In [6]:
import pickle
enron_data = pickle.load(open("data/final_project_dataset.pkl", "r"))
i=1;
nonpoi = 0;
poi_number=0;
poi_total=0;
for x in enron_data:
z = 1;
print (i, x)
for y in enron_data[x]:
print (" feature",z,y,enron_data[x][y])
if y == 'poi':
poi_total = poi_total + 1;
if enron_data[x][y] == True :
poi_number = poi_number + 1;
else:
nonpoi = nonpoi + 1;
z=z+1
i=i+1
print ("POI - PESSOAS DE INTERESSE = ",poi_number)
print ("NON POI = ",nonpoi)
print ("TOTAL POI = ",poi_total, poi_number + nonpoi)
(1, 'METTS MARK')
(' feature', 1, 'salary', 365788)
(' feature', 2, 'to_messages', 807)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 1061827)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 600000)
(' feature', 7, 'restricted_stock', 585062)
(' feature', 8, 'shared_receipt_with_poi', 702)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 585062)
(' feature', 11, 'expenses', 94299)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 29)
(' feature', 14, 'other', 1740)
(' feature', 15, 'from_this_person_to_poi', 1)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'mark.metts@enron.com')
(' feature', 21, 'from_poi_to_this_person', 38)
(2, 'BAXTER JOHN C')
(' feature', 1, 'salary', 267102)
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 1295738)
(' feature', 4, 'total_payments', 5634343)
(' feature', 5, 'exercised_stock_options', 6680544)
(' feature', 6, 'bonus', 1200000)
(' feature', 7, 'restricted_stock', 3942714)
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 10623258)
(' feature', 11, 'expenses', 11200)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 2660303)
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -1386055)
(' feature', 19, 'long_term_incentive', 1586055)
(' feature', 20, 'email_address', 'NaN')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(3, 'ELLIOTT STEVEN')
(' feature', 1, 'salary', 170941)
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 211725)
(' feature', 5, 'exercised_stock_options', 4890344)
(' feature', 6, 'bonus', 350000)
(' feature', 7, 'restricted_stock', 1788391)
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 6678735)
(' feature', 11, 'expenses', 78552)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 12961)
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -400729)
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'steven.elliott@enron.com')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(4, 'CORDES WILLIAM R')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 764)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 'NaN')
(' feature', 5, 'exercised_stock_options', 651850)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 386335)
(' feature', 8, 'shared_receipt_with_poi', 58)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 1038185)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 12)
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 0)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'bill.cordes@enron.com')
(' feature', 21, 'from_poi_to_this_person', 10)
(5, 'HANNON KEVIN P')
(' feature', 1, 'salary', 243293)
(' feature', 2, 'to_messages', 1045)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 288682)
(' feature', 5, 'exercised_stock_options', 5538001)
(' feature', 6, 'bonus', 1500000)
(' feature', 7, 'restricted_stock', 853064)
(' feature', 8, 'shared_receipt_with_poi', 1035)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 6391065)
(' feature', 11, 'expenses', 34039)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 32)
(' feature', 14, 'other', 11350)
(' feature', 15, 'from_this_person_to_poi', 21)
(' feature', 16, 'poi', True)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -3117011)
(' feature', 19, 'long_term_incentive', 1617011)
(' feature', 20, 'email_address', 'kevin.hannon@enron.com')
(' feature', 21, 'from_poi_to_this_person', 32)
(6, 'MORDAUNT KRISTINA M')
(' feature', 1, 'salary', 267093)
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 628522)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 325000)
(' feature', 7, 'restricted_stock', 208510)
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 208510)
(' feature', 11, 'expenses', 35018)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 1411)
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'kristina.mordaunt@enron.com')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(7, 'MEYER ROCKFORD G')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 232)
(' feature', 3, 'deferral_payments', 1848227)
(' feature', 4, 'total_payments', 1848227)
(' feature', 5, 'exercised_stock_options', 493489)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 462384)
(' feature', 8, 'shared_receipt_with_poi', 22)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 955873)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 28)
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 0)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'rockford.meyer@enron.com')
(' feature', 21, 'from_poi_to_this_person', 0)
(8, 'MCMAHON JEFFREY')
(' feature', 1, 'salary', 370448)
(' feature', 2, 'to_messages', 2355)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 4099771)
(' feature', 5, 'exercised_stock_options', 1104054)
(' feature', 6, 'bonus', 2600000)
(' feature', 7, 'restricted_stock', 558801)
(' feature', 8, 'shared_receipt_with_poi', 2228)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 1662855)
(' feature', 11, 'expenses', 137108)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 48)
(' feature', 14, 'other', 297353)
(' feature', 15, 'from_this_person_to_poi', 26)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 694862)
(' feature', 20, 'email_address', 'jeffrey.mcmahon@enron.com')
(' feature', 21, 'from_poi_to_this_person', 58)
(9, 'HORTON STANLEY C')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 2350)
(' feature', 3, 'deferral_payments', 3131860)
(' feature', 4, 'total_payments', 3131860)
(' feature', 5, 'exercised_stock_options', 5210569)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 2046079)
(' feature', 8, 'shared_receipt_with_poi', 1074)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 7256648)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 1073)
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 15)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'stanley.horton@enron.com')
(' feature', 21, 'from_poi_to_this_person', 44)
(10, 'PIPER GREGORY F')
(' feature', 1, 'salary', 197091)
(' feature', 2, 'to_messages', 1238)
(' feature', 3, 'deferral_payments', 1130036)
(' feature', 4, 'total_payments', 1737629)
(' feature', 5, 'exercised_stock_options', 880290)
(' feature', 6, 'bonus', 400000)
(' feature', 7, 'restricted_stock', 409554)
(' feature', 8, 'shared_receipt_with_poi', 742)
(' feature', 9, 'restricted_stock_deferred', -409554)
(' feature', 10, 'total_stock_value', 880290)
(' feature', 11, 'expenses', 43057)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 222)
(' feature', 14, 'other', 778)
(' feature', 15, 'from_this_person_to_poi', 48)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -33333)
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'greg.piper@enron.com')
(' feature', 21, 'from_poi_to_this_person', 61)
(11, 'HUMPHREY GENE E')
(' feature', 1, 'salary', 130724)
(' feature', 2, 'to_messages', 128)
(' feature', 3, 'deferral_payments', 2964506)
(' feature', 4, 'total_payments', 3100224)
(' feature', 5, 'exercised_stock_options', 2282768)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 'NaN')
(' feature', 8, 'shared_receipt_with_poi', 119)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 2282768)
(' feature', 11, 'expenses', 4994)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 17)
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 17)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'gene.humphrey@enron.com')
(' feature', 21, 'from_poi_to_this_person', 10)
(12, 'UMANOFF ADAM S')
(' feature', 1, 'salary', 288589)
(' feature', 2, 'to_messages', 111)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 1130461)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 788750)
(' feature', 7, 'restricted_stock', 'NaN')
(' feature', 8, 'shared_receipt_with_poi', 41)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 'NaN')
(' feature', 11, 'expenses', 53122)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 18)
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 0)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'adam.umanoff@enron.com')
(' feature', 21, 'from_poi_to_this_person', 12)
(13, 'BLACHMAN JEREMY M')
(' feature', 1, 'salary', 248546)
(' feature', 2, 'to_messages', 2475)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 2014835)
(' feature', 5, 'exercised_stock_options', 765313)
(' feature', 6, 'bonus', 850000)
(' feature', 7, 'restricted_stock', 189041)
(' feature', 8, 'shared_receipt_with_poi', 2326)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 954354)
(' feature', 11, 'expenses', 84208)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 14)
(' feature', 14, 'other', 272)
(' feature', 15, 'from_this_person_to_poi', 2)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 831809)
(' feature', 20, 'email_address', 'jeremy.blachman@enron.com')
(' feature', 21, 'from_poi_to_this_person', 25)
(14, 'SUNDE MARTIN')
(' feature', 1, 'salary', 257486)
(' feature', 2, 'to_messages', 2647)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 1545059)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 700000)
(' feature', 7, 'restricted_stock', 698920)
(' feature', 8, 'shared_receipt_with_poi', 2565)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 698920)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 38)
(' feature', 14, 'other', 111122)
(' feature', 15, 'from_this_person_to_poi', 13)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 476451)
(' feature', 20, 'email_address', 'marty.sunde@enron.com')
(' feature', 21, 'from_poi_to_this_person', 37)
(15, 'GIBBS DANA R')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 169)
(' feature', 3, 'deferral_payments', 504610)
(' feature', 4, 'total_payments', 966522)
(' feature', 5, 'exercised_stock_options', 2218275)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 'NaN')
(' feature', 8, 'shared_receipt_with_poi', 23)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 2218275)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 12)
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 0)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 461912)
(' feature', 20, 'email_address', 'dana.gibbs@enron.com')
(' feature', 21, 'from_poi_to_this_person', 0)
(16, 'LOWRY CHARLES P')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 'NaN')
(' feature', 5, 'exercised_stock_options', 372205)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 153686)
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', -153686)
(' feature', 10, 'total_stock_value', 372205)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'NaN')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(17, 'COLWELL WESLEY')
(' feature', 1, 'salary', 288542)
(' feature', 2, 'to_messages', 1758)
(' feature', 3, 'deferral_payments', 27610)
(' feature', 4, 'total_payments', 1490344)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 1200000)
(' feature', 7, 'restricted_stock', 698242)
(' feature', 8, 'shared_receipt_with_poi', 1132)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 698242)
(' feature', 11, 'expenses', 16514)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 40)
(' feature', 14, 'other', 101740)
(' feature', 15, 'from_this_person_to_poi', 11)
(' feature', 16, 'poi', True)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -144062)
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'wes.colwell@enron.com')
(' feature', 21, 'from_poi_to_this_person', 240)
(18, 'MULLER MARK S')
(' feature', 1, 'salary', 251654)
(' feature', 2, 'to_messages', 136)
(' feature', 3, 'deferral_payments', 842924)
(' feature', 4, 'total_payments', 3202070)
(' feature', 5, 'exercised_stock_options', 1056320)
(' feature', 6, 'bonus', 1100000)
(' feature', 7, 'restricted_stock', 360528)
(' feature', 8, 'shared_receipt_with_poi', 114)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 1416848)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 16)
(' feature', 14, 'other', 947)
(' feature', 15, 'from_this_person_to_poi', 0)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -719000)
(' feature', 19, 'long_term_incentive', 1725545)
(' feature', 20, 'email_address', 's..muller@enron.com')
(' feature', 21, 'from_poi_to_this_person', 12)
(19, 'JACKSON CHARLENE R')
(' feature', 1, 'salary', 288558)
(' feature', 2, 'to_messages', 258)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 551174)
(' feature', 5, 'exercised_stock_options', 185063)
(' feature', 6, 'bonus', 250000)
(' feature', 7, 'restricted_stock', 540672)
(' feature', 8, 'shared_receipt_with_poi', 117)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 725735)
(' feature', 11, 'expenses', 10181)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 56)
(' feature', 14, 'other', 2435)
(' feature', 15, 'from_this_person_to_poi', 19)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'charlene.jackson@enron.com')
(' feature', 21, 'from_poi_to_this_person', 25)
(20, 'WESTFAHL RICHARD K')
(' feature', 1, 'salary', 63744)
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 762135)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 384930)
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 384930)
(' feature', 11, 'expenses', 51870)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 401130)
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -10800)
(' feature', 19, 'long_term_incentive', 256191)
(' feature', 20, 'email_address', 'dick.westfahl@enron.com')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(21, 'WALTERS GARETH W')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 53625)
(' feature', 4, 'total_payments', 87410)
(' feature', 5, 'exercised_stock_options', 1030329)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 'NaN')
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 1030329)
(' feature', 11, 'expenses', 33785)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'NaN')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(22, 'WALLS JR ROBERT H')
(' feature', 1, 'salary', 357091)
(' feature', 2, 'to_messages', 671)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 1798780)
(' feature', 5, 'exercised_stock_options', 4346544)
(' feature', 6, 'bonus', 850000)
(' feature', 7, 'restricted_stock', 1552453)
(' feature', 8, 'shared_receipt_with_poi', 215)
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(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'frank.bay@enron.com')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(133, 'HAYSLETT RODERICK J')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 2649)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 'NaN')
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 346663)
(' feature', 8, 'shared_receipt_with_poi', 571)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 346663)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 1061)
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 38)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'rod.hayslett@enron.com')
(' feature', 21, 'from_poi_to_this_person', 35)
(134, 'FUGH JOHN L')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 50591)
(' feature', 4, 'total_payments', 50591)
(' feature', 5, 'exercised_stock_options', 176378)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 'NaN')
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 176378)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'NaN')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(135, 'FALLON JAMES B')
(' feature', 1, 'salary', 304588)
(' feature', 2, 'to_messages', 1755)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 3676340)
(' feature', 5, 'exercised_stock_options', 940257)
(' feature', 6, 'bonus', 2500000)
(' feature', 7, 'restricted_stock', 1392142)
(' feature', 8, 'shared_receipt_with_poi', 1604)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 2332399)
(' feature', 11, 'expenses', 95924)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 75)
(' feature', 14, 'other', 401481)
(' feature', 15, 'from_this_person_to_poi', 37)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 374347)
(' feature', 20, 'email_address', 'jim.fallon@enron.com')
(' feature', 21, 'from_poi_to_this_person', 42)
(136, 'KOENIG MARK E')
(' feature', 1, 'salary', 309946)
(' feature', 2, 'to_messages', 2374)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 1587421)
(' feature', 5, 'exercised_stock_options', 671737)
(' feature', 6, 'bonus', 700000)
(' feature', 7, 'restricted_stock', 1248318)
(' feature', 8, 'shared_receipt_with_poi', 2271)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 1920055)
(' feature', 11, 'expenses', 127017)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 61)
(' feature', 14, 'other', 150458)
(' feature', 15, 'from_this_person_to_poi', 15)
(' feature', 16, 'poi', True)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 300000)
(' feature', 20, 'email_address', 'mark.koenig@enron.com')
(' feature', 21, 'from_poi_to_this_person', 53)
(137, 'SAVAGE FRANK')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 3750)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 'NaN')
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 'NaN')
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 125034)
(' feature', 18, 'deferred_income', -121284)
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'NaN')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(138, 'IZZO LAWRENCE L')
(' feature', 1, 'salary', 85274)
(' feature', 2, 'to_messages', 496)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 1979596)
(' feature', 5, 'exercised_stock_options', 2165172)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 3654808)
(' feature', 8, 'shared_receipt_with_poi', 437)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 5819980)
(' feature', 11, 'expenses', 28093)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 19)
(' feature', 14, 'other', 1553729)
(' feature', 15, 'from_this_person_to_poi', 5)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 312500)
(' feature', 20, 'email_address', 'larry.izzo@enron.com')
(' feature', 21, 'from_poi_to_this_person', 28)
(139, 'TILNEY ELIZABETH A')
(' feature', 1, 'salary', 247338)
(' feature', 2, 'to_messages', 460)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 399393)
(' feature', 5, 'exercised_stock_options', 591250)
(' feature', 6, 'bonus', 300000)
(' feature', 7, 'restricted_stock', 576792)
(' feature', 8, 'shared_receipt_with_poi', 379)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 1168042)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 19)
(' feature', 14, 'other', 152055)
(' feature', 15, 'from_this_person_to_poi', 11)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -575000)
(' feature', 19, 'long_term_incentive', 275000)
(' feature', 20, 'email_address', 'elizabeth.tilney@enron.com')
(' feature', 21, 'from_poi_to_this_person', 10)
(140, 'MARTIN AMANDA K')
(' feature', 1, 'salary', 349487)
(' feature', 2, 'to_messages', 1522)
(' feature', 3, 'deferral_payments', 85430)
(' feature', 4, 'total_payments', 8407016)
(' feature', 5, 'exercised_stock_options', 2070306)
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 'NaN')
(' feature', 8, 'shared_receipt_with_poi', 477)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 2070306)
(' feature', 11, 'expenses', 8211)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 230)
(' feature', 14, 'other', 2818454)
(' feature', 15, 'from_this_person_to_poi', 0)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 5145434)
(' feature', 20, 'email_address', 'a..martin@enron.com')
(' feature', 21, 'from_poi_to_this_person', 8)
(141, 'BUY RICHARD B')
(' feature', 1, 'salary', 330546)
(' feature', 2, 'to_messages', 3523)
(' feature', 3, 'deferral_payments', 649584)
(' feature', 4, 'total_payments', 2355702)
(' feature', 5, 'exercised_stock_options', 2542813)
(' feature', 6, 'bonus', 900000)
(' feature', 7, 'restricted_stock', 901657)
(' feature', 8, 'shared_receipt_with_poi', 2333)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 3444470)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 1053)
(' feature', 14, 'other', 400572)
(' feature', 15, 'from_this_person_to_poi', 71)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -694862)
(' feature', 19, 'long_term_incentive', 769862)
(' feature', 20, 'email_address', 'rick.buy@enron.com')
(' feature', 21, 'from_poi_to_this_person', 156)
(142, 'GRAMM WENDY L')
(' feature', 1, 'salary', 'NaN')
(' feature', 2, 'to_messages', 'NaN')
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 119292)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 'NaN')
(' feature', 7, 'restricted_stock', 'NaN')
(' feature', 8, 'shared_receipt_with_poi', 'NaN')
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 'NaN')
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 'NaN')
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 'NaN')
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 119292)
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'NaN')
(' feature', 21, 'from_poi_to_this_person', 'NaN')
(143, 'CAUSEY RICHARD A')
(' feature', 1, 'salary', 415189)
(' feature', 2, 'to_messages', 1892)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 1868758)
(' feature', 5, 'exercised_stock_options', 'NaN')
(' feature', 6, 'bonus', 1000000)
(' feature', 7, 'restricted_stock', 2502063)
(' feature', 8, 'shared_receipt_with_poi', 1585)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 2502063)
(' feature', 11, 'expenses', 30674)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 49)
(' feature', 14, 'other', 307895)
(' feature', 15, 'from_this_person_to_poi', 12)
(' feature', 16, 'poi', True)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -235000)
(' feature', 19, 'long_term_incentive', 350000)
(' feature', 20, 'email_address', 'richard.causey@enron.com')
(' feature', 21, 'from_poi_to_this_person', 58)
(144, 'TAYLOR MITCHELL S')
(' feature', 1, 'salary', 265214)
(' feature', 2, 'to_messages', 533)
(' feature', 3, 'deferral_payments', 227449)
(' feature', 4, 'total_payments', 1092663)
(' feature', 5, 'exercised_stock_options', 3181250)
(' feature', 6, 'bonus', 600000)
(' feature', 7, 'restricted_stock', 563798)
(' feature', 8, 'shared_receipt_with_poi', 300)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 3745048)
(' feature', 11, 'expenses', 'NaN')
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 29)
(' feature', 14, 'other', 'NaN')
(' feature', 15, 'from_this_person_to_poi', 0)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'mitchell.taylor@enron.com')
(' feature', 21, 'from_poi_to_this_person', 0)
(145, 'DONAHUE JR JEFFREY M')
(' feature', 1, 'salary', 278601)
(' feature', 2, 'to_messages', 865)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 875760)
(' feature', 5, 'exercised_stock_options', 765920)
(' feature', 6, 'bonus', 800000)
(' feature', 7, 'restricted_stock', 315068)
(' feature', 8, 'shared_receipt_with_poi', 772)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 1080988)
(' feature', 11, 'expenses', 96268)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 22)
(' feature', 14, 'other', 891)
(' feature', 15, 'from_this_person_to_poi', 11)
(' feature', 16, 'poi', False)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', -300000)
(' feature', 19, 'long_term_incentive', 'NaN')
(' feature', 20, 'email_address', 'jeff.donahue@enron.com')
(' feature', 21, 'from_poi_to_this_person', 188)
(146, 'GLISAN JR BEN F')
(' feature', 1, 'salary', 274975)
(' feature', 2, 'to_messages', 873)
(' feature', 3, 'deferral_payments', 'NaN')
(' feature', 4, 'total_payments', 1272284)
(' feature', 5, 'exercised_stock_options', 384728)
(' feature', 6, 'bonus', 600000)
(' feature', 7, 'restricted_stock', 393818)
(' feature', 8, 'shared_receipt_with_poi', 874)
(' feature', 9, 'restricted_stock_deferred', 'NaN')
(' feature', 10, 'total_stock_value', 778546)
(' feature', 11, 'expenses', 125978)
(' feature', 12, 'loan_advances', 'NaN')
(' feature', 13, 'from_messages', 16)
(' feature', 14, 'other', 200308)
(' feature', 15, 'from_this_person_to_poi', 6)
(' feature', 16, 'poi', True)
(' feature', 17, 'director_fees', 'NaN')
(' feature', 18, 'deferred_income', 'NaN')
(' feature', 19, 'long_term_incentive', 71023)
(' feature', 20, 'email_address', 'ben.glisan@enron.com')
(' feature', 21, 'from_poi_to_this_person', 52)
('POI - PESSOAS DE INTERESSE = ', 18)
('NON POI = ', 128)
('TOTAL POI = ', 146, 146)
In [12]:
#!/usr/bin/python
"""
Starter code for the regression mini-project.
Loads up/formats a modified version of the dataset
(why modified? we've removed some trouble points
that you'll find yourself in the outliers mini-project).
Draws a little scatterplot of the training/testing data
You fill in the regression code where indicated:
"""
import sys
import pickle
sys.path.append("utils")
from feature_format import featureFormat, targetFeatureSplit
dictionary = pickle.load( open("data/final_project_dataset_modified.pkl", "r") )
### list the features you want to look at--first item in the
### list will be the "target" feature
features_list = ["bonus", "salary"]
data = featureFormat( dictionary, features_list, remove_any_zeroes=True)
target, features = targetFeatureSplit( data )
### training-testing split needed in regression, just like classification
from sklearn.cross_validation import train_test_split
feature_train, feature_test, target_train, target_test = train_test_split(features, target, test_size=0.5, random_state=42)
train_color = "b"
test_color = "b"
### Your regression goes here!
### Please name it reg, so that the plotting code below picks it up and
### plots it correctly. Don't forget to change the test_color above from "b" to
### "r" to differentiate training points from test points.
### draw the scatterplot, with color-coded training and testing points
import matplotlib.pyplot as plt
for feature, target in zip(feature_test, target_test):
plt.scatter( feature, target, color=test_color )
for feature, target in zip(feature_train, target_train):
plt.scatter( feature, target, color=train_color )
### labels for the legend
plt.scatter(feature_test[0], target_test[0], color=test_color, label="test")
plt.scatter(feature_test[0], target_test[0], color=train_color, label="train")
### draw the regression line, once it's coded
try:
plt.plot( feature_test, reg.predict(feature_test) )
except NameError:
pass
plt.xlabel(features_list[1])
plt.ylabel(features_list[0])
plt.legend()
plt.show()
In [3]:
import numpy as np
import matplotlib.mlab as mlab
import matplotlib.pyplot as plt
np.random.seed(0)
# example data
mu = 100 # mean of distribution
sigma = 15 # standard deviation of distribution
x = mu + sigma * np.random.randn(437)
num_bins = 50
fig, ax = plt.subplots()
# the histogram of the data
n, bins, patches = ax.hist(x, num_bins, normed=1)
# add a 'best fit' line
y = mlab.normpdf(bins, mu, sigma)
ax.plot(bins, y, '--')
ax.set_xlabel('Smarts')
ax.set_ylabel('Probability density')
ax.set_title(r'Histogram of IQ: $\mu=100$, $\sigma=15$')
# Tweak spacing to prevent clipping of ylabel
fig.tight_layout()
plt.show()
Content source: ecalio07/enron-paper
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