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Starter project code for students taking Udacity ud120
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Incorrect data in final project #22

Closed gaborsar closed 9 years ago

gaborsar commented 9 years ago

There are differences between enron61702insiderpay.pdf and final_project_dataset.pkl.

Exporting JSON from final_project_dataset.pkl:

import json
data_dict = pickle.load(open("final_project_dataset.pkl", "r"))
with open("data.json", "w") as outfile:
    json.dump(data_dict, outfile, indent=4, separators=(",", ": "))
exit()

Example: BELFER, ROBERT A

JSON from final_project_dataset.pkl:

"BELFER ROBERT": {
  "salary": "NaN",
  "to_messages": "NaN",
  "deferral_payments": -102500,
  "total_payments": 102500,
  "exercised_stock_options": 3285,
  "bonus": "NaN",
  "restricted_stock": "NaN",
  "shared_receipt_with_poi": "NaN",
  "restricted_stock_deferred": 44093,
  "total_stock_value": -44093,
  "expenses": "NaN",
  "loan_advances": "NaN",
  "from_messages": "NaN",
  "other": "NaN",
  "from_this_person_to_poi": "NaN",
  "poi": false,
  "director_fees": 3285,
  "deferred_income": "NaN",
  "long_term_incentive": "NaN",
  "email_address": "NaN",
  "from_poi_to_this_person": "NaN"
},

Differences between enron61702insiderpay.pdf and final_project_dataset.pkl.

Key pdf pkl
Salary NaN NaN
Bonus NaN NaN
Long Term Incentive NaN NaN
Deferred Income 102500 NaN
Deferral Payments NaN -102500
Loan Advances NaN NaN
Other NaN NaN
Expenses 3285 NaN
Director Fees 102500 3285
Total Payments 3285 102500
Exercised Stock Options NaN 3285
Restricted Stock 44093 NaN
Restricted Stock Deferred 44093 44093
Total Stock Value NaN -44093

BELFER, ROBERT A in enron61702insiderpay.pdf:

screen shot 2015-09-02 at 11 14 21

Exported data.json:

{
    "METTS MARK": {
        "salary": 365788,
        "to_messages": 807,
        "deferral_payments": "NaN",
        "total_payments": 1061827,
        "exercised_stock_options": "NaN",
        "bonus": 600000,
        "restricted_stock": 585062,
        "shared_receipt_with_poi": 702,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 585062,
        "expenses": 94299,
        "loan_advances": "NaN",
        "from_messages": 29,
        "other": 1740,
        "from_this_person_to_poi": 1,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "mark.metts@enron.com",
        "from_poi_to_this_person": 38
    },
    "BAXTER JOHN C": {
        "salary": 267102,
        "to_messages": "NaN",
        "deferral_payments": 1295738,
        "total_payments": 5634343,
        "exercised_stock_options": 6680544,
        "bonus": 1200000,
        "restricted_stock": 3942714,
        "shared_receipt_with_poi": "NaN",
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 10623258,
        "expenses": 11200,
        "loan_advances": "NaN",
        "from_messages": "NaN",
        "other": 2660303,
        "from_this_person_to_poi": "NaN",
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": -1386055,
        "long_term_incentive": 1586055,
        "email_address": "NaN",
        "from_poi_to_this_person": "NaN"
    },
    "ELLIOTT STEVEN": {
        "salary": 170941,
        "to_messages": "NaN",
        "deferral_payments": "NaN",
        "total_payments": 211725,
        "exercised_stock_options": 4890344,
        "bonus": 350000,
        "restricted_stock": 1788391,
        "shared_receipt_with_poi": "NaN",
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 6678735,
        "expenses": 78552,
        "loan_advances": "NaN",
        "from_messages": "NaN",
        "other": 12961,
        "from_this_person_to_poi": "NaN",
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": -400729,
        "long_term_incentive": "NaN",
        "email_address": "steven.elliott@enron.com",
        "from_poi_to_this_person": "NaN"
    },
    "CORDES WILLIAM R": {
        "salary": "NaN",
        "to_messages": 764,
        "deferral_payments": "NaN",
        "total_payments": "NaN",
        "exercised_stock_options": 651850,
        "bonus": "NaN",
        "restricted_stock": 386335,
        "shared_receipt_with_poi": 58,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 1038185,
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": 12,
        "other": "NaN",
        "from_this_person_to_poi": 0,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "bill.cordes@enron.com",
        "from_poi_to_this_person": 10
    },
    "HANNON KEVIN P": {
        "salary": 243293,
        "to_messages": 1045,
        "deferral_payments": "NaN",
        "total_payments": 288682,
        "exercised_stock_options": 5538001,
        "bonus": 1500000,
        "restricted_stock": 853064,
        "shared_receipt_with_poi": 1035,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 6391065,
        "expenses": 34039,
        "loan_advances": "NaN",
        "from_messages": 32,
        "other": 11350,
        "from_this_person_to_poi": 21,
        "poi": true,
        "director_fees": "NaN",
        "deferred_income": -3117011,
        "long_term_incentive": 1617011,
        "email_address": "kevin.hannon@enron.com",
        "from_poi_to_this_person": 32
    },
    "MORDAUNT KRISTINA M": {
        "salary": 267093,
        "to_messages": "NaN",
        "deferral_payments": "NaN",
        "total_payments": 628522,
        "exercised_stock_options": "NaN",
        "bonus": 325000,
        "restricted_stock": 208510,
        "shared_receipt_with_poi": "NaN",
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 208510,
        "expenses": 35018,
        "loan_advances": "NaN",
        "from_messages": "NaN",
        "other": 1411,
        "from_this_person_to_poi": "NaN",
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "kristina.mordaunt@enron.com",
        "from_poi_to_this_person": "NaN"
    },
    "MEYER ROCKFORD G": {
        "salary": "NaN",
        "to_messages": 232,
        "deferral_payments": 1848227,
        "total_payments": 1848227,
        "exercised_stock_options": 493489,
        "bonus": "NaN",
        "restricted_stock": 462384,
        "shared_receipt_with_poi": 22,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 955873,
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": 28,
        "other": "NaN",
        "from_this_person_to_poi": 0,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "rockford.meyer@enron.com",
        "from_poi_to_this_person": 0
    },
    "MCMAHON JEFFREY": {
        "salary": 370448,
        "to_messages": 2355,
        "deferral_payments": "NaN",
        "total_payments": 4099771,
        "exercised_stock_options": 1104054,
        "bonus": 2600000,
        "restricted_stock": 558801,
        "shared_receipt_with_poi": 2228,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 1662855,
        "expenses": 137108,
        "loan_advances": "NaN",
        "from_messages": 48,
        "other": 297353,
        "from_this_person_to_poi": 26,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": 694862,
        "email_address": "jeffrey.mcmahon@enron.com",
        "from_poi_to_this_person": 58
    },
    "HORTON STANLEY C": {
        "salary": "NaN",
        "to_messages": 2350,
        "deferral_payments": 3131860,
        "total_payments": 3131860,
        "exercised_stock_options": 5210569,
        "bonus": "NaN",
        "restricted_stock": 2046079,
        "shared_receipt_with_poi": 1074,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 7256648,
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": 1073,
        "other": "NaN",
        "from_this_person_to_poi": 15,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "stanley.horton@enron.com",
        "from_poi_to_this_person": 44
    },
    "PIPER GREGORY F": {
        "salary": 197091,
        "to_messages": 1238,
        "deferral_payments": 1130036,
        "total_payments": 1737629,
        "exercised_stock_options": 880290,
        "bonus": 400000,
        "restricted_stock": 409554,
        "shared_receipt_with_poi": 742,
        "restricted_stock_deferred": -409554,
        "total_stock_value": 880290,
        "expenses": 43057,
        "loan_advances": "NaN",
        "from_messages": 222,
        "other": 778,
        "from_this_person_to_poi": 48,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": -33333,
        "long_term_incentive": "NaN",
        "email_address": "greg.piper@enron.com",
        "from_poi_to_this_person": 61
    },
    "HUMPHREY GENE E": {
        "salary": 130724,
        "to_messages": 128,
        "deferral_payments": 2964506,
        "total_payments": 3100224,
        "exercised_stock_options": 2282768,
        "bonus": "NaN",
        "restricted_stock": "NaN",
        "shared_receipt_with_poi": 119,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 2282768,
        "expenses": 4994,
        "loan_advances": "NaN",
        "from_messages": 17,
        "other": "NaN",
        "from_this_person_to_poi": 17,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "gene.humphrey@enron.com",
        "from_poi_to_this_person": 10
    },
    "UMANOFF ADAM S": {
        "salary": 288589,
        "to_messages": 111,
        "deferral_payments": "NaN",
        "total_payments": 1130461,
        "exercised_stock_options": "NaN",
        "bonus": 788750,
        "restricted_stock": "NaN",
        "shared_receipt_with_poi": 41,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": "NaN",
        "expenses": 53122,
        "loan_advances": "NaN",
        "from_messages": 18,
        "other": "NaN",
        "from_this_person_to_poi": 0,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "adam.umanoff@enron.com",
        "from_poi_to_this_person": 12
    },
    "BLACHMAN JEREMY M": {
        "salary": 248546,
        "to_messages": 2475,
        "deferral_payments": "NaN",
        "total_payments": 2014835,
        "exercised_stock_options": 765313,
        "bonus": 850000,
        "restricted_stock": 189041,
        "shared_receipt_with_poi": 2326,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 954354,
        "expenses": 84208,
        "loan_advances": "NaN",
        "from_messages": 14,
        "other": 272,
        "from_this_person_to_poi": 2,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": 831809,
        "email_address": "jeremy.blachman@enron.com",
        "from_poi_to_this_person": 25
    },
    "SUNDE MARTIN": {
        "salary": 257486,
        "to_messages": 2647,
        "deferral_payments": "NaN",
        "total_payments": 1545059,
        "exercised_stock_options": "NaN",
        "bonus": 700000,
        "restricted_stock": 698920,
        "shared_receipt_with_poi": 2565,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 698920,
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": 38,
        "other": 111122,
        "from_this_person_to_poi": 13,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": 476451,
        "email_address": "marty.sunde@enron.com",
        "from_poi_to_this_person": 37
    },
    "GIBBS DANA R": {
        "salary": "NaN",
        "to_messages": 169,
        "deferral_payments": 504610,
        "total_payments": 966522,
        "exercised_stock_options": 2218275,
        "bonus": "NaN",
        "restricted_stock": "NaN",
        "shared_receipt_with_poi": 23,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 2218275,
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": 12,
        "other": "NaN",
        "from_this_person_to_poi": 0,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": 461912,
        "email_address": "dana.gibbs@enron.com",
        "from_poi_to_this_person": 0
    },
    "LOWRY CHARLES P": {
        "salary": "NaN",
        "to_messages": "NaN",
        "deferral_payments": "NaN",
        "total_payments": "NaN",
        "exercised_stock_options": 372205,
        "bonus": "NaN",
        "restricted_stock": 153686,
        "shared_receipt_with_poi": "NaN",
        "restricted_stock_deferred": -153686,
        "total_stock_value": 372205,
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": "NaN",
        "other": "NaN",
        "from_this_person_to_poi": "NaN",
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "NaN",
        "from_poi_to_this_person": "NaN"
    },
    "COLWELL WESLEY": {
        "salary": 288542,
        "to_messages": 1758,
        "deferral_payments": 27610,
        "total_payments": 1490344,
        "exercised_stock_options": "NaN",
        "bonus": 1200000,
        "restricted_stock": 698242,
        "shared_receipt_with_poi": 1132,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 698242,
        "expenses": 16514,
        "loan_advances": "NaN",
        "from_messages": 40,
        "other": 101740,
        "from_this_person_to_poi": 11,
        "poi": true,
        "director_fees": "NaN",
        "deferred_income": -144062,
        "long_term_incentive": "NaN",
        "email_address": "wes.colwell@enron.com",
        "from_poi_to_this_person": 240
    },
    "MULLER MARK S": {
        "salary": 251654,
        "to_messages": 136,
        "deferral_payments": 842924,
        "total_payments": 3202070,
        "exercised_stock_options": 1056320,
        "bonus": 1100000,
        "restricted_stock": 360528,
        "shared_receipt_with_poi": 114,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 1416848,
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": 16,
        "other": 947,
        "from_this_person_to_poi": 0,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": -719000,
        "long_term_incentive": 1725545,
        "email_address": "s..muller@enron.com",
        "from_poi_to_this_person": 12
    },
    "JACKSON CHARLENE R": {
        "salary": 288558,
        "to_messages": 258,
        "deferral_payments": "NaN",
        "total_payments": 551174,
        "exercised_stock_options": 185063,
        "bonus": 250000,
        "restricted_stock": 540672,
        "shared_receipt_with_poi": 117,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 725735,
        "expenses": 10181,
        "loan_advances": "NaN",
        "from_messages": 56,
        "other": 2435,
        "from_this_person_to_poi": 19,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "charlene.jackson@enron.com",
        "from_poi_to_this_person": 25
    },
    "WESTFAHL RICHARD K": {
        "salary": 63744,
        "to_messages": "NaN",
        "deferral_payments": "NaN",
        "total_payments": 762135,
        "exercised_stock_options": "NaN",
        "bonus": "NaN",
        "restricted_stock": 384930,
        "shared_receipt_with_poi": "NaN",
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 384930,
        "expenses": 51870,
        "loan_advances": "NaN",
        "from_messages": "NaN",
        "other": 401130,
        "from_this_person_to_poi": "NaN",
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": -10800,
        "long_term_incentive": 256191,
        "email_address": "dick.westfahl@enron.com",
        "from_poi_to_this_person": "NaN"
    },
    "WALTERS GARETH W": {
        "salary": "NaN",
        "to_messages": "NaN",
        "deferral_payments": 53625,
        "total_payments": 87410,
        "exercised_stock_options": 1030329,
        "bonus": "NaN",
        "restricted_stock": "NaN",
        "shared_receipt_with_poi": "NaN",
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 1030329,
        "expenses": 33785,
        "loan_advances": "NaN",
        "from_messages": "NaN",
        "other": "NaN",
        "from_this_person_to_poi": "NaN",
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "NaN",
        "from_poi_to_this_person": "NaN"
    },
    "WALLS JR ROBERT H": {
        "salary": 357091,
        "to_messages": 671,
        "deferral_payments": "NaN",
        "total_payments": 1798780,
        "exercised_stock_options": 4346544,
        "bonus": 850000,
        "restricted_stock": 1552453,
        "shared_receipt_with_poi": 215,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 5898997,
        "expenses": 50936,
        "loan_advances": "NaN",
        "from_messages": 146,
        "other": 2,
        "from_this_person_to_poi": 0,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": 540751,
        "email_address": "rob.walls@enron.com",
        "from_poi_to_this_person": 17
    },
    "KITCHEN LOUISE": {
        "salary": 271442,
        "to_messages": 8305,
        "deferral_payments": "NaN",
        "total_payments": 3471141,
        "exercised_stock_options": 81042,
        "bonus": 3100000,
        "restricted_stock": 466101,
        "shared_receipt_with_poi": 3669,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 547143,
        "expenses": 5774,
        "loan_advances": "NaN",
        "from_messages": 1728,
        "other": 93925,
        "from_this_person_to_poi": 194,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "louise.kitchen@enron.com",
        "from_poi_to_this_person": 251
    },
    "CHAN RONNIE": {
        "salary": "NaN",
        "to_messages": "NaN",
        "deferral_payments": "NaN",
        "total_payments": "NaN",
        "exercised_stock_options": "NaN",
        "bonus": "NaN",
        "restricted_stock": 32460,
        "shared_receipt_with_poi": "NaN",
        "restricted_stock_deferred": -32460,
        "total_stock_value": "NaN",
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": "NaN",
        "other": "NaN",
        "from_this_person_to_poi": "NaN",
        "poi": false,
        "director_fees": 98784,
        "deferred_income": -98784,
        "long_term_incentive": "NaN",
        "email_address": "NaN",
        "from_poi_to_this_person": "NaN"
    },
    "BELFER ROBERT": {
        "salary": "NaN",
        "to_messages": "NaN",
        "deferral_payments": -102500,
        "total_payments": 102500,
        "exercised_stock_options": 3285,
        "bonus": "NaN",
        "restricted_stock": "NaN",
        "shared_receipt_with_poi": "NaN",
        "restricted_stock_deferred": 44093,
        "total_stock_value": -44093,
        "expenses": "NaN",
        "loan_advances": "NaN",
        "from_messages": "NaN",
        "other": "NaN",
        "from_this_person_to_poi": "NaN",
        "poi": false,
        "director_fees": 3285,
        "deferred_income": "NaN",
        "long_term_incentive": "NaN",
        "email_address": "NaN",
        "from_poi_to_this_person": "NaN"
    },
    "SHANKMAN JEFFREY A": {
        "salary": 304110,
        "to_messages": 3221,
        "deferral_payments": "NaN",
        "total_payments": 3038702,
        "exercised_stock_options": 1441898,
        "bonus": 2000000,
        "restricted_stock": 630137,
        "shared_receipt_with_poi": 1730,
        "restricted_stock_deferred": "NaN",
        "total_stock_value": 2072035,
        "expenses": 178979,
        "loan_advances": "NaN",
        "from_messages": 2681,
        "other": 1191,
        "from_this_person_to_poi": 83,
        "poi": false,
        "director_fees": "NaN",
        "deferred_income": "NaN",
        "long_term_incentive": 554422,
        "email_address": "jeffrey.shankman@enron.com",
        "from_poi_to_this_person": 94
    },
    "WODRASKA JOHN": {
        "salary": "NaN",
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}
ShengKungYi commented 9 years ago

Yes, there are a few places in final_project_dataset.pkl where the table given in the pdf has been mis-parsed. However, due to the number of dependencies between the .pkl file and the mini-projects that are performed throughout the course, there are no plans at this time to revise the .pkl with corrected values. Instead, you are encouraged to implement fixes on your own data file for the purposes of the course project as part of your initial cleaning steps (e.g. outlier detection).

zaverichintan commented 8 years ago

Thanx @gaborsar