04. Visualizing Your New Feature

Visualizing Your New Feature

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import pickle
from get_data import getData

def computeFraction( poi_messages, all_messages ):
    """ given a number messages to/from POI (numerator) 
        and number of all messages to/from a person (denominator),
        return the fraction of messages to/from that person
        that are from/to a POI
   """


    ### you fill in this code, so that it returns either
    ###     the fraction of all messages to this person that come from POIs
    ###     or
    ###     the fraction of all messages from this person that are sent to POIs
    ### the same code can be used to compute either quantity

    ### beware of "NaN" when there is no known email address (and so
    ### no filled email features), and integer division!
    ### in case of poi_messages or all_messages having "NaN" value, return 0.
    fraction = 0.



    return fraction


data_dict = getData() 

submit_dict = {}
for name in data_dict:

    data_point = data_dict[name]

    print
    from_poi_to_this_person = data_point["from_poi_to_this_person"]
    to_messages = data_point["to_messages"]
    fraction_from_poi = computeFraction( from_poi_to_this_person, to_messages )
    print fraction_from_poi
    data_point["fraction_from_poi"] = fraction_from_poi


    from_this_person_to_poi = data_point["from_this_person_to_poi"]
    from_messages = data_point["from_messages"]
    fraction_to_poi = computeFraction( from_this_person_to_poi, from_messages )
    print fraction_to_poi
    submit_dict[name]={"from_poi_to_this_person":fraction_from_poi,
                       "from_this_person_to_poi":fraction_to_poi}
    data_point["fraction_to_poi"] = fraction_to_poi
    
    
#####################

def submitDict():
    return submit_dict



def getData():
    data = {}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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'}
    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}
    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}
    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'}
    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'}
    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'}
    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}
    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'}
    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'}
    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'}
    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'}
    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'}
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    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'}
    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'}
    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}
    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'}
    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'}
    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'}
    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'}
    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}
    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'}
    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'}
    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'}
    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'}

    return data
Solution:

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