the output of rule arrays can not find in patterns ,and so many of them turn to 1

[xiaogugu]

patterns = fpg.find_frequent_patterns(transactions, 399)
print "patterns:",patterns
rule = fpg.generate_association_rules(patterns,0.23)
print "rule:",rule
patterns: {(11623791,): 718, (1200977055, 1201023876, 1201116375, 1201268126, 1201562424): 805, (1201207701,): 2217, (1201451040,): 445, (1201345366,): 1844, (1201294590,): 3846, (1200745609,): 1229, (1201023876, 1201116375, 1201562424): 830, (1201532784,): 1535, (1201486603,): 2022, (11738534,): 3125, (1201350860,): 476, (1200977055, 1201268126): 962, (1201557016,): 1151, (1201542715,): 1785, (1201023876, 1201116375, 1201268126): 816, (1200419767,): 656, (1201457994,): 1677, (1201268126,): 1320, (1201113796,): 503, (1200891159,): 1929, (1201322512,): 1538, (10104273,): 861, (1201613420,): 4840, (1200354823,): 1541, (1200432941,): 497, (1201305683,): 406, (1200457081,): 501, (10814383,): 2000, (1201499030,): 1498, (1201052503,): 2485, (1201157090,): 1463, (1200163273,): 555, (1201631999,): 3614, (11249445,): 1426, (1200961536,): 2807, (1201383817,): 617, (1201467922,): 3863, (1200427431,): 658, (1200790003,): 3589, (1200982196,): 2010, (1201562424,): 3043, (1201273973,): 1382, (1201503232,): 2539, (1201394998,): 583, (1200159324,): 630, (1201570908,): 1860, (1201403614,): 3257, (1201273966,): 1145, (1201023876, 1201116375): 830, (1200977055, 1201023876, 1201116375, 1201562424): 812, (1201477137,): 2218, (1200333505,): 1286, (1200437714,): 1706, (1200743214,): 3354, (1201513338,): 2445, (1201474472,): 2813, (1201322043,): 762, (1200885766, 1201352808): 478, (10647548,): 568, (1201094551,): 686, (1201121314,): 518, (1201462793,): 2257, (1201578718,): 18168, (1201202122,): 873, (1201140837,): 499, (1201345317,): 2145, (1201462348,): 1218, (1200297191,): 4166, (1201503232, 1201613420): 1306, (1201494873,): 917, (1201494927,): 614, (1200786101,): 515, (1200974125,): 930, (1200697819,): 1062, (1201392758,): 735, (1201164589, 1201273973): 518, (1200957738,): 2042, (1201271746,): 2369, (1200385629,): 2088, (1201138670,): 2535, (1201392771,): 612, (1201054494,): 2307, (1201526185,): 1783, (11204831,): 4291, (1201395562,): 992, (10643879,): 1706, (1200335185,): 449, (1200691591,): 1967, (1201429522,): 760, (1200242349,): 2003, (1201504568,): 955, (1200283758,): 479, (1201023876, 1201116375, 1201268126, 1201562424): 816, (1201149664,): 5958, (1201349905,): 1444, (1200172387,): 1984, (1201208643,): 2195, (1200977055, 1201023876, 1201116375, 1201268126): 805, (1201352808, 1201457994): 451, (1201169598,): 2809, (1201518719,): 482, (1201522186,): 1887, (1200708773,): 1107, (11146699,): 3246, (1201470054,): 792, (1200977055, 1201023876, 1201562424): 935, (1201216728,): 1167, (1200371059,): 1981, (11708313,): 549, (1200352602,): 1639, (1201446427,): 737, (1201123510,): 536, (1200311105,): 666, (1200212508,): 837, (1201468581,): 5954, (1201578729,): 550, (1201213230,): 4866, (1200812613,): 3369, (1201027792,): 552, (1201265492,): 490, (1200301742,): 513, (1200455993,): 2665, (1201270886,): 3641, (11702895,): 1040, (1200735969,): 490, (1201116375, 1201268126, 1201562424): 823, (1201349181,): 519, (1201432931,): 778, (1200785918,): 511, (1200250761,): 402, (1201424420,): 2467, (1201332927,): 2825, (10386250,): 513, (1201343088,): 409, (1201421617,): 421, (1201023876, 1201562424): 1291, (1200777787,): 973, (1200106637,): 1013, (1201268126, 1201562424): 1314, (11006454,): 659, (1201234460,): 475, (1200799042,): 400, (1201237981,): 1253, (1201352808,): 9725, (1201079811,): 720, (1200961550,): 3528, (1201527994,): 2485, (1200977055, 1201562424): 1014, (1201393734,): 481, (1200404231,): 640, (1201088308,): 715, (1201116375, 1201562424): 844, (1201564142,): 815, (1201148486,): 1044, (11144143,): 1910, (11240917,): 1220, (1200277793,): 1722, (1200415164,): 1925, (11253335,): 8420, (1201557730,): 419, (1201116375, 1201268126): 823, (1200228384,): 1684, (1200423973,): 1601, (1201097392,): 448, (1201284505,): 1586, (1201033228,): 497, (1201461902,): 622, (1200223668,): 577, (1200977055, 1201268126, 1201562424): 959, (1201352808, 1201532784): 472, (1200450459,): 2716, (1200368622,): 631, (1201270977,): 480, (11676618,): 1816, (1201079287,): 8783, (11121832,): 571, (1201096003,): 1002, (1201406468,): 683, (1200977055, 1201116375, 1201562424): 815, (1201172110,): 399, (1201558444,): 2911, (1201023876, 1201268126, 1201562424): 1221, (1200220152,): 6894, (11161428,): 541, (1201287663,): 781, (1201466389,): 456, (1201357052,): 2881, (1201306914,): 1849, (1200084847,): 1208, (1201492862,): 1546, (1201487585,): 2581, (1201443312,): 427, (1201478539,): 978, (1201328361,): 1158, (1200301745,): 2233, (1201286776,): 2917, (1200285785,): 706, (1200977055, 1201116375, 1201268126, 1201562424): 808, (10447424,): 6067, (1200977055, 1201023876, 1201268126): 896, (1200982785,): 601, (1201390492,): 1768, (1201164589, 1201273966): 429, (1200910312,): 613, (1200290334,): 814, (1201030623,): 2313, (1200977055, 1201023876, 1201116375): 812, (1200869612,): 1898, (1201187602,): 1308, (1200885766,): 2558, (1201341673,): 1448, (1201504572,): 592, (1200377480,): 3378, (11501859,): 2479, (1201363125,): 2223, (1201577226,): 2591, (1201536832,): 1903, (1200904137,): 1108, (1201093617,): 1401, (1200977055, 1201023876, 1201268126, 1201562424): 895, (11698907,): 1880, (11223667,): 2141, (1201065998,): 527, (1200743220,): 626, (1200991695,): 646, (1200070389,): 654, (1201023876, 1201268126): 1222, (1200689921,): 3034, (1201492855,): 1386, (1201502466,): 2214, (11240936,): 650, (1201577961,): 513, (1200279428,): 456, (1200979992,): 2950, (1201338800,): 3385, (11567723,): 532, (10973190,): 494, (1200743212,): 799, (1201592045,): 5235, (1200977055, 1201116375, 1201268126): 808}
rule: {(1201023876, 1201116375, 1201268126): ((1200977055,), 0.9865196078431373), (1201116375, 1201268126, 1201562424): ((1200977055,), 0.9817739975698664), (1200977055, 1201023876, 1201268126, 1201562424): ((1201116375,), 0.8994413407821229), (1201532784,): ((1201352808,), 0.30749185667752443), (1201023876, 1201562424): ((1200977055, 1201268126), 0.6932610379550735), (1200977055, 1201268126): ((1201116375,), 0.83991683991684), (1201268126, 1201562424): ((1200977055, 1201023876), 0.6811263318112634), (1200977055, 1201023876, 1201268126): ((1201562424,), 0.9988839285714286), (1200977055, 1201116375, 1201268126, 1201562424): ((1201023876,), 0.9962871287128713), (1201268126,): ((1200977055, 1201116375), 0.6121212121212121), (1200977055, 1201023876, 1201116375): ((1201268126,), 0.9913793103448276), (1200977055, 1201562424): ((1201023876, 1201268126), 0.8826429980276134), (1201613420,): ((1201503232,), 0.26983471074380166), (1201562424,): ((1200977055, 1201023876, 1201268126), 0.29411764705882354), (1201116375, 1201562424): ((1200977055, 1201268126), 0.957345971563981), (1201273966,): ((1201164589,), 0.3746724890829694), (1201023876, 1201116375, 1201268126, 1201562424): ((1200977055,), 0.9865196078431373), (1200977055, 1201023876, 1201116375, 1201268126): ((1201562424,), 1.0), (1201273973,): ((1201164589,), 0.3748191027496382), (1201023876, 1201116375, 1201562424): ((1201268126,), 0.983132530120482), (1200977055, 1201023876, 1201562424): ((1201268126,), 0.9572192513368984), (1200977055, 1201268126, 1201562424): ((1201023876,), 0.9332638164754953), (1201116375, 1201268126): ((1200977055,), 0.9817739975698664), (1201503232,): ((1201613420,), 0.5143757384797164), (1201457994,): ((1201352808,), 0.2689326177698271), (1200977055, 1201116375, 1201562424): ((1201268126,), 0.9914110429447853), (1201023876, 1201116375): ((1200977055,), 0.9783132530120482), (1200977055, 1201023876, 1201116375, 1201562424): ((1201268126,), 0.9913793103448276), (1201023876, 1201268126, 1201562424): ((1200977055,), 0.733005733005733), (1200977055, 1201116375, 1201268126): ((1201562424,), 1.0), (1201023876, 1201268126): ((1200977055, 1201562424), 0.7324058919803601)}