poi_id.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ranking-bottle",
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/python\n",
    "\n",
    "import sys\n",
    "import pickle\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from functools import partial\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "# from sklearn.experimental import enable_iterative_imputer\n",
    "from sklearn.impute import SimpleImputer#, \\\n",
    "    # IterativeImputer # requires sklearn.experimental.enable_iterative_imputer\n",
    "\n",
    "# from sklearn.feature_selection import SelectPercentile, SelectFromModel, f_classif, mutual_info_classif, chi2,\\\n",
    "#                                         SelectFpr, SelectFdr, RFECV\n",
    "from sklearn.feature_selection import SelectPercentile, f_classif, mutual_info_classif, chi2\n",
    "# from sklearn.decomposition import FastICA, IncrementalPCA, KernelPCA, PCA, TruncatedSVD\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn import svm\n",
    "\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.metrics import confusion_matrix, precision_recall_fscore_support\n",
    "\n",
    "### My imports\n",
    "sys.path.append('tools/')\n",
    "from dos2unix import crlf_to_lf # Borrowed and modified from multiple sources.\n",
    "from train_test import run_skl, get_base_perfs, search_em_all\n",
    "from feature_engineering import set_all_ratios, quant_flag_all, out_flag_all, flag_signs, add_k_means_n\n",
    "\n",
    "### Udacity imports (deprecated)\n",
    "# from feature_format import featureFormat, targetFeatureSplit\n",
    "# from tester import dump_classifier_and_data\n",
    "\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "residential-cabinet",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "data/final_project_dataset.pkl saved as data/final_project_dataset_unix.pkl in 6705 bytes.\n",
      "Cleaning data.\n",
      "\n",
      "Baseline model performance metrics, no engineered features or tuning, imputed NaNs with 0, using a train-test split of the training set:\n",
      "\n",
      "DecisionTreeClassifier()\n",
      "Training time: 0.002 s\n",
      "Prediction time: 0.001 s\n",
      "Confusion matrix:\n",
      " [[18  4]\n",
      " [ 3  1]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.85714286, 0.2       ]), array([0.81818182, 0.25      ]), array([0.8372093 , 0.22222222]), array([22,  4], dtype=int64)) \n",
      "\n",
      "RandomForestClassifier()\n",
      "Training time: 0.104 s\n",
      "Prediction time: 0.005 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 4  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.        ]), array([1., 0.]), array([0.91666667, 0.        ]), array([22,  4], dtype=int64)) \n",
      "\n",
      "AdaBoostClassifier()\n",
      "Training time: 0.052 s\n",
      "Prediction time: 0.006 s\n",
      "Confusion matrix:\n",
      " [[20  2]\n",
      " [ 3  1]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.86956522, 0.33333333]), array([0.90909091, 0.25      ]), array([0.88888889, 0.28571429]), array([22,  4], dtype=int64)) \n",
      "\n",
      "KNeighborsClassifier()\n",
      "Training time: 0.002 s\n",
      "Prediction time: 0.002 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 4  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.        ]), array([1., 0.]), array([0.91666667, 0.        ]), array([22,  4], dtype=int64)) \n",
      "\n",
      "GaussianNB()\n",
      "Training time: 0.001 s\n",
      "Prediction time: 0.001 s\n",
      "Confusion matrix:\n",
      " [[16  6]\n",
      " [ 1  3]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.94117647, 0.33333333]), array([0.72727273, 0.75      ]), array([0.82051282, 0.46153846]), array([22,  4], dtype=int64)) \n",
      "\n",
      "SVC()\n",
      "Training time: 0.002 s\n",
      "Prediction time: 0.001 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 4  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.        ]), array([1., 0.]), array([0.91666667, 0.        ]), array([22,  4], dtype=int64)) \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    }
   ],
   "source": [
    "##########################################################################################\n",
    "### Udacity comments are in [].\n",
    "### [Load the dictionary containing the dataset]\n",
    "### Make the dict a dataframe because they're easier to work with.\n",
    "data_df = None #pd.DataFrame()\n",
    "fp = crlf_to_lf(f_in_path='data/final_project_dataset.pkl')\n",
    "with open(fp, 'rb') as data_file:\n",
    "    data_df = pd.DataFrame(pickle.load(data_file)).T\n",
    "\n",
    "##########################################################################################\n",
    "### [Task 1: Select what features you'll use.]\n",
    "### Task 1: Clean up and select what features and subsets *not* to use.\n",
    "### (Further feature selection will happen after feature engineering.)\n",
    "print('Cleaning data.')\n",
    "### Drop email_address because it's a signature.\n",
    "data_df.drop(columns='email_address', inplace=True)\n",
    "### Drop the TOTAL row.\n",
    "data_df.drop(labels=['TOTAL', 'THE TRAVEL AGENCY IN THE PARK'], inplace=True)\n",
    "\n",
    "### Handle missing values here.\n",
    "### Replacing 'NaN' with None had a weird result in which values from some\n",
    "### rows were copied into the missing values of neighboring rows. No idea why.\n",
    "### Using np.nan did not have that result as far as I can tell.\n",
    "### But it is a float missing value and thus casts the column as float,\n",
    "### or as object when other values are not floats.\n",
    "data_df.replace(to_replace='NaN', value=np.nan, inplace=True)\n",
    "\n",
    "### [features_list is a list of strings, each of which is a feature name.\n",
    "### The first feature must be \"poi\".]\n",
    "###    (if using featureFormat(), which I don't).\n",
    "\n",
    "### All units are in USD.\n",
    "fin_features = ['salary', 'bonus', 'long_term_incentive', 'deferred_income', 'deferral_payments',\n",
    "                'loan_advances', 'other', 'expenses', 'director_fees', 'total_payments',\n",
    "                'exercised_stock_options', 'restricted_stock', 'restricted_stock_deferred', 'total_stock_value']\n",
    "pay_features = fin_features[:10]\n",
    "stock_features = fin_features[10:]\n",
    "    \n",
    "### Units are number of emails messages;\n",
    "email_features = ['to_messages', 'from_poi_to_this_person', 'from_messages', 'from_this_person_to_poi',\n",
    "                  'shared_receipt_with_poi']\n",
    "\n",
    "### Boolean, represented as integer.\n",
    "POI_label = ['poi']\n",
    "\n",
    "### The first feature must be \"poi\" if using featureFormat().\n",
    "features_list = POI_label + fin_features + email_features\n",
    "\n",
    "### Imputation recasts as float, but as object if left as bool, so set it to int for now.\n",
    "data_df['poi'] = data_df['poi'].astype(dtype=int)\n",
    "\n",
    "### Belfer's financial data is shifted one column to the right.\n",
    "### Shift it one to the left, financial data only.\n",
    "### Make total_stock_value np.nan for consistency until imputation, but could be 0.\n",
    "### May remove this row for so many NaNs, but fix it now anyway.\n",
    "data_df.loc[data_df.index == 'BELFER ROBERT', fin_features] \\\n",
    "    = data_df.loc[data_df.index == 'BELFER ROBERT', fin_features].shift(periods=-1, axis='columns',\n",
    "                                                                        fill_value=np.nan)\n",
    "\n",
    "### Bhatnagar's financial data is shifted one to the left.\n",
    "### Shift it one to the right, financial data only.\n",
    "### Make salary np.nan.\n",
    "data_df.loc[data_df.index == 'BHATNAGAR SANJAY', fin_features] \\\n",
    "    = data_df.loc[data_df.index == 'BHATNAGAR SANJAY', fin_features].shift(periods=1, axis='columns',\n",
    "                                                                           fill_value=np.nan)\n",
    "\n",
    "### Set totals to sum of values where any values are not NaN.\n",
    "### i.e. don't make 0 totals NaN, even though some NaN values may be included.\n",
    "### Makes these rows consistent with other rows that include NaNs and numbers yet have a nonNaN total.\n",
    "data_df.loc[~(data_df[pay_features].isna().all(axis='columns')), 'total_payments'] \\\n",
    "    = data_df[pay_features[:-1]].sum(axis='columns')\n",
    "data_df.loc[~(data_df[stock_features].isna().all(axis='columns')), 'total_stock_value'] \\\n",
    "    = data_df[stock_features[:-1]].sum(axis='columns')\n",
    "\n",
    "### Add one to Glisan's to_message to at least equal shared_receipt_with_poi.\n",
    "data_df.loc['GLISAN JR BEN F', 'to_messages'] = 874\n",
    "\n",
    "### Drop features that are too sparse.\n",
    "drop_feats_lst = ['loan_advances']\n",
    "data_df.drop(columns=drop_feats_lst, inplace=True)\n",
    "fin_features = [feat for feat in fin_features if feat not in drop_feats_lst]\n",
    "pay_features = [feat for feat in pay_features if feat not in drop_feats_lst]\n",
    "stock_features = [feat for feat in stock_features if feat not in drop_feats_lst]\n",
    "email_features = [feat for feat in email_features if feat not in drop_feats_lst]\n",
    "features_list = [feat for feat in features_list if feat not in drop_feats_lst]\n",
    "\n",
    "### Removed 'email' as signature upon loading.\n",
    "\n",
    "### Drop persons who have NaN payment totals or NaN stock totals or NaN to_messages or NaN from_messages,\n",
    "### and are missing 70% of their values.\n",
    "### (Already made sure that all totals are not NaN if they have subvalues.)\n",
    "nan_limit = 0.7 * len(data_df.columns)\n",
    "sparse_records_idx_arr = \\\n",
    "    data_df.loc[data_df['total_payments'].isna() \\\n",
    "                | data_df['total_stock_value'].isna() \\\n",
    "                | data_df['to_messages'].isna() \\\n",
    "                | data_df['from_messages'].isna()]\\\n",
    "           .loc[data_df.isna().sum(axis='columns') > nan_limit]\\\n",
    "           .index.values\n",
    "data_df.drop(labels=sparse_records_idx_arr, inplace=True)\n",
    "\n",
    "### This leaves 123 records over 19 features.\n",
    "\n",
    "\n",
    "### Make a quick baseline model for comparison.\n",
    "\n",
    "### Alphabetize index before split for Udacity compatibility because that's what they'll do.\n",
    "### I knew this, but missed it until the end. I'd decided from the start not to use their deprecated\n",
    "### scripts based on dictionaries, specifically feature_format, and wrote my own using pandas. \n",
    "### The rest of my cleaning and engineering are based on a different split.\n",
    "### My mistake. Rookie lesson learned: pay closer attention to what the legacy code does, especially \n",
    "### expected input/output structures.\n",
    "data_df.sort_index(inplace=True)\n",
    "\n",
    "### Split now for baseline model, but also before further processing, outlier removal, scaling, engineering,\n",
    "### or else test set info leaks into training set.\n",
    "### Even imputation could if using multivariate imputation or median.\n",
    "### Decisions on how to treat the data should not be influenced by test set either.\n",
    "X_train, X_test, y_train, y_test \\\n",
    "    = train_test_split(data_df[features_list[1:]], data_df[['poi']], test_size=.3, random_state=42)\n",
    "### Some algorithms want 1D y data.\n",
    "y_train_1d = np.ravel(y_train.astype(bool))\n",
    "y_test_1d = np.ravel(y_test.astype(bool))\n",
    "\n",
    "### Split train set again for a baseline model that won't touch the final test set.\n",
    "X_train_base, X_test_base, y_train_base, y_test_base \\\n",
    "    = train_test_split(X_train, y_train, test_size=.3, random_state=42)\n",
    "y_train_1d_base = np.ravel(y_train_base.astype(bool))\n",
    "y_test_1d_base = np.ravel(y_test_base.astype(bool))\n",
    "\n",
    "### Impute with 0.\n",
    "imp_0 = SimpleImputer(missing_values=np.nan, strategy='constant', fill_value=0, copy=False)\n",
    "imp_0 = imp_0.fit(X=X_train_base)\n",
    "X_train_base_imp0 = pd.DataFrame(data=imp_0.transform(X=X_train_base), columns=X_train_base.columns,\n",
    "                                 index=X_train_base.index)\n",
    "X_test_base_imp0 = pd.DataFrame(data=imp_0.transform(X=X_test_base), columns=X_test_base.columns,\n",
    "                                index=X_test_base.index)\n",
    "\n",
    "### For metrics dataframe if you want to save and inspect them.\n",
    "ordered_cols_lst = ['nonPOI_prec', 'POI_prec', 'nonPOI_rec', 'POI_rec', 'nonPOI_f', 'POI_f', 'nonPOI_sup',\n",
    "                    'POI_sup', 't_neg', 'f_neg', 'f_pos', 't_pos', 'train_t', 'predict_t', 'model']\n",
    "base_perf_df = pd.DataFrame(columns=ordered_cols_lst)\n",
    "\n",
    "clf_dict = {'dt_clf': DecisionTreeClassifier, 'rf_clf': RandomForestClassifier, 'ab_clf': AdaBoostClassifier,\n",
    "            'kn_clf': KNeighborsClassifier, 'gnb_clf': GaussianNB, 'svc_clf': svm.SVC}\n",
    "\n",
    "print('\\nBaseline model performance metrics, no engineered features or tuning, imputed NaNs with 0, using a train-test split of the training set:\\n')\n",
    "for key, method in clf_dict.items():\n",
    "    _, _, _, _, perf_sr = run_skl(method=method, X_train=X_train_base_imp0,\n",
    "                                  y_train=y_train_1d_base,\n",
    "                                  X_test=X_test_base_imp0,\n",
    "                                  y_test=y_test_1d_base,\n",
    "                                  perf_series=key)\n",
    "    base_perf_df = base_perf_df.append(perf_sr)\n",
    "    \n",
    "### Save a full copy of basic split sets for baseline comparison once final model is built.\n",
    "X_train_base = X_train.copy()\n",
    "X_train_base = pd.DataFrame(data=imp_0.transform(X=X_train_base), columns=X_train_base.columns,\n",
    "                            index=X_train_base.index)\n",
    "X_test_base = X_train.copy()\n",
    "X_test_base = pd.DataFrame(data=imp_0.transform(X=X_test_base), columns=X_test_base.columns,\n",
    "                           index=X_test_base.index)\n",
    "y_train_base = np.ravel(y_train.astype(bool))\n",
    "y_test_base = np.ravel(y_test.astype(bool))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "finite-trinity",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Handling outliers.\n"
     ]
    }
   ],
   "source": [
    "##########################################################################################\n",
    "### Task 2: Remove/handle outliers\n",
    "print('Handling outliers.')\n",
    "### Dropped ['TOTAL', 'THE TRAVEL AGENCY IN THE PARK'] row upon loading.\n",
    "\n",
    "### Drop features that are too sparse.\n",
    "### Drop 'other' because it's ill-defined and seems overly represented within important features.\n",
    "### The nebulous nature of it seems like a good fit for fraud, but high gross 'other' amounts are more associated\n",
    "### with nonPOIs than POIs if anything.\n",
    "drop_feats_lst = ['director_fees', 'restricted_stock_deferred', 'other']\n",
    "\n",
    "X_train.drop(columns=drop_feats_lst, inplace=True)\n",
    "X_test.drop(columns=drop_feats_lst, inplace=True)\n",
    "data_df.drop(columns=drop_feats_lst, inplace=True)\n",
    "\n",
    "fin_features = [feat for feat in fin_features if feat not in drop_feats_lst]\n",
    "pay_features = [feat for feat in pay_features if feat not in drop_feats_lst]\n",
    "stock_features = [feat for feat in stock_features if feat not in drop_feats_lst]\n",
    "email_features = [feat for feat in email_features if feat not in drop_feats_lst]\n",
    "features_list = [feat for feat in features_list if feat not in drop_feats_lst]\n",
    "del drop_feats_lst\n",
    "\n",
    "### Don't drop records now because it will mess up the split for Udacity.\n",
    "### Could drop earlier and resplit, but I've already done a lot of EDA behind the scenes.\n",
    "### NaN his financials instead.\n",
    "X_train.loc[['POWERS WILLIAM'], pay_features] = np.nan\n",
    "data_df.loc[['POWERS WILLIAM'], pay_features] = np.nan\n",
    "\n",
    "### Bivariate linear regression of the ratios between to/from/shared with POIs and\n",
    "### total to and from messages revealed that top coding to_messages and from_messages\n",
    "### may slightly aid nonPOI precision.\n",
    "### Only top coding the training set in order to bias the model,\n",
    "### because I am less concerned with accuracy than I am with POI recall,\n",
    "### and by extension, nonPOI precision.\n",
    "X_train['to_messages'] = X_train['to_messages'].apply(lambda x: x if x < 12000 or np.isnan(x) else 12000)\n",
    "X_train['from_messages'] = X_train['from_messages'].apply(lambda x: x if x < 8000 or np.isnan(x) else 8000)\n",
    "data_df.loc[X_train.index]['to_messages'] \\\n",
    "    = data_df.loc[X_train.index]['to_messages'].apply(lambda x: x if x < 12000 or np.isnan(x) else 12000)\n",
    "data_df.loc[X_train.index]['from_messages'] \\\n",
    "    = data_df.loc[X_train.index]['from_messages'].apply(lambda x: x if x < 8000 or np.isnan(x) else 8000)\n",
    "\n",
    "### Not sure whether top coding these will really help or hinder, if anything at all.\n",
    "### But, it appears to potentially aid POI recall in some cases\n",
    "### when comparing payments to totals, and it's more in line with best practices.\n",
    "### Only really affects Frevert.\n",
    "top = X_train['total_payments'].dropna().sort_values()[-2]\n",
    "X_train['total_payments'] = X_train['total_payments'].apply(lambda x : x if x < top or np.isnan(x) else top)\n",
    "data_df.loc[X_train.index]['total_payments'] \\\n",
    "    = data_df.loc[X_train.index]['total_payments'].apply(lambda x : x if x < top or np.isnan(x) else top)\n",
    "\n",
    "top = X_train['long_term_incentive'].dropna().sort_values()[-2]\n",
    "X_train['long_term_incentive'] = \\\n",
    "    X_train['long_term_incentive'].apply(lambda x : x if x < top or np.isnan(x) else top)\n",
    "data_df.loc[X_train.index]['long_term_incentive'] \\\n",
    "    = data_df.loc[X_train.index]['long_term_incentive'].apply(lambda x : x if x < top or np.isnan(x) else top)\n",
    "\n",
    "### Same story as Powers, NaN all of Belfer instead of simply dropping.\n",
    "X_train.loc['BELFER ROBERT'] = np.nan\n",
    "# belfers_poi = data_df.loc['BELFER ROBERT']['poi']\n",
    "data_df.loc['BELFER ROBERT', features_list[1:]]= np.nan\n",
    "# data_df.loc['BELFER ROBERT']['poi'] = belfers_poi\n",
    "\n",
    "### After look at distributions of ratios of features, more top/bottom coding. ###\n",
    "\n",
    "### Nan Bannantine's salary, and bottom code salary.\n",
    "X_train.loc['BANNANTINE JAMES M', 'salary'] = np.nan\n",
    "data_df.loc['BANNANTINE JAMES M', 'salary'] = np.nan\n",
    "bottom = X_train['salary'].dropna().sort_values(ascending=False)[-2]\n",
    "X_train['salary'] = X_train['salary'].apply(lambda x : x if x > bottom or np.isnan(x) else bottom)\n",
    "data_df.loc[X_train.index]['salary'] \\\n",
    "    = data_df.loc[X_train.index]['salary'].apply(lambda x : x if x > bottom or np.isnan(x) else bottom)\n",
    "\n",
    "### These two only have one, very low payment value.\n",
    "# X_train.loc[['HAYES ROBERT E', 'HAUG DAVID L'], pay_features] = np.nan\n",
    "# data_df.loc[['HAYES ROBERT E', 'HAUG DAVID L'], pay_features] = np.nan\n",
    "X_train.loc[['HAYES ROBERT E'], pay_features] = np.nan\n",
    "data_df.loc[['HAYES ROBERT E'], pay_features] = np.nan\n",
    "\n",
    "### Top code deferred_income.\n",
    "top = X_train['deferred_income'].dropna().sort_values(ascending=True)[-3]\n",
    "X_train['deferred_income'] = X_train['deferred_income'].apply(lambda x : x if x < top or np.isnan(x) else top)\n",
    "data_df.loc[X_train.index]['deferred_income'] = \\\n",
    "    data_df.loc[X_train.index]['deferred_income'].apply(lambda x : x if x < top or np.isnan(x) else top)\n",
    "del top\n",
    "del bottom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "seven-delay",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Engineering features.\n"
     ]
    }
   ],
   "source": [
    "##########################################################################################\n",
    "### Task 3: Create new feature(s)\n",
    "print('Engineering features.')\n",
    "### Start with all ratios, within respective subspaces (fin:fin, e:e).\n",
    "\n",
    "### Add financial ratios within subspaces to data sets.\n",
    "pay_feats_divby_df = set_all_ratios(df=X_train, denoms=pay_features, numers=pay_features)\n",
    "stock_feats_divby_df = set_all_ratios(df=X_train, denoms=stock_features, numers=stock_features)\n",
    "### Only plausible email ratios (all reciprocals still, to get the 0s to infs):\n",
    "to_lst = ['to_messages', 'from_poi_to_this_person', 'shared_receipt_with_poi']\n",
    "from_lst = ['from_messages', 'from_this_person_to_poi']\n",
    "email_to_divby_df = set_all_ratios(df=X_train, denoms=to_lst, numers=to_lst)\n",
    "email_from_divby_df = set_all_ratios(df=X_train, denoms=from_lst, numers=from_lst)\n",
    "\n",
    "X_train = pd.concat(objs=[X_train, pay_feats_divby_df, stock_feats_divby_df, email_to_divby_df,\n",
    "                          email_from_divby_df], axis=1)\n",
    "\n",
    "### Do for test set.\n",
    "pay_feats_divby_df = set_all_ratios(df=X_test, denoms=pay_features, numers=pay_features)\n",
    "stock_feats_divby_df = set_all_ratios(df=X_test, denoms=stock_features, numers=stock_features)\n",
    "email_to_divby_df = set_all_ratios(df=X_test, denoms=to_lst, numers=to_lst)\n",
    "email_from_divby_df = set_all_ratios(df=X_test, denoms=from_lst, numers=from_lst)\n",
    "X_test = pd.concat(objs=[X_test, pay_feats_divby_df, stock_feats_divby_df, email_to_divby_df,\n",
    "                         email_from_divby_df], axis=1)\n",
    "\n",
    "### Do for full set.\n",
    "pay_feats_divby_df = set_all_ratios(df=data_df, denoms=pay_features, numers=pay_features)\n",
    "stock_feats_divby_df = set_all_ratios(df=data_df, denoms=stock_features, numers=stock_features)\n",
    "email_to_divby_df = set_all_ratios(df=data_df, denoms=to_lst, numers=to_lst)\n",
    "email_from_divby_df = set_all_ratios(df=data_df, denoms=from_lst, numers=from_lst)\n",
    "data_df = pd.concat(objs=[data_df, pay_feats_divby_df, stock_feats_divby_df, email_to_divby_df,\n",
    "                          email_from_divby_df], axis=1)\n",
    "del to_lst\n",
    "del from_lst\n",
    "\n",
    "### Set all np.inf to np.nan.\n",
    "set_inf = lambda col: col.apply(func=(lambda x: np.nan if abs(x) == abs(np.inf) else x))\n",
    "X_train = X_train.apply(func=set_inf)\n",
    "X_test = X_test.apply(func=set_inf)\n",
    "data_df = data_df.apply(func=set_inf)\n",
    "\n",
    "### Remove all features containing less than 30% training observations.\n",
    "drop_lst = list(X_train.count().loc[X_train.count() < .3 * len(X_train.index)].index)\n",
    "X_train.drop(columns=drop_lst, inplace=True)\n",
    "X_test.drop(columns=drop_lst, inplace=True)\n",
    "data_df.drop(columns=drop_lst, inplace=True)\n",
    "\n",
    "pay_feats_divby_lst = [feat for feat in list(pay_feats_divby_df.columns) if not feat in drop_lst]\n",
    "stock_feats_divby_lst = [feat for feat in list(stock_feats_divby_df.columns) if not feat in drop_lst]\n",
    "email_feats_divby_lst = [feat for feat in list(email_to_divby_df.columns) if not feat in drop_lst] \\\n",
    "                        + [feat for feat in list(email_from_divby_df.columns) if not feat in drop_lst]\n",
    "fin_features = [feat for feat in fin_features if feat not in drop_lst] + pay_feats_divby_lst \\\n",
    "    + stock_feats_divby_lst\n",
    "pay_features = [feat for feat in pay_features if feat not in drop_lst]\n",
    "stock_features = [feat for feat in stock_features if feat not in drop_lst]\n",
    "email_features = [feat for feat in email_features if feat not in drop_lst] + email_feats_divby_lst\n",
    "features_list = [feat for feat in features_list if feat not in drop_lst] + pay_feats_divby_lst \\\n",
    "    + stock_feats_divby_lst + email_feats_divby_lst\n",
    "del drop_lst"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "herbal-sandwich",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### Create features that flag mambership in various quantiles, outliership, and x > 0.\n",
    "# ### Use multiple quantiles: quartiles, quintiles, and deciles.\n",
    "# ### Retain np.nans.\n",
    "\n",
    "# to_flag_lst = fin_features + email_features\n",
    "\n",
    "# ### Could write a function, but I'll just paste and edit.\n",
    "# ### Flag train set.\n",
    "# fin_quant_flags_df = quant_flag_all(df=X_train[fin_features], quant_df=X_train[fin_features])\n",
    "# email_quant_flags_df = quant_flag_all(df=X_train[email_features], quant_df=X_train[email_features])\n",
    "# fin_out_flags_df = out_flag_all(df=X_train[fin_features], quant_df=X_train[fin_features])\n",
    "# email_out_flags_df = out_flag_all(df=X_train[email_features], quant_df=X_train[email_features])\n",
    "# sign_flags_df = flag_signs(df=X_train[to_flag_lst])\n",
    "# X_train = pd.concat(objs=[X_train, fin_quant_flags_df, email_quant_flags_df, fin_out_flags_df,\n",
    "#                           email_out_flags_df, sign_flags_df], axis=1)\n",
    "\n",
    "# ### Flag test set.\n",
    "# fin_quant_flags_df = quant_flag_all(df=X_test[fin_features], quant_df=X_train[fin_features])\n",
    "# email_quant_flags_df = quant_flag_all(df=X_test[email_features], quant_df=X_train[email_features])\n",
    "# fin_out_flags_df = out_flag_all(df=X_test[fin_features], quant_df=X_train[fin_features])\n",
    "# email_out_flags_df = out_flag_all(df=X_test[email_features], quant_df=X_train[email_features])\n",
    "# sign_flags_df = flag_signs(df=X_test[to_flag_lst])\n",
    "# X_test = pd.concat(objs=[X_test, fin_quant_flags_df, email_quant_flags_df, fin_out_flags_df,\n",
    "#                           email_out_flags_df, sign_flags_df], axis=1)\n",
    "\n",
    "# ### Flag whole set.\n",
    "# fin_quant_flags_df = quant_flag_all(df=data_df[fin_features], quant_df=X_train[fin_features])\n",
    "# email_quant_flags_df = quant_flag_all(df=data_df[email_features], quant_df=X_train[email_features])\n",
    "# fin_out_flags_df = out_flag_all(df=data_df[fin_features], quant_df=X_train[fin_features])\n",
    "# email_out_flags_df = out_flag_all(df=data_df[email_features], quant_df=X_train[email_features])\n",
    "# sign_flags_df = flag_signs(df=data_df[to_flag_lst])\n",
    "# data_df = pd.concat(objs=[data_df, fin_quant_flags_df, email_quant_flags_df, fin_out_flags_df,\n",
    "#                           email_out_flags_df, sign_flags_df], axis=1)\n",
    "\n",
    "# ### Create and update feature lists.\n",
    "# fin_quant_flags_lst = list(fin_quant_flags_df.columns)\n",
    "# email_quant_flags_lst = list(email_quant_flags_df.columns)\n",
    "# quant_flags_lst = fin_quant_flags_lst + email_quant_flags_lst\n",
    "\n",
    "# fin_out_flags_lst = list(fin_out_flags_df.columns)\n",
    "# email_out_flags_lst = list(email_out_flags_df.columns)\n",
    "# out_flags_lst = fin_out_flags_lst + email_out_flags_lst\n",
    "\n",
    "# fin_features += fin_quant_flags_lst + fin_out_flags_lst\n",
    "# email_features += email_quant_flags_lst + email_out_flags_lst\n",
    "\n",
    "# sign_flags_lst = list(sign_flags_df.columns)\n",
    "\n",
    "# features_list = features_list + quant_flags_lst + out_flags_lst + sign_flags_lst\n",
    "\n",
    "# del to_flag_lst\n",
    "# del fin_quant_flags_df\n",
    "# del email_quant_flags_df\n",
    "# del fin_out_flags_df\n",
    "# del email_out_flags_df\n",
    "# del sign_flags_df\n",
    "\n",
    "\n",
    "### Scale features.\n",
    "### Would be ideal to scale in the pipeline, but I initially experimented with iterative imputation\n",
    "### and feeding bools into sklearn. Not worth rewriting for this project.\n",
    "\n",
    "### Just do min-max on floats, not bools (some are objects for now because np.nan)\n",
    "\n",
    "float_feats_lst = fin_features + email_features\n",
    "# bool_feats_lst =  sign_flags_lst\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "train_floats = pd.DataFrame(data=scaler.fit_transform(X=X_train[float_feats_lst]),\n",
    "                            columns=float_feats_lst, index=X_train.index)\n",
    "X_train_scaled = pd.concat(objs=[train_floats], axis=1)#, X_train[bool_feats_lst]], axis=1)\n",
    "\n",
    "test_floats = pd.DataFrame(data=scaler.transform(X=X_test[float_feats_lst]),\n",
    "                           columns=float_feats_lst,index=X_test.index)\n",
    "X_test_scaled = pd.concat(objs=[test_floats], axis=1)#, X_test[bool_feats_lst]], axis=1)\n",
    "\n",
    "all_floats = pd.DataFrame(data=scaler.transform(X=data_df[float_feats_lst]),\n",
    "                          columns=float_feats_lst, index=data_df.index)\n",
    "data_df_scaled = pd.concat(objs=[data_df['poi'], all_floats], axis=1)#, data_df[bool_feats_lst]], axis=1)\n",
    "\n",
    "del float_feats_lst\n",
    "del scaler\n",
    "del train_floats\n",
    "del test_floats\n",
    "del all_floats\n",
    "del X_train\n",
    "del X_test\n",
    "del data_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ruled-baptist",
   "metadata": {},
   "outputs": [],
   "source": [
    "### Impute missing values:\n",
    "### Financial features to 0, email features to median, and bools to mode.\n",
    "### Restore bools to bool (from object because np.nan)\n",
    "\n",
    "imp0 = SimpleImputer(missing_values=np.nan, strategy='constant', fill_value=0)\n",
    "imp_med = SimpleImputer(missing_values=np.nan, strategy='median')\n",
    "imp_mod = SimpleImputer(missing_values=np.nan, strategy='most_frequent')\n",
    "\n",
    "### Financial features to 0.\n",
    "fin_train_df = pd.DataFrame(data=imp0.fit_transform(X=X_train_scaled[fin_features]),\n",
    "                        columns=fin_features, index=X_train_scaled.index)\n",
    "fin_test_df = pd.DataFrame(data=imp0.transform(X=X_test_scaled[fin_features]),\n",
    "                       columns=fin_features, index=X_test_scaled.index)\n",
    "fin_all_df = pd.DataFrame(data=imp0.transform(X=data_df_scaled[fin_features]),\n",
    "                      columns=fin_features, index=data_df_scaled.index)\n",
    "\n",
    "### email features to median.\n",
    "email_train_df = pd.DataFrame(data=imp_med.fit_transform(X=X_train_scaled[email_features]),\n",
    "                        columns=email_features, index=X_train_scaled.index)\n",
    "email_test_df = pd.DataFrame(data=imp_med.transform(X=X_test_scaled[email_features]),\n",
    "                       columns=email_features, index=X_test_scaled.index)\n",
    "email_all_df = pd.DataFrame(data=imp_med.transform(X=data_df_scaled[email_features]),\n",
    "                      columns=email_features, index=data_df_scaled.index)\n",
    "\n",
    "# ### Bools to mode.\n",
    "# ### Restore bools to bool (from object because np.nan)\n",
    "# bool_train_df = (pd.DataFrame(data=imp_mod.fit_transform(X=X_train_scaled[bool_feats_lst]),\n",
    "#                               columns=bool_feats_lst, index=X_train_scaled.index)).astype(bool)\n",
    "# bool_test_df = pd.DataFrame(data=imp_mod.transform(X=X_test_scaled[bool_feats_lst]),\n",
    "#                             columns=bool_feats_lst, index=X_test_scaled.index).astype(bool)\n",
    "# bool_all_df = pd.DataFrame(data=imp_mod.transform(X=data_df_scaled[bool_feats_lst]),\n",
    "#                            columns=bool_feats_lst, index=data_df_scaled.index).astype(bool)\n",
    "\n",
    "### Concat\n",
    "X_train_scaled_imp = pd.concat(objs=[fin_train_df, email_train_df], axis=1)#, bool_train_df], axis=1)\n",
    "X_test_scaled_imp = pd.concat(objs=[fin_test_df, email_test_df], axis=1)#, bool_test_df], axis=1)\n",
    "data_df_scaled_imp = pd.concat(objs=[data_df_scaled['poi'], fin_all_df, email_all_df], axis=1)#, bool_all_df], axis=1)\n",
    "\n",
    "del fin_train_df\n",
    "del email_train_df\n",
    "# del bool_train_df\n",
    "del fin_test_df\n",
    "del email_test_df\n",
    "# del bool_test_df\n",
    "del fin_all_df\n",
    "del email_all_df\n",
    "# del bool_all_df\n",
    "# del bool_feats_lst\n",
    "del X_train_scaled\n",
    "del X_test_scaled\n",
    "del data_df_scaled"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "decreased-toner",
   "metadata": {},
   "outputs": [],
   "source": [
    "# ### sklearn predictions as features\n",
    "\n",
    "# # 1) Kmeans cluster.\n",
    "# train_cluster_subspace, test_cluster_subspace \\\n",
    "#     = add_k_means_n(X_train=X_train_scaled_imp, X_test=X_test_scaled_imp)\n",
    "# X_train_scaled_imp_k = pd.concat(objs=[X_train_scaled_imp, train_cluster_subspace], axis=1)\n",
    "# X_test_scaled_imp_k = pd.concat(objs=[X_test_scaled_imp, test_cluster_subspace], axis=1)\n",
    "\n",
    "# train_cluster_subspace, test_cluster_subspace \\\n",
    "#     = add_k_means_n(X_train=X_train_scaled_imp, X_test=data_df_scaled_imp[features_list[1:]])\n",
    "# data_df_scaled_imp_k = pd.concat(objs=[data_df_scaled_imp, test_cluster_subspace], axis=1)\n",
    "\n",
    "# k_means_feats_lst = k_means_feats_lst = list(train_cluster_subspace.columns)\n",
    "# features_list += k_means_feats_lst\n",
    "\n",
    "# del train_cluster_subspace\n",
    "# del test_cluster_subspace\n",
    "# del X_train_scaled_imp\n",
    "# del X_test_scaled_imp\n",
    "# del data_df_scaled_imp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "bronze-sodium",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Baseline models using all engineered features, mixed imputation, train-test split of train set:\n",
      "\n",
      "\n",
      " base_perf_engineered\n",
      "\n",
      " dt_clf\n",
      "DecisionTreeClassifier()\n",
      "Training time: 0.004 s\n",
      "Prediction time: 0.001 s\n",
      "Confusion matrix:\n",
      " [[18  4]\n",
      " [ 2  2]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.9       , 0.33333333]), array([0.81818182, 0.5       ]), array([0.85714286, 0.4       ]), array([22,  4], dtype=int64)) \n",
      "\n",
      "\n",
      " rf_clf\n",
      "RandomForestClassifier()\n",
      "Training time: 0.116 s\n",
      "Prediction time: 0.007 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 4  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.        ]), array([1., 0.]), array([0.91666667, 0.        ]), array([22,  4], dtype=int64)) \n",
      "\n",
      "\n",
      " ab_clf\n",
      "AdaBoostClassifier()\n",
      "Training time: 0.052 s\n",
      "Prediction time: 0.005 s\n",
      "Confusion matrix:\n",
      " [[20  2]\n",
      " [ 3  1]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.86956522, 0.33333333]), array([0.90909091, 0.25      ]), array([0.88888889, 0.28571429]), array([22,  4], dtype=int64)) \n",
      "\n",
      "\n",
      " kn_clf\n",
      "KNeighborsClassifier()\n",
      "Training time: 0.005 s\n",
      "Prediction time: 0.002 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 4  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.        ]), array([1., 0.]), array([0.91666667, 0.        ]), array([22,  4], dtype=int64)) \n",
      "\n",
      "\n",
      " gnb_clf\n",
      "GaussianNB()\n",
      "Training time: 0.002 s\n",
      "Prediction time: 0.001 s\n",
      "Confusion matrix:\n",
      " [[11 11]\n",
      " [ 2  2]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.15384615]), array([0.5, 0.5]), array([0.62857143, 0.23529412]), array([22,  4], dtype=int64)) \n",
      "\n",
      "\n",
      " svc_clf\n",
      "SVC()\n",
      "Training time: 0.002 s\n",
      "Prediction time: 0.001 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 4  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.        ]), array([1., 0.]), array([0.91666667, 0.        ]), array([22,  4], dtype=int64)) \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    }
   ],
   "source": [
    "################################################################################################\n",
    "### [Task 4: Try a varity of classifiers\n",
    "### Please name your classifier clf for easy export below.\n",
    "### Note that if you want to do PCA or other multi-stage operations,\n",
    "### you'll need to use Pipelines. For more info:\n",
    "### http://scikit-learn.org/stable/modules/pipeline.html]\n",
    "\n",
    "# # [Provided to give you a starting point. Try a variety of classifiers.]\n",
    "# from sklearn.naive_bayes import GaussianNB\n",
    "# clf = GaussianNB()\n",
    "\n",
    "### Construct baseline performance with all features before tuning/selection.\n",
    "print('\\nBaseline models using all engineered features, mixed imputation, train-test split of train set:\\n')\n",
    "### Split train set again for a baseline model that won't touch the final test set.\n",
    "X_train_base, X_test_base, y_train_base, y_test_base \\\n",
    "    = train_test_split(X_train_scaled_imp, y_train, test_size=.3, random_state=42)\n",
    "#     = train_test_split(X_train_scaled_imp_k, y_train, test_size=.3, random_state=42)\n",
    "y_train_1d_base = np.ravel(y_train_base.astype(bool))\n",
    "y_test_1d_base = np.ravel(y_test_base.astype(bool))\n",
    "\n",
    "### Save metrics as a dataframe if you want to save the object and inspect it later.\n",
    "base_perf_engineered_df = pd.DataFrame(columns=ordered_cols_lst)\n",
    "\n",
    "base_perfs_dict = {'base_perf_engineered': base_perf_engineered_df}\n",
    "imp_sets_dict = {'base_perf_engineered': [X_train_base, X_test_base]}\n",
    "\n",
    "### Modifies the base_perfs_dict in place, because dict has no deep copy method.\n",
    "get_base_perfs(base_perfs_dict=base_perfs_dict, imp_sets_dict=imp_sets_dict, clf_dict=clf_dict, y_train=y_train_1d_base,\n",
    "               y_test=y_test_1d_base)\n",
    "\n",
    "base_perfs_dict['first_base'] = base_perf_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "committed-tattoo",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tuning model.\n",
      "\n",
      "Grid search output:\n",
      "\n",
      "\n",
      " 0 sel_per_empty_rf_clf \n",
      "\n",
      "Fitting 5 folds for each of 7056 candidates, totalling 35280 fits\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[Parallel(n_jobs=-1)]: Using backend LokyBackend with 8 concurrent workers.\n",
      "[Parallel(n_jobs=-1)]: Done  16 tasks      | elapsed:    1.7s\n",
      "[Parallel(n_jobs=-1)]: Done 288 tasks      | elapsed:    4.7s\n",
      "[Parallel(n_jobs=-1)]: Done 1568 tasks      | elapsed:   17.5s\n",
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      "[Parallel(n_jobs=-1)]: Done 8480 tasks      | elapsed:  1.5min\n",
      "[Parallel(n_jobs=-1)]: Done 11808 tasks      | elapsed:  2.0min\n",
      "[Parallel(n_jobs=-1)]: Done 15648 tasks      | elapsed:  2.7min\n",
      "[Parallel(n_jobs=-1)]: Done 20000 tasks      | elapsed:  3.4min\n",
      "[Parallel(n_jobs=-1)]: Done 24864 tasks      | elapsed:  4.2min\n",
      "[Parallel(n_jobs=-1)]: Done 30240 tasks      | elapsed:  5.0min\n",
      "[Parallel(n_jobs=-1)]: Done 35280 out of 35280 | elapsed:  5.9min finished\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Pipeline] ........... (step 1 of 2) Processing sel_per, total=   0.1s\n",
      "[Pipeline] ............ (step 2 of 2) Processing rf_clf, total=   0.0s\n",
      "\n",
      " GridSearchCV(estimator=Pipeline(steps=[('sel_per', SelectPercentile()),\n",
      "                                       ('rf_clf', RandomForestClassifier())],\n",
      "                                verbose=True),\n",
      "             n_jobs=-1,\n",
      "             param_grid={'rf_clf__bootstrap': [True, False],\n",
      "                         'rf_clf__max_depth': [8, 16, 24],\n",
      "                         'rf_clf__max_features': ['sqrt', 'log2'],\n",
      "                         'rf_clf__min_samples_leaf': [1, 2, 3, 4],\n",
      "                         'rf_clf__min_samples_split': [2],\n",
      "                         'rf_clf__n_estimators': [1, 2, 3, 4, 5, 6, 7],\n",
      "                         'rf_clf__n_jobs': [-1], 'rf_clf__random_state': [42],\n",
      "                         'sel_per__percentile': [2, 4, 6, 8, 10, 12, 14],\n",
      "                         'sel_per__score_func': [<function f_classif at 0x0000025AB1A748B0>,\n",
      "                                                 <function chi2 at 0x0000025AB1A74C10>,\n",
      "                                                 functools.partial(<function mutual_info_classif at 0x0000025AB1A8E790>, random_state=42)]},\n",
      "             scoring='recall_weighted', verbose=3)\n",
      "\n",
      "best_score_: 0.8718954248366014\n",
      "\n",
      "best_params_: {'rf_clf__bootstrap': False, 'rf_clf__max_depth': 8, 'rf_clf__max_features': 'sqrt', 'rf_clf__min_samples_leaf': 2, 'rf_clf__min_samples_split': 2, 'rf_clf__n_estimators': 4, 'rf_clf__n_jobs': -1, 'rf_clf__random_state': 42, 'sel_per__percentile': 8, 'sel_per__score_func': functools.partial(<function mutual_info_classif at 0x0000025AB1A8E790>, random_state=42)}\n"
     ]
    }
   ],
   "source": [
    "################################################################################################\n",
    "### [Task 5: Tune your classifier to achieve better than .3 precision and recall \n",
    "### using our testing script. Check the tester.py script in the final project\n",
    "### folder for details on the evaluation method, especially the test_classifier\n",
    "### function. Because of the small size of the dataset, the script uses\n",
    "### stratified shuffle split cross validation. For more info: \n",
    "### http://scikit-learn.org/stable/modules/generated/sklearn.cross_validation.StratifiedShuffleSplit.html]\n",
    "\n",
    "### Because the proliferation of features has led to overfit\n",
    "### (see gridsearch notebooks in the supplemental material folder),\n",
    "### remove quantile flags, outlier flags, sign flags, and cluster flags,\n",
    "### leaving the original base features (that were not removed) and the ratio features.\n",
    "\n",
    "drop_lst = []#quant_flags_lst + out_flags_lst + sign_flags_lst + k_means_feats_lst\n",
    "keep_lst = [feat for feat in features_list[1:] if feat not in drop_lst]\n",
    "\n",
    "# X_train_trimmed = X_train_scaled_imp_k[keep_lst]\n",
    "# X_test_trimmed = X_test_scaled_imp_k[keep_lst]\n",
    "# data_df_trimmed = data_df_scaled_imp_k[['poi'] + keep_lst]\n",
    "X_train_trimmed = X_train_scaled_imp[keep_lst]\n",
    "X_test_trimmed = X_test_scaled_imp[keep_lst]\n",
    "data_df_trimmed = data_df_scaled_imp[['poi'] + keep_lst]\n",
    "\n",
    "print('Tuning model.')\n",
    "### GridSearchCV inputs:\n",
    "n_jobs = -1\n",
    "### Callables to pass into parameter grid:\n",
    "mutual_info_classif_partial = partial(mutual_info_classif, random_state=42)\n",
    "DecisionTreeClassifier_partial = partial(DecisionTreeClassifier, random_state=42)\n",
    "RandomForestClassifier_partial = partial(RandomForestClassifier, random_state=42, n_jobs=n_jobs)\n",
    "AdaBoostClassifier_partial = partial(AdaBoostClassifier, random_state=42)\n",
    "svm_SVC_partial = partial(svm.SVC, random_state=42)\n",
    "KNeighborsClassifier_partial = partial(KNeighborsClassifier, n_jobs=n_jobs)\n",
    "\n",
    "### Would be ideal to scale in the pipeline, but I initially experimented with iterative imputation\n",
    "### and feeding bools into sklearn, and so scaled first. Not worth rewriting for this project.\n",
    "\n",
    "selectors = {\n",
    "    'sel_per': {\n",
    "        'sel': SelectPercentile(),\n",
    "        'params': {\n",
    "            'sel_per__score_func': [f_classif, chi2, mutual_info_classif_partial],\n",
    "            'sel_per__percentile': [2, 4, 6, 8, 10, 12, 14]\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "decomps = {\n",
    "    'empty' : None\n",
    "#     'fica': {\n",
    "#         'dec': FastICA(),\n",
    "#         'params': {\n",
    "#             'fica__algorithm': ['parallel', 'deflation'],\n",
    "#             'fica__fun': ['logcosh', 'exp', 'cube'],\n",
    "#             'fica__random_state': [42]\n",
    "#         }\n",
    "#     },\n",
    "#         'ipca': {\n",
    "#         'dec': IncrementalPCA(),\n",
    "#         'params': {\n",
    "#             ### defaults\n",
    "#         }\n",
    "#     },\n",
    "#     'kpca': {\n",
    "#         'dec': KernelPCA(),\n",
    "#         'params': {\n",
    "#             'kpca__kernel': ['linear', 'poly', 'rbf', 'sigmoid', 'cosine',\n",
    "#                              'precomputed'],\n",
    "#             'kpca__random_state': [42],\n",
    "#             'kpca__n_jobs': [n_jobs]\n",
    "#         }\n",
    "#     },\n",
    "    ### PCA kept throwing an error that the data contained nans, inf,\n",
    "    ### or too large dtypes, despite no nans, infs, nor wrong types per\n",
    "    ### replications of the sklearn (and numpy) condition checks that threw the\n",
    "    ### errors (\"errors\" because using PCA threw the error from sklearn script,\n",
    "    ### but further investigation showed that PCA's get_precision method (or another method) may have\n",
    "    ### thrown it from a NumPy script (see gridsearch notebook for tracing), and that\n",
    "    ### did not include dtype size).\n",
    "    ### Maybe a problem with the transformed data handed off from\n",
    "    ### SelectPercentile, but I'm done messing around with it. Just need to finish. Skip PCA.\n",
    "#     'pca': {\n",
    "#         'dec': PCA(),\n",
    "#         'params': {\n",
    "#             'pca__random_state': [42]\n",
    "#         }\n",
    "#     },\n",
    "#     'tsvd': {\n",
    "#         'dec': TruncatedSVD(),\n",
    "#         'params': {\n",
    "#             'tsvd__n_components': [2, 4, 8, 16, 32, 64, 128],\n",
    "#             'tsvd__algorithm': ['arpack', 'randomized'],\n",
    "#             'tsvd__random_state': [42]\n",
    "#         }\n",
    "#     }\n",
    "}\n",
    "\n",
    "classifiers = {\n",
    "#     'dt_clf': {\n",
    "#         'clf': DecisionTreeClassifier(),\n",
    "#         'params': {\n",
    "#             'dt_clf__random_state': [42]\n",
    "#         }\n",
    "#     },\n",
    "    'rf_clf': {\n",
    "        'clf': RandomForestClassifier(),\n",
    "        'params': {\n",
    "            'rf_clf__n_estimators': [1, 2, 3, 4, 5, 6, 7],\n",
    "            'rf_clf__max_features': ['sqrt', 'log2'],\n",
    "            'rf_clf__max_depth': [8, 16, 24],\n",
    "            'rf_clf__min_samples_split': [2],\n",
    "            'rf_clf__min_samples_leaf': [1, 2, 3, 4],\n",
    "            'rf_clf__bootstrap': [True, False],\n",
    "            'rf_clf__random_state': [42],\n",
    "            'rf_clf__n_jobs': [n_jobs]\n",
    "        }\n",
    "    },\n",
    "#     'ab_clf': {\n",
    "#         'clf': AdaBoostClassifier(),\n",
    "#         'params': {\n",
    "#             'ab_clf__base_estimator': [\n",
    "#                 DecisionTreeClassifier_partial(),\n",
    "#                 RandomForestClassifier_partial(),\n",
    "#                 AdaBoostClassifier_partial(),\n",
    "#                 svm_SVC_partial(),\n",
    "#                 KNeighborsClassifier_partial(),\n",
    "#                 GaussianNB()\n",
    "#             ],\n",
    "#             'ab_clf__n_estimators': [8, 16, 24, 32, 40, 48, 56],\n",
    "#             'ab_clf__algorithm': ['SAMME', 'SAMME.R'],\n",
    "#             'ab_clf__random_state': [42]\n",
    "#         }\n",
    "#     },\n",
    "#     'kn_clf': {\n",
    "#         'clf': KNeighborsClassifier(),\n",
    "#         'params': {\n",
    "#             'kn_clf__n_neighbors': [2, 3, 4, 5, 6, 7, 8, 9, 10],\n",
    "#             'kn_clf__weights': ['uniform', 'distance'],\n",
    "#             'kn_clf__algorithm': ['ball_tree', 'kd_tree', 'brute'],\n",
    "#             'kn_clf__leaf_size': [4, 8, 12, 16, 20, 24, 30],\n",
    "#             'kn_clf__n_jobs': [n_jobs]\n",
    "#         }\n",
    "#     },\n",
    "#     'gnb_clf': {\n",
    "#         'clf': GaussianNB(),\n",
    "#         'params': {\n",
    "#             # Defaults\n",
    "#         }\n",
    "#     },\n",
    "}\n",
    "\n",
    "\n",
    "print('\\nGrid search output:\\n')\n",
    "imp_gscvs_dict = {}\n",
    "imp_gscvs_dict['mixed_impute_trimmed'] \\\n",
    "    = search_em_all(X_train=X_train_trimmed, y_train=y_train_1d, selectors=selectors,\n",
    "                    decomps=decomps, classifiers=classifiers, pipe_verbose=True,\n",
    "                    scoring='recall_weighted', n_jobs=-1)\n",
    "### Can try with multiple datasets for comparison.\n",
    "# imp_gscvs_dict['other_set'] \\\n",
    "#     = search_em_all(X_train=X_train_other_set, y_train=y_train_1d, selectors=selectors,\n",
    "#                     decomps=decomps, classifiers=classifiers, pipe_verbose=True,\n",
    "#                     scoring='recall_weighted', n_jobs=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "impressed-upset",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('data/imp_gscvs_dict_last.pkl', 'wb') as file:\n",
    "    pickle.dump(obj=imp_gscvs_dict, file=file)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "impaired-shelf",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best model key: sel_per_empty_rf_clf \n",
      "\n",
      "Best score:\n",
      " 0.8718954248366014 \n",
      "\n",
      "Best estimator:\n",
      " Pipeline(steps=[('sel_per',\n",
      "                 SelectPercentile(percentile=8,\n",
      "                                  score_func=functools.partial(<function mutual_info_classif at 0x0000025AB1A8E790>, random_state=42))),\n",
      "                ('rf_clf',\n",
      "                 RandomForestClassifier(bootstrap=False, max_depth=8,\n",
      "                                        max_features='sqrt', min_samples_leaf=2,\n",
      "                                        n_estimators=4, n_jobs=-1,\n",
      "                                        random_state=42))],\n",
      "         verbose=True) \n",
      "\n",
      "Confusion matrix:\n",
      " [[30  4]\n",
      " [ 1  2]] \n",
      "\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.96774194, 0.33333333]), array([0.88235294, 0.66666667]), array([0.92307692, 0.44444444]), array([34,  3], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.7894736842105263 \n",
      "\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "### Check some performance metrics of final model.\n",
    "get_f = lambda precision, recall: 2 * ((precision * recall) / (precision + recall))\n",
    "for name, gscv in imp_gscvs_dict['mixed_impute_trimmed'].items():\n",
    "    print('Best model key:', name, '\\n')\n",
    "    print('Best score:\\n', gscv.best_score_, '\\n')\n",
    "    print('Best estimator:\\n', gscv.best_estimator_, '\\n')\n",
    "    clf = gscv.best_estimator_\n",
    "    pred = clf.predict(X_test_trimmed)\n",
    "    conf = confusion_matrix(y_true=y_test_1d, y_pred=pred)\n",
    "    print('Confusion matrix:\\n', conf, '\\n')\n",
    "    prf = precision_recall_fscore_support(y_true=y_test_1d, y_pred=pred)\n",
    "    print('Precision, recall, f beta score, support:\\n', prf, '\\n')\n",
    "    print('Custom F beta using nonPOI precision and POI recall:\\n', get_f(prf[0][0], prf[1][1]), '\\n')\n",
    "    print('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "unavailable-cholesterol",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "All features and their scores provided by scoring function mutual_info_classif:\n",
      "deferred_income_DivBy_total_payments                     0.119102\n",
      "from_this_person_to_poi_DivBy_from_messages              0.096761\n",
      "expenses                                                 0.093968\n",
      "expenses_DivBy_bonus                                     0.079620\n",
      "expenses_DivBy_salary                                    0.069812\n",
      "salary_DivBy_expenses                                    0.054408\n",
      "total_payments_DivBy_long_term_incentive                 0.047625\n",
      "from_this_person_to_poi                                  0.046734\n",
      "expenses_DivBy_long_term_incentive                       0.045198\n",
      "from_messages_DivBy_from_this_person_to_poi              0.041893\n",
      "salary_DivBy_bonus                                       0.041637\n",
      "from_poi_to_this_person_DivBy_to_messages                0.039296\n",
      "bonus_DivBy_expenses                                     0.037907\n",
      "restricted_stock_DivBy_total_stock_value                 0.036282\n",
      "bonus                                                    0.035839\n",
      "shared_receipt_with_poi                                  0.034999\n",
      "salary_DivBy_total_payments                              0.034852\n",
      "shared_receipt_with_poi_DivBy_from_poi_to_this_person    0.033844\n",
      "from_poi_to_this_person                                  0.032920\n",
      "expenses_DivBy_total_payments                            0.032550\n",
      "total_payments                                           0.029850\n",
      "bonus_DivBy_salary                                       0.026557\n",
      "from_poi_to_this_person_DivBy_shared_receipt_with_poi    0.021062\n",
      "total_payments_DivBy_deferred_income                     0.018785\n",
      "salary                                                   0.013726\n",
      "restricted_stock                                         0.013188\n",
      "to_messages_DivBy_shared_receipt_with_poi                0.011121\n",
      "total_payments_DivBy_salary                              0.007416\n",
      "total_payments_DivBy_expenses                            0.006358\n",
      "long_term_incentive_DivBy_expenses                       0.002260\n",
      "total_stock_value                                        0.000000\n",
      "long_term_incentive                                      0.000000\n",
      "deferred_income                                          0.000000\n",
      "shared_receipt_with_poi_DivBy_to_messages                0.000000\n",
      "exercised_stock_options                                  0.000000\n",
      "to_messages_DivBy_from_poi_to_this_person                0.000000\n",
      "total_stock_value_DivBy_restricted_stock                 0.000000\n",
      "total_stock_value_DivBy_exercised_stock_options          0.000000\n",
      "exercised_stock_options_DivBy_total_stock_value          0.000000\n",
      "restricted_stock_DivBy_exercised_stock_options           0.000000\n",
      "long_term_incentive_DivBy_bonus                          0.000000\n",
      "exercised_stock_options_DivBy_restricted_stock           0.000000\n",
      "to_messages                                              0.000000\n",
      "from_messages                                            0.000000\n",
      "total_payments_DivBy_bonus                               0.000000\n",
      "salary_DivBy_long_term_incentive                         0.000000\n",
      "bonus_DivBy_long_term_incentive                          0.000000\n",
      "bonus_DivBy_total_payments                               0.000000\n",
      "long_term_incentive_DivBy_salary                         0.000000\n",
      "long_term_incentive_DivBy_total_payments                 0.000000\n",
      "dtype: float64\n",
      "\n",
      "Selected features and their scores provided by selecting function mutual_info_classif:\n",
      "deferred_income_DivBy_total_payments           0.119102\n",
      "from_this_person_to_poi_DivBy_from_messages    0.096761\n",
      "expenses                                       0.093968\n",
      "expenses_DivBy_bonus                           0.079620\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "### Check final features.\n",
    "print('\\nAll features and their scores provided by scoring function mutual_info_classif:')\n",
    "feature_scores_sr = pd.Series(data=clf.named_steps['sel_per'].scores_, index=X_train_trimmed.columns)\n",
    "print(feature_scores_sr.sort_values(ascending=False))\n",
    "\n",
    "print('\\nSelected features and their scores provided by selecting function mutual_info_classif:')\n",
    "num_selected = int((0.01 * clf.named_steps['sel_per'].percentile) * len(X_train_trimmed.columns))\n",
    "print(feature_scores_sr.sort_values(ascending=False).head(num_selected))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "british-paper",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(60, 1)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "(26, 1)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train_base.shape\n",
    "y_test_base.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "personalized-student",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Baseline models, no engineered features, no tuning, impute with 0, full train-test split:\n",
      "\n",
      "DecisionTreeClassifier()\n",
      "Training time: 0.003 s\n",
      "Prediction time: 0.002 s\n",
      "Confusion matrix:\n",
      " [[16  6]\n",
      " [ 2  2]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.88888889, 0.25      ]), array([0.72727273, 0.5       ]), array([0.8       , 0.33333333]), array([22,  4], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.64 \n",
      "\n",
      "RandomForestClassifier()\n",
      "Training time: 0.099 s\n",
      "Prediction time: 0.01 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 3  1]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.88, 1.  ]), array([1.  , 0.25]), array([0.93617021, 0.4       ]), array([22,  4], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.3893805309734514 \n",
      "\n",
      "AdaBoostClassifier()\n",
      "Training time: 0.06 s\n",
      "Prediction time: 0.005 s\n",
      "Confusion matrix:\n",
      " [[20  2]\n",
      " [ 3  1]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.86956522, 0.33333333]), array([0.90909091, 0.25      ]), array([0.88888889, 0.28571429]), array([22,  4], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.38834951456310685 \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "tools\\train_test.py:42: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples,), for example using ravel().\n",
      "  clf = clf.fit(X=X_train, y=y_train)\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "tools\\train_test.py:42: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  clf = clf.fit(X=X_train, y=y_train)\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "KNeighborsClassifier()\n",
      "Training time: 0.0 s\n",
      "Prediction time: 0.007 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 4  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.        ]), array([1., 0.]), array([0.91666667, 0.        ]), array([22,  4], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.0 \n",
      "\n",
      "GaussianNB()\n",
      "Training time: 0.002 s\n",
      "Prediction time: 0.002 s\n",
      "Confusion matrix:\n",
      " [[11 11]\n",
      " [ 2  2]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.15384615]), array([0.5, 0.5]), array([0.62857143, 0.23529412]), array([22,  4], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.6285714285714286 \n",
      "\n",
      "SVC()\n",
      "Training time: 0.003 s\n",
      "Prediction time: 0.001 s\n",
      "Confusion matrix:\n",
      " [[22  0]\n",
      " [ 4  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.84615385, 0.        ]), array([1., 0.]), array([0.91666667, 0.        ]), array([22,  4], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.0 \n",
      "\n",
      "\n",
      "Baseline models, cleaned set, human-selected and engineered features, scaled, mixed imputation, no tuning:\n",
      "\n",
      "DecisionTreeClassifier()\n",
      "Training time: 0.002 s\n",
      "Prediction time: 0.001 s\n",
      "Confusion matrix:\n",
      " [[30  4]\n",
      " [ 1  2]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.96774194, 0.33333333]), array([0.88235294, 0.66666667]), array([0.92307692, 0.44444444]), array([34,  3], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.7894736842105263 \n",
      "\n",
      "RandomForestClassifier()\n",
      "Training time: 0.097 s\n",
      "Prediction time: 0.005 s\n",
      "Confusion matrix:\n",
      " [[33  1]\n",
      " [ 2  1]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.94285714, 0.5       ]), array([0.97058824, 0.33333333]), array([0.95652174, 0.4       ]), array([34,  3], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.49253731343283585 \n",
      "\n",
      "AdaBoostClassifier()\n",
      "Training time: 0.055 s\n",
      "Prediction time: 0.005 s\n",
      "Confusion matrix:\n",
      " [[31  3]\n",
      " [ 1  2]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.96875, 0.4    ]), array([0.91176471, 0.66666667]), array([0.93939394, 0.5       ]), array([34,  3], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.7898089171974522 \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\utils\\validation.py:72: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n",
      "  return f(**kwargs)\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "KNeighborsClassifier()\n",
      "Training time: 0.0 s\n",
      "Prediction time: 0.006 s\n",
      "Confusion matrix:\n",
      " [[34  0]\n",
      " [ 3  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.91891892, 0.        ]), array([1., 0.]), array([0.95774648, 0.        ]), array([34,  3], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.0 \n",
      "\n",
      "GaussianNB()\n",
      "Training time: 0.0 s\n",
      "Prediction time: 0.0 s\n",
      "Confusion matrix:\n",
      " [[21 13]\n",
      " [ 0  3]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([1.    , 0.1875]), array([0.61764706, 1.        ]), array([0.76363636, 0.31578947]), array([34,  3], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 1.0 \n",
      "\n",
      "SVC()\n",
      "Training time: 0.0 s\n",
      "Prediction time: 0.0 s\n",
      "Confusion matrix:\n",
      " [[34  0]\n",
      " [ 3  0]]\n",
      "Precision, recall, f beta score, support:\n",
      " (array([0.91891892, 0.        ]), array([1., 0.]), array([0.95774648, 0.        ]), array([34,  3], dtype=int64)) \n",
      "\n",
      "Custom F beta using nonPOI precision and POI recall:\n",
      " 0.0 \n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "C:\\Users\\kaleb\\anaconda3\\envs\\py3\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1221: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    }
   ],
   "source": [
    "### Compare to baseline using whole set.\n",
    "### Store metrics in a dataframe in case you want to save and inspect it.\n",
    "base_perf_full_df= pd.DataFrame(columns=ordered_cols_lst)\n",
    "print('\\nBaseline models, no engineered features, no tuning, impute with 0, full train-test split:\\n')\n",
    "for key, method in clf_dict.items():\n",
    "    _, _, _, prf, perf_sr = run_skl(method=method, X_train=X_train_base,\n",
    "                                  y_train=y_train_base,\n",
    "                                  X_test=X_test_base,\n",
    "                                  y_test=y_test_base,\n",
    "                                  perf_series=key)\n",
    "    print('Custom F beta using nonPOI precision and POI recall:\\n', get_f(prf[0][0], prf[1][1]), '\\n')\n",
    "    base_perf_full_df = base_perf_full_df.append(perf_sr)\n",
    "    \n",
    "print('\\nBaseline models, cleaned set, human-selected and engineered features, scaled, mixed imputation, no tuning:\\n')\n",
    "base_perf_engineered_trimmed_df = pd.DataFrame(columns=ordered_cols_lst)\n",
    "for key, method in clf_dict.items():\n",
    "    _, _, _, prf, perf_sr = run_skl(method=method, X_train=X_train_trimmed,\n",
    "                                  y_train=y_train_1d,\n",
    "                                  X_test=X_test_trimmed,\n",
    "                                  y_test=y_test_1d,\n",
    "                                  perf_series=key)\n",
    "    print('Custom F beta using nonPOI precision and POI recall:\\n', get_f(prf[0][0], prf[1][1]), '\\n')\n",
    "    base_perf_full_df = base_perf_df.append(perf_sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "inappropriate-colonial",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Saving classifier, data, and features list.\n"
     ]
    }
   ],
   "source": [
    "### [Task 6: Dump your classifier, dataset, and features_list so anyone can\n",
    "### check your results ...]\n",
    "print('Saving classifier, data, and features list.')\n",
    "features_list = keep_lst\n",
    "data_df_trimmed['poi'] = data_df_trimmed['poi'].astype(bool)\n",
    "my_dataset = data_df_trimmed.T.to_dict()\n",
    "### Would be ideal to scale in the pipeline, but I initially experimented with iterative imputation\n",
    "### and feeding bools into sklearn, and so scaled first. Not worth rewriting for this project.\n",
    "clf = imp_gscvs_dict['mixed_impute_trimmed']['sel_per_empty_rf_clf'].best_estimator_\n",
    "\n",
    "CLF_PICKLE_FILENAME = \"my_classifier.pkl\"\n",
    "DATASET_PICKLE_FILENAME = \"my_dataset.pkl\"\n",
    "FEATURE_LIST_FILENAME = \"my_feature_list.pkl\"\n",
    "\n",
    "with open(CLF_PICKLE_FILENAME, \"wb\") as clf_outfile:\n",
    "    pickle.dump(clf, clf_outfile)\n",
    "with open(DATASET_PICKLE_FILENAME, \"wb\") as dataset_outfile:\n",
    "    pickle.dump(my_dataset, dataset_outfile)\n",
    "with open(FEATURE_LIST_FILENAME, \"wb\") as featurelist_outfile:\n",
    "    pickle.dump(features_list, featurelist_outfile)\n",
    "    \n",
    "### [... You do not need to change anything below, but make sure\n",
    "### that the version of poi_id.py that you submit can be run on its own and\n",
    "### generates the necessary .pkl files for validating your results.]\n",
    "\n",
    "### Deprecated\n",
    "# dump_classifier_and_data(clf, my_dataset, features_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "extraordinary-register",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'ALLEN PHILLIP K': {'poi': False,\n",
       "  'salary': 0.13703564527051476,\n",
       "  'bonus': 0.5176544766708702,\n",
       "  'long_term_incentive': 0.10878617035572011,\n",
       "  'deferred_income': 0.011554329869112312,\n",
       "  'expenses': 0.05815140929949203,\n",
       "  'total_payments': 0.42586365927041875,\n",
       "  'exercised_stock_options': 0.049872205900403845,\n",
       "  'restricted_stock': 0.0055670757754609605,\n",
       "  'total_stock_value': 0.03521763903531165,\n",
       "  'to_messages': 0.23821485388930755,\n",
       "  'from_poi_to_this_person': 0.08901515151515152,\n",
       "  'from_messages': 0.2732849273910866,\n",
       "  'from_this_person_to_poi': 0.10673234811165845,\n",
       "  'shared_receipt_with_poi': 0.2545751041855408,\n",
       "  'salary_DivBy_bonus': 0.0024421365831252817,\n",
       "  'salary_DivBy_long_term_incentive': 0.15330045337626158,\n",
       "  'salary_DivBy_expenses': 0.032534846169570024,\n",
       "  'salary_DivBy_total_payments': 0.013645667077033026,\n",
       "  'bonus_DivBy_salary': 0.8406060077318622,\n",
       "  'bonus_DivBy_long_term_incentive': 0.5561277171970658,\n",
       "  'bonus_DivBy_expenses': 0.35935258937133757,\n",
       "  'bonus_DivBy_total_payments': 0.1672694590769606,\n",
       "  'long_term_incentive_DivBy_salary': 0.10421226044940905,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0029001470525473728,\n",
       "  'long_term_incentive_DivBy_expenses': 0.04220213413776545,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.00623512964302137,\n",
       "  'deferred_income_DivBy_total_payments': 0.9365342966484625,\n",
       "  'expenses_DivBy_salary': 0.076497276936829,\n",
       "  'expenses_DivBy_bonus': 0.005289079959738641,\n",
       "  'expenses_DivBy_long_term_incentive': 0.024568006295781215,\n",
       "  'expenses_DivBy_total_payments': 0.0029499464438905096,\n",
       "  'total_payments_DivBy_salary': 0.712767123523385,\n",
       "  'total_payments_DivBy_bonus': 0.06644450916817606,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.4861633456421838,\n",
       "  'total_payments_DivBy_deferred_income': 0.9973938530018175,\n",
       "  'total_payments_DivBy_expenses': 0.18342553153805394,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.20999347017905695,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.005392147797224498,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.05860373003366433,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.20793295616547777,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.06135246112288196,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.019891627221592066,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.07451757408683668,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.10438877043354655,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.4751938251203377,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.03724420241398292,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.30769230769230765,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.029612756264236904},\n",
       " 'BADUM JAMES P': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.01264885191726967,\n",
       "  'total_payments': 0.010144115946006407,\n",
       "  'exercised_stock_options': 0.007003552415562771,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.005249777856186667,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.021667957105242802,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.029133260591629125,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'BANNANTINE JAMES M': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9999999999999999,\n",
       "  'expenses': 0.24412810140119123,\n",
       "  'total_payments': 0.08104788580501177,\n",
       "  'exercised_stock_options': 0.11735103247484213,\n",
       "  'restricted_stock': 0.11642243868413066,\n",
       "  'total_stock_value': 0.10677008087830771,\n",
       "  'to_messages': 0.04261910742694466,\n",
       "  'from_poi_to_this_person': 0.07386363636363637,\n",
       "  'from_messages': 0.0021281922884326485,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.08389200942199673,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9996610663448176,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0711687639923216,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.656918548135341,\n",
       "  'total_payments_DivBy_expenses': 0.008599195357098747,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.03402573180611544,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7502647864220391,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.039303332971356096,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.32495975116734926,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.02771848592090262,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.045203085158944216,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.010641795151483734,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.004066227165215642,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.31703443350124055,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.26209677419354843,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8182141419932415,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.012221673100297861,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'BAXTER JOHN C': {'poi': False,\n",
       "  'salary': 0.2016286312299408,\n",
       "  'bonus': 0.14249684741488022,\n",
       "  'long_term_incentive': 0.7004369788566513,\n",
       "  'deferred_income': 0.5562364170908706,\n",
       "  'expenses': 0.04645801466495444,\n",
       "  'total_payments': 0.5369838325555057,\n",
       "  'exercised_stock_options': 0.19408595250602326,\n",
       "  'restricted_stock': 0.26489514153835264,\n",
       "  'total_stock_value': 0.21631523370824213,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.05834356249442811,\n",
       "  'salary_DivBy_long_term_incentive': 0.022916878970758812,\n",
       "  'salary_DivBy_expenses': 0.05506153429173177,\n",
       "  'salary_DivBy_total_payments': 0.016236286272962953,\n",
       "  'bonus_DivBy_salary': 0.17244440538246414,\n",
       "  'bonus_DivBy_long_term_incentive': 0.027263258460995303,\n",
       "  'bonus_DivBy_expenses': 0.12596459096459095,\n",
       "  'bonus_DivBy_total_payments': 0.02707951157276082,\n",
       "  'long_term_incentive_DivBy_salary': 0.47314540464849286,\n",
       "  'long_term_incentive_DivBy_bonus': 0.11506114806252192,\n",
       "  'long_term_incentive_DivBy_expenses': 0.277958010723544,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.04458360014562071,\n",
       "  'deferred_income_DivBy_total_payments': 0.9773896665219913,\n",
       "  'expenses_DivBy_salary': 0.04562425986549897,\n",
       "  'expenses_DivBy_bonus': 0.02027540360873694,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0028745279575151743,\n",
       "  'expenses_DivBy_total_payments': 0.001658637086297581,\n",
       "  'total_payments_DivBy_salary': 0.6753327991959159,\n",
       "  'total_payments_DivBy_bonus': 0.3393454715162189,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1128573835180121,\n",
       "  'total_payments_DivBy_deferred_income': 0.9924037924444628,\n",
       "  'total_payments_DivBy_expenses': 0.2857278484247226,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.024662199142234345,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.5940956915527662,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.053918384658959415,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.3614650420803109,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.055281754292246854,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.040824278541495666,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'BAY FRANKLIN R': {'poi': False,\n",
       "  'salary': 0.17443090611822398,\n",
       "  'bonus': 0.0416141235813367,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9368435496304999,\n",
       "  'expenses': 0.5633779359492994,\n",
       "  'total_payments': 0.07249563091010909,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.006910297405127372,\n",
       "  'total_stock_value': 0.0012831174896525313,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.1791847897915571,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0017088491001729937,\n",
       "  'salary_DivBy_total_payments': 0.28077213311165583,\n",
       "  'bonus_DivBy_salary': 0.05583961589480119,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0007365045857557974,\n",
       "  'bonus_DivBy_total_payments': 0.079852485501894,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9776104954988472,\n",
       "  'expenses_DivBy_salary': 0.6193849702725505,\n",
       "  'expenses_DivBy_bonus': 0.8018465099715099,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.18172381017904948,\n",
       "  'total_payments_DivBy_salary': 0.08083189788415833,\n",
       "  'total_payments_DivBy_bonus': 0.1414395921813319,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.992327725532973,\n",
       "  'total_payments_DivBy_expenses': 0.0029836749588467424,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 2.3339189581802335,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.006548585528804465,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'BAZELIDES PHILIP J': {'poi': False,\n",
       "  'salary': 0.01692880166809277,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.011325985857640851,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.07563045592666984,\n",
       "  'exercised_stock_options': 0.04608845426784173,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.03257256076848422,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.2059345218956669,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0670918040579055,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.07511756564312426,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.013602977326949262,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.32311627693502076,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.3009260942585434,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'BECK SALLY W': {'poi': False,\n",
       "  'salary': 0.16616083848828594,\n",
       "  'bonus': 0.07944514501891552,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.16028891625723715,\n",
       "  'total_payments': 0.08615705144775478,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0055670757754609605,\n",
       "  'total_stock_value': 0.0025662146168857645,\n",
       "  'to_messages': 0.6077200033492423,\n",
       "  'from_poi_to_this_person': 0.2727272727272727,\n",
       "  'from_messages': 0.5421882824236354,\n",
       "  'from_this_person_to_poi': 0.6338259441707718,\n",
       "  'shared_receipt_with_poi': 0.47780394999094034,\n",
       "  'salary_DivBy_bonus': 0.09296222440956309,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.012303833676117256,\n",
       "  'salary_DivBy_total_payments': 0.2252229174058389,\n",
       "  'bonus_DivBy_salary': 0.11187781605556253,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.019673800976932367,\n",
       "  'bonus_DivBy_total_payments': 0.12653079075737622,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.18275057832870542,\n",
       "  'expenses_DivBy_bonus': 0.1293874643874644,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.044174720664182945,\n",
       "  'total_payments_DivBy_salary': 0.10562335602157379,\n",
       "  'total_payments_DivBy_bonus': 0.08982691529827878,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.014176371427655942,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.04960017183537055,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.033170982011694265,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.09057459897325519,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.17051913603637742,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.34879860266180984,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021116706218286353,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.09625629424213676,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.08887865530739121},\n",
       " 'BELDEN TIMOTHY N': {'poi': True,\n",
       "  'salary': 0.1489772223637858,\n",
       "  'bonus': 0.6532155107187894,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.2514782736116471,\n",
       "  'expenses': 0.07343434299163316,\n",
       "  'total_payments': 0.5241591706435814,\n",
       "  'exercised_stock_options': 0.027256935028353087,\n",
       "  'restricted_stock': 0.007710223969246076,\n",
       "  'total_stock_value': 0.02261664092653243,\n",
       "  'to_messages': 0.6643221971029055,\n",
       "  'from_poi_to_this_person': 0.4318181818181818,\n",
       "  'from_messages': 0.05908863294942413,\n",
       "  'from_this_person_to_poi': 0.17733990147783252,\n",
       "  'shared_receipt_with_poi': 1.0,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0271201828633213,\n",
       "  'salary_DivBy_total_payments': 0.006941319488748245,\n",
       "  'bonus_DivBy_salary': 1.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.3611021771011088,\n",
       "  'bonus_DivBy_total_payments': 0.17181203730096656,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.960872039257277,\n",
       "  'expenses_DivBy_salary': 0.09084969825248036,\n",
       "  'expenses_DivBy_bonus': 0.00524928931895295,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0030224809606433523,\n",
       "  'total_payments_DivBy_salary': 0.8308362731850664,\n",
       "  'total_payments_DivBy_bonus': 0.06447090191871291,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9956704615882516,\n",
       "  'total_payments_DivBy_expenses': 0.1798044242241408,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.09175280011749712,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.8448477181993574,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.014064307180293488,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.12866185821687057,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.015485109320582488,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.10680313790379857,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.032689732188703774,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008375339541746858,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.1312780069067062,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.12905270784278208,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6851157239882387,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.029296631054977255,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03268996696226743,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2231404958677686},\n",
       " 'BELFER ROBERT': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.0,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'BERBERIAN DAVID': {'poi': False,\n",
       "  'salary': 0.151538256375071,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.04949093411289297,\n",
       "  'total_payments': 0.014590078626706991,\n",
       "  'exercised_stock_options': 0.046809522563947,\n",
       "  'restricted_stock': 0.056063960423984864,\n",
       "  'total_stock_value': 0.050776054560532365,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.041388944060719704,\n",
       "  'salary_DivBy_total_payments': 0.9999999999999999,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.06060750353625426,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.06017923685577799,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.010272476746460403,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.02734907001520352,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6187707191888163,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.04875208292190567,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.33855625417373497,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.05012289755654448,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.04346662594747085,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'BERGSIEKER RICHARD P': {'poi': False,\n",
       "  'salary': 0.12312198275391963,\n",
       "  'bonus': 0.02269861286254729,\n",
       "  'long_term_incentive': 0.05126963068521591,\n",
       "  'deferred_income': 0.8455259106393603,\n",
       "  'expenses': 0.256724359339595,\n",
       "  'total_payments': 0.05231389029948499,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.04179730106829232,\n",
       "  'total_stock_value': 0.013423904559874656,\n",
       "  'to_messages': 0.027296324206648244,\n",
       "  'from_poi_to_this_person': 0.007575757575757576,\n",
       "  'from_messages': 0.0058838257386079115,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.04185540858851241,\n",
       "  'salary_DivBy_bonus': 0.2281224505142183,\n",
       "  'salary_DivBy_long_term_incentive': 0.2535599739847012,\n",
       "  'salary_DivBy_expenses': 0.004910680027019004,\n",
       "  'salary_DivBy_total_payments': 0.2961742465974583,\n",
       "  'bonus_DivBy_salary': 0.04185653905431532,\n",
       "  'bonus_DivBy_long_term_incentive': 0.053025368653889696,\n",
       "  'bonus_DivBy_expenses': 0.002093421294942207,\n",
       "  'bonus_DivBy_total_payments': 0.0643706279697615,\n",
       "  'long_term_incentive_DivBy_salary': 0.05838678727032187,\n",
       "  'long_term_incentive_DivBy_bonus': 0.06110404982343141,\n",
       "  'long_term_incentive_DivBy_expenses': 0.004891720212667597,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.04633792861521523,\n",
       "  'deferred_income_DivBy_total_payments': 0.9274590874816178,\n",
       "  'expenses_DivBy_salary': 0.3608063124607118,\n",
       "  'expenses_DivBy_bonus': 0.5870726495726495,\n",
       "  'expenses_DivBy_long_term_incentive': 0.18417795078774366,\n",
       "  'expenses_DivBy_total_payments': 0.11111248787355237,\n",
       "  'total_payments_DivBy_salary': 0.07542821402310353,\n",
       "  'total_payments_DivBy_bonus': 0.17204890254840444,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.10887217006584049,\n",
       "  'total_payments_DivBy_deferred_income': 0.9977412025659186,\n",
       "  'total_payments_DivBy_expenses': 0.0052886177742375706,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.09786240098684773,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.012051984225291756,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.04805288595078051,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0536480686695279,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6010232054190784,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.07657579440875152,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'BHATNAGAR SANJAY': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.601604992921727,\n",
       "  'total_payments': 0.0058340214519052224,\n",
       "  'exercised_stock_options': 0.44970753260187013,\n",
       "  'restricted_stock': 0.1739683661759821,\n",
       "  'total_stock_value': 0.3147274577735348,\n",
       "  'to_messages': 0.03901867202545424,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.0021281922884326485,\n",
       "  'from_this_person_to_poi': 0.0016420361247947454,\n",
       "  'shared_receipt_with_poi': 0.0835296249320529,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 1.1683003160146805,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': -9.574876436992846e-05,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.08998827937372171,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.014363583143549364,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.15571459904026125,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.08991634144159207,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0024260149671645644,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.883129550803447,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.2629107981220657,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.034482758620689655},\n",
       " 'BIBI PHILIPPE A': {'poi': False,\n",
       "  'salary': 0.148606402882477,\n",
       "  'bonus': 0.11727616645649433,\n",
       "  'long_term_incentive': 0.13876283680227341,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.16636790364783072,\n",
       "  'total_payments': 0.19037983661995514,\n",
       "  'exercised_stock_options': 0.042187985985613116,\n",
       "  'restricted_stock': 0.022693168540171733,\n",
       "  'total_stock_value': 0.03754455450060576,\n",
       "  'to_messages': 0.1297831365653521,\n",
       "  'from_poi_to_this_person': 0.043560606060606064,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.013136288998357963,\n",
       "  'shared_receipt_with_poi': 0.2417104547925349,\n",
       "  'salary_DivBy_bonus': 0.055468472319816886,\n",
       "  'salary_DivBy_long_term_incentive': 0.130934034711237,\n",
       "  'salary_DivBy_expenses': 0.01064686003551775,\n",
       "  'salary_DivBy_total_payments': 0.07842037694397952,\n",
       "  'bonus_DivBy_salary': 0.1802257769391295,\n",
       "  'bonus_DivBy_long_term_incentive': 0.1068808399097967,\n",
       "  'bonus_DivBy_expenses': 0.028222783466695392,\n",
       "  'bonus_DivBy_total_payments': 0.0808500141655082,\n",
       "  'long_term_incentive_DivBy_salary': 0.12265825942034546,\n",
       "  'long_term_incentive_DivBy_bonus': 0.029551525925011663,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0177845552735917,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.02645641955113307,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.20562525044777047,\n",
       "  'expenses_DivBy_bonus': 0.09313141025641025,\n",
       "  'expenses_DivBy_long_term_incentive': 0.05775142511842749,\n",
       "  'expenses_DivBy_total_payments': 0.02134818657283862,\n",
       "  'total_payments_DivBy_salary': 0.28746523181197,\n",
       "  'total_payments_DivBy_bonus': 0.13980821602041987,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1792821953978483,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.02956611935706848,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.058285418703922634,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7757385956058045,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.022753515414754066,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.19282414631061132,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.02416179579957073,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.07389033611916479,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.07007577403510827,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0037973974048782326,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.06585218922533068,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.05379865269461078,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8282057729104434,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.07634930581245235,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03755868544600939,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2},\n",
       " 'BLACHMAN JEREMY M': {'poi': False,\n",
       "  'salary': 0.18323043257976335,\n",
       "  'bonus': 0.09836065573770493,\n",
       "  'long_term_incentive': 0.3521440963523833,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.36643978208561423,\n",
       "  'total_payments': 0.18721428181439112,\n",
       "  'exercised_stock_options': 0.021785991357200545,\n",
       "  'restricted_stock': 0.009848615953102683,\n",
       "  'total_stock_value': 0.01943295630685009,\n",
       "  'to_messages': 0.20246169304194928,\n",
       "  'from_poi_to_this_person': 0.04734848484848485,\n",
       "  'from_messages': 0.0002503755633450175,\n",
       "  'from_this_person_to_poi': 0.003284072249589491,\n",
       "  'shared_receipt_with_poi': 0.4210907773147309,\n",
       "  'salary_DivBy_bonus': 0.08074810661213525,\n",
       "  'salary_DivBy_long_term_incentive': 0.05732120018030146,\n",
       "  'salary_DivBy_expenses': 0.004366960099174515,\n",
       "  'salary_DivBy_total_payments': 0.09920695077370159,\n",
       "  'bonus_DivBy_salary': 0.1281442736807864,\n",
       "  'bonus_DivBy_long_term_incentive': 0.03810460855615776,\n",
       "  'bonus_DivBy_expenses': 0.009157645455859401,\n",
       "  'bonus_DivBy_total_payments': 0.06786468387295125,\n",
       "  'long_term_incentive_DivBy_salary': 0.2572779633187228,\n",
       "  'long_term_incentive_DivBy_bonus': 0.08424204849575903,\n",
       "  'long_term_incentive_DivBy_expenses': 0.01835521730831119,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0681723176922425,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.38841616497313813,\n",
       "  'expenses_DivBy_bonus': 0.24397352103234457,\n",
       "  'expenses_DivBy_long_term_incentive': 0.056025843517266256,\n",
       "  'expenses_DivBy_total_payments': 0.04819068686066597,\n",
       "  'total_payments_DivBy_salary': 0.23763950334251716,\n",
       "  'total_payments_DivBy_bonus': 0.16413537673761686,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.07505225175704268,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.012956399491675558,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.06092976361628999,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7833630049203504,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.02172768024826458,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.1857454926014391,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.02313743893314761,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.07649086225162315,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.10135177581195066,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0011992225174819564,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.046475392220073075,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.033587704213241615,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9386709528987219,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.12490362910227472,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.05633802816901409,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.14285714285714285},\n",
       " 'BOWEN JR RAYMOND M': {'poi': True,\n",
       "  'salary': 0.21302984303627787,\n",
       "  'bonus': 0.1614123581336696,\n",
       "  'long_term_incentive': 0.41793982224385384,\n",
       "  'deferred_income': 1.0013724703212532,\n",
       "  'expenses': 0.2862295814834132,\n",
       "  'total_payments': 0.2504861442956863,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.014130156130744408,\n",
       "  'total_stock_value': 0.005132449596190827,\n",
       "  'to_messages': 0.15079963158335427,\n",
       "  'from_poi_to_this_person': 0.26515151515151514,\n",
       "  'from_messages': 0.0018778167250876315,\n",
       "  'from_this_person_to_poi': 0.02463054187192118,\n",
       "  'shared_receipt_with_poi': 0.2882768617503171,\n",
       "  'salary_DivBy_bonus': 0.05314084010194123,\n",
       "  'salary_DivBy_long_term_incentive': 0.05393082607008354,\n",
       "  'salary_DivBy_expenses': 0.0074615255955707074,\n",
       "  'salary_DivBy_total_payments': 0.07845445231516987,\n",
       "  'bonus_DivBy_salary': 0.18702041040686568,\n",
       "  'bonus_DivBy_long_term_incentive': 0.05297050637138033,\n",
       "  'bonus_DivBy_expenses': 0.021662167319684726,\n",
       "  'bonus_DivBy_total_payments': 0.0842311898645456,\n",
       "  'long_term_incentive_DivBy_salary': 0.26980613167973533,\n",
       "  'long_term_incentive_DivBy_bonus': 0.061166792037594626,\n",
       "  'long_term_incentive_DivBy_expenses': 0.028020937847457933,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.05957292656340591,\n",
       "  'deferred_income_DivBy_total_payments': 1.0001481983763636,\n",
       "  'expenses_DivBy_salary': 0.27036324135584955,\n",
       "  'expenses_DivBy_bonus': 0.1187108262108262,\n",
       "  'expenses_DivBy_long_term_incentive': 0.03706834313549039,\n",
       "  'expenses_DivBy_total_payments': 0.028194455324204365,\n",
       "  'total_payments_DivBy_salary': 0.2873686844603633,\n",
       "  'total_payments_DivBy_bonus': 0.1345238092845629,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.08568251236879468,\n",
       "  'total_payments_DivBy_deferred_income': -5.12815894899515,\n",
       "  'total_payments_DivBy_expenses': 0.022394454078725902,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.009308969985828749,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.003114248863739861,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.3466894166685753,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.2746390458254865,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8547034454036934,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0114652841515144,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.0075117370892018795,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.5555555555555556},\n",
       " 'BROWN MICHAEL': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.2133913035855945,\n",
       "  'total_payments': -0.002725481034743506,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.0,\n",
       "  'to_messages': 0.11965167880766978,\n",
       "  'from_poi_to_this_person': 0.02462121212121212,\n",
       "  'from_messages': 0.0036304456685027535,\n",
       "  'from_this_person_to_poi': 0.0016420361247947454,\n",
       "  'shared_receipt_with_poi': 0.13752491393368363,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 1.1683003160146805,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': -9.574876436992846e-05,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.11778693771006865,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.01783514178937723,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0402515678245182,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.05338370565045992,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.5029794462303391,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0769765050022039,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.3755868544600939,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.024390243902439025},\n",
       " 'BUCHANAN HAROLD G': {'poi': False,\n",
       "  'salary': 0.18270593122785866,\n",
       "  'bonus': 0.05422446406052964,\n",
       "  'long_term_incentive': 0.10878617035572011,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.09442597382266497,\n",
       "  'exercised_stock_options': 0.023538080998849846,\n",
       "  'restricted_stock': 0.009848615953102683,\n",
       "  'total_stock_value': 0.02065777619005207,\n",
       "  'to_messages': 0.0863267185799213,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.014146219328993487,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.003805037144410219,\n",
       "  'salary_DivBy_bonus': 0.14608804164144407,\n",
       "  'salary_DivBy_long_term_incentive': 0.1931728119297437,\n",
       "  'salary_DivBy_expenses': 1.0000000000000002,\n",
       "  'salary_DivBy_total_payments': 0.2213494724881843,\n",
       "  'bonus_DivBy_salary': 0.07017043569927886,\n",
       "  'bonus_DivBy_long_term_incentive': 0.06338265261213281,\n",
       "  'bonus_DivBy_expenses': 1.0,\n",
       "  'bonus_DivBy_total_payments': 0.07806160219499182,\n",
       "  'long_term_incentive_DivBy_salary': 0.08086175693927951,\n",
       "  'long_term_incentive_DivBy_bonus': 0.05109879577452733,\n",
       "  'long_term_incentive_DivBy_expenses': 1.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.04593349604138185,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.10775192490528075,\n",
       "  'total_payments_DivBy_bonus': 0.1444566621321773,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1097670044879722,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.9999999999999998,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0658320625383084,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7962076255885935,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.020039237653267622,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.17382029053198736,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.02145142950176386,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.08131192640108696,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.8668520653869632,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.0028147081765623576,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'BUTTS ROBERT H': {'poi': False,\n",
       "  'salary': 0.1960901349128525,\n",
       "  'bonus': 0.08575031525851198,\n",
       "  'long_term_incentive': 0.04884530542111454,\n",
       "  'deferred_income': 0.9775391745318867,\n",
       "  'expenses': 0.03861274615077817,\n",
       "  'total_payments': 0.1153903577073065,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.025379543853648434,\n",
       "  'total_stock_value': 0.008503733184866863,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.09880756877668241,\n",
       "  'salary_DivBy_long_term_incentive': 0.37276949432750245,\n",
       "  'salary_DivBy_expenses': 0.06462678282330728,\n",
       "  'salary_DivBy_total_payments': 0.18911660355079943,\n",
       "  'bonus_DivBy_salary': 0.10534964035170431,\n",
       "  'bonus_DivBy_long_term_incentive': 0.1714925478998704,\n",
       "  'bonus_DivBy_expenses': 0.09293759139667747,\n",
       "  'bonus_DivBy_total_payments': 0.10065541002940949,\n",
       "  'long_term_incentive_DivBy_salary': 0.03422858675145802,\n",
       "  'long_term_incentive_DivBy_bonus': 0.01730093561944342,\n",
       "  'long_term_incentive_DivBy_expenses': 0.03553780127579504,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.01874466323178891,\n",
       "  'deferred_income_DivBy_total_payments': 0.9947135493152283,\n",
       "  'expenses_DivBy_salary': 0.038754997236982454,\n",
       "  'expenses_DivBy_bonus': 0.028285849952516613,\n",
       "  'expenses_DivBy_long_term_incentive': 0.02923755749386167,\n",
       "  'expenses_DivBy_total_payments': 0.007985569949671005,\n",
       "  'total_payments_DivBy_salary': 0.12831145095139268,\n",
       "  'total_payments_DivBy_bonus': 0.11326921944550343,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.23708310249726852,\n",
       "  'total_payments_DivBy_deferred_income': 0.9677561120399623,\n",
       "  'total_payments_DivBy_expenses': 0.0762642466164234,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'BUY RICHARD B': {'poi': False,\n",
       "  'salary': 0.26453309960469057,\n",
       "  'bonus': 0.1046658259773014,\n",
       "  'long_term_incentive': 0.3235384435647094,\n",
       "  'deferred_income': 0.7783487745617076,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.22015381322376265,\n",
       "  'exercised_stock_options': 0.0735613456826753,\n",
       "  'restricted_stock': 0.058267920158998746,\n",
       "  'total_stock_value': 0.070137742399839,\n",
       "  'to_messages': 0.290211839571297,\n",
       "  'from_poi_to_this_person': 0.29545454545454547,\n",
       "  'from_messages': 0.13032048072108163,\n",
       "  'from_this_person_to_poi': 0.11658456486042693,\n",
       "  'shared_receipt_with_poi': 0.4223591230295343,\n",
       "  'salary_DivBy_bonus': 0.10477124168500172,\n",
       "  'salary_DivBy_long_term_incentive': 0.09176785579512348,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.11773359003177336,\n",
       "  'bonus_DivBy_salary': 0.09935669841935142,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0441192631204837,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.06009017246501758,\n",
       "  'long_term_incentive_DivBy_salary': 0.1725042733133848,\n",
       "  'long_term_incentive_DivBy_bonus': 0.07317630386841385,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.05272103883985595,\n",
       "  'deferred_income_DivBy_total_payments': 0.9728535923574702,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.20462047613061263,\n",
       "  'total_payments_DivBy_bonus': 0.18275392152272021,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.09638237107628063,\n",
       "  'total_payments_DivBy_deferred_income': 0.993694267589522,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.04200647305608342,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7137107325520027,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.03181909917819942,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.2504120517815513,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0332143154241398,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.05788114481886061,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.019306731847350794,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.009548946038424478,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.20373714375441626,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.20895842263180453,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.655896198947589,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.016433586671475195,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.12986841235204655,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.06742640075973409},\n",
       " 'CALGER CHRISTOPHER F': {'poi': True,\n",
       "  'salary': 0.17494450101479608,\n",
       "  'bonus': 0.14880201765447668,\n",
       "  'long_term_incentive': 0.14134093355455493,\n",
       "  'deferred_income': 0.9172867312551435,\n",
       "  'expenses': 0.15435456230852504,\n",
       "  'total_payments': 0.15092433369265285,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0055670757754609605,\n",
       "  'total_stock_value': 0.0025662146168857645,\n",
       "  'to_messages': 0.2127606129113288,\n",
       "  'from_poi_to_this_person': 0.3768939393939394,\n",
       "  'from_messages': 0.016524787180771154,\n",
       "  'from_this_person_to_poi': 0.041050903119868636,\n",
       "  'shared_receipt_with_poi': 0.3960862475086066,\n",
       "  'salary_DivBy_bonus': 0.04857794649486528,\n",
       "  'salary_DivBy_long_term_incentive': 0.14734122669785055,\n",
       "  'salary_DivBy_expenses': 0.013474561045751834,\n",
       "  'salary_DivBy_total_payments': 0.12450883333427848,\n",
       "  'bonus_DivBy_salary': 0.2018285667592789,\n",
       "  'bonus_DivBy_long_term_incentive': 0.13245997086995676,\n",
       "  'bonus_DivBy_expenses': 0.03901220939860729,\n",
       "  'bonus_DivBy_total_payments': 0.13437547348650125,\n",
       "  'long_term_incentive_DivBy_salary': 0.10864940596404445,\n",
       "  'long_term_incentive_DivBy_bonus': 0.023310902531897843,\n",
       "  'long_term_incentive_DivBy_expenses': 0.019537721716085293,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.03514489065922023,\n",
       "  'deferred_income_DivBy_total_payments': 0.985344070153714,\n",
       "  'expenses_DivBy_salary': 0.16939786327864415,\n",
       "  'expenses_DivBy_bonus': 0.06844045584045583,\n",
       "  'expenses_DivBy_long_term_incentive': 0.052753749416235854,\n",
       "  'expenses_DivBy_total_payments': 0.02487639386721091,\n",
       "  'total_payments_DivBy_salary': 0.19445414277172313,\n",
       "  'total_payments_DivBy_bonus': 0.08432956446192949,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1401357038215576,\n",
       "  'total_payments_DivBy_deferred_income': 0.9882352553538482,\n",
       "  'total_payments_DivBy_expenses': 0.025390089326351388,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.009076897367829191,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.00350800138038428,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.35242944654644326,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.2842207495429616,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8392319064587064,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.010932418648198449,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.044694835680751166,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.1736111111111111},\n",
       " 'CARTER REBECCA C': {'poi': False,\n",
       "  'salary': 0.1963806432230757,\n",
       "  'bonus': 0.029003783102143764,\n",
       "  'long_term_incentive': 0.0026676813429930765,\n",
       "  'deferred_income': 0.9502915736235048,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.03866010389181181,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.01788389289803413,\n",
       "  'total_stock_value': 0.0,\n",
       "  'to_messages': 0.021351419241396635,\n",
       "  'from_poi_to_this_person': 0.054924242424242424,\n",
       "  'from_messages': 0.00037556334501752625,\n",
       "  'from_this_person_to_poi': 0.011494252873563218,\n",
       "  'shared_receipt_with_poi': 0.03515129552455155,\n",
       "  'salary_DivBy_bonus': 0.26695178406066217,\n",
       "  'salary_DivBy_long_term_incentive': 0.8995150195793744,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.5633367142379162,\n",
       "  'bonus_DivBy_salary': 0.03423905323414288,\n",
       "  'bonus_DivBy_long_term_incentive': 0.15981587855792206,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.10814910760370408,\n",
       "  'long_term_incentive_DivBy_salary': 0.002347468945707646,\n",
       "  'long_term_incentive_DivBy_bonus': 0.018797966180071853,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.022233367485574,\n",
       "  'deferred_income_DivBy_total_payments': 0.9691823554481873,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.025920789380445196,\n",
       "  'total_payments_DivBy_bonus': 0.10546269978900458,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.2070195744108972,\n",
       "  'total_payments_DivBy_deferred_income': 0.9944621403706909,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.00661108427414249,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.011079626858543731,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.42766298417894166,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.46237244897959184,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6212448497939917,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0050475717168330225,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.010731052984574111,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.4666666666666667},\n",
       " 'CAUSEY RICHARD A': {'poi': True,\n",
       "  'salary': 0.34845629039726267,\n",
       "  'bonus': 0.11727616645649433,\n",
       "  'long_term_incentive': 0.1296561475578271,\n",
       "  'deferred_income': 0.9261237562690658,\n",
       "  'expenses': 0.13180927670130563,\n",
       "  'total_payments': 0.17309819568787618,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.16700887597102274,\n",
       "  'total_stock_value': 0.05094805591634369,\n",
       "  'to_messages': 0.15364648748220716,\n",
       "  'from_poi_to_this_person': 0.10984848484848485,\n",
       "  'from_messages': 0.0046319479218828235,\n",
       "  'from_this_person_to_poi': 0.019704433497536946,\n",
       "  'shared_receipt_with_poi': 0.2868273237905417,\n",
       "  'salary_DivBy_bonus': 0.12014644954697488,\n",
       "  'salary_DivBy_long_term_incentive': 0.29147237853428654,\n",
       "  'salary_DivBy_expenses': 0.030043090110194334,\n",
       "  'salary_DivBy_total_payments': 0.20715430692629205,\n",
       "  'bonus_DivBy_salary': 0.08638077084927943,\n",
       "  'bonus_DivBy_long_term_incentive': 0.11310920119012871,\n",
       "  'bonus_DivBy_expenses': 0.03624665562137036,\n",
       "  'bonus_DivBy_total_payments': 0.0899751215918271,\n",
       "  'long_term_incentive_DivBy_salary': 0.04870807915572192,\n",
       "  'long_term_incentive_DivBy_bonus': 0.027780149543842458,\n",
       "  'long_term_incentive_DivBy_expenses': 0.021374831328725356,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.027664452054718063,\n",
       "  'deferred_income_DivBy_total_payments': 0.9885285200487313,\n",
       "  'expenses_DivBy_salary': 0.08251415127557286,\n",
       "  'expenses_DivBy_bonus': 0.07347507122507121,\n",
       "  'expenses_DivBy_long_term_incentive': 0.04835295868224515,\n",
       "  'expenses_DivBy_total_payments': 0.01852248313620384,\n",
       "  'total_payments_DivBy_salary': 0.1161333085060512,\n",
       "  'total_payments_DivBy_bonus': 0.12633072926767358,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.17262887139285116,\n",
       "  'total_payments_DivBy_deferred_income': 0.9849706337524705,\n",
       "  'total_payments_DivBy_expenses': 0.034018194020404145,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.030083377527354835,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.003626037785990934,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.14104741127254736,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.11435331230283913,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8347001744763236,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.033620539964433475,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.02895148669796557,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.24489795918367346},\n",
       " 'CHAN RONNIE': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9698962726071183,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': -0.007488405061138269,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': -0.0007904141442616908,\n",
       "  'total_stock_value': 0.0,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 1.0001771024380612,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'COLWELL WESLEY': {'poi': True,\n",
       "  'salary': 0.2228863041691413,\n",
       "  'bonus': 0.14249684741488022,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9553463519314683,\n",
       "  'expenses': 0.06974838163944197,\n",
       "  'total_payments': 0.1365303265813158,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.04444671383603891,\n",
       "  'total_stock_value': 0.014217896375566742,\n",
       "  'to_messages': 0.14242652599849284,\n",
       "  'from_poi_to_this_person': 0.4545454545454546,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.20474723681826418,\n",
       "  'salary_DivBy_bonus': 0.06407662921165881,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.03959412438855236,\n",
       "  'salary_DivBy_total_payments': 0.17594839277876356,\n",
       "  'bonus_DivBy_salary': 0.15865911361272095,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.08446813840419265,\n",
       "  'bonus_DivBy_total_payments': 0.14270491221292525,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9912230178126457,\n",
       "  'expenses_DivBy_salary': 0.06329209512465034,\n",
       "  'expenses_DivBy_bonus': 0.031314696106362776,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0122878682565922,\n",
       "  'total_payments_DivBy_salary': 0.13851372153827624,\n",
       "  'total_payments_DivBy_bonus': 0.07909304317960617,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9803946444040945,\n",
       "  'total_payments_DivBy_expenses': 0.05071224979881622,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.002924564399239304,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.010352640254020055,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.6281315808583255,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.6625441696113075,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6372473328967289,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.002211032007871737,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.02475458813486982,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.275},\n",
       " 'CORDES WILLIAM R': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.018481019752232136,\n",
       "  'restricted_stock': 0.023253925690742673,\n",
       "  'total_stock_value': 0.021139958279031854,\n",
       "  'to_messages': 0.05919785648497027,\n",
       "  'from_poi_to_this_person': 0.01893939393939394,\n",
       "  'from_messages': 0.0,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.01014676571842725,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.024552253763809602,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.5930177952030133,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.05415253162584967,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.3624657825546877,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.055515563837017085,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.04071615504051085,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.07708720010508101,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.22787670127494755,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.06022334855742453,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.5387931034482759,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.05861669021734692,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.003715922903281819,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'COX DAVID': {'poi': False,\n",
       "  'salary': 0.24841335862308978,\n",
       "  'bonus': 0.09205548549810845,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9883846143217004,\n",
       "  'expenses': 0.11948037148880405,\n",
       "  'total_payments': 0.09894421915171288,\n",
       "  'exercised_stock_options': 0.002917857985285954,\n",
       "  'restricted_stock': 0.022693168540171733,\n",
       "  'total_stock_value': 0.010092286963991382,\n",
       "  'to_messages': 0.003767897513187641,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.0026289434151226835,\n",
       "  'from_this_person_to_poi': 0.006568144499178982,\n",
       "  'shared_receipt_with_poi': 0.012502264903062148,\n",
       "  'salary_DivBy_bonus': 0.11298150663303584,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.02457266853051549,\n",
       "  'salary_DivBy_total_payments': 0.2761741323361435,\n",
       "  'bonus_DivBy_salary': 0.0920338066479217,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.031568390333330566,\n",
       "  'bonus_DivBy_total_payments': 0.12731360431189354,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9967078179103123,\n",
       "  'expenses_DivBy_salary': 0.09956695890753911,\n",
       "  'expenses_DivBy_bonus': 0.08382612179487178,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.028905277132470913,\n",
       "  'total_payments_DivBy_salary': 0.08254856227028731,\n",
       "  'total_payments_DivBy_bonus': 0.0892510232243696,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9491193693757907,\n",
       "  'total_payments_DivBy_expenses': 0.021840141735249594,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0033470463777474113,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.16571986610155498,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.3002631261456961,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.7591777042225257,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.30127149581448043,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.019862333856388057,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008173848080683794,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6903887920222691,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.06807511737089203,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'CUMBERLAND MICHAEL S': {'poi': False,\n",
       "  'salary': 0.12012469052932993,\n",
       "  'bonus': 0.032156368221942,\n",
       "  'long_term_incentive': 0.09502292949923599,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.09530028970516691,\n",
       "  'total_payments': 0.07058806476254716,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.011132724687943369,\n",
       "  'total_stock_value': 0.004234161468853704,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.16947574504174695,\n",
       "  'salary_DivBy_long_term_incentive': 0.1558832059601261,\n",
       "  'salary_DivBy_expenses': 0.017281572876740443,\n",
       "  'salary_DivBy_total_payments': 0.21444515456842045,\n",
       "  'bonus_DivBy_salary': 0.0595050250233224,\n",
       "  'bonus_DivBy_long_term_incentive': 0.044641458230522554,\n",
       "  'bonus_DivBy_expenses': 0.014515111037667429,\n",
       "  'bonus_DivBy_total_payments': 0.06403373338500917,\n",
       "  'long_term_incentive_DivBy_salary': 0.10238178198824503,\n",
       "  'long_term_incentive_DivBy_bonus': 0.07234559777178123,\n",
       "  'long_term_incentive_DivBy_expenses': 0.023142984436084788,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.05515583090989194,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.13674355971232574,\n",
       "  'expenses_DivBy_bonus': 0.16839579224194606,\n",
       "  'expenses_DivBy_long_term_incentive': 0.04474695964523535,\n",
       "  'expenses_DivBy_total_payments': 0.03166266022551969,\n",
       "  'total_payments_DivBy_salary': 0.11170961659304339,\n",
       "  'total_payments_DivBy_bonus': 0.1728491383787462,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.09230547277301417,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.01992056781224347,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'DEFFNER JOSEPH M': {'poi': False,\n",
       "  'salary': 0.14116621735375684,\n",
       "  'bonus': 0.06683480453972258,\n",
       "  'long_term_incentive': 0.12289066385414152,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.17981004807966233,\n",
       "  'total_payments': 0.10930885515591263,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.006641027977317771,\n",
       "  'total_stock_value': 0.0032419211388749983,\n",
       "  'to_messages': 0.055011303692539565,\n",
       "  'from_poi_to_this_person': 0.2178030303030303,\n",
       "  'from_messages': 0.007761642463695542,\n",
       "  'from_this_person_to_poi': 0.006568144499178982,\n",
       "  'shared_receipt_with_poi': 0.09965573473455336,\n",
       "  'salary_DivBy_bonus': 0.0971540710456811,\n",
       "  'salary_DivBy_long_term_incentive': 0.14065563490989158,\n",
       "  'salary_DivBy_expenses': 0.009219252931076628,\n",
       "  'salary_DivBy_total_payments': 0.1507472486026997,\n",
       "  'bonus_DivBy_salary': 0.10712607102588152,\n",
       "  'bonus_DivBy_long_term_incentive': 0.06946336281446987,\n",
       "  'bonus_DivBy_expenses': 0.014357171573815018,\n",
       "  'bonus_DivBy_total_payments': 0.08242052084519538,\n",
       "  'long_term_incentive_DivBy_salary': 0.11401553262607324,\n",
       "  'long_term_incentive_DivBy_bonus': 0.04654527791826382,\n",
       "  'long_term_incentive_DivBy_expenses': 0.01476509245676758,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.04385803051686741,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.2303941348947657,\n",
       "  'expenses_DivBy_bonus': 0.16995607787274453,\n",
       "  'expenses_DivBy_long_term_incentive': 0.06894642603366859,\n",
       "  'expenses_DivBy_total_payments': 0.03959424794828015,\n",
       "  'total_payments_DivBy_salary': 0.16205999464944043,\n",
       "  'total_payments_DivBy_bonus': 0.13730783267553429,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.11458764934879466,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.015864943008679477,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0004445612747535541,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.025705313483665934,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.7641572762494042,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.8891700080638031,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.7644971420734299,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.017007945110008804,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.0017260400027909037,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.005494132808790613,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.7410677036772156,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.6510416666666667,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.7688616788369014,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0023267928459802046,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.1643192488262911,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.05405405405405406},\n",
       " 'DELAINEY DAVID W': {'poi': True,\n",
       "  'salary': 0.2988557145364211,\n",
       "  'bonus': 0.3694829760403531,\n",
       "  'long_term_incentive': 0.5660259213475001,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.37505642895649166,\n",
       "  'total_payments': 0.4513304404168235,\n",
       "  'exercised_stock_options': 0.06622978074105956,\n",
       "  'restricted_stock': 0.08690648700151608,\n",
       "  'total_stock_value': 0.07359509793488823,\n",
       "  'to_messages': 0.2542074855563929,\n",
       "  'from_poi_to_this_person': 0.125,\n",
       "  'from_messages': 0.38269904857285925,\n",
       "  'from_this_person_to_poi': 1.0,\n",
       "  'shared_receipt_with_poi': 0.3795977532161623,\n",
       "  'salary_DivBy_bonus': 0.025978261671661805,\n",
       "  'salary_DivBy_long_term_incentive': 0.052883704170009024,\n",
       "  'salary_DivBy_expenses': 0.0074865712496069575,\n",
       "  'salary_DivBy_total_payments': 0.04846575597663497,\n",
       "  'bonus_DivBy_salary': 0.32617874785988626,\n",
       "  'bonus_DivBy_long_term_incentive': 0.09101959422246012,\n",
       "  'bonus_DivBy_expenses': 0.038909459473666766,\n",
       "  'bonus_DivBy_total_payments': 0.10886185700161104,\n",
       "  'long_term_incentive_DivBy_salary': 0.2739062557061194,\n",
       "  'long_term_incentive_DivBy_bonus': 0.03511503041930874,\n",
       "  'long_term_incentive_DivBy_expenses': 0.02850309608457488,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.04301140518447496,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.2696977347712988,\n",
       "  'expenses_DivBy_bonus': 0.06861562203228869,\n",
       "  'expenses_DivBy_long_term_incentive': 0.036446730909283444,\n",
       "  'expenses_DivBy_total_payments': 0.02055123021715176,\n",
       "  'total_payments_DivBy_salary': 0.4026311271174915,\n",
       "  'total_payments_DivBy_bonus': 0.10476958912462114,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.11667139808533177,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.030701706019712543,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.025234712936878984,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.599617554031054,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.05273031188537585,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.3563384347982361,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.05409539361444382,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.04138730535286325,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.04537537127498465,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.09817982953959181,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.09835479256080114,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.03979541902792467,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03792872175582229,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.198435972629521},\n",
       " 'DERRICK JR. JAMES V': {'poi': False,\n",
       "  'salary': 0.42498589597026304,\n",
       "  'bonus': 0.09205548549810845,\n",
       "  'long_term_incentive': 0.19153416382250985,\n",
       "  'deferred_income': 0.5890314202834467,\n",
       "  'expenses': 0.22143818235209037,\n",
       "  'total_payments': 0.045755399576644006,\n",
       "  'exercised_stock_options': 0.2567514333835717,\n",
       "  'restricted_stock': 0.11844912768052349,\n",
       "  'total_stock_value': 0.1798391157106287,\n",
       "  'to_messages': 0.17784476262245666,\n",
       "  'from_poi_to_this_person': 0.12121212121212122,\n",
       "  'from_messages': 0.11229344016024034,\n",
       "  'from_this_person_to_poi': 0.03284072249589491,\n",
       "  'shared_receipt_with_poi': 0.25348795071570934,\n",
       "  'salary_DivBy_bonus': 0.18441233586378197,\n",
       "  'salary_DivBy_long_term_incentive': 0.2468953746982462,\n",
       "  'salary_DivBy_expenses': 0.02057088453460258,\n",
       "  'salary_DivBy_total_payments': 0.9406636019144026,\n",
       "  'bonus_DivBy_salary': 0.054015346307685674,\n",
       "  'bonus_DivBy_long_term_incentive': 0.06389348743480928,\n",
       "  'bonus_DivBy_expenses': 0.01584259353995681,\n",
       "  'bonus_DivBy_total_payments': 0.268984654667279,\n",
       "  'long_term_incentive_DivBy_salary': 0.06037076716827791,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0506847171214575,\n",
       "  'long_term_incentive_DivBy_expenses': 0.01754557147527795,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.1517897961025715,\n",
       "  'deferred_income_DivBy_total_payments': 0.7843098921050491,\n",
       "  'expenses_DivBy_salary': 0.11709902088456424,\n",
       "  'expenses_DivBy_bonus': 0.1563158831908832,\n",
       "  'expenses_DivBy_long_term_incentive': 0.05850543095418864,\n",
       "  'expenses_DivBy_total_payments': 0.10780001276505143,\n",
       "  'total_payments_DivBy_salary': 0.0021608404953351867,\n",
       "  'total_payments_DivBy_bonus': 0.03740036173086596,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.03210753769694382,\n",
       "  'total_payments_DivBy_deferred_income': 0.9993565340754016,\n",
       "  'total_payments_DivBy_expenses': 0.005470439963469673,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.07468597438577648,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.017540809296106696,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.19010633021756093,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.07486760713243051,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.0316481585124184,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.010422686714749104,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.1350151696957281,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6356707088090952,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.026067893731550613,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.41737089201877936,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.022002200220022004},\n",
       " 'DETMERING TIMOTHY J': {'poi': False,\n",
       "  'salary': 0.14550797807207577,\n",
       "  'bonus': 0.04476670870113494,\n",
       "  'long_term_incentive': 0.1599749901987993,\n",
       "  'deferred_income': 0.7525192751582871,\n",
       "  'expenses': 0.22639516486020958,\n",
       "  'total_payments': 0.10891593904871977,\n",
       "  'exercised_stock_options': 0.05856184348340972,\n",
       "  'restricted_stock': 0.018411628362530012,\n",
       "  'total_stock_value': 0.04129223741000778,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.1458506277482176,\n",
       "  'salary_DivBy_long_term_incentive': 0.11210242232215693,\n",
       "  'salary_DivBy_expenses': 0.006979099128569413,\n",
       "  'salary_DivBy_total_payments': 0.1553473061718633,\n",
       "  'bonus_DivBy_salary': 0.07029479668804081,\n",
       "  'bonus_DivBy_long_term_incentive': 0.03812947550160656,\n",
       "  'bonus_DivBy_expenses': 0.0067975746810308105,\n",
       "  'bonus_DivBy_total_payments': 0.05438263795775332,\n",
       "  'long_term_incentive_DivBy_salary': 0.1429775601610616,\n",
       "  'long_term_incentive_DivBy_bonus': 0.08418974048675824,\n",
       "  'long_term_incentive_DivBy_expenses': 0.014564396284858791,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.05599954890518108,\n",
       "  'deferred_income_DivBy_total_payments': 0.9405617272340383,\n",
       "  'expenses_DivBy_salary': 0.28384781972330764,\n",
       "  'expenses_DivBy_bonus': 0.30351516675046086,\n",
       "  'expenses_DivBy_long_term_incentive': 0.06984338927696968,\n",
       "  'expenses_DivBy_total_payments': 0.05004485789512629,\n",
       "  'total_payments_DivBy_salary': 0.15729818173184168,\n",
       "  'total_payments_DivBy_bonus': 0.19909754744506944,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.09096746241431651,\n",
       "  'total_payments_DivBy_deferred_income': 0.9972058252678906,\n",
       "  'total_payments_DivBy_expenses': 0.01245834124258358,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0977194006581287,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.013131225093340039,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.14237499879088444,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.09751935224372921,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'DIETRICH JANET R': {'poi': False,\n",
       "  'salary': 0.18477121726947965,\n",
       "  'bonus': 0.06683480453972258,\n",
       "  'long_term_incentive': 0.2249741520749223,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.01260064076997585,\n",
       "  'total_payments': 0.12881115819898312,\n",
       "  'exercised_stock_options': 0.044643055318565376,\n",
       "  'restricted_stock': 0.018411628362530012,\n",
       "  'total_stock_value': 0.037977683521496344,\n",
       "  'to_messages': 0.21058360545926486,\n",
       "  'from_poi_to_this_person': 0.5776515151515151,\n",
       "  'from_messages': 0.0063845768652979465,\n",
       "  'from_this_person_to_poi': 0.022988505747126436,\n",
       "  'shared_receipt_with_poi': 0.3442652654466389,\n",
       "  'salary_DivBy_bonus': 0.12067408421332003,\n",
       "  'salary_DivBy_long_term_incentive': 0.09707812670874402,\n",
       "  'salary_DivBy_expenses': 0.17180495835117018,\n",
       "  'salary_DivBy_total_payments': 0.1581529051672849,\n",
       "  'bonus_DivBy_salary': 0.08598841720238638,\n",
       "  'bonus_DivBy_long_term_incentive': 0.040412062956138764,\n",
       "  'bonus_DivBy_expenses': 0.204822603455697,\n",
       "  'bonus_DivBy_total_payments': 0.0685521751867444,\n",
       "  'long_term_incentive_DivBy_salary': 0.16381667397590932,\n",
       "  'long_term_incentive_DivBy_bonus': 0.07963968341290843,\n",
       "  'long_term_incentive_DivBy_expenses': 0.3144302879080292,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.06487662149529205,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.013250283320318136,\n",
       "  'expenses_DivBy_bonus': 0.011446462488129153,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0024138547037985507,\n",
       "  'expenses_DivBy_total_payments': 0.002214969729253979,\n",
       "  'total_payments_DivBy_salary': 0.15450496254083979,\n",
       "  'total_payments_DivBy_bonus': 0.16265670164232382,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.07882129356032318,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.23040528021878098,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0743527426570488,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.8152470777785552,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.017624271040794802,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.15614368329528533,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.019039943024716413,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.08969141245506983,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.004113943989687381,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.006594585549983514,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.5456160451341783,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.5011172450052577,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.7346256214167696,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0043216746987608835,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03286384976525822,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2222222222222222},\n",
       " 'DIMICHELE RICHARD G': {'poi': False,\n",
       "  'salary': 0.19735131774767817,\n",
       "  'bonus': 0.11727616645649433,\n",
       "  'long_term_incentive': 0.2889052255061183,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.15432826531909205,\n",
       "  'total_payments': 0.22135681681905134,\n",
       "  'exercised_stock_options': 0.2381047907538742,\n",
       "  'restricted_stock': 0.0055670757754609605,\n",
       "  'total_stock_value': 0.16937016471446045,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.07124392524999673,\n",
       "  'salary_DivBy_long_term_incentive': 0.07826679553131463,\n",
       "  'salary_DivBy_expenses': 0.015008169295618273,\n",
       "  'salary_DivBy_total_payments': 0.08567154509699783,\n",
       "  'bonus_DivBy_salary': 0.14406174167416713,\n",
       "  'bonus_DivBy_long_term_incentive': 0.05515755694129963,\n",
       "  'bonus_DivBy_expenses': 0.03061710680944457,\n",
       "  'bonus_DivBy_total_payments': 0.0679427035715938,\n",
       "  'long_term_incentive_DivBy_salary': 0.19875601339060128,\n",
       "  'long_term_incentive_DivBy_bonus': 0.05875628673580904,\n",
       "  'long_term_incentive_DivBy_expenses': 0.03712578218711247,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.046724698599557295,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.1545635542747964,\n",
       "  'expenses_DivBy_bonus': 0.08628347578347577,\n",
       "  'expenses_DivBy_long_term_incentive': 0.027977176033736773,\n",
       "  'expenses_DivBy_total_payments': 0.017012455968377426,\n",
       "  'total_payments_DivBy_salary': 0.26814332985427997,\n",
       "  'total_payments_DivBy_bonus': 0.16396632935666186,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1080292639022854,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0369808659403931,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 1.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.983429249450757,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0014410697884621598,\n",
       "  'total_stock_value_DivBy_restricted_stock': 1.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'DODSON KEITH': {'poi': False,\n",
       "  'salary': 0.1559216599228418,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.1208083694551702,\n",
       "  'total_payments': 0.023428951616527024,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.0,\n",
       "  'to_messages': 0.009963995645985097,\n",
       "  'from_poi_to_this_person': 0.01893939393939394,\n",
       "  'from_messages': 0.0002503755633450175,\n",
       "  'from_this_person_to_poi': 0.0049261083743842365,\n",
       "  'shared_receipt_with_poi': 0.020293531436854504,\n",
       "  'salary_DivBy_bonus': 1.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.01624301501246491,\n",
       "  'salary_DivBy_total_payments': 0.7190445766186946,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.028214039373302822,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.14435619189320884,\n",
       "  'expenses_DivBy_bonus': 1.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.10223749308957555,\n",
       "  'total_payments_DivBy_salary': 0.01323640509448569,\n",
       "  'total_payments_DivBy_bonus': 0.3299477350410873,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.005802100846623115,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.01395635711552629,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.010181459889974546,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.26142408123791105,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.2741228070175438,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6411324634803574,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.011495051224170863,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.21428571428571427},\n",
       " 'DONAHUE JR JEFFREY M': {'poi': False,\n",
       "  'salary': 0.21302984303627787,\n",
       "  'bonus': 0.09205548549810845,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9052362425997948,\n",
       "  'expenses': 0.41929673084593033,\n",
       "  'total_payments': 0.07714027423920822,\n",
       "  'exercised_stock_options': 0.02180367216736964,\n",
       "  'restricted_stock': 0.018411628362530012,\n",
       "  'total_stock_value': 0.022011530912249826,\n",
       "  'to_messages': 0.06765469312568032,\n",
       "  'from_poi_to_this_person': 0.3560606060606061,\n",
       "  'from_messages': 0.0012518778167250875,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0986674241747001,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.004227328252724358,\n",
       "  'salary_DivBy_total_payments': 0.3119722264500676,\n",
       "  'bonus_DivBy_salary': 0.10549816527655782,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.007010539309953446,\n",
       "  'bonus_DivBy_total_payments': 0.16385182172704715,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9684453229229514,\n",
       "  'expenses_DivBy_salary': 0.3961967446559384,\n",
       "  'expenses_DivBy_bonus': 0.2969889601139601,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.12783358332295922,\n",
       "  'total_payments_DivBy_salary': 0.07038324812122708,\n",
       "  'total_payments_DivBy_bonus': 0.06799563579683586,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9945948815213136,\n",
       "  'total_payments_DivBy_expenses': 0.004513887826711841,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.03601032026157254,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6812358014638202,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.03714425400661444,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.2805624256556182,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0385317963328127,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.051984352776562714,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.0,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.002255219742468454,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 1.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.7610103626943006,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8904727981026755,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.001363268593468873,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.009389671361502348,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.5},\n",
       " 'DUNCAN JOHN H': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9936064927390181,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.01032221426893229,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.007569729374080815,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9702929173736324,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9942497598335037,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'DURAN WILLIAM D': {'poi': False,\n",
       "  'salary': 0.14569834529242687,\n",
       "  'bonus': 0.08575031525851198,\n",
       "  'long_term_incentive': 0.4783978765681345,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.11038161314498844,\n",
       "  'total_payments': 0.19479313682052019,\n",
       "  'exercised_stock_options': 0.04178412365778037,\n",
       "  'restricted_stock': 0.009848615953102683,\n",
       "  'total_stock_value': 0.03341289745049886,\n",
       "  'to_messages': 0.07092020430377627,\n",
       "  'from_poi_to_this_person': 0.20075757575757577,\n",
       "  'from_messages': 0.0,\n",
       "  'from_this_person_to_poi': 0.0049261083743842365,\n",
       "  'shared_receipt_with_poi': 0.10817177024823338,\n",
       "  'salary_DivBy_bonus': 0.07706298796798589,\n",
       "  'salary_DivBy_long_term_incentive': 0.02878149011629155,\n",
       "  'salary_DivBy_expenses': 0.017029273980370616,\n",
       "  'salary_DivBy_total_payments': 0.07440315957250877,\n",
       "  'bonus_DivBy_salary': 0.13391764502438286,\n",
       "  'bonus_DivBy_long_term_incentive': 0.02407573055801795,\n",
       "  'bonus_DivBy_expenses': 0.03201697468713175,\n",
       "  'bonus_DivBy_total_payments': 0.05545123920267758,\n",
       "  'long_term_incentive_DivBy_salary': 0.4154692313101794,\n",
       "  'long_term_incentive_DivBy_bonus': 0.1287061175431763,\n",
       "  'long_term_incentive_DivBy_expenses': 0.08335699600547594,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.08885186060478296,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.13851955750653963,\n",
       "  'expenses_DivBy_bonus': 0.0827136752136752,\n",
       "  'expenses_DivBy_long_term_incentive': 0.012056568504019363,\n",
       "  'expenses_DivBy_total_payments': 0.013734376122303774,\n",
       "  'total_payments_DivBy_salary': 0.2992667836911395,\n",
       "  'total_payments_DivBy_bonus': 0.19583467395186072,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.05738218581547632,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.04555109318539012,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.11688399112215463,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.8740038254369564,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.010770719140631777,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.10159274661386293,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.012196267571140368,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.13151788621131252,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.004216494033323137,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.009532267768173164,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.5395052720768218,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.5530050083472454,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6562944376182127,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.003508863894740635,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.028169014084507043,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.25},\n",
       " 'ECHOLS JOHN B': {'poi': False,\n",
       "  'salary': 0.11749326030635242,\n",
       "  'bonus': 0.016393442622950817,\n",
       "  'long_term_incentive': 1.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.09173266480542419,\n",
       "  'total_payments': 0.25268313094030737,\n",
       "  'exercised_stock_options': 0.017012609534366688,\n",
       "  'restricted_stock': 0.024692203573123093,\n",
       "  'total_stock_value': 0.02054447968907726,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.27931477877169036,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.01774151541745863,\n",
       "  'salary_DivBy_total_payments': 0.03839531384285162,\n",
       "  'bonus_DivBy_salary': 0.03223832826485701,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.008189129856570637,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.9999999999999998,\n",
       "  'long_term_incentive_DivBy_bonus': 1.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.20343969995027253,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.14310114841299643,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.13361820029215946,\n",
       "  'expenses_DivBy_bonus': 0.2653668091168091,\n",
       "  'expenses_DivBy_long_term_incentive': 0.004326466856625662,\n",
       "  'expenses_DivBy_total_payments': 0.00868294911320798,\n",
       "  'total_payments_DivBy_salary': 0.4623056201339022,\n",
       "  'total_payments_DivBy_bonus': 0.9999999999999999,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.03432697395950833,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.07052516578002806,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.021295936169354334,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.5582758386957212,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.062114030052431074,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.3947209080534022,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.06346558918874506,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0375137970726224,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'ELLIOTT STEVEN': {'poi': False,\n",
       "  'salary': 0.10628539020818438,\n",
       "  'bonus': 0.03530895334174023,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.8728673446860719,\n",
       "  'expenses': 0.3416504867134461,\n",
       "  'total_payments': 0.012971546437977769,\n",
       "  'exercised_stock_options': 0.14194067019183765,\n",
       "  'restricted_stock': 0.11851782094106235,\n",
       "  'total_stock_value': 0.13599520245111402,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.14363935594394117,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0024858289010628296,\n",
       "  'salary_DivBy_total_payments': 0.8464316610054987,\n",
       "  'bonus_DivBy_salary': 0.07147119235061106,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0023713182970744834,\n",
       "  'bonus_DivBy_total_payments': 0.30825488263864603,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.8248549033465608,\n",
       "  'expenses_DivBy_salary': 0.5278147252410629,\n",
       "  'expenses_DivBy_bonus': 0.5564957264957264,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.43303228536624266,\n",
       "  'total_payments_DivBy_salary': 0.006189969222198818,\n",
       "  'total_payments_DivBy_bonus': 0.031085143217390875,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9991667694382885,\n",
       "  'total_payments_DivBy_expenses': 0.0008694036724875758,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.04068669709318198,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7071438295420096,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.032861085319103873,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.2565088955410775,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0342547999902966,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.056583238534221286,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'FALLON JAMES B': {'poi': False,\n",
       "  'salary': 0.23879584801160447,\n",
       "  'bonus': 0.3064312736443884,\n",
       "  'long_term_incentive': 0.14089901369212732,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.41778903678510537,\n",
       "  'total_payments': 0.3477730808014677,\n",
       "  'exercised_stock_options': 0.026881793093974583,\n",
       "  'restricted_stock': 0.09159434339876452,\n",
       "  'total_stock_value': 0.04749328640854531,\n",
       "  'to_messages': 0.142175332830947,\n",
       "  'from_poi_to_this_person': 0.07954545454545454,\n",
       "  'from_messages': 0.00788683024536805,\n",
       "  'from_this_person_to_poi': 0.06075533661740558,\n",
       "  'shared_receipt_with_poi': 0.2902699764450081,\n",
       "  'salary_DivBy_bonus': 0.026014906236164106,\n",
       "  'salary_DivBy_long_term_incentive': 0.19316246515446098,\n",
       "  'salary_DivBy_expenses': 0.004909724817399614,\n",
       "  'salary_DivBy_total_payments': 0.054956567789605365,\n",
       "  'bonus_DivBy_salary': 0.3258607501994525,\n",
       "  'bonus_DivBy_long_term_incentive': 0.26927338939130196,\n",
       "  'bonus_DivBy_expenses': 0.028376863164820295,\n",
       "  'bonus_DivBy_total_payments': 0.11826810151493923,\n",
       "  'long_term_incentive_DivBy_salary': 0.08086669121520315,\n",
       "  'long_term_incentive_DivBy_bonus': 0.009792321353355078,\n",
       "  'long_term_incentive_DivBy_expenses': 0.006579564837177468,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.012315575253987621,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.36085139988646314,\n",
       "  'expenses_DivBy_bonus': 0.09265925925925923,\n",
       "  'expenses_DivBy_long_term_incentive': 0.14351269377062192,\n",
       "  'expenses_DivBy_total_payments': 0.029835898754974593,\n",
       "  'total_payments_DivBy_salary': 0.37120648087868546,\n",
       "  'total_payments_DivBy_bonus': 0.09631964793766482,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.3225312241231888,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.021153480590104443,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.008962662709081467,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.3472200530294326,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.1374438613118586,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.5906693098789306,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.13868686490417467,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.02538489521031532,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.039923440978819814,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0017623647589295119,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.11011092925986544,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.08182668329177058,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9123493828642035,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0487105069497846,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.009643446263164573,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.49333333333333335},\n",
       " 'FASTOW ANDREW S': {'poi': True,\n",
       "  'salary': 0.3737483603135903,\n",
       "  'bonus': 0.15510718789407316,\n",
       "  'long_term_incentive': 0.7697034149738335,\n",
       "  'deferred_income': 0.5562364170908706,\n",
       "  'expenses': 0.24246262540376834,\n",
       "  'total_payments': 0.22676178083959003,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.11892692294077004,\n",
       "  'total_stock_value': 0.03653856953760082,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.09569838386292273,\n",
       "  'salary_DivBy_long_term_incentive': 0.04546090323499159,\n",
       "  'salary_DivBy_expenses': 0.016324821156642706,\n",
       "  'salary_DivBy_total_payments': 0.16304946491824576,\n",
       "  'bonus_DivBy_salary': 0.10873468557623302,\n",
       "  'bonus_DivBy_long_term_incentive': 0.026945711877580276,\n",
       "  'bonus_DivBy_expenses': 0.024988494911243074,\n",
       "  'bonus_DivBy_total_payments': 0.09020365731932328,\n",
       "  'long_term_incentive_DivBy_salary': 0.3066465858293635,\n",
       "  'long_term_incentive_DivBy_bonus': 0.11629300269057441,\n",
       "  'long_term_incentive_DivBy_expenses': 0.060067654280371946,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.12264821350655371,\n",
       "  'deferred_income_DivBy_total_payments': 0.9472118244167819,\n",
       "  'expenses_DivBy_salary': 0.14372654428180126,\n",
       "  'expenses_DivBy_bonus': 0.1042425487617795,\n",
       "  'expenses_DivBy_long_term_incentive': 0.017069167800617135,\n",
       "  'expenses_DivBy_total_payments': 0.026301736295517977,\n",
       "  'total_payments_DivBy_salary': 0.14981907075473394,\n",
       "  'total_payments_DivBy_bonus': 0.12602334224457856,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.04073521546791748,\n",
       "  'total_payments_DivBy_deferred_income': 0.9968327642234349,\n",
       "  'total_payments_DivBy_expenses': 0.02401293244807306,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'FITZGERALD JAY L': {'poi': False,\n",
       "  'salary': 0.134261439632274,\n",
       "  'bonus': 0.03530895334174023,\n",
       "  'long_term_incentive': 0.2249741520749223,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.10198849068429149,\n",
       "  'total_payments': 0.12923567380618878,\n",
       "  'exercised_stock_options': 0.0188483553322032,\n",
       "  'restricted_stock': 0.062012959856704915,\n",
       "  'total_stock_value': 0.033012287213227395,\n",
       "  'to_messages': 0.07359959809093192,\n",
       "  'from_poi_to_this_person': 0.001893939393939394,\n",
       "  'from_messages': 0.000500751126690035,\n",
       "  'from_this_person_to_poi': 0.013136288998357963,\n",
       "  'shared_receipt_with_poi': 0.13063960862475085,\n",
       "  'salary_DivBy_bonus': 0.1695078331017314,\n",
       "  'salary_DivBy_long_term_incentive': 0.07292150886761568,\n",
       "  'salary_DivBy_expenses': 0.01744725132954823,\n",
       "  'salary_DivBy_total_payments': 0.1182184161310817,\n",
       "  'bonus_DivBy_salary': 0.05949226893902916,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0220497482955165,\n",
       "  'bonus_DivBy_expenses': 0.014656490462942075,\n",
       "  'bonus_DivBy_total_payments': 0.03379504574366897,\n",
       "  'long_term_incentive_DivBy_salary': 0.21122365407451188,\n",
       "  'long_term_incentive_DivBy_bonus': 0.13913766601452493,\n",
       "  'long_term_incentive_DivBy_expenses': 0.044825568485197774,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.06465664372574319,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.1356013894337681,\n",
       "  'expenses_DivBy_bonus': 0.167022792022792,\n",
       "  'expenses_DivBy_long_term_incentive': 0.023101479861410586,\n",
       "  'expenses_DivBy_total_payments': 0.01905652799637742,\n",
       "  'total_payments_DivBy_salary': 0.2038632285687551,\n",
       "  'total_payments_DivBy_bonus': 0.29014589901072185,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.07908538823517648,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.03307899884330587,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.009256575635212864,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.35456918638271484,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.13362874575068937,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.5838462278637552,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.13487724719078015,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.025673937778664595,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 1.0,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.00551524135654223,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.004915666484815422,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.004322268326417704,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.7681757270290812,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 1.0,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.009389671361502348,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.5},\n",
       " 'FOWLER PEGGY': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.03807636746793845,\n",
       "  'restricted_stock': 0.03506529358962782,\n",
       "  'total_stock_value': 0.03837802904731693,\n",
       "  'to_messages': 0.038516285690362556,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.00300450676014021,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.0014495379597753216,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.034987812123370175,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6749481288102255,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0382272870192337,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.286400026381817,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.03961326861927758,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.050978788365653074,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.9491419656786272,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.0009837143969317792,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'FOY JOE': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.010075408776253798,\n",
       "  'exercised_stock_options': 0.009497420495047539,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.006993147109234891,\n",
       "  'to_messages': 0.0,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.00012518778167250875,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.0,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.514820592823713,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.01702383884829077,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'FREVERT MARK A': {'poi': False,\n",
       "  'salary': 0.988707852746989,\n",
       "  'bonus': 0.24337957124842372,\n",
       "  'long_term_incentive': 0.7147317241662746,\n",
       "  'deferred_income': -0.08033659103565771,\n",
       "  'expenses': 0.3786196710246622,\n",
       "  'total_payments': 1.659702181959971,\n",
       "  'exercised_stock_options': 0.3034032850654012,\n",
       "  'restricted_stock': 0.2816066286890099,\n",
       "  'total_stock_value': 0.29774306202486583,\n",
       "  'to_messages': 0.26944653772084065,\n",
       "  'from_poi_to_this_person': 0.45833333333333337,\n",
       "  'from_messages': 0.0011266900350525785,\n",
       "  'from_this_person_to_poi': 0.009852216748768473,\n",
       "  'shared_receipt_with_poi': 0.5394093132813915,\n",
       "  'salary_DivBy_bonus': 0.1571366024553072,\n",
       "  'salary_DivBy_long_term_incentive': 0.1515948713999642,\n",
       "  'salary_DivBy_expenses': 0.02679452461004987,\n",
       "  'salary_DivBy_total_payments': 0.031626407378600105,\n",
       "  'bonus_DivBy_salary': 0.06476675891897034,\n",
       "  'bonus_DivBy_long_term_incentive': 0.04689051603629002,\n",
       "  'bonus_DivBy_expenses': 0.024681411772011518,\n",
       "  'bonus_DivBy_total_payments': 0.008129997458073291,\n",
       "  'long_term_incentive_DivBy_salary': 0.10545100486658847,\n",
       "  'long_term_incentive_DivBy_bonus': 0.06896395428681569,\n",
       "  'long_term_incentive_DivBy_expenses': 0.03552178777209184,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.010860865201550853,\n",
       "  'deferred_income_DivBy_total_payments': 0.9820991174134792,\n",
       "  'expenses_DivBy_salary': 0.09188037715989117,\n",
       "  'expenses_DivBy_bonus': 0.10543251424501422,\n",
       "  'expenses_DivBy_long_term_incentive': 0.029250823935727532,\n",
       "  'expenses_DivBy_total_payments': 0.005228862730568137,\n",
       "  'total_payments_DivBy_salary': 0.5124707489662932,\n",
       "  'total_payments_DivBy_bonus': 0.6355946377536532,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.35092107330657213,\n",
       "  'total_payments_DivBy_deferred_income': 0.9903787868019984,\n",
       "  'total_payments_DivBy_expenses': 0.11224573826439808,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.036933572680547117,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.686707732435621,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.03621593309734062,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.2754821757802639,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.03760481319875525,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.052892306210008476,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.009589869254284952,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0018601348283538571,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.33998700665908727,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.25386035582410205,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9079263078920103,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.012759044772178365,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.02347417840375587,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2857142857142857},\n",
       " 'GAHN ROBERT S': {'poi': False,\n",
       "  'salary': 0.1271732351620154,\n",
       "  'bonus': 0.05546910466582598,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 1.0013053089311472,\n",
       "  'expenses': 0.2168625061907496,\n",
       "  'total_payments': 0.07953922710715275,\n",
       "  'exercised_stock_options': 0.0019183533392525694,\n",
       "  'restricted_stock': 0.012996479521356777,\n",
       "  'total_stock_value': 0.006487609325320151,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.10775829760476097,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.00650774473338782,\n",
       "  'salary_DivBy_total_payments': 0.1973552513039377,\n",
       "  'bonus_DivBy_salary': 0.09657732599593882,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.009262426852079406,\n",
       "  'bonus_DivBy_total_payments': 0.09603545151753545,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 1.000069925514159,\n",
       "  'expenses_DivBy_salary': 0.2983739498434475,\n",
       "  'expenses_DivBy_bonus': 0.24186175438161236,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.06433913202938568,\n",
       "  'total_payments_DivBy_salary': 0.12251511027708777,\n",
       "  'total_payments_DivBy_bonus': 0.11860945802663893,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': -0.6525462346912088,\n",
       "  'total_payments_DivBy_expenses': 0.009572538066509734,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.004005366841114702,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.19205479243339868,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.263809272672539,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.7347278332529755,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.26487017488823655,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.020509745455575427,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'GARLAND C KEVIN': {'poi': False,\n",
       "  'salary': 0.16677159998691227,\n",
       "  'bonus': 0.09836065573770493,\n",
       "  'long_term_incentive': 0.14134093355455493,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.20952126330737236,\n",
       "  'total_payments': 0.14388663220356265,\n",
       "  'exercised_stock_options': 0.018026503505315282,\n",
       "  'restricted_stock': 0.014663666993010615,\n",
       "  'total_stock_value': 0.018247843141279474,\n",
       "  'to_messages': 0.012727120488989368,\n",
       "  'from_poi_to_this_person': 0.01893939393939394,\n",
       "  'from_messages': 0.00400600901352028,\n",
       "  'from_this_person_to_poi': 0.04433497536945813,\n",
       "  'shared_receipt_with_poi': 0.03188983511505707,\n",
       "  'salary_DivBy_bonus': 0.07448149725045637,\n",
       "  'salary_DivBy_long_term_incentive': 0.14154622818799625,\n",
       "  'salary_DivBy_expenses': 0.008831200460885865,\n",
       "  'salary_DivBy_total_payments': 0.12620185727574784,\n",
       "  'bonus_DivBy_salary': 0.1382514411410894,\n",
       "  'bonus_DivBy_long_term_incentive': 0.08890238267817711,\n",
       "  'bonus_DivBy_expenses': 0.018143786798884412,\n",
       "  'bonus_DivBy_total_payments': 0.09144081154523682,\n",
       "  'long_term_incentive_DivBy_salary': 0.11327530258987385,\n",
       "  'long_term_incentive_DivBy_bonus': 0.03600191183131078,\n",
       "  'long_term_incentive_DivBy_expenses': 0.014168327786636434,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.03705648027524054,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.2381784041467413,\n",
       "  'expenses_DivBy_bonus': 0.13897058823529412,\n",
       "  'expenses_DivBy_long_term_incentive': 0.07168265817207836,\n",
       "  'expenses_DivBy_total_payments': 0.03545681311536384,\n",
       "  'total_payments_DivBy_salary': 0.19204673852023973,\n",
       "  'total_payments_DivBy_bonus': 0.12438235546508776,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1336446794280496,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.017758304751697835,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.036272364636516605,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6828082167239975,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.036876151814073686,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.27910256395950245,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.03826408049424185,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.05224205487953675,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.017499414630246193,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.003260355133306459,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.22014659472666193,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.17556179775280897,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8488978793601505,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0203854835909012,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.005912015301686663,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.6136363636363636},\n",
       " 'GIBBS DANA R': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.18133445021613437,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.08591101986661533,\n",
       "  'exercised_stock_options': 0.06410814177714455,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.04516944566856522,\n",
       "  'to_messages': 0.009377878255044797,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.0,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.003805037144410219,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.07985838897750709,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.06402055240180866,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.1188360577901377,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.1199217199457209,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'GLISAN JR BEN F': {'poi': True,\n",
       "  'salary': 0.20943467876027316,\n",
       "  'bonus': 0.06683480453972258,\n",
       "  'long_term_incentive': 0.000831197233406189,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.5495106568549677,\n",
       "  'total_payments': 0.11545819516604959,\n",
       "  'exercised_stock_options': 0.010700239893931452,\n",
       "  'restricted_stock': 0.02376236453210004,\n",
       "  'total_stock_value': 0.015853080094883988,\n",
       "  'to_messages': 0.06840827262831783,\n",
       "  'from_poi_to_this_person': 0.09848484848484848,\n",
       "  'from_messages': 0.000500751126690035,\n",
       "  'from_this_person_to_poi': 0.009852216748768473,\n",
       "  'shared_receipt_with_poi': 0.15799963761551006,\n",
       "  'salary_DivBy_bonus': 0.13397725908189406,\n",
       "  'salary_DivBy_long_term_incentive': 1.0,\n",
       "  'salary_DivBy_expenses': 0.0025017711316938133,\n",
       "  'salary_DivBy_total_payments': 0.20054882489083253,\n",
       "  'bonus_DivBy_salary': 0.07702644586777999,\n",
       "  'bonus_DivBy_long_term_incentive': 0.3415969410963498,\n",
       "  'bonus_DivBy_expenses': 0.00274092763178159,\n",
       "  'bonus_DivBy_total_payments': 0.0775727151552513,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0069748679213966665,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.004053739756509532,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.5262172166077191,\n",
       "  'expenses_DivBy_bonus': 0.5204214150047483,\n",
       "  'expenses_DivBy_long_term_incentive': 1.0,\n",
       "  'expenses_DivBy_total_payments': 0.11508263418063298,\n",
       "  'total_payments_DivBy_salary': 0.12037705148173182,\n",
       "  'total_payments_DivBy_bonus': 0.14530067402380697,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.5932437958751786,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.005084407151227442,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.013608052239763328,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.4467806020107757,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.09457789762548499,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.498235310042448,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.09588267406302284,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.029953307149880187,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.013105692956980481,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.2737475047470666,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.1859267734553776,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 1.0,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.019007039149424976,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.01564945226917058,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.375},\n",
       " 'GOLD JOSEPH': {'poi': False,\n",
       "  'salary': 0.2073574947673802,\n",
       "  'bonus': 0.08575031525851198,\n",
       "  'long_term_incentive': 0.10878617035572011,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.19998337885626238,\n",
       "  'exercised_stock_options': 0.012208701370417168,\n",
       "  'restricted_stock': 0.026974708717813455,\n",
       "  'total_stock_value': 0.0178702831626535,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.10366955162553389,\n",
       "  'salary_DivBy_long_term_incentive': 0.2146948138123199,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.10329462180130985,\n",
       "  'bonus_DivBy_salary': 0.10041769074719392,\n",
       "  'bonus_DivBy_long_term_incentive': 0.09690272503287656,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.053701198281871906,\n",
       "  'long_term_incentive_DivBy_salary': 0.07153372783973762,\n",
       "  'long_term_incentive_DivBy_bonus': 0.03284669977323333,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.019525145139658757,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.22959665281418007,\n",
       "  'total_payments_DivBy_bonus': 0.2012316474264043,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.22964299560438461,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.01380366079909847,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.45031083502628383,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.09334599807671211,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.4949577712852102,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.09465254976747209,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.03014567432857329,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'GRAY RODNEY': {'poi': False,\n",
       "  'salary': -0.05664317151789105,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.13687140132003356,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.1033183823568492,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.0,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': -0.016742988780881728,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': -0.02924852830936783,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 4.5828878886399345,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.051293898467631986,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 5.806109377099631,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.09893317864550487,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'HAEDICKE MARK E': {'poi': False,\n",
       "  'salary': 0.3077415011446821,\n",
       "  'bonus': 0.13619167717528374,\n",
       "  'long_term_incentive': 0.42212028255164624,\n",
       "  'deferred_income': 0.7013471160931223,\n",
       "  'expenses': 0.3312061990769757,\n",
       "  'total_payments': 0.3654306301587754,\n",
       "  'exercised_stock_options': 0.017225594845662256,\n",
       "  'restricted_stock': 0.03261917482339684,\n",
       "  'total_stock_value': 0.01635293676381455,\n",
       "  'to_messages': 0.3309051327137235,\n",
       "  'from_poi_to_this_person': 0.34090909090909094,\n",
       "  'from_messages': 0.24148723084626939,\n",
       "  'from_this_person_to_poi': 0.10016420361247948,\n",
       "  'shared_receipt_with_poi': 0.33429969197318354,\n",
       "  'salary_DivBy_bonus': 0.09131118410576433,\n",
       "  'salary_DivBy_long_term_incentive': 0.07886674994203549,\n",
       "  'salary_DivBy_expenses': 0.00912230782004442,\n",
       "  'salary_DivBy_total_payments': 0.07035537788090512,\n",
       "  'bonus_DivBy_salary': 0.11385413721291889,\n",
       "  'bonus_DivBy_long_term_incentive': 0.044137072553887505,\n",
       "  'bonus_DivBy_expenses': 0.015180351878352375,\n",
       "  'bonus_DivBy_total_payments': 0.04367934024661835,\n",
       "  'long_term_incentive_DivBy_salary': 0.19743952474304877,\n",
       "  'long_term_incentive_DivBy_bonus': 0.07314767370134422,\n",
       "  'long_term_incentive_DivBy_expenses': 0.02433030758069288,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0397914498842182,\n",
       "  'deferred_income_DivBy_total_payments': 0.9777461324354509,\n",
       "  'expenses_DivBy_salary': 0.23229132781982506,\n",
       "  'expenses_DivBy_bonus': 0.16212157809983896,\n",
       "  'expenses_DivBy_long_term_incentive': 0.04260680970706886,\n",
       "  'expenses_DivBy_total_payments': 0.022407623952748108,\n",
       "  'total_payments_DivBy_salary': 0.31206368064757867,\n",
       "  'total_payments_DivBy_bonus': 0.2383913343094105,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.12530071641073967,\n",
       "  'total_payments_DivBy_deferred_income': 0.992280261449274,\n",
       "  'total_payments_DivBy_expenses': 0.028177982327942844,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.016449744360968105,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7353384381492354,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.07932814229752955,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.647343705909702,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.02990408600078516,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.02321406055888637,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.01897270622306744,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.02191351324870537,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.20658306045440317,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.30454791553871147,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.4506175457794066,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.009912986436688469,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.2893865927807281,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.03142709943328181},\n",
       " 'HANNON KEVIN P': {'poi': True,\n",
       "  'salary': 0.1780221044104714,\n",
       "  'bonus': 0.18032786885245902,\n",
       "  'long_term_incentive': 0.7147317241662746,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.1465575049416426,\n",
       "  'total_payments': 0.020408252011327503,\n",
       "  'exercised_stock_options': 0.16080574510400306,\n",
       "  'restricted_stock': 0.054966227172485525,\n",
       "  'total_stock_value': 0.1301375452916202,\n",
       "  'to_messages': 0.08272628317843089,\n",
       "  'from_poi_to_this_person': 0.06060606060606061,\n",
       "  'from_messages': 0.002503755633450175,\n",
       "  'from_this_person_to_poi': 0.034482758620689655,\n",
       "  'shared_receipt_with_poi': 0.1871715890559884,\n",
       "  'salary_DivBy_bonus': 0.03896569002998837,\n",
       "  'salary_DivBy_long_term_incentive': 0.018181350400158152,\n",
       "  'salary_DivBy_expenses': 0.01454600369686467,\n",
       "  'salary_DivBy_total_payments': 0.8851017359071044,\n",
       "  'bonus_DivBy_salary': 0.24151997852405588,\n",
       "  'bonus_DivBy_long_term_incentive': 0.03425351396987884,\n",
       "  'bonus_DivBy_expenses': 0.05004725600072113,\n",
       "  'bonus_DivBy_total_payments': 0.9999999999999999,\n",
       "  'long_term_incentive_DivBy_salary': 0.5321531655242457,\n",
       "  'long_term_incentive_DivBy_bonus': 0.09317110312553915,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0925044567560605,\n",
       "  'long_term_incentive_DivBy_total_payments': 1.0000000000000002,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.1587577574237908,\n",
       "  'expenses_DivBy_bonus': 0.05357858499525166,\n",
       "  'expenses_DivBy_long_term_incentive': 0.010769923613409352,\n",
       "  'expenses_DivBy_total_payments': 0.13716970870756012,\n",
       "  'total_payments_DivBy_salary': 0.0044367449180385266,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9999999999999999,\n",
       "  'total_payments_DivBy_expenses': 0.004163097121302245,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0985762766733318,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.854019618127557,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.013006365028853868,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.12014648335064415,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.01442869173761524,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.11351354433174789,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.030121557026435868,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.00018087680028940414,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.14089382062506364,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0966183574879227,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9902514760877517,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.040588643861781556,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.004918399284596467,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.65625},\n",
       " 'HAUG DAVID L': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': -0.0005478539465206891,\n",
       "  'total_payments': -0.007442503646746581,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.14766034219843305,\n",
       "  'total_stock_value': 0.04514957194733024,\n",
       "  'to_messages': 0.043205224817884955,\n",
       "  'from_poi_to_this_person': 0.007575757575757576,\n",
       "  'from_messages': 0.0008763144717075615,\n",
       "  'from_this_person_to_poi': 0.011494252873563218,\n",
       "  'shared_receipt_with_poi': 0.08497916289182823,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 1.1683003160146805,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': -9.574876436992846e-05,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.14886095612296762,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.004054174905849736,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.032119119230626415,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.02653927813163482,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8186570394752963,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.15922903281819759,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.01609657947686117,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.3684210526315789},\n",
       " 'HAYES ROBERT E': {'poi': False,\n",
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       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.007292289008242581,\n",
       "  'total_stock_value': 0.0030832368052846506,\n",
       "  'to_messages': 0.037427781964330574,\n",
       "  'from_poi_to_this_person': 0.030303030303030304,\n",
       "  'from_messages': 0.0,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.00869722775865193,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.028880144829043476,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.16998439937597504,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.14606551840594395,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 1.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.08234281752222469,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'HAYSLETT RODERICK J': {'poi': False,\n",
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       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
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       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.020558377686689562,\n",
       "  'total_stock_value': 0.007058897361148561,\n",
       "  'to_messages': 0.21703089675960816,\n",
       "  'from_poi_to_this_person': 0.06628787878787878,\n",
       "  'from_messages': 0.13132198297446168,\n",
       "  'from_this_person_to_poi': 0.06239737274220033,\n",
       "  'shared_receipt_with_poi': 0.10309838738901975,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.0763203045391243,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.06812909994508362,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.060791707830333414,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.19154991243432576,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.20086760435309828,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.018321633220053084,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.25277983691623424,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.03581526861451461},\n",
       " 'HERMANN ROBERT J': {'poi': False,\n",
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       "  'bonus': 0.07944514501891552,\n",
       "  'long_term_incentive': 0.03730089940158417,\n",
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       "  'total_payments': 0.11789116339792227,\n",
       "  'exercised_stock_options': 0.0049553456138162685,\n",
       "  'restricted_stock': 0.02966101608543404,\n",
       "  'total_stock_value': 0.013604783930499968,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.1073252984594823,\n",
       "  'salary_DivBy_long_term_incentive': 0.44050138567721875,\n",
       "  'salary_DivBy_expenses': 0.010383732408734287,\n",
       "  'salary_DivBy_total_payments': 0.1856011472414335,\n",
       "  'bonus_DivBy_salary': 0.09697167338220573,\n",
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       "  'bonus_DivBy_total_payments': 0.09083429915826423,\n",
       "  'long_term_incentive_DivBy_salary': 0.02605633841331611,\n",
       "  'long_term_incentive_DivBy_bonus': 0.015590043550153778,\n",
       "  'long_term_incentive_DivBy_expenses': 0.005001839725863326,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.014791176738262381,\n",
       "  'deferred_income_DivBy_total_payments': 0.9801866788238313,\n",
       "  'expenses_DivBy_salary': 0.2097870600311035,\n",
       "  'expenses_DivBy_bonus': 0.16922008547008546,\n",
       "  'expenses_DivBy_long_term_incentive': 0.18084007241907651,\n",
       "  'expenses_DivBy_total_payments': 0.04290286197483118,\n",
       "  'total_payments_DivBy_salary': 0.13091622286109117,\n",
       "  'total_payments_DivBy_bonus': 0.12518202960711577,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.28336329446050523,\n",
       "  'total_payments_DivBy_deferred_income': 0.991316169485706,\n",
       "  'total_payments_DivBy_expenses': 0.014609630316754635,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.004567225030541994,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.21325041077671825,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.23901310636178735,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.7150493983455135,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.24010974158362508,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.02106229323310167,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'HICKERSON GARY J': {'poi': False,\n",
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       "  'total_payments': 0.1936850283598265,\n",
       "  'exercised_stock_options': 0.0,\n",
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       "  'total_stock_value': 0.008981781702729123,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07575757575757576,\n",
       "  'from_messages': 0.0018778167250876315,\n",
       "  'from_this_person_to_poi': 0.0016420361247947454,\n",
       "  'shared_receipt_with_poi': 0.16271063598477986,\n",
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       "  'salary_DivBy_long_term_incentive': 0.7857224547363807,\n",
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       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0002690289989874606,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.5361384125404702,\n",
       "  'expenses_DivBy_bonus': 0.14196057482822189,\n",
       "  'expenses_DivBy_long_term_incentive': 0.8048395569244464,\n",
       "  'expenses_DivBy_total_payments': 0.05484042260863434,\n",
       "  'total_payments_DivBy_salary': 0.29570945378503144,\n",
       "  'total_payments_DivBy_bonus': 0.07778418534687094,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.9999999999999999,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.01132450624791724,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008736349453978158,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13942617666021923,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.1388888888888889,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6758615799177421,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.026914394860218786,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.24413145539906103,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.037037037037037035},\n",
       " 'HIRKO JOSEPH': {'poi': True,\n",
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       "  'bonus': 0.0,\n",
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       "  'deferred_income': 0.0,\n",
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       "  'total_payments': 0.0013143266045080983,\n",
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       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 1.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'HORTON STANLEY C': {'poi': False,\n",
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       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
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       "  'total_payments': 0.29515749741623354,\n",
       "  'exercised_stock_options': 0.15126824422214716,\n",
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       "  'from_poi_to_this_person': 0.08333333333333334,\n",
       "  'from_messages': 0.1328242363545318,\n",
       "  'from_this_person_to_poi': 0.02463054187192118,\n",
       "  'shared_receipt_with_poi': 0.19423808660989308,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.03779203481100795,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6916297619698588,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0353919559236811,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.27091246536968583,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.03678202343370707,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.05373654297864947,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.05240292337029685,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.022241783526089652,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.08614757808963333,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.12802607076350092,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.446856308294885,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.02956637042415823,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.6622848200312988,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.013979496738117428},\n",
       " 'HUGHES JAMES A': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.02148460199505951,\n",
       "  'restricted_stock': 0.02169748996456692,\n",
       "  'total_stock_value': 0.022773207568515773,\n",
       "  'to_messages': 0.055429958971782635,\n",
       "  'from_poi_to_this_person': 0.06628787878787878,\n",
       "  'from_messages': 0.002754131196795192,\n",
       "  'from_this_person_to_poi': 0.008210180623973728,\n",
       "  'shared_receipt_with_poi': 0.10635984779851422,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.030562154250663456,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6446063442576768,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.04371287094298581,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.31456994445744385,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0450909474337651,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.046626466965571274,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.017115966847267856,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.004131914003215477,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.2239738999201018,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.18569609507640067,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.815808487694167,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.019036042963808203,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.05446009389671362,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.14705882352941177},\n",
       " 'HUMPHREY GENE E': {'poi': False,\n",
       "  'salary': 0.06641039801621491,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.019258161928095267,\n",
       "  'total_payments': 0.2921003665831905,\n",
       "  'exercised_stock_options': 0.06598670601146964,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.04648267917635969,\n",
       "  'to_messages': 0.005944904965251612,\n",
       "  'from_poi_to_this_person': 0.01893939393939394,\n",
       "  'from_messages': 0.0006259389083625435,\n",
       "  'from_this_person_to_poi': 0.027914614121510674,\n",
       "  'shared_receipt_with_poi': 0.02119949266171408,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.060708698280796676,\n",
       "  'salary_DivBy_total_payments': 0.010511975896774585,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.04131853660877499,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0012179861735139305,\n",
       "  'total_payments_DivBy_salary': 0.763676082755879,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.35274713538471464,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.008802818912297334,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0014158549535258705,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.3594581117021277,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.26260504201680673,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9283711973478939,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.012189616252821672,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.0,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 1.0},\n",
       " 'IZZO LAWRENCE L': {'poi': False,\n",
       "  'salary': 0.021346907573740026,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.11233953852853154,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.12049718841354645,\n",
       "  'total_payments': 0.18380897667386756,\n",
       "  'exercised_stock_options': 0.06256134760513572,\n",
       "  'restricted_stock': 0.24533312188582912,\n",
       "  'total_stock_value': 0.1185088730667461,\n",
       "  'to_messages': 0.036757933517541655,\n",
       "  'from_poi_to_this_person': 0.05303030303030303,\n",
       "  'from_messages': 0.0008763144717075615,\n",
       "  'from_this_person_to_poi': 0.008210180623973728,\n",
       "  'shared_receipt_with_poi': 0.07881862656278311,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.05048098987984695,\n",
       "  'salary_DivBy_expenses': 0.004570365494130304,\n",
       "  'salary_DivBy_total_payments': 0.011506594265003896,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.2837651533517788,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.020810144147994435,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.02237905027653501,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.3776099862263508,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.04962714675403637,\n",
       "  'expenses_DivBy_total_payments': 0.015924070812887308,\n",
       "  'total_payments_DivBy_salary': 0.74678332207259,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.20592510339024894,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.03945075363757173,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.00768411802740912,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.31320173429411446,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.15689910890740358,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.6222525956340849,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.15811407613018263,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.024127536973629026,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.01407906040607936,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0025275152882545497,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.2597374742621826,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.20022883295194507,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8788215238286952,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0173393198223898,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.02629107981220657,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2631578947368421},\n",
       " 'JACKSON CHARLENE R': {'poi': False,\n",
       "  'salary': 0.22290216810417052,\n",
       "  'bonus': 0.02269861286254729,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.04199190929291778,\n",
       "  'total_payments': 0.045774050046070526,\n",
       "  'exercised_stock_options': 0.004884360219447108,\n",
       "  'restricted_stock': 0.033740485286970344,\n",
       "  'total_stock_value': 0.014777720369330304,\n",
       "  'to_messages': 0.016829942225571465,\n",
       "  'from_poi_to_this_person': 0.04734848484848485,\n",
       "  'from_messages': 0.005508262393590385,\n",
       "  'from_this_person_to_poi': 0.031198686371100164,\n",
       "  'shared_receipt_with_poi': 0.02083710817177025,\n",
       "  'salary_DivBy_bonus': 0.3572910106982248,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.06596471559955364,\n",
       "  'salary_DivBy_total_payments': 0.5363626449728862,\n",
       "  'bonus_DivBy_salary': 0.022697278520141653,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.02656334868789441,\n",
       "  'bonus_DivBy_total_payments': 0.0740552514367391,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.03794652596816123,\n",
       "  'expenses_DivBy_bonus': 0.09852849002849003,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.020927478029945105,\n",
       "  'total_payments_DivBy_salary': 0.028820062916990047,\n",
       "  'total_payments_DivBy_bonus': 0.15164792078356298,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0301551431308974,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.003830347035080344,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.18521706200833343,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.27261262116245627,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.7410761185874691,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.2736608371386077,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.02033762585908804,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.006140157507295706,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.02256090243609745,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.4458395183902359,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.6677350427350427,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.44325726517432784,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0021600972391040106,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.01828514949345194,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.3392857142857143},\n",
       " 'JAEDICKE ROBERT': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9936064927390181,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0006047390552909116,\n",
       "  'exercised_stock_options': 0.012069905554180383,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.008791474531968775,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9725259350468646,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9937710870670333,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.14941738474687793,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.00813677251449734,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.08831278784909358,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.14836066193424505,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'KAMINSKI WINCENTY J': {'poi': False,\n",
       "  'salary': 0.2095596072486285,\n",
       "  'bonus': 0.0416141235813367,\n",
       "  'long_term_incentive': 0.11740337678493834,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.36370927801615516,\n",
       "  'total_payments': 0.09753606039273251,\n",
       "  'exercised_stock_options': 0.02425306150364484,\n",
       "  'restricted_stock': 0.0055670757754609605,\n",
       "  'total_stock_value': 0.019874474644491505,\n",
       "  'to_messages': 0.3809763041111949,\n",
       "  'from_poi_to_this_person': 0.07765151515151515,\n",
       "  'from_messages': 1.7971957936905356,\n",
       "  'from_this_person_to_poi': 0.28078817733990147,\n",
       "  'shared_receipt_with_poi': 0.10527269432868273,\n",
       "  'salary_DivBy_bonus': 0.20760678892282813,\n",
       "  'salary_DivBy_long_term_incentive': 0.20287923538556726,\n",
       "  'salary_DivBy_expenses': 0.005191054360847148,\n",
       "  'salary_DivBy_total_payments': 0.24096518311741275,\n",
       "  'bonus_DivBy_salary': 0.04696356876073477,\n",
       "  'bonus_DivBy_long_term_incentive': 0.04688054601493584,\n",
       "  'bonus_DivBy_expenses': 0.0027683830728635413,\n",
       "  'bonus_DivBy_total_payments': 0.05735558971527398,\n",
       "  'long_term_incentive_DivBy_salary': 0.07643329873888999,\n",
       "  'long_term_incentive_DivBy_bonus': 0.06897828086928091,\n",
       "  'long_term_incentive_DivBy_expenses': 0.006515257244240793,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.047480107015714146,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.34803849414646404,\n",
       "  'expenses_DivBy_bonus': 0.51792646011396,\n",
       "  'expenses_DivBy_long_term_incentive': 0.14473221685694346,\n",
       "  'expenses_DivBy_total_payments': 0.08923749779080588,\n",
       "  'total_payments_DivBy_salary': 0.09758620994258756,\n",
       "  'total_payments_DivBy_bonus': 0.19026048511064347,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.10641814516977227,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.006737256203198507,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.10247068724739546,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.8587841540382344,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.012464836163941676,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.11572299316206563,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.013887943253589871,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.1173434215996524,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.11570207528029146,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.12921491130657234,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0409471710486817,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.21976843910806176,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.1101948571105423,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.015411720361343218,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.7795623644400517,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.011901447661469933},\n",
       " 'KEAN STEVEN J': {'poi': False,\n",
       "  'salary': 0.3376975679596104,\n",
       "  'bonus': 0.11727616645649433,\n",
       "  'long_term_incentive': 0.10656733551876635,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.18124323400376047,\n",
       "  'total_payments': 0.16138260858221162,\n",
       "  'exercised_stock_options': 0.05839240481330491,\n",
       "  'restricted_stock': 0.27772875484258613,\n",
       "  'total_stock_value': 0.12530303861459963,\n",
       "  'to_messages': 1.0631332161098552,\n",
       "  'from_poi_to_this_person': 0.26515151515151514,\n",
       "  'from_messages': 0.8446419629444165,\n",
       "  'from_this_person_to_poi': 0.6354679802955665,\n",
       "  'shared_receipt_with_poi': 0.6589961949628556,\n",
       "  'salary_DivBy_bonus': 0.11666457415805677,\n",
       "  'salary_DivBy_long_term_incentive': 0.3340938795199234,\n",
       "  'salary_DivBy_expenses': 0.02058758780399459,\n",
       "  'salary_DivBy_total_payments': 0.21720901655778338,\n",
       "  'bonus_DivBy_salary': 0.08904993620425677,\n",
       "  'bonus_DivBy_long_term_incentive': 0.1325703167600426,\n",
       "  'bonus_DivBy_expenses': 0.025697550025965157,\n",
       "  'bonus_DivBy_total_payments': 0.09722345313825725,\n",
       "  'long_term_incentive_DivBy_salary': 0.040291340320686375,\n",
       "  'long_term_incentive_DivBy_bonus': 0.023289057861957153,\n",
       "  'long_term_incentive_DivBy_expenses': 0.012980898349520258,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.02485945684177215,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.11701337028602454,\n",
       "  'expenses_DivBy_bonus': 0.10159223646723645,\n",
       "  'expenses_DivBy_long_term_incentive': 0.07781648837797257,\n",
       "  'expenses_DivBy_total_payments': 0.027398468237273186,\n",
       "  'total_payments_DivBy_salary': 0.1100993637646694,\n",
       "  'total_payments_DivBy_bonus': 0.11719405812412818,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.18887777484146687,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.02304850844083872,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.006097118255873517,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.265703384442343,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.19022539612722503,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.6663510111947964,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.19139233784433002,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.022566834979429247,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.09286991085246968,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.04689190040808558,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.050505640283065145,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.12022533663094256,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.2719429492249472,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.031766427703222286,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.1546020307893875,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.05725699067909454},\n",
       " 'KISHKILL JOSEPH G': {'poi': False,\n",
       "  'salary': 0.1095622842876647,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9852379907240157,\n",
       "  'expenses': 0.5072470120045757,\n",
       "  'total_payments': 0.06062890735790009,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.06728358786190766,\n",
       "  'total_stock_value': 0.02106178695134632,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0008401741605489768,\n",
       "  'salary_DivBy_total_payments': 0.234486571043279,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9934695988232899,\n",
       "  'expenses_DivBy_salary': 0.7681286463948687,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.19225928185816887,\n",
       "  'total_payments_DivBy_salary': 0.10078036896200836,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9737687971268597,\n",
       "  'total_payments_DivBy_expenses': 0.0027844208351979643,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'KITCHEN LOUISE': {'poi': False,\n",
       "  'salary': 0.20593172360662598,\n",
       "  'bonus': 0.38209331651954603,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.022676770554384367,\n",
       "  'total_payments': 0.3279437664188151,\n",
       "  'exercised_stock_options': 0.001854416966400577,\n",
       "  'restricted_stock': 0.028673694850132173,\n",
       "  'total_stock_value': 0.011141155182038197,\n",
       "  'to_messages': 0.6906137486393704,\n",
       "  'from_poi_to_this_person': 0.4753787878787879,\n",
       "  'from_messages': 0.21482223335002504,\n",
       "  'from_this_person_to_poi': 0.3185550082101806,\n",
       "  'shared_receipt_with_poi': 0.664431962312013,\n",
       "  'salary_DivBy_bonus': 0.01501728055958219,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.11125299030343276,\n",
       "  'salary_DivBy_total_payments': 0.049875514458680076,\n",
       "  'bonus_DivBy_salary': 0.45852791640419016,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.64320324827772,\n",
       "  'bonus_DivBy_total_payments': 0.1598660338248552,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.021768540228340003,\n",
       "  'expenses_DivBy_bonus': 0.0016517323775388291,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.001279448775125283,\n",
       "  'total_payments_DivBy_salary': 0.3953999595722057,\n",
       "  'total_payments_DivBy_bonus': 0.06988142910765902,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.3415762837249422,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0012356676101894682,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.06832315406451264,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.5380607083919463,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.84960275467291,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.5387263951491863,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.017785942219702283,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.0305847306308253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.02365478102362034,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13905683579489414,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.2137844099209594,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.43133180113477865,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.015964618691409048,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.07424616427084847,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.11226851851851852},\n",
       " 'KOENIG MARK E': {'poi': True,\n",
       "  'salary': 0.24410828325452594,\n",
       "  'bonus': 0.07944514501891552,\n",
       "  'long_term_incentive': 0.10656733551876635,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.5540644188584476,\n",
       "  'total_payments': 0.14591131943374083,\n",
       "  'exercised_stock_options': 0.019060292028727617,\n",
       "  'restricted_stock': 0.08182209858794243,\n",
       "  'total_stock_value': 0.039096964985476095,\n",
       "  'to_messages': 0.1940048564012392,\n",
       "  'from_poi_to_this_person': 0.10037878787878789,\n",
       "  'from_messages': 0.0061342013019529285,\n",
       "  'from_this_person_to_poi': 0.02463054187192118,\n",
       "  'shared_receipt_with_poi': 0.41112520384127554,\n",
       "  'salary_DivBy_bonus': 0.12899986617729836,\n",
       "  'salary_DivBy_long_term_incentive': 0.2510772388514321,\n",
       "  'salary_DivBy_expenses': 0.00312638125781834,\n",
       "  'salary_DivBy_total_payments': 0.17774392286935364,\n",
       "  'bonus_DivBy_salary': 0.08018308270532704,\n",
       "  'bonus_DivBy_long_term_incentive': 0.09170197406322343,\n",
       "  'bonus_DivBy_expenses': 0.003641618333746158,\n",
       "  'bonus_DivBy_total_payments': 0.07159311193950993,\n",
       "  'long_term_incentive_DivBy_salary': 0.05911453266555304,\n",
       "  'long_term_incentive_DivBy_bonus': 0.034837579329662215,\n",
       "  'long_term_incentive_DivBy_expenses': 0.003543471872710597,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.027968974740024535,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.4704000283904872,\n",
       "  'expenses_DivBy_bonus': 0.44934829059829057,\n",
       "  'expenses_DivBy_long_term_incentive': 0.2378500552023999,\n",
       "  'expenses_DivBy_total_payments': 0.09286935817292051,\n",
       "  'total_payments_DivBy_salary': 0.13704843440910575,\n",
       "  'total_payments_DivBy_bonus': 0.15639940922540962,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.17102643406199125,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.006449831280349454,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.006847469982512103,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.28895403092485444,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.1728782214081996,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.6447646471665575,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.17407016161470734,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.02330475281478151,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.04315163721966769,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0008490696298921983,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.10271962214773522,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0729304271246147,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9558010795579254,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.055181881026252586,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.028794992175273867,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2459016393442623},\n",
       " 'KOPPER MICHAEL J': {'poi': True,\n",
       "  'salary': 0.15919557951450408,\n",
       "  'bonus': 0.09205548549810845,\n",
       "  'long_term_incentive': 0.24633361209225738,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.5151317260029014,\n",
       "  'total_payments': 0.24884557942804905,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.06393290591313082,\n",
       "  'total_stock_value': 0.020057634606078206,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.07688925786321982,\n",
       "  'salary_DivBy_long_term_incentive': 0.07668305743313171,\n",
       "  'salary_DivBy_expenses': 0.0018128295704872605,\n",
       "  'salary_DivBy_total_payments': 0.056823682364363526,\n",
       "  'bonus_DivBy_salary': 0.13420149704094647,\n",
       "  'bonus_DivBy_long_term_incentive': 0.050592130130864,\n",
       "  'bonus_DivBy_expenses': 0.005159221622729164,\n",
       "  'bonus_DivBy_total_payments': 0.04438025050396014,\n",
       "  'long_term_incentive_DivBy_salary': 0.2023085122398784,\n",
       "  'long_term_incentive_DivBy_bonus': 0.06400877564598277,\n",
       "  'long_term_incentive_DivBy_expenses': 0.00894248424851185,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.034831864510480245,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.6053399822505832,\n",
       "  'expenses_DivBy_bonus': 0.3651255341880342,\n",
       "  'expenses_DivBy_long_term_incentive': 0.10952109524238354,\n",
       "  'expenses_DivBy_total_payments': 0.05139479579067559,\n",
       "  'total_payments_DivBy_salary': 0.36298490440328834,\n",
       "  'total_payments_DivBy_bonus': 0.23538106993717964,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.14125657066084593,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.012118045260719815,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'LAVORATO JOHN J': {'poi': False,\n",
       "  'salary': 0.27320075710629926,\n",
       "  'bonus': 1.0,\n",
       "  'long_term_incentive': 0.9079245882456706,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.21448262864706372,\n",
       "  'total_payments': 1.0,\n",
       "  'exercised_stock_options': 0.12063779896225588,\n",
       "  'restricted_stock': 0.06550361026909209,\n",
       "  'total_stock_value': 0.10521555270183036,\n",
       "  'to_messages': 0.6030310642217198,\n",
       "  'from_poi_to_this_person': 1.0,\n",
       "  'from_messages': 0.322108162243365,\n",
       "  'from_this_person_to_poi': 0.6748768472906403,\n",
       "  'shared_receipt_with_poi': 0.7175212900887842,\n",
       "  'salary_DivBy_bonus': 0.0005292212979546834,\n",
       "  'salary_DivBy_long_term_incentive': 0.022465343935971768,\n",
       "  'salary_DivBy_expenses': 0.01382235723090844,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.9606033830468919,\n",
       "  'bonus_DivBy_long_term_incentive': 0.15697430211595356,\n",
       "  'bonus_DivBy_expenses': 0.19138281167370536,\n",
       "  'bonus_DivBy_total_payments': 0.13531429220745128,\n",
       "  'long_term_incentive_DivBy_salary': 0.4782237913682501,\n",
       "  'long_term_incentive_DivBy_bonus': 0.01919520323933461,\n",
       "  'long_term_incentive_DivBy_expenses': 0.07985956636659192,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.02908970222951235,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.16579360541066726,\n",
       "  'expenses_DivBy_bonus': 0.012444756054131052,\n",
       "  'expenses_DivBy_long_term_incentive': 0.012625326495180758,\n",
       "  'expenses_DivBy_total_payments': 0.004889185284812474,\n",
       "  'total_payments_DivBy_salary': 1.0000000000000002,\n",
       "  'total_payments_DivBy_bonus': 0.0837102357555974,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1653687524635548,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.11915097193244348,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.062115786477574306,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7866167752822562,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.021295307784043083,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.1827246272870393,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.022705689547821664,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.07765723182392742,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.009820756579806966,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.015578573672982252,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.33466892163213385,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.41645633518425035,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.5373023406953636,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.006082705856972223,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.049667020778360355,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.15899419729206962},\n",
       " 'LAY KENNETH L': {'poi': True,\n",
       "  'salary': 1.0,\n",
       "  'bonus': 0.8738965952080706,\n",
       "  'long_term_incentive': 1.6304289300967745,\n",
       "  'deferred_income': 0.9052362425997948,\n",
       "  'expenses': 0.4349171425691282,\n",
       "  'total_payments': 9.999966274539743,\n",
       "  'exercised_stock_options': 1.0,\n",
       "  'restricted_stock': 1.0,\n",
       "  'total_stock_value': 1.0,\n",
       "  'to_messages': 0.35301013145775767,\n",
       "  'from_poi_to_this_person': 0.23295454545454547,\n",
       "  'from_messages': 0.00300450676014021,\n",
       "  'from_this_person_to_poi': 0.026272577996715927,\n",
       "  'shared_receipt_with_poi': 0.4364921181373437,\n",
       "  'salary_DivBy_bonus': 0.036075640707412954,\n",
       "  'salary_DivBy_long_term_incentive': 0.05707455027139964,\n",
       "  'salary_DivBy_expenses': 0.023264316385616164,\n",
       "  'salary_DivBy_total_payments': -0.02423909738812874,\n",
       "  'bonus_DivBy_salary': 0.25648897827605865,\n",
       "  'bonus_DivBy_long_term_incentive': 0.07580872968112708,\n",
       "  'bonus_DivBy_expenses': 0.08140160940465452,\n",
       "  'bonus_DivBy_total_payments': -0.0013064815921153671,\n",
       "  'long_term_incentive_DivBy_salary': 0.2581529303632642,\n",
       "  'long_term_incentive_DivBy_bonus': 0.042536593641465587,\n",
       "  'long_term_incentive_DivBy_expenses': 0.06995209233716337,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0002713578242868348,\n",
       "  'deferred_income_DivBy_total_payments': 0.9999087606190683,\n",
       "  'expenses_DivBy_salary': 0.10470645018242593,\n",
       "  'expenses_DivBy_bonus': 0.03256125356125356,\n",
       "  'expenses_DivBy_long_term_incentive': 0.014540418100881034,\n",
       "  'expenses_DivBy_total_payments': 0.000461843417209361,\n",
       "  'total_payments_DivBy_salary': 3.219056605962017,\n",
       "  'total_payments_DivBy_bonus': 1.1004310451622337,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.9562755565518589,\n",
       "  'total_payments_DivBy_deferred_income': 0.3400720021609811,\n",
       "  'total_payments_DivBy_expenses': 0.5898872730748451,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.034406346534187233,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6712606518107136,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.03887072685235753,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.2898235535907095,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0402557812106972,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.05040695809770145,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03235860853837061,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.01445791552110031,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13244344747573833,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.15942554956449606,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.5560828377436524,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.02288817644210476,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.011737089201877934,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.4444444444444444},\n",
       " 'LEFF DANIEL P': {'poi': False,\n",
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       "  'bonus': 0.11727616645649433,\n",
       "  'long_term_incentive': 0.6087023579680183,\n",
       "  'deferred_income': 0.0,\n",
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       "  'total_payments': 0.24996808643767823,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.021500446981814497,\n",
       "  'total_stock_value': 0.0073412223047171704,\n",
       "  'to_messages': 0.2315163694214184,\n",
       "  'from_poi_to_this_person': 0.1268939393939394,\n",
       "  'from_messages': 0.0063845768652979465,\n",
       "  'from_this_person_to_poi': 0.022988505747126436,\n",
       "  'shared_receipt_with_poi': 0.4837832940750136,\n",
       "  'salary_DivBy_bonus': 0.07476013486309825,\n",
       "  'salary_DivBy_long_term_incentive': 0.030542636823983487,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.07669316518707187,\n",
       "  'bonus_DivBy_salary': 0.13777140200095261,\n",
       "  'bonus_DivBy_long_term_incentive': 0.02579931341690801,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.05878037081225457,\n",
       "  'long_term_incentive_DivBy_salary': 0.4006861405258736,\n",
       "  'long_term_incentive_DivBy_bonus': 0.12096122993776509,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.08755208816393308,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.29243581364691296,\n",
       "  'total_payments_DivBy_bonus': 0.18627948866715957,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.05826266420098521,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.04028170711634883,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0010509402412024645,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.10923858135922918,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.07835890718562874,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9458511295802647,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.05105830458749834,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03286384976525822,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2222222222222222},\n",
       " 'LEMAISTRE CHARLES': {'poi': False,\n",
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       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9936064927390181,\n",
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       "  'total_payments': 0.000966345566140797,\n",
       "  'exercised_stock_options': 0.011520198388593682,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.008407194954974415,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.973708565097359,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
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       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
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       "  'total_payments_DivBy_deferred_income': 0.9934848624757691,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'LEWIS RICHARD': {'poi': False,\n",
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       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
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       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.024266664367481688,\n",
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       "  'from_poi_to_this_person': 0.01893939393939394,\n",
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       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.1335386845443015,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
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       "  'salary_DivBy_total_payments': 0.0,\n",
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       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
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       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.09727189140106109,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.005395831530148894,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.048330502413731456,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.042286874154262515,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.7720719332975,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0983156798055218,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'LINDHOLM TOD A': {'poi': False,\n",
       "  'salary': 0.17124423816922257,\n",
       "  'bonus': 0.016393442622950817,\n",
       "  'long_term_incentive': 0.04884530542111454,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.25037801922309927,\n",
       "  'total_payments': 0.07715274009701144,\n",
       "  'exercised_stock_options': 0.07375207705827205,\n",
       "  'restricted_stock': 0.031985783552631986,\n",
       "  'total_stock_value': 0.06239468811269247,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
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       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.3662926741656767,\n",
       "  'salary_DivBy_long_term_incentive': 0.33498819327574764,\n",
       "  'salary_DivBy_expenses': 0.0071435836926435105,\n",
       "  'salary_DivBy_total_payments': 0.25935897842275046,\n",
       "  'bonus_DivBy_salary': 0.021848371481168728,\n",
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       "  'bonus_DivBy_expenses': 0.0011784839309221307,\n",
       "  'bonus_DivBy_total_payments': 0.030078462314291322,\n",
       "  'long_term_incentive_DivBy_salary': 0.04013629142039407,\n",
       "  'long_term_incentive_DivBy_bonus': 0.07493661220363815,\n",
       "  'long_term_incentive_DivBy_expenses': 0.004863067886516624,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.029910608819687518,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.2791031134286112,\n",
       "  'expenses_DivBy_bonus': 0.716540242165242,\n",
       "  'expenses_DivBy_long_term_incentive': 0.1850666175949457,\n",
       "  'expenses_DivBy_total_payments': 0.07637766797962625,\n",
       "  'total_payments_DivBy_salary': 0.08928233931117405,\n",
       "  'total_payments_DivBy_bonus': 0.31554285655143943,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.16144887602715938,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.007972834619803332,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0748465834783373,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.8162420828710961,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.01750084328400377,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.15521990071772593,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.018916693135936746,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.09017706996329772,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'MARTIN AMANDA K': {'poi': False,\n",
       "  'salary': 0.28331302419150944,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 2.34407363299225,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.03335773109575172,\n",
       "  'total_payments': 0.8049198585463361,\n",
       "  'exercised_stock_options': 0.05979807291402996,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.04215643884743983,\n",
       "  'to_messages': 0.12266599681821988,\n",
       "  'from_poi_to_this_person': 0.015151515151515152,\n",
       "  'from_messages': 0.027290936404606905,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.08606631636165972,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': -0.003595662268098848,\n",
       "  'salary_DivBy_expenses': 0.10046282696903933,\n",
       "  'salary_DivBy_total_payments': 0.009861869744769027,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 1.2049576234906307,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 1.2338048278537992,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.10394718222913289,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.024335236022903852,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': -0.00021034481856713693,\n",
       "  'expenses_DivBy_total_payments': 0.0004766667913243725,\n",
       "  'total_payments_DivBy_salary': 0.7751174874094044,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.04868169813689827,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.582219846477367,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.1993226843629178,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.041012961273167906,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.024184303967344202,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.052410901467505246,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.30054981437102424,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.07848584823754123,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'MCCARTY DANNY J': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.018845850308027677,\n",
       "  'restricted_stock': 0.0034287517374604736,\n",
       "  'total_stock_value': 0.015453671240351114,\n",
       "  'to_messages': 0.11521393284769321,\n",
       "  'from_poi_to_this_person': 0.04734848484848485,\n",
       "  'from_messages': 0.025413119679519276,\n",
       "  'from_this_person_to_poi': 0.003284072249589491,\n",
       "  'shared_receipt_with_poi': 0.0916832759557891,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.10680915074485131,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.8637385787777034,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.011907441190652297,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.11112320639668974,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.013331351525356722,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.12160999350072493,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.05660188574724591,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.03408797769233604,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.08026978070110319,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.15378937007874016,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.3424168229813631,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.023886091335301264,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.9999999999999999,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.009302325581395349},\n",
       " 'MCCLELLAN GEORGE': {'poi': False,\n",
       "  'salary': 0.19797100270975843,\n",
       "  'bonus': 0.1046658259773014,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9614718563247552,\n",
       "  'expenses': 0.9999999999999999,\n",
       "  'total_payments': 0.1199496727229154,\n",
       "  'exercised_stock_options': 0.014254956583561811,\n",
       "  'restricted_stock': 0.026974708717813455,\n",
       "  'total_stock_value': 0.019300743118347317,\n",
       "  'to_messages': 0.14125429121661223,\n",
       "  'from_poi_to_this_person': 0.09848484848484848,\n",
       "  'from_messages': 0.0046319479218828235,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.2658090233737996,\n",
       "  'salary_DivBy_bonus': 0.08083604467456336,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.18265014970026938,\n",
       "  'bonus_DivBy_salary': 0.12801203850491844,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.001743712962966076,\n",
       "  'bonus_DivBy_total_payments': 0.11874324692841882,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9913969604830143,\n",
       "  'expenses_DivBy_salary': 0.9999999999999999,\n",
       "  'expenses_DivBy_bonus': 0.6306509180120291,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.2021128800645323,\n",
       "  'total_payments_DivBy_salary': 0.13316755870117203,\n",
       "  'total_payments_DivBy_bonus': 0.09592446273603009,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9800027357544963,\n",
       "  'total_payments_DivBy_expenses': 0.0026168008470634327,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.01625738729471206,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.4910506310927994,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0802059082619358,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.45713413188707563,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0815313957391455,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.032558740734511996,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.031068746790350647,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0035045649613595145,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13718768299824324,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.11061946902654868,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8393645608209649,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.03490189268970307,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'MCCONNELL MICHAEL S': {'poi': False,\n",
       "  'salary': 0.29873177754400504,\n",
       "  'bonus': 0.12988650693568726,\n",
       "  'long_term_incentive': 0.22405337025080455,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.3539750090943755,\n",
       "  'total_payments': 0.19557597336365082,\n",
       "  'exercised_stock_options': 0.04676915089525777,\n",
       "  'restricted_stock': 0.09744631614894303,\n",
       "  'total_stock_value': 0.06314954335849354,\n",
       "  'to_messages': 0.2739680147366658,\n",
       "  'from_poi_to_this_person': 0.17424242424242425,\n",
       "  'from_messages': 0.3417626439659489,\n",
       "  'from_this_person_to_poi': 0.3185550082101806,\n",
       "  'shared_receipt_with_poi': 0.39626743975357853,\n",
       "  'salary_DivBy_bonus': 0.09340545636540094,\n",
       "  'salary_DivBy_long_term_incentive': 0.15220302938449523,\n",
       "  'salary_DivBy_expenses': 0.008090565703024877,\n",
       "  'salary_DivBy_total_payments': 0.15421722649347905,\n",
       "  'bonus_DivBy_salary': 0.11135769503312082,\n",
       "  'bonus_DivBy_long_term_incentive': 0.07742727166259245,\n",
       "  'bonus_DivBy_expenses': 0.013280469700999664,\n",
       "  'bonus_DivBy_total_payments': 0.08770143334899648,\n",
       "  'long_term_incentive_DivBy_salary': 0.10500651647108268,\n",
       "  'long_term_incentive_DivBy_bonus': 0.04161450836072195,\n",
       "  'long_term_incentive_DivBy_expenses': 0.012317250267215297,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.041412204599654126,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.25457611644586386,\n",
       "  'expenses_DivBy_bonus': 0.1813998963998964,\n",
       "  'expenses_DivBy_long_term_incentive': 0.08171722463567013,\n",
       "  'expenses_DivBy_total_payments': 0.044596842599375054,\n",
       "  'total_payments_DivBy_salary': 0.15844660870022859,\n",
       "  'total_payments_DivBy_bonus': 0.12946377554802058,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.12081058159799467,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.014037957250551202,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.015472188112743356,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.4786867703025714,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.08399600544642045,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.4686129868949602,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.08531603112908229,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.031786552892319166,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03390997944315507,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0097494991622415,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.1271546627637205,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.13133851073549566,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6511439910885711,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.02871120439085892,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.12332413726344321,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.07075127644055434},\n",
       " 'MCDONALD REBECCA': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.02155261631424375,\n",
       "  'restricted_stock': 0.0604699094641851,\n",
       "  'total_stock_value': 0.03444030367860544,\n",
       "  'to_messages': 0.07008289374529014,\n",
       "  'from_poi_to_this_person': 0.10227272727272728,\n",
       "  'from_messages': 0.00012518778167250875,\n",
       "  'from_this_person_to_poi': 0.0016420361247947454,\n",
       "  'shared_receipt_with_poi': 0.13009603188983512,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.011048056646574314,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.39601574385591615,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.11425681855317989,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.5453664170762659,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.11553323629229928,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.02743573260507307,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.012834985376860732,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.004524180967238691,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.2779166071683565,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.234375,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8017254918384654,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.01418070266828732,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.11267605633802817,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.07692307692307693},\n",
       " 'MCMAHON JEFFREY': {'poi': False,\n",
       "  'salary': 0.3040957705757716,\n",
       "  'bonus': 0.31904161412358134,\n",
       "  'long_term_incentive': 0.2889052255061183,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.5982915722531699,\n",
       "  'total_payments': 0.3886911477431241,\n",
       "  'exercised_stock_options': 0.03165290291813761,\n",
       "  'restricted_stock': 0.03497227571259746,\n",
       "  'total_stock_value': 0.03385975074199638,\n",
       "  'to_messages': 0.19241396634011554,\n",
       "  'from_poi_to_this_person': 0.10984848484848485,\n",
       "  'from_messages': 0.004506760140210315,\n",
       "  'from_this_person_to_poi': 0.04269293924466338,\n",
       "  'shared_receipt_with_poi': 0.4033339373074832,\n",
       "  'salary_DivBy_bonus': 0.03263942204384421,\n",
       "  'salary_DivBy_long_term_incentive': 0.11914643297151765,\n",
       "  'salary_DivBy_expenses': 0.0037611957619239525,\n",
       "  'salary_DivBy_total_payments': 0.0631576610400879,\n",
       "  'bonus_DivBy_salary': 0.2767495999482933,\n",
       "  'bonus_DivBy_long_term_incentive': 0.1492616356143465,\n",
       "  'bonus_DivBy_expenses': 0.01983240362765992,\n",
       "  'bonus_DivBy_total_payments': 0.10931755745296709,\n",
       "  'long_term_incentive_DivBy_salary': 0.1347401532472967,\n",
       "  'long_term_incentive_DivBy_bonus': 0.020347807372631376,\n",
       "  'long_term_incentive_DivBy_expenses': 0.008876274395700283,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.024467284793796912,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.4245710877779495,\n",
       "  'expenses_DivBy_bonus': 0.1284675651983344,\n",
       "  'expenses_DivBy_long_term_incentive': 0.1102545217656869,\n",
       "  'expenses_DivBy_total_payments': 0.0384284823365336,\n",
       "  'total_payments_DivBy_salary': 0.3374114030345511,\n",
       "  'total_payments_DivBy_bonus': 0.10433062657344738,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.19138818443791256,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.01635786579454505,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.028996951196932887,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6324732880942361,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.04603475357471276,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.32583451584543077,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0474094840705791,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.04508720050120298,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03865409659378805,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0010671162932693254,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.11331707096715907,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.08135098743267505,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9450626177913358,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.04902072318589793,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.007945106536655835,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.5416666666666666},\n",
       " 'METTS MARK': {'poi': False,\n",
       "  'salary': 0.2994753994985013,\n",
       "  'bonus': 0.06683480453972258,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.41066693548033645,\n",
       "  'total_payments': 0.0951207762847202,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0367566018402048,\n",
       "  'total_stock_value': 0.011913277759404088,\n",
       "  'to_messages': 0.06279829188646069,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.0021281922884326485,\n",
       "  'from_this_person_to_poi': 0.0016420361247947454,\n",
       "  'shared_receipt_with_poi': 0.12683457148034064,\n",
       "  'salary_DivBy_bonus': 0.1825441422714344,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.006616906389890629,\n",
       "  'salary_DivBy_total_payments': 0.34077300224846074,\n",
       "  'bonus_DivBy_salary': 0.05465609882350707,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.004666675367849293,\n",
       "  'bonus_DivBy_total_payments': 0.09582255105734713,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.2948803402795256,\n",
       "  'expenses_DivBy_bonus': 0.38880163817663815,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.1031487271811409,\n",
       "  'total_payments_DivBy_salary': 0.06227592640762035,\n",
       "  'total_payments_DivBy_bonus': 0.11886633110507629,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.005745334946016529,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.01786106643398156,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.002800112004480177,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.21665480239394658,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.16915954415954415,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8674526906726827,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021321318576872812,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.2629107981220657,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.034482758620689655},\n",
       " 'MEYER ROCKFORD G': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.17111419160603253,\n",
       "  'exercised_stock_options': 0.013868250758512583,\n",
       "  'restricted_stock': 0.028421140102928462,\n",
       "  'total_stock_value': 0.019463886821763955,\n",
       "  'to_messages': 0.014652934773507494,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.00200300450676014,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.0036238448994383035,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.015000099113958444,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.4709597458559464,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0864489808971294,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.4757869105398536,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.08776547167097737,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.031322286762570165,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.1786980570131896,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.0778820808004734,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'MORAN MICHAEL P': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.0012280735379557478,\n",
       "  'restricted_stock': 0.007984249606984182,\n",
       "  'total_stock_value': 0.004502965766008354,\n",
       "  'to_messages': 0.05149459934689777,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.0008763144717075615,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.022649030621489402,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.004233182001695233,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.20078509006887407,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.25316357245726445,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.7266224507649661,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.2542398158699193,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.02073378554795864,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.08033707175058658,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.1738053450709457,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'MORDAUNT KRISTINA M': {'poi': False,\n",
       "  'salary': 0.20161970776648686,\n",
       "  'bonus': 0.032156368221942,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.15084829705079264,\n",
       "  'total_payments': 0.053248539731056366,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.011171453825932638,\n",
       "  'total_stock_value': 0.00424576804785364,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.25062792972993186,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.015710041035311782,\n",
       "  'salary_DivBy_total_payments': 0.4286736087973744,\n",
       "  'bonus_DivBy_salary': 0.03716814447809537,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.008178992684104342,\n",
       "  'bonus_DivBy_total_payments': 0.08645509965968882,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.14859469615841395,\n",
       "  'expenses_DivBy_bonus': 0.2656103440718825,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0644636697499164,\n",
       "  'total_payments_DivBy_salary': 0.04375252935631169,\n",
       "  'total_payments_DivBy_bonus': 0.13124104913460363,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.009552961984288372,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'MULLER MARK S': {'poi': False,\n",
       "  'salary': 0.18631200195919595,\n",
       "  'bonus': 0.12988650693568726,\n",
       "  'long_term_incentive': 0.7648501466832229,\n",
       "  'deferred_income': 0.7705921160240328,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.30194220963610807,\n",
       "  'exercised_stock_options': 0.03026249798797041,\n",
       "  'restricted_stock': 0.021500446981814497,\n",
       "  'total_stock_value': 0.02885045305772066,\n",
       "  'to_messages': 0.006614753412040526,\n",
       "  'from_poi_to_this_person': 0.022727272727272728,\n",
       "  'from_messages': 0.000500751126690035,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.020293531436854504,\n",
       "  'salary_DivBy_bonus': 0.060330250971923,\n",
       "  'salary_DivBy_long_term_incentive': 0.01696286283121373,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.05030307252951752,\n",
       "  'bonus_DivBy_salary': 0.16742357698025917,\n",
       "  'bonus_DivBy_long_term_incentive': 0.022395248769286984,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.052568527049586464,\n",
       "  'long_term_incentive_DivBy_salary': 0.5496856363596874,\n",
       "  'long_term_incentive_DivBy_bonus': 0.13724397679280487,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.09080873797161763,\n",
       "  'deferred_income_DivBy_total_payments': 0.9793774371163144,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.39325379126334353,\n",
       "  'total_payments_DivBy_bonus': 0.2048748351772285,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.05610118470565878,\n",
       "  'total_payments_DivBy_deferred_income': 0.9916609171728267,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.04369767081848076,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7217072751874902,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.030572931294550923,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.24298790207342147,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.03196994335537981,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.059544318165007826,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.0072281266835329296,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0036127760899909676,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.40597622027534425,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.3289473684210526,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8352069376892723,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.008855704115297795,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'MURRAY JULIA H': {'poi': False,\n",
       "  'salary': 0.1641322377964201,\n",
       "  'bonus': 0.0416141235813367,\n",
       "  'long_term_incentive': 0.02575649338205381,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.24973374298199094,\n",
       "  'total_payments': 0.07099760201347763,\n",
       "  'exercised_stock_options': 0.011159008856309076,\n",
       "  'restricted_stock': 0.010388241942419829,\n",
       "  'total_stock_value': 0.012165751396281635,\n",
       "  'to_messages': 0.17876580423679142,\n",
       "  'from_poi_to_this_person': 0.020833333333333336,\n",
       "  'from_messages': 0.0041311967951927885,\n",
       "  'from_this_person_to_poi': 0.003284072249589491,\n",
       "  'shared_receipt_with_poi': 0.07120855227396268,\n",
       "  'salary_DivBy_bonus': 0.170852322815082,\n",
       "  'salary_DivBy_long_term_incentive': 0.4624495388879421,\n",
       "  'salary_DivBy_expenses': 0.006866741387243825,\n",
       "  'salary_DivBy_total_payments': 0.27283901622510154,\n",
       "  'bonus_DivBy_salary': 0.05896178914480188,\n",
       "  'bonus_DivBy_long_term_incentive': 0.12712120440046673,\n",
       "  'bonus_DivBy_expenses': 0.0053697122992017055,\n",
       "  'bonus_DivBy_total_payments': 0.08165342556170127,\n",
       "  'long_term_incentive_DivBy_salary': 0.023898878101945673,\n",
       "  'long_term_incentive_DivBy_bonus': 0.024411830782428482,\n",
       "  'long_term_incentive_DivBy_expenses': 0.003167084164621652,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.02166850767753389,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.28718176359380965,\n",
       "  'expenses_DivBy_bonus': 0.35585826210826205,\n",
       "  'expenses_DivBy_long_term_incentive': 0.25887393262719743,\n",
       "  'expenses_DivBy_total_payments': 0.08220804543108358,\n",
       "  'total_payments_DivBy_salary': 0.08382575951884981,\n",
       "  'total_payments_DivBy_bonus': 0.13851891111161577,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.21137228614169748,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0073651332640350614,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.02987981511567566,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6394169556520981,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.04469654922236916,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.3193878763634781,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.04607320816409846,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.045955434702179346,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.20900996971652527,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.08516755860107823,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.023089280167727908,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0870253164556962,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.16485347370099185,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0455413660831268,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.20187793427230047,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.044444444444444446},\n",
       " 'NOLES JAMES L': {'poi': False,\n",
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       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
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       "  'total_payments': 0.06734549221536171,\n",
       "  'exercised_stock_options': 0.0,\n",
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       "  'total_stock_value': 0.007507725807318001,\n",
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       "  'from_poi_to_this_person': 0.07196969696969698,\n",
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       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
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       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.2603997984630197,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.012058946023816798,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'OLSON CINDY K': {'poi': False,\n",
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       "  'total_payments': 0.12021966967409514,\n",
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       "  'restricted_stock': 0.06289313047690313,\n",
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       "  'to_messages': 0.09436489994138827,\n",
       "  'from_poi_to_this_person': 0.03787878787878788,\n",
       "  'from_messages': 0.00500751126690035,\n",
       "  'from_this_person_to_poi': 0.02463054187192118,\n",
       "  'shared_receipt_with_poi': 0.15473817720601557,\n",
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       "  'salary_DivBy_long_term_incentive': 0.8467439746455789,\n",
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       "  'salary_DivBy_total_payments': 0.23646807949892681,\n",
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       "  'bonus_DivBy_total_payments': 0.09630063260210589,\n",
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       "  'long_term_incentive_DivBy_bonus': 0.008318752255672811,\n",
       "  'long_term_incentive_DivBy_expenses': 0.001978238206587629,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.007617805296856899,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.22103925884151054,\n",
       "  'expenses_DivBy_bonus': 0.20903941120607786,\n",
       "  'expenses_DivBy_long_term_incentive': 0.3589250131934754,\n",
       "  'expenses_DivBy_total_payments': 0.055760422496711065,\n",
       "  'total_payments_DivBy_salary': 0.09978727192724994,\n",
       "  'total_payments_DivBy_bonus': 0.11829088672143558,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.4360909862384827,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.011129020325940518,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.02456564719697159,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.5931494095480809,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.05412390219526031,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.36234358917111437,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.05548697566343519,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.04072932653443291,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.05862035487684392,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.007173371046991412,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.07772067280046005,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.07301401869158879,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.7177868195808914,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.05511373502344156,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.02316118935837246,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.28846153846153844},\n",
       " 'OVERDYKE JR JERE C': {'poi': False,\n",
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       "  'from_poi_to_this_person': 0.07196969696969698,\n",
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       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
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       "  'long_term_incentive_DivBy_expenses': 0.013101929062110483,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.09169289901341211,\n",
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       "  'expenses_DivBy_salary': 0.22626786599077464,\n",
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       "  'exercised_stock_options_DivBy_total_stock_value': 0.6945373508436685,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.034910043248717444,\n",
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       "  'total_stock_value_DivBy_exercised_stock_options': 0.036300805228539984,\n",
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       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'PAI LOU L': {'poi': False,\n",
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       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.1385090207758675,\n",
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       "  'exercised_stock_options_DivBy_restricted_stock': 0.026557744316346096,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6118208820087323,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.05017063683152176,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.34500862165603813,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.05153940723097811,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.042688413109372395,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'PICKERING MARK R': {'poi': False,\n",
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       "  'bonus': 0.029003783102143764,\n",
       "  'long_term_incentive': 0.0,\n",
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       "  'total_payments': 0.12651376825004,\n",
       "  'exercised_stock_options': 0.0003326439079588871,\n",
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       "  'from_poi_to_this_person': 0.013257575757575758,\n",
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       "  'shared_receipt_with_poi': 0.13154556984961044,\n",
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       "  'salary_DivBy_long_term_incentive': 0.0,\n",
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       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.05300374206086996,\n",
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       "  'total_payments_DivBy_salary': 0.03579150411461361,\n",
       "  'total_payments_DivBy_bonus': 0.3338450627489858,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.024275245729731595,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.13279449401617496,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.004371603435565995,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.03586575368431029,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.030048076923076924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8071464061235055,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.14012849453030038,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'PIPER GREGORY F': {'poi': False,\n",
       "  'salary': 0.13221300902162153,\n",
       "  'bonus': 0.0416141235813367,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9909287134866176,\n",
       "  'expenses': 0.1860818800594312,\n",
       "  'total_payments': 0.16042660291362854,\n",
       "  'exercised_stock_options': 0.025135063038933377,\n",
       "  'restricted_stock': 0.024831560524028344,\n",
       "  'total_stock_value': 0.017924834083953196,\n",
       "  'to_messages': 0.09888637695721345,\n",
       "  'from_poi_to_this_person': 0.11553030303030304,\n",
       "  'from_messages': 0.026289434151226837,\n",
       "  'from_this_person_to_poi': 0.07881773399014778,\n",
       "  'shared_receipt_with_poi': 0.13408226127921724,\n",
       "  'salary_DivBy_bonus': 0.1450270499380566,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.008311237938153169,\n",
       "  'salary_DivBy_total_payments': 0.08835631981732896,\n",
       "  'bonus_DivBy_salary': 0.07072909417592234,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.008189908864595906,\n",
       "  'bonus_DivBy_total_payments': 0.030441483341951597,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9984001507326742,\n",
       "  'expenses_DivBy_salary': 0.2494616479994735,\n",
       "  'expenses_DivBy_bonus': 0.2653481125356125,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.02830094516171782,\n",
       "  'total_payments_DivBy_salary': 0.2615629880911296,\n",
       "  'total_payments_DivBy_bonus': 0.31287708978228623,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9004930182854841,\n",
       "  'total_payments_DivBy_expenses': 0.02230967871775001,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.03167206254148082,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.042199396065630355,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.4570220128506602,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.03256646809145381,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.016849942090290088,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.012514139379591359,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.22670831471487987,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.2569070080862534,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.5918533994994695,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.012556255497453735,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.034037558685446015,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.21621621621621623},\n",
       " 'PIRO JIM': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.00021817414400621387,\n",
       "  'total_stock_value': 0.0009632238824788671,\n",
       "  'to_messages': 8.373105584861401e-05,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.000500751126690035,\n",
       "  'from_this_person_to_poi': 0.0016420361247947454,\n",
       "  'shared_receipt_with_poi': 0.0001811922449719152,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.343213728549142,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.03397170369573404,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.14084507042253522,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0625},\n",
       " 'POWERS WILLIAM': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.0,\n",
       "  'to_messages': 0.049903709285774096,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.0017526289434151225,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.001811922449719152,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 1.0,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'PRENTICE JAMES': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.04704711369490441,\n",
       "  'exercised_stock_options': 0.025308113604361027,\n",
       "  'restricted_stock': 0.011191769636912973,\n",
       "  'total_stock_value': 0.022297663628227184,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.06394674964125263,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7914523285041324,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.020658614989070578,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.17823520320999864,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.022069914271600544,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.07945785455375559,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'REDMOND BRIAN L': {'poi': False,\n",
       "  'salary': 0.03281454960801207,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.06174971402023991,\n",
       "  'total_payments': 0.003289150403473432,\n",
       "  'exercised_stock_options': 0.21821851069555023,\n",
       "  'restricted_stock': 0.022910799117328975,\n",
       "  'total_stock_value': 0.16066608568611926,\n",
       "  'to_messages': 0.1351419241396634,\n",
       "  'from_poi_to_this_person': 0.38636363636363635,\n",
       "  'from_messages': 0.026164246369554327,\n",
       "  'from_this_person_to_poi': 0.08045977011494253,\n",
       "  'shared_receipt_with_poi': 0.19224497191520204,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.01320011393747334,\n",
       "  'salary_DivBy_total_payments': 0.912983008474345,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.1723526487043398,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.15329430510305433,\n",
       "  'total_payments_DivBy_salary': 0.0032613543877639886,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0036574323752252844,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.30197921138041206,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.9471504859459388,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0033199541610150767,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.03368192777342515,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.004756239663836731,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.3135459397468131,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.003854538051721491,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.010707634326069186,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.5617097673707934,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.5997177798682972,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6293344013832367,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0028974256832443,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03295966273833477,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.22171945701357465},\n",
       " 'REYNOLDS LAWRENCE': {'poi': False,\n",
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       "  'bonus': 0.0037831021437578806,\n",
       "  'long_term_incentive': 0.04018700090646676,\n",
       "  'deferred_income': 0.9373708790140579,\n",
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       "  'total_payments': 0.030631511659200843,\n",
       "  'exercised_stock_options': 0.12068664693367856,\n",
       "  'restricted_stock': 0.010693998294966688,\n",
       "  'total_stock_value': 0.08596791477301258,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
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       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.23206992365351148,\n",
       "  'salary_DivBy_long_term_incentive': 0.10749208211985921,\n",
       "  'salary_DivBy_expenses': 0.01924726245875925,\n",
       "  'salary_DivBy_total_payments': 0.17601934756457044,\n",
       "  'bonus_DivBy_salary': 0.04097193984968003,\n",
       "  'bonus_DivBy_long_term_incentive': 0.022498247096609615,\n",
       "  'bonus_DivBy_expenses': 0.011321660857872059,\n",
       "  'bonus_DivBy_total_payments': 0.03499125289111546,\n",
       "  'long_term_incentive_DivBy_salary': 0.14885603324579882,\n",
       "  'long_term_incentive_DivBy_bonus': 0.13668912282956105,\n",
       "  'long_term_incentive_DivBy_expenses': 0.035506359373806945,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.06516480190030215,\n",
       "  'deferred_income_DivBy_total_payments': 0.9532127012666264,\n",
       "  'expenses_DivBy_salary': 0.12429899828956124,\n",
       "  'expenses_DivBy_bonus': 0.20663461538461536,\n",
       "  'expenses_DivBy_long_term_incentive': 0.029263616620165387,\n",
       "  'expenses_DivBy_total_payments': 0.024253721454909685,\n",
       "  'total_payments_DivBy_salary': 0.13845534511718605,\n",
       "  'total_payments_DivBy_bonus': 0.28278307181139956,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.07847778954479659,\n",
       "  'total_payments_DivBy_deferred_income': 0.9964054413731565,\n",
       "  'total_payments_DivBy_expenses': 0.026041157404818997,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.3167113099528753,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.98414138230009,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0030993993012942583,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.033072992464933185,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.00137822816595283,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.3174860680779294,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'RICE KENNETH D': {'poi': True,\n",
       "  'salary': 0.35385696877878436,\n",
       "  'bonus': 0.21185372005044137,\n",
       "  'long_term_incentive': 0.7147317241662746,\n",
       "  'deferred_income': -0.1244815478097514,\n",
       "  'expenses': 0.20314424336987152,\n",
       "  'total_payments': 0.04131687775680271,\n",
       "  'exercised_stock_options': 0.5760622627836773,\n",
       "  'restricted_stock': 0.18374400827961027,\n",
       "  'total_stock_value': 0.459020631162508,\n",
       "  'to_messages': 0.07100393535962488,\n",
       "  'from_poi_to_this_person': 0.07954545454545454,\n",
       "  'from_messages': 0.0007511266900350525,\n",
       "  'from_this_person_to_poi': 0.006568144499178982,\n",
       "  'shared_receipt_with_poi': 0.1561877151657909,\n",
       "  'salary_DivBy_bonus': 0.06404831531872962,\n",
       "  'salary_DivBy_long_term_incentive': 0.04711827006111931,\n",
       "  'salary_DivBy_expenses': 0.01894122568415732,\n",
       "  'salary_DivBy_total_payments': 0.8742742924859419,\n",
       "  'bonus_DivBy_salary': 0.15872215939760237,\n",
       "  'bonus_DivBy_long_term_incentive': 0.040572015003084425,\n",
       "  'bonus_DivBy_expenses': 0.041870784522541706,\n",
       "  'bonus_DivBy_total_payments': 0.6620242003624368,\n",
       "  'long_term_incentive_DivBy_salary': 0.29872223330583064,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0793384466462686,\n",
       "  'long_term_incentive_DivBy_expenses': 0.06676070347695146,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.5690325610992767,\n",
       "  'deferred_income_DivBy_total_payments': 0.3574363460191393,\n",
       "  'expenses_DivBy_salary': 0.12608853690073307,\n",
       "  'expenses_DivBy_bonus': 0.06388888888888887,\n",
       "  'expenses_DivBy_long_term_incentive': 0.015276362082500725,\n",
       "  'expenses_DivBy_total_payments': 0.10800325418304538,\n",
       "  'total_payments_DivBy_salary': 0.004912617219892931,\n",
       "  'total_payments_DivBy_bonus': 0.007245770997502583,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0044758766282978,\n",
       "  'total_payments_DivBy_deferred_income': 0.9999015110716108,\n",
       "  'total_payments_DivBy_expenses': 0.005458964819960604,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.10951931599643701,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.866660894705503,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.011581364199313533,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.10841006999119446,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.013005744433718894,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.12427524927997936,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.018194733276713594,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0008883688680880568,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.21353003408957333,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.15190972222222224,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9538480102740021,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0242353583211371,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03286384976525822,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2222222222222222},\n",
       " 'RIEKER PAULA H': {'poi': True,\n",
       "  'salary': 0.18387986242002347,\n",
       "  'bonus': 0.07944514501891552,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.9695055154283209,\n",
       "  'expenses': 0.1431914902942195,\n",
       "  'total_payments': 0.0987226361133968,\n",
       "  'exercised_stock_options': 0.04712533037919133,\n",
       "  'restricted_stock': 0.01627683750904784,\n",
       "  'total_stock_value': 0.03907318167973588,\n",
       "  'to_messages': 0.10642217198358872,\n",
       "  'from_poi_to_this_person': 0.06628787878787878,\n",
       "  'from_messages': 0.008763144717075611,\n",
       "  'from_this_person_to_poi': 0.07881773399014778,\n",
       "  'shared_receipt_with_poi': 0.22757745968472548,\n",
       "  'salary_DivBy_bonus': 0.10115430612360599,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.015377032320405435,\n",
       "  'salary_DivBy_total_payments': 0.21213362934604105,\n",
       "  'bonus_DivBy_salary': 0.10291671717869123,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.02233128514424538,\n",
       "  'bonus_DivBy_total_payments': 0.10984529980976254,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.991749169514714,\n",
       "  'expenses_DivBy_salary': 0.15136917952772028,\n",
       "  'expenses_DivBy_bonus': 0.11549501424501424,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.03472086018973661,\n",
       "  'total_payments_DivBy_salary': 0.11308392969840968,\n",
       "  'total_payments_DivBy_bonus': 0.1038262886826283,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.9791596352909068,\n",
       "  'total_payments_DivBy_expenses': 0.018141471932492166,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0873772367708507,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.8383342686214521,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.014828251830634505,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.13470907474368854,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.01624795307336785,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.10250008092588184,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03579754283397282,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0010416950859274444,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.12126297744168163,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.08694356120826709,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9463023701670958,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.04558827177337335,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.006651017214397495,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.5853658536585366},\n",
       " 'SHANKMAN JEFFREY A': {'poi': False,\n",
       "  'salary': 0.23832191295260552,\n",
       "  'bonus': 0.24337957124842372,\n",
       "  'long_term_incentive': 0.22405337025080455,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.7818051130113121,\n",
       "  'total_payments': 0.2861552153911791,\n",
       "  'exercised_stock_options': 0.04149368649436023,\n",
       "  'restricted_stock': 0.03981926130488251,\n",
       "  'total_stock_value': 0.0421916454704063,\n",
       "  'to_messages': 0.2649250607050155,\n",
       "  'from_poi_to_this_person': 0.17803030303030304,\n",
       "  'from_messages': 0.33412618928392585,\n",
       "  'from_this_person_to_poi': 0.13628899835796388,\n",
       "  'shared_receipt_with_poi': 0.31310019931146943,\n",
       "  'salary_DivBy_bonus': 0.0357118537873601,\n",
       "  'salary_DivBy_long_term_incentive': 0.12320772386970273,\n",
       "  'salary_DivBy_expenses': 0.0013286208977316308,\n",
       "  'salary_DivBy_total_payments': 0.07377665020058363,\n",
       "  'bonus_DivBy_salary': 0.25849886811934164,\n",
       "  'bonus_DivBy_long_term_incentive': 0.14376935121054918,\n",
       "  'bonus_DivBy_expenses': 0.010458054979758642,\n",
       "  'bonus_DivBy_total_payments': 0.11400228977952416,\n",
       "  'long_term_incentive_DivBy_salary': 0.13035523632810947,\n",
       "  'long_term_incentive_DivBy_bonus': 0.02124210809518747,\n",
       "  'long_term_incentive_DivBy_expenses': 0.00499349127761971,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.026795824969730188,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.6767767038596709,\n",
       "  'expenses_DivBy_bonus': 0.2200949074074074,\n",
       "  'expenses_DivBy_long_term_incentive': 0.18108890692975038,\n",
       "  'expenses_DivBy_total_payments': 0.06818680567845459,\n",
       "  'total_payments_DivBy_salary': 0.3011854842844296,\n",
       "  'total_payments_DivBy_bonus': 0.09999847767365222,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1773633434769836,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.009000427477367474,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.03381118348716552,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6673986488819001,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.039551305024085576,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.29340911415403403,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.040935378621783286,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.04982165734906806,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03184982553125875,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.016134471968474118,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.16979768786127167,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.5284344500138279,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.2939080264720855,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.030958597538232},\n",
       " 'SHAPIRO RICHARD S': {'poi': False,\n",
       "  'salary': 0.20358584421417503,\n",
       "  'bonus': 0.07313997477931905,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.6011798582592269,\n",
       "  'total_payments': 0.09470727701696856,\n",
       "  'exercised_stock_options': 0.0171990008099384,\n",
       "  'restricted_stock': 0.022766685956495225,\n",
       "  'total_stock_value': 0.02009772820967623,\n",
       "  'to_messages': 1.2636690948672864,\n",
       "  'from_poi_to_this_person': 0.14015151515151517,\n",
       "  'from_messages': 0.15060090135202803,\n",
       "  'from_this_person_to_poi': 0.10673234811165845,\n",
       "  'shared_receipt_with_poi': 0.8198949084979162,\n",
       "  'salary_DivBy_bonus': 0.119753074614688,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0019447770841159993,\n",
       "  'salary_DivBy_total_payments': 0.24239554321642773,\n",
       "  'bonus_DivBy_salary': 0.086675316007616,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0026872170335408983,\n",
       "  'bonus_DivBy_total_payments': 0.10550001950315141,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.5884048331355287,\n",
       "  'expenses_DivBy_bonus': 0.5253720140258602,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.15161631953636182,\n",
       "  'total_payments_DivBy_salary': 0.09690106439410921,\n",
       "  'total_payments_DivBy_bonus': 0.108110964056387,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.003705061655492693,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.023255487113603205,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.5798584641325486,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.057071503484904744,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.374683168039811,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.05843032925391273,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.039440876786985594,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.2148543922642596,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.04392573317246805,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.02247532664890457,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.05108239452175834,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.28570520865590054,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.08063993842774882,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.16612495485734924,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.053497942386831275},\n",
       " 'SHARP VICTORIA T': {'poi': False,\n",
       "  'salary': 0.182833834204032,\n",
       "  'bonus': 0.06683480453972258,\n",
       "  'long_term_incentive': 0.16297699754011796,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.50725577766772,\n",
       "  'total_payments': 0.14485703642108122,\n",
       "  'exercised_stock_options': 0.007680957557724932,\n",
       "  'restricted_stock': 0.011480811308853938,\n",
       "  'total_stock_value': 0.010061804422302078,\n",
       "  'to_messages': 0.2578079209578833,\n",
       "  'from_poi_to_this_person': 0.045454545454545456,\n",
       "  'from_messages': 0.015523284927391082,\n",
       "  'from_this_person_to_poi': 0.009852216748768473,\n",
       "  'shared_receipt_with_poi': 0.4484508063054901,\n",
       "  'salary_DivBy_bonus': 0.1196290830598248,\n",
       "  'salary_DivBy_long_term_incentive': 0.13357330659885835,\n",
       "  'salary_DivBy_expenses': 0.0023811301645401965,\n",
       "  'salary_DivBy_total_payments': 0.13639698248127066,\n",
       "  'bonus_DivBy_salary': 0.08676851841356766,\n",
       "  'bonus_DivBy_long_term_incentive': 0.05442740872737602,\n",
       "  'bonus_DivBy_expenses': 0.0032159775435775324,\n",
       "  'bonus_DivBy_total_payments': 0.05980424233904506,\n",
       "  'long_term_incentive_DivBy_salary': 0.12020473644183445,\n",
       "  'long_term_incentive_DivBy_bonus': 0.05954085051202319,\n",
       "  'long_term_incentive_DivBy_expenses': 0.006040025169967649,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.042119953435993764,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.5385507783166418,\n",
       "  'expenses_DivBy_bonus': 0.4803650284900285,\n",
       "  'expenses_DivBy_long_term_incentive': 0.15442444056904508,\n",
       "  'expenses_DivBy_total_payments': 0.08559754737209306,\n",
       "  'total_payments_DivBy_salary': 0.17855202455871572,\n",
       "  'total_payments_DivBy_bonus': 0.18351294942038052,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.1189447712634458,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.00704960484461922,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.01888154542046655,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.5284283832749639,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.06966405070975794,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.42243188110155905,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.07100472973940036,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.03513941459056284,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.1353508125693639,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.004980611012894289,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0352122231871472,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.030278562777553492,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.7859257099875833,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.13902876656826993,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.20344287949921755,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.04411764705882353},\n",
       " 'SHELBY REX': {'poi': True,\n",
       "  'salary': 0.14684054861453316,\n",
       "  'bonus': 0.016393442622950817,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 1.0003011015432015,\n",
       "  'expenses': 0.09766701875413629,\n",
       "  'total_payments': 0.18615613341946696,\n",
       "  'exercised_stock_options': 0.046809522563947,\n",
       "  'restricted_stock': 0.056063960423984864,\n",
       "  'total_stock_value': 0.050776054560532365,\n",
       "  'to_messages': 0.014066817382567195,\n",
       "  'from_poi_to_this_person': 0.02462121212121212,\n",
       "  'from_messages': 0.0033800701051577365,\n",
       "  'from_this_person_to_poi': 0.022988505747126436,\n",
       "  'shared_receipt_with_poi': 0.016126109802500455,\n",
       "  'salary_DivBy_bonus': 0.3268035031457515,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.01966431416787829,\n",
       "  'salary_DivBy_total_payments': 0.07993536401835902,\n",
       "  'bonus_DivBy_salary': 0.025906467485231413,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.007527597380769904,\n",
       "  'bonus_DivBy_total_payments': 0.004982846534808304,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.9999844790646446,\n",
       "  'expenses_DivBy_salary': 0.12193882454063418,\n",
       "  'expenses_DivBy_bonus': 0.2822435897435897,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.01268432724086922,\n",
       "  'total_payments_DivBy_salary': 0.2832277915342144,\n",
       "  'total_payments_DivBy_bonus': 0.7405869236286553,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.08059086431462492,\n",
       "  'total_payments_DivBy_expenses': 0.04918641085130644,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.02734907001520352,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6187707191888163,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.04875208292190567,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.33855625417373497,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.05012289755654448,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.04346662594747085,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.013642519853150166,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.027566816958392623,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.265839243498818,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.4464285714285714,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.3932951984746057,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.005382878972043757,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.016767270288397047,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.358974358974359},\n",
       " 'SHERRICK JEFFREY B': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.0,\n",
       "  'exercised_stock_options': 0.04104426768035868,\n",
       "  'restricted_stock': 0.024590013005516324,\n",
       "  'total_stock_value': 0.037313481766410556,\n",
       "  'to_messages': 0.04655446705182953,\n",
       "  'from_poi_to_this_person': 0.07386363636363637,\n",
       "  'from_messages': 0.0016274411617426135,\n",
       "  'from_this_person_to_poi': 0.029556650246305417,\n",
       "  'shared_receipt_with_poi': 0.10527269432868273,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.05268838242055712,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.757688135319154,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.02525537720508107,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.2095825537345935,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.026660052232456793,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.068386046927866,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.011935685619174763,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0009633318437368699,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.29272673631599044,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.20904802744425385,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9501441721616662,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0164246819916207,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.003651538862806468,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.72},\n",
       " 'SHERRIFF JOHN R': {'poi': False,\n",
       "  'salary': 0.36193171170867466,\n",
       "  'bonus': 0.18032786885245902,\n",
       "  'long_term_incentive': 0.22405337025080455,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.41145989206886374,\n",
       "  'exercised_stock_options': 0.05296028901687297,\n",
       "  'restricted_stock': 0.08488686437415989,\n",
       "  'total_stock_value': 0.06371364346030972,\n",
       "  'to_messages': 0.2620782048061626,\n",
       "  'from_poi_to_this_person': 0.05303030303030303,\n",
       "  'from_messages': 0.0100150225338007,\n",
       "  'from_this_person_to_poi': 0.03776683087027914,\n",
       "  'shared_receipt_with_poi': 0.3806849066859938,\n",
       "  'salary_DivBy_bonus': 0.07864514324562165,\n",
       "  'salary_DivBy_long_term_incentive': 0.18253750227255824,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.07249134285277663,\n",
       "  'bonus_DivBy_salary': 0.13138209774349202,\n",
       "  'bonus_DivBy_long_term_incentive': 0.10691264035057321,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.05304922532254834,\n",
       "  'long_term_incentive_DivBy_salary': 0.08619772131275906,\n",
       "  'long_term_incentive_DivBy_bonus': 0.029541974870034852,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.016995246076249717,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.3051914232500059,\n",
       "  'total_payments_DivBy_bonus': 0.20331376783910243,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.25559678177759515,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.020421380226199378,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.547910973519607,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0646562438506652,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.40434385565460146,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.06600413947947872,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.03665373317784283,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.11726485880555199,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.009649686986052907,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.04042352909759729,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.041607227769852595,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6535006928987546,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.09999255823183589,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.028169014084507043,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.25},\n",
       " 'SKILLING JEFFREY K': {'poi': True,\n",
       "  'salary': 1.038605877389629,\n",
       "  'bonus': 0.6973518284993695,\n",
       "  'long_term_incentive': 0.8546448455843341,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.12594504805774817,\n",
       "  'total_payments': 0.8315620058048379,\n",
       "  'exercised_stock_options': 0.5602114310311792,\n",
       "  'restricted_stock': 0.4620032164209371,\n",
       "  'total_stock_value': 0.5313302902919438,\n",
       "  'to_messages': 0.2989198693795529,\n",
       "  'from_poi_to_this_person': 0.16666666666666669,\n",
       "  'from_messages': 0.01201802704056084,\n",
       "  'from_this_person_to_poi': 0.04926108374384236,\n",
       "  'shared_receipt_with_poi': 0.36963217974270696,\n",
       "  'salary_DivBy_bonus': 0.050595556610527836,\n",
       "  'salary_DivBy_long_term_incentive': 0.13119251202857274,\n",
       "  'salary_DivBy_expenses': 0.08910231963295183,\n",
       "  'salary_DivBy_total_payments': 0.10426161590344407,\n",
       "  'bonus_DivBy_salary': 0.1950189930621703,\n",
       "  'bonus_DivBy_long_term_incentive': 0.11554184063636795,\n",
       "  'bonus_DivBy_expenses': 0.2267638839359592,\n",
       "  'bonus_DivBy_total_payments': 0.11142186381051632,\n",
       "  'long_term_incentive_DivBy_salary': 0.12241422728565417,\n",
       "  'long_term_incentive_DivBy_bonus': 0.027138565017858843,\n",
       "  'long_term_incentive_DivBy_expenses': 0.1278658352450202,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.03374170684617081,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.027688983586480396,\n",
       "  'expenses_DivBy_bonus': 0.010067663817663816,\n",
       "  'expenses_DivBy_long_term_incentive': 0.007512548202884032,\n",
       "  'expenses_DivBy_total_payments': 0.0032845006254236322,\n",
       "  'total_payments_DivBy_salary': 0.22776279409986144,\n",
       "  'total_payments_DivBy_bonus': 0.10234481967918806,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.14529807111242268,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.16783176335750882,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.04189341610998934,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7131597430025414,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.03190587412683678,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.25092360147112114,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0333009653240203,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.05776996131121811,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.039311667470522546,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.014531041574669841,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.11163320017129215,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.1346718903036239,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.5548187518898605,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.0278931001278631,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.024413145539906107,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.2777777777777778},\n",
       " 'STABLER FRANK': {'poi': False,\n",
       "  'salary': 0.17426334330447746,\n",
       "  'bonus': 0.05422446406052964,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.06974838163944197,\n",
       "  'total_payments': 0.09997762910014385,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.031774268102525684,\n",
       "  'total_stock_value': 0.010420142277110618,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.1406234450260837,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.032390029120715785,\n",
       "  'salary_DivBy_total_payments': 0.19971377267921808,\n",
       "  'bonus_DivBy_salary': 0.07313022077061147,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.03345004342339936,\n",
       "  'bonus_DivBy_total_payments': 0.07327970276993558,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.07682364200805986,\n",
       "  'expenses_DivBy_bonus': 0.07934330484330483,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.016693575226330137,\n",
       "  'total_payments_DivBy_salary': 0.1209305042717606,\n",
       "  'total_payments_DivBy_bonus': 0.1531158352688147,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.03767242762630304,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'SULLIVAN-SHAKLOVITZ COLLEEN': {'poi': False,\n",
       "  'salary': 0.09819280035138615,\n",
       "  'bonus': 0.0037831021437578806,\n",
       "  'long_term_incentive': 0.22405337025080455,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.08908391889848202,\n",
       "  'exercised_stock_options': 0.03917732559308049,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.027741250991293476,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.5092465857996245,\n",
       "  'salary_DivBy_long_term_incentive': 0.05594906572055723,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.14238545204381342,\n",
       "  'bonus_DivBy_salary': 0.012289026388324974,\n",
       "  'bonus_DivBy_long_term_incentive': 0.003713849942640529,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.005033281488649167,\n",
       "  'long_term_incentive_DivBy_salary': 0.2622161988171021,\n",
       "  'long_term_incentive_DivBy_bonus': 0.494334514261488,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.09366339935096374,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.17134636238425754,\n",
       "  'total_payments_DivBy_bonus': 0.7386376676392808,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.054322723415843925,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'SUNDE MARTIN': {'poi': False,\n",
       "  'salary': 0.19209440627735908,\n",
       "  'bonus': 0.07944514501891552,\n",
       "  'long_term_incentive': 0.18804821498085245,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.1418176863464552,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0444927811264893,\n",
       "  'total_stock_value': 0.014231702095850876,\n",
       "  'to_messages': 0.2168634346479109,\n",
       "  'from_poi_to_this_person': 0.07007575757575758,\n",
       "  'from_messages': 0.003254882323485228,\n",
       "  'from_this_person_to_poi': 0.02134646962233169,\n",
       "  'shared_receipt_with_poi': 0.46439572386301864,\n",
       "  'salary_DivBy_bonus': 0.10495215722320006,\n",
       "  'salary_DivBy_long_term_incentive': 0.1210726097052401,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.1465009369057748,\n",
       "  'bonus_DivBy_salary': 0.09918435942929392,\n",
       "  'bonus_DivBy_long_term_incentive': 0.05638612167380312,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.07395369602226547,\n",
       "  'long_term_incentive_DivBy_salary': 0.13262934747885385,\n",
       "  'long_term_incentive_DivBy_bonus': 0.05747922556852918,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.04940983339583756,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.16666921796323625,\n",
       "  'total_payments_DivBy_bonus': 0.15183867451927718,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.10250201193822132,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.07186982302771296,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.0005984800795540597,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.06431407695584725,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.045077972709551654,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.9684415937272172,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.09195947119197684,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.018057060310581435,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.34210526315789475},\n",
       " 'TAYLOR MITCHELL S': {'poi': False,\n",
       "  'salary': 0.1997566868964888,\n",
       "  'bonus': 0.06683480453972258,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.09810059947247196,\n",
       "  'exercised_stock_options': 0.09215785870067425,\n",
       "  'restricted_stock': 0.035311801155636716,\n",
       "  'total_stock_value': 0.07625823766763311,\n",
       "  'to_messages': 0.03985598258394039,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.0021281922884326485,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.05399528900163073,\n",
       "  'salary_DivBy_bonus': 0.12875706652341562,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.22960205967893868,\n",
       "  'bonus_DivBy_salary': 0.08034273219121932,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.09270903253395445,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.10329179053695194,\n",
       "  'total_payments_DivBy_bonus': 0.12273947097802886,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.08549035997659367,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.8353535930117049,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.015181419782968586,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.13747639344213808,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.016600612086035554,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.10064447109629958,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.01453978159126365,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.5546680403801518,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'THORN TERENCE H': {'poi': False,\n",
       "  'salary': 0.15700239049670972,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.06038971144064491,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.19961606395427828,\n",
       "  'total_payments': 0.08058945146843458,\n",
       "  'exercised_stock_options': 0.1291863687303541,\n",
       "  'restricted_stock': 0.02182604352434884,\n",
       "  'total_stock_value': 0.09810198224486633,\n",
       "  'to_messages': 0.01749979067236038,\n",
       "  'from_poi_to_this_person': 0.0,\n",
       "  'from_messages': 0.0036304456685027535,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.012864649393005979,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.27147564608239083,\n",
       "  'salary_DivBy_expenses': 0.008882532938287393,\n",
       "  'salary_DivBy_total_payments': 0.2306361114581811,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.05350091524196762,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.007430153564343383,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0334365565090256,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.2371189870861545,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.12911004596619555,\n",
       "  'expenses_DivBy_total_payments': 0.058517280474113066,\n",
       "  'total_payments_DivBy_salary': 0.10275243149722744,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.14646939775189396,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.010579623881122442,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.18633328208533448,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.9170700969939647,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.006253408273972638,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.06160916095882209,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0076854664646962695,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.1998163502981197,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.04949458252302695,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.0,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.0,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.26085299051059785,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'TILNEY ELIZABETH A': {'poi': False,\n",
       "  'salary': 0.18203270548505468,\n",
       "  'bonus': 0.029003783102143764,\n",
       "  'long_term_incentive': 0.09502292949923599,\n",
       "  'deferred_income': 0.8168659924605716,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.03110676040862889,\n",
       "  'exercised_stock_options': 0.016715851554131564,\n",
       "  'restricted_stock': 0.0361946896100798,\n",
       "  'total_stock_value': 0.023784160961829465,\n",
       "  'to_messages': 0.033743615506991544,\n",
       "  'from_poi_to_this_person': 0.01893939393939394,\n",
       "  'from_messages': 0.0008763144717075615,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.06830947635441204,\n",
       "  'salary_DivBy_bonus': 0.25147357352613875,\n",
       "  'salary_DivBy_long_term_incentive': 0.21578977770387855,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.6409624072037661,\n",
       "  'bonus_DivBy_salary': 0.03700752752455713,\n",
       "  'bonus_DivBy_long_term_incentive': 0.040926154348993535,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.13215315825488,\n",
       "  'long_term_incentive_DivBy_salary': 0.07110438103300237,\n",
       "  'long_term_incentive_DivBy_bonus': 0.07867918860520923,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.1176869358949407,\n",
       "  'deferred_income_DivBy_total_payments': 0.8668170756291472,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.0188673292824455,\n",
       "  'total_payments_DivBy_bonus': 0.08582720199230819,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.04260913443055939,\n",
       "  'total_payments_DivBy_deferred_income': 0.9988488648276364,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.01434985902724178,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.4599339414569565,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.09006773323863919,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.4860234873008386,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.09137900913781588,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0306828216421276,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.044448124817964285,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.004001004367351475,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.10002312673450509,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.08245382585751979,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8206165637929865,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.04830699774266365,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.0068288518992744365,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.5789473684210527},\n",
       " 'UMANOFF ADAM S': {'poi': False,\n",
       "  'salary': 0.22293290447828973,\n",
       "  'bonus': 0.09063682219419925,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.23019507983327708,\n",
       "  'total_payments': 0.10175319244337096,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.0,\n",
       "  'to_messages': 0.0045214770158251705,\n",
       "  'from_poi_to_this_person': 0.022727272727272728,\n",
       "  'from_messages': 0.0007511266900350525,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.007066497553904693,\n",
       "  'salary_DivBy_bonus': 0.10432461589414932,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.010385729196828418,\n",
       "  'salary_DivBy_total_payments': 0.24332464604830586,\n",
       "  'bonus_DivBy_salary': 0.09978442540671376,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.014879323904304138,\n",
       "  'bonus_DivBy_total_payments': 0.12172396533019107,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.20975485166505162,\n",
       "  'expenses_DivBy_bonus': 0.16490285848447497,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.054266332372338924,\n",
       "  'total_payments_DivBy_salary': 0.09645978749164168,\n",
       "  'total_payments_DivBy_bonus': 0.09350824742706672,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0114498095600097,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.004991347949492584,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.031962254099920095,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.4974123059229443,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.9146341463414633,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.3575634917288584,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.00040516293337963805,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'WALLS JR ROBERT H': {'poi': False,\n",
       "  'salary': 0.2908523593141624,\n",
       "  'bonus': 0.09836065573770493,\n",
       "  'long_term_incentive': 0.21774042726308454,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.22061421001652326,\n",
       "  'total_payments': 0.16633590268513612,\n",
       "  'exercised_stock_options': 0.12610076150987243,\n",
       "  'restricted_stock': 0.10248681153946218,\n",
       "  'total_stock_value': 0.12011785035242664,\n",
       "  'to_messages': 0.051410868291049155,\n",
       "  'from_poi_to_this_person': 0.032196969696969696,\n",
       "  'from_messages': 0.01677516274411617,\n",
       "  'from_this_person_to_poi': 0.0,\n",
       "  'shared_receipt_with_poi': 0.03859394817901794,\n",
       "  'salary_DivBy_bonus': 0.12172455921234203,\n",
       "  'salary_DivBy_long_term_incentive': 0.1527173755373841,\n",
       "  'salary_DivBy_expenses': 0.01421390132204829,\n",
       "  'salary_DivBy_total_payments': 0.18131298974059243,\n",
       "  'bonus_DivBy_salary': 0.08521641959754785,\n",
       "  'bonus_DivBy_long_term_incentive': 0.06058296463951161,\n",
       "  'bonus_DivBy_expenses': 0.017093580816684318,\n",
       "  'bonus_DivBy_total_payments': 0.07775813649507318,\n",
       "  'long_term_incentive_DivBy_salary': 0.10463301483266486,\n",
       "  'long_term_incentive_DivBy_bonus': 0.05348515054879026,\n",
       "  'long_term_incentive_DivBy_expenses': 0.019810065819481637,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0480180185879214,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.16191237496322225,\n",
       "  'expenses_DivBy_bonus': 0.14639349756996817,\n",
       "  'expenses_DivBy_long_term_incentive': 0.05205255449585454,\n",
       "  'expenses_DivBy_total_payments': 0.03243651421874947,\n",
       "  'total_payments_DivBy_salary': 0.1342078585478209,\n",
       "  'total_payments_DivBy_bonus': 0.1449795107463591,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.10529838115745223,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.019439313800617582,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0416927206450872,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7121764000625894,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.03206103496575881,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.25183655667356536,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.033455902565344975,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.05757259152080123,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03743779711504254,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.03970540216957515,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.11656942638805214,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.24709302325581395,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.3076949903629528,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.013227378119158759,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.0},\n",
       " 'WALTERS GARETH W': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.14544426572231256,\n",
       "  'total_payments': 0.000958421532498443,\n",
       "  'exercised_stock_options': 0.02950542725138902,\n",
       "  'restricted_stock': 0.0,\n",
       "  'total_stock_value': 0.02097999111302572,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.0,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.4511539095343952,\n",
       "  'total_payments_DivBy_salary': 0.0,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.0008078598390090395,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 1.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'WASAFF GEORGE': {'poi': False,\n",
       "  'salary': 0.19458306108507334,\n",
       "  'bonus': 0.032156368221942,\n",
       "  'long_term_incentive': 0.06038971144064491,\n",
       "  'deferred_income': 0.8141907839790842,\n",
       "  'expenses': 0.0,\n",
       "  'total_payments': 0.09246989712768276,\n",
       "  'exercised_stock_options': 0.04808720140621571,\n",
       "  'restricted_stock': 0.023378402499157305,\n",
       "  'total_stock_value': 0.04187382883000104,\n",
       "  'to_messages': 0.02871975215607469,\n",
       "  'from_poi_to_this_person': 0.04166666666666667,\n",
       "  'from_messages': 0.0022533800701051575,\n",
       "  'from_this_person_to_poi': 0.011494252873563218,\n",
       "  'shared_receipt_with_poi': 0.060699402065591594,\n",
       "  'salary_DivBy_bonus': 0.2436208847542396,\n",
       "  'salary_DivBy_long_term_incentive': 0.3214785022236606,\n",
       "  'salary_DivBy_expenses': 0.0,\n",
       "  'salary_DivBy_total_payments': 0.2390275861344278,\n",
       "  'bonus_DivBy_salary': 0.038539736993981326,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0627535646529765,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.04684109082549618,\n",
       "  'long_term_incentive_DivBy_salary': 0.04256463889179889,\n",
       "  'long_term_incentive_DivBy_bonus': 0.05161748231692599,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.028752715841519005,\n",
       "  'deferred_income_DivBy_total_payments': 0.9479395938636058,\n",
       "  'expenses_DivBy_salary': 0.0,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.0,\n",
       "  'total_payments_DivBy_salary': 0.09852570721625027,\n",
       "  'total_payments_DivBy_bonus': 0.2253569915189224,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.16703153857028635,\n",
       "  'total_payments_DivBy_deferred_income': 0.9967861711289542,\n",
       "  'total_payments_DivBy_expenses': 0.0,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.06477210754734294,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.7935611510267226,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.020383121592907817,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.17627733031051504,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.02179481788064791,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.08026953565987023,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.014581028412887378,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.003499724558715285,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.2530585106382979,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.2040059347181009,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.8395514820592824,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.016937915357779915,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03085177733065057,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.23333333333333334},\n",
       " 'WESTFAHL RICHARD K': {'poi': False,\n",
       "  'salary': 0.0,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.08633738018638214,\n",
       "  'deferred_income': 0.9981696111098435,\n",
       "  'expenses': 0.22470777470492587,\n",
       "  'total_payments': 0.06616017274393342,\n",
       "  'exercised_stock_options': 0.0,\n",
       "  'restricted_stock': 0.02315846176289193,\n",
       "  'total_stock_value': 0.007838106060430203,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.044132201299981424,\n",
       "  'salary_DivBy_expenses': 0.00018789357495234155,\n",
       "  'salary_DivBy_total_payments': 0.05581721939392449,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.31328846138402894,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.008622271371068278,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.054398668200210464,\n",
       "  'deferred_income_DivBy_total_payments': 0.9988644488580347,\n",
       "  'expenses_DivBy_salary': 0.9367997109164681,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.11316075617959095,\n",
       "  'expenses_DivBy_total_payments': 0.07889334625676434,\n",
       "  'total_payments_DivBy_salary': 0.36737497643926237,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.09353806035200465,\n",
       "  'total_payments_DivBy_deferred_income': 0.8652338043507662,\n",
       "  'total_payments_DivBy_expenses': 0.0076997003614673485,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 1.0,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.015151515151515152,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'WHALLEY LAWRENCE G': {'poi': False,\n",
       "  'salary': 0.44282191642284124,\n",
       "  'bonus': 0.3694829760403531,\n",
       "  'long_term_incentive': 0.3413094404149337,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.2508645135276097,\n",
       "  'total_payments': 0.4445268844584092,\n",
       "  'exercised_stock_options': 0.09512048671105065,\n",
       "  'restricted_stock': 0.1869927034983487,\n",
       "  'total_stock_value': 0.12378593656479227,\n",
       "  'to_messages': 0.49920455496943816,\n",
       "  'from_poi_to_this_person': 0.3522727272727273,\n",
       "  'from_messages': 0.06810215322984475,\n",
       "  'from_this_person_to_poi': 0.03940886699507389,\n",
       "  'shared_receipt_with_poi': 0.7099112157999637,\n",
       "  'salary_DivBy_bonus': 0.04150898966435986,\n",
       "  'salary_DivBy_long_term_incentive': 0.14506767926297337,\n",
       "  'salary_DivBy_expenses': 0.018613219487681,\n",
       "  'salary_DivBy_total_payments': 0.08364087471514287,\n",
       "  'bonus_DivBy_salary': 0.22965811156693855,\n",
       "  'bonus_DivBy_long_term_incentive': 0.14801645443513992,\n",
       "  'bonus_DivBy_expenses': 0.05943755960872735,\n",
       "  'bonus_DivBy_total_payments': 0.11071870976880048,\n",
       "  'long_term_incentive_DivBy_salary': 0.11042591560903418,\n",
       "  'long_term_incentive_DivBy_bonus': 0.020544881081880385,\n",
       "  'long_term_incentive_DivBy_expenses': 0.026430992714333825,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.02506445078792503,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.12806335028112345,\n",
       "  'expenses_DivBy_bonus': 0.04506956315289648,\n",
       "  'expenses_DivBy_long_term_incentive': 0.03927236151761161,\n",
       "  'expenses_DivBy_total_payments': 0.013789162810678105,\n",
       "  'total_payments_DivBy_salary': 0.27331737728952116,\n",
       "  'total_payments_DivBy_bonus': 0.10300095238344055,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.18759079625134056,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.04537591725013594,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.01664582207617496,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.49695267554209904,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.07845261157399927,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.4516545560787531,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.07978062567409622,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.03294073886010663,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.029803717983744003,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.010024196886242797,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.14218273340096788,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.1482780612244898,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6447425067629055,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.024935257950622396,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.2081377151799687,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.04316546762589928},\n",
       " 'WHITE JR THOMAS E': {'poi': False,\n",
       "  'salary': 0.2516406779056036,\n",
       "  'bonus': 0.04791929382093317,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.3539267979470817,\n",
       "  'total_payments': 0.17943751923631643,\n",
       "  'exercised_stock_options': 0.03727449757807854,\n",
       "  'restricted_stock': 0.9378553610741317,\n",
       "  'total_stock_value': 0.30837098242849464,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.21335010599255388,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.006675736281702264,\n",
       "  'salary_DivBy_total_payments': 0.14377870406803958,\n",
       "  'bonus_DivBy_salary': 0.04544059213566229,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.003666142728623522,\n",
       "  'bonus_DivBy_total_payments': 0.030917193876680897,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.29303095101118204,\n",
       "  'expenses_DivBy_bonus': 0.44768201962646403,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.048497929536664486,\n",
       "  'total_payments_DivBy_salary': 0.1697389306357555,\n",
       "  'total_payments_DivBy_bonus': 0.30944831764014163,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.012871272651674478,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.0,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.0,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 1.0,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.9130353339047762,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 1.0,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.016570750549243046,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122},\n",
       " 'YEAGER F SCOTT': {'poi': True,\n",
       "  'salary': 0.09385401412088516,\n",
       "  'bonus': 0.0,\n",
       "  'long_term_incentive': 0.0,\n",
       "  'deferred_income': 0.0,\n",
       "  'expenses': 0.23381091588031364,\n",
       "  'total_payments': 0.027329025686914667,\n",
       "  'exercised_stock_options': 0.24150687573792623,\n",
       "  'restricted_stock': 0.23999244170296508,\n",
       "  'total_stock_value': 0.24200242565283647,\n",
       "  'to_messages': 0.10575232353679981,\n",
       "  'from_poi_to_this_person': 0.07196969696969698,\n",
       "  'from_messages': 0.003505257886830245,\n",
       "  'from_this_person_to_poi': 0.0180623973727422,\n",
       "  'shared_receipt_with_poi': 0.1395180286283747,\n",
       "  'salary_DivBy_bonus': 0.0,\n",
       "  'salary_DivBy_long_term_incentive': 0.0,\n",
       "  'salary_DivBy_expenses': 0.004329839443534137,\n",
       "  'salary_DivBy_total_payments': 0.444718783584685,\n",
       "  'bonus_DivBy_salary': 0.0,\n",
       "  'bonus_DivBy_long_term_incentive': 0.0,\n",
       "  'bonus_DivBy_expenses': 0.0,\n",
       "  'bonus_DivBy_total_payments': 0.0,\n",
       "  'long_term_incentive_DivBy_salary': 0.0,\n",
       "  'long_term_incentive_DivBy_bonus': 0.0,\n",
       "  'long_term_incentive_DivBy_expenses': 0.0,\n",
       "  'long_term_incentive_DivBy_total_payments': 0.0,\n",
       "  'deferred_income_DivBy_total_payments': 0.0,\n",
       "  'expenses_DivBy_salary': 0.3904548387174152,\n",
       "  'expenses_DivBy_bonus': 0.0,\n",
       "  'expenses_DivBy_long_term_incentive': 0.0,\n",
       "  'expenses_DivBy_total_payments': 0.1743618072550676,\n",
       "  'total_payments_DivBy_salary': 0.04110311572879674,\n",
       "  'total_payments_DivBy_bonus': 0.0,\n",
       "  'total_payments_DivBy_long_term_incentive': 0.0,\n",
       "  'total_payments_DivBy_deferred_income': 0.0,\n",
       "  'total_payments_DivBy_expenses': 0.003137147834738428,\n",
       "  'exercised_stock_options_DivBy_restricted_stock': 0.034351305852687086,\n",
       "  'exercised_stock_options_DivBy_total_stock_value': 0.6709072614221834,\n",
       "  'restricted_stock_DivBy_exercised_stock_options': 0.038932716990402905,\n",
       "  'restricted_stock_DivBy_total_stock_value': 0.29015164827730805,\n",
       "  'total_stock_value_DivBy_exercised_stock_options': 0.04031768201662744,\n",
       "  'total_stock_value_DivBy_restricted_stock': 0.0503528294816045,\n",
       "  'to_messages_DivBy_from_poi_to_this_person': 0.03049062551755253,\n",
       "  'to_messages_DivBy_shared_receipt_with_poi': 0.008891686139548584,\n",
       "  'from_poi_to_this_person_DivBy_to_messages': 0.13427506985408258,\n",
       "  'from_poi_to_this_person_DivBy_shared_receipt_with_poi': 0.14275517487508924,\n",
       "  'shared_receipt_with_poi_DivBy_to_messages': 0.6719541332574738,\n",
       "  'shared_receipt_with_poi_DivBy_from_poi_to_this_person': 0.021224872817015364,\n",
       "  'from_messages_DivBy_from_this_person_to_poi': 0.03442879499217527,\n",
       "  'from_this_person_to_poi_DivBy_from_messages': 0.12121212121212122}}"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unpickled_data_dict = {}\n",
    "with open('my_dataset.pkl', 'rb') as file:\n",
    "    unpickled_data_dict = pickle.load(file=file)\n",
    "unpickled_data_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "interested-brook",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "123"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "18"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "{False, True}"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data=unpickled_data_dict).T\n",
    "df['poi'].count()\n",
    "df['poi'].sum()\n",
    "set(df['poi'].values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "descending-harbor",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'LOCKHART EUGENE E'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m~\\anaconda3\\envs\\py3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3079\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3080\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3081\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'LOCKHART EUGENE E'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-1196de31e23b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'LOCKHART EUGENE E'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32m~\\anaconda3\\envs\\py3\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m    893\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    894\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mapply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 895\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    896\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    897\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mTuple\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py3\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1122\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1123\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1124\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1125\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1126\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_get_slice_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mslice_obj\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mslice\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py3\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_get_label\u001b[1;34m(self, label, axis)\u001b[0m\n\u001b[0;32m   1071\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mint\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1072\u001b[0m         \u001b[1;31m# GH#5667 this will fail if the label is not present in the axis.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1073\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1074\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1075\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_handle_lowerdim_multi_index_axis0\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtup\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mTuple\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py3\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36mxs\u001b[1;34m(self, key, axis, level, drop_level)\u001b[0m\n\u001b[0;32m   3736\u001b[0m                 \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf\"Expected label or tuple of labels, got {key}\"\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3737\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3738\u001b[1;33m             \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3739\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3740\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\anaconda3\\envs\\py3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3080\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3081\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3082\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3083\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3084\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'LOCKHART EUGENE E'"
     ]
    }
   ],
   "source": [
    "df.loc['LOCKHART EUGENE E']"
   ]
  }
 ],
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