare to wait for quite a while... \n", + "Support vector machines are not efficient, \n", + "but they can be **very** accurate. \n", + "Unfortunately, gensim hasn't parallelized this model yet. \n", + "Did I mention that **gensim is sprinting?** " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.11+" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}