model.py

# '' refers to priors - this should be set to 1 by the client
features = {'': 0, 'limited': 1270, 'child': 489, 'dynamic': 465, 'facilities': 3015, 'asian': 2905, 'controversial': 1059, 'relationships': 1463, 'aug': 251, 'electricity': 2220, 'investigation': 991, 'swap': 252, 'stationery': 1272, 'mwh': 2909, 'worth': 120, 'merchant': 1663, 'updated': 2240, 'rescue': 473, 'updatel': 3287, 'regional': 466, 'dell': 2221, 'sellers': 601, 'handling': 1417, 'updates': 3288, 'creditors': 447, 'affect': 2471, 'bringing': 1, 'voip': 253, 'tickets': 1464, 'school': 2109, 'prize': 2222, 'metals': 3261, 'skills': 3289, 'companies': 2603, 'wednesday': 2, 'convenience': 1564, 'red': 817, 'enhance': 254, 'hesse': 2906, 'enjoy': 2597, 'expanded': 1839, 'force': 3290, 'leaders': 831, 'construed': 2110, 'miller': 467, 'consistent': 3017, 'estimates': 832, 'japanese': 3057, 'batch': 2681, 'surrounding': 1098, 'street': 1173, 'implemented': 2907, 'machines': 121, 'blue': 2111, 'established': 602, 'errors': 4, 'ail': 1080, 'selected': 352, 'contributed': 962, 'asia': 3389, 'resuits': 950, 'bonuses': 951, 'toll': 1465, 'supplier': 2014, 'supplies': 2112, 'net': 2473, 'increasing': 468, 'seeks': 3383, 'told': 1466, 'specialist': 1367, 'curry': 1684, 'reporter': 1368, 'molly': 2698, 'mailings': 5, 'men': 256, 'affiliates': 6, 'hundreds': 835, 'met': 257, 'protection': 1880, 'china': 1759, 'active': 3291, 'affiliated': 7, 'half': 637, 'growing': 2502, 'enron': 3018, 'obtained': 1881, 'voice': 2381, 'forum': 1273, 'attending': 2068, 'ventures': 3019, 'items': 2803, 'study': 2361, 'economics': 1163, 'completely': 1151, 'reports': 3108, 'credit': 1164, 'analysts': 1666, 'cindy': 2474, 'military': 2224, 'golden': 30, 'secure': 605, 'campaign': 1565, 'julie': 1274, 'explained': 469, 'replace': 1776, 'county': 2476, 'conflicts': 2075, 'neil': 2433, 'opportunities': 3203, 'txu': 2225, 'total': 2804, 'unit': 1370, 'sarah': 1882, 'derivatives': 952, 'spoke': 470, 'mexico': 1578, 'negative': 2491, 'cents': 2559, 'edward': 3201, 'call': 1566, 'couid': 1667, 'recommend': 2477, 'strike': 2711, 'type': 2478, 'capital': 3086, 'posting': 2479, 'successful': 471, 'yahoo': 8, 'award': 1615, 'hurt': 472, 'phone': 1668, 'adult': 1166, 'excellent': 355, 'hold': 1371, 'tariff': 606, 'circumstances': 1761, 'md': 838, 'mg': 839, 'claims': 1580, 'join': 2599, 'room': 259, 'rights': 498, 'pursue': 1790, 'presentation': 907, 'auction': 837, 'work': 1467, 'plunged': 953, 'magee': 122, 'movies': 260, 'mw': 845, 'transparency': 1063, 'mr': 847, 'experts': 1288, 'revenues': 1792, 'oniy': 2600, '\x01': 1064, 'estate': 357, 'give': 722, 'bennett': 607, 'smtp': 3110, 'involve': 2260, 'currency': 954, 'woman': 908, 'reviewing': 3111, 'scheduling': 3387, 'appointment': 1004, 'story': 417, 'risk': 1664, 'ena': 1199, 'end': 848, 'recovery': 1883, 'turn': 2226, 'provide': 1884, 'verify': 1650, 'travel': 9, 'damage': 474, 'machine': 475, 'methodology': 476, 'hou': 1372, 'enw': 850, 'answer': 3292, 'beach': 1065, 'offshore': 53, 'massive': 141, 'rise': 1665, 'elizabeth': 2115, 'earlier': 2805, 'dietrich': 2935, 'confirmed': 612, 'wrong': 10, 'lay': 3204, 'president': 1168, 'law': 3205, 'types': 2108, 'las': 3206, 'purchase': 1568, 'vance': 3112, 'attempt': 2910, 'effective': 2227, 'amid': 359, 'schneider': 124, 'grant': 201, 'headquarters': 491, 'maintain': 3293, 'davies': 125, 'south': 1018, 'correlation': 1670, 'operate': 2006, 'order': 1470, 'wind': 477, 'jack': 3016, 'operations': 1569, 'executed': 1671, 'feedback': 3113, 'office': 1471, 'enter': 851, 'telecom': 2335, 'consent': 2363, 'expects': 3279, 'presence': 1685, 'guidance': 609, 'london': 2930, 'innovative': 126, 'japan': 1067, 'ticket': 1723, 'submitted': 1985, 'fit': 11, 'personal': 261, 'fix': 12, 'christie': 1885, 'writing': 3388, 'production': 127, 'potentially': 1579, 'weeks': 2911, 'citigroup': 3207, 'easier': 956, 'shively': 13, 'pjm': 1068, 'eventually': 3208, 'affected': 2364, 'widely': 3294, 'combination': 262, 'lannou': 2912, 'finish': 659, 'break': 1608, 'effects': 14, 'strategic': 2995, 'bank': 2807, 'represents': 478, 'alex': 2116, 'notified': 2602, 'inventory': 3209, 'chuck': 853, 'sherlyn': 1672, 'luce': 723, 'affiliate': 1277, 'cornhusker': 2480, 'european': 2720, 'side': 2913, 'carlos': 3210, 'luck': 724, 'signing': 854, 'financial': 479, 'covered': 1745, 'woes': 2228, 'independent': 1480, 'series': 957, 'austin': 2460, 'solution': 2472, 'carry': 2510, 'member': 943, 'trading': 263, 'calpine': 301, 'logo': 2809, 'dawn': 2481, 'message': 1105, 'revisions': 2061, 'network': 3211, 'driving': 3390, 'rs': 1818, 'restricted': 2284, 'rx': 2714, 'george': 1704, 'content': 2286, 'millions': 884, 'encourage': 1763, 'daniel': 129, 'rc': 2715, 'surprise': 2482, 'entex': 1216, 'assured': 480, 'resume': 2010, 'free': 2959, 'fred': 3391, 'midcon': 3022, 'packard': 2358, 'checked': 1106, 'estimate': 15, 'alert': 2229, 'acrobat': 2604, 'publication': 857, 'deffner': 2121, 'created': 1069, 'starts': 1571, 'privacy': 3273, 'messages': 2483, 'days': 361, 'shipped': 959, 'iso': 539, 'isn': 726, 'signature': 3295, 'lamphier': 2011, 'stewart': 541, 'industrial': 3392, 'features': 1171, 'grade': 3296, 'december': 3445, 'primary': 2122, 'rank': 1278, 'hearing': 1279, 'featured': 1172, 'sept': 873, 'chevron': 1764, 'wasn': 2230, 'electronic': 1888, 'rated': 3212, 'ronn': 3115, 'service': 1765, 'lawsuits': 2717, 'recruiting': 1573, 'approximately': 1889, 'needed': 16, 'haedicke': 3213, 'master': 17, 'listed': 2763, 'tom': 3184, 'percentage': 3335, 'euro': 1019, 'troubled': 1798, 'collapse': 481, 'tool': 858, 'serve': 859, 'lower': 921, 'negotiating': 1280, 'direct': 2012, 'western': 2605, 'toronto': 1473, 'target': 2701, 'showed': 960, 'citibank': 1628, 'presto': 275, 'rolex': 3025, 'ebay': 3216, 'project': 961, 'matter': 727, 'speaking': 302, 'historical': 130, 'skilling': 264, 'src': 1117, 'feeling': 18, 'stacey': 1281, 'acquisition': 1373, 'masson': 312, 'bridge': 362, 'superty': 3026, 'sees': 2915, 'rac': 1673, 'ran': 1674, 'boston': 3116, 'mind': 3169, 'mine': 1174, 'talking': 860, 'piease': 2976, 'seek': 2916, 'seminar': 363, 'ray': 1675, 'affairs': 19, 'estimated': 833, 'hub': 885, 'convenient': 132, 'responsible': 482, 'recommended': 1841, 'causing': 483, 'unsecured': 1891, 'transactions': 1025, 'bruce': 1892, 'kean': 3297, 'wells': 1845, 'metrics': 1766, 'regular': 1175, 'germany': 1893, 'letter': 2232, 'organization': 2718, 'phase': 1633, 'marie': 265, 'maria': 266, 'bradford': 1767, 'don': 2917, 'consumers': 1504, 'rogers': 3395, 'upenn': 1643, 'professor': 484, 'camp': 1848, 'flow': 2606, 'competitors': 267, 'teco': 20, 'tech': 21, 'enterprise': 861, 'consumer': 1176, 'dow': 1369, 'reserve': 133, 'advisory': 485, 'contacted': 1676, 'lewis': 1894, 'meetings': 2719, 'probe': 268, 'nominated': 2233, 'ending': 2452, 'pops': 3396, 'attempts': 2330, 'solutions': 1282, 'participate': 963, 'pefs': 2607, 'availability': 1677, 'spokesman': 255, 'busy': 1031, 'proposed': 2129, 'louise': 3117, 'implementation': 2568, 'explain': 1177, 'debts': 566, 'jedi': 2419, 'bush': 1374, 'rick': 1768, 'rich': 1769, 'photo': 1085, 'folks': 2919, 'announce': 3028, 'adequate': 2816, 'rice': 1770, 'senate': 1023, 'oct': 2990, 'professionals': 165, 'conduct': 834, 'stop': 728, 'preferred': 1474, 'coast': 2920, 'watson': 2370, 'christopher': 2015, 'tammy': 3397, 'lenders': 486, 'dy': 2371, 'report': 1284, 'dr': 2372, 'volatility': 3118, 'wynne': 2817, 'hall': 638, 'earn': 2016, 'countries': 2608, 'fields': 2486, 'excel': 3305, 'dupont': 135, 'method': 1407, 'bad': 2070, 'baa': 2337, 'release': 1375, 'secretary': 1895, 'respond': 2234, 'reference': 729, 'philippe': 353, 'testing': 269, 'decided': 1178, 'result': 1377, 'clem': 3119, 'fail': 2236, 'resigned': 964, 'subject': 1179, 'brazil': 1575, 'instance': 708, 'capacity': 863, 'lots': 22, 'unable': 2588, 'melissa': 3120, 'clynes': 1306, 'drawn': 137, 'amitava': 1576, 'approach': 2140, 'berkeley': 1325, 'terms': 2589, 'extend': 23, 'nature': 24, 'confusion': 2609, 'downgrades': 2374, 'weak': 1285, 'wi': 1073, 'loading': 2682, 'drew': 721, 'extent': 25, 'gwyn': 111, 'downgrade': 1378, 'modeling': 730, 'convertible': 1074, 'debt': 1870, 'structuring': 44, 'downgraded': 2376, 'kitchen': 139, 'suggested': 2017, 'received': 1475, 'protect': 865, 'prudential': 731, 'brown': 1482, 'reported': 862, 'country': 966, 'uncertainty': 271, 'players': 3398, 'games': 3030, 'planned': 967, 'brad': 1075, 'studio': 2598, 'contribution': 1577, 'expense': 365, 'asked': 1762, 'coo': 2378, 'con': 2379, 'suggest': 3034, 'appeared': 733, 'excess': 187, 'height': 2921, 'karen': 3401, 'initiative': 1180, 'path': 836, 'tony': 142, 'trust': 1286, 'telecommunications': 1898, 'speak': 1477, 'conference': 2126, 'strong': 2421, 'sam': 3139, 'billing': 3121, 'basis': 2018, 'union': 1771, 'fri': 26, 'sachs': 2819, 'quickly': 348, 'beneficiary': 245, 'commission': 2019, 'trigger': 2020, 'tina': 1459, 'basic': 2022, 'expected': 3031, 'flexible': 2380, 'entered': 273, 'topics': 2937, 'riley': 1162, 'stinson': 1076, 'website': 1182, 'life': 488, 'eastern': 1057, 'calger': 2237, 'mcf': 2487, 'republicans': 1680, 'dave': 1772, 'personally': 2922, 'catch': 3403, 'worked': 968, 'applied': 2821, 'commerce': 3124, 'exception': 2488, 'east': 1077, 'publicly': 2596, 'neal': 734, 'air': 1078, 'aim': 1079, 'dept': 3032, 'aid': 1081, 'balance': 2360, 'employees': 604, 'launched': 1083, 'mistake': 1479, 'changed': 3384, 'played': 1234, 'iv': 735, 'ii': 736, 'player': 1062, 'rahil': 1970, 'traffic': 58, 'march': 688, 'ic': 608, 'hong': 123, 'recover': 1495, 'eastrans': 2238, 'prior': 1829, 'perform': 2822, 'things': 1380, 'make': 2923, 'amount': 1899, 'complex': 866, 'equistar': 27, 'split': 1773, 'evaluate': 2443, 'couple': 85, 'entitled': 1183, 'fairly': 2239, 'counterparty': 1900, 'published': 2612, 'conversion': 1707, 'buyback': 2127, 'hand': 1901, 'josey': 490, 'producers': 890, 'kin': 1184, 'bloomberg': 2365, 'strength': 2367, 'opportunity': 2924, 'thoughts': 3300, 'shortly': 366, 'scenario': 3393, 'programs': 1240, 'charlie': 3405, 'thu': 2382, 'failing': 276, 'kyle': 2383, 'warburg': 3394, 'academic': 28, 'savings': 1051, 'practices': 738, 'greatest': 2613, 'quantitative': 970, 'jean': 2128, 'corporate': 29, 'investments': 2025, 'left': 3301, 'opinions': 2241, 'protocol': 3219, 'quoted': 3220, 'waha': 2815, 'laptop': 1681, 'distribute': 3126, 'assigned': 277, 'bandwidth': 739, 'identify': 610, 'human': 1186, 'facts': 740, 'bit': 3355, 'tiscali': 1775, 'previous': 971, 'adding': 613, 'buyers': 2926, 'candidate': 1581, 'equipment': 1927, 'royal': 2026, 'pharmacy': 867, 'spread': 614, 'board': 1086, 'easy': 1381, 'richter': 200, 'save': 2027, 'gave': 367, 'opt': 2490, 'bpa': 2384, 'comprehensive': 2770, 'online': 1496, 'caps': 3404, 'possibly': 2242, 'indicative': 32, 'background': 3302, 'judge': 3035, 'unique': 2243, 'advanced': 3406, 'desire': 2721, 'brought': 3299, 'exxon': 868, 'gift': 869, 'xp': 2841, 'manual': 1582, 'specific': 2614, 'steps': 2823, 'officer': 1291, 'night': 144, 'security': 2385, 'webb': 615, 'www': 741, 'dean': 278, 'creek': 2722, 'deal': 279, 'people': 492, 'successfully': 3036, 'jennifer': 1292, 'donald': 1682, 'meters': 870, 'invoice': 742, 'dear': 280, 'multiple': 3414, 'library': 1995, 'securities': 3221, 'friend': 2399, 'attendees': 2244, 'bottom': 33, 'notification': 743, 'ice': 871, 'creative': 1089, 'continue': 1022, 'allocate': 2130, 'offices': 1290, 'christmas': 872, 'participation': 1903, 'donna': 2444, 'hsb': 2131, 'hsc': 2132, 'pls': 3222, 'marketing': 3223, 'discount': 379, 'issler': 1187, 'corp': 2616, 'losing': 1910, 'brokerage': 2831, 'post': 2824, 'manufacturing': 1382, 'super': 1584, 'properties': 3225, 'marketers': 3109, 'chapter': 3037, 'dlrs': 3127, 'oren': 1487, 'install': 3020, 'attacks': 369, 'dollars': 2245, 'months': 1694, 'redeliveries': 1774, 'magazine': 2028, 'ensure': 2134, 'afternoon': 281, 'efforts': 1683, 'maharashtra': 1585, 'slightly': 1383, 'automatically': 282, 'match': 199, 'duke': 370, 'consulting': 1095, 'managers': 1488, 'publishing': 1416, 'facility': 1918, 'material': 3089, 'marshall': 34, 'mba': 1779, 'son': 972, 'coastal': 3407, 'eogi': 3039, 'reducing': 493, 'america': 1928, 'peoples': 3072, 'support': 973, 'initial': 1492, 'legislation': 1481, 'fight': 2386, 'width': 2246, 'anderson': 1686, 'joseph': 3129, 'authorized': 974, 'resulted': 2724, 'music': 1760, 'cleburne': 2000, 'war': 2825, 'happy': 494, 'lowest': 1706, 'head': 874, 'form': 655, 'offer': 1385, 'paypal': 2247, 'ford': 2492, 'wireless': 392, 'failure': 2927, 'hear': 1308, 'removed': 1687, 'true': 1088, 'analyst': 284, 'congratulations': 35, 'happen': 1097, 'versions': 1688, 'assessment': 1275, 'inside': 1931, 'morning': 2052, 'attached': 3303, 'bargain': 876, 'kohli': 976, 'delete': 2493, 'mails': 2387, 'medication': 2634, 'moore': 2826, 'flat': 2163, 'request': 3002, 'proven': 2248, 'sale': 1394, 'expertise': 1907, 'promised': 2827, 'accounting': 495, 'ship': 658, 'mrs': 1929, 'dealer': 2249, 'negotiations': 977, 'physical': 3417, 'looked': 2702, 'engines': 1478, 'solicitation': 496, 'floor': 1386, 'na': 2618, 'stake': 1717, 'generally': 2124, 'ne': 2619, 'ng': 1317, 'composite': 1567, 'acton': 2250, 'setting': 2135, 'role': 1780, 'holding': 3227, 'digital': 2494, 'test': 145, 'roll': 1781, 'tess': 146, 'picture': 373, 'intend': 1782, 'models': 978, 'felt': 2495, 'utilities': 285, 'infusion': 1061, 'walton': 147, 'devon': 1784, 'invested': 497, 'nymex': 403, 'rolling': 1433, 'aware': 1617, 'weekend': 2030, 'died': 666, 'jones': 1586, 'happening': 286, 'assume': 745, 'daily': 3306, 'filing': 1787, 'reception': 618, 'time': 1387, 'push': 3320, 'profits': 2032, 'concept': 148, 'managed': 2928, 'chain': 36, 'rob': 377, 'llp': 1294, 'focus': 1295, 'deliveries': 378, 'wiil': 2033, 'laura': 2497, 'manager': 2929, 'delays': 1283, 'comments': 616, 'deadline': 1503, 'lauri': 2498, 'chair': 37, 'seller': 1345, 'retention': 1505, 'clarification': 2136, 'zone': 620, 'flash': 621, 'father': 287, 'environment': 1297, 'finally': 1733, 'suffered': 1190, 'oversight': 38, 'southwest': 2828, 'advises': 3316, 'division': 2829, 'charles': 1271, 'advantage': 2621, 'choice': 1789, 'wharton': 979, 'vegas': 1483, 'lynch': 288, 'advised': 2034, 'cook': 1298, 'sevil': 1276, 'trouble': 1484, 'exact': 39, 'minute': 40, 'presented': 2830, 'mb': 841, 'standards': 2138, 'leave': 2726, 'item': 1191, 'settle': 1289, 'team': 2252, 'quick': 1691, 'speculation': 2727, 'cox': 2377, 'round': 2035, 'democrats': 1692, 'prevent': 2253, 'talked': 1513, 'core': 2615, 'dealing': 2036, 'htm': 1485, 'sign': 980, 'cost': 1909, 'targets': 290, 'vinoble': 877, 'adds': 1192, 'assistance': 1486, 'rm': 2716, 'current': 499, 'international': 2037, 'falling': 3130, 'principal': 2391, 'boost': 1791, 'supporting': 622, 'paribas': 2979, 'transportation': 746, 'ms': 846, 'understanding': 1967, 'water': 1695, 'upgrade': 2846, 'groups': 878, 'address': 41, 'apache': 2392, 'appears': 623, 'change': 624, 'softwares': 3310, 'box': 293, 'sending': 153, 'hansen': 1167, 'canadian': 3311, 'institute': 1588, 'shift': 969, 'earned': 1546, 'restructuring': 1980, 'mx': 1193, 'steffes': 2038, 'women': 1743, 'plc': 3224, 'bob': 294, 'male': 1299, 'studies': 500, 'love': 2254, 'confidentiality': 3131, 'extra': 154, 'prefer': 1388, 'marked': 3230, 'peer': 1904, 'flexibility': 177, 'tuesday': 234, 'mobil': 626, 'relating': 2777, 'pubiisher': 1741, 'monterrey': 689, 'russell': 1300, 'working': 1793, 'prove': 1090, 'positive': 2256, 'visit': 2039, 'paliourg': 1194, 'angela': 3233, 'france': 2448, 'shanbhogue': 1346, 'msn': 2623, 'live': 628, 'andy': 381, 'opposed': 42, 'wondering': 2257, 'calgary': 2258, 'scope': 2728, 'today': 2184, 'sharing': 3313, 'sessions': 1696, 'club': 3234, 'india': 1468, 'ooo': 2500, 'oregon': 1138, 'downtown': 1590, 'employee': 1548, 'visual': 2259, 'mirant': 1506, 'cases': 383, 'effort': 2501, 'behalf': 502, 'logos': 1389, 'valued': 2261, 'ibm': 156, 'car': 1092, 'originally': 1794, 'cap': 1093, 'believes': 503, 'reviews': 1196, 'values': 2262, 'hope': 578, 'cal': 1094, 'believed': 504, 'making': 2041, 'arrive': 1591, 'social': 1408, 'claim': 2456, 'dedicated': 629, 'kenneth': 1197, 'expanding': 630, 'chip': 157, 'arise': 912, 'agent': 3314, 'sample': 295, 'heard': 2834, 'dropped': 879, 'allowed': 981, 'dennis': 296, 'occur': 1911, 'english': 1750, 'monitoring': 2729, 'winter': 505, 'discussion': 158, 'charset': 2503, 'dinner': 2133, 'write': 3235, 'till': 748, 'sunday': 749, 'fourth': 385, 'guarantee': 1669, 'economy': 1912, 'staying': 3315, 'mar': 1198, 'explorer': 1390, 'information': 2297, 'max': 1200, 'aol': 3236, 'spot': 2263, 'applications': 2264, 'membership': 297, 'produce': 1914, 'designed': 702, 'messaging': 1135, 'date': 506, 'data': 507, 'grow': 2504, 'ene': 849, 'stress': 3132, 'natural': 2730, 'outline': 2505, 'sectors': 508, 'sandeep': 43, 'sr': 983, 'sp': 984, 'finalize': 1528, 'st': 985, 'inform': 2142, 'switch': 3317, 'deposit': 1204, 'april': 455, 'sb': 987, 'sa': 988, 'pulled': 1795, 'sf': 989, 'se': 990, 'refund': 881, 'exclusive': 1700, 'approx': 1915, 'serving': 1916, 'beaumont': 3133, 'lsk': 2043, 'kong': 2265, 'hiring': 2266, 'lst': 2044, 'program': 906, 'nbsp': 750, 'lsp': 2045, 'cuts': 751, 'statements': 3128, 'cold': 635, 'accepted': 557, 'gtc': 3044, 'group': 1551, 'monitor': 2046, 'beliefs': 2791, 'lavorato': 752, 'interesting': 2047, 'jim': 45, 'troubles': 1797, 'hot': 2595, 'forms': 2836, 'platform': 386, 'window': 3463, 'offers': 456, 'constitutes': 230, 'listing': 2931, 'policy': 298, 'mail': 1592, 'hanks': 388, 'main': 1593, 'texas': 715, 'happened': 3046, 'nom': 1919, 'finance': 753, 'views': 1594, 'origination': 2267, 'processes': 2893, 'introduce': 1920, 'nation': 2732, 'records': 509, 'qualified': 2212, 'hamilton': 1701, 'drilling': 1799, 'subscribers': 3134, 'killen': 754, 'feature': 2712, 'nov': 1921, 'provision': 1489, 'discuss': 3238, 'developments': 3318, 'term': 460, 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258, 'cec': 1950, 'triple': 1420, 'ready': 1130, 'limit': 452, 'chase': 3171, 'barney': 1735, 'trial': 625, 'newpower': 2180, 'port': 2139, 'read': 662, 'contents': 131, 'copying': 800, 'grand': 202, 'ews': 3350, 'resulting': 1033, 'advise': 3073, 'conflict': 2878, 'higher': 429, 'development': 349, 'calculation': 2695, 'lawyers': 2007, 'forced': 3217, 'bonus': 2009, 'assignment': 2560, 'yesterday': 3351, 'flows': 3074, 'desks': 958, 'moment': 801, 'levels': 556, 'moving': 3433, 'purpose': 1252, 'koch': 2561, 'stack': 1422, 'recent': 2315, 'early': 1498, 'safe': 1886, 'task': 2076, 'daren': 1736, 'database': 3258, 'stephanie': 2334, 'spent': 2562, 'analysis': 3434, 'person': 2231, 'edge': 1738, 'auditor': 1527, 'kelly': 820, 'entry': 2540, 'spend': 2563, 'reliant': 1739, 'ceo': 1951, 'settlements': 203, 'networks': 2969, 'competitive': 922, 'reviewed': 204, 'questions': 430, 'immediately': 2901, 'alternative': 2077, 'profitable': 1344, 'cut': 2078, 'readers': 2771, 'informal': 205, 'recipient': 2851, 'workers': 732, 'guaranteed': 686, 'source': 2079, 'location': 3123, 'sydney': 2772, 'input': 1423, 'guarantees': 687, 'administrative': 1253, 'excited': 802, 'surprised': 1424, 'chairman': 917, 'cheryl': 1131, 'customers': 3076, 'australia': 1020, 'vendor': 3077, 'amended': 737, 'emergency': 1842, 'format': 2773, 'big': 3352, 'bid': 3353, 'unlimited': 3435, 'matters': 803, 'game': 2882, 'biz': 3354, 'buyout': 2774, 'projects': 1425, 'formal': 2775, 'ljm': 923, 'lost': 1992, 'sincerely': 3231, 'ees': 1971, 'marlin': 924, 'communications': 1426, 'arthur': 1583, 'individuals': 1843, 'eff': 2668, 'popular': 1972, 'essential': 3079, 'pertaining': 1384, 'methods': 1844, 'sue': 409, 'absolutely': 2081, 'spring': 1024, 'creation': 2445, 'back': 975, 'understood': 2684, 'economic': 1973, 'pricing': 1254, 'palo': 2776, 'apply': 530, 'newsletter': 925, 'brent': 2978, 'delivered': 1132, 'scale': 3356, 'contacts': 1631, 'broadband': 1427, 'decision': 1788, 'pep': 805, 'integration': 806, 'meade': 2811, 'meds': 1821, 'market': 3232, 'quote': 2439, 'prof': 3309, 'anne': 3436, 'pec': 807, 'vkaminski': 329, 'beleaguered': 926, 'bg': 2316, 'run': 289, 'bb': 2317, 'bc': 2318, 'rub': 291, 'word': 1026, 'bn': 2319, 'palmer': 3094, 'continuing': 3357, 'agreement': 2320, 'step': 1133, 'weil': 747, 'bp': 2321, 'br': 2322, 'output': 179, 'feb': 2691, 'carol': 2255, 'handled': 2849, 'faith': 2447, 'pipeline': 431, 'favor': 2632, 'simulation': 1529, 'range': 2182, 'involving': 2812, 'stuart': 1428, 'sponsored': 1521, 'block': 1530, 'disclosure': 2042, 'aquila': 808, 'predictions': 501, 'primarily': 2323, 'steven': 2980, 'sports': 3041, 'bankruptcy': 1634, 'uncertainties': 86, 'computer': 3278, 'spam': 1846, 'spending': 1429, 'mack': 1128, 'question': 2183, 'submit': 1430, 'custom': 1431, 'consultation': 2449, 'suit': 1027, 'forward': 809, 'files': 3080, 'promotions': 2123, 'plunge': 1347, 'invite': 2083, 'registered': 1531, 'murphy': 1658, 'properly': 2884, 'link': 2325, 'competition': 2153, 'delta': 758, 'hopes': 1635, 'subsidiary': 2084, 'line': 2326, 'raising': 3082, 'posted': 2778, 'info': 1532, 'ut': 2270, 'requesting': 1595, 'ur': 2271, 'mobile': 3254, 'growth': 946, 'exploration': 2981, 'verification': 1432, 'uk': 1028, 'doc': 2918, 'similar': 209, 'medical': 558, 'supervisor': 559, 'defined': 2327, 'iferc': 928, 'influence': 87, 'doesn': 690, 'coordinator': 434, 'single': 2982, 'associates': 929, 'chat': 1849, 'organizational': 2085, 'usd': 1632, 'hplo': 1960, 'cotton': 2451, 'materia': 2983, 'amounts': 1974, 'entity': 710, 'fears': 211, 'teams': 1923, 'application': 212, 'points': 2485, 'nat': 1533, 'income': 930, 'department': 213, 'acceptable': 1589, 'revision': 88, 'dale': 2185, 'draw': 2058, 'users': 2186, 'reportedly': 1534, 'provided': 2641, 'tycholiz': 244, 'problems': 1348, 'prepared': 2984, 'helping': 1349, 'meaning': 437, 'allowing': 438, 'structure': 631, 'ago': 1434, 'nguyen': 155, 'land': 1850, 'vice': 3084, 'mailing': 2820, 'age': 1435, 'vehicles': 1637, 'turbines': 1227, 'bankers': 2086, 'responded': 2420, 'implied': 330, 'walker': 560, 'fresh': 2283, 'megawatt': 1139, 'requires': 692, 'katy': 2885, 'code': 2328, 'jason': 1638, 'oxley': 1535, 'fitch': 331, 'cynthia': 1255, 'results': 561, 'existing': 3173, 'steve': 2687, 'ge': 693, 'edt': 1350, 'adjustment': 1742, 'contributions': 3438, 'issues': 2688, 'procedure': 1287, 'graves': 2565, 'osprey': 2040, 'concerned': 3174, 'young': 2779, 'send': 562, 'suits': 1140, 'citing': 2329, 'institutions': 2671, 'helps': 2985, 'quarterly': 3358, 'suite': 1141, 'include': 439, 'resources': 1851, 'ubsw': 3175, 'confirmation': 2187, 'presently': 332, 'organizations': 1091, 'portfolios': 2453, 'continues': 1436, 'utexas': 3180, 'papayoti': 2986, 'asset': 3385, 'wishes': 3439, 'putting': 2566, 'continued': 1437, 'vlt': 1257, 'arrange': 1639, 'timely': 1438, 'entire': 333, 'transmission': 1029, 'positions': 1976, 'button': 3265, 'michael': 1977, 'deals': 2292, 'netco': 3441, 'min': 3359, 'evp': 2780, 'barbara': 2886, 'noted': 1957, 'logistics': 2331, 'cfo': 3442, 'strongly': 904, 'smaller': 788, 'compensated': 1142, 'licensed': 1030, 'jump': 214, 'located': 340, 'video': 89, 'enclosed': 3176, 'download': 694, 'vince': 1157, 'makers': 2188, 'victor': 90, 'index': 563, 'edison': 334, 'business': 1500, 'lehman': 3177, 'giving': 2567, 'piper': 1259, 'expressed': 2781, 'enjoyed': 2814, 'access': 2088, 'waiting': 3443, 'indian': 2961, 'flowing': 91, 'collins': 2454, 'firms': 564, 'marketer': 1143, 'exercise': 2987, 'body': 1641, 'completion': 2440, 'led': 2332, 'lee': 2333, 'degree': 2189, 'exchange': 2988, 'gathered': 1439, 'commercial': 1144, 'delivering': 1440, 'highly': 92, 'peggy': 810, 'explore': 441, 'northeast': 2013, 'focused': 2455, 'chokshi': 3444, 'consideration': 3178, 'issuing': 2090, 'hotlist': 1537, 'extreme': 1096, 'great': 1441, 'engage': 565, 'talent': 2089, 'northern': 2872, 'cera': 82, 'technical': 1032, 'involved': 2585, 'larger': 2190, 'leaving': 2191, 'survey': 1853, 'opinion': 1421, 'implement': 335, 'makes': 93, 'maker': 94, 'sheila': 442, 'named': 2569, 'foresee': 217, 'addresses': 3267, 'clark': 218, 'heart': 2832, 'apr': 3021, 'win': 1145, 'manage': 64, 'private': 1021, 'addressed': 2080, 'addressee': 3268, 'names': 2570, 'issue': 2342, 'wil': 2977, 'reserved': 2991, 'tools': 3179, 'confidence': 95, 'fee': 1203, 'lottery': 443, 'figure': 384, 'usa': 2692, 'fea': 2693, 'remains': 1146, 'paste': 462, 'flights': 3255, 'process': 1855, 'doubt': 2336, 'debbie': 1847, 'vehicle': 1538, 'means': 2393, 'panel': 1147, 'reflects': 2457, 'hydro': 1148, 'sort': 1636, 'upcoming': 2989, 'comparison': 3247, 'kim': 1185, 'equity': 3163, 'improve': 864, 'dealings': 3256, 'actuals': 96, 'sharply': 568, 'penis': 3446, 'iii': 1260, 'appointed': 1978, 'subscription': 1642, 'customer': 97, 'topic': 2833, 'account': 1261, 'challenge': 2782, 'clients': 1854, 'assumptions': 2571, 'client': 143, 'meet': 219, 'closing': 336, 'ppa': 1979, 'control': 3269, 'tap': 3447, 'links': 220, 'providers': 2551, 'invoices': 337, 'weissman': 811, 'whalley': 1539, 'tax': 1752, 'purposes': 1443, 'promotional': 1856, 'high': 569, 'effectively': 812, 'reserves': 98, 'sought': 221, 'wonderful': 2867, 'dwr': 1351, 'sir': 1352, 'united': 931, 'andersen': 2091, 'sit': 1353, 'holds': 338, 'gco': 3360, 'arrangement': 2887, 'regions': 813, 'brian': 3088, 'responsibilities': 1644, 'winners': 1038, 'afx': 814, 'attachment': 1645, 'sie': 1354, 'stock': 3362, 'profile': 339, 'de': 2368, 'attend': 2192, 'hesitate': 697, 'watch': 3029, 'tied': 3181, 'merrill': 3114, 'share': 3338, 'requirements': 880, 'da': 2369, 'engineering': 2564, 'eyes': 1214, 'light': 819, 'counter': 2783, 'lines': 1646, 'commodities': 1036, 'chief': 1647, 'nancy': 570, 'american': 194, 'executives': 1458, 'secured': 1698, 'preparing': 2308, 'houston': 99, 'spreads': 159, 'producer': 1445, 'institutional': 2992, 'insight': 100, 'meter': 815, 'produced': 1446, 'cambridge': 3182, 'including': 3428, 'mentioned': 1540, 'charlene': 3226, 'industries': 2573, 'delay': 1035, 'negotiated': 2790, 'le': 2575, 'la': 2576, 'lo': 2577, 'll': 2578, 'gcs': 3361, 'winning': 3363, 'meantime': 1858, 'previously': 1998, 'lu': 2580, 'ls': 2622, 'lp': 2581, 'communication': 900, 'derivative': 101, 'imbalance': 1150, 'pending': 1746, 'greater': 2993, 'auto': 699, 'dan': 2797, 'practice': 3448, 'runs': 134, 'invitation': 955, 'mention': 1648, 'cutting': 2798, 'hands': 2888, 'front': 3271, 'republican': 2194, 'investor': 933, 'day': 2800, 'articles': 2195, 'february': 114, 'subsidiaries': 3042, 'edit': 2594, 'warned': 927, 'university': 222, 'covering': 1071, 'identified': 1649, 'morris': 2994, 'weather': 2216, 'interview': 2507, 'accounts': 1321, 'raised': 1917, 'bills': 3090, 'experienced': 1127, 'baxter': 700, 'attachments': 224, 'apologize': 2749, 'product': 1913, 'related': 3091, 'british': 1104, 'burton': 2156, 'books': 102, 'measure': 1541, 'margins': 2889, 'sexual': 341, 'special': 225, 'category': 3451, 'matt': 1262, 'nick': 435, 'mcmahon': 226, 'entertainment': 1981, 'announces': 2582, 'rep': 1058, 'develop': 172, 'exciting': 3106, 'utility': 2197, 'ref': 816, 'integrated': 2696, 'announced': 2583, 'disclose': 2198, 'shut': 1447, 'krishnarao': 2697, 'frank': 1060, 'activity': 920, 'payroll': 227, 'jeff': 1129, 'clarify': 2092, 'regulators': 2784, 'ect': 701, 'york': 1497, 'mi': 844, 'advisor': 2459, 'regulatory': 2785, 'moody': 3078, 'forster': 1961, 'log': 2854, 'hplc': 1962, 'florida': 2114, 'david': 2338, 'conversation': 1748, 'length': 1862, 'resumes': 229, 'davis': 2339, 'retain': 1066, 'retail': 2584, 'facilitate': 2806, 'anita': 1469, 'pge': 1983, 'urgent': 2029, 'martin': 1556, 'vickers': 104, 'powerful': 1982, 'science': 2295, 'owned': 573, 'philadelphia': 3153, 'choose': 1412, 'owner': 574, 'reached': 342, 'quality': 3272, 'reliable': 2768, 'nyse': 1448, 'management': 1152, 'fair': 2235, 'start': 1938, 'ordering': 1864, 'guys': 703, 'system': 2786, 'relations': 1391, 'priority': 446, 'attack': 704, 'norton': 575, 'man': 1201, 'final': 1544, 'interests': 105, 'shell': 3092, 'completed': 1263, 'acquire': 2094, 'megan': 3218, 'lists': 1984, 'slides': 2699, 'environmental': 818, 'unsubscribe': 1040, 'bridgeline': 2340, 'july': 3093, 'haven': 1449, 'remember': 634, 'steel': 576, 'colleagues': 2341, 'ben': 705, 'commodity': 3043, 'minister': 3452, 'bed': 706, 'duffie': 2095, 'roberts': 1041, 'compensation': 3364, 'leslie': 2700, 'providing': 2461, 'bet': 707, 'projections': 2818, 'futures': 3237, 'tabs': 744, 'beck': 354, 'partnership': 1450, 'mseb': 2462, 'curves': 1651, 'comfortable': 2586, 'tonight': 106, 'discussions': 1896, '\x92': 1042, 'redmond': 2219, 'frevert': 2996, 'apparently': 2997, 'linked': 2199, 'documents': 577, 'dallas': 3365, 'agency': 3453, 'mid': 2998, 'purchasing': 3274, 'contact': 1084, 'mix': 2999, 'concerns': 2096, 'funds': 1755, 'linda': 1043, 'techniques': 1897, 'mit': 3000, 'accuracy': 1044, 'worldwide': 1865, 'fuels': 368, 'agenda': 698, 'centre': 3454, 'expires': 1153, 'dutch': 2934, 'visa': 3185, 'connected': 3275, 'preliminary': 2543, 'sally': 3001, 'payment': 343, 'volume': 463, 'url': 1986, 'stronger': 3186, 'thanksgiving': 1866, 'face': 2787, 'pipe': 448, 'agencies': 888, 'lowered': 1055, 'buyer': 1549, 'talk': 1205, 'crore': 3276, 'fact': 2788, 'goals': 2904, 'zhiyong': 1451, 'emerging': 1545, 'selection': 3367, 'brenda': 449, 'text': 1189, 'agreed': 2200, 'supported': 2587, 'terminate': 1452, 'bring': 1045, 'planning': 935, 'lloyd': 2343, 'portfolio': 3368, 'fear': 2201, 'longer': 1690, 'economist': 1046, 'pleased': 450, 'decade': 1047, 'staff': 3003, 'litigation': 451, 'partners': 2890, 'based': 1154, 'knowledge': 344, 'jay': 1867, 'winner': 1547, 'controls': 3004, 'operational': 3455, 'jan': 627, 'entities': 107, 'won': 2441, 'candidates': 3456, 'fuel': 382, 'local': 2202, 'computron': 2097, 'meant': 1048, 'move': 1037, 'handle': 2789, 'cooperation': 136, 'bonds': 567, 'plaintiff': 3096, 'familiar': 3187, 'lucky': 3188, 'bear': 1652, 'cotten': 2835, 'joint': 3277, 'fraud': 1940, 'words': 3409, 'timing': 821, 'years': 1796, 'procedures': 2891, 'areas': 822, 'aep': 108, 'aes': 636, 'ended': 937, 'conditions': 2875, 'taxes': 109, 'calling': 3369, 'stuff': 110, 'dpc': 389, 'processed': 2950, 'qf': 938, 'fixed': 1924, 'chonawee': 2098, 'view': 3410, 'shapiro': 1653, 'requirement': 2627, 'acquired': 3097, 'national': 1107, 'operates': 1208, 'edition': 3240, 'officials': 1988, 'enhanced': 3005, 'ebs': 1034, 'abb': 3098, 'closer': 3459, 'closes': 3460, 'wire': 3189, 'wa': 1072, 'reform': 1724, 'poorman': 2344, 'initially': 1732, 'written': 711, 'difficulties': 2099, 'correctly': 2464, 'crude': 2203, 'progress': 1654, 'email': 579, 'reinhardt': 2345, 'bought': 2204, 'perfect': 1857, 'sole': 2465, 'janet': 1655, 'superior': 444, 'importance': 3280, 'deliver': 1264, 'ld': 2574, 'efficiency': 3281, 'job': 453, 'takeover': 2207, 'joe': 454, 'key': 232, 'approval': 712, 'lawsuit': 1869, 'nominations': 1460, 'barrett': 3462, 'piece': 3285, 'instant': 823, 'limits': 233, 'career': 1552, 'invited': 1049, 'drug': 3243, 'pulp': 1817, 'assure': 2590, 'harvard': 2346, 'figures': 2347, 'ami': 1933, 'cernosek': 2466, 'comment': 2591, 'detailed': 527, 'relevant': 174, 'huang': 138, 'cl': 3246, 'cc': 580, 'ca': 581, 'ce': 582, 'cd': 1218, 'taylor': 2644, 'news': 2125, 'table': 939, 'allocated': 583, 'li': 2579, 'nomination': 2394, 'mailto': 2348, 'quit': 2896, 'packages': 2375, 'mailman': 112, 'addition': 714, 'holidays': 1343, 'copies': 1656, 'darren': 3370, 'permanent': 932, 'mime': 2734, 'agreements': 3464, 'olson': 2208, 'proposal': 1265, 'waste': 3190, 'louisiana': 2792, 'define': 3371, 'soma': 3259, 'faced': 3008, 'mike': 3099, 'enserch': 2793, 'controlled': 236, 'gtv': 3045, 'sufficient': 941, 'farmer': 387, 'essentially': 140, 'sales': 667, 'bulk': 1266, 'finished': 2359, 'bln': 3135, 'graphics': 3191, 'prescription': 1340, 'atlanta': 586, 'reeves': 457, 'spain': 1050, 'homes': 1657, 'multi': 3009, 'holiday': 2193, 'plain': 3373, 'align': 942, 'specifically': 2324, 'expiration': 587, 'deregulation': 270, 'counterparties': 824, 'coale': 2794, 'supply': 794, 've': 180, 'site': 2424, 'helped': 3375, 'arrangements': 345, 'partner': 2100, 'foreign': 326, 'ann': 1379, 'capture': 2897, 'terrorist': 1454, 'sensitive': 1525, 'generic': 2898, 'began': 2166, 'administration': 3376, 'cross': 2703, 'campus': 1269, 'paulo': 1871, 'matthew': 1052, 'parts': 1989, 'speaker': 238, 'northwest': 239, 'largest': 2211, 'units': 914, 'party': 1990, 'negotiate': 3192, 'hplno': 2796, 'privileged': 1749, 'paula': 1872, 'hplnl': 2432, 'credibility': 668, 'http': 240, 'raymond': 3193, 'premiere': 3426, 'reporting': 3011, 'effect': 1554, 'phd': 2349, 'started': 1149, 'technoiogy': 113, 'issuance': 3465, 'student': 3101, 'php': 2350, 'requests': 611, 'expand': 3194, 'audit': 1874, 'transaction': 718, 'center': 825, 'lunch': 299, 'schumack': 3067, 'qfs': 2895, 'thought': 1659, 'sets': 3377, 'position': 3378, 'headcount': 241, 'latest': 2592, 'ny': 2620, 'carrie': 3102, 'rocket': 3466, 'increasingly': 242, 'percent': 3470, 'accurate': 2467, 'executive': 3379, 'domestic': 1660, 'obtain': 1360, 'detail': 350, 'sources': 3282, 'underlying': 2593, 'rooms': 2799, 'paul': 1455, 'web': 1875, 'tight': 2752, 'headed': 1526, 'smith': 3103, 'lake': 3308, 'capabilities': 2704, 'realize': 1859, 'wes': 1876, 'sullivan': 3400, 'add': 3012, 'attractive': 1361, 'reason': 1122, 'loan': 3167, 'smart': 2101, 'gmt': 2102, 'resolved': 346, 'increased': 1456, 'provisions': 459, 'government': 274, 'fyi': 3380, 'increases': 1457, 'desk': 2093, 'press': 2213, 'taking': 171, 'password': 2801, 'loss': 1991, 'showing': 206, 'helpful': 945, 'success': 3427, 'eric': 1161, 'ring': 1925, 'traders': 3087, 'payments': 243, 'lose': 1993, 'viruses': 2610, 'works': 1134, 'soft': 2883, 'page': 2902, 'replacement': 2351, 'amendment': 304, 'poor': 1053, 'exceed': 461, 'drop': 160, 'authority': 208, 'dynegy': 3260, 'macromedia': 2450, 'delainey': 1662, 'export': 1362, 'commitments': 394, 'recommendation': 347, 'proper': 3013, 'home': 1996, 'peter': 2903, 'employment': 2214, 'transport': 3262, 'est': 826, 'jeremy': 2215, 'lead': 1753, 'severance': 1363, 'broad': 1997, 'avoid': 2352, 'separate': 3195, 'slide': 223, 'assuming': 3014, 'leader': 3468, 'schedule': 1536, 'journal': 1158, 'expansion': 719, 'ability': 2205, 'pressure': 1877, 'host': 3381, 'kristin': 216, 'prohibited': 1557, 'benefit': 1499, 'offset': 3283, 'loans': 3197, 'stage': 2353, 'gained': 590, 'iris': 1054, 'actual': 1267, 'puts': 272, 'extension': 947, 'column': 2705, 'shipping': 1754, 'angeles': 2354, 'holdings': 3122, 'nds': 3105, 'px': 1558, 'software': 2458, 'alliance': 591, 'letters': 115, 'owe': 1744, 'washington': 1159, 'commitment': 2355, 'billions': 827, 'included': 2647, 'en': 641, 'promise': 2217, 'registration': 3449, 'jinbaek': 2468, 'managing': 393, 'oniine': 1542, 'prompted': 1922, 'terminated': 116, 'van': 1364, 'additional': 246, 'waco': 2104, 'confident': 3402, 'texaco': 948, 'transfer': 2218, 'reduction': 1734, 'continental': 2706, 'biggest': 1268, 'pg': 1561, 'function': 592, 'building': 1502, 'buy': 828, 'north': 1999, 'interest': 2021, 'triggered': 2707, 'hr': 2469, 'bus': 829, 'brand': 3382, 'booked': 3420, 'delivery': 593, 'construction': 2356, 'gain': 248, 'belden': 3198, 'highest': 1356, 'valuation': 1056, 'carthage': 3085, 'count': 2357, 'made': 936, 'corel': 184, 'places': 1878, 'official': 594, 'signed': 3284, 'record': 949, 'stories': 1160, 'distribution': 1195, 'meyers': 595, 'minutes': 830, 'foster': 2861, 'marketplace': 249, 'jenny': 940, 'reservations': 3200, 'penny': 1563, 'education': 250, 'proceeds': 237, 'worse': 2653, 'mutual': 1574, 'compared': 1879, 'variety': 596, 'corporation': 2105, 'claiming': 1661, 'directors': 406, 'illinois': 3471, 'drugs': 351, 'book': 1756, 'details': 118, 'hpl': 597, 'contacting': 2709, 'conclusion': 464, 'lance': 1258, 'canada': 2933, 'junk': 3467, 'francisco': 598, 'star': 2002, 'monday': 3199, 'ubs': 2107, 'class': 3095, 'june': 1757, 'shown': 648, 'stay': 2003, 'oem': 2082, 'margaret': 1366, 'chance': 1392, 'accomplish': 1758, 'additionally': 2004, 'priced': 2556, 'friends': 3107, 'exposure': 119, 'resolution': 1613, 'space': 650, 'rule': 1461, 'eol': 1462, 'portion': 3286, 'pension': 599, 'volumes': 554, 'katherine': 2877}

probabilities = (
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)

weightings = dict(zip(('ham', 'spam'), (tuple(max(int(50*x + 1000), 0) for x in prob) for prob in probabilities)))