{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 可视化新特征"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getData():\n",
    "    data = {}\n",
    "    data[\"METTS MARK\"]={'salary': 365788, 'to_messages': 807, 'deferral_payments': 'NaN', 'total_payments': 1061827, 'loan_advances': 'NaN', 'bonus': 600000, 'email_address': 'mark.metts@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 585062, 'expenses': 94299, 'from_poi_to_this_person': 38, 'exercised_stock_options': 'NaN', 'from_messages': 29, 'other': 1740, 'from_this_person_to_poi': 1, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 702, 'restricted_stock': 585062, 'director_fees': 'NaN'}\n",
    "    data[\"BAXTER JOHN C\"]={'salary': 267102, 'to_messages': 'NaN', 'deferral_payments': 1295738, 'total_payments': 5634343, 'loan_advances': 'NaN', 'bonus': 1200000, 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -1386055, 'total_stock_value': 10623258, 'expenses': 11200, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 6680544, 'from_messages': 'NaN', 'other': 2660303, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 1586055, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 3942714, 'director_fees': 'NaN'}\n",
    "    data[\"ELLIOTT STEVEN\"]={'salary': 170941, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 211725, 'loan_advances': 'NaN', 'bonus': 350000, 'email_address': 'steven.elliott@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -400729, 'total_stock_value': 6678735, 'expenses': 78552, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 4890344, 'from_messages': 'NaN', 'other': 12961, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 1788391, 'director_fees': 'NaN'}\n",
    "    data[\"CORDES WILLIAM R\"]={'salary': 'NaN', 'to_messages': 764, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'bill.cordes@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1038185, 'expenses': 'NaN', 'from_poi_to_this_person': 10, 'exercised_stock_options': 651850, 'from_messages': 12, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 58, 'restricted_stock': 386335, 'director_fees': 'NaN'}\n",
    "    data[\"HANNON KEVIN P\"]={'salary': 243293, 'to_messages': 1045, 'deferral_payments': 'NaN', 'total_payments': 288682, 'loan_advances': 'NaN', 'bonus': 1500000, 'email_address': 'kevin.hannon@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -3117011, 'total_stock_value': 6391065, 'expenses': 34039, 'from_poi_to_this_person': 32, 'exercised_stock_options': 5538001, 'from_messages': 32, 'other': 11350, 'from_this_person_to_poi': 21, 'poi': True, 'long_term_incentive': 1617011, 'shared_receipt_with_poi': 1035, 'restricted_stock': 853064, 'director_fees': 'NaN'}\n",
    "    data[\"MORDAUNT KRISTINA M\"]={'salary': 267093, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 628522, 'loan_advances': 'NaN', 'bonus': 325000, 'email_address': 'kristina.mordaunt@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 208510, 'expenses': 35018, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 1411, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 208510, 'director_fees': 'NaN'}\n",
    "    data[\"MEYER ROCKFORD G\"]={'salary': 'NaN', 'to_messages': 232, 'deferral_payments': 1848227, 'total_payments': 1848227, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'rockford.meyer@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 955873, 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 493489, 'from_messages': 28, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 22, 'restricted_stock': 462384, 'director_fees': 'NaN'}\n",
    "    data[\"MCMAHON JEFFREY\"]={'salary': 370448, 'to_messages': 2355, 'deferral_payments': 'NaN', 'total_payments': 4099771, 'loan_advances': 'NaN', 'bonus': 2600000, 'email_address': 'jeffrey.mcmahon@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1662855, 'expenses': 137108, 'from_poi_to_this_person': 58, 'exercised_stock_options': 1104054, 'from_messages': 48, 'other': 297353, 'from_this_person_to_poi': 26, 'poi': False, 'long_term_incentive': 694862, 'shared_receipt_with_poi': 2228, 'restricted_stock': 558801, 'director_fees': 'NaN'}\n",
    "    data[\"HAEDICKE MARK E\"]={'salary': 374125, 'to_messages': 4009, 'deferral_payments': 2157527, 'total_payments': 3859065, 'loan_advances': 'NaN', 'bonus': 1150000, 'email_address': 'mark.haedicke@enron.com', 'restricted_stock_deferred': -329825, 'deferred_income': -934484, 'total_stock_value': 803094, 'expenses': 76169, 'from_poi_to_this_person': 180, 'exercised_stock_options': 608750, 'from_messages': 1941, 'other': 52382, 'from_this_person_to_poi': 61, 'poi': False, 'long_term_incentive': 983346, 'shared_receipt_with_poi': 1847, 'restricted_stock': 524169, 'director_fees': 'NaN'}\n",
    "    data[\"PIPER GREGORY F\"]={'salary': 197091, 'to_messages': 1238, 'deferral_payments': 1130036, 'total_payments': 1737629, 'loan_advances': 'NaN', 'bonus': 400000, 'email_address': 'greg.piper@enron.com', 'restricted_stock_deferred': -409554, 'deferred_income': -33333, 'total_stock_value': 880290, 'expenses': 43057, 'from_poi_to_this_person': 61, 'exercised_stock_options': 880290, 'from_messages': 222, 'other': 778, 'from_this_person_to_poi': 48, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 742, 'restricted_stock': 409554, 'director_fees': 'NaN'}\n",
    "    data[\"HUMPHREY GENE E\"]={'salary': 130724, 'to_messages': 128, 'deferral_payments': 2964506, 'total_payments': 3100224, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'gene.humphrey@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 2282768, 'expenses': 4994, 'from_poi_to_this_person': 10, 'exercised_stock_options': 2282768, 'from_messages': 17, 'other': 'NaN', 'from_this_person_to_poi': 17, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 119, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"NOLES JAMES L\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 774401, 'total_payments': 774401, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': -94556, 'deferred_income': 'NaN', 'total_stock_value': 368705, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 463261, 'director_fees': 'NaN'}\n",
    "    data[\"BLACHMAN JEREMY M\"]={'salary': 248546, 'to_messages': 2475, 'deferral_payments': 'NaN', 'total_payments': 2014835, 'loan_advances': 'NaN', 'bonus': 850000, 'email_address': 'jeremy.blachman@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 954354, 'expenses': 84208, 'from_poi_to_this_person': 25, 'exercised_stock_options': 765313, 'from_messages': 14, 'other': 272, 'from_this_person_to_poi': 2, 'poi': False, 'long_term_incentive': 831809, 'shared_receipt_with_poi': 2326, 'restricted_stock': 189041, 'director_fees': 'NaN'}\n",
    "    data[\"SUNDE MARTIN\"]={'salary': 257486, 'to_messages': 2647, 'deferral_payments': 'NaN', 'total_payments': 1545059, 'loan_advances': 'NaN', 'bonus': 700000, 'email_address': 'marty.sunde@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 698920, 'expenses': 'NaN', 'from_poi_to_this_person': 37, 'exercised_stock_options': 'NaN', 'from_messages': 38, 'other': 111122, 'from_this_person_to_poi': 13, 'poi': False, 'long_term_incentive': 476451, 'shared_receipt_with_poi': 2565, 'restricted_stock': 698920, 'director_fees': 'NaN'}\n",
    "    data[\"GIBBS DANA R\"]={'salary': 'NaN', 'to_messages': 169, 'deferral_payments': 504610, 'total_payments': 966522, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'dana.gibbs@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 2218275, 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 2218275, 'from_messages': 12, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 461912, 'shared_receipt_with_poi': 23, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"LOWRY CHARLES P\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': -153686, 'deferred_income': 'NaN', 'total_stock_value': 372205, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 372205, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 153686, 'director_fees': 'NaN'}\n",
    "    data[\"COLWELL WESLEY\"]={'salary': 288542, 'to_messages': 1758, 'deferral_payments': 27610, 'total_payments': 1490344, 'loan_advances': 'NaN', 'bonus': 1200000, 'email_address': 'wes.colwell@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -144062, 'total_stock_value': 698242, 'expenses': 16514, 'from_poi_to_this_person': 240, 'exercised_stock_options': 'NaN', 'from_messages': 40, 'other': 101740, 'from_this_person_to_poi': 11, 'poi': True, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 1132, 'restricted_stock': 698242, 'director_fees': 'NaN'}\n",
    "    data[\"MULLER MARK S\"]={'salary': 251654, 'to_messages': 136, 'deferral_payments': 842924, 'total_payments': 3202070, 'loan_advances': 'NaN', 'bonus': 1100000, 'email_address': 's..muller@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -719000, 'total_stock_value': 1416848, 'expenses': 'NaN', 'from_poi_to_this_person': 12, 'exercised_stock_options': 1056320, 'from_messages': 16, 'other': 947, 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 1725545, 'shared_receipt_with_poi': 114, 'restricted_stock': 360528, 'director_fees': 'NaN'}\n",
    "    data[\"JACKSON CHARLENE R\"]={'salary': 288558, 'to_messages': 258, 'deferral_payments': 'NaN', 'total_payments': 551174, 'loan_advances': 'NaN', 'bonus': 250000, 'email_address': 'charlene.jackson@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 725735, 'expenses': 10181, 'from_poi_to_this_person': 25, 'exercised_stock_options': 185063, 'from_messages': 56, 'other': 2435, 'from_this_person_to_poi': 19, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 117, 'restricted_stock': 540672, 'director_fees': 'NaN'}\n",
    "    data[\"WESTFAHL RICHARD K\"]={'salary': 63744, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 762135, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'dick.westfahl@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -10800, 'total_stock_value': 384930, 'expenses': 51870, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 401130, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 256191, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 384930, 'director_fees': 'NaN'}\n",
    "    data[\"WALTERS GARETH W\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 53625, 'total_payments': 87410, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1030329, 'expenses': 33785, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 1030329, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"WALLS JR ROBERT H\"]={'salary': 357091, 'to_messages': 671, 'deferral_payments': 'NaN', 'total_payments': 1798780, 'loan_advances': 'NaN', 'bonus': 850000, 'email_address': 'rob.walls@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 5898997, 'expenses': 50936, 'from_poi_to_this_person': 17, 'exercised_stock_options': 4346544, 'from_messages': 146, 'other': 2, 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 540751, 'shared_receipt_with_poi': 215, 'restricted_stock': 1552453, 'director_fees': 'NaN'}\n",
    "    data[\"KITCHEN LOUISE\"]={'salary': 271442, 'to_messages': 8305, 'deferral_payments': 'NaN', 'total_payments': 3471141, 'loan_advances': 'NaN', 'bonus': 3100000, 'email_address': 'louise.kitchen@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 547143, 'expenses': 5774, 'from_poi_to_this_person': 251, 'exercised_stock_options': 81042, 'from_messages': 1728, 'other': 93925, 'from_this_person_to_poi': 194, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 3669, 'restricted_stock': 466101, 'director_fees': 'NaN'}\n",
    "    data[\"CHAN RONNIE\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': -32460, 'deferred_income': -98784, 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 32460, 'director_fees': 98784}\n",
    "    data[\"BELFER ROBERT\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': -102500, 'total_payments': 102500, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 44093, 'deferred_income': 'NaN', 'total_stock_value': -44093, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 3285, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 3285}\n",
    "    data[\"SHANKMAN JEFFREY A\"]={'salary': 304110, 'to_messages': 3221, 'deferral_payments': 'NaN', 'total_payments': 3038702, 'loan_advances': 'NaN', 'bonus': 2000000, 'email_address': 'jeffrey.shankman@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 2072035, 'expenses': 178979, 'from_poi_to_this_person': 94, 'exercised_stock_options': 1441898, 'from_messages': 2681, 'other': 1191, 'from_this_person_to_poi': 83, 'poi': False, 'long_term_incentive': 554422, 'shared_receipt_with_poi': 1730, 'restricted_stock': 630137, 'director_fees': 'NaN'}\n",
    "    data[\"WODRASKA JOHN\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 189583, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'john.wodraska@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 189583, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"BERGSIEKER RICHARD P\"]={'salary': 187922, 'to_messages': 383, 'deferral_payments': 'NaN', 'total_payments': 618850, 'loan_advances': 'NaN', 'bonus': 250000, 'email_address': 'rick.bergsieker@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -485813, 'total_stock_value': 659249, 'expenses': 59175, 'from_poi_to_this_person': 4, 'exercised_stock_options': 'NaN', 'from_messages': 59, 'other': 427316, 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 180250, 'shared_receipt_with_poi': 233, 'restricted_stock': 659249, 'director_fees': 'NaN'}\n",
    "    data[\"URQUHART JOHN A\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 228656, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -36666, 'total_stock_value': 'NaN', 'expenses': 228656, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 36666}\n",
    "    data[\"BIBI PHILIPPE A\"]={'salary': 213625, 'to_messages': 1607, 'deferral_payments': 'NaN', 'total_payments': 2047593, 'loan_advances': 'NaN', 'bonus': 1000000, 'email_address': 'philippe.bibi@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1843816, 'expenses': 38559, 'from_poi_to_this_person': 23, 'exercised_stock_options': 1465734, 'from_messages': 40, 'other': 425688, 'from_this_person_to_poi': 8, 'poi': False, 'long_term_incentive': 369721, 'shared_receipt_with_poi': 1336, 'restricted_stock': 378082, 'director_fees': 'NaN'}\n",
    "    data[\"RIEKER PAULA H\"]={'salary': 249201, 'to_messages': 1328, 'deferral_payments': 214678, 'total_payments': 1099100, 'loan_advances': 'NaN', 'bonus': 700000, 'email_address': 'paula.rieker@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -100000, 'total_stock_value': 1918887, 'expenses': 33271, 'from_poi_to_this_person': 35, 'exercised_stock_options': 1635238, 'from_messages': 82, 'other': 1950, 'from_this_person_to_poi': 48, 'poi': True, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 1258, 'restricted_stock': 283649, 'director_fees': 'NaN'}\n",
    "    data[\"WHALEY DAVID A\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 98718, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 98718, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"BECK SALLY W\"]={'salary': 231330, 'to_messages': 7315, 'deferral_payments': 'NaN', 'total_payments': 969068, 'loan_advances': 'NaN', 'bonus': 700000, 'email_address': 'sally.beck@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 126027, 'expenses': 37172, 'from_poi_to_this_person': 144, 'exercised_stock_options': 'NaN', 'from_messages': 4343, 'other': 566, 'from_this_person_to_poi': 386, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 2639, 'restricted_stock': 126027, 'director_fees': 'NaN'}\n",
    "    data[\"HAUG DAVID L\"]={'salary': 'NaN', 'to_messages': 573, 'deferral_payments': 'NaN', 'total_payments': 475, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'david.haug@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 2217299, 'expenses': 475, 'from_poi_to_this_person': 4, 'exercised_stock_options': 'NaN', 'from_messages': 19, 'other': 'NaN', 'from_this_person_to_poi': 7, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 471, 'restricted_stock': 2217299, 'director_fees': 'NaN'}\n",
    "    data[\"ECHOLS JOHN B\"]={'salary': 182245, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 2692324, 'loan_advances': 'NaN', 'bonus': 200000, 'email_address': 'john.echols@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1008941, 'expenses': 21530, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 601438, 'from_messages': 'NaN', 'other': 53775, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 2234774, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 407503, 'director_fees': 'NaN'}\n",
    "    data[\"MENDELSOHN JOHN\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 148, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -103750, 'total_stock_value': 'NaN', 'expenses': 148, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 103750}\n",
    "    data[\"HICKERSON GARY J\"]={'salary': 211788, 'to_messages': 1320, 'deferral_payments': 'NaN', 'total_payments': 2081796, 'loan_advances': 'NaN', 'bonus': 1700000, 'email_address': 'gary.hickerson@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 441096, 'expenses': 98849, 'from_poi_to_this_person': 40, 'exercised_stock_options': 'NaN', 'from_messages': 27, 'other': 1936, 'from_this_person_to_poi': 1, 'poi': False, 'long_term_incentive': 69223, 'shared_receipt_with_poi': 900, 'restricted_stock': 441096, 'director_fees': 'NaN'}\n",
    "    data[\"CLINE KENNETH W\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': -472568, 'deferred_income': 'NaN', 'total_stock_value': 189518, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 662086, 'director_fees': 'NaN'}\n",
    "    data[\"LEWIS RICHARD\"]={'salary': 'NaN', 'to_messages': 952, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'richard.lewis@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 850477, 'expenses': 'NaN', 'from_poi_to_this_person': 10, 'exercised_stock_options': 850477, 'from_messages': 26, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 739, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"HAYES ROBERT E\"]={'salary': 'NaN', 'to_messages': 504, 'deferral_payments': 7961, 'total_payments': 7961, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'robert.hayes@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 151418, 'expenses': 'NaN', 'from_poi_to_this_person': 16, 'exercised_stock_options': 'NaN', 'from_messages': 12, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 50, 'restricted_stock': 151418, 'director_fees': 'NaN'}\n",
    "    data[\"KOPPER MICHAEL J\"]={'salary': 224305, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 2652612, 'loan_advances': 'NaN', 'bonus': 800000, 'email_address': 'michael.kopper@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 985032, 'expenses': 118134, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 907502, 'from_this_person_to_poi': 'NaN', 'poi': True, 'long_term_incentive': 602671, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 985032, 'director_fees': 'NaN'}\n",
    "    data[\"LEFF DANIEL P\"]={'salary': 273746, 'to_messages': 2822, 'deferral_payments': 'NaN', 'total_payments': 2664228, 'loan_advances': 'NaN', 'bonus': 1000000, 'email_address': 'dan.leff@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 360528, 'expenses': 'NaN', 'from_poi_to_this_person': 67, 'exercised_stock_options': 'NaN', 'from_messages': 63, 'other': 3083, 'from_this_person_to_poi': 14, 'poi': False, 'long_term_incentive': 1387399, 'shared_receipt_with_poi': 2672, 'restricted_stock': 360528, 'director_fees': 'NaN'}\n",
    "    data[\"LAVORATO JOHN J\"]={'salary': 339288, 'to_messages': 7259, 'deferral_payments': 'NaN', 'total_payments': 10425757, 'loan_advances': 'NaN', 'bonus': 8000000, 'email_address': 'john.lavorato@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 5167144, 'expenses': 49537, 'from_poi_to_this_person': 528, 'exercised_stock_options': 4158995, 'from_messages': 2585, 'other': 1552, 'from_this_person_to_poi': 411, 'poi': False, 'long_term_incentive': 2035380, 'shared_receipt_with_poi': 3962, 'restricted_stock': 1008149, 'director_fees': 'NaN'}\n",
    "    data[\"BERBERIAN DAVID\"]={'salary': 216582, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 228474, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'david.berberian@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 2493616, 'expenses': 11892, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 1624396, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 869220, 'director_fees': 'NaN'}\n",
    "    data[\"DETMERING TIMOTHY J\"]={'salary': 210500, 'to_messages': 'NaN', 'deferral_payments': 875307, 'total_payments': 1204583, 'loan_advances': 'NaN', 'bonus': 425000, 'email_address': 'timothy.detmering@enron.com', 'restricted_stock_deferred': -315068, 'deferred_income': -775241, 'total_stock_value': 2027865, 'expenses': 52255, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 2027865, 'from_messages': 'NaN', 'other': 1105, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 415657, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 315068, 'director_fees': 'NaN'}\n",
    "    data[\"WAKEHAM JOHN\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 213071, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 103773, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 109298}\n",
    "    data[\"POWERS WILLIAM\"]={'salary': 'NaN', 'to_messages': 653, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'ken.powers@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -17500, 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 'NaN', 'from_messages': 26, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 12, 'restricted_stock': 'NaN', 'director_fees': 17500}\n",
    "    data[\"GOLD JOSEPH\"]={'salary': 272880, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 2146973, 'loan_advances': 'NaN', 'bonus': 750000, 'email_address': 'joe.gold@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 877611, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 436515, 'from_messages': 'NaN', 'other': 819288, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 304805, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 441096, 'director_fees': 'NaN'}\n",
    "    data[\"BANNANTINE JAMES M\"]={'salary': 477, 'to_messages': 566, 'deferral_payments': 'NaN', 'total_payments': 916197, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'james.bannantine@enron.com', 'restricted_stock_deferred': -560222, 'deferred_income': -5104, 'total_stock_value': 5243487, 'expenses': 56301, 'from_poi_to_this_person': 39, 'exercised_stock_options': 4046157, 'from_messages': 29, 'other': 864523, 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 465, 'restricted_stock': 1757552, 'director_fees': 'NaN'}\n",
    "    data[\"DUNCAN JOHN H\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 77492, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -25000, 'total_stock_value': 371750, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 371750, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 102492}\n",
    "    data[\"SHAPIRO RICHARD S\"]={'salary': 269076, 'to_messages': 15149, 'deferral_payments': 'NaN', 'total_payments': 1057548, 'loan_advances': 'NaN', 'bonus': 650000, 'email_address': 'richard.shapiro@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 987001, 'expenses': 137767, 'from_poi_to_this_person': 74, 'exercised_stock_options': 607837, 'from_messages': 1215, 'other': 705, 'from_this_person_to_poi': 65, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 4527, 'restricted_stock': 379164, 'director_fees': 'NaN'}\n",
    "    data[\"SHERRIFF JOHN R\"]={'salary': 428780, 'to_messages': 3187, 'deferral_payments': 'NaN', 'total_payments': 4335388, 'loan_advances': 'NaN', 'bonus': 1500000, 'email_address': 'john.sherriff@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 3128982, 'expenses': 'NaN', 'from_poi_to_this_person': 28, 'exercised_stock_options': 1835558, 'from_messages': 92, 'other': 1852186, 'from_this_person_to_poi': 23, 'poi': False, 'long_term_incentive': 554422, 'shared_receipt_with_poi': 2103, 'restricted_stock': 1293424, 'director_fees': 'NaN'}\n",
    "    data[\"SHELBY REX\"]={'salary': 211844, 'to_messages': 225, 'deferral_payments': 'NaN', 'total_payments': 2003885, 'loan_advances': 'NaN', 'bonus': 200000, 'email_address': 'rex.shelby@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -4167, 'total_stock_value': 2493616, 'expenses': 22884, 'from_poi_to_this_person': 13, 'exercised_stock_options': 1624396, 'from_messages': 39, 'other': 1573324, 'from_this_person_to_poi': 14, 'poi': True, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 91, 'restricted_stock': 869220, 'director_fees': 'NaN'}\n",
    "    data[\"LEMAISTRE CHARLES\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 87492, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -25000, 'total_stock_value': 412878, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 412878, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 112492}\n",
    "    data[\"DEFFNER JOSEPH M\"]={'salary': 206121, 'to_messages': 714, 'deferral_payments': 'NaN', 'total_payments': 1208649, 'loan_advances': 'NaN', 'bonus': 600000, 'email_address': 'joseph.deffner@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 159211, 'expenses': 41626, 'from_poi_to_this_person': 115, 'exercised_stock_options': 17378, 'from_messages': 74, 'other': 25553, 'from_this_person_to_poi': 4, 'poi': False, 'long_term_incentive': 335349, 'shared_receipt_with_poi': 552, 'restricted_stock': 141833, 'director_fees': 'NaN'}\n",
    "    data[\"KISHKILL JOSEPH G\"]={'salary': 174246, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 704896, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'joe.kishkill@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -51042, 'total_stock_value': 1034346, 'expenses': 116335, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 465357, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 1034346, 'director_fees': 'NaN'}\n",
    "    data[\"WHALLEY LAWRENCE G\"]={'salary': 510364, 'to_messages': 6019, 'deferral_payments': 'NaN', 'total_payments': 4677574, 'loan_advances': 'NaN', 'bonus': 3000000, 'email_address': 'greg.whalley@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 6079137, 'expenses': 57838, 'from_poi_to_this_person': 186, 'exercised_stock_options': 3282960, 'from_messages': 556, 'other': 301026, 'from_this_person_to_poi': 24, 'poi': False, 'long_term_incentive': 808346, 'shared_receipt_with_poi': 3920, 'restricted_stock': 2796177, 'director_fees': 'NaN'}\n",
    "    data[\"MCCONNELL MICHAEL S\"]={'salary': 365038, 'to_messages': 3329, 'deferral_payments': 'NaN', 'total_payments': 2101364, 'loan_advances': 'NaN', 'bonus': 1100000, 'email_address': 'mike.mcconnell@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 3101279, 'expenses': 81364, 'from_poi_to_this_person': 92, 'exercised_stock_options': 1623010, 'from_messages': 2742, 'other': 540, 'from_this_person_to_poi': 194, 'poi': False, 'long_term_incentive': 554422, 'shared_receipt_with_poi': 2189, 'restricted_stock': 1478269, 'director_fees': 'NaN'}\n",
    "    data[\"PIRO JIM\"]={'salary': 'NaN', 'to_messages': 58, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'jim.piro@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 47304, 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 'NaN', 'from_messages': 16, 'other': 'NaN', 'from_this_person_to_poi': 1, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 3, 'restricted_stock': 47304, 'director_fees': 'NaN'}\n",
    "    data[\"DELAINEY DAVID W\"]={'salary': 365163, 'to_messages': 3093, 'deferral_payments': 'NaN', 'total_payments': 4747979, 'loan_advances': 'NaN', 'bonus': 3000000, 'email_address': 'david.delainey@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 3614261, 'expenses': 86174, 'from_poi_to_this_person': 66, 'exercised_stock_options': 2291113, 'from_messages': 3069, 'other': 1661, 'from_this_person_to_poi': 609, 'poi': True, 'long_term_incentive': 1294981, 'shared_receipt_with_poi': 2097, 'restricted_stock': 1323148, 'director_fees': 'NaN'}\n",
    "    data[\"SULLIVAN-SHAKLOVITZ COLLEEN\"]={'salary': 162779, 'to_messages': 'NaN', 'deferral_payments': 181993, 'total_payments': 999356, 'loan_advances': 'NaN', 'bonus': 100000, 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1362375, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 1362375, 'from_messages': 'NaN', 'other': 162, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 554422, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"WROBEL BRUCE\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 139130, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 139130, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"LINDHOLM TOD A\"]={'salary': 236457, 'to_messages': 'NaN', 'deferral_payments': 204075, 'total_payments': 875889, 'loan_advances': 'NaN', 'bonus': 200000, 'email_address': 'tod.lindholm@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 3064208, 'expenses': 57727, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 2549361, 'from_messages': 'NaN', 'other': 2630, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 175000, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 514847, 'director_fees': 'NaN'}\n",
    "    data[\"MEYER JEROME J\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 2151, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -38346, 'total_stock_value': 'NaN', 'expenses': 2151, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 38346}\n",
    "    data[\"LAY KENNETH L\"]={'salary': 1072321, 'to_messages': 4273, 'deferral_payments': 202911, 'total_payments': 103559793, 'loan_advances': 81525000, 'bonus': 7000000, 'email_address': 'kenneth.lay@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -300000, 'total_stock_value': 49110078, 'expenses': 99832, 'from_poi_to_this_person': 123, 'exercised_stock_options': 34348384, 'from_messages': 36, 'other': 10359729, 'from_this_person_to_poi': 16, 'poi': True, 'long_term_incentive': 3600000, 'shared_receipt_with_poi': 2411, 'restricted_stock': 14761694, 'director_fees': 'NaN'}\n",
    "    data[\"BUTTS ROBERT H\"]={'salary': 261516, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 1271582, 'loan_advances': 'NaN', 'bonus': 750000, 'email_address': 'bob.butts@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -75000, 'total_stock_value': 417619, 'expenses': 9410, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 150656, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 175000, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 417619, 'director_fees': 'NaN'}\n",
    "    data[\"OLSON CINDY K\"]={'salary': 329078, 'to_messages': 1184, 'deferral_payments': 77716, 'total_payments': 1321557, 'loan_advances': 'NaN', 'bonus': 750000, 'email_address': 'cindy.olson@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 2606763, 'expenses': 63791, 'from_poi_to_this_person': 20, 'exercised_stock_options': 1637034, 'from_messages': 52, 'other': 972, 'from_this_person_to_poi': 15, 'poi': False, 'long_term_incentive': 100000, 'shared_receipt_with_poi': 856, 'restricted_stock': 969729, 'director_fees': 'NaN'}\n",
    "    data[\"MCDONALD REBECCA\"]={'salary': 'NaN', 'to_messages': 894, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'rebecca.mcdonald@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1691366, 'expenses': 'NaN', 'from_poi_to_this_person': 54, 'exercised_stock_options': 757301, 'from_messages': 13, 'other': 'NaN', 'from_this_person_to_poi': 1, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 720, 'restricted_stock': 934065, 'director_fees': 'NaN'}\n",
    "    data[\"CUMBERLAND MICHAEL S\"]={'salary': 184899, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 807956, 'loan_advances': 'NaN', 'bonus': 325000, 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 207940, 'expenses': 22344, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 713, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 275000, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 207940, 'director_fees': 'NaN'}\n",
    "    data[\"GAHN ROBERT S\"]={'salary': 192008, 'to_messages': 'NaN', 'deferral_payments': 73122, 'total_payments': 900585, 'loan_advances': 'NaN', 'bonus': 509870, 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -1042, 'total_stock_value': 318607, 'expenses': 50080, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 83237, 'from_messages': 'NaN', 'other': 76547, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 235370, 'director_fees': 'NaN'}\n",
    "    data[\"BADUM JAMES P\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 178980, 'total_payments': 182466, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 257817, 'expenses': 3486, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 257817, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"HERMANN ROBERT J\"]={'salary': 262663, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 1297461, 'loan_advances': 'NaN', 'bonus': 700000, 'email_address': 'robert.hermann@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -280000, 'total_stock_value': 668132, 'expenses': 48357, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 187500, 'from_messages': 'NaN', 'other': 416441, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 150000, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 480632, 'director_fees': 'NaN'}\n",
    "    data[\"FALLON JAMES B\"]={'salary': 304588, 'to_messages': 1755, 'deferral_payments': 'NaN', 'total_payments': 3676340, 'loan_advances': 'NaN', 'bonus': 2500000, 'email_address': 'jim.fallon@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 2332399, 'expenses': 95924, 'from_poi_to_this_person': 42, 'exercised_stock_options': 940257, 'from_messages': 75, 'other': 401481, 'from_this_person_to_poi': 37, 'poi': False, 'long_term_incentive': 374347, 'shared_receipt_with_poi': 1604, 'restricted_stock': 1392142, 'director_fees': 'NaN'}\n",
    "    data[\"GATHMANN WILLIAM D\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': -72419, 'deferred_income': 'NaN', 'total_stock_value': 1945360, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 1753766, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 264013, 'director_fees': 'NaN'}\n",
    "    data[\"HORTON STANLEY C\"]={'salary': 'NaN', 'to_messages': 2350, 'deferral_payments': 3131860, 'total_payments': 3131860, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'stanley.horton@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 7256648, 'expenses': 'NaN', 'from_poi_to_this_person': 44, 'exercised_stock_options': 5210569, 'from_messages': 1073, 'other': 'NaN', 'from_this_person_to_poi': 15, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 1074, 'restricted_stock': 2046079, 'director_fees': 'NaN'}\n",
    "    data[\"BOWEN JR RAYMOND M\"]={'salary': 278601, 'to_messages': 1858, 'deferral_payments': 'NaN', 'total_payments': 2669589, 'loan_advances': 'NaN', 'bonus': 1350000, 'email_address': 'raymond.bowen@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -833, 'total_stock_value': 252055, 'expenses': 65907, 'from_poi_to_this_person': 140, 'exercised_stock_options': 'NaN', 'from_messages': 27, 'other': 1621, 'from_this_person_to_poi': 15, 'poi': True, 'long_term_incentive': 974293, 'shared_receipt_with_poi': 1593, 'restricted_stock': 252055, 'director_fees': 'NaN'}\n",
    "    data[\"GILLIS JOHN\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 85641, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 9803, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 75838, 'director_fees': 'NaN'}\n",
    "    data[\"FITZGERALD JAY L\"]={'salary': 199157, 'to_messages': 936, 'deferral_payments': 'NaN', 'total_payments': 1414857, 'loan_advances': 'NaN', 'bonus': 350000, 'email_address': 'jay.fitzgerald@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1621236, 'expenses': 23870, 'from_poi_to_this_person': 1, 'exercised_stock_options': 664461, 'from_messages': 16, 'other': 285414, 'from_this_person_to_poi': 8, 'poi': False, 'long_term_incentive': 556416, 'shared_receipt_with_poi': 723, 'restricted_stock': 956775, 'director_fees': 'NaN'}\n",
    "    data[\"MORAN MICHAEL P\"]={'salary': 'NaN', 'to_messages': 672, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'michael.moran@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 221141, 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 59539, 'from_messages': 19, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 127, 'restricted_stock': 161602, 'director_fees': 'NaN'}\n",
    "    data[\"REDMOND BRIAN L\"]={'salary': 96840, 'to_messages': 1671, 'deferral_payments': 'NaN', 'total_payments': 111529, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'brian.redmond@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 7890324, 'expenses': 14689, 'from_poi_to_this_person': 204, 'exercised_stock_options': 7509039, 'from_messages': 221, 'other': 'NaN', 'from_this_person_to_poi': 49, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 1063, 'restricted_stock': 381285, 'director_fees': 'NaN'}\n",
    "    data[\"BAZELIDES PHILIP J\"]={'salary': 80818, 'to_messages': 'NaN', 'deferral_payments': 684694, 'total_payments': 860136, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1599641, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 1599641, 'from_messages': 'NaN', 'other': 874, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 93750, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"BELDEN TIMOTHY N\"]={'salary': 213999, 'to_messages': 7991, 'deferral_payments': 2144013, 'total_payments': 5501630, 'loan_advances': 'NaN', 'bonus': 5249999, 'email_address': 'tim.belden@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -2334434, 'total_stock_value': 1110705, 'expenses': 17355, 'from_poi_to_this_person': 228, 'exercised_stock_options': 953136, 'from_messages': 484, 'other': 210698, 'from_this_person_to_poi': 108, 'poi': True, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 5521, 'restricted_stock': 157569, 'director_fees': 'NaN'}\n",
    "    data[\"DIMICHELE RICHARD G\"]={'salary': 262788, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 2368151, 'loan_advances': 'NaN', 'bonus': 1000000, 'email_address': 'richard.dimichele@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 8317782, 'expenses': 35812, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 8191755, 'from_messages': 'NaN', 'other': 374689, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 694862, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 126027, 'director_fees': 'NaN'}\n",
    "    data[\"DURAN WILLIAM D\"]={'salary': 210692, 'to_messages': 904, 'deferral_payments': 'NaN', 'total_payments': 2093263, 'loan_advances': 'NaN', 'bonus': 750000, 'email_address': 'w.duran@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1640910, 'expenses': 25785, 'from_poi_to_this_person': 106, 'exercised_stock_options': 1451869, 'from_messages': 12, 'other': 1568, 'from_this_person_to_poi': 3, 'poi': False, 'long_term_incentive': 1105218, 'shared_receipt_with_poi': 599, 'restricted_stock': 189041, 'director_fees': 'NaN'}\n",
    "    data[\"THORN TERENCE H\"]={'salary': 222093, 'to_messages': 266, 'deferral_payments': 16586, 'total_payments': 911453, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'terence.thorn@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 4817796, 'expenses': 46145, 'from_poi_to_this_person': 0, 'exercised_stock_options': 4452476, 'from_messages': 41, 'other': 426629, 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 200000, 'shared_receipt_with_poi': 73, 'restricted_stock': 365320, 'director_fees': 'NaN'}\n",
    "    data[\"FASTOW ANDREW S\"]={'salary': 440698, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 2424083, 'loan_advances': 'NaN', 'bonus': 1300000, 'email_address': 'andrew.fastow@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -1386055, 'total_stock_value': 1794412, 'expenses': 55921, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 277464, 'from_this_person_to_poi': 'NaN', 'poi': True, 'long_term_incentive': 1736055, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 1794412, 'director_fees': 'NaN'}\n",
    "    data[\"FOY JOE\"]={'salary': 'NaN', 'to_messages': 57, 'deferral_payments': 181755, 'total_payments': 181755, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'tracy.foy@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 343434, 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 343434, 'from_messages': 13, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 2, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"CALGER CHRISTOPHER F\"]={'salary': 240189, 'to_messages': 2598, 'deferral_payments': 'NaN', 'total_payments': 1639297, 'loan_advances': 'NaN', 'bonus': 1250000, 'email_address': 'christopher.calger@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -262500, 'total_stock_value': 126027, 'expenses': 35818, 'from_poi_to_this_person': 199, 'exercised_stock_options': 'NaN', 'from_messages': 144, 'other': 486, 'from_this_person_to_poi': 25, 'poi': True, 'long_term_incentive': 375304, 'shared_receipt_with_poi': 2188, 'restricted_stock': 126027, 'director_fees': 'NaN'}\n",
    "    data[\"RICE KENNETH D\"]={'salary': 420636, 'to_messages': 905, 'deferral_payments': 'NaN', 'total_payments': 505050, 'loan_advances': 'NaN', 'bonus': 1750000, 'email_address': 'ken.rice@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -3504386, 'total_stock_value': 22542539, 'expenses': 46950, 'from_poi_to_this_person': 42, 'exercised_stock_options': 19794175, 'from_messages': 18, 'other': 174839, 'from_this_person_to_poi': 4, 'poi': True, 'long_term_incentive': 1617011, 'shared_receipt_with_poi': 864, 'restricted_stock': 2748364, 'director_fees': 'NaN'}\n",
    "    data[\"KAMINSKI WINCENTY J\"]={'salary': 275101, 'to_messages': 4607, 'deferral_payments': 'NaN', 'total_payments': 1086821, 'loan_advances': 'NaN', 'bonus': 400000, 'email_address': 'vince.kaminski@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 976037, 'expenses': 83585, 'from_poi_to_this_person': 41, 'exercised_stock_options': 850010, 'from_messages': 14368, 'other': 4669, 'from_this_person_to_poi': 171, 'poi': False, 'long_term_incentive': 323466, 'shared_receipt_with_poi': 583, 'restricted_stock': 126027, 'director_fees': 'NaN'}\n",
    "    data[\"LOCKHART EUGENE E\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"COX DAVID\"]={'salary': 314288, 'to_messages': 102, 'deferral_payments': 'NaN', 'total_payments': 1101393, 'loan_advances': 'NaN', 'bonus': 800000, 'email_address': 'chip.cox@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -41250, 'total_stock_value': 495633, 'expenses': 27861, 'from_poi_to_this_person': 0, 'exercised_stock_options': 117551, 'from_messages': 33, 'other': 494, 'from_this_person_to_poi': 4, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 71, 'restricted_stock': 378082, 'director_fees': 'NaN'}\n",
    "    data[\"OVERDYKE JR JERE C\"]={'salary': 94941, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 249787, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'jere.overdyke@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 7307594, 'expenses': 18834, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 5266578, 'from_messages': 'NaN', 'other': 176, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 135836, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 2041016, 'director_fees': 'NaN'}\n",
    "    data[\"PEREIRA PAULO V. FERRAZ\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 27942, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -101250, 'total_stock_value': 'NaN', 'expenses': 27942, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 101250}\n",
    "    data[\"STABLER FRANK\"]={'salary': 239502, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 1112087, 'loan_advances': 'NaN', 'bonus': 500000, 'email_address': 'frank.stabler@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 511734, 'expenses': 16514, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 356071, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 511734, 'director_fees': 'NaN'}\n",
    "    data[\"SKILLING JEFFREY K\"]={'salary': 1111258, 'to_messages': 3627, 'deferral_payments': 'NaN', 'total_payments': 8682716, 'loan_advances': 'NaN', 'bonus': 5600000, 'email_address': 'jeff.skilling@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 26093672, 'expenses': 29336, 'from_poi_to_this_person': 88, 'exercised_stock_options': 19250000, 'from_messages': 108, 'other': 22122, 'from_this_person_to_poi': 30, 'poi': True, 'long_term_incentive': 1920000, 'shared_receipt_with_poi': 2042, 'restricted_stock': 6843672, 'director_fees': 'NaN'}\n",
    "    data[\"BLAKE JR. NORMAN P\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 1279, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -113784, 'total_stock_value': 'NaN', 'expenses': 1279, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 113784}\n",
    "    data[\"SHERRICK JEFFREY B\"]={'salary': 'NaN', 'to_messages': 613, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'jeffrey.sherrick@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1832468, 'expenses': 'NaN', 'from_poi_to_this_person': 39, 'exercised_stock_options': 1426469, 'from_messages': 25, 'other': 'NaN', 'from_this_person_to_poi': 18, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 583, 'restricted_stock': 405999, 'director_fees': 'NaN'}\n",
    "    data[\"PRENTICE JAMES\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 564348, 'total_payments': 564348, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'james.prentice@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1095040, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 886231, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 208809, 'director_fees': 'NaN'}\n",
    "    data[\"GRAY RODNEY\"]={'salary': 6615, 'to_messages': 'NaN', 'deferral_payments': 93585, 'total_payments': 1146658, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 680833, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 365625, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"THE TRAVEL AGENCY IN THE PARK\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 362096, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 362096, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"UMANOFF ADAM S\"]={'salary': 288589, 'to_messages': 111, 'deferral_payments': 'NaN', 'total_payments': 1130461, 'loan_advances': 'NaN', 'bonus': 788750, 'email_address': 'adam.umanoff@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 53122, 'from_poi_to_this_person': 12, 'exercised_stock_options': 'NaN', 'from_messages': 18, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 41, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"KEAN STEVEN J\"]={'salary': 404338, 'to_messages': 12754, 'deferral_payments': 'NaN', 'total_payments': 1747522, 'loan_advances': 'NaN', 'bonus': 1000000, 'email_address': 'steven.kean@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 6153642, 'expenses': 41953, 'from_poi_to_this_person': 140, 'exercised_stock_options': 2022048, 'from_messages': 6759, 'other': 1231, 'from_this_person_to_poi': 387, 'poi': False, 'long_term_incentive': 300000, 'shared_receipt_with_poi': 3639, 'restricted_stock': 4131594, 'director_fees': 'NaN'}\n",
    "    data[\"TOTAL\"]={'salary': 26704229, 'to_messages': 'NaN', 'deferral_payments': 32083396, 'total_payments': 309886585, 'loan_advances': 83925000, 'bonus': 97343619, 'email_address': 'NaN', 'restricted_stock_deferred': -7576788, 'deferred_income': -27992891, 'total_stock_value': 434509511, 'expenses': 5235198, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 311764000, 'from_messages': 'NaN', 'other': 42667589, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 48521928, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 130322299, 'director_fees': 1398517}\n",
    "    data[\"FOWLER PEGGY\"]={'salary': 'NaN', 'to_messages': 517, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'kulvinder.fowler@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1884748, 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 1324578, 'from_messages': 36, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 10, 'restricted_stock': 560170, 'director_fees': 'NaN'}\n",
    "    data[\"WASAFF GEORGE\"]={'salary': 259996, 'to_messages': 400, 'deferral_payments': 831299, 'total_payments': 1034395, 'loan_advances': 'NaN', 'bonus': 325000, 'email_address': 'george.wasaff@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -583325, 'total_stock_value': 2056427, 'expenses': 'NaN', 'from_poi_to_this_person': 22, 'exercised_stock_options': 1668260, 'from_messages': 30, 'other': 1425, 'from_this_person_to_poi': 7, 'poi': False, 'long_term_incentive': 200000, 'shared_receipt_with_poi': 337, 'restricted_stock': 388167, 'director_fees': 'NaN'}\n",
    "    data[\"WHITE JR THOMAS E\"]={'salary': 317543, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 1934359, 'loan_advances': 'NaN', 'bonus': 450000, 'email_address': 'thomas.white@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 15144123, 'expenses': 81353, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 1297049, 'from_messages': 'NaN', 'other': 1085463, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 13847074, 'director_fees': 'NaN'}\n",
    "    data[\"CHRISTODOULOU DIOMEDES\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'diomedes.christodoulou@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 6077885, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 5127155, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 950730, 'director_fees': 'NaN'}\n",
    "    data[\"ALLEN PHILLIP K\"]={'salary': 201955, 'to_messages': 2902, 'deferral_payments': 2869717, 'total_payments': 4484442, 'loan_advances': 'NaN', 'bonus': 4175000, 'email_address': 'phillip.allen@enron.com', 'restricted_stock_deferred': -126027, 'deferred_income': -3081055, 'total_stock_value': 1729541, 'expenses': 13868, 'from_poi_to_this_person': 47, 'exercised_stock_options': 1729541, 'from_messages': 2195, 'other': 152, 'from_this_person_to_poi': 65, 'poi': False, 'long_term_incentive': 304805, 'shared_receipt_with_poi': 1407, 'restricted_stock': 126027, 'director_fees': 'NaN'}\n",
    "    data[\"SHARP VICTORIA T\"]={'salary': 248146, 'to_messages': 3136, 'deferral_payments': 187469, 'total_payments': 1576511, 'loan_advances': 'NaN', 'bonus': 600000, 'email_address': 'vicki.sharp@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 494136, 'expenses': 116337, 'from_poi_to_this_person': 24, 'exercised_stock_options': 281073, 'from_messages': 136, 'other': 2401, 'from_this_person_to_poi': 6, 'poi': False, 'long_term_incentive': 422158, 'shared_receipt_with_poi': 2477, 'restricted_stock': 213063, 'director_fees': 'NaN'}\n",
    "    data[\"JAEDICKE ROBERT\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 83750, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': -44093, 'deferred_income': -25000, 'total_stock_value': 431750, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 431750, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 44093, 'director_fees': 108750}\n",
    "    data[\"WINOKUR JR. HERBERT S\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 84992, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -25000, 'total_stock_value': 'NaN', 'expenses': 1413, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 108579}\n",
    "    data[\"BROWN MICHAEL\"]={'salary': 'NaN', 'to_messages': 1486, 'deferral_payments': 'NaN', 'total_payments': 49288, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'michael.brown@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 49288, 'from_poi_to_this_person': 13, 'exercised_stock_options': 'NaN', 'from_messages': 41, 'other': 'NaN', 'from_this_person_to_poi': 1, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 761, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"MCCLELLAN GEORGE\"]={'salary': 263413, 'to_messages': 1744, 'deferral_payments': 'NaN', 'total_payments': 1318763, 'loan_advances': 'NaN', 'bonus': 900000, 'email_address': 'george.mcclellan@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -125000, 'total_stock_value': 947861, 'expenses': 228763, 'from_poi_to_this_person': 52, 'exercised_stock_options': 506765, 'from_messages': 49, 'other': 51587, 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 1469, 'restricted_stock': 441096, 'director_fees': 'NaN'}\n",
    "    data[\"HUGHES JAMES A\"]={'salary': 'NaN', 'to_messages': 719, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'james.hughes@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1118394, 'expenses': 'NaN', 'from_poi_to_this_person': 35, 'exercised_stock_options': 754966, 'from_messages': 34, 'other': 'NaN', 'from_this_person_to_poi': 5, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 589, 'restricted_stock': 363428, 'director_fees': 'NaN'}\n",
    "    data[\"REYNOLDS LAWRENCE\"]={'salary': 76399, 'to_messages': 'NaN', 'deferral_payments': 51365, 'total_payments': 394475, 'loan_advances': 'NaN', 'bonus': 100000, 'email_address': 'NaN', 'restricted_stock_deferred': -140264, 'deferred_income': -200000, 'total_stock_value': 4221891, 'expenses': 8409, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 4160672, 'from_messages': 'NaN', 'other': 202052, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 156250, 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 201483, 'director_fees': 'NaN'}\n",
    "    data[\"PICKERING MARK R\"]={'salary': 655037, 'to_messages': 898, 'deferral_payments': 'NaN', 'total_payments': 1386690, 'loan_advances': 400000, 'bonus': 300000, 'email_address': 'mark.pickering@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 28798, 'expenses': 31653, 'from_poi_to_this_person': 7, 'exercised_stock_options': 28798, 'from_messages': 67, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 728, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"BHATNAGAR SANJAY\"]={'salary': 'NaN', 'to_messages': 523, 'deferral_payments': 'NaN', 'total_payments': 15456290, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'sanjay.bhatnagar@enron.com', 'restricted_stock_deferred': 15456290, 'deferred_income': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 2604490, 'from_messages': 29, 'other': 137864, 'from_this_person_to_poi': 1, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 463, 'restricted_stock': -2604490, 'director_fees': 137864}\n",
    "    data[\"CARTER REBECCA C\"]={'salary': 261809, 'to_messages': 312, 'deferral_payments': 'NaN', 'total_payments': 477557, 'loan_advances': 'NaN', 'bonus': 300000, 'email_address': 'rebecca.carter@enron.com', 'restricted_stock_deferred': -307301, 'deferred_income': -159792, 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 29, 'exercised_stock_options': 'NaN', 'from_messages': 15, 'other': 540, 'from_this_person_to_poi': 7, 'poi': False, 'long_term_incentive': 75000, 'shared_receipt_with_poi': 196, 'restricted_stock': 307301, 'director_fees': 'NaN'}\n",
    "    data[\"BUCHANAN HAROLD G\"]={'salary': 248017, 'to_messages': 1088, 'deferral_payments': 'NaN', 'total_payments': 1054637, 'loan_advances': 'NaN', 'bonus': 500000, 'email_address': 'john.buchanan@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1014505, 'expenses': 600, 'from_poi_to_this_person': 0, 'exercised_stock_options': 825464, 'from_messages': 125, 'other': 1215, 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 304805, 'shared_receipt_with_poi': 23, 'restricted_stock': 189041, 'director_fees': 'NaN'}\n",
    "    data[\"YEAP SOON\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 55097, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 192758, 'expenses': 55097, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 192758, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"MURRAY JULIA H\"]={'salary': 229284, 'to_messages': 2192, 'deferral_payments': 'NaN', 'total_payments': 812194, 'loan_advances': 'NaN', 'bonus': 400000, 'email_address': 'julia.murray@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 597461, 'expenses': 57580, 'from_poi_to_this_person': 11, 'exercised_stock_options': 400478, 'from_messages': 45, 'other': 330, 'from_this_person_to_poi': 2, 'poi': False, 'long_term_incentive': 125000, 'shared_receipt_with_poi': 395, 'restricted_stock': 196983, 'director_fees': 'NaN'}\n",
    "    data[\"GARLAND C KEVIN\"]={'salary': 231946, 'to_messages': 209, 'deferral_payments': 'NaN', 'total_payments': 1566469, 'loan_advances': 'NaN', 'bonus': 850000, 'email_address': 'kevin.garland@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 896153, 'expenses': 48405, 'from_poi_to_this_person': 10, 'exercised_stock_options': 636246, 'from_messages': 44, 'other': 60814, 'from_this_person_to_poi': 27, 'poi': False, 'long_term_incentive': 375304, 'shared_receipt_with_poi': 178, 'restricted_stock': 259907, 'director_fees': 'NaN'}\n",
    "    data[\"DODSON KEITH\"]={'salary': 221003, 'to_messages': 176, 'deferral_payments': 'NaN', 'total_payments': 319941, 'loan_advances': 'NaN', 'bonus': 70000, 'email_address': 'keith.dodson@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 28164, 'from_poi_to_this_person': 10, 'exercised_stock_options': 'NaN', 'from_messages': 14, 'other': 774, 'from_this_person_to_poi': 3, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 114, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"YEAGER F SCOTT\"]={'salary': 158403, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 360300, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'scott.yeager@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 11884758, 'expenses': 53947, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 8308552, 'from_messages': 'NaN', 'other': 147950, 'from_this_person_to_poi': 'NaN', 'poi': True, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 3576206, 'director_fees': 'NaN'}\n",
    "    data[\"HIRKO JOSEPH\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 10259, 'total_payments': 91093, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'joe.hirko@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 30766064, 'expenses': 77978, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 30766064, 'from_messages': 'NaN', 'other': 2856, 'from_this_person_to_poi': 'NaN', 'poi': True, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"DIETRICH JANET R\"]={'salary': 250100, 'to_messages': 2572, 'deferral_payments': 'NaN', 'total_payments': 1410464, 'loan_advances': 'NaN', 'bonus': 600000, 'email_address': 'janet.dietrich@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1865087, 'expenses': 3475, 'from_poi_to_this_person': 305, 'exercised_stock_options': 1550019, 'from_messages': 63, 'other': 473, 'from_this_person_to_poi': 14, 'poi': False, 'long_term_incentive': 556416, 'shared_receipt_with_poi': 1902, 'restricted_stock': 315068, 'director_fees': 'NaN'}\n",
    "    data[\"DERRICK JR. JAMES V\"]={'salary': 492375, 'to_messages': 2181, 'deferral_payments': 'NaN', 'total_payments': 550981, 'loan_advances': 'NaN', 'bonus': 800000, 'email_address': 'james.derrick@enron.com', 'restricted_stock_deferred': -1787380, 'deferred_income': -1284000, 'total_stock_value': 8831913, 'expenses': 51124, 'from_poi_to_this_person': 64, 'exercised_stock_options': 8831913, 'from_messages': 909, 'other': 7482, 'from_this_person_to_poi': 20, 'poi': False, 'long_term_incentive': 484000, 'shared_receipt_with_poi': 1401, 'restricted_stock': 1787380, 'director_fees': 'NaN'}\n",
    "    data[\"FREVERT MARK A\"]={'salary': 1060932, 'to_messages': 3275, 'deferral_payments': 6426990, 'total_payments': 17252530, 'loan_advances': 2000000, 'bonus': 2000000, 'email_address': 'mark.frevert@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -3367011, 'total_stock_value': 14622185, 'expenses': 86987, 'from_poi_to_this_person': 242, 'exercised_stock_options': 10433518, 'from_messages': 21, 'other': 7427621, 'from_this_person_to_poi': 6, 'poi': False, 'long_term_incentive': 1617011, 'shared_receipt_with_poi': 2979, 'restricted_stock': 4188667, 'director_fees': 'NaN'}\n",
    "    data[\"PAI LOU L\"]={'salary': 261879, 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 3123383, 'loan_advances': 'NaN', 'bonus': 1000000, 'email_address': 'lou.pai@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 23817930, 'expenses': 32047, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 15364167, 'from_messages': 'NaN', 'other': 1829457, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 8453763, 'director_fees': 'NaN'}\n",
    "    data[\"HAYSLETT RODERICK J\"]={'salary': 'NaN', 'to_messages': 2649, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'rod.hayslett@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 346663, 'expenses': 'NaN', 'from_poi_to_this_person': 35, 'exercised_stock_options': 'NaN', 'from_messages': 1061, 'other': 'NaN', 'from_this_person_to_poi': 38, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 571, 'restricted_stock': 346663, 'director_fees': 'NaN'}\n",
    "    data[\"BAY FRANKLIN R\"]={'salary': 239671, 'to_messages': 'NaN', 'deferral_payments': 260455, 'total_payments': 827696, 'loan_advances': 'NaN', 'bonus': 400000, 'email_address': 'frank.bay@enron.com', 'restricted_stock_deferred': -82782, 'deferred_income': -201641, 'total_stock_value': 63014, 'expenses': 129142, 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 69, 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 145796, 'director_fees': 'NaN'}\n",
    "    data[\"MCCARTY DANNY J\"]={'salary': 'NaN', 'to_messages': 1433, 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'danny.mccarty@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 758931, 'expenses': 'NaN', 'from_poi_to_this_person': 25, 'exercised_stock_options': 664375, 'from_messages': 215, 'other': 'NaN', 'from_this_person_to_poi': 2, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 508, 'restricted_stock': 94556, 'director_fees': 'NaN'}\n",
    "    data[\"FUGH JOHN L\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 50591, 'total_payments': 50591, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 176378, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 176378, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"SCRIMSHAW MATTHEW\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 'NaN', 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'matthew.scrimshaw@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 759557, 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 759557, 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"KOENIG MARK E\"]={'salary': 309946, 'to_messages': 2374, 'deferral_payments': 'NaN', 'total_payments': 1587421, 'loan_advances': 'NaN', 'bonus': 700000, 'email_address': 'mark.koenig@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 1920055, 'expenses': 127017, 'from_poi_to_this_person': 53, 'exercised_stock_options': 671737, 'from_messages': 61, 'other': 150458, 'from_this_person_to_poi': 15, 'poi': True, 'long_term_incentive': 300000, 'shared_receipt_with_poi': 2271, 'restricted_stock': 1248318, 'director_fees': 'NaN'}\n",
    "    data[\"SAVAGE FRANK\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 3750, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': -121284, 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 125034}\n",
    "    data[\"IZZO LAWRENCE L\"]={'salary': 85274, 'to_messages': 496, 'deferral_payments': 'NaN', 'total_payments': 1979596, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'larry.izzo@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 5819980, 'expenses': 28093, 'from_poi_to_this_person': 28, 'exercised_stock_options': 2165172, 'from_messages': 19, 'other': 1553729, 'from_this_person_to_poi': 5, 'poi': False, 'long_term_incentive': 312500, 'shared_receipt_with_poi': 437, 'restricted_stock': 3654808, 'director_fees': 'NaN'}\n",
    "    data[\"TILNEY ELIZABETH A\"]={'salary': 247338, 'to_messages': 460, 'deferral_payments': 'NaN', 'total_payments': 399393, 'loan_advances': 'NaN', 'bonus': 300000, 'email_address': 'elizabeth.tilney@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -575000, 'total_stock_value': 1168042, 'expenses': 'NaN', 'from_poi_to_this_person': 10, 'exercised_stock_options': 591250, 'from_messages': 19, 'other': 152055, 'from_this_person_to_poi': 11, 'poi': False, 'long_term_incentive': 275000, 'shared_receipt_with_poi': 379, 'restricted_stock': 576792, 'director_fees': 'NaN'}\n",
    "    data[\"MARTIN AMANDA K\"]={'salary': 349487, 'to_messages': 1522, 'deferral_payments': 85430, 'total_payments': 8407016, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'a..martin@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 2070306, 'expenses': 8211, 'from_poi_to_this_person': 8, 'exercised_stock_options': 2070306, 'from_messages': 230, 'other': 2818454, 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 5145434, 'shared_receipt_with_poi': 477, 'restricted_stock': 'NaN', 'director_fees': 'NaN'}\n",
    "    data[\"BUY RICHARD B\"]={'salary': 330546, 'to_messages': 3523, 'deferral_payments': 649584, 'total_payments': 2355702, 'loan_advances': 'NaN', 'bonus': 900000, 'email_address': 'rick.buy@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -694862, 'total_stock_value': 3444470, 'expenses': 'NaN', 'from_poi_to_this_person': 156, 'exercised_stock_options': 2542813, 'from_messages': 1053, 'other': 400572, 'from_this_person_to_poi': 71, 'poi': False, 'long_term_incentive': 769862, 'shared_receipt_with_poi': 2333, 'restricted_stock': 901657, 'director_fees': 'NaN'}\n",
    "    data[\"GRAMM WENDY L\"]={'salary': 'NaN', 'to_messages': 'NaN', 'deferral_payments': 'NaN', 'total_payments': 119292, 'loan_advances': 'NaN', 'bonus': 'NaN', 'email_address': 'NaN', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 'NaN', 'expenses': 'NaN', 'from_poi_to_this_person': 'NaN', 'exercised_stock_options': 'NaN', 'from_messages': 'NaN', 'other': 'NaN', 'from_this_person_to_poi': 'NaN', 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 'NaN', 'restricted_stock': 'NaN', 'director_fees': 119292}\n",
    "    data[\"CAUSEY RICHARD A\"]={'salary': 415189, 'to_messages': 1892, 'deferral_payments': 'NaN', 'total_payments': 1868758, 'loan_advances': 'NaN', 'bonus': 1000000, 'email_address': 'richard.causey@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -235000, 'total_stock_value': 2502063, 'expenses': 30674, 'from_poi_to_this_person': 58, 'exercised_stock_options': 'NaN', 'from_messages': 49, 'other': 307895, 'from_this_person_to_poi': 12, 'poi': True, 'long_term_incentive': 350000, 'shared_receipt_with_poi': 1585, 'restricted_stock': 2502063, 'director_fees': 'NaN'}\n",
    "    data[\"TAYLOR MITCHELL S\"]={'salary': 265214, 'to_messages': 533, 'deferral_payments': 227449, 'total_payments': 1092663, 'loan_advances': 'NaN', 'bonus': 600000, 'email_address': 'mitchell.taylor@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 3745048, 'expenses': 'NaN', 'from_poi_to_this_person': 0, 'exercised_stock_options': 3181250, 'from_messages': 29, 'other': 'NaN', 'from_this_person_to_poi': 0, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 300, 'restricted_stock': 563798, 'director_fees': 'NaN'}\n",
    "    data[\"DONAHUE JR JEFFREY M\"]={'salary': 278601, 'to_messages': 865, 'deferral_payments': 'NaN', 'total_payments': 875760, 'loan_advances': 'NaN', 'bonus': 800000, 'email_address': 'jeff.donahue@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': -300000, 'total_stock_value': 1080988, 'expenses': 96268, 'from_poi_to_this_person': 188, 'exercised_stock_options': 765920, 'from_messages': 22, 'other': 891, 'from_this_person_to_poi': 11, 'poi': False, 'long_term_incentive': 'NaN', 'shared_receipt_with_poi': 772, 'restricted_stock': 315068, 'director_fees': 'NaN'}\n",
    "    data[\"GLISAN JR BEN F\"]={'salary': 274975, 'to_messages': 873, 'deferral_payments': 'NaN', 'total_payments': 1272284, 'loan_advances': 'NaN', 'bonus': 600000, 'email_address': 'ben.glisan@enron.com', 'restricted_stock_deferred': 'NaN', 'deferred_income': 'NaN', 'total_stock_value': 778546, 'expenses': 125978, 'from_poi_to_this_person': 52, 'exercised_stock_options': 384728, 'from_messages': 16, 'other': 200308, 'from_this_person_to_poi': 6, 'poi': True, 'long_term_incentive': 71023, 'shared_receipt_with_poi': 874, 'restricted_stock': 393818, 'director_fees': 'NaN'}\n",
    "\n",
    "    return data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以下的代码计算了所有邮件中，每个人发给或收到 POIs 的邮件所占全部收发邮件的比例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "def computeFraction( poi_messages, all_messages ):\n",
    "    \"\"\" given a number messages to/from POI (numerator) \n",
    "        and number of all messages to/from a person (denominator),\n",
    "        return the fraction of messages to/from that person\n",
    "        that are from/to a POI\n",
    "   \"\"\"\n",
    "\n",
    "\n",
    "    ### you fill in this code, so that it returns either\n",
    "    ###     the fraction of all messages to this person that come from POIs\n",
    "    ###     or\n",
    "    ###     the fraction of all messages from this person that are sent to POIs\n",
    "    ### the same code can be used to compute either quantity\n",
    "\n",
    "    ### beware of \"NaN\" when there is no known email address (and so\n",
    "    ### no filled email features), and integer division!\n",
    "    ### in case of poi_messages or all_messages having \"NaN\" value, return 0.\n",
    "    fraction = 0.\n",
    "    if poi_messages != \"NaN\" and all_messages != \"NaN\":\n",
    "        fraction = poi_messages / all_messages\n",
    "    else: fraction = 0.\n",
    "\n",
    "\n",
    "    return fraction\n",
    "\n",
    "\n",
    "data_dict = getData() \n",
    "\n",
    "submit_dict = {}\n",
    "for name in data_dict:\n",
    "\n",
    "    data_point = data_dict[name]\n",
    "\n",
    "    print\n",
    "    from_poi_to_this_person = data_point[\"from_poi_to_this_person\"]\n",
    "    to_messages = data_point[\"to_messages\"]\n",
    "    fraction_from_poi = computeFraction( from_poi_to_this_person, to_messages )\n",
    "    #print (\"The fraction of mails from POIs\",fraction_from_poi)\n",
    "    data_point[\"fraction_from_poi\"] = fraction_from_poi\n",
    "\n",
    "\n",
    "    from_this_person_to_poi = data_point[\"from_this_person_to_poi\"]\n",
    "    from_messages = data_point[\"from_messages\"]\n",
    "    fraction_to_poi = computeFraction( from_this_person_to_poi, from_messages )\n",
    "    #print (\"The fraction of mails to POIs\", fraction_to_poi, \"\\n\")\n",
    "    submit_dict[name]={\"from_poi_to_this_person\":fraction_from_poi,\n",
    "                       \"from_this_person_to_poi\":fraction_to_poi}\n",
    "    data_point[\"fraction_to_poi\"] = fraction_to_poi\n",
    "    \n",
    "    \n",
    "#####################\n",
    "\n",
    "def submitDict():\n",
    "    return submit_dict\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "#print(data_dict[\"METTS MARK\"])\n",
    "\n",
    "for name in data_dict:\n",
    "    if data_dict[name][\"poi\"]:\n",
    "        plt.scatter(data_dict[name][\"fraction_from_poi\"], data_dict[name][\"fraction_to_poi\"],c=\"r\")\n",
    "    else:\n",
    "        plt.scatter(data_dict[name][\"fraction_from_poi\"], data_dict[name][\"fraction_to_poi\"],c=\"g\")\n",
    "plt.xlabel(\"Fractions From POIs\")\n",
    "plt.ylabel(\"Fractions To POIs\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "根据上边的图片看来，其实还是没有太明显的特征.但是可以看到，**POIs 发送给 POIs 的邮件数量普遍占据所有发送邮件的 17% 及以上**，\n",
    "所以，如果发送给 POIs 的邮件数量低于总数的 17% 就很有可能此人不是 POIs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}