explore-hive-releases.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import json\n",
    "import os\n",
    "import itertools\n",
    "import numpy as np\n",
    "\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_releases(basedir):\n",
    "    sources = []\n",
    "    filenames = [os.path.join(basedir, f) for f in os.listdir(basedir) if f.endswith('.json')]\n",
    "    for i, fname in enumerate(filenames):\n",
    "        with open(fname) as f:\n",
    "            sources.append(json.load(f))\n",
    "    return sources\n",
    "\n",
    "sources = read_releases('C:/Users/demo/Documents/notebooks/data/')\n",
    "\n",
    "portfolios = [s['portfolios'] for s in sources]\n",
    "dates = [s['date'] for s in sources]\n",
    "categories = [p.split(\"'\")[1] for folio in portfolios for p in folio]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dates)\n",
    "date_to_id = {token: idx for idx, token in enumerate(set(dates))}\n",
    "date_ids = [date_to_id[d] for d in dates]\n",
    "date_ids\n",
    "len(date_to_id.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Environment'],\n",
       " ['Building and Construction', 'Finance'],\n",
       " ['Sport and Recreation'],\n",
       " ['Environment'],\n",
       " ['Education'],\n",
       " ['Science and Innovation'],\n",
       " ['Prime Minister'],\n",
       " ['Health'],\n",
       " ['Education'],\n",
       " ['Transport'],\n",
       " ['Youth'],\n",
       " ['Environment'],\n",
       " ['Youth'],\n",
       " ['Building and Construction', 'Finance', 'Infrastructure'],\n",
       " ['Prime Minister'],\n",
       " ['Youth'],\n",
       " ['Health'],\n",
       " ['Defence', 'Women'],\n",
       " ['Building and Construction', 'Finance'],\n",
       " ['Building and Construction'],\n",
       " ['Economic Development', 'Maori Development'],\n",
       " ['Attorney-General'],\n",
       " ['Arts, Culture and Heritage', 'Education'],\n",
       " ['Economic Development', 'Primary Industries'],\n",
       " ['Education'],\n",
       " ['Corrections',\n",
       "  'Education',\n",
       "  'Primary Industries',\n",
       "  'Tertiary Education, Skills and Employment'],\n",
       " ['Economic Development', 'Primary Industries'],\n",
       " ['Communications'],\n",
       " ['Tertiary Education, Skills and Employment'],\n",
       " ['Health'],\n",
       " ['Primary Industries'],\n",
       " ['Justice', 'Social Development'],\n",
       " ['Transport'],\n",
       " ['Finance', 'Transport'],\n",
       " ['Foreign Affairs'],\n",
       " ['Conservation', 'Environment'],\n",
       " ['Corrections'],\n",
       " ['Greater Christchurch Regeneration'],\n",
       " ['Finance', 'Local Government'],\n",
       " ['Finance', 'Local Government'],\n",
       " ['Customs'],\n",
       " ['Transport'],\n",
       " ['Treaty of Waitangi Negotiations'],\n",
       " ['Conservation'],\n",
       " ['Civil Defence', 'Primary Industries', 'Social Development'],\n",
       " ['Transport'],\n",
       " ['Police'],\n",
       " ['Transport'],\n",
       " ['Transport'],\n",
       " ['Building and Construction', 'Finance'],\n",
       " ['Civil Defence'],\n",
       " ['Environment'],\n",
       " ['Environment'],\n",
       " ['Arts, Culture and Heritage'],\n",
       " ['Arts, Culture and Heritage'],\n",
       " ['Arts, Culture and Heritage'],\n",
       " ['Economic Development', 'Primary Industries'],\n",
       " ['Economic Development', 'Maori Development'],\n",
       " ['Environment'],\n",
       " ['Environment'],\n",
       " ['Social Housing'],\n",
       " ['Conservation'],\n",
       " ['Environment'],\n",
       " ['Health'],\n",
       " ['ACC', 'Transport'],\n",
       " ['Attorney-General'],\n",
       " ['Justice'],\n",
       " ['Social Development'],\n",
       " ['Economic Development', 'Maori Development'],\n",
       " ['Defence'],\n",
       " ['Civil Defence'],\n",
       " ['Finance'],\n",
       " ['Greater Christchurch Regeneration'],\n",
       " ['Communications', 'Internal Affairs', 'Police'],\n",
       " ['Finance', 'Revenue'],\n",
       " ['Economic Development', 'Maori Development'],\n",
       " ['Health'],\n",
       " ['Trade'],\n",
       " ['Trade'],\n",
       " ['Arts, Culture and Heritage'],\n",
       " ['Arts, Culture and Heritage',\n",
       "  'Economic Development',\n",
       "  'Sport and Recreation'],\n",
       " ['Greater Christchurch Regeneration'],\n",
       " ['Courts', 'Justice'],\n",
       " ['Social Development'],\n",
       " ['Health'],\n",
       " ['Social Development'],\n",
       " ['Seniors'],\n",
       " ['Primary Industries'],\n",
       " ['Conservation'],\n",
       " ['Land Information'],\n",
       " ['Education'],\n",
       " ['Corrections'],\n",
       " ['Disability Issues', 'Health'],\n",
       " ['Health'],\n",
       " ['Foreign Affairs'],\n",
       " ['Economic Development'],\n",
       " ['Foreign Affairs'],\n",
       " ['Social Housing'],\n",
       " ['Primary Industries'],\n",
       " ['Science and Innovation'],\n",
       " ['Transport'],\n",
       " ['HNZC', 'Social Housing'],\n",
       " ['Defence', 'Foreign Affairs'],\n",
       " ['Education'],\n",
       " ['Foreign Affairs'],\n",
       " ['Climate Change Issues'],\n",
       " ['Internal Affairs'],\n",
       " ['Conservation'],\n",
       " ['Treaty of Waitangi Negotiations'],\n",
       " ['Defence'],\n",
       " ['Foreign Affairs'],\n",
       " ['Foreign Affairs'],\n",
       " ['Corrections'],\n",
       " ['Tertiary Education, Skills and Employment'],\n",
       " ['Education'],\n",
       " ['Health'],\n",
       " ['Environment'],\n",
       " ['Environment'],\n",
       " ['Greater Christchurch Regeneration'],\n",
       " ['Conservation'],\n",
       " ['Women'],\n",
       " ['Building and Construction'],\n",
       " ['Social Development'],\n",
       " ['Economic Development',\n",
       "  'Social Development',\n",
       "  'Tertiary Education, Skills and Employment'],\n",
       " ['Health'],\n",
       " ['Arts, Culture and Heritage'],\n",
       " ['Children'],\n",
       " ['Finance'],\n",
       " ['Environment'],\n",
       " ['Transport'],\n",
       " ['Building and Construction'],\n",
       " ['Health'],\n",
       " ['Communications'],\n",
       " ['Environment'],\n",
       " ['Health'],\n",
       " ['Economic Development', 'Maori Development'],\n",
       " ['Conservation', 'Primary Industries'],\n",
       " ['Greater Christchurch Regeneration'],\n",
       " ['Arts, Culture and Heritage'],\n",
       " ['Conservation']]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "portfolios = [[p.split(\"'\")[1] for p in folio] for folio in portfolios ]\n",
    "portfolios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "categories_by_day = [ ''] *len(date_to_id.keys())\n",
    "for f, idx in zip(portfolios, date_ids):\n",
    "    categories_by_day[idx] += f[0] + ','\n",
    "# categories_by_day = [list(itertools.chain(*cat_day)) for cat_day in categories_by_day]\n",
    "# categories_by_day = [[folio.split(\"'\")[1]  \n",
    "#                       if isinstance(folio, str) and len(folio)==0 else folio for folio in cat_day ] \n",
    "#                      for cat_day in categories_by_day]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['Science and Innovation',\n",
       "  'Health',\n",
       "  'Building and Construction',\n",
       "  'Customs',\n",
       "  'Transport',\n",
       "  'Conservation',\n",
       "  'Environment',\n",
       "  'Justice',\n",
       "  'Health',\n",
       "  'Treaty of Waitangi Negotiations',\n",
       "  'Children',\n",
       "  'Finance',\n",
       "  ''],\n",
       " ['Foreign Affairs', 'Greater Christchurch Regeneration', ''],\n",
       " ['Education',\n",
       "  'Education',\n",
       "  'Communications',\n",
       "  'Justice',\n",
       "  'Finance',\n",
       "  'Greater Christchurch Regeneration',\n",
       "  'Transport',\n",
       "  'HNZC',\n",
       "  'Tertiary Education',\n",
       "  ' Skills and Employment',\n",
       "  'Social Development',\n",
       "  'Transport',\n",
       "  'Communications',\n",
       "  ''],\n",
       " ['Health', 'Transport', 'Economic Development', 'Economic Development', ''],\n",
       " ['Climate Change Issues', ''],\n",
       " ['Youth',\n",
       "  'Transport',\n",
       "  'Conservation',\n",
       "  'Arts',\n",
       "  ' Culture and Heritage',\n",
       "  'Defence',\n",
       "  'Greater Christchurch Regeneration',\n",
       "  'Conservation',\n",
       "  'Health',\n",
       "  'Building and Construction',\n",
       "  ''],\n",
       " ['Sport and Recreation',\n",
       "  'Defence',\n",
       "  'Conservation',\n",
       "  'Civil Defence',\n",
       "  'Environment',\n",
       "  'Courts',\n",
       "  'Primary Industries',\n",
       "  'Corrections',\n",
       "  'Education',\n",
       "  'Environment',\n",
       "  'Arts',\n",
       "  ' Culture and Heritage',\n",
       "  'Health',\n",
       "  ''],\n",
       " ['Prime Minister',\n",
       "  'Economic Development',\n",
       "  'Tertiary Education',\n",
       "  ' Skills and Employment',\n",
       "  'Internal Affairs',\n",
       "  'Conservation',\n",
       "  'Building and Construction',\n",
       "  'Economic Development',\n",
       "  ''],\n",
       " ['Economic Development',\n",
       "  'Environment',\n",
       "  'Economic Development',\n",
       "  'Attorney-General',\n",
       "  'Health',\n",
       "  'Science and Innovation',\n",
       "  'Foreign Affairs',\n",
       "  'Environment',\n",
       "  'Conservation',\n",
       "  ''],\n",
       " ['Finance',\n",
       "  'Finance',\n",
       "  'Transport',\n",
       "  'Civil Defence',\n",
       "  'Trade',\n",
       "  'Greater Christchurch Regeneration',\n",
       "  ''],\n",
       " ['Youth',\n",
       "  'Health',\n",
       "  'Communications',\n",
       "  'Arts',\n",
       "  ' Culture and Heritage',\n",
       "  'Greater Christchurch Regeneration',\n",
       "  ''],\n",
       " ['Education',\n",
       "  'Police',\n",
       "  'Arts',\n",
       "  ' Culture and Heritage',\n",
       "  'Economic Development',\n",
       "  'Social Housing',\n",
       "  'Defence',\n",
       "  'Health',\n",
       "  ''],\n",
       " ['Environment', ''],\n",
       " ['Treaty of Waitangi Negotiations', 'Foreign Affairs', ''],\n",
       " ['Youth',\n",
       "  'Corrections',\n",
       "  'Foreign Affairs',\n",
       "  'Arts',\n",
       "  ' Culture and Heritage',\n",
       "  'Environment',\n",
       "  'Finance',\n",
       "  'Social Development',\n",
       "  'Disability Issues',\n",
       "  'Defence',\n",
       "  'Corrections',\n",
       "  'Women',\n",
       "  ''],\n",
       " ['Building and Construction',\n",
       "  'Environment',\n",
       "  'Prime Minister',\n",
       "  'Building and Construction',\n",
       "  'Building and Construction',\n",
       "  'Attorney-General',\n",
       "  'Primary Industries',\n",
       "  'Transport',\n",
       "  'Building and Construction',\n",
       "  'Health',\n",
       "  'Transport',\n",
       "  'Education',\n",
       "  'Economic Development',\n",
       "  'Arts',\n",
       "  ' Culture and Heritage',\n",
       "  ''],\n",
       " ['Economic Development',\n",
       "  'Corrections',\n",
       "  'Environment',\n",
       "  'Civil Defence',\n",
       "  'Land Information',\n",
       "  'Education',\n",
       "  'Foreign Affairs',\n",
       "  'Primary Industries',\n",
       "  'Conservation',\n",
       "  ''],\n",
       " ['Environment',\n",
       "  'Finance',\n",
       "  'Economic Development',\n",
       "  'Arts',\n",
       "  ' Culture and Heritage',\n",
       "  'Social Development',\n",
       "  'Social Housing',\n",
       "  'Health',\n",
       "  ''],\n",
       " ['Environment',\n",
       "  'Arts',\n",
       "  ' Culture and Heritage',\n",
       "  'Health',\n",
       "  'ACC',\n",
       "  'Social Development',\n",
       "  'Trade',\n",
       "  'Seniors',\n",
       "  'Foreign Affairs',\n",
       "  'Conservation',\n",
       "  'Environment',\n",
       "  '']]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = [cat.split(',') for cat in categories_by_day]\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "43\n"
     ]
    }
   ],
   "source": [
    "cat_to_id = {token: idx for idx, token in enumerate(set(categories))}\n",
    "print(len(cat_to_id))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def make_onehots(id_mappings, categories_by_x):\n",
    "    arr = np.zeros((len(cat_to_id), len(categories_by_x)))\n",
    "    for i, day in enumerate(categories_by_x):\n",
    "        for j in day.split(','):\n",
    "            if j in id_mappings.keys():\n",
    "                arr[id_mappings[j], i] += 1\n",
    "    return arr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(43, 19)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "arr = make_onehots(cat_to_id, categories_by_day)\n",
    "arr.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "frame = pd.DataFrame(arr, index=cat_to_id.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Local Government</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Revenue</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tertiary Education, Skills and Employment</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Social Housing</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Youth</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Women</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Courts</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Primary Industries</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Building and Construction</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Treaty of Waitangi Negotiations</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Environment</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Prime Minister</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Health</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ACC</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Education</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Civil Defence</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Police</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Land Information</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Disability Issues</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Greater Christchurch Regeneration</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Economic Development</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maori Development</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Foreign Affairs</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Internal Affairs</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Seniors</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Climate Change Issues</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Defence</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Finance</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corrections</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Arts, Culture and Heritage</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Transport</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sport and Recreation</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HNZC</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Communications</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Customs</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Science and Innovation</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            0    1    2    3    4    5    6   \\\n",
       "Attorney-General                           0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Children                                   1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Infrastructure                             0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Justice                                    1.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "Conservation                               1.0  0.0  0.0  0.0  0.0  2.0  1.0   \n",
       "Trade                                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Social Development                         0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "Local Government                           0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Revenue                                    0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Tertiary Education, Skills and Employment  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Social Housing                             0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Youth                                      0.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "Women                                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Courts                                     0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "Primary Industries                         0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "Building and Construction                  1.0  0.0  0.0  0.0  0.0  1.0  0.0   \n",
       "Treaty of Waitangi Negotiations            1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Environment                                1.0  0.0  0.0  0.0  0.0  0.0  2.0   \n",
       "Prime Minister                             0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Health                                     2.0  0.0  0.0  1.0  0.0  1.0  1.0   \n",
       "ACC                                        0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Education                                  0.0  0.0  2.0  0.0  0.0  0.0  1.0   \n",
       "Civil Defence                              0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "Police                                     0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Land Information                           0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Disability Issues                          0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Greater Christchurch Regeneration          0.0  1.0  1.0  0.0  0.0  1.0  0.0   \n",
       "Economic Development                       0.0  0.0  0.0  2.0  0.0  0.0  0.0   \n",
       "Maori Development                          0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Foreign Affairs                            0.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Internal Affairs                           0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Seniors                                    0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Climate Change Issues                      0.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
       "Defence                                    0.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
       "Finance                                    1.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "Corrections                                0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "Arts, Culture and Heritage                 0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Transport                                  1.0  0.0  2.0  1.0  0.0  1.0  0.0   \n",
       "Sport and Recreation                       0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "HNZC                                       0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "Communications                             0.0  0.0  2.0  0.0  0.0  0.0  0.0   \n",
       "Customs                                    1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Science and Innovation                     1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "                                            7    8    9    10   11   12   13  \\\n",
       "Attorney-General                           0.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Children                                   0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Infrastructure                             0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Justice                                    0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Conservation                               1.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Trade                                      0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "Social Development                         0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Local Government                           0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Revenue                                    0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Tertiary Education, Skills and Employment  0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Social Housing                             0.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
       "Youth                                      0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "Women                                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Courts                                     0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Primary Industries                         0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Building and Construction                  1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Treaty of Waitangi Negotiations            0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "Environment                                0.0  2.0  0.0  0.0  0.0  1.0  0.0   \n",
       "Prime Minister                             1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Health                                     0.0  1.0  0.0  1.0  1.0  0.0  0.0   \n",
       "ACC                                        0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Education                                  0.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
       "Civil Defence                              0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "Police                                     0.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
       "Land Information                           0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Disability Issues                          0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Greater Christchurch Regeneration          0.0  0.0  1.0  1.0  0.0  0.0  0.0   \n",
       "Economic Development                       2.0  2.0  0.0  0.0  1.0  0.0  0.0   \n",
       "Maori Development                          0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Foreign Affairs                            0.0  1.0  0.0  0.0  0.0  0.0  1.0   \n",
       "Internal Affairs                           1.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Seniors                                    0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Climate Change Issues                      0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Defence                                    0.0  0.0  0.0  0.0  1.0  0.0  0.0   \n",
       "Finance                                    0.0  0.0  2.0  0.0  0.0  0.0  0.0   \n",
       "Corrections                                0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Arts, Culture and Heritage                 0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Transport                                  0.0  0.0  1.0  0.0  0.0  0.0  0.0   \n",
       "Sport and Recreation                       0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "HNZC                                       0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Communications                             0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "Customs                                    0.0  0.0  0.0  0.0  0.0  0.0  0.0   \n",
       "Science and Innovation                     0.0  1.0  0.0  0.0  0.0  0.0  0.0   \n",
       "\n",
       "                                            14   15   16   17   18  \n",
       "Attorney-General                           0.0  1.0  0.0  0.0  0.0  \n",
       "Children                                   0.0  0.0  0.0  0.0  0.0  \n",
       "Infrastructure                             0.0  0.0  0.0  0.0  0.0  \n",
       "Justice                                    0.0  0.0  0.0  0.0  0.0  \n",
       "Conservation                               0.0  0.0  1.0  0.0  1.0  \n",
       "Trade                                      0.0  0.0  0.0  0.0  1.0  \n",
       "Social Development                         1.0  0.0  0.0  1.0  1.0  \n",
       "Local Government                           0.0  0.0  0.0  0.0  0.0  \n",
       "Revenue                                    0.0  0.0  0.0  0.0  0.0  \n",
       "Tertiary Education, Skills and Employment  0.0  0.0  0.0  0.0  0.0  \n",
       "Social Housing                             0.0  0.0  0.0  1.0  0.0  \n",
       "Youth                                      1.0  0.0  0.0  0.0  0.0  \n",
       "Women                                      1.0  0.0  0.0  0.0  0.0  \n",
       "Courts                                     0.0  0.0  0.0  0.0  0.0  \n",
       "Primary Industries                         0.0  1.0  1.0  0.0  0.0  \n",
       "Building and Construction                  0.0  4.0  0.0  0.0  0.0  \n",
       "Treaty of Waitangi Negotiations            0.0  0.0  0.0  0.0  0.0  \n",
       "Environment                                1.0  1.0  1.0  1.0  2.0  \n",
       "Prime Minister                             0.0  1.0  0.0  0.0  0.0  \n",
       "Health                                     0.0  1.0  0.0  1.0  1.0  \n",
       "ACC                                        0.0  0.0  0.0  0.0  1.0  \n",
       "Education                                  0.0  1.0  1.0  0.0  0.0  \n",
       "Civil Defence                              0.0  0.0  1.0  0.0  0.0  \n",
       "Police                                     0.0  0.0  0.0  0.0  0.0  \n",
       "Land Information                           0.0  0.0  1.0  0.0  0.0  \n",
       "Disability Issues                          1.0  0.0  0.0  0.0  0.0  \n",
       "Greater Christchurch Regeneration          0.0  0.0  0.0  0.0  0.0  \n",
       "Economic Development                       0.0  1.0  1.0  1.0  0.0  \n",
       "Maori Development                          0.0  0.0  0.0  0.0  0.0  \n",
       "Foreign Affairs                            1.0  0.0  1.0  0.0  1.0  \n",
       "Internal Affairs                           0.0  0.0  0.0  0.0  0.0  \n",
       "Seniors                                    0.0  0.0  0.0  0.0  1.0  \n",
       "Climate Change Issues                      0.0  0.0  0.0  0.0  0.0  \n",
       "Defence                                    1.0  0.0  0.0  0.0  0.0  \n",
       "Finance                                    1.0  0.0  0.0  1.0  0.0  \n",
       "Corrections                                2.0  0.0  1.0  0.0  0.0  \n",
       "Arts, Culture and Heritage                 0.0  0.0  0.0  0.0  0.0  \n",
       "Transport                                  0.0  2.0  0.0  0.0  0.0  \n",
       "Sport and Recreation                       0.0  0.0  0.0  0.0  0.0  \n",
       "HNZC                                       0.0  0.0  0.0  0.0  0.0  \n",
       "Communications                             0.0  0.0  0.0  0.0  0.0  \n",
       "Customs                                    0.0  0.0  0.0  0.0  0.0  \n",
       "Science and Innovation                     0.0  0.0  0.0  0.0  0.0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "frame.T.to_csv('portfolio_counts.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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