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Orbifold/FeatureValuation.ipynb

Last active July 14, 2018 18:35
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Using a random forest to valuate features
Raw
bike_day.csv
instant dteday season yr mnth holiday weekday workingday weathersit temp atemp hum windspeed casual registered cnt
1 2011-01-01 1 0 1 0 6 0 2 0.344167 0.363625 0.805833 0.160446 331 654 985
2 2011-01-02 1 0 1 0 0 0 2 0.363478 0.353739 0.696087 0.248539 131 670 801
3 2011-01-03 1 0 1 0 1 1 1 0.196364 0.189405 0.437273 0.248309 120 1229 1349
4 2011-01-04 1 0 1 0 2 1 1 0.2 0.212122 0.590435 0.160296 108 1454 1562
5 2011-01-05 1 0 1 0 3 1 1 0.226957 0.22927 0.436957 0.1869 82 1518 1600
6 2011-01-06 1 0 1 0 4 1 1 0.204348 0.233209 0.518261 0.0895652 88 1518 1606
7 2011-01-07 1 0 1 0 5 1 2 0.196522 0.208839 0.498696 0.168726 148 1362 1510
8 2011-01-08 1 0 1 0 6 0 2 0.165 0.162254 0.535833 0.266804 68 891 959
9 2011-01-09 1 0 1 0 0 0 1 0.138333 0.116175 0.434167 0.36195 54 768 822
10 2011-01-10 1 0 1 0 1 1 1 0.150833 0.150888 0.482917 0.223267 41 1280 1321
11 2011-01-11 1 0 1 0 2 1 2 0.169091 0.191464 0.686364 0.122132 43 1220 1263
12 2011-01-12 1 0 1 0 3 1 1 0.172727 0.160473 0.599545 0.304627 25 1137 1162
13 2011-01-13 1 0 1 0 4 1 1 0.165 0.150883 0.470417 0.301 38 1368 1406
14 2011-01-14 1 0 1 0 5 1 1 0.16087 0.188413 0.537826 0.126548 54 1367 1421
15 2011-01-15 1 0 1 0 6 0 2 0.233333 0.248112 0.49875 0.157963 222 1026 1248
16 2011-01-16 1 0 1 0 0 0 1 0.231667 0.234217 0.48375 0.188433 251 953 1204
17 2011-01-17 1 0 1 1 1 0 2 0.175833 0.176771 0.5375 0.194017 117 883 1000
18 2011-01-18 1 0 1 0 2 1 2 0.216667 0.232333 0.861667 0.146775 9 674 683
19 2011-01-19 1 0 1 0 3 1 2 0.292174 0.298422 0.741739 0.208317 78 1572 1650
20 2011-01-20 1 0 1 0 4 1 2 0.261667 0.25505 0.538333 0.195904 83 1844 1927
21 2011-01-21 1 0 1 0 5 1 1 0.1775 0.157833 0.457083 0.353242 75 1468 1543
22 2011-01-22 1 0 1 0 6 0 1 0.0591304 0.0790696 0.4 0.17197 93 888 981
23 2011-01-23 1 0 1 0 0 0 1 0.0965217 0.0988391 0.436522 0.2466 150 836 986
24 2011-01-24 1 0 1 0 1 1 1 0.0973913 0.11793 0.491739 0.15833 86 1330 1416
25 2011-01-25 1 0 1 0 2 1 2 0.223478 0.234526 0.616957 0.129796 186 1799 1985
26 2011-01-26 1 0 1 0 3 1 3 0.2175 0.2036 0.8625 0.29385 34 472 506
27 2011-01-27 1 0 1 0 4 1 1 0.195 0.2197 0.6875 0.113837 15 416 431
28 2011-01-28 1 0 1 0 5 1 2 0.203478 0.223317 0.793043 0.1233 38 1129 1167
29 2011-01-29 1 0 1 0 6 0 1 0.196522 0.212126 0.651739 0.145365 123 975 1098
30 2011-01-30 1 0 1 0 0 0 1 0.216522 0.250322 0.722174 0.0739826 140 956 1096
31 2011-01-31 1 0 1 0 1 1 2 0.180833 0.18625 0.60375 0.187192 42 1459 1501
32 2011-02-01 1 0 2 0 2 1 2 0.192174 0.23453 0.829565 0.053213 47 1313 1360
33 2011-02-02 1 0 2 0 3 1 2 0.26 0.254417 0.775417 0.264308 72 1454 1526
34 2011-02-03 1 0 2 0 4 1 1 0.186957 0.177878 0.437826 0.277752 61 1489 1550
35 2011-02-04 1 0 2 0 5 1 2 0.211304 0.228587 0.585217 0.127839 88 1620 1708
36 2011-02-05 1 0 2 0 6 0 2 0.233333 0.243058 0.929167 0.161079 100 905 1005
37 2011-02-06 1 0 2 0 0 0 1 0.285833 0.291671 0.568333 0.1418 354 1269 1623
38 2011-02-07 1 0 2 0 1 1 1 0.271667 0.303658 0.738333 0.0454083 120 1592 1712
39 2011-02-08 1 0 2 0 2 1 1 0.220833 0.198246 0.537917 0.36195 64 1466 1530
40 2011-02-09 1 0 2 0 3 1 2 0.134783 0.144283 0.494783 0.188839 53 1552 1605
41 2011-02-10 1 0 2 0 4 1 1 0.144348 0.149548 0.437391 0.221935 47 1491 1538
42 2011-02-11 1 0 2 0 5 1 1 0.189091 0.213509 0.506364 0.10855 149 1597 1746
43 2011-02-12 1 0 2 0 6 0 1 0.2225 0.232954 0.544167 0.203367 288 1184 1472
44 2011-02-13 1 0 2 0 0 0 1 0.316522 0.324113 0.457391 0.260883 397 1192 1589
45 2011-02-14 1 0 2 0 1 1 1 0.415 0.39835 0.375833 0.417908 208 1705 1913
46 2011-02-15 1 0 2 0 2 1 1 0.266087 0.254274 0.314348 0.291374 140 1675 1815
47 2011-02-16 1 0 2 0 3 1 1 0.318261 0.3162 0.423478 0.251791 218 1897 2115
48 2011-02-17 1 0 2 0 4 1 1 0.435833 0.428658 0.505 0.230104 259 2216 2475
49 2011-02-18 1 0 2 0 5 1 1 0.521667 0.511983 0.516667 0.264925 579 2348 2927
50 2011-02-19 1 0 2 0 6 0 1 0.399167 0.391404 0.187917 0.507463 532 1103 1635
51 2011-02-20 1 0 2 0 0 0 1 0.285217 0.27733 0.407826 0.223235 639 1173 1812
52 2011-02-21 1 0 2 1 1 0 2 0.303333 0.284075 0.605 0.307846 195 912 1107
53 2011-02-22 1 0 2 0 2 1 1 0.182222 0.186033 0.577778 0.195683 74 1376 1450
54 2011-02-23 1 0 2 0 3 1 1 0.221739 0.245717 0.423043 0.094113 139 1778 1917
55 2011-02-24 1 0 2 0 4 1 2 0.295652 0.289191 0.697391 0.250496 100 1707 1807
56 2011-02-25 1 0 2 0 5 1 2 0.364348 0.350461 0.712174 0.346539 120 1341 1461
57 2011-02-26 1 0 2 0 6 0 1 0.2825 0.282192 0.537917 0.186571 424 1545 1969
58 2011-02-27 1 0 2 0 0 0 1 0.343478 0.351109 0.68 0.125248 694 1708 2402
59 2011-02-28 1 0 2 0 1 1 2 0.407273 0.400118 0.876364 0.289686 81 1365 1446
60 2011-03-01 1 0 3 0 2 1 1 0.266667 0.263879 0.535 0.216425 137 1714 1851
61 2011-03-02 1 0 3 0 3 1 1 0.335 0.320071 0.449583 0.307833 231 1903 2134
62 2011-03-03 1 0 3 0 4 1 1 0.198333 0.200133 0.318333 0.225754 123 1562 1685
63 2011-03-04 1 0 3 0 5 1 2 0.261667 0.255679 0.610417 0.203346 214 1730 1944
64 2011-03-05 1 0 3 0 6 0 2 0.384167 0.378779 0.789167 0.251871 640 1437 2077
65 2011-03-06 1 0 3 0 0 0 2 0.376522 0.366252 0.948261 0.343287 114 491 605
66 2011-03-07 1 0 3 0 1 1 1 0.261739 0.238461 0.551304 0.341352 244 1628 1872
67 2011-03-08 1 0 3 0 2 1 1 0.2925 0.3024 0.420833 0.12065 316 1817 2133
68 2011-03-09 1 0 3 0 3 1 2 0.295833 0.286608 0.775417 0.22015 191 1700 1891
69 2011-03-10 1 0 3 0 4 1 3 0.389091 0.385668 0 0.261877 46 577 623
70 2011-03-11 1 0 3 0 5 1 2 0.316522 0.305 0.649565 0.23297 247 1730 1977
71 2011-03-12 1 0 3 0 6 0 1 0.329167 0.32575 0.594583 0.220775 724 1408 2132
72 2011-03-13 1 0 3 0 0 0 1 0.384348 0.380091 0.527391 0.270604 982 1435 2417
73 2011-03-14 1 0 3 0 1 1 1 0.325217 0.332 0.496957 0.136926 359 1687 2046
74 2011-03-15 1 0 3 0 2 1 2 0.317391 0.318178 0.655652 0.184309 289 1767 2056
75 2011-03-16 1 0 3 0 3 1 2 0.365217 0.36693 0.776522 0.203117 321 1871 2192
76 2011-03-17 1 0 3 0 4 1 1 0.415 0.410333 0.602917 0.209579 424 2320 2744
77 2011-03-18 1 0 3 0 5 1 1 0.54 0.527009 0.525217 0.231017 884 2355 3239
78 2011-03-19 1 0 3 0 6 0 1 0.4725 0.466525 0.379167 0.368167 1424 1693 3117
79 2011-03-20 1 0 3 0 0 0 1 0.3325 0.32575 0.47375 0.207721 1047 1424 2471
80 2011-03-21 2 0 3 0 1 1 2 0.430435 0.409735 0.737391 0.288783 401 1676 2077
81 2011-03-22 2 0 3 0 2 1 1 0.441667 0.440642 0.624583 0.22575 460 2243 2703
82 2011-03-23 2 0 3 0 3 1 2 0.346957 0.337939 0.839565 0.234261 203 1918 2121
83 2011-03-24 2 0 3 0 4 1 2 0.285 0.270833 0.805833 0.243787 166 1699 1865
84 2011-03-25 2 0 3 0 5 1 1 0.264167 0.256312 0.495 0.230725 300 1910 2210
85 2011-03-26 2 0 3 0 6 0 1 0.265833 0.257571 0.394167 0.209571 981 1515 2496
86 2011-03-27 2 0 3 0 0 0 2 0.253043 0.250339 0.493913 0.1843 472 1221 1693
87 2011-03-28 2 0 3 0 1 1 1 0.264348 0.257574 0.302174 0.212204 222 1806 2028
88 2011-03-29 2 0 3 0 2 1 1 0.3025 0.292908 0.314167 0.226996 317 2108 2425
89 2011-03-30 2 0 3 0 3 1 2 0.3 0.29735 0.646667 0.172888 168 1368 1536
90 2011-03-31 2 0 3 0 4 1 3 0.268333 0.257575 0.918333 0.217646 179 1506 1685
91 2011-04-01 2 0 4 0 5 1 2 0.3 0.283454 0.68625 0.258708 307 1920 2227
92 2011-04-02 2 0 4 0 6 0 2 0.315 0.315637 0.65375 0.197146 898 1354 2252
93 2011-04-03 2 0 4 0 0 0 1 0.378333 0.378767 0.48 0.182213 1651 1598 3249
94 2011-04-04 2 0 4 0 1 1 1 0.573333 0.542929 0.42625 0.385571 734 2381 3115
95 2011-04-05 2 0 4 0 2 1 2 0.414167 0.39835 0.642083 0.388067 167 1628 1795
96 2011-04-06 2 0 4 0 3 1 1 0.390833 0.387608 0.470833 0.263063 413 2395 2808
97 2011-04-07 2 0 4 0 4 1 1 0.4375 0.433696 0.602917 0.162312 571 2570 3141
98 2011-04-08 2 0 4 0 5 1 2 0.335833 0.324479 0.83625 0.226992 172 1299 1471
99 2011-04-09 2 0 4 0 6 0 2 0.3425 0.341529 0.8775 0.133083 879 1576 2455
100 2011-04-10 2 0 4 0 0 0 2 0.426667 0.426737 0.8575 0.146767 1188 1707 2895
101 2011-04-11 2 0 4 0 1 1 2 0.595652 0.565217 0.716956 0.324474 855 2493 3348
102 2011-04-12 2 0 4 0 2 1 2 0.5025 0.493054 0.739167 0.274879 257 1777 2034
103 2011-04-13 2 0 4 0 3 1 2 0.4125 0.417283 0.819167 0.250617 209 1953 2162
104 2011-04-14 2 0 4 0 4 1 1 0.4675 0.462742 0.540417 0.1107 529 2738 3267
105 2011-04-15 2 0 4 1 5 0 1 0.446667 0.441913 0.67125 0.226375 642 2484 3126
106 2011-04-16 2 0 4 0 6 0 3 0.430833 0.425492 0.888333 0.340808 121 674 795
107 2011-04-17 2 0 4 0 0 0 1 0.456667 0.445696 0.479583 0.303496 1558 2186 3744
108 2011-04-18 2 0 4 0 1 1 1 0.5125 0.503146 0.5425 0.163567 669 2760 3429
109 2011-04-19 2 0 4 0 2 1 2 0.505833 0.489258 0.665833 0.157971 409 2795 3204
110 2011-04-20 2 0 4 0 3 1 1 0.595 0.564392 0.614167 0.241925 613 3331 3944
111 2011-04-21 2 0 4 0 4 1 1 0.459167 0.453892 0.407083 0.325258 745 3444 4189
112 2011-04-22 2 0 4 0 5 1 2 0.336667 0.321954 0.729583 0.219521 177 1506 1683
113 2011-04-23 2 0 4 0 6 0 2 0.46 0.450121 0.887917 0.230725 1462 2574 4036
114 2011-04-24 2 0 4 0 0 0 2 0.581667 0.551763 0.810833 0.192175 1710 2481 4191
115 2011-04-25 2 0 4 0 1 1 1 0.606667 0.5745 0.776667 0.185333 773 3300 4073
116 2011-04-26 2 0 4 0 2 1 1 0.631667 0.594083 0.729167 0.3265 678 3722 4400
117 2011-04-27 2 0 4 0 3 1 2 0.62 0.575142 0.835417 0.3122 547 3325 3872
118 2011-04-28 2 0 4 0 4 1 2 0.6175 0.578929 0.700833 0.320908 569 3489 4058
119 2011-04-29 2 0 4 0 5 1 1 0.51 0.497463 0.457083 0.240063 878 3717 4595
120 2011-04-30 2 0 4 0 6 0 1 0.4725 0.464021 0.503333 0.235075 1965 3347 5312
121 2011-05-01 2 0 5 0 0 0 2 0.451667 0.448204 0.762083 0.106354 1138 2213 3351
122 2011-05-02 2 0 5 0 1 1 2 0.549167 0.532833 0.73 0.183454 847 3554 4401
123 2011-05-03 2 0 5 0 2 1 2 0.616667 0.582079 0.697083 0.342667 603 3848 4451
124 2011-05-04 2 0 5 0 3 1 2 0.414167 0.40465 0.737083 0.328996 255 2378 2633
125 2011-05-05 2 0 5 0 4 1 1 0.459167 0.441917 0.444167 0.295392 614 3819 4433
126 2011-05-06 2 0 5 0 5 1 1 0.479167 0.474117 0.59 0.228246 894 3714 4608
127 2011-05-07 2 0 5 0 6 0 1 0.52 0.512621 0.54125 0.16045 1612 3102 4714
128 2011-05-08 2 0 5 0 0 0 1 0.528333 0.518933 0.631667 0.0746375 1401 2932 4333
129 2011-05-09 2 0 5 0 1 1 1 0.5325 0.525246 0.58875 0.176 664 3698 4362
130 2011-05-10 2 0 5 0 2 1 1 0.5325 0.522721 0.489167 0.115671 694 4109 4803
131 2011-05-11 2 0 5 0 3 1 1 0.5425 0.5284 0.632917 0.120642 550 3632 4182
132 2011-05-12 2 0 5 0 4 1 1 0.535 0.523363 0.7475 0.189667 695 4169 4864
133 2011-05-13 2 0 5 0 5 1 2 0.5125 0.4943 0.863333 0.179725 692 3413 4105
134 2011-05-14 2 0 5 0 6 0 2 0.520833 0.500629 0.9225 0.13495 902 2507 3409
135 2011-05-15 2 0 5 0 0 0 2 0.5625 0.536 0.867083 0.152979 1582 2971 4553
136 2011-05-16 2 0 5 0 1 1 1 0.5775 0.550512 0.787917 0.126871 773 3185 3958
137 2011-05-17 2 0 5 0 2 1 2 0.561667 0.538529 0.837917 0.277354 678 3445 4123
138 2011-05-18 2 0 5 0 3 1 2 0.55 0.527158 0.87 0.201492 536 3319 3855
139 2011-05-19 2 0 5 0 4 1 2 0.530833 0.510742 0.829583 0.108213 735 3840 4575
140 2011-05-20 2 0 5 0 5 1 1 0.536667 0.529042 0.719583 0.125013 909 4008 4917
141 2011-05-21 2 0 5 0 6 0 1 0.6025 0.571975 0.626667 0.12065 2258 3547 5805
142 2011-05-22 2 0 5 0 0 0 1 0.604167 0.5745 0.749583 0.148008 1576 3084 4660
143 2011-05-23 2 0 5 0 1 1 2 0.631667 0.590296 0.81 0.233842 836 3438 4274
144 2011-05-24 2 0 5 0 2 1 2 0.66 0.604813 0.740833 0.207092 659 3833 4492
145 2011-05-25 2 0 5 0 3 1 1 0.660833 0.615542 0.69625 0.154233 740 4238 4978
146 2011-05-26 2 0 5 0 4 1 1 0.708333 0.654688 0.6775 0.199642 758 3919 4677
147 2011-05-27 2 0 5 0 5 1 1 0.681667 0.637008 0.65375 0.240679 871 3808 4679
148 2011-05-28 2 0 5 0 6 0 1 0.655833 0.612379 0.729583 0.230092 2001 2757 4758
149 2011-05-29 2 0 5 0 0 0 1 0.6675 0.61555 0.81875 0.213938 2355 2433 4788
150 2011-05-30 2 0 5 1 1 0 1 0.733333 0.671092 0.685 0.131225 1549 2549 4098
151 2011-05-31 2 0 5 0 2 1 1 0.775 0.725383 0.636667 0.111329 673 3309 3982
152 2011-06-01 2 0 6 0 3 1 2 0.764167 0.720967 0.677083 0.207092 513 3461 3974
153 2011-06-02 2 0 6 0 4 1 1 0.715 0.643942 0.305 0.292287 736 4232 4968
154 2011-06-03 2 0 6 0 5 1 1 0.62 0.587133 0.354167 0.253121 898 4414 5312
155 2011-06-04 2 0 6 0 6 0 1 0.635 0.594696 0.45625 0.123142 1869 3473 5342
156 2011-06-05 2 0 6 0 0 0 2 0.648333 0.616804 0.6525 0.138692 1685 3221 4906
157 2011-06-06 2 0 6 0 1 1 1 0.678333 0.621858 0.6 0.121896 673 3875 4548
158 2011-06-07 2 0 6 0 2 1 1 0.7075 0.65595 0.597917 0.187808 763 4070 4833
159 2011-06-08 2 0 6 0 3 1 1 0.775833 0.727279 0.622083 0.136817 676 3725 4401
160 2011-06-09 2 0 6 0 4 1 2 0.808333 0.757579 0.568333 0.149883 563 3352 3915
161 2011-06-10 2 0 6 0 5 1 1 0.755 0.703292 0.605 0.140554 815 3771 4586
162 2011-06-11 2 0 6 0 6 0 1 0.725 0.678038 0.654583 0.15485 1729 3237 4966
163 2011-06-12 2 0 6 0 0 0 1 0.6925 0.643325 0.747917 0.163567 1467 2993 4460
164 2011-06-13 2 0 6 0 1 1 1 0.635 0.601654 0.494583 0.30535 863 4157 5020
165 2011-06-14 2 0 6 0 2 1 1 0.604167 0.591546 0.507083 0.269283 727 4164 4891
166 2011-06-15 2 0 6 0 3 1 1 0.626667 0.587754 0.471667 0.167912 769 4411 5180
167 2011-06-16 2 0 6 0 4 1 2 0.628333 0.595346 0.688333 0.206471 545 3222 3767
168 2011-06-17 2 0 6 0 5 1 1 0.649167 0.600383 0.735833 0.143029 863 3981 4844
169 2011-06-18 2 0 6 0 6 0 1 0.696667 0.643954 0.670417 0.119408 1807 3312 5119
170 2011-06-19 2 0 6 0 0 0 2 0.699167 0.645846 0.666667 0.102 1639 3105 4744
171 2011-06-20 2 0 6 0 1 1 2 0.635 0.595346 0.74625 0.155475 699 3311 4010
172 2011-06-21 3 0 6 0 2 1 2 0.680833 0.637646 0.770417 0.171025 774 4061 4835
173 2011-06-22 3 0 6 0 3 1 1 0.733333 0.693829 0.7075 0.172262 661 3846 4507
174 2011-06-23 3 0 6 0 4 1 2 0.728333 0.693833 0.703333 0.238804 746 4044 4790
175 2011-06-24 3 0 6 0 5 1 1 0.724167 0.656583 0.573333 0.222025 969 4022 4991
176 2011-06-25 3 0 6 0 6 0 1 0.695 0.643313 0.483333 0.209571 1782 3420 5202
177 2011-06-26 3 0 6 0 0 0 1 0.68 0.637629 0.513333 0.0945333 1920 3385 5305
178 2011-06-27 3 0 6 0 1 1 2 0.6825 0.637004 0.658333 0.107588 854 3854 4708
179 2011-06-28 3 0 6 0 2 1 1 0.744167 0.692558 0.634167 0.144283 732 3916 4648
180 2011-06-29 3 0 6 0 3 1 1 0.728333 0.654688 0.497917 0.261821 848 4377 5225
181 2011-06-30 3 0 6 0 4 1 1 0.696667 0.637008 0.434167 0.185312 1027 4488 5515
182 2011-07-01 3 0 7 0 5 1 1 0.7225 0.652162 0.39625 0.102608 1246 4116 5362
183 2011-07-02 3 0 7 0 6 0 1 0.738333 0.667308 0.444583 0.115062 2204 2915 5119
184 2011-07-03 3 0 7 0 0 0 2 0.716667 0.668575 0.6825 0.228858 2282 2367 4649
185 2011-07-04 3 0 7 1 1 0 2 0.726667 0.665417 0.637917 0.0814792 3065 2978 6043
186 2011-07-05 3 0 7 0 2 1 1 0.746667 0.696338 0.590417 0.126258 1031 3634 4665
187 2011-07-06 3 0 7 0 3 1 1 0.72 0.685633 0.743333 0.149883 784 3845 4629
188 2011-07-07 3 0 7 0 4 1 1 0.75 0.686871 0.65125 0.1592 754 3838 4592
189 2011-07-08 3 0 7 0 5 1 2 0.709167 0.670483 0.757917 0.225129 692 3348 4040
190 2011-07-09 3 0 7 0 6 0 1 0.733333 0.664158 0.609167 0.167912 1988 3348 5336
191 2011-07-10 3 0 7 0 0 0 1 0.7475 0.690025 0.578333 0.183471 1743 3138 4881
192 2011-07-11 3 0 7 0 1 1 1 0.7625 0.729804 0.635833 0.282337 723 3363 4086
193 2011-07-12 3 0 7 0 2 1 1 0.794167 0.739275 0.559167 0.200254 662 3596 4258
194 2011-07-13 3 0 7 0 3 1 1 0.746667 0.689404 0.631667 0.146133 748 3594 4342
195 2011-07-14 3 0 7 0 4 1 1 0.680833 0.635104 0.47625 0.240667 888 4196 5084
196 2011-07-15 3 0 7 0 5 1 1 0.663333 0.624371 0.59125 0.182833 1318 4220 5538
197 2011-07-16 3 0 7 0 6 0 1 0.686667 0.638263 0.585 0.208342 2418 3505 5923
198 2011-07-17 3 0 7 0 0 0 1 0.719167 0.669833 0.604167 0.245033 2006 3296 5302
199 2011-07-18 3 0 7 0 1 1 1 0.746667 0.703925 0.65125 0.215804 841 3617 4458
200 2011-07-19 3 0 7 0 2 1 1 0.776667 0.747479 0.650417 0.1306 752 3789 4541
201 2011-07-20 3 0 7 0 3 1 1 0.768333 0.74685 0.707083 0.113817 644 3688 4332
202 2011-07-21 3 0 7 0 4 1 2 0.815 0.826371 0.69125 0.222021 632 3152 3784
203 2011-07-22 3 0 7 0 5 1 1 0.848333 0.840896 0.580417 0.1331 562 2825 3387
204 2011-07-23 3 0 7 0 6 0 1 0.849167 0.804287 0.5 0.131221 987 2298 3285
205 2011-07-24 3 0 7 0 0 0 1 0.83 0.794829 0.550833 0.169171 1050 2556 3606
206 2011-07-25 3 0 7 0 1 1 1 0.743333 0.720958 0.757083 0.0908083 568 3272 3840
207 2011-07-26 3 0 7 0 2 1 1 0.771667 0.696979 0.540833 0.200258 750 3840 4590
208 2011-07-27 3 0 7 0 3 1 1 0.775 0.690667 0.402917 0.183463 755 3901 4656
209 2011-07-28 3 0 7 0 4 1 1 0.779167 0.7399 0.583333 0.178479 606 3784 4390
210 2011-07-29 3 0 7 0 5 1 1 0.838333 0.785967 0.5425 0.174138 670 3176 3846
211 2011-07-30 3 0 7 0 6 0 1 0.804167 0.728537 0.465833 0.168537 1559 2916 4475
212 2011-07-31 3 0 7 0 0 0 1 0.805833 0.729796 0.480833 0.164813 1524 2778 4302
213 2011-08-01 3 0 8 0 1 1 1 0.771667 0.703292 0.550833 0.156717 729 3537 4266
214 2011-08-02 3 0 8 0 2 1 1 0.783333 0.707071 0.49125 0.20585 801 4044 4845
215 2011-08-03 3 0 8 0 3 1 2 0.731667 0.679937 0.6575 0.135583 467 3107 3574
216 2011-08-04 3 0 8 0 4 1 2 0.71 0.664788 0.7575 0.19715 799 3777 4576
217 2011-08-05 3 0 8 0 5 1 1 0.710833 0.656567 0.630833 0.184696 1023 3843 4866
218 2011-08-06 3 0 8 0 6 0 2 0.716667 0.676154 0.755 0.22825 1521 2773 4294
219 2011-08-07 3 0 8 0 0 0 1 0.7425 0.715292 0.752917 0.201487 1298 2487 3785
220 2011-08-08 3 0 8 0 1 1 1 0.765 0.703283 0.592083 0.192175 846 3480 4326
221 2011-08-09 3 0 8 0 2 1 1 0.775 0.724121 0.570417 0.151121 907 3695 4602
222 2011-08-10 3 0 8 0 3 1 1 0.766667 0.684983 0.424167 0.200258 884 3896 4780
223 2011-08-11 3 0 8 0 4 1 1 0.7175 0.651521 0.42375 0.164796 812 3980 4792
224 2011-08-12 3 0 8 0 5 1 1 0.708333 0.654042 0.415 0.125621 1051 3854 4905
225 2011-08-13 3 0 8 0 6 0 2 0.685833 0.645858 0.729583 0.211454 1504 2646 4150
226 2011-08-14 3 0 8 0 0 0 2 0.676667 0.624388 0.8175 0.222633 1338 2482 3820
227 2011-08-15 3 0 8 0 1 1 1 0.665833 0.616167 0.712083 0.208954 775 3563 4338
228 2011-08-16 3 0 8 0 2 1 1 0.700833 0.645837 0.578333 0.236329 721 4004 4725
229 2011-08-17 3 0 8 0 3 1 1 0.723333 0.666671 0.575417 0.143667 668 4026 4694
230 2011-08-18 3 0 8 0 4 1 1 0.711667 0.662258 0.654583 0.233208 639 3166 3805
231 2011-08-19 3 0 8 0 5 1 2 0.685 0.633221 0.722917 0.139308 797 3356 4153
232 2011-08-20 3 0 8 0 6 0 1 0.6975 0.648996 0.674167 0.104467 1914 3277 5191
233 2011-08-21 3 0 8 0 0 0 1 0.710833 0.675525 0.77 0.248754 1249 2624 3873
234 2011-08-22 3 0 8 0 1 1 1 0.691667 0.638254 0.47 0.27675 833 3925 4758
235 2011-08-23 3 0 8 0 2 1 1 0.640833 0.606067 0.455417 0.146763 1281 4614 5895
236 2011-08-24 3 0 8 0 3 1 1 0.673333 0.630692 0.605 0.253108 949 4181 5130
237 2011-08-25 3 0 8 0 4 1 2 0.684167 0.645854 0.771667 0.210833 435 3107 3542
238 2011-08-26 3 0 8 0 5 1 1 0.7 0.659733 0.76125 0.0839625 768 3893 4661
239 2011-08-27 3 0 8 0 6 0 2 0.68 0.635556 0.85 0.375617 226 889 1115
240 2011-08-28 3 0 8 0 0 0 1 0.707059 0.647959 0.561765 0.304659 1415 2919 4334
241 2011-08-29 3 0 8 0 1 1 1 0.636667 0.607958 0.554583 0.159825 729 3905 4634
242 2011-08-30 3 0 8 0 2 1 1 0.639167 0.594704 0.548333 0.125008 775 4429 5204
243 2011-08-31 3 0 8 0 3 1 1 0.656667 0.611121 0.597917 0.0833333 688 4370 5058
244 2011-09-01 3 0 9 0 4 1 1 0.655 0.614921 0.639167 0.141796 783 4332 5115
245 2011-09-02 3 0 9 0 5 1 2 0.643333 0.604808 0.727083 0.139929 875 3852 4727
246 2011-09-03 3 0 9 0 6 0 1 0.669167 0.633213 0.716667 0.185325 1935 2549 4484
247 2011-09-04 3 0 9 0 0 0 1 0.709167 0.665429 0.742083 0.206467 2521 2419 4940
248 2011-09-05 3 0 9 1 1 0 2 0.673333 0.625646 0.790417 0.212696 1236 2115 3351
249 2011-09-06 3 0 9 0 2 1 3 0.54 0.5152 0.886957 0.343943 204 2506 2710
250 2011-09-07 3 0 9 0 3 1 3 0.599167 0.544229 0.917083 0.0970208 118 1878 1996
251 2011-09-08 3 0 9 0 4 1 3 0.633913 0.555361 0.939565 0.192748 153 1689 1842
252 2011-09-09 3 0 9 0 5 1 2 0.65 0.578946 0.897917 0.124379 417 3127 3544
253 2011-09-10 3 0 9 0 6 0 1 0.66 0.607962 0.75375 0.153608 1750 3595 5345
254 2011-09-11 3 0 9 0 0 0 1 0.653333 0.609229 0.71375 0.115054 1633 3413 5046
255 2011-09-12 3 0 9 0 1 1 1 0.644348 0.60213 0.692174 0.088913 690 4023 4713
256 2011-09-13 3 0 9 0 2 1 1 0.650833 0.603554 0.7125 0.141804 701 4062 4763
257 2011-09-14 3 0 9 0 3 1 1 0.673333 0.6269 0.697083 0.1673 647 4138 4785
258 2011-09-15 3 0 9 0 4 1 2 0.5775 0.553671 0.709167 0.271146 428 3231 3659
259 2011-09-16 3 0 9 0 5 1 2 0.469167 0.461475 0.590417 0.164183 742 4018 4760
260 2011-09-17 3 0 9 0 6 0 2 0.491667 0.478512 0.718333 0.189675 1434 3077 4511
261 2011-09-18 3 0 9 0 0 0 1 0.5075 0.490537 0.695 0.178483 1353 2921 4274
262 2011-09-19 3 0 9 0 1 1 2 0.549167 0.529675 0.69 0.151742 691 3848 4539
263 2011-09-20 3 0 9 0 2 1 2 0.561667 0.532217 0.88125 0.134954 438 3203 3641
264 2011-09-21 3 0 9 0 3 1 2 0.595 0.550533 0.9 0.0964042 539 3813 4352
265 2011-09-22 3 0 9 0 4 1 2 0.628333 0.554963 0.902083 0.128125 555 4240 4795
266 2011-09-23 4 0 9 0 5 1 2 0.609167 0.522125 0.9725 0.0783667 258 2137 2395
267 2011-09-24 4 0 9 0 6 0 2 0.606667 0.564412 0.8625 0.0783833 1776 3647 5423
268 2011-09-25 4 0 9 0 0 0 2 0.634167 0.572637 0.845 0.0503792 1544 3466 5010
269 2011-09-26 4 0 9 0 1 1 2 0.649167 0.589042 0.848333 0.1107 684 3946 4630
270 2011-09-27 4 0 9 0 2 1 2 0.636667 0.574525 0.885417 0.118171 477 3643 4120
271 2011-09-28 4 0 9 0 3 1 2 0.635 0.575158 0.84875 0.148629 480 3427 3907
272 2011-09-29 4 0 9 0 4 1 1 0.616667 0.574512 0.699167 0.172883 653 4186 4839
273 2011-09-30 4 0 9 0 5 1 1 0.564167 0.544829 0.6475 0.206475 830 4372 5202
274 2011-10-01 4 0 10 0 6 0 2 0.41 0.412863 0.75375 0.292296 480 1949 2429
275 2011-10-02 4 0 10 0 0 0 2 0.356667 0.345317 0.791667 0.222013 616 2302 2918
276 2011-10-03 4 0 10 0 1 1 2 0.384167 0.392046 0.760833 0.0833458 330 3240 3570
277 2011-10-04 4 0 10 0 2 1 1 0.484167 0.472858 0.71 0.205854 486 3970 4456
278 2011-10-05 4 0 10 0 3 1 1 0.538333 0.527138 0.647917 0.17725 559 4267 4826
279 2011-10-06 4 0 10 0 4 1 1 0.494167 0.480425 0.620833 0.134954 639 4126 4765
280 2011-10-07 4 0 10 0 5 1 1 0.510833 0.504404 0.684167 0.0223917 949 4036 4985
281 2011-10-08 4 0 10 0 6 0 1 0.521667 0.513242 0.70125 0.0454042 2235 3174 5409
282 2011-10-09 4 0 10 0 0 0 1 0.540833 0.523983 0.7275 0.06345 2397 3114 5511
283 2011-10-10 4 0 10 1 1 0 1 0.570833 0.542925 0.73375 0.0423042 1514 3603 5117
284 2011-10-11 4 0 10 0 2 1 2 0.566667 0.546096 0.80875 0.143042 667 3896 4563
285 2011-10-12 4 0 10 0 3 1 3 0.543333 0.517717 0.90625 0.24815 217 2199 2416
286 2011-10-13 4 0 10 0 4 1 2 0.589167 0.551804 0.896667 0.141787 290 2623 2913
287 2011-10-14 4 0 10 0 5 1 2 0.550833 0.529675 0.71625 0.223883 529 3115 3644
288 2011-10-15 4 0 10 0 6 0 1 0.506667 0.498725 0.483333 0.258083 1899 3318 5217
289 2011-10-16 4 0 10 0 0 0 1 0.511667 0.503154 0.486667 0.281717 1748 3293 5041
290 2011-10-17 4 0 10 0 1 1 1 0.534167 0.510725 0.579583 0.175379 713 3857 4570
291 2011-10-18 4 0 10 0 2 1 2 0.5325 0.522721 0.701667 0.110087 637 4111 4748
292 2011-10-19 4 0 10 0 3 1 3 0.541739 0.513848 0.895217 0.243339 254 2170 2424
293 2011-10-20 4 0 10 0 4 1 1 0.475833 0.466525 0.63625 0.422275 471 3724 4195
294 2011-10-21 4 0 10 0 5 1 1 0.4275 0.423596 0.574167 0.221396 676 3628 4304
295 2011-10-22 4 0 10 0 6 0 1 0.4225 0.425492 0.629167 0.0926667 1499 2809 4308
296 2011-10-23 4 0 10 0 0 0 1 0.421667 0.422333 0.74125 0.0995125 1619 2762 4381
297 2011-10-24 4 0 10 0 1 1 1 0.463333 0.457067 0.772083 0.118792 699 3488 4187
298 2011-10-25 4 0 10 0 2 1 1 0.471667 0.463375 0.622917 0.166658 695 3992 4687
299 2011-10-26 4 0 10 0 3 1 2 0.484167 0.472846 0.720417 0.148642 404 3490 3894
300 2011-10-27 4 0 10 0 4 1 2 0.47 0.457046 0.812917 0.197763 240 2419 2659
301 2011-10-28 4 0 10 0 5 1 2 0.330833 0.318812 0.585833 0.229479 456 3291 3747
302 2011-10-29 4 0 10 0 6 0 3 0.254167 0.227913 0.8825 0.351371 57 570 627
303 2011-10-30 4 0 10 0 0 0 1 0.319167 0.321329 0.62375 0.176617 885 2446 3331
304 2011-10-31 4 0 10 0 1 1 1 0.34 0.356063 0.703333 0.10635 362 3307 3669
305 2011-11-01 4 0 11 0 2 1 1 0.400833 0.397088 0.68375 0.135571 410 3658 4068
306 2011-11-02 4 0 11 0 3 1 1 0.3775 0.390133 0.71875 0.0820917 370 3816 4186
307 2011-11-03 4 0 11 0 4 1 1 0.408333 0.405921 0.702083 0.136817 318 3656 3974
308 2011-11-04 4 0 11 0 5 1 2 0.403333 0.403392 0.6225 0.271779 470 3576 4046
309 2011-11-05 4 0 11 0 6 0 1 0.326667 0.323854 0.519167 0.189062 1156 2770 3926
310 2011-11-06 4 0 11 0 0 0 1 0.348333 0.362358 0.734583 0.0920542 952 2697 3649
311 2011-11-07 4 0 11 0 1 1 1 0.395 0.400871 0.75875 0.057225 373 3662 4035
312 2011-11-08 4 0 11 0 2 1 1 0.408333 0.412246 0.721667 0.0690375 376 3829 4205
313 2011-11-09 4 0 11 0 3 1 1 0.4 0.409079 0.758333 0.0621958 305 3804 4109
314 2011-11-10 4 0 11 0 4 1 2 0.38 0.373721 0.813333 0.189067 190 2743 2933
315 2011-11-11 4 0 11 1 5 0 1 0.324167 0.306817 0.44625 0.314675 440 2928 3368
316 2011-11-12 4 0 11 0 6 0 1 0.356667 0.357942 0.552917 0.212062 1275 2792 4067
317 2011-11-13 4 0 11 0 0 0 1 0.440833 0.43055 0.458333 0.281721 1004 2713 3717
318 2011-11-14 4 0 11 0 1 1 1 0.53 0.524612 0.587083 0.306596 595 3891 4486
319 2011-11-15 4 0 11 0 2 1 2 0.53 0.507579 0.68875 0.199633 449 3746 4195
320 2011-11-16 4 0 11 0 3 1 3 0.456667 0.451988 0.93 0.136829 145 1672 1817
321 2011-11-17 4 0 11 0 4 1 2 0.341667 0.323221 0.575833 0.305362 139 2914 3053
322 2011-11-18 4 0 11 0 5 1 1 0.274167 0.272721 0.41 0.168533 245 3147 3392
323 2011-11-19 4 0 11 0 6 0 1 0.329167 0.324483 0.502083 0.224496 943 2720 3663
324 2011-11-20 4 0 11 0 0 0 2 0.463333 0.457058 0.684583 0.18595 787 2733 3520
325 2011-11-21 4 0 11 0 1 1 3 0.4475 0.445062 0.91 0.138054 220 2545 2765
326 2011-11-22 4 0 11 0 2 1 3 0.416667 0.421696 0.9625 0.118792 69 1538 1607
327 2011-11-23 4 0 11 0 3 1 2 0.440833 0.430537 0.757917 0.335825 112 2454 2566
328 2011-11-24 4 0 11 1 4 0 1 0.373333 0.372471 0.549167 0.167304 560 935 1495
329 2011-11-25 4 0 11 0 5 1 1 0.375 0.380671 0.64375 0.0988958 1095 1697 2792
330 2011-11-26 4 0 11 0 6 0 1 0.375833 0.385087 0.681667 0.0684208 1249 1819 3068
331 2011-11-27 4 0 11 0 0 0 1 0.459167 0.4558 0.698333 0.208954 810 2261 3071
332 2011-11-28 4 0 11 0 1 1 1 0.503478 0.490122 0.743043 0.142122 253 3614 3867
333 2011-11-29 4 0 11 0 2 1 2 0.458333 0.451375 0.830833 0.258092 96 2818 2914
334 2011-11-30 4 0 11 0 3 1 1 0.325 0.311221 0.613333 0.271158 188 3425 3613
335 2011-12-01 4 0 12 0 4 1 1 0.3125 0.305554 0.524583 0.220158 182 3545 3727
336 2011-12-02 4 0 12 0 5 1 1 0.314167 0.331433 0.625833 0.100754 268 3672 3940
337 2011-12-03 4 0 12 0 6 0 1 0.299167 0.310604 0.612917 0.0957833 706 2908 3614
338 2011-12-04 4 0 12 0 0 0 1 0.330833 0.3491 0.775833 0.0839583 634 2851 3485
339 2011-12-05 4 0 12 0 1 1 2 0.385833 0.393925 0.827083 0.0622083 233 3578 3811
340 2011-12-06 4 0 12 0 2 1 3 0.4625 0.4564 0.949583 0.232583 126 2468 2594
341 2011-12-07 4 0 12 0 3 1 3 0.41 0.400246 0.970417 0.266175 50 655 705
342 2011-12-08 4 0 12 0 4 1 1 0.265833 0.256938 0.58 0.240058 150 3172 3322
343 2011-12-09 4 0 12 0 5 1 1 0.290833 0.317542 0.695833 0.0827167 261 3359 3620
344 2011-12-10 4 0 12 0 6 0 1 0.275 0.266412 0.5075 0.233221 502 2688 3190
345 2011-12-11 4 0 12 0 0 0 1 0.220833 0.253154 0.49 0.0665417 377 2366 2743
346 2011-12-12 4 0 12 0 1 1 1 0.238333 0.270196 0.670833 0.06345 143 3167 3310
347 2011-12-13 4 0 12 0 2 1 1 0.2825 0.301138 0.59 0.14055 155 3368 3523
348 2011-12-14 4 0 12 0 3 1 2 0.3175 0.338362 0.66375 0.0609583 178 3562 3740
349 2011-12-15 4 0 12 0 4 1 2 0.4225 0.412237 0.634167 0.268042 181 3528 3709
350 2011-12-16 4 0 12 0 5 1 2 0.375 0.359825 0.500417 0.260575 178 3399 3577
351 2011-12-17 4 0 12 0 6 0 2 0.258333 0.249371 0.560833 0.243167 275 2464 2739
352 2011-12-18 4 0 12 0 0 0 1 0.238333 0.245579 0.58625 0.169779 220 2211 2431
353 2011-12-19 4 0 12 0 1 1 1 0.276667 0.280933 0.6375 0.172896 260 3143 3403
354 2011-12-20 4 0 12 0 2 1 2 0.385833 0.396454 0.595417 0.0615708 216 3534 3750
355 2011-12-21 1 0 12 0 3 1 2 0.428333 0.428017 0.858333 0.2214 107 2553 2660
356 2011-12-22 1 0 12 0 4 1 2 0.423333 0.426121 0.7575 0.047275 227 2841 3068
357 2011-12-23 1 0 12 0 5 1 1 0.373333 0.377513 0.68625 0.274246 163 2046 2209
358 2011-12-24 1 0 12 0 6 0 1 0.3025 0.299242 0.5425 0.190304 155 856 1011
359 2011-12-25 1 0 12 0 0 0 1 0.274783 0.279961 0.681304 0.155091 303 451 754
360 2011-12-26 1 0 12 1 1 0 1 0.321739 0.315535 0.506957 0.239465 430 887 1317
361 2011-12-27 1 0 12 0 2 1 2 0.325 0.327633 0.7625 0.18845 103 1059 1162
362 2011-12-28 1 0 12 0 3 1 1 0.29913 0.279974 0.503913 0.293961 255 2047 2302
363 2011-12-29 1 0 12 0 4 1 1 0.248333 0.263892 0.574167 0.119412 254 2169 2423
364 2011-12-30 1 0 12 0 5 1 1 0.311667 0.318812 0.636667 0.134337 491 2508 2999
365 2011-12-31 1 0 12 0 6 0 1 0.41 0.414121 0.615833 0.220154 665 1820 2485
366 2012-01-01 1 1 1 0 0 0 1 0.37 0.375621 0.6925 0.192167 686 1608 2294
367 2012-01-02 1 1 1 1 1 0 1 0.273043 0.252304 0.381304 0.329665 244 1707 1951
368 2012-01-03 1 1 1 0 2 1 1 0.15 0.126275 0.44125 0.365671 89 2147 2236
369 2012-01-04 1 1 1 0 3 1 2 0.1075 0.119337 0.414583 0.1847 95 2273 2368
370 2012-01-05 1 1 1 0 4 1 1 0.265833 0.278412 0.524167 0.129987 140 3132 3272
371 2012-01-06 1 1 1 0 5 1 1 0.334167 0.340267 0.542083 0.167908 307 3791 4098
372 2012-01-07 1 1 1 0 6 0 1 0.393333 0.390779 0.531667 0.174758 1070 3451 4521
373 2012-01-08 1 1 1 0 0 0 1 0.3375 0.340258 0.465 0.191542 599 2826 3425
374 2012-01-09 1 1 1 0 1 1 2 0.224167 0.247479 0.701667 0.0989 106 2270 2376
375 2012-01-10 1 1 1 0 2 1 1 0.308696 0.318826 0.646522 0.187552 173 3425 3598
376 2012-01-11 1 1 1 0 3 1 2 0.274167 0.282821 0.8475 0.131221 92 2085 2177
377 2012-01-12 1 1 1 0 4 1 2 0.3825 0.381938 0.802917 0.180967 269 3828 4097
378 2012-01-13 1 1 1 0 5 1 1 0.274167 0.249362 0.5075 0.378108 174 3040 3214
379 2012-01-14 1 1 1 0 6 0 1 0.18 0.183087 0.4575 0.187183 333 2160 2493
380 2012-01-15 1 1 1 0 0 0 1 0.166667 0.161625 0.419167 0.251258 284 2027 2311
381 2012-01-16 1 1 1 1 1 0 1 0.19 0.190663 0.5225 0.231358 217 2081 2298
382 2012-01-17 1 1 1 0 2 1 2 0.373043 0.364278 0.716087 0.34913 127 2808 2935
383 2012-01-18 1 1 1 0 3 1 1 0.303333 0.275254 0.443333 0.415429 109 3267 3376
384 2012-01-19 1 1 1 0 4 1 1 0.19 0.190038 0.4975 0.220158 130 3162 3292
385 2012-01-20 1 1 1 0 5 1 2 0.2175 0.220958 0.45 0.20275 115 3048 3163
386 2012-01-21 1 1 1 0 6 0 2 0.173333 0.174875 0.83125 0.222642 67 1234 1301
387 2012-01-22 1 1 1 0 0 0 2 0.1625 0.16225 0.79625 0.199638 196 1781 1977
388 2012-01-23 1 1 1 0 1 1 2 0.218333 0.243058 0.91125 0.110708 145 2287 2432
389 2012-01-24 1 1 1 0 2 1 1 0.3425 0.349108 0.835833 0.123767 439 3900 4339
390 2012-01-25 1 1 1 0 3 1 1 0.294167 0.294821 0.64375 0.161071 467 3803 4270
391 2012-01-26 1 1 1 0 4 1 2 0.341667 0.35605 0.769583 0.0733958 244 3831 4075
392 2012-01-27 1 1 1 0 5 1 2 0.425 0.415383 0.74125 0.342667 269 3187 3456
393 2012-01-28 1 1 1 0 6 0 1 0.315833 0.326379 0.543333 0.210829 775 3248 4023
394 2012-01-29 1 1 1 0 0 0 1 0.2825 0.272721 0.31125 0.24005 558 2685 3243
395 2012-01-30 1 1 1 0 1 1 1 0.269167 0.262625 0.400833 0.215792 126 3498 3624
396 2012-01-31 1 1 1 0 2 1 1 0.39 0.381317 0.416667 0.261817 324 4185 4509
397 2012-02-01 1 1 2 0 3 1 1 0.469167 0.466538 0.507917 0.189067 304 4275 4579
398 2012-02-02 1 1 2 0 4 1 2 0.399167 0.398971 0.672917 0.187187 190 3571 3761
399 2012-02-03 1 1 2 0 5 1 1 0.313333 0.309346 0.526667 0.178496 310 3841 4151
400 2012-02-04 1 1 2 0 6 0 2 0.264167 0.272725 0.779583 0.121896 384 2448 2832
401 2012-02-05 1 1 2 0 0 0 2 0.265833 0.264521 0.687917 0.175996 318 2629 2947
402 2012-02-06 1 1 2 0 1 1 1 0.282609 0.296426 0.622174 0.1538 206 3578 3784
403 2012-02-07 1 1 2 0 2 1 1 0.354167 0.361104 0.49625 0.147379 199 4176 4375
404 2012-02-08 1 1 2 0 3 1 2 0.256667 0.266421 0.722917 0.133721 109 2693 2802
405 2012-02-09 1 1 2 0 4 1 1 0.265 0.261988 0.562083 0.194037 163 3667 3830
406 2012-02-10 1 1 2 0 5 1 2 0.280833 0.293558 0.54 0.116929 227 3604 3831
407 2012-02-11 1 1 2 0 6 0 3 0.224167 0.210867 0.73125 0.289796 192 1977 2169
408 2012-02-12 1 1 2 0 0 0 1 0.1275 0.101658 0.464583 0.409212 73 1456 1529
409 2012-02-13 1 1 2 0 1 1 1 0.2225 0.227913 0.41125 0.167283 94 3328 3422
410 2012-02-14 1 1 2 0 2 1 2 0.319167 0.333946 0.50875 0.141179 135 3787 3922
411 2012-02-15 1 1 2 0 3 1 1 0.348333 0.351629 0.53125 0.1816 141 4028 4169
412 2012-02-16 1 1 2 0 4 1 2 0.316667 0.330162 0.752917 0.091425 74 2931 3005
413 2012-02-17 1 1 2 0 5 1 1 0.343333 0.351629 0.634583 0.205846 349 3805 4154
414 2012-02-18 1 1 2 0 6 0 1 0.346667 0.355425 0.534583 0.190929 1435 2883 4318
415 2012-02-19 1 1 2 0 0 0 2 0.28 0.265788 0.515833 0.253112 618 2071 2689
416 2012-02-20 1 1 2 1 1 0 1 0.28 0.273391 0.507826 0.229083 502 2627 3129
417 2012-02-21 1 1 2 0 2 1 1 0.287826 0.295113 0.594348 0.205717 163 3614 3777
418 2012-02-22 1 1 2 0 3 1 1 0.395833 0.392667 0.567917 0.234471 394 4379 4773
419 2012-02-23 1 1 2 0 4 1 1 0.454167 0.444446 0.554583 0.190913 516 4546 5062
420 2012-02-24 1 1 2 0 5 1 2 0.4075 0.410971 0.7375 0.237567 246 3241 3487
421 2012-02-25 1 1 2 0 6 0 1 0.290833 0.255675 0.395833 0.421642 317 2415 2732
422 2012-02-26 1 1 2 0 0 0 1 0.279167 0.268308 0.41 0.205229 515 2874 3389
423 2012-02-27 1 1 2 0 1 1 1 0.366667 0.357954 0.490833 0.268033 253 4069 4322
424 2012-02-28 1 1 2 0 2 1 1 0.359167 0.353525 0.395833 0.193417 229 4134 4363
425 2012-02-29 1 1 2 0 3 1 2 0.344348 0.34847 0.804783 0.179117 65 1769 1834
426 2012-03-01 1 1 3 0 4 1 1 0.485833 0.475371 0.615417 0.226987 325 4665 4990
427 2012-03-02 1 1 3 0 5 1 2 0.353333 0.359842 0.657083 0.144904 246 2948 3194
428 2012-03-03 1 1 3 0 6 0 2 0.414167 0.413492 0.62125 0.161079 956 3110 4066
429 2012-03-04 1 1 3 0 0 0 1 0.325833 0.303021 0.403333 0.334571 710 2713 3423
430 2012-03-05 1 1 3 0 1 1 1 0.243333 0.241171 0.50625 0.228858 203 3130 3333
431 2012-03-06 1 1 3 0 2 1 1 0.258333 0.255042 0.456667 0.200875 221 3735 3956
432 2012-03-07 1 1 3 0 3 1 1 0.404167 0.3851 0.513333 0.345779 432 4484 4916
433 2012-03-08 1 1 3 0 4 1 1 0.5275 0.524604 0.5675 0.441563 486 4896 5382
434 2012-03-09 1 1 3 0 5 1 2 0.410833 0.397083 0.407083 0.4148 447 4122 4569
435 2012-03-10 1 1 3 0 6 0 1 0.2875 0.277767 0.350417 0.22575 968 3150 4118
436 2012-03-11 1 1 3 0 0 0 1 0.361739 0.35967 0.476957 0.222587 1658 3253 4911
437 2012-03-12 1 1 3 0 1 1 1 0.466667 0.459592 0.489167 0.207713 838 4460 5298
438 2012-03-13 1 1 3 0 2 1 1 0.565 0.542929 0.6175 0.23695 762 5085 5847
439 2012-03-14 1 1 3 0 3 1 1 0.5725 0.548617 0.507083 0.115062 997 5315 6312
440 2012-03-15 1 1 3 0 4 1 1 0.5575 0.532825 0.579583 0.149883 1005 5187 6192
441 2012-03-16 1 1 3 0 5 1 2 0.435833 0.436229 0.842083 0.113192 548 3830 4378
442 2012-03-17 1 1 3 0 6 0 2 0.514167 0.505046 0.755833 0.110704 3155 4681 7836
443 2012-03-18 1 1 3 0 0 0 2 0.4725 0.464 0.81 0.126883 2207 3685 5892
444 2012-03-19 1 1 3 0 1 1 1 0.545 0.532821 0.72875 0.162317 982 5171 6153
445 2012-03-20 1 1 3 0 2 1 1 0.560833 0.538533 0.807917 0.121271 1051 5042 6093
446 2012-03-21 2 1 3 0 3 1 2 0.531667 0.513258 0.82125 0.0895583 1122 5108 6230
447 2012-03-22 2 1 3 0 4 1 1 0.554167 0.531567 0.83125 0.117562 1334 5537 6871
448 2012-03-23 2 1 3 0 5 1 2 0.601667 0.570067 0.694167 0.1163 2469 5893 8362
449 2012-03-24 2 1 3 0 6 0 2 0.5025 0.486733 0.885417 0.192783 1033 2339 3372
450 2012-03-25 2 1 3 0 0 0 2 0.4375 0.437488 0.880833 0.220775 1532 3464 4996
451 2012-03-26 2 1 3 0 1 1 1 0.445833 0.43875 0.477917 0.386821 795 4763 5558
452 2012-03-27 2 1 3 0 2 1 1 0.323333 0.315654 0.29 0.187192 531 4571 5102
453 2012-03-28 2 1 3 0 3 1 1 0.484167 0.47095 0.48125 0.291671 674 5024 5698
454 2012-03-29 2 1 3 0 4 1 1 0.494167 0.482304 0.439167 0.31965 834 5299 6133
455 2012-03-30 2 1 3 0 5 1 2 0.37 0.375621 0.580833 0.138067 796 4663 5459
456 2012-03-31 2 1 3 0 6 0 2 0.424167 0.421708 0.738333 0.250617 2301 3934 6235
457 2012-04-01 2 1 4 0 0 0 2 0.425833 0.417287 0.67625 0.172267 2347 3694 6041
458 2012-04-02 2 1 4 0 1 1 1 0.433913 0.427513 0.504348 0.312139 1208 4728 5936
459 2012-04-03 2 1 4 0 2 1 1 0.466667 0.461483 0.396667 0.100133 1348 5424 6772
460 2012-04-04 2 1 4 0 3 1 1 0.541667 0.53345 0.469583 0.180975 1058 5378 6436
461 2012-04-05 2 1 4 0 4 1 1 0.435 0.431163 0.374167 0.219529 1192 5265 6457
462 2012-04-06 2 1 4 0 5 1 1 0.403333 0.390767 0.377083 0.300388 1807 4653 6460
463 2012-04-07 2 1 4 0 6 0 1 0.4375 0.426129 0.254167 0.274871 3252 3605 6857
464 2012-04-08 2 1 4 0 0 0 1 0.5 0.492425 0.275833 0.232596 2230 2939 5169
465 2012-04-09 2 1 4 0 1 1 1 0.489167 0.476638 0.3175 0.358196 905 4680 5585
466 2012-04-10 2 1 4 0 2 1 1 0.446667 0.436233 0.435 0.249375 819 5099 5918
467 2012-04-11 2 1 4 0 3 1 1 0.348696 0.337274 0.469565 0.295274 482 4380 4862
468 2012-04-12 2 1 4 0 4 1 1 0.3975 0.387604 0.46625 0.290429 663 4746 5409
469 2012-04-13 2 1 4 0 5 1 1 0.4425 0.431808 0.408333 0.155471 1252 5146 6398
470 2012-04-14 2 1 4 0 6 0 1 0.495 0.487996 0.502917 0.190917 2795 4665 7460
471 2012-04-15 2 1 4 0 0 0 1 0.606667 0.573875 0.507917 0.225129 2846 4286 7132
472 2012-04-16 2 1 4 1 1 0 1 0.664167 0.614925 0.561667 0.284829 1198 5172 6370
473 2012-04-17 2 1 4 0 2 1 1 0.608333 0.598487 0.390417 0.273629 989 5702 6691
474 2012-04-18 2 1 4 0 3 1 2 0.463333 0.457038 0.569167 0.167912 347 4020 4367
475 2012-04-19 2 1 4 0 4 1 1 0.498333 0.493046 0.6125 0.0659292 846 5719 6565
476 2012-04-20 2 1 4 0 5 1 1 0.526667 0.515775 0.694583 0.149871 1340 5950 7290
477 2012-04-21 2 1 4 0 6 0 1 0.57 0.542921 0.682917 0.283587 2541 4083 6624
478 2012-04-22 2 1 4 0 0 0 3 0.396667 0.389504 0.835417 0.344546 120 907 1027
479 2012-04-23 2 1 4 0 1 1 2 0.321667 0.301125 0.766667 0.303496 195 3019 3214
480 2012-04-24 2 1 4 0 2 1 1 0.413333 0.405283 0.454167 0.249383 518 5115 5633
481 2012-04-25 2 1 4 0 3 1 1 0.476667 0.470317 0.427917 0.118792 655 5541 6196
482 2012-04-26 2 1 4 0 4 1 2 0.498333 0.483583 0.756667 0.176625 475 4551 5026
483 2012-04-27 2 1 4 0 5 1 1 0.4575 0.452637 0.400833 0.347633 1014 5219 6233
484 2012-04-28 2 1 4 0 6 0 2 0.376667 0.377504 0.489583 0.129975 1120 3100 4220
485 2012-04-29 2 1 4 0 0 0 1 0.458333 0.450121 0.587083 0.116908 2229 4075 6304
486 2012-04-30 2 1 4 0 1 1 2 0.464167 0.457696 0.57 0.171638 665 4907 5572
487 2012-05-01 2 1 5 0 2 1 2 0.613333 0.577021 0.659583 0.156096 653 5087 5740
488 2012-05-02 2 1 5 0 3 1 1 0.564167 0.537896 0.797083 0.138058 667 5502 6169
489 2012-05-03 2 1 5 0 4 1 2 0.56 0.537242 0.768333 0.133696 764 5657 6421
490 2012-05-04 2 1 5 0 5 1 1 0.6275 0.590917 0.735417 0.162938 1069 5227 6296
491 2012-05-05 2 1 5 0 6 0 2 0.621667 0.584608 0.756667 0.152992 2496 4387 6883
492 2012-05-06 2 1 5 0 0 0 2 0.5625 0.546737 0.74 0.149879 2135 4224 6359
493 2012-05-07 2 1 5 0 1 1 2 0.5375 0.527142 0.664167 0.230721 1008 5265 6273
494 2012-05-08 2 1 5 0 2 1 2 0.581667 0.557471 0.685833 0.296029 738 4990 5728
495 2012-05-09 2 1 5 0 3 1 2 0.575 0.553025 0.744167 0.216412 620 4097 4717
496 2012-05-10 2 1 5 0 4 1 1 0.505833 0.491783 0.552083 0.314063 1026 5546 6572
497 2012-05-11 2 1 5 0 5 1 1 0.533333 0.520833 0.360417 0.236937 1319 5711 7030
498 2012-05-12 2 1 5 0 6 0 1 0.564167 0.544817 0.480417 0.123133 2622 4807 7429
499 2012-05-13 2 1 5 0 0 0 1 0.6125 0.585238 0.57625 0.225117 2172 3946 6118
500 2012-05-14 2 1 5 0 1 1 2 0.573333 0.5499 0.789583 0.212692 342 2501 2843
501 2012-05-15 2 1 5 0 2 1 2 0.611667 0.576404 0.794583 0.147392 625 4490 5115
502 2012-05-16 2 1 5 0 3 1 1 0.636667 0.595975 0.697917 0.122512 991 6433 7424
503 2012-05-17 2 1 5 0 4 1 1 0.593333 0.572613 0.52 0.229475 1242 6142 7384
504 2012-05-18 2 1 5 0 5 1 1 0.564167 0.551121 0.523333 0.136817 1521 6118 7639
505 2012-05-19 2 1 5 0 6 0 1 0.6 0.566908 0.45625 0.083975 3410 4884 8294
506 2012-05-20 2 1 5 0 0 0 1 0.620833 0.583967 0.530417 0.254367 2704 4425 7129
507 2012-05-21 2 1 5 0 1 1 2 0.598333 0.565667 0.81125 0.233204 630 3729 4359
508 2012-05-22 2 1 5 0 2 1 2 0.615 0.580825 0.765833 0.118167 819 5254 6073
509 2012-05-23 2 1 5 0 3 1 2 0.621667 0.584612 0.774583 0.102 766 4494 5260
510 2012-05-24 2 1 5 0 4 1 1 0.655 0.6067 0.716667 0.172896 1059 5711 6770
511 2012-05-25 2 1 5 0 5 1 1 0.68 0.627529 0.747083 0.14055 1417 5317 6734
512 2012-05-26 2 1 5 0 6 0 1 0.6925 0.642696 0.7325 0.198992 2855 3681 6536
513 2012-05-27 2 1 5 0 0 0 1 0.69 0.641425 0.697083 0.215171 3283 3308 6591
514 2012-05-28 2 1 5 1 1 0 1 0.7125 0.6793 0.67625 0.196521 2557 3486 6043
515 2012-05-29 2 1 5 0 2 1 1 0.7225 0.672992 0.684583 0.2954 880 4863 5743
516 2012-05-30 2 1 5 0 3 1 2 0.656667 0.611129 0.67 0.134329 745 6110 6855
517 2012-05-31 2 1 5 0 4 1 1 0.68 0.631329 0.492917 0.195279 1100 6238 7338
518 2012-06-01 2 1 6 0 5 1 2 0.654167 0.607962 0.755417 0.237563 533 3594 4127
519 2012-06-02 2 1 6 0 6 0 1 0.583333 0.566288 0.549167 0.186562 2795 5325 8120
520 2012-06-03 2 1 6 0 0 0 1 0.6025 0.575133 0.493333 0.184087 2494 5147 7641
521 2012-06-04 2 1 6 0 1 1 1 0.5975 0.578283 0.487083 0.284833 1071 5927 6998
522 2012-06-05 2 1 6 0 2 1 2 0.540833 0.525892 0.613333 0.209575 968 6033 7001
523 2012-06-06 2 1 6 0 3 1 1 0.554167 0.542292 0.61125 0.077125 1027 6028 7055
524 2012-06-07 2 1 6 0 4 1 1 0.6025 0.569442 0.567083 0.15735 1038 6456 7494
525 2012-06-08 2 1 6 0 5 1 1 0.649167 0.597862 0.467917 0.175383 1488 6248 7736
526 2012-06-09 2 1 6 0 6 0 1 0.710833 0.648367 0.437083 0.144287 2708 4790 7498
527 2012-06-10 2 1 6 0 0 0 1 0.726667 0.663517 0.538333 0.133721 2224 4374 6598
528 2012-06-11 2 1 6 0 1 1 2 0.720833 0.659721 0.587917 0.207713 1017 5647 6664
529 2012-06-12 2 1 6 0 2 1 2 0.653333 0.597875 0.833333 0.214546 477 4495 4972
530 2012-06-13 2 1 6 0 3 1 1 0.655833 0.611117 0.582083 0.343279 1173 6248 7421
531 2012-06-14 2 1 6 0 4 1 1 0.648333 0.624383 0.569583 0.253733 1180 6183 7363
532 2012-06-15 2 1 6 0 5 1 1 0.639167 0.599754 0.589583 0.176617 1563 6102 7665
533 2012-06-16 2 1 6 0 6 0 1 0.631667 0.594708 0.504167 0.166667 2963 4739 7702
534 2012-06-17 2 1 6 0 0 0 1 0.5925 0.571975 0.59875 0.144904 2634 4344 6978
535 2012-06-18 2 1 6 0 1 1 2 0.568333 0.544842 0.777917 0.174746 653 4446 5099
536 2012-06-19 2 1 6 0 2 1 1 0.688333 0.654692 0.69 0.148017 968 5857 6825
537 2012-06-20 2 1 6 0 3 1 1 0.7825 0.720975 0.592083 0.113812 872 5339 6211
538 2012-06-21 3 1 6 0 4 1 1 0.805833 0.752542 0.567917 0.118787 778 5127 5905
539 2012-06-22 3 1 6 0 5 1 1 0.7775 0.724121 0.57375 0.182842 964 4859 5823
540 2012-06-23 3 1 6 0 6 0 1 0.731667 0.652792 0.534583 0.179721 2657 4801 7458
541 2012-06-24 3 1 6 0 0 0 1 0.743333 0.674254 0.479167 0.145525 2551 4340 6891
542 2012-06-25 3 1 6 0 1 1 1 0.715833 0.654042 0.504167 0.300383 1139 5640 6779
543 2012-06-26 3 1 6 0 2 1 1 0.630833 0.594704 0.373333 0.347642 1077 6365 7442
544 2012-06-27 3 1 6 0 3 1 1 0.6975 0.640792 0.36 0.271775 1077 6258 7335
545 2012-06-28 3 1 6 0 4 1 1 0.749167 0.675512 0.4225 0.17165 921 5958 6879
546 2012-06-29 3 1 6 0 5 1 1 0.834167 0.786613 0.48875 0.165417 829 4634 5463
547 2012-06-30 3 1 6 0 6 0 1 0.765 0.687508 0.60125 0.161071 1455 4232 5687
548 2012-07-01 3 1 7 0 0 0 1 0.815833 0.750629 0.51875 0.168529 1421 4110 5531
549 2012-07-02 3 1 7 0 1 1 1 0.781667 0.702038 0.447083 0.195267 904 5323 6227
550 2012-07-03 3 1 7 0 2 1 1 0.780833 0.70265 0.492083 0.126237 1052 5608 6660
551 2012-07-04 3 1 7 1 3 0 1 0.789167 0.732337 0.53875 0.13495 2562 4841 7403
552 2012-07-05 3 1 7 0 4 1 1 0.8275 0.761367 0.457917 0.194029 1405 4836 6241
553 2012-07-06 3 1 7 0 5 1 1 0.828333 0.752533 0.450833 0.146142 1366 4841 6207
554 2012-07-07 3 1 7 0 6 0 1 0.861667 0.804913 0.492083 0.163554 1448 3392 4840
555 2012-07-08 3 1 7 0 0 0 1 0.8225 0.790396 0.57375 0.125629 1203 3469 4672
556 2012-07-09 3 1 7 0 1 1 2 0.710833 0.654054 0.683333 0.180975 998 5571 6569
557 2012-07-10 3 1 7 0 2 1 2 0.720833 0.664796 0.6675 0.151737 954 5336 6290
558 2012-07-11 3 1 7 0 3 1 1 0.716667 0.650271 0.633333 0.151733 975 6289 7264
559 2012-07-12 3 1 7 0 4 1 1 0.715833 0.654683 0.529583 0.146775 1032 6414 7446
560 2012-07-13 3 1 7 0 5 1 2 0.731667 0.667933 0.485833 0.08085 1511 5988 7499
561 2012-07-14 3 1 7 0 6 0 2 0.703333 0.666042 0.699167 0.143679 2355 4614 6969
562 2012-07-15 3 1 7 0 0 0 1 0.745833 0.705196 0.717917 0.166667 1920 4111 6031
563 2012-07-16 3 1 7 0 1 1 1 0.763333 0.724125 0.645 0.164187 1088 5742 6830
564 2012-07-17 3 1 7 0 2 1 1 0.818333 0.755683 0.505833 0.114429 921 5865 6786
565 2012-07-18 3 1 7 0 3 1 1 0.793333 0.745583 0.577083 0.137442 799 4914 5713
566 2012-07-19 3 1 7 0 4 1 1 0.77 0.714642 0.600417 0.165429 888 5703 6591
567 2012-07-20 3 1 7 0 5 1 2 0.665833 0.613025 0.844167 0.208967 747 5123 5870
568 2012-07-21 3 1 7 0 6 0 3 0.595833 0.549912 0.865417 0.2133 1264 3195 4459
569 2012-07-22 3 1 7 0 0 0 2 0.6675 0.623125 0.7625 0.0939208 2544 4866 7410
570 2012-07-23 3 1 7 0 1 1 1 0.741667 0.690017 0.694167 0.138683 1135 5831 6966
571 2012-07-24 3 1 7 0 2 1 1 0.750833 0.70645 0.655 0.211454 1140 6452 7592
572 2012-07-25 3 1 7 0 3 1 1 0.724167 0.654054 0.45 0.1648 1383 6790 8173
573 2012-07-26 3 1 7 0 4 1 1 0.776667 0.739263 0.596667 0.284813 1036 5825 6861
574 2012-07-27 3 1 7 0 5 1 1 0.781667 0.734217 0.594583 0.152992 1259 5645 6904
575 2012-07-28 3 1 7 0 6 0 1 0.755833 0.697604 0.613333 0.15735 2234 4451 6685
576 2012-07-29 3 1 7 0 0 0 1 0.721667 0.667933 0.62375 0.170396 2153 4444 6597
577 2012-07-30 3 1 7 0 1 1 1 0.730833 0.684987 0.66875 0.153617 1040 6065 7105
578 2012-07-31 3 1 7 0 2 1 1 0.713333 0.662896 0.704167 0.165425 968 6248 7216
579 2012-08-01 3 1 8 0 3 1 1 0.7175 0.667308 0.6775 0.141179 1074 6506 7580
580 2012-08-02 3 1 8 0 4 1 1 0.7525 0.707088 0.659583 0.129354 983 6278 7261
581 2012-08-03 3 1 8 0 5 1 2 0.765833 0.722867 0.6425 0.215792 1328 5847 7175
582 2012-08-04 3 1 8 0 6 0 1 0.793333 0.751267 0.613333 0.257458 2345 4479 6824
583 2012-08-05 3 1 8 0 0 0 1 0.769167 0.731079 0.6525 0.290421 1707 3757 5464
584 2012-08-06 3 1 8 0 1 1 2 0.7525 0.710246 0.654167 0.129354 1233 5780 7013
585 2012-08-07 3 1 8 0 2 1 2 0.735833 0.697621 0.70375 0.116908 1278 5995 7273
586 2012-08-08 3 1 8 0 3 1 2 0.75 0.707717 0.672917 0.1107 1263 6271 7534
587 2012-08-09 3 1 8 0 4 1 1 0.755833 0.699508 0.620417 0.1561 1196 6090 7286
588 2012-08-10 3 1 8 0 5 1 2 0.715833 0.667942 0.715833 0.238813 1065 4721 5786
589 2012-08-11 3 1 8 0 6 0 2 0.6925 0.638267 0.732917 0.206479 2247 4052 6299
590 2012-08-12 3 1 8 0 0 0 1 0.700833 0.644579 0.530417 0.122512 2182 4362 6544
591 2012-08-13 3 1 8 0 1 1 1 0.720833 0.662254 0.545417 0.136212 1207 5676 6883
592 2012-08-14 3 1 8 0 2 1 1 0.726667 0.676779 0.686667 0.169158 1128 5656 6784
593 2012-08-15 3 1 8 0 3 1 1 0.706667 0.654037 0.619583 0.169771 1198 6149 7347
594 2012-08-16 3 1 8 0 4 1 1 0.719167 0.654688 0.519167 0.141796 1338 6267 7605
595 2012-08-17 3 1 8 0 5 1 1 0.723333 0.2424 0.570833 0.231354 1483 5665 7148
596 2012-08-18 3 1 8 0 6 0 1 0.678333 0.618071 0.603333 0.177867 2827 5038 7865
597 2012-08-19 3 1 8 0 0 0 2 0.635833 0.603554 0.711667 0.08645 1208 3341 4549
598 2012-08-20 3 1 8 0 1 1 2 0.635833 0.595967 0.734167 0.129979 1026 5504 6530
599 2012-08-21 3 1 8 0 2 1 1 0.649167 0.601025 0.67375 0.0727708 1081 5925 7006
600 2012-08-22 3 1 8 0 3 1 1 0.6675 0.621854 0.677083 0.0702833 1094 6281 7375
601 2012-08-23 3 1 8 0 4 1 1 0.695833 0.637008 0.635833 0.0845958 1363 6402 7765
602 2012-08-24 3 1 8 0 5 1 2 0.7025 0.6471 0.615 0.0721458 1325 6257 7582
603 2012-08-25 3 1 8 0 6 0 2 0.661667 0.618696 0.712917 0.244408 1829 4224 6053
604 2012-08-26 3 1 8 0 0 0 2 0.653333 0.595996 0.845833 0.228858 1483 3772 5255
605 2012-08-27 3 1 8 0 1 1 1 0.703333 0.654688 0.730417 0.128733 989 5928 6917
606 2012-08-28 3 1 8 0 2 1 1 0.728333 0.66605 0.62 0.190925 935 6105 7040
607 2012-08-29 3 1 8 0 3 1 1 0.685 0.635733 0.552083 0.112562 1177 6520 7697
608 2012-08-30 3 1 8 0 4 1 1 0.706667 0.652779 0.590417 0.0771167 1172 6541 7713
609 2012-08-31 3 1 8 0 5 1 1 0.764167 0.6894 0.5875 0.168533 1433 5917 7350
610 2012-09-01 3 1 9 0 6 0 2 0.753333 0.702654 0.638333 0.113187 2352 3788 6140
611 2012-09-02 3 1 9 0 0 0 2 0.696667 0.649 0.815 0.0640708 2613 3197 5810
612 2012-09-03 3 1 9 1 1 0 1 0.7075 0.661629 0.790833 0.151121 1965 4069 6034
613 2012-09-04 3 1 9 0 2 1 1 0.725833 0.686888 0.755 0.236321 867 5997 6864
614 2012-09-05 3 1 9 0 3 1 1 0.736667 0.708983 0.74125 0.187808 832 6280 7112
615 2012-09-06 3 1 9 0 4 1 2 0.696667 0.655329 0.810417 0.142421 611 5592 6203
616 2012-09-07 3 1 9 0 5 1 1 0.703333 0.657204 0.73625 0.171646 1045 6459 7504
617 2012-09-08 3 1 9 0 6 0 2 0.659167 0.611121 0.799167 0.281104 1557 4419 5976
618 2012-09-09 3 1 9 0 0 0 1 0.61 0.578925 0.5475 0.224496 2570 5657 8227
619 2012-09-10 3 1 9 0 1 1 1 0.583333 0.565654 0.50375 0.258713 1118 6407 7525
620 2012-09-11 3 1 9 0 2 1 1 0.5775 0.554292 0.52 0.0920542 1070 6697 7767
621 2012-09-12 3 1 9 0 3 1 1 0.599167 0.570075 0.577083 0.131846 1050 6820 7870
622 2012-09-13 3 1 9 0 4 1 1 0.6125 0.579558 0.637083 0.0827208 1054 6750 7804
623 2012-09-14 3 1 9 0 5 1 1 0.633333 0.594083 0.6725 0.103863 1379 6630 8009
624 2012-09-15 3 1 9 0 6 0 1 0.608333 0.585867 0.501667 0.247521 3160 5554 8714
625 2012-09-16 3 1 9 0 0 0 1 0.58 0.563125 0.57 0.0901833 2166 5167 7333
626 2012-09-17 3 1 9 0 1 1 2 0.580833 0.55305 0.734583 0.151742 1022 5847 6869
627 2012-09-18 3 1 9 0 2 1 2 0.623333 0.565067 0.8725 0.357587 371 3702 4073
628 2012-09-19 3 1 9 0 3 1 1 0.5525 0.540404 0.536667 0.215175 788 6803 7591
629 2012-09-20 3 1 9 0 4 1 1 0.546667 0.532192 0.618333 0.118167 939 6781 7720
630 2012-09-21 3 1 9 0 5 1 1 0.599167 0.571971 0.66875 0.154229 1250 6917 8167
631 2012-09-22 3 1 9 0 6 0 1 0.65 0.610488 0.646667 0.283583 2512 5883 8395
632 2012-09-23 4 1 9 0 0 0 1 0.529167 0.518933 0.467083 0.223258 2454 5453 7907
633 2012-09-24 4 1 9 0 1 1 1 0.514167 0.502513 0.492917 0.142404 1001 6435 7436
634 2012-09-25 4 1 9 0 2 1 1 0.55 0.544179 0.57 0.236321 845 6693 7538
635 2012-09-26 4 1 9 0 3 1 1 0.635 0.596613 0.630833 0.2444 787 6946 7733
636 2012-09-27 4 1 9 0 4 1 2 0.65 0.607975 0.690833 0.134342 751 6642 7393
637 2012-09-28 4 1 9 0 5 1 2 0.619167 0.585863 0.69 0.164179 1045 6370 7415
638 2012-09-29 4 1 9 0 6 0 1 0.5425 0.530296 0.542917 0.227604 2589 5966 8555
639 2012-09-30 4 1 9 0 0 0 1 0.526667 0.517663 0.583333 0.134958 2015 4874 6889
640 2012-10-01 4 1 10 0 1 1 2 0.520833 0.512 0.649167 0.0908042 763 6015 6778
641 2012-10-02 4 1 10 0 2 1 3 0.590833 0.542333 0.871667 0.104475 315 4324 4639
642 2012-10-03 4 1 10 0 3 1 2 0.6575 0.599133 0.79375 0.0665458 728 6844 7572
643 2012-10-04 4 1 10 0 4 1 2 0.6575 0.607975 0.722917 0.117546 891 6437 7328
644 2012-10-05 4 1 10 0 5 1 1 0.615 0.580187 0.6275 0.10635 1516 6640 8156
645 2012-10-06 4 1 10 0 6 0 1 0.554167 0.538521 0.664167 0.268025 3031 4934 7965
646 2012-10-07 4 1 10 0 0 0 2 0.415833 0.419813 0.708333 0.141162 781 2729 3510
647 2012-10-08 4 1 10 1 1 0 2 0.383333 0.387608 0.709583 0.189679 874 4604 5478
648 2012-10-09 4 1 10 0 2 1 2 0.446667 0.438112 0.761667 0.1903 601 5791 6392
649 2012-10-10 4 1 10 0 3 1 1 0.514167 0.503142 0.630833 0.187821 780 6911 7691
650 2012-10-11 4 1 10 0 4 1 1 0.435 0.431167 0.463333 0.181596 834 6736 7570
651 2012-10-12 4 1 10 0 5 1 1 0.4375 0.433071 0.539167 0.235092 1060 6222 7282
652 2012-10-13 4 1 10 0 6 0 1 0.393333 0.391396 0.494583 0.146142 2252 4857 7109
653 2012-10-14 4 1 10 0 0 0 1 0.521667 0.508204 0.640417 0.278612 2080 4559 6639
654 2012-10-15 4 1 10 0 1 1 2 0.561667 0.53915 0.7075 0.296037 760 5115 5875
655 2012-10-16 4 1 10 0 2 1 1 0.468333 0.460846 0.558333 0.182221 922 6612 7534
656 2012-10-17 4 1 10 0 3 1 1 0.455833 0.450108 0.692917 0.101371 979 6482 7461
657 2012-10-18 4 1 10 0 4 1 2 0.5225 0.512625 0.728333 0.236937 1008 6501 7509
658 2012-10-19 4 1 10 0 5 1 2 0.563333 0.537896 0.815 0.134954 753 4671 5424
659 2012-10-20 4 1 10 0 6 0 1 0.484167 0.472842 0.572917 0.117537 2806 5284 8090
660 2012-10-21 4 1 10 0 0 0 1 0.464167 0.456429 0.51 0.166054 2132 4692 6824
661 2012-10-22 4 1 10 0 1 1 1 0.4875 0.482942 0.568333 0.0814833 830 6228 7058
662 2012-10-23 4 1 10 0 2 1 1 0.544167 0.530304 0.641667 0.0945458 841 6625 7466
663 2012-10-24 4 1 10 0 3 1 1 0.5875 0.558721 0.63625 0.0727792 795 6898 7693
664 2012-10-25 4 1 10 0 4 1 2 0.55 0.529688 0.800417 0.124375 875 6484 7359
665 2012-10-26 4 1 10 0 5 1 2 0.545833 0.52275 0.807083 0.132467 1182 6262 7444
666 2012-10-27 4 1 10 0 6 0 2 0.53 0.515133 0.72 0.235692 2643 5209 7852
667 2012-10-28 4 1 10 0 0 0 2 0.4775 0.467771 0.694583 0.398008 998 3461 4459
668 2012-10-29 4 1 10 0 1 1 3 0.44 0.4394 0.88 0.3582 2 20 22
669 2012-10-30 4 1 10 0 2 1 2 0.318182 0.309909 0.825455 0.213009 87 1009 1096
670 2012-10-31 4 1 10 0 3 1 2 0.3575 0.3611 0.666667 0.166667 419 5147 5566
671 2012-11-01 4 1 11 0 4 1 2 0.365833 0.369942 0.581667 0.157346 466 5520 5986
672 2012-11-02 4 1 11 0 5 1 1 0.355 0.356042 0.522083 0.266175 618 5229 5847
673 2012-11-03 4 1 11 0 6 0 2 0.343333 0.323846 0.49125 0.270529 1029 4109 5138
674 2012-11-04 4 1 11 0 0 0 1 0.325833 0.329538 0.532917 0.179108 1201 3906 5107
675 2012-11-05 4 1 11 0 1 1 1 0.319167 0.308075 0.494167 0.236325 378 4881 5259
676 2012-11-06 4 1 11 0 2 1 1 0.280833 0.281567 0.567083 0.173513 466 5220 5686
677 2012-11-07 4 1 11 0 3 1 2 0.295833 0.274621 0.5475 0.304108 326 4709 5035
678 2012-11-08 4 1 11 0 4 1 1 0.352174 0.341891 0.333478 0.347835 340 4975 5315
679 2012-11-09 4 1 11 0 5 1 1 0.361667 0.355413 0.540833 0.214558 709 5283 5992
680 2012-11-10 4 1 11 0 6 0 1 0.389167 0.393937 0.645417 0.0578458 2090 4446 6536
681 2012-11-11 4 1 11 0 0 0 1 0.420833 0.421713 0.659167 0.1275 2290 4562 6852
682 2012-11-12 4 1 11 1 1 0 1 0.485 0.475383 0.741667 0.173517 1097 5172 6269
683 2012-11-13 4 1 11 0 2 1 2 0.343333 0.323225 0.662917 0.342046 327 3767 4094
684 2012-11-14 4 1 11 0 3 1 1 0.289167 0.281563 0.552083 0.199625 373 5122 5495
685 2012-11-15 4 1 11 0 4 1 2 0.321667 0.324492 0.620417 0.152987 320 5125 5445
686 2012-11-16 4 1 11 0 5 1 1 0.345 0.347204 0.524583 0.171025 484 5214 5698
687 2012-11-17 4 1 11 0 6 0 1 0.325 0.326383 0.545417 0.179729 1313 4316 5629
688 2012-11-18 4 1 11 0 0 0 1 0.3425 0.337746 0.692917 0.227612 922 3747 4669
689 2012-11-19 4 1 11 0 1 1 2 0.380833 0.375621 0.623333 0.235067 449 5050 5499
690 2012-11-20 4 1 11 0 2 1 2 0.374167 0.380667 0.685 0.082725 534 5100 5634
691 2012-11-21 4 1 11 0 3 1 1 0.353333 0.364892 0.61375 0.103246 615 4531 5146
692 2012-11-22 4 1 11 1 4 0 1 0.34 0.350371 0.580417 0.0528708 955 1470 2425
693 2012-11-23 4 1 11 0 5 1 1 0.368333 0.378779 0.56875 0.148021 1603 2307 3910
694 2012-11-24 4 1 11 0 6 0 1 0.278333 0.248742 0.404583 0.376871 532 1745 2277
695 2012-11-25 4 1 11 0 0 0 1 0.245833 0.257583 0.468333 0.1505 309 2115 2424
696 2012-11-26 4 1 11 0 1 1 1 0.313333 0.339004 0.535417 0.04665 337 4750 5087
697 2012-11-27 4 1 11 0 2 1 2 0.291667 0.281558 0.786667 0.237562 123 3836 3959
698 2012-11-28 4 1 11 0 3 1 1 0.296667 0.289762 0.50625 0.210821 198 5062 5260
699 2012-11-29 4 1 11 0 4 1 1 0.28087 0.298422 0.555652 0.115522 243 5080 5323
700 2012-11-30 4 1 11 0 5 1 1 0.298333 0.323867 0.649583 0.0584708 362 5306 5668
701 2012-12-01 4 1 12 0 6 0 2 0.298333 0.316904 0.806667 0.0597042 951 4240 5191
702 2012-12-02 4 1 12 0 0 0 2 0.3475 0.359208 0.823333 0.124379 892 3757 4649
703 2012-12-03 4 1 12 0 1 1 1 0.4525 0.455796 0.7675 0.0827208 555 5679 6234
704 2012-12-04 4 1 12 0 2 1 1 0.475833 0.469054 0.73375 0.174129 551 6055 6606
705 2012-12-05 4 1 12 0 3 1 1 0.438333 0.428012 0.485 0.324021 331 5398 5729
706 2012-12-06 4 1 12 0 4 1 1 0.255833 0.258204 0.50875 0.174754 340 5035 5375
707 2012-12-07 4 1 12 0 5 1 2 0.320833 0.321958 0.764167 0.1306 349 4659 5008
708 2012-12-08 4 1 12 0 6 0 2 0.381667 0.389508 0.91125 0.101379 1153 4429 5582
709 2012-12-09 4 1 12 0 0 0 2 0.384167 0.390146 0.905417 0.157975 441 2787 3228
710 2012-12-10 4 1 12 0 1 1 2 0.435833 0.435575 0.925 0.190308 329 4841 5170
711 2012-12-11 4 1 12 0 2 1 2 0.353333 0.338363 0.596667 0.296037 282 5219 5501
712 2012-12-12 4 1 12 0 3 1 2 0.2975 0.297338 0.538333 0.162937 310 5009 5319
713 2012-12-13 4 1 12 0 4 1 1 0.295833 0.294188 0.485833 0.174129 425 5107 5532
714 2012-12-14 4 1 12 0 5 1 1 0.281667 0.294192 0.642917 0.131229 429 5182 5611
715 2012-12-15 4 1 12 0 6 0 1 0.324167 0.338383 0.650417 0.10635 767 4280 5047
716 2012-12-16 4 1 12 0 0 0 2 0.3625 0.369938 0.83875 0.100742 538 3248 3786
717 2012-12-17 4 1 12 0 1 1 2 0.393333 0.4015 0.907083 0.0982583 212 4373 4585
718 2012-12-18 4 1 12 0 2 1 1 0.410833 0.409708 0.66625 0.221404 433 5124 5557
719 2012-12-19 4 1 12 0 3 1 1 0.3325 0.342162 0.625417 0.184092 333 4934 5267
720 2012-12-20 4 1 12 0 4 1 2 0.33 0.335217 0.667917 0.132463 314 3814 4128
721 2012-12-21 1 1 12 0 5 1 2 0.326667 0.301767 0.556667 0.374383 221 3402 3623
722 2012-12-22 1 1 12 0 6 0 1 0.265833 0.236113 0.44125 0.407346 205 1544 1749
723 2012-12-23 1 1 12 0 0 0 1 0.245833 0.259471 0.515417 0.133083 408 1379 1787
724 2012-12-24 1 1 12 0 1 1 2 0.231304 0.2589 0.791304 0.0772304 174 746 920
725 2012-12-25 1 1 12 1 2 0 2 0.291304 0.294465 0.734783 0.168726 440 573 1013
726 2012-12-26 1 1 12 0 3 1 3 0.243333 0.220333 0.823333 0.316546 9 432 441
727 2012-12-27 1 1 12 0 4 1 2 0.254167 0.226642 0.652917 0.350133 247 1867 2114
728 2012-12-28 1 1 12 0 5 1 2 0.253333 0.255046 0.59 0.155471 644 2451 3095
729 2012-12-29 1 1 12 0 6 0 2 0.253333 0.2424 0.752917 0.124383 159 1182 1341
730 2012-12-30 1 1 12 0 0 0 1 0.255833 0.2317 0.483333 0.350754 364 1432 1796
731 2012-12-31 1 1 12 0 1 1 2 0.215833 0.223487 0.5775 0.154846 439 2290 2729
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FeatureValuation.ipynb
{
"cells": [
{
"cell_type": "markdown",
"source": [
"# Using a random forest to valuate features\n",
"\n",
"Even you don't wish to use a random forest regressor for predictions you can still use it to get an idea of how the features contribute.\n",
"Below is an example based on the bike-sharing data."
],
"metadata": {}
},
{
"cell_type": "code",
"source": [
"import sys\n",
"import csv\n",
"\n",
"import numpy as np\n",
"from sklearn.ensemble import RandomForestRegressor \n",
"from sklearn import preprocessing\n",
"from sklearn.metrics import mean_squared_error, explained_variance_score\n",
"from sklearn.utils import shuffle\n",
"import matplotlib.pyplot as plt\n",
" \n",
"%matplotlib inline\n",
"\n",
"def plot_feature_importances(feature_importances, title, feature_names):\n",
" # Normalize the importance values \n",
" feature_importances = 100.0 * (feature_importances / max(feature_importances))\n",
"\n",
" # Sort the values and flip them\n",
" index_sorted = np.flipud(np.argsort(feature_importances))\n",
"\n",
" # Arrange the X ticks\n",
" pos = np.arange(index_sorted.shape[0]) + 0.5\n",
"\n",
" # Plot the bar graph\n",
" plt.figure()\n",
" plt.bar(pos, feature_importances[index_sorted], align='center')\n",
" plt.xticks(pos, feature_names[index_sorted])\n",
" plt.ylabel('Relative Importance')\n",
" plt.title(title)\n",
" plt.show()\n",
" \n",
"def load_dataset(filename):\n",
" file_reader = csv.reader(open(filename, 'rt'), delimiter=',')\n",
" X, y = [], []\n",
" for row in file_reader:\n",
" X.append(row[2:13])\n",
" y.append(row[-1])\n",
"\n",
" # Extract feature names\n",
" feature_names = np.array(X[0])\n",
"\n",
" # Remove the first row because they are feature names\n",
" return np.array(X[1:]).astype(np.float32), np.array(y[1:]).astype(np.float32), feature_names\n",
"\n",
"if __name__=='__main__':\n",
" # Load the dataset from the input file\n",
" X, y, feature_names = load_dataset(\"bike_day.csv\")\n",
" X, y = shuffle(X, y, random_state=7) \n",
"\n",
" # Split the data 80/20 (80% for training, 20% for testing)\n",
" num_training = int(0.9 * len(X))\n",
" X_train, y_train = X[:num_training], y[:num_training]\n",
" X_test, y_test = X[num_training:], y[num_training:]\n",
"\n",
" # Fit Random Forest regression model\n",
" rf_regressor = RandomForestRegressor(n_estimators=1000, max_depth=10, min_samples_split=3)\n",
" rf_regressor.fit(X_train, y_train)\n",
"\n",
" # Evaluate performance of Random Forest regressor\n",
" y_pred = rf_regressor.predict(X_test)\n",
" mse = mean_squared_error(y_test, y_pred)\n",
" evs = explained_variance_score(y_test, y_pred) \n",
" \n",
" print((\"MSE =\", round(mse, 2)))\n",
" print((\"Explained variance score =\", round(evs, 2)))\n",
"\n",
" # Plot relative feature importances \n",
" plot_feature_importances(rf_regressor.feature_importances_, 'Random Forest regressor', feature_names)"
],
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"\n",
"#### Random Forest regressor performance ####\n",
"('Mean squared error =', 359486.22)\n",
"('Explained variance score =', 0.89)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": [
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\n"
]
},
"metadata": {}
}
],
"execution_count": 1,
"metadata": {}
},
{
"cell_type": "code",
"source": [],
"outputs": [],
"execution_count": null,
"metadata": {}
}
],
"metadata": {
"kernelspec": {
"name": "python3",
"language": "python",
"display_name": "Python 3"
},
"language_info": {
"name": "python",
"version": "3.6.3",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"kernel_info": {
"name": "python3"
},
"nteract": {
"version": "0.9.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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