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ML725
Commit 6c9f1173 authored by SHREYANSH JAIN's avatar SHREYANSH JAIN
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Merge branch 'test' into 'master' 

mse final leaderboard

See merge request !1
parents 8ae28015 a74db5fc
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Showing with 11638 additions and 11534 deletions
Assignment1/error.log
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Assignment1/main.py
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import numpy as np
import argparse
import csv
# import matplotlib.pyplot as plt
'''
You are only required to fill the following functions
......@@ -41,17 +42,15 @@ def mean_absolute_loss(xdata, ydata, weights):
guess = np.dot(xdata,weights)
samples = np.shape(guess)[0]
err = (1/samples)*np.sum(np.absolute(ydata-guess))
err = 0.5*samples*np.sum(np.absolute(ydata-guess))
return err
raise NotImplementedError
def mean_absolute_gradient(xdata, ydata, weights):
samples = np.shape(xdata)[0]
guess = np.dot(xdata,weights)
if np.sum(ydata-guess) < 0:
gradient = np.random.randint(0,10,np.shape(weights)[0])
else:
gradient = np.random.randint(-10,0,np.shape(weights)[0])
gradient = (1/samples)*np.dot(xdata.T,(guess-ydata))
return gradient
raise NotImplementedError
......@@ -60,15 +59,17 @@ def mean_log_cosh_loss(xdata, ydata, weights):
guess = np.dot(xdata,weights)
samples = np.shape(guess)[0]
err = (1/samples)*np.sum(np.square(ydata-guess))
err = samples*np.sum(np.log(np.cosh(ydata-guess)))
return err
raise NotImplementedError
def mean_log_cosh_gradient(xdata, ydata, weights):
guess = np.dot(xdata,weights)
simplerr = np.multiply(2,ydata-guess)
samples = np.shape(guess)[0]
gradient = np.dot(xdata.T,np.tanh(guess-ydata))
derivative = np.divide(np.exp(simplerr)-1,np.exp(simplerr)+1)
gradient = (1/samples)*np.dot(xdata.T,derivative)
return gradient
raise NotImplementedError
......@@ -91,10 +92,11 @@ def root_mean_squared_gradient(xdata, ydata, weights):
class LinearRegressor:
def __init__(self,dims):
def __init__(self, dims):
self.dims = dims
self.W = np.zeros(dims)
self.W = np.random.rand(dims)
#self.W = np.random.uniform(low=0.0, high=1.0, size=dims)
return
raise NotImplementedError
......@@ -140,16 +142,93 @@ def read_dataset(trainfile, testfile):
return np.array(xtrain), np.array(ytrain), np.array(xtest)
def one_hot_encoding(value_list, classes):
res = np.eye(classes)[value_list.reshape(-1)]
return res.reshape(list(value_list.shape)+[classes])
norm_dict = {}
dictionary_of_classes_for_features = {
2 : 5,
3 : 25,
5: 8,
7: 5
}
dictionary_of_days = {
'Monday' : 1,
'Tuesday': 2,
'Wednesday': 3,
'Thursday' : 4,
'Friday' : 5,
'Saturday': 6,
'Sunday' : 7
}
def slicer(arr, beg, end):
return np.array([i[beg:end] for i in arr]).reshape(-1, 1)
"""
#for normalization of parametes 'wind speed' and 'humidity' uncoment
def normalize(arr):
arr = arr
if not norm_dict: # make dictionary once at training to be used later during test
# for i in range(arr.shape[1]):
norm_dict['init'] = [np.min(arr), np.max(arr)]
#norm_dict['init'] = [np.mean(arr), np.std(arr)]
# for i in range(arr.shape[1]):
arr = np.array([(x - norm_dict['init'][0])/(norm_dict['init'][1] - norm_dict['init'][0]) for x in arr]) # min-max
#arr = np.array([(x - norm_dict['init'][0])/(norm_dict['init'][1]) for x in arr]) # standardization
return arr
"""
# 4 hours band
# 1/-1 encoding
# use feature selection and tuning in Jupyter then apply it back here
def preprocess_dataset(xdata, ydata=None):
xdata = xdata[:,[2,3,4,7,9]]
xdata = xdata.astype('float32')
bias = np.ones((np.shape(xdata)[0],1))
xdata = np.concatenate((bias,xdata),axis=1)
if ydata is None:
return xdata
ydata = ydata.astype('float32')
return xdata,ydata
raise NotImplementedError
# converting weekdays to numeric for one_hot_encoding
"""
#for normalization of parametes 'wind speed' and 'humidity' uncoment
xdata[:, 10] = normalize(xdata[:, 10].astype('float'))# normalized
xdata[:, 11] = normalize(xdata[:, 10].astype('float'))"""
xdata[:, 5] = [dictionary_of_days[i] for i in xdata[:, 5]]
cat_cols = [2, 3, 5, 7]
for i in cat_cols:
# dropping 2 columns for C-1 encoding and removing additional 0 column
t = one_hot_encoding(xdata[:, i].astype('int'), dictionary_of_classes_for_features[i])[:, 2:]
xdata = np.concatenate((xdata, t),axis=1)
xdata = np.delete(xdata, cat_cols, 1) # removing useless columns
xdata = np.delete(xdata, 6, 1)
xdata = np.delete(xdata, 8, 1)
# extracting features from date
month = slicer(xdata[:, 1], 5,7)
t = one_hot_encoding(month[:,0].astype('int'), 13)[:, 2:]
xdata = np.concatenate((xdata, t), axis=1)
date = slicer(xdata[:, 1], 8, 10)
week = np.ceil(date.astype('int') / 7) # week of month
t = one_hot_encoding(week[:,0].astype('int'), 6)[:, 2:]
xdata = np.concatenate((xdata, t), axis=1)
xdata = xdata[:,2:] # dropping first 2 unnecessary columns
print(xdata[0:5])
xdata = xdata.astype('float32')
bias = np.ones((np.shape(xdata)[0],1))
xdata = np.concatenate((bias,xdata),axis=1)
if ydata is None:
return xdata
ydata = ydata.astype('float32')
return xdata,ydata
raise NotImplementedError
dictionary_of_losses = {
'mse':(mean_squared_loss, mean_squared_gradient),
......@@ -158,26 +237,51 @@ dictionary_of_losses = {
'logcosh':(mean_log_cosh_loss, mean_log_cosh_gradient),
}
def main():
"""
#For outliers removal from wind speed column uncomment
def out(x, std, mean):
if ((x < mean + 2 * std)and (x > mean - 2 * std)):
return 0
else:
return 1
def outlier(xtrain, ytrain, std, mean):
a =[]
for i in xtrain[:, 11].astype('float32'):
a.append(out(i,std, mean))
a = np.array(a)
xdata = np.concatenate((xtrain, a.reshape(-1, 1)), axis=1)
ytrain = np.delete(ytrain, np.argwhere(xdata[:, -1].astype('int') > 0), 0)
xdata = np.delete(xdata, np.argwhere(xdata[:, -1].astype('int') > 0), 0)
xdata = np.delete(xdata, -1, 1)
return (xdata, ytrain)"""
# You are free to modify the main function as per your requirements.
def main():
# You are free to modify the main function as per your requirements.
# Uncomment the below lines and pass the appropriate value
xtrain, ytrain, xtest = read_dataset(args.train_file, args.test_file)
xtrainprocessed, ytrainprocessed = preprocess_dataset(xtrain, ytrain)
xtestprocessed = preprocess_dataset(xtest)
xtrain, ytrain, xtest = read_dataset(args.train_file, args.test_file)
"""
#For outliers removal from wind speed column uncomment
std = np.std(xtrain[:, 11].astype('float32'))
mean = np.mean(xtrain[:, 11].astype('float32'))
xtrain, ytrain =outlier(xtrain, ytrain, std, mean)"""
xtrainprocessed, ytrainprocessed = preprocess_dataset(xtrain, ytrain)
xtestprocessed = preprocess_dataset(xtest)
model = LinearRegressor(np.shape(xtrainprocessed)[1])
model = LinearRegressor(np.shape(xtrainprocessed)[1])
# The loss function is provided by command line argument
loss_fn, loss_grad = dictionary_of_losses[args.loss]
# The loss function is provided by command line argument
loss_fn, loss_grad = dictionary_of_losses[args.loss]
errlog = model.train(xtrainprocessed, ytrainprocessed, loss_fn, loss_grad, args.epoch, args.lr)
ytest = model.predict(xtestprocessed)
ytest = ytest.astype('int')
output = [(i,np.absolute(ytest[i])) for i in range(len(ytest))]
np.savetxt("output.csv",output,delimiter=',',fmt="%d",header="instance (id),count",comments='')
np.savetxt("error.log",errlog,delimiter='\n',fmt="%f")
errlog = model.train(xtrainprocessed, ytrainprocessed, loss_fn, loss_grad, args.epoch, args.lr)
ytest = model.predict(xtestprocessed)
ytest = ytest.astype('int')
output = [(i,np.absolute(ytest[i])) for i in range(len(ytest))]
np.savetxt("output.csv",output,delimiter=',',fmt="%d",header="instance (id),count",comments='')
np.savetxt("error.log",errlog,delimiter='\n',fmt="%f")
if __name__ == '__main__':
......@@ -192,4 +296,4 @@ if __name__ == '__main__':
args = parser.parse_args()
main()
main()
\ No newline at end of file
Assignment1/output.csv
View file @ 6c9f1173
Changes suppressed. Click to show.
instance (id),count
0,308
1,169
2,89
3,296
4,38
5,352
6,354
7,266
8,269
9,60
10,277
11,102
12,139
13,49
14,114
15,236
16,50
17,90
18,281
19,170
20,20
21,246
22,150
23,254
24,57
25,275
26,24
27,350
28,138
29,241
30,225
31,265
32,291
33,158
34,284
35,93
36,19
37,98
38,141
39,193
40,373
41,223
42,279
43,268
44,198
45,117
46,55
47,120
48,174
49,286
50,206
51,367
52,288
53,4
54,183
55,359
56,234
57,332
58,181
59,86
60,263
61,167
62,278
63,348
64,257
65,320
66,229
67,188
68,338
69,257
70,240
71,251
72,249
73,236
74,210
75,253
76,102
77,184
78,314
79,213
80,202
81,196
82,178
83,34
84,210
85,225
86,232
87,168
88,216
89,263
90,232
91,254
92,178
93,128
94,184
95,201
96,116
97,268
98,229
99,210
100,194
101,210
102,53
103,76
104,188
105,104
106,260
107,278
108,126
109,240
110,85
111,115
112,70
113,217
114,38
115,133
116,245
117,53
118,268
119,159
120,116
121,89
122,166
123,213
0,494
1,49
2,285
3,336
4,120
5,158
6,236
7,442
8,202
9,33
10,297
11,3
12,191
13,76
14,38
15,435
16,9
17,47
18,321
19,57
20,44
21,258
22,22
23,263
24,32
25,232
26,34
27,188
28,226
29,313
30,117
31,130
32,464
33,211
34,138
35,180
36,83
37,312
38,206
39,208
40,159
41,230
42,343
43,287
44,245
45,75
46,15
47,331
48,198
49,287
50,224
51,220
52,246
53,68
54,201
55,260
56,253
57,198
58,190
59,25
60,222
61,247
62,483
63,352
64,470
65,557
66,245
67,115
68,337
69,201
70,285
71,59
72,294
73,446
74,229
75,489
76,31
77,207
78,227
79,236
80,250
81,385
82,58
83,35
84,159
85,246
86,262
87,173
88,253
89,328
90,267
91,284
92,28
93,111
94,242
95,241
96,27
97,156
98,267
99,258
100,208
101,247
102,0
103,58
104,412
105,153
106,422
107,473
108,62
109,182
110,36
111,69
112,65
113,289
114,88
115,86
116,321
117,14
118,227
119,157
120,341
121,22
122,366
123,241
124,25
125,115
126,24
127,199
128,200
129,295
130,9
131,257
132,25
133,307
134,324
135,1
136,149
137,255
138,70
139,267
140,244
141,218
142,211
143,268
144,331
145,165
146,303
147,361
148,270
149,350
150,92
151,234
152,110
153,315
154,171
155,232
156,351
157,114
158,202
159,139
160,159
161,295
162,219
163,202
164,200
165,100
166,186
167,268
168,185
169,324
170,154
171,182
172,125
173,279
174,291
175,191
176,287
177,318
178,139
179,139
180,20
181,287
182,300
183,184
184,167
185,35
186,147
187,208
188,147
189,218
190,262
191,59
192,298
193,145
194,193
195,61
196,260
197,20
198,156
199,157
200,223
201,143
202,207
203,304
204,299
205,179
206,324
207,338
208,119
209,175
210,236
211,138
212,94
213,67
214,333
215,245
216,296
217,105
218,101
219,164
220,227
221,90
222,295
223,203
224,314
225,225
226,338
227,67
228,197
229,263
230,211
231,190
232,290
233,123
234,359
235,147
236,100
237,293
238,124
239,22
240,324
241,256
242,176
243,46
244,179
245,106
246,107
247,389
248,341
249,188
250,174
251,20
252,63
253,81
254,328
255,369
256,101
257,5
258,93
259,47
260,239
261,123
262,341
263,217
264,160
265,141
266,164
267,239
268,120
269,99
270,354
271,270
272,223
273,301
274,144
275,333
276,253
277,192
278,186
279,256
280,153
281,96
282,244
283,123
284,291
285,54
286,215
287,262
288,142
289,78
290,187
291,89
292,271
293,402
294,65
295,75
296,316
297,347
298,130
299,217
300,243
301,326
302,234
303,302
304,181
305,284
306,316
307,218
308,252
309,270
310,120
311,8
312,178
313,149
314,154
315,141
316,122
317,127
318,272
319,0
320,161
321,286
322,254
323,85
324,140
325,250
326,37
327,207
328,202
329,120
330,111
331,171
332,27
333,155
334,343
335,174
336,177
337,91
338,314
339,190
340,150
341,312
342,117
343,76
344,302
345,159
346,124
347,245
348,189
349,158
350,44
351,163
352,295
353,83
354,175
355,210
356,202
357,334
358,69
359,152
360,224
361,218
362,167
363,148
364,198
365,296
366,204
367,334
368,261
369,206
370,214
371,280
372,199
373,218
374,40
375,65
376,88
377,95
378,101
379,195
380,202
381,294
382,188
383,275
384,168
385,52
386,239
387,102
388,169
389,307
390,356
391,52
392,154
393,152
394,175
395,241
396,199
397,226
398,99
399,138
400,249
401,145
402,52
403,304
404,119
405,91
406,282
407,329
408,81
409,185
410,186
411,96
412,54
413,141
414,108
415,166
416,190
417,300
418,21
419,185
420,323
421,116
422,185
423,189
424,208
425,297
426,219
427,232
428,377
429,340
430,316
431,142
432,147
433,223
434,275
435,236
436,107
437,83
438,198
439,206
440,197
441,7
442,242
443,254
444,78
445,300
446,192
447,311
448,263
449,244
450,262
451,334
452,100
453,227
454,77
455,80
456,62
457,333
458,100
459,159
460,171
461,277
462,65
463,350
464,134
465,102
466,246
467,75
468,248
469,364
470,45
471,153
472,214
473,120
474,143
475,192
476,319
477,141
478,165
479,191
480,148
481,104
482,123
483,88
484,155
485,101
486,166
487,99
488,174
489,277
490,259
491,141
492,110
493,151
494,223
495,209
496,148
497,29
498,242
499,154
500,237
501,164
502,129
503,63
504,164
505,206
506,303
507,258
508,47
509,237
510,173
511,229
512,380
513,127
514,333
515,347
516,93
517,307
518,129
519,146
520,93
521,287
522,197
523,103
524,269
525,308
526,81
527,102
528,92
529,266
530,234
531,281
532,138
533,131
534,273
535,294
536,195
537,292
538,121
539,300
540,104
541,208
542,256
543,248
544,184
545,185
546,288
547,159
548,254
549,173
550,40
551,206
552,316
553,180
554,71
555,39
556,52
557,204
558,154
559,198
560,259
561,94
562,202
563,196
564,169
565,197
566,288
567,241
568,190
569,9
570,237
571,139
572,350
573,38
574,183
575,88
576,320
577,114
578,268
579,265
580,321
581,147
582,290
583,75
584,346
585,136
586,95
587,137
588,163
589,284
590,288
591,271
592,102
593,120
594,87
595,35
596,131
597,305
598,94
599,88
600,256
601,279
602,83
603,78
604,160
605,138
606,111
607,222
608,68
609,31
610,178
611,286
612,66
613,371
614,160
615,136
616,146
617,300
618,121
619,116
620,305
621,199
622,126
623,289
624,176
625,191
626,89
627,172
628,116
629,204
630,112
631,141
632,355
633,138
634,253
635,54
636,268
637,168
638,213
639,204
640,127
641,267
642,136
643,324
644,146
645,122
646,96
647,173
648,174
649,210
650,307
651,296
652,264
653,235
654,0
655,64
656,314
657,143
658,263
659,184
660,216
661,250
662,153
663,173
664,150
665,140
666,204
667,110
668,310
669,156
670,234
671,111
672,17
673,223
674,191
675,108
676,266
677,133
678,215
679,144
680,61
681,203
682,180
683,169
684,202
685,259
686,309
687,128
688,287
689,134
690,324
691,334
692,273
693,204
694,286
695,319
696,293
697,263
698,164
699,272
700,115
701,264
702,329
703,314
704,249
705,77
706,9
707,311
708,103
709,145
710,27
711,212
712,294
713,176
714,177
715,243
716,169
717,321
718,193
719,225
720,237
721,174
722,198
723,158
724,128
725,303
726,307
727,220
728,53
729,194
730,61
731,59
732,341
733,214
734,277
735,112
736,150
737,174
738,185
739,197
740,197
741,170
742,293
743,123
744,155
745,280
746,323
747,117
748,107
749,41
750,193
751,39
752,175
753,169
754,21
755,110
756,176
757,141
758,184
759,250
760,225
761,257
762,347
763,295
764,165
765,101
766,111
767,246
768,119
769,304
770,178
771,305
772,244
773,9
774,1
775,183
776,160
777,28
778,316
779,177
780,195
781,324
782,241
783,131
784,345
785,286
786,189
787,156
788,146
789,138
790,179
791,72
792,250
793,186
794,269
795,128
796,291
797,50
798,298
799,96
800,82
801,90
802,309
803,69
804,106
805,61
806,199
807,220
808,73
809,271
810,196
811,138
812,198
813,18
814,326
815,290
816,323
817,323
818,189
819,309
820,305
821,284
822,292
823,156
824,115
825,235
826,281
827,153
828,306
829,220
830,196
831,108
832,345
833,268
834,227
835,141
836,323
837,199
838,229
839,134
840,183
841,214
842,284
843,185
844,186
845,235
846,294
847,213
848,219
849,313
850,287
851,55
852,319
853,135
854,82
855,287
856,129
857,298
858,209
859,121
860,312
861,67
862,102
863,324
864,63
865,201
866,54
867,214
868,190
869,172
870,184
871,147
872,27
873,188
874,311
875,88
876,20
877,341
878,234
879,192
880,323
881,204
882,337
883,341
884,345
885,258
886,76
887,282
888,209
889,205
890,355
891,153
892,107
893,314
894,271
895,141
896,157
897,11
898,309
899,170
900,79
901,293
902,91
903,307
904,197
905,257
906,294
907,122
908,154
909,275
910,174
911,306
912,352
913,100
914,207
915,128
916,169
917,305
918,249
919,199
920,26
921,115
922,329
923,371
924,329
925,172
926,163
927,85
928,232
929,314
930,161
931,272
932,240
933,95
934,86
935,189
936,150
937,201
938,61
939,213
940,268
941,150
942,310
943,129
944,183
945,139
946,123
947,187
948,64
949,167
950,48
951,181
952,183
953,74
954,71
955,301
956,198
957,92
958,324
959,213
960,169
961,342
962,83
963,308
964,36
965,208
966,171
967,313
968,73
969,181
970,158
971,265
972,255
973,106
974,6
975,312
976,61
977,304
978,132
979,290
980,215
981,185
982,178
125,66
126,109
127,64
128,190
129,504
130,53
131,361
132,53
133,173
134,139
135,97
136,243
137,270
138,19
139,67
140,292
141,180
142,273
143,315
144,343
145,183
146,369
147,395
148,487
149,242
150,133
151,240
152,160
153,343
154,404
155,283
156,489
157,30
158,209
159,175
160,160
161,170
162,386
163,113
164,93
165,135
166,219
167,289
168,220
169,380
170,114
171,154
172,100
173,244
174,170
175,103
176,506
177,292
178,60
179,61
180,58
181,273
182,382
183,25
184,241
185,62
186,383
187,22
188,60
189,293
190,263
191,42
192,341
193,226
194,354
195,31
196,245
197,1
198,75
199,25
200,227
201,50
202,426
203,312
204,103
205,73
206,329
207,226
208,42
209,75
210,441
211,53
212,48
213,7
214,190
215,290
216,468
217,20
218,280
219,166
220,427
221,108
222,480
223,193
224,513
225,243
226,528
227,11
228,346
229,348
230,279
231,233
232,207
233,60
234,170
235,68
236,9
237,277
238,79
239,5
240,196
241,307
242,119
243,11
244,25
245,2
246,77
247,205
248,265
249,47
250,185
251,71
252,18
253,142
254,199
255,153
256,36
257,61
258,129
259,13
260,253
261,95
262,150
263,291
264,333
265,175
266,79
267,251
268,70
269,81
270,166
271,272
272,231
273,262
274,171
275,368
276,291
277,122
278,160
279,88
280,242
281,58
282,280
283,109
284,318
285,19
286,400
287,330
288,60
289,71
290,58
291,11
292,333
293,160
294,30
295,74
296,519
297,549
298,94
299,274
300,256
301,491
302,261
303,189
304,113
305,274
306,556
307,143
308,319
309,493
310,39
311,56
312,257
313,124
314,380
315,12
316,173
317,108
318,494
319,29
320,199
321,135
322,298
323,73
324,71
325,242
326,11
327,196
328,263
329,99
330,202
331,407
332,71
333,95
334,383
335,77
336,184
337,20
338,273
339,212
340,184
341,136
342,137
343,69
344,334
345,181
346,296
347,292
348,231
349,151
350,19
351,375
352,472
353,141
354,380
355,252
356,199
357,393
358,44
359,181
360,287
361,141
362,31
363,172
364,406
365,467
366,294
367,413
368,466
369,242
370,223
371,343
372,416
373,281
374,10
375,56
376,2
377,32
378,30
379,57
380,257
381,135
382,103
383,345
384,253
385,31
386,286
387,50
388,40
389,198
390,343
391,66
392,206
393,97
394,76
395,403
396,96
397,35
398,43
399,326
400,309
401,55
402,95
403,494
404,43
405,180
406,488
407,257
408,43
409,220
410,389
411,163
412,0
413,10
414,132
415,131
416,243
417,280
418,141
419,218
420,238
421,332
422,183
423,260
424,277
425,274
426,409
427,380
428,157
429,499
430,335
431,69
432,63
433,244
434,173
435,263
436,58
437,60
438,232
439,393
440,295
441,84
442,214
443,429
444,162
445,293
446,125
447,176
448,52
449,302
450,504
451,234
452,63
453,426
454,133
455,19
456,12
457,233
458,7
459,117
460,248
461,353
462,23
463,259
464,41
465,115
466,315
467,28
468,338
469,170
470,53
471,127
472,290
473,58
474,223
475,58
476,338
477,144
478,67
479,273
480,175
481,6
482,104
483,5
484,84
485,122
486,176
487,64
488,161
489,187
490,268
491,119
492,163
493,56
494,429
495,226
496,59
497,16
498,301
499,46
500,285
501,74
502,77
503,93
504,144
505,256
506,168
507,229
508,4
509,220
510,235
511,432
512,254
513,140
514,151
515,410
516,10
517,401
518,159
519,104
520,194
521,314
522,117
523,13
524,320
525,213
526,146
527,86
528,64
529,286
530,203
531,328
532,166
533,79
534,448
535,135
536,165
537,231
538,204
539,383
540,124
541,255
542,123
543,437
544,114
545,189
546,287
547,124
548,334
549,106
550,49
551,80
552,135
553,211
554,0
555,245
556,259
557,250
558,225
559,232
560,137
561,44
562,203
563,428
564,209
565,262
566,294
567,302
568,233
569,33
570,325
571,72
572,265
573,0
574,419
575,17
576,316
577,26
578,310
579,492
580,200
581,99
582,353
583,136
584,345
585,146
586,15
587,196
588,96
589,330
590,364
591,318
592,68
593,52
594,46
595,37
596,335
597,365
598,37
599,123
600,302
601,331
602,5
603,51
604,88
605,111
606,176
607,387
608,43
609,75
610,35
611,133
612,13
613,233
614,182
615,196
616,101
617,291
618,194
619,337
620,284
621,401
622,82
623,328
624,211
625,291
626,15
627,341
628,101
629,100
630,191
631,326
632,185
633,184
634,69
635,21
636,291
637,84
638,260
639,426
640,112
641,215
642,37
643,564
644,75
645,48
646,143
647,220
648,219
649,241
650,161
651,201
652,225
653,263
654,70
655,71
656,289
657,72
658,266
659,24
660,388
661,299
662,251
663,105
664,349
665,93
666,51
667,40
668,183
669,196
670,113
671,39
672,54
673,256
674,197
675,146
676,440
677,83
678,276
679,59
680,35
681,164
682,443
683,181
684,217
685,312
686,387
687,132
688,100
689,55
690,347
691,198
692,176
693,90
694,136
695,465
696,285
697,98
698,206
699,205
700,50
701,305
702,320
703,235
704,44
705,8
706,62
707,523
708,50
709,214
710,89
711,389
712,26
713,222
714,261
715,242
716,177
717,359
718,195
719,80
720,36
721,242
722,250
723,220
724,218
725,284
726,404
727,185
728,31
729,272
730,0
731,30
732,578
733,252
734,300
735,34
736,366
737,353
738,178
739,209
740,272
741,275
742,107
743,40
744,210
745,278
746,113
747,153
748,84
749,11
750,338
751,0
752,248
753,190
754,66
755,113
756,115
757,203
758,212
759,228
760,297
761,221
762,193
763,93
764,213
765,204
766,22
767,203
768,47
769,135
770,359
771,373
772,268
773,63
774,92
775,299
776,110
777,13
778,153
779,116
780,249
781,126
782,404
783,114
784,279
785,311
786,209
787,87
788,383
789,166
790,391
791,176
792,282
793,171
794,424
795,108
796,97
797,32
798,115
799,19
800,36
801,133
802,204
803,42
804,59
805,46
806,409
807,246
808,29
809,319
810,346
811,70
812,192
813,68
814,373
815,378
816,226
817,474
818,222
819,380
820,371
821,339
822,493
823,65
824,72
825,280
826,322
827,7
828,327
829,71
830,75
831,125
832,339
833,98
834,243
835,346
836,220
837,380
838,75
839,141
840,240
841,253
842,203
843,218
844,209
845,273
846,310
847,293
848,254
849,386
850,497
851,262
852,469
853,359
854,126
855,512
856,88
857,320
858,0
859,94
860,316
861,103
862,89
863,180
864,13
865,358
866,11
867,224
868,125
869,268
870,203
871,97
872,52
873,253
874,352
875,9
876,14
877,150
878,331
879,212
880,475
881,89
882,270
883,279
884,290
885,438
886,294
887,290
888,236
889,249
890,193
891,56
892,32
893,183
894,226
895,349
896,42
897,88
898,385
899,262
900,19
901,342
902,17
903,169
904,395
905,283
906,215
907,298
908,377
909,315
910,229
911,225
912,515
913,132
914,265
915,112
916,196
917,223
918,297
919,197
920,36
921,85
922,259
923,311
924,283
925,173
926,201
927,126
928,263
929,237
930,169
931,83
932,410
933,123
934,51
935,270
936,196
937,346
938,37
939,155
940,174
941,347
942,101
943,159
944,51
945,360
946,101
947,403
948,14
949,49
950,61
951,268
952,221
953,76
954,2
955,347
956,403
957,19
958,549
959,95
960,84
961,287
962,90
963,497
964,35
965,57
966,230
967,391
968,31
969,255
970,177
971,127
972,218
973,316
974,102
975,212
976,53
977,489
978,50
979,454
980,178
981,231
982,33
983,137
984,196
985,363
986,258
987,247
988,217
989,99
990,225
991,212
992,70
993,233
994,20
995,3
996,19
997,124
998,208
999,107
1000,152
1001,25
1002,210
1003,327
1004,276
1005,323
1006,244
1007,64
1008,59
1009,279
1010,79
1011,291
1012,81
1013,29
1014,298
1015,172
1016,350
1017,260
1018,254
1019,137
1020,174
1021,190
1022,177
1023,309
1024,83
1025,264
1026,33
1027,122
1028,7
1029,255
1030,311
1031,257
1032,291
1033,356
1034,96
1035,163
1036,210
1037,0
1038,122
1039,381
1040,106
1041,169
1042,312
1043,188
1044,42
1045,129
1046,210
1047,149
1048,254
1049,254
1050,94
1051,225
1052,153
1053,359
1054,128
1055,159
1056,250
1057,154
1058,139
1059,87
1060,52
1061,153
1062,206
1063,352
1064,207
1065,115
1066,266
1067,198
1068,124
1069,327
1070,7
1071,138
1072,237
1073,178
1074,241
1075,208
1076,242
1077,347
1078,282
1079,71
1080,218
1081,178
1082,152
1083,230
1084,139
1085,255
1086,197
1087,239
1088,83
1089,154
1090,42
1091,124
1092,81
1093,108
1094,61
1095,145
1096,239
1097,287
1098,309
1099,178
1100,203
1101,314
1102,226
1103,249
1104,111
1105,188
1106,141
1107,67
1108,194
1109,327
1110,318
1111,268
1112,98
1113,166
1114,128
1115,296
1116,316
1117,142
1118,20
1119,14
1120,267
1121,155
1122,164
1123,159
1124,102
1125,111
1126,323
1127,169
1128,322
1129,270
1130,202
1131,368
1132,165
1133,138
1134,106
1135,24
1136,193
1137,359
1138,75
1139,56
1140,321
1141,234
1142,114
1143,92
1144,370
1145,146
1146,234
1147,170
1148,102
1149,200
1150,206
1151,114
1152,35
1153,111
1154,255
1155,47
1156,216
1157,172
1158,99
1159,113
1160,135
1161,258
1162,174
1163,59
984,427
985,256
986,306
987,463
988,394
989,108
990,252
991,217
992,110
993,416
994,94
995,43
996,117
997,76
998,286
999,106
1000,75
1001,34
1002,257
1003,226
1004,310
1005,358
1006,356
1007,114
1008,122
1009,93
1010,273
1011,484
1012,65
1013,18
1014,164
1015,209
1016,226
1017,173
1018,156
1019,135
1020,248
1021,242
1022,100
1023,357
1024,22
1025,292
1026,72
1027,183
1028,25
1029,278
1030,533
1031,259
1032,360
1033,129
1034,46
1035,382
1036,264
1037,78
1038,37
1039,167
1040,46
1041,58
1042,558
1043,395
1044,84
1045,57
1046,258
1047,129
1048,218
1049,89
1050,9
1051,217
1052,167
1053,237
1054,188
1055,211
1056,296
1057,50
1058,52
1059,314
1060,45
1061,142
1062,262
1063,334
1064,76
1065,50
1066,74
1067,278
1068,51
1069,472
1070,126
1071,73
1072,397
1073,79
1074,297
1075,174
1076,300
1077,416
1078,318
1079,1
1080,215
1081,136
1082,37
1083,237
1084,38
1085,246
1086,336
1087,149
1088,26
1089,192
1090,29
1091,86
1092,16
1093,314
1094,34
1095,28
1096,121
1097,93
1098,378
1099,100
1100,273
1101,529
1102,16
1103,69
1104,90
1105,214
1106,38
1107,157
1108,246
1109,500
1110,170
1111,281
1112,66
1113,70
1114,26
1115,470
1116,134
1117,295
1118,6
1119,43
1120,466
1121,216
1122,93
1123,226
1124,120
1125,88
1126,230
1127,37
1128,176
1129,88
1130,281
1131,164
1132,51
1133,66
1134,62
1135,80
1136,334
1137,229
1138,101
1139,25
1140,360
1141,45
1142,55
1143,22
1144,250
1145,72
1146,183
1147,228
1148,63
1149,221
1150,258
1151,98
1152,73
1153,87
1154,204
1155,134
1156,165
1157,115
1158,77
1159,17
1160,161
1161,229
1162,252
1163,157
1164,153
1165,270
1166,26
1167,205
1168,102
1169,315
1170,94
1171,20
1172,323
1173,16
1174,188
1175,244
1176,253
1177,213
1178,103
1179,109
1180,233
1181,173
1182,134
1183,113
1184,146
1185,129
1186,160
1187,175
1188,246
1189,24
1190,208
1191,305
1192,200
1193,173
1194,106
1195,27
1196,122
1197,136
1198,227
1199,298
1200,116
1201,127
1202,71
1203,35
1204,24
1205,103
1206,163
1207,198
1208,187
1209,59
1210,120
1211,68
1212,144
1213,221
1214,189
1215,232
1216,179
1217,119
1218,180
1219,251
1220,260
1221,324
1222,98
1223,168
1224,174
1225,277
1226,241
1227,341
1228,286
1229,32
1230,47
1231,234
1232,166
1233,341
1234,314
1235,285
1236,205
1237,241
1238,343
1239,304
1240,23
1241,310
1242,143
1243,189
1244,131
1245,180
1246,333
1247,341
1248,112
1249,174
1250,271
1251,129
1252,68
1253,77
1254,154
1255,324
1256,67
1257,245
1258,316
1259,255
1260,132
1261,287
1262,295
1263,215
1264,132
1265,150
1266,244
1267,289
1268,183
1269,259
1270,218
1271,268
1272,114
1273,202
1274,99
1275,370
1276,52
1277,121
1278,174
1279,250
1280,359
1281,96
1282,11
1283,129
1284,217
1285,150
1286,3
1287,204
1288,115
1289,154
1290,305
1291,80
1292,341
1293,316
1294,294
1295,376
1296,295
1297,145
1298,148
1299,154
1300,107
1301,157
1302,51
1303,33
1304,168
1305,223
1306,350
1307,183
1308,329
1309,131
1310,191
1311,303
1312,202
1313,136
1314,49
1315,295
1316,138
1317,212
1318,91
1319,275
1320,159
1321,263
1322,353
1323,185
1324,258
1325,157
1326,186
1327,133
1328,138
1329,280
1330,47
1331,194
1332,154
1333,227
1334,127
1335,162
1336,238
1337,304
1338,87
1339,129
1340,337
1341,236
1342,265
1343,109
1344,212
1345,267
1346,227
1347,240
1348,217
1349,203
1350,141
1351,261
1352,149
1353,241
1354,160
1355,241
1356,240
1357,56
1358,77
1359,270
1360,61
1361,249
1362,325
1363,59
1364,275
1365,225
1366,176
1367,124
1368,169
1369,29
1370,73
1371,235
1372,162
1373,224
1374,310
1375,207
1376,116
1377,190
1378,168
1379,202
1380,322
1381,385
1382,288
1383,288
1384,361
1385,113
1386,167
1387,124
1388,204
1389,99
1390,220
1391,319
1392,166
1393,209
1394,127
1395,162
1396,204
1397,143
1398,216
1399,227
1400,91
1401,91
1402,100
1403,311
1404,173
1405,29
1406,15
1407,81
1408,281
1409,47
1410,305
1411,296
1412,64
1413,184
1414,246
1415,154
1416,216
1417,299
1418,65
1419,148
1420,167
1421,102
1422,244
1423,265
1424,158
1425,7
1426,160
1427,176
1428,155
1429,265
1430,210
1431,354
1432,171
1433,39
1434,197
1435,86
1436,233
1437,235
1438,166
1439,75
1440,95
1441,85
1442,330
1443,214
1444,174
1445,231
1446,336
1447,332
1448,318
1449,357
1450,52
1451,282
1452,21
1453,116
1454,131
1455,288
1456,225
1457,192
1458,249
1459,84
1460,78
1461,142
1462,28
1463,93
1464,136
1465,230
1466,241
1467,232
1468,143
1469,307
1470,180
1471,157
1472,162
1473,106
1474,131
1475,258
1476,249
1477,204
1478,316
1479,286
1480,316
1481,195
1482,196
1483,189
1484,282
1485,140
1486,65
1487,76
1488,207
1489,329
1490,155
1491,183
1492,123
1493,15
1494,139
1495,193
1496,169
1497,324
1498,79
1499,376
1500,284
1501,39
1502,305
1503,359
1504,38
1505,2
1506,202
1507,91
1508,140
1509,25
1510,120
1511,3
1512,190
1513,87
1514,268
1515,207
1516,288
1517,258
1518,141
1519,324
1520,90
1521,256
1522,106
1523,214
1524,70
1525,167
1526,297
1527,15
1528,252
1529,17
1530,191
1531,70
1532,124
1533,131
1534,213
1535,206
1536,181
1537,195
1538,340
1539,233
1540,259
1541,134
1542,96
1543,182
1544,230
1545,347
1546,265
1547,173
1548,156
1549,107
1550,190
1551,142
1165,505
1166,51
1167,232
1168,63
1169,181
1170,92
1171,39
1172,500
1173,9
1174,337
1175,302
1176,207
1177,250
1178,127
1179,58
1180,118
1181,186
1182,168
1183,41
1184,203
1185,185
1186,78
1187,69
1188,240
1189,50
1190,260
1191,218
1192,219
1193,67
1194,310
1195,11
1196,45
1197,130
1198,246
1199,328
1200,70
1201,86
1202,129
1203,143
1204,62
1205,51
1206,382
1207,284
1208,277
1209,234
1210,27
1211,34
1212,46
1213,288
1214,124
1215,437
1216,417
1217,86
1218,332
1219,275
1220,282
1221,179
1222,87
1223,106
1224,268
1225,357
1226,39
1227,270
1228,156
1229,115
1230,5
1231,267
1232,266
1233,269
1234,518
1235,185
1236,223
1237,298
1238,533
1239,318
1240,67
1241,100
1242,326
1243,185
1244,100
1245,136
1246,175
1247,165
1248,111
1249,46
1250,341
1251,230
1252,292
1253,137
1254,367
1255,145
1256,136
1257,298
1258,111
1259,257
1260,198
1261,500
1262,485
1263,217
1264,192
1265,88
1266,307
1267,255
1268,209
1269,57
1270,231
1271,290
1272,126
1273,225
1274,58
1275,376
1276,60
1277,84
1278,41
1279,309
1280,417
1281,115
1282,94
1283,230
1284,19
1285,202
1286,72
1287,287
1288,91
1289,182
1290,282
1291,131
1292,274
1293,171
1294,147
1295,182
1296,509
1297,48
1298,213
1299,166
1300,135
1301,215
1302,5
1303,14
1304,270
1305,261
1306,268
1307,69
1308,274
1309,147
1310,242
1311,177
1312,153
1313,130
1314,68
1315,515
1316,106
1317,245
1318,182
1319,324
1320,223
1321,232
1322,390
1323,192
1324,318
1325,100
1326,141
1327,60
1328,342
1329,89
1330,89
1331,215
1332,385
1333,402
1334,132
1335,187
1336,51
1337,494
1338,30
1339,356
1340,286
1341,278
1342,423
1343,117
1344,274
1345,360
1346,279
1347,236
1348,253
1349,271
1350,177
1351,286
1352,311
1353,413
1354,101
1355,400
1356,438
1357,248
1358,32
1359,519
1360,53
1361,289
1362,514
1363,270
1364,340
1365,241
1366,264
1367,81
1368,202
1369,15
1370,168
1371,284
1372,206
1373,234
1374,492
1375,82
1376,65
1377,270
1378,77
1379,121
1380,379
1381,150
1382,375
1383,259
1384,228
1385,292
1386,200
1387,32
1388,258
1389,47
1390,240
1391,234
1392,53
1393,408
1394,41
1395,175
1396,278
1397,221
1398,224
1399,261
1400,169
1401,307
1402,20
1403,53
1404,111
1405,74
1406,86
1407,23
1408,364
1409,41
1410,365
1411,319
1412,52
1413,240
1414,278
1415,107
1416,107
1417,117
1418,40
1419,62
1420,404
1421,54
1422,296
1423,295
1424,53
1425,45
1426,60
1427,106
1428,384
1429,317
1430,235
1431,357
1432,419
1433,102
1434,124
1435,7
1436,135
1437,290
1438,267
1439,26
1440,23
1441,9
1442,365
1443,92
1444,62
1445,296
1446,359
1447,366
1448,127
1449,384
1450,40
1451,305
1452,19
1453,138
1454,133
1455,247
1456,80
1457,278
1458,194
1459,2
1460,91
1461,165
1462,66
1463,90
1464,202
1465,307
1466,299
1467,410
1468,48
1469,314
1470,90
1471,134
1472,110
1473,50
1474,54
1475,163
1476,418
1477,426
1478,205
1479,298
1480,342
1481,75
1482,396
1483,220
1484,394
1485,151
1486,49
1487,120
1488,389
1489,236
1490,94
1491,58
1492,190
1493,159
1494,40
1495,173
1496,35
1497,283
1498,266
1499,192
1500,343
1501,136
1502,275
1503,246
1504,17
1505,91
1506,205
1507,65
1508,181
1509,63
1510,67
1511,107
1512,72
1513,6
1514,178
1515,384
1516,336
1517,421
1518,227
1519,545
1520,45
1521,423
1522,148
1523,231
1524,20
1525,120
1526,345
1527,89
1528,415
1529,36
1530,263
1531,20
1532,19
1533,185
1534,11
1535,204
1536,94
1537,61
1538,226
1539,290
1540,209
1541,64
1542,50
1543,84
1544,320
1545,157
1546,357
1547,219
1548,173
1549,16
1550,215
1551,184
1552,156
1553,276
1554,298
1555,80
1556,241
1557,280
1558,323
1559,277
1560,100
1561,28
1562,216
1563,218
1564,212
1565,151
1566,222
1567,225
1568,314
1569,306
1570,195
1571,288
1572,149
1573,33
1574,198
1575,175
1576,221
1577,229
1578,208
1579,149
1580,28
1581,331
1582,281
1583,66
1584,300
1585,173
1586,263
1587,216
1588,164
1589,10
1590,303
1591,327
1592,39
1593,155
1594,269
1595,319
1596,153
1597,103
1598,141
1599,265
1600,190
1601,141
1602,305
1603,179
1604,110
1605,211
1606,265
1607,20
1608,323
1609,276
1610,272
1611,202
1612,178
1613,225
1614,103
1615,72
1616,230
1617,65
1618,94
1619,89
1620,37
1621,139
1622,197
1623,347
1624,319
1625,12
1626,364
1627,120
1628,300
1629,246
1630,125
1631,142
1632,201
1633,169
1634,217
1635,185
1636,288
1637,303
1638,303
1639,111
1640,176
1641,287
1642,268
1643,258
1644,248
1645,276
1646,190
1647,38
1648,97
1649,218
1650,98
1651,255
1652,251
1653,343
1654,157
1655,62
1656,117
1657,217
1658,288
1659,28
1660,144
1661,288
1662,274
1663,32
1664,266
1665,74
1666,94
1667,36
1668,122
1669,192
1670,124
1671,189
1672,102
1673,171
1674,286
1675,66
1676,199
1677,308
1678,188
1679,281
1680,271
1681,60
1682,308
1683,128
1684,137
1685,157
1686,273
1687,93
1688,173
1689,224
1690,131
1691,281
1692,107
1693,158
1694,251
1695,273
1696,194
1697,126
1698,94
1699,244
1700,163
1701,184
1702,192
1703,314
1704,98
1705,264
1706,182
1707,57
1708,207
1709,235
1710,17
1711,148
1712,201
1713,151
1714,213
1715,50
1716,284
1717,237
1718,115
1719,98
1720,28
1721,69
1722,137
1723,151
1724,179
1725,158
1726,220
1727,200
1728,164
1729,213
1730,123
1731,274
1732,177
1733,134
1734,136
1735,204
1736,227
1737,50
1738,182
1739,223
1740,185
1741,118
1742,137
1743,337
1744,305
1745,316
1746,257
1747,340
1748,336
1749,180
1750,174
1751,62
1752,307
1753,88
1754,232
1755,230
1756,29
1757,212
1758,192
1759,202
1760,277
1761,48
1762,269
1763,211
1764,137
1765,271
1766,310
1767,84
1768,85
1769,298
1770,126
1771,147
1772,280
1773,107
1774,200
1775,66
1776,198
1777,155
1778,91
1779,52
1780,253
1781,206
1782,155
1783,133
1784,252
1785,179
1786,236
1787,228
1788,140
1789,236
1790,98
1791,246
1792,222
1793,212
1794,120
1795,260
1796,259
1797,192
1798,272
1799,189
1800,51
1801,102
1802,162
1803,196
1804,215
1805,68
1806,244
1807,165
1808,119
1809,281
1810,102
1811,275
1812,332
1813,209
1814,326
1815,82
1816,227
1817,346
1818,214
1819,369
1820,182
1821,301
1822,235
1823,105
1824,350
1825,169
1826,184
1827,310
1828,228
1829,361
1830,47
1831,16
1832,96
1833,198
1834,172
1835,82
1836,291
1837,225
1838,315
1839,190
1840,102
1841,253
1842,345
1843,303
1844,228
1845,148
1846,197
1847,86
1848,331
1849,5
1850,69
1851,379
1852,294
1853,244
1854,219
1855,253
1856,108
1857,302
1858,140
1859,286
1553,243
1554,211
1555,275
1556,261
1557,271
1558,245
1559,188
1560,52
1561,79
1562,260
1563,318
1564,100
1565,199
1566,292
1567,266
1568,528
1569,200
1570,72
1571,332
1572,195
1573,13
1574,223
1575,218
1576,196
1577,207
1578,453
1579,213
1580,51
1581,480
1582,330
1583,305
1584,343
1585,230
1586,38
1587,255
1588,160
1589,182
1590,117
1591,496
1592,252
1593,197
1594,293
1595,255
1596,155
1597,200
1598,116
1599,463
1600,170
1601,230
1602,281
1603,83
1604,74
1605,311
1606,299
1607,28
1608,490
1609,317
1610,462
1611,263
1612,86
1613,297
1614,82
1615,28
1616,206
1617,17
1618,18
1619,35
1620,8
1621,231
1622,225
1623,395
1624,342
1625,34
1626,149
1627,106
1628,319
1629,303
1630,347
1631,209
1632,184
1633,174
1634,198
1635,189
1636,264
1637,340
1638,171
1639,86
1640,181
1641,470
1642,154
1643,216
1644,402
1645,291
1646,202
1647,13
1648,9
1649,236
1650,91
1651,271
1652,98
1653,543
1654,121
1655,14
1656,145
1657,71
1658,364
1659,87
1660,129
1661,247
1662,311
1663,25
1664,68
1665,17
1666,54
1667,75
1668,19
1669,399
1670,56
1671,208
1672,138
1673,74
1674,377
1675,13
1676,399
1677,481
1678,98
1679,457
1680,275
1681,25
1682,479
1683,108
1684,64
1685,131
1686,350
1687,66
1688,72
1689,18
1690,41
1691,267
1692,111
1693,131
1694,303
1695,62
1696,123
1697,34
1698,13
1699,307
1700,208
1701,267
1702,200
1703,280
1704,27
1705,294
1706,417
1707,11
1708,19
1709,290
1710,21
1711,194
1712,207
1713,148
1714,201
1715,26
1716,247
1717,277
1718,338
1719,55
1720,3
1721,25
1722,189
1723,231
1724,234
1725,207
1726,90
1727,329
1728,78
1729,252
1730,150
1731,442
1732,189
1733,90
1734,49
1735,339
1736,95
1737,57
1738,405
1739,227
1740,213
1741,31
1742,153
1743,153
1744,278
1745,133
1746,152
1747,228
1748,379
1749,213
1750,65
1751,14
1752,170
1753,13
1754,306
1755,282
1756,3
1757,270
1758,60
1759,142
1760,118
1761,78
1762,320
1763,260
1764,96
1765,479
1766,468
1767,8
1768,52
1769,338
1770,70
1771,69
1772,269
1773,47
1774,425
1775,33
1776,231
1777,187
1778,16
1779,53
1780,357
1781,282
1782,76
1783,348
1784,319
1785,71
1786,434
1787,124
1788,144
1789,277
1790,87
1791,252
1792,149
1793,240
1794,141
1795,298
1796,340
1797,224
1798,335
1799,303
1800,129
1801,145
1802,34
1803,80
1804,175
1805,142
1806,340
1807,339
1808,100
1809,351
1810,26
1811,347
1812,189
1813,8
1814,128
1815,22
1816,383
1817,224
1818,288
1819,175
1820,173
1821,335
1822,283
1823,16
1824,186
1825,65
1826,361
1827,327
1828,261
1829,382
1830,25
1831,34
1832,14
1833,221
1834,218
1835,42
1836,321
1837,151
1838,192
1839,225
1840,107
1841,419
1842,172
1843,316
1844,279
1845,29
1846,207
1847,29
1848,522
1849,81
1850,24
1851,347
1852,210
1853,282
1854,299
1855,454
1856,157
1857,498
1858,101
1859,128
1860,340
1861,10
1862,208
1863,128
1864,148
1865,156
1866,268
1867,195
1868,193
1869,269
1870,201
1871,159
1872,265
1873,197
1874,221
1875,356
1876,327
1877,246
1878,313
1879,273
1880,163
1881,284
1882,172
1883,85
1884,203
1885,141
1886,87
1887,247
1888,41
1889,272
1890,251
1891,28
1892,352
1893,133
1894,178
1895,128
1896,148
1897,121
1898,98
1899,277
1900,257
1901,114
1902,185
1903,244
1904,333
1905,233
1906,249
1907,351
1908,98
1909,68
1910,255
1911,243
1912,326
1913,120
1914,220
1915,37
1916,156
1917,196
1918,115
1919,249
1920,140
1921,52
1922,345
1923,331
1924,97
1925,79
1926,129
1927,279
1928,339
1929,329
1930,160
1931,313
1932,60
1933,133
1934,129
1935,252
1936,357
1937,209
1938,330
1939,278
1940,28
1941,255
1942,201
1943,109
1944,106
1945,45
1946,138
1947,220
1948,244
1949,71
1950,61
1951,54
1952,111
1953,270
1954,151
1955,214
1956,169
1957,40
1958,375
1959,7
1960,118
1961,358
1962,312
1963,314
1964,274
1965,297
1966,132
1967,158
1968,263
1969,38
1970,337
1971,47
1972,10
1973,181
1974,162
1975,188
1976,361
1977,310
1978,331
1979,353
1980,120
1981,203
1982,275
1983,57
1984,218
1985,279
1986,87
1987,150
1988,213
1989,312
1990,16
1991,179
1992,205
1993,293
1994,218
1995,232
1996,110
1997,246
1998,220
1861,3
1862,257
1863,195
1864,77
1865,72
1866,327
1867,67
1868,16
1869,279
1870,450
1871,229
1872,359
1873,138
1874,463
1875,117
1876,244
1877,227
1878,370
1879,331
1880,70
1881,351
1882,106
1883,106
1884,37
1885,33
1886,56
1887,306
1888,79
1889,348
1890,273
1891,102
1892,134
1893,80
1894,172
1895,6
1896,85
1897,85
1898,84
1899,368
1900,316
1901,85
1902,230
1903,301
1904,224
1905,406
1906,283
1907,395
1908,86
1909,46
1910,321
1911,247
1912,171
1913,125
1914,222
1915,12
1916,77
1917,206
1918,29
1919,281
1920,175
1921,60
1922,319
1923,337
1924,12
1925,108
1926,41
1927,443
1928,508
1929,250
1930,78
1931,400
1932,70
1933,48
1934,361
1935,298
1936,389
1937,382
1938,350
1939,68
1940,13
1941,252
1942,230
1943,61
1944,6
1945,51
1946,82
1947,279
1948,427
1949,131
1950,21
1951,26
1952,109
1953,153
1954,68
1955,250
1956,60
1957,28
1958,328
1959,31
1960,49
1961,277
1962,317
1963,526
1964,246
1965,255
1966,119
1967,367
1968,287
1969,28
1970,150
1971,23
1972,84
1973,186
1974,391
1975,245
1976,374
1977,360
1978,321
1979,382
1980,224
1981,23
1982,238
1983,54
1984,238
1985,246
1986,33
1987,105
1988,296
1989,120
1990,44
1991,85
1992,288
1993,494
1994,146
1995,36
1996,95
1997,228
1998,297
1999,78
2000,134
2001,105
2002,91
2003,123
2004,56
2005,335
2006,264
2007,134
2008,126
2009,137
2010,321
2011,120
2012,112
2013,223
2014,317
2015,360
2016,168
2017,56
2018,270
2019,117
2020,256
2021,274
2022,245
2023,288
2024,70
2025,279
2026,172
2027,93
2028,164
2029,223
2030,136
2031,303
2032,334
2033,214
2034,178
2035,169
2036,125
2037,161
2038,100
2039,368
2040,272
2041,110
2042,171
2043,279
2044,312
2045,199
2046,317
2047,40
2048,183
2049,311
2050,329
2051,71
2052,35
2053,131
2054,124
2055,4
2056,126
2057,81
2058,265
2059,129
2060,155
2061,214
2062,275
2063,110
2064,156
2065,226
2066,167
2067,136
2068,79
2069,81
2070,303
2071,137
2072,117
2073,221
2074,252
2075,132
2076,306
2077,311
2078,145
2079,326
2080,231
2081,117
2082,357
2083,360
2084,116
2085,282
2086,156
2087,94
2088,138
2089,167
2090,143
2091,93
2092,1
2093,225
2094,303
2095,278
2096,99
2097,200
2098,52
2099,228
2100,21
2101,273
2102,20
2103,152
2104,384
2105,216
2106,369
2107,136
2108,257
2109,207
2110,255
2111,172
2112,125
2113,28
2114,142
2115,320
2116,134
2117,121
2118,124
2119,161
2120,70
2121,148
2122,185
2123,88
2124,150
2125,124
2126,338
2127,206
2128,97
2129,68
2130,145
2131,147
2132,305
2133,170
2134,195
2135,232
2136,186
2137,131
2138,272
2139,234
2140,362
2141,115
2142,336
2143,334
2144,86
2145,142
2146,211
2147,178
2148,295
2149,74
2150,267
2151,78
2152,295
2153,296
2154,273
2155,210
2156,304
2157,111
2158,151
2159,110
2160,222
2161,181
2162,257
2163,17
2164,18
2165,344
2166,201
2167,254
2168,266
2169,165
2170,271
2171,187
2172,196
2173,96
2174,244
2175,150
2176,309
2177,306
2178,161
2179,236
2180,109
2181,200
2182,2
2183,263
2184,155
2185,307
2186,159
2187,155
2188,367
2189,335
2190,35
2191,163
2192,284
2193,308
2194,188
2195,146
2196,256
2197,114
2198,336
2199,270
2200,194
2201,42
2202,107
2203,65
2204,277
2205,211
2206,49
2207,182
2208,167
2209,155
2210,168
2211,141
2212,361
2213,216
2214,155
2215,89
2216,109
2217,82
2218,139
2219,158
2220,383
2221,57
2222,192
2223,232
2224,117
2225,232
2226,105
2227,281
2228,190
2229,204
2230,92
2231,65
2232,212
2233,77
2234,257
2235,47
2236,262
2237,196
2238,250
2239,51
2240,125
2241,291
2242,254
2243,253
2244,290
2245,183
2246,298
2247,250
2248,176
2249,183
2250,65
2251,304
2252,324
2253,227
2254,294
2255,146
2256,237
2257,304
2258,83
2259,153
2260,304
2261,354
2262,223
2263,100
2264,268
2265,284
2266,209
2267,278
2268,165
2269,105
2270,106
2271,286
2272,49
2273,253
2274,282
2275,124
2276,240
2277,249
2278,267
2279,373
2280,258
2281,35
2282,143
2283,207
2284,102
2285,119
2286,355
2287,109
2288,347
2289,343
2290,200
2291,79
2292,124
2293,69
2294,152
2295,110
2296,47
2297,196
2298,39
2299,253
2300,102
2301,267
2302,290
2303,334
2304,189
2305,364
2306,174
2307,169
2308,192
2309,136
2310,258
2311,103
2312,70
2313,178
2314,198
2315,26
2316,268
2317,199
2318,47
2319,270
2320,206
2321,50
2322,66
2323,214
2324,290
2325,84
2326,341
2327,90
2328,22
2329,86
2330,199
2331,321
2332,90
2333,80
2334,381
2335,51
2336,152
2337,109
2338,322
2339,270
2340,26
2341,290
2342,324
2343,125
2344,329
2345,59
2346,188
2347,291
2348,90
2349,190
2350,141
2351,179
2352,264
2353,260
2354,188
2355,0
2356,304
2357,260
2358,204
2359,157
2360,39
2361,285
2362,310
2363,281
2364,305
2365,315
2366,31
2367,155
2368,161
2369,320
2370,295
2371,202
2372,316
2373,293
2374,93
2375,234
2376,316
2377,251
2378,188
2379,354
2380,270
2381,101
2382,154
2383,327
2384,339
2385,61
2386,105
2387,333
2388,64
2389,293
2390,286
2391,298
2392,226
2393,88
2394,77
2395,256
2396,197
2397,295
2398,215
2399,237
2400,181
2401,77
2402,61
2403,277
2404,281
2405,115
2406,319
2407,135
2408,183
2409,150
2410,193
2411,357
2412,134
2413,214
2414,80
2415,38
2416,50
2417,266
2418,273
2419,167
2420,326
2421,157
2422,320
2423,156
2424,179
2425,176
2426,129
2427,129
2428,199
2429,58
2430,284
2431,305
2432,189
2433,127
2434,206
2435,319
2436,265
2437,182
2438,122
2439,63
2440,140
2441,286
2442,147
2443,160
2444,269
2445,196
2446,20
2447,389
2448,263
2449,267
2450,56
2451,106
2452,273
2453,251
2454,8
2455,272
2456,208
2457,316
2458,251
2459,309
2460,245
2461,194
2462,364
2463,346
2464,193
2465,138
2466,211
2467,197
2468,226
2469,249
2470,142
2471,334
2472,255
2473,282
2474,95
2475,295
2476,255
2477,195
2478,272
2479,161
2480,90
2481,192
2482,287
2483,16
2484,263
2485,263
2486,190
2487,197
2488,312
2489,143
2490,159
2491,150
2492,305
2493,113
2494,360
2495,240
2496,159
2497,258
2498,55
2499,286
2500,311
2501,106
2502,192
2503,277
2504,154
2505,314
2506,336
2507,108
2508,231
2509,256
2510,180
2511,35
2512,114
2513,104
2514,227
2515,192
2516,106
2517,141
2518,339
2519,143
2520,164
2521,354
2522,277
2523,68
2524,85
2525,301
2526,286
2527,94
2528,120
2529,108
2530,85
2531,108
2532,154
2533,261
2534,153
2535,269
2536,119
2537,284
2538,231
2539,122
2540,2
2541,343
2542,41
2543,94
2544,102
2545,187
2546,310
2547,297
2548,238
2549,95
2550,294
2551,259
2552,153
2553,328
2554,291
2555,153
2556,139
2557,66
2558,166
2559,232
2560,282
2561,222
2562,218
2563,261
2564,176
2565,82
2566,272
2567,127
2568,132
2569,293
2570,110
2571,155
2572,57
2573,329
2574,250
2575,162
2576,38
2577,257
2578,289
2579,86
2000,171
2001,126
2002,0
2003,38
2004,16
2005,156
2006,169
2007,157
2008,310
2009,165
2010,303
2011,55
2012,315
2013,253
2014,373
2015,128
2016,89
2017,109
2018,466
2019,7
2020,160
2021,248
2022,272
2023,342
2024,14
2025,323
2026,194
2027,13
2028,199
2029,426
2030,174
2031,318
2032,188
2033,278
2034,198
2035,218
2036,43
2037,197
2038,1
2039,174
2040,277
2041,23
2042,388
2043,297
2044,123
2045,64
2046,326
2047,53
2048,421
2049,470
2050,339
2051,62
2052,129
2053,119
2054,197
2055,73
2056,216
2057,11
2058,399
2059,90
2060,110
2061,23
2062,62
2063,54
2064,249
2065,264
2066,232
2067,74
2068,0
2069,52
2070,317
2071,9
2072,355
2073,34
2074,316
2075,208
2076,355
2077,180
2078,263
2079,196
2080,310
2081,332
2082,474
2083,134
2084,111
2085,501
2086,182
2087,64
2088,78
2089,19
2090,63
2091,14
2092,56
2093,408
2094,393
2095,319
2096,16
2097,425
2098,19
2099,439
2100,53
2101,324
2102,75
2103,183
2104,265
2105,248
2106,144
2107,157
2108,458
2109,225
2110,259
2111,81
2112,158
2113,19
2114,72
2115,536
2116,65
2117,46
2118,309
2119,70
2120,61
2121,143
2122,200
2123,66
2124,187
2125,182
2126,401
2127,115
2128,74
2129,28
2130,131
2131,110
2132,251
2133,50
2134,147
2135,270
2136,226
2137,134
2138,496
2139,255
2140,284
2141,96
2142,354
2143,409
2144,13
2145,106
2146,178
2147,216
2148,300
2149,138
2150,230
2151,0
2152,525
2153,308
2154,289
2155,236
2156,288
2157,178
2158,207
2159,136
2160,233
2161,253
2162,466
2163,67
2164,30
2165,265
2166,286
2167,312
2168,429
2169,214
2170,314
2171,274
2172,420
2173,11
2174,280
2175,38
2176,367
2177,322
2178,231
2179,428
2180,19
2181,273
2182,119
2183,464
2184,117
2185,283
2186,95
2187,84
2188,250
2189,525
2190,13
2191,44
2192,322
2193,139
2194,54
2195,213
2196,304
2197,161
2198,465
2199,479
2200,205
2201,114
2202,98
2203,40
2204,333
2205,146
2206,17
2207,213
2208,10
2209,211
2210,148
2211,88
2212,233
2213,397
2214,242
2215,9
2216,52
2217,60
2218,144
2219,272
2220,392
2221,6
2222,271
2223,263
2224,39
2225,248
2226,24
2227,293
2228,72
2229,244
2230,157
2231,38
2232,282
2233,13
2234,55
2235,52
2236,261
2237,422
2238,286
2239,263
2240,179
2241,501
2242,321
2243,290
2244,381
2245,73
2246,287
2247,307
2248,259
2249,411
2250,16
2251,508
2252,196
2253,264
2254,211
2255,47
2256,317
2257,498
2258,0
2259,250
2260,308
2261,230
2262,261
2263,147
2264,229
2265,345
2266,25
2267,479
2268,182
2269,273
2270,111
2271,126
2272,117
2273,102
2274,356
2275,209
2276,306
2277,321
2278,211
2279,129
2280,295
2281,45
2282,170
2283,247
2284,55
2285,149
2286,152
2287,164
2288,163
2289,293
2290,90
2291,280
2292,76
2293,19
2294,258
2295,39
2296,12
2297,65
2298,81
2299,361
2300,88
2301,327
2302,321
2303,416
2304,224
2305,394
2306,345
2307,196
2308,131
2309,81
2310,78
2311,48
2312,61
2313,238
2314,212
2315,62
2316,288
2317,245
2318,152
2319,163
2320,376
2321,85
2322,26
2323,268
2324,151
2325,6
2326,273
2327,38
2328,76
2329,20
2330,203
2331,361
2332,142
2333,42
2334,147
2335,28
2336,104
2337,11
2338,522
2339,436
2340,57
2341,355
2342,326
2343,355
2344,253
2345,69
2346,227
2347,281
2348,143
2349,204
2350,239
2351,242
2352,251
2353,225
2354,77
2355,129
2356,487
2357,57
2358,56
2359,141
2360,79
2361,320
2362,209
2363,483
2364,506
2365,343
2366,57
2367,192
2368,75
2369,135
2370,292
2371,252
2372,333
2373,235
2374,11
2375,245
2376,105
2377,275
2378,64
2379,276
2380,239
2381,7
2382,34
2383,318
2384,325
2385,254
2386,132
2387,321
2388,278
2389,331
2390,202
2391,346
2392,22
2393,6
2394,39
2395,309
2396,211
2397,91
2398,419
2399,280
2400,35
2401,56
2402,82
2403,173
2404,158
2405,95
2406,358
2407,64
2408,268
2409,210
2410,204
2411,395
2412,191
2413,268
2414,281
2415,79
2416,4
2417,453
2418,184
2419,195
2420,503
2421,205
2422,328
2423,191
2424,390
2425,255
2426,26
2427,141
2428,62
2429,4
2430,237
2431,524
2432,269
2433,159
2434,264
2435,325
2436,334
2437,159
2438,151
2439,152
2440,111
2441,481
2442,79
2443,190
2444,394
2445,352
2446,61
2447,199
2448,203
2449,217
2450,24
2451,73
2452,357
2453,285
2454,50
2455,284
2456,246
2457,107
2458,145
2459,477
2460,286
2461,373
2462,162
2463,543
2464,356
2465,47
2466,157
2467,297
2468,266
2469,332
2470,172
2471,161
2472,297
2473,91
2474,42
2475,88
2476,245
2477,198
2478,162
2479,86
2480,33
2481,113
2482,515
2483,101
2484,346
2485,338
2486,244
2487,129
2488,313
2489,56
2490,97
2491,378
2492,362
2493,26
2494,136
2495,420
2496,104
2497,245
2498,257
2499,281
2500,156
2501,16
2502,368
2503,323
2504,334
2505,319
2506,197
2507,45
2508,274
2509,125
2510,213
2511,85
2512,101
2513,175
2514,265
2515,264
2516,48
2517,119
2518,527
2519,138
2520,206
2521,211
2522,323
2523,46
2524,148
2525,134
2526,53
2527,119
2528,342
2529,11
2530,280
2531,73
2532,265
2533,316
2534,20
2535,447
2536,107
2537,355
2538,297
2539,184
2540,90
2541,148
2542,3
2543,36
2544,170
2545,229
2546,475
2547,257
2548,324
2549,31
2550,395
2551,202
2552,220
2553,214
2554,358
2555,221
2556,306
2557,34
2558,247
2559,271
2560,74
2561,256
2562,372
2563,478
2564,206
2565,22
2566,236
2567,140
2568,89
2569,110
2570,32
2571,364
2572,44
2573,158
2574,291
2575,362
2576,112
2577,324
2578,107
2579,42
2580,13
2581,216
2582,337
2583,312
2584,359
2585,190
2586,175
2587,203
2588,196
2589,345
2590,227
2591,121
2592,128
2593,138
2594,315
2595,208
2596,43
2597,299
2598,126
2599,310
2600,343
2601,286
2602,190
2603,131
2604,129
2605,132
2606,86
2607,77
2608,277
2609,183
2610,186
2611,284
2612,21
2613,203
2614,157
2615,190
2616,124
2617,302
2618,70
2619,164
2620,112
2621,179
2622,104
2623,192
2624,270
2625,131
2626,253
2627,219
2628,250
2629,268
2630,183
2631,105
2632,145
2633,360
2634,277
2635,120
2636,269
2637,239
2638,38
2639,219
2640,164
2641,285
2642,222
2643,208
2644,107
2645,200
2646,25
2647,97
2648,240
2649,225
2650,178
2651,32
2652,169
2653,117
2654,168
2655,350
2656,106
2657,93
2658,30
2659,150
2660,244
2661,173
2662,86
2663,183
2664,256
2665,81
2666,344
2667,176
2668,4
2669,322
2670,100
2671,124
2672,168
2673,265
2674,156
2675,227
2676,161
2677,59
2678,278
2679,103
2680,250
2681,288
2682,277
2683,328
2684,310
2685,315
2686,93
2687,101
2688,330
2689,178
2690,19
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2990,245
2991,71
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2994,212
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2999,155
3000,183
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3027,95
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3141,274
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3200,30
3201,3
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3210,322
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3260,330
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2900,344
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2990,57
2991,24
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2999,90
3000,32
3001,266
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3029,77
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3033,84
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3141,430
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3182,8
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3191,275
3192,322
3193,65
3194,78
3195,233
3196,63
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3198,11
3199,147
3200,112
3201,29
3202,208
3203,79
3204,223
3205,9
3206,297
3207,54
3208,322
3209,45
3210,495
3211,154
3212,267
3213,47
3214,286
3215,279
3216,247
3217,309
3218,144
3219,30
3220,208
3221,69
3222,193
3223,329
3224,197
3225,7
3226,239
3227,12
3228,288
3229,266
3230,85
3231,197
3232,348
3233,483
3234,181
3235,277
3236,205
3237,51
3238,54
3239,7
3240,96
3241,185
3242,68
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3244,60
3245,89
3246,215
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3249,10
3250,260
3251,81
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3253,152
3254,265
3255,69
3256,253
3257,434
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3259,237
3260,398
3261,162
3262,77
3263,85
3264,82
3265,413
3266,142
3267,321
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3269,86
3270,165
3271,103
3272,189
3273,262
3274,270
3275,114
3276,216
3277,161
3278,53
3279,216
3280,235
3281,103
3282,249
3283,175
3284,55
3285,185
3286,19
3287,77
3288,273
3289,181
3290,314
3291,226
3292,159
3293,230
3294,116
3268,171
3269,74
3270,112
3271,154
3272,268
3273,500
3274,428
3275,103
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3277,62
3278,42
3279,277
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3284,18
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3286,130
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3288,343
3289,133
3290,307
3291,260
3292,94
3293,441
3294,174
3295,263
3296,295
3297,94
3298,129
3299,312
3300,214
3301,129
3302,347
3303,71
3304,118
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3306,97
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3308,136
3309,183
3310,362
3311,115
3312,54
3313,256
3314,199
3315,250
3316,251
3317,268
3318,249
3319,327
3320,38
3321,243
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3324,135
3325,69
3326,194
3327,125
3328,21
3329,291
3330,152
3331,208
3332,133
3333,87
3334,14
3335,168
3336,88
3337,245
3338,298
3339,8
3340,118
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