File size: 207,400 Bytes
39440a3
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
---
base_model: intfloat/e5-base-v2
library_name: setfit
metrics:
- accuracy
pipeline_tag: text-classification
tags:
- setfit
- sentence-transformers
- text-classification
- generated_from_setfit_trainer
widget:
- text: 'Good afternoon! Certified psychologist with 20 years of experience. My specialization:
    *Relations *Crises * Emotional well-being * Parent-child relationships * Professional
    development * Work with dependencies *Self-esteem * Individual requests With my
    approach, every client is unique and I will help you reach your potential. The
    first consultation is acquaintance and recommendations. Online on WhatsApp, Telegram,
    Skype platforms. Recording exclusively in private messages. Take care of yourself!'
- text: Good evening! Please give me the contacts of a trusted refrigerator master.
- text: People Needed for Remote Employment Schedule - Free from 850$ Weekly with
    us training from you only Desire! From anywhere in the world The number of places
    is limited! For details, write to me + in Personal
- text: Guys, someone sent parcels with this carrier from Odessa to Plovdiv
- text: Tell me a site in Bulgaria for the sale of animals
inference: true
---

# SetFit with intfloat/e5-base-v2

This is a [SetFit](https://github.com/huggingface/setfit) model that can be used for Text Classification. This SetFit model uses [intfloat/e5-base-v2](https://huggingface.co/intfloat/e5-base-v2) as the Sentence Transformer embedding model. A [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance is used for classification.

The model has been trained using an efficient few-shot learning technique that involves:

1. Fine-tuning a [Sentence Transformer](https://www.sbert.net) with contrastive learning.
2. Training a classification head with features from the fine-tuned Sentence Transformer.

## Model Details

### Model Description
- **Model Type:** SetFit
- **Sentence Transformer body:** [intfloat/e5-base-v2](https://huggingface.co/intfloat/e5-base-v2)
- **Classification head:** a [LogisticRegression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html) instance
- **Maximum Sequence Length:** 512 tokens
- **Number of Classes:** 20 classes
<!-- - **Training Dataset:** [Unknown](https://huggingface.co/datasets/unknown) -->
<!-- - **Language:** Unknown -->
<!-- - **License:** Unknown -->

### Model Sources

- **Repository:** [SetFit on GitHub](https://github.com/huggingface/setfit)
- **Paper:** [Efficient Few-Shot Learning Without Prompts](https://arxiv.org/abs/2209.11055)
- **Blogpost:** [SetFit: Efficient Few-Shot Learning Without Prompts](https://huggingface.co/blog/setfit)

### Model Labels
| Label                | Examples                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              |
|:---------------------|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
| CVA PROGRAMS         | <ul><li>"And one more thing... This is a very important point!! The Red Cross compensates Ukrainians for the cost of medicines and even surgery. But you need to provide supporting documents.... Doctor's prescription and receipts. I know that the Ukrainian woman was fully paid for the operation... Not cheap!!!"</li><li>'Good afternoon. My sister needs to close it, but it is not included in the lease agreement. Is it possible to close under this contract? Perhaps the Red Cross will be able to register it at a common address? Has anyone encountered this? Thank you in advance.'</li><li>'Contact the Red Cross, they will help you'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    |
| EDUCATION            | <ul><li>"And after vocational school, you won't be able to enter a university?"</li><li>'**We prepare applicants for admission to universities in Slovakia for state-funded departments. ** HIGHER AND SECONDARY EDUCATION IN SLOVAKIA IS: Free education in Slovakia Higher education in Slovakia for citizens of Ukraine, Kazakhstan, Belarus is FREE, provided that they study in the national language, that is, in Slovak. Paid form of education Admission without entrance exams, with a certificate of Slovak B1 level Ability to combine study and work The Slovak language is very close to all Slavic languages High level of security Diploma recognized in all European countries We will help you: * choose a university and a specialty * Prepare a package of documents * Recommend Slovak language courses * book a place in the dormitory * Apply for a residence permit based on studies * Provide support at all stages Our Chat <URL> **You can get a FREE consultation here **<URL>'</li><li>'Good afternoon, who is in Sofia, tell me, is there a Ukrainian school there? Still interested in sensory integration and speech therapy?thank you'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| LEGAL                | <ul><li>'Hello) Where do I apply for a waiver of temporary protection? I need to be given a paper of refusal'</li><li>'Good afternoon. Which application can I use to see the availability of UKR status?'</li><li>'Good evening, how to refuse the status of ukr? Moving to another country'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| FOOD                 | <ul><li>'I will give rice for free, deadline until 05/01/2024, there is a nuance: I saw two weevils inside, there are four packs'</li><li>"You were invited by the church not by the Hope of the Generations, but by the New Generation. These are two different churches. It's just that they have a service on the same day and in the same hall, only the time is different. You will need to sit out the service for two hours and after it they will be issued. Help - pasta, cereals, beans. You'll report it yourself."</li><li>'Exchange, drip coffee maker for canned meat.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| TRANSLATION/LANGUAGE | <ul><li>"ENGLISH ANGLIIS'KA FOR ADULTS AND CHILDREN Online English classes I propose: - individual approach (based on your needs) - high-quality materials and interesting activities - training of all aspects (speaking, listening, reading and writing) - Help with homework - Constant support and motivation I work with all levels. I have a philological education and teaching experience +380675519090 -viber, whatsapp @IYourTeacher - telegram"</li><li>'Good morning, please tell me Bulgarian language courses as part of a group, in Varna'</li><li>"From a subscriber: Hungarian classes are free for refugees. Lots of useful links and testimonials Organisation: ELTE University (teacher Kata) Level: A1 from scratch Classes: 1 time a week from 17:30 to 18:45 (19.00) on Mondays Terms: 2 times for 2-3 months Email: [email protected] Volunteers signed us up first in a Viber chat, then in a group for courses. And now it's the same scheme, only with different teachers. From time to time, there are sets. There was no textbook, each time the teacher brought printouts of the exercises. There were DZ. She spoke to us in English and Hungarian, drew on the blackboard, if it was not clear. I joined from the 10th lesson, so it was difficult at first. A group of 10-12 people of different levels and ages, at the end there were about 5 of us. They wrote a lot, did interesting exercises, learned about the family, body parts, face, home and family, transport and the street, songs, poems, there were complex texts. Not very systematic. There was no exam, we continued to study after the break. Organization: Menedek (classes at the Hungarian Converzum School) Level: A1 from scratch Classes: 2 times a week from 9.00 to 11.15 (2 hours - Tue, Thu) Timeframe: 90 days Email: [email protected] Hungarian language school in Buda (bus 9, stop near the entrance). Small groups of 5-6 people. We were given a textbook, a notebook and a pen for free. The teacher is Hungarian, knows a little English, but tried to talk to us in Hungarian. If something is not clear, I drew it on the blackboard. Everyday Hungarian textbook (by the way, I can give it away, I have others). We studied for 90 days, then passed the exam and then the grant was not extended, probably, there were no more classes. Each lesson began with a repetition, sometimes there were DZ, they started with the alphabet, then the topics: about yourself, home, family tree, transport, questions, hobbies. There were no difficult topics. We were prepared for the exam, we were sent the same task for training, and then there was a similar one. The exam consisted of 2 parts - oral and written. Issued a certificate of completion of the courses The Menedek organization also has free courses in the office. They send the schedule by mail or Viber/Telegram. You can look at the website of the organization <URL> and write to the mail [email protected] I didn't go myself, it's beginner level and mostly in the mornings. Organization: CARITAS Level: A1, A2 (there was a level test) Classes: 2 times a week from 16.00 to 19.00 (3 hours with a break) Timeframe: 7 months and now I am walking Teacher: Melinda (2 more classes were in another group with Levi) Email: [email protected] The training lasts for 90 days, we are already completing the 2nd cycle. A good teacher, they finally began to teach systematically and I spoke a little :) The MagyarOk textbook was given out for free, the second time we were given another book with exercises, now we do tasks both in the textbook and in the notebook. For the first 90 days, we studied only with the textbook, the teacher gives a lot of practice - at the beginning and at the end of the lesson. We communicate in a group, ask each other questions, more repetition and new topics, the game format was at first. There is almost no theory, we immediately analyze it with examples and talk. For the first 90 days, she did not give DZ, now she gives a small one after each lesson. The group was 5-6 people, then about 10 and now there are 5-6 of us again. Mostly girls, sometimes foreigners. The teacher speaks mainly Hungarian, sometimes he can explain in English, he knows a couple of words in Russian. After the first 90 days, there was a written exam, we repeated a little before it. Then they gave everyone certificates of completion of the stage. At the moment, these are my best courses I've tried here. It helps me to additionally study at home in the Duolingo app, read theory in Telegram channels and separately in documents - everywhere I see :) If you have any additional information or notice any inaccuracies, please email me @yakatka. #hungarian_for_refugees #hungarian_language_school #hungarian_courses"</li></ul> |
| NFI                  | <ul><li>'I will exchange a large pack of diapers for a large washing gel or capsules (at least for 30 washes)'</li><li>'Hello, I will give things for a 98 cm boy in exchange for fruit for the child. Pickup Borodinsky. Write to me to send a photo. Have a nice day everyone'</li><li>'Registration !for urological pads for IDPs in Lviv from the Rokada Charitable Foundation is open Registration via the link <URL>'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 |
| HEALTH               | <ul><li>'Can anyone recommend Ukr doctors, neurologists and a doctor who can help with the spine? Kosice, Presov'</li><li>"Good morning! Can you please recommend a good pediatrician or a good children's clinic?"</li><li>'Good morning. Where in Kramatorsk can I get an ultrasound for a fee?'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |
| ANOMALY              | <ul><li>'Tell your pensioner friends that a swindler walks from house to house, introduces himself as a doctor from the 5th office, offers portable devices for the treatment of joints, which are allegedly distributed by the Red Cross and they cost 20 thousand, but if the pensioner presents documents, then a discount of 5 thousand. This swindler, has psychological influence, brazenly enters the house and scams for money. The most expensive such device, costs a thousand gr.'</li><li>'If you receive a link of this format, please do not click.This is a hack.They are trying to write off money from the card!!! !'</li><li>'Making money on CryPto Can be used from any device Time 1-2 hours a day From $250/day Can be combined with the main job Write + in PM'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      |
| OTHER PROGRAMS/NGOS  | <ul><li>'And what if people receive from the UN, there is a refusal?'</li><li>"Girls, who designed children's online through the action of e-Baby?"</li><li>'How do you even look for 40+ ?'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                |
| CONNECTIVITY         | <ul><li>"Good afternoon! Who has Vodafone? Does anyone know something? Why doesn't it work here in Slovakia?"</li><li>'Who wants to meet in Poland write'</li><li>'Poker and mafia for Ukrainians - every Thursday at Lamparen Nearest game night: Thursday 2.05 18.00 Lamparen (Hlavna 115) Cost: 3-5EUR (free for beginners) New acquaintances and incredible emotions are guaranteed. There are also many other different board games for free. During the evening, you can try to play both mafia and poker (or play one thing all evening). Pre-registration is required. Registration & Details: @max_karpets.'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                       |
| CHILDREN             | <ul><li>'ACTORS STUDIO The White Theater announces additional recruitment of children and teenagers to Ukrainian-speaking acting groups! If your child dreams: plunge into the fascinating world of reincarnation; try yourself in a variety of roles; feel free on stage; master the skills of self-presentation; learn to speak in a way that people want to listen to; learn how to parse texts of varying complexity, etc. If you have any questions, write to Telegram: @TaisijaB'</li><li>"For children aged 2-5 years (inclusive) This is for those who haven't received these kits yet 13.02.2024 And 14.02.2024 And 15.02.2024 From 10.00 a.m. to 1.00 p.m. In Sunny Beach At the IB of the Ministerial Council, in the second building, we will be giving out IOM art kits (age 2-5 years inclusive) The set includes: Paints Markers Pencils Coloring Magazines Magazines with stickers Glue Colored Paper Pencil Plain It's all packed in a folder. It is necessary to have the original closed and the copy closed (where the child is inscribed) with you. Without a copy of the closed, they do not issue sets! !!!!!!!!!!!!!! <URL>"</li><li>"**For children aged 2-5 years** (inclusive) For those who haven't received these kits yet 23.01.2024 And 24.01.2024 And 25.01.2024 From 10.00 a.m. to 1.00 p.m. In Sunny Beach At the IB of the Ministerial Council, in the second building, we will be giving out IOM art kits (age 2-5 years inclusive) The set includes: Paints Markers Pencils Coloring Pages Stickers glue Colored Paper Pencil Plain It's all in a folder. It is necessary to have a closed and a copy of the closed (where the child is inscribed) with you. Without a copy of the closed, they do not issue sets! !!!!!!!!!!!!!! <URL>"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                               |
| PARCEL               | <ul><li>'Can I send a parcel with you from Odessa?'</li><li>'Good afternoon! Can someone share the contacts of the courier who is Budva-Bar?) I will be very grateful'</li><li>"Or in Ukraine? It is necessary to urgently hand over the child's birth certificate"</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         |
| PETS                 | <ul><li>'Please tell me a good veterinarian, I want to take a cat, if there is somewhere on Sambirskaya, it would be good'</li><li>'Good evening, please tell me what documents are needed to enter with a dog'</li><li>'Hello, we give the cat into good hands! Looking for a home) 2.5 months'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| TRANSPORT/MOVEMENT   | <ul><li>'Has anyone flown with Ryanair with an extended passport? Not renewed, but one with a seal for 5 years. Is everything okay?'</li><li>'Transfer in Bulgaria. A cozy and safe sedan for 3 passengers and luggage. You can do it with your pets. The price of the trip will be a VERY pleasant surprise!! Territorialo Plovdiv UA +380997858133 (Telegram, Viber) BG +359888203042 (Telegram, Viber)'</li><li>'Hello! By what number is it possible to order a taxi from Budva to Podgorica airport. Thanks'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| SHELTER              | <ul><li>'Good morning ! Ukrainian Montenegrins, please tell me where you can see apartments for rent for a long time in Budva or Podgorica?'</li><li>'And what kind of city is it? Are refugees accepted from Ukraine?'</li><li>'Tell me, please, what is the average price for renting a 3-room apartment in Varna? Thank you just at least the range'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| WORK/JOBS            | <ul><li>'Job search on the Internet: features of the Bulgarian labor market, how to respond to a vacancy, offers for Ukrainians You will learn about all this at our FREE offline lecture on the course "Career Development in Bulgaria" from the Network of Ukrainian Educational Hubs and the Association of Innovative and Digital Education, which will be held with the support of the Central European Initiative (CEI) Speaker: Svetlozar Petrov - Managing Director of Jobtaigr OOD. When? The lecture will take place on April 22, 2024 at 18:00 Eastern European Time Duration: 1 hour Venue: Sofia, blvd. Slivnitsa, 188 in. Would. Hurry! REGISTER HERE <URL>'</li><li>'WE INVITE YOU TO WORK! Sales consultant of smartphones and accessories Truskavets We offer: High wages 14000 - 18000 thousand rubles Partial compensation for travel Convenient shift schedule Staff training PHONES OF THE PERSONNEL DEPARTMENT: 094-400-45-00 050-728-48-15 098-353-16-30'</li><li>'Good afternoon! We are looking for pharmacists and assistants, preferably with experience, to work in a large network of pharmacies in Sofia'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     |
| PSS & RFL            | <ul><li>'Heart-to-heart conversations over tea 12.04.2024, Friday Beginning at 16.00 For whom: for young people 15+ and adults Hlavna, 68, (our second floor, room 1.04) Blue Dot Kosice spaces We invite everyone who is interested in psychology and personal development to tea with a psychologist This week we continue to explore the theme of LONELINESS AND SOLITUDE. This Friday, we will talk about relationships, about the reasons why this feeling appears in a couple, in a team. About loneliness in emigration. We will find out what is the power of loneliness and how to strengthen your weak points. Interesting exercises are also waiting for you - self-exploration and discussion. Pre-registration is mandatory: <URL>'</li><li>'Vera Stepanova: "Help me find my sonToday, at about 15-00, in the city of Drohobych (city center), my son, Stepanov Alexander Sergeevich, born in 2010, was lost. (13 years) He was wearing a purple T-shirt, gray sweatpants and black sneakers. I ask for help in finding the child, I have informed the Police."'</li><li>'Good evening, if there is a Russian-speaking psychologist in Bratislava?'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                           |
| MONEY/BANKING        | <ul><li>'Good afternoon, maybe someone has hryvnias on the card, I will give cash euros in PM!!'</li><li>'Tell me, please, where can I get a duplicate of the identification code and pension certificate if I am an IDP?'</li><li>'Good afternoon, who can throw hryvnias on the card in exchange for cash in euros or leva. The city of Varna will meet where it will be convenient for you. Urgent Need Help'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| CAR                  | <ul><li>'Hello, please help, where to go in the situation the guy got into an accident on the car of the company, they demand money for the repair of the car, they have already written off more than 8000 thousand zlotys, they do not provide an invoice, and they say more and more money is already repairing 12000 thousand'</li><li>'Selling a car Renault Laguna Year 2005 Complete set Automaton 5 t lion Burgas'</li><li>'Do you sell a car with Ukrainian license plates in the group? We want to buy it, because we are going home, write to the PM'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            |
| GOODS/SERVICES       | <ul><li>'Selling tires Falken 225/45 R17 40 euros Without wired charging 5 euros Humidifier EUR10'</li><li>'Selling new sneakers 350,00UAH'</li><li>'Hello everyone, I am selling an Acer laptop We bought it as a gift, but the child was given 2 identical ones, so it is no longer relevant Condition : Brand New Price :300 EUR Bought for 320EUR Suitable for both a child for study and a student (bought for this purpose) 2 Year Warranty Set : Box , Charger , Check, Laptop , Documents'</li></ul>                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                          |

## Uses

### Direct Use for Inference

First install the SetFit library:

```bash
pip install setfit
```

Then you can load this model and run inference.

```python
from setfit import SetFitModel

# Download from the 🤗 Hub
model = SetFitModel.from_pretrained("rodekruis/sml-ukr-message-classifier-3")
# Run inference
preds = model("Tell me a site in Bulgaria for the sale of animals")
```

<!--
### Downstream Use

*List how someone could finetune this model on their own dataset.*
-->

<!--
### Out-of-Scope Use

*List how the model may foreseeably be misused and address what users ought not to do with the model.*
-->

<!--
## Bias, Risks and Limitations

*What are the known or foreseeable issues stemming from this model? You could also flag here known failure cases or weaknesses of the model.*
-->

<!--
### Recommendations

*What are recommendations with respect to the foreseeable issues? For example, filtering explicit content.*
-->

## Training Details

### Training Set Metrics
| Training set | Min | Median | Max |
|:-------------|:----|:-------|:----|
| Word count   | 3   | 39.524 | 722 |

| Label                | Training Sample Count |
|:---------------------|:----------------------|
| ANOMALY              | 60                    |
| CAR                  | 47                    |
| CHILDREN             | 47                    |
| CONNECTIVITY         | 41                    |
| CVA PROGRAMS         | 46                    |
| EDUCATION            | 44                    |
| FOOD                 | 57                    |
| GOODS/SERVICES       | 51                    |
| HEALTH               | 56                    |
| LEGAL                | 44                    |
| MONEY/BANKING        | 55                    |
| NFI                  | 57                    |
| OTHER PROGRAMS/NGOS  | 55                    |
| PARCEL               | 45                    |
| PETS                 | 48                    |
| PSS & RFL            | 51                    |
| SHELTER              | 47                    |
| TRANSLATION/LANGUAGE | 56                    |
| TRANSPORT/MOVEMENT   | 48                    |
| WORK/JOBS            | 45                    |

### Training Hyperparameters
- batch_size: (16, 16)
- num_epochs: (4, 4)
- max_steps: -1
- sampling_strategy: oversampling
- body_learning_rate: (2e-05, 1e-05)
- head_learning_rate: 0.01
- loss: CosineSimilarityLoss
- distance_metric: cosine_distance
- margin: 0.25
- end_to_end: False
- use_amp: False
- warmup_proportion: 0.1
- l2_weight: 0.01
- seed: 42
- eval_max_steps: -1
- load_best_model_at_end: True

### Training Results
| Epoch  | Step  | Training Loss | Validation Loss |
|:------:|:-----:|:-------------:|:---------------:|
| 0.0000 | 1     | 0.2186        | -               |
| 0.0008 | 50    | 0.333         | -               |
| 0.0017 | 100   | 0.3241        | -               |
| 0.0025 | 150   | 0.3388        | -               |
| 0.0034 | 200   | 0.3241        | -               |
| 0.0042 | 250   | 0.3196        | -               |
| 0.0051 | 300   | 0.3178        | -               |
| 0.0059 | 350   | 0.309         | -               |
| 0.0067 | 400   | 0.274         | -               |
| 0.0076 | 450   | 0.2907        | -               |
| 0.0084 | 500   | 0.2683        | -               |
| 0.0093 | 550   | 0.2665        | -               |
| 0.0101 | 600   | 0.2514        | -               |
| 0.0110 | 650   | 0.2404        | -               |
| 0.0118 | 700   | 0.2326        | -               |
| 0.0126 | 750   | 0.2246        | -               |
| 0.0135 | 800   | 0.215         | -               |
| 0.0143 | 850   | 0.2102        | -               |
| 0.0152 | 900   | 0.2031        | -               |
| 0.0160 | 950   | 0.2017        | -               |
| 0.0169 | 1000  | 0.1898        | -               |
| 0.0177 | 1050  | 0.1869        | -               |
| 0.0185 | 1100  | 0.1852        | -               |
| 0.0194 | 1150  | 0.1818        | -               |
| 0.0202 | 1200  | 0.1729        | -               |
| 0.0211 | 1250  | 0.1691        | -               |
| 0.0219 | 1300  | 0.1726        | -               |
| 0.0228 | 1350  | 0.1578        | -               |
| 0.0236 | 1400  | 0.1544        | -               |
| 0.0244 | 1450  | 0.1484        | -               |
| 0.0253 | 1500  | 0.1443        | -               |
| 0.0261 | 1550  | 0.1367        | -               |
| 0.0270 | 1600  | 0.1326        | -               |
| 0.0278 | 1650  | 0.1181        | -               |
| 0.0286 | 1700  | 0.1317        | -               |
| 0.0295 | 1750  | 0.1202        | -               |
| 0.0303 | 1800  | 0.1098        | -               |
| 0.0312 | 1850  | 0.1064        | -               |
| 0.0320 | 1900  | 0.1074        | -               |
| 0.0329 | 1950  | 0.1082        | -               |
| 0.0337 | 2000  | 0.0996        | -               |
| 0.0345 | 2050  | 0.0992        | -               |
| 0.0354 | 2100  | 0.1007        | -               |
| 0.0362 | 2150  | 0.0924        | -               |
| 0.0371 | 2200  | 0.0967        | -               |
| 0.0379 | 2250  | 0.087         | -               |
| 0.0388 | 2300  | 0.0795        | -               |
| 0.0396 | 2350  | 0.0816        | -               |
| 0.0404 | 2400  | 0.0758        | -               |
| 0.0413 | 2450  | 0.0741        | -               |
| 0.0421 | 2500  | 0.0765        | -               |
| 0.0430 | 2550  | 0.0724        | -               |
| 0.0438 | 2600  | 0.0669        | -               |
| 0.0447 | 2650  | 0.0537        | -               |
| 0.0455 | 2700  | 0.0673        | -               |
| 0.0463 | 2750  | 0.0587        | -               |
| 0.0472 | 2800  | 0.0615        | -               |
| 0.0480 | 2850  | 0.0571        | -               |
| 0.0489 | 2900  | 0.0563        | -               |
| 0.0497 | 2950  | 0.0487        | -               |
| 0.0506 | 3000  | 0.0457        | -               |
| 0.0514 | 3050  | 0.0528        | -               |
| 0.0522 | 3100  | 0.0448        | -               |
| 0.0531 | 3150  | 0.0491        | -               |
| 0.0539 | 3200  | 0.0435        | -               |
| 0.0548 | 3250  | 0.0393        | -               |
| 0.0556 | 3300  | 0.0346        | -               |
| 0.0565 | 3350  | 0.0392        | -               |
| 0.0573 | 3400  | 0.0409        | -               |
| 0.0581 | 3450  | 0.0315        | -               |
| 0.0590 | 3500  | 0.0439        | -               |
| 0.0598 | 3550  | 0.0315        | -               |
| 0.0607 | 3600  | 0.0284        | -               |
| 0.0615 | 3650  | 0.0306        | -               |
| 0.0624 | 3700  | 0.0293        | -               |
| 0.0632 | 3750  | 0.031         | -               |
| 0.0640 | 3800  | 0.03          | -               |
| 0.0649 | 3850  | 0.0282        | -               |
| 0.0657 | 3900  | 0.0327        | -               |
| 0.0666 | 3950  | 0.0245        | -               |
| 0.0674 | 4000  | 0.0264        | -               |
| 0.0683 | 4050  | 0.0211        | -               |
| 0.0691 | 4100  | 0.0236        | -               |
| 0.0699 | 4150  | 0.0218        | -               |
| 0.0708 | 4200  | 0.0189        | -               |
| 0.0716 | 4250  | 0.0201        | -               |
| 0.0725 | 4300  | 0.0205        | -               |
| 0.0733 | 4350  | 0.0192        | -               |
| 0.0742 | 4400  | 0.0177        | -               |
| 0.0750 | 4450  | 0.0155        | -               |
| 0.0758 | 4500  | 0.0188        | -               |
| 0.0767 | 4550  | 0.016         | -               |
| 0.0775 | 4600  | 0.0185        | -               |
| 0.0784 | 4650  | 0.0171        | -               |
| 0.0792 | 4700  | 0.0153        | -               |
| 0.0800 | 4750  | 0.0133        | -               |
| 0.0809 | 4800  | 0.0148        | -               |
| 0.0817 | 4850  | 0.0134        | -               |
| 0.0826 | 4900  | 0.0141        | -               |
| 0.0834 | 4950  | 0.0084        | -               |
| 0.0843 | 5000  | 0.0133        | -               |
| 0.0851 | 5050  | 0.0093        | -               |
| 0.0859 | 5100  | 0.0083        | -               |
| 0.0868 | 5150  | 0.0128        | -               |
| 0.0876 | 5200  | 0.0111        | -               |
| 0.0885 | 5250  | 0.0097        | -               |
| 0.0893 | 5300  | 0.0088        | -               |
| 0.0902 | 5350  | 0.0065        | -               |
| 0.0910 | 5400  | 0.0093        | -               |
| 0.0918 | 5450  | 0.0061        | -               |
| 0.0927 | 5500  | 0.0067        | -               |
| 0.0935 | 5550  | 0.0067        | -               |
| 0.0944 | 5600  | 0.0101        | -               |
| 0.0952 | 5650  | 0.0076        | -               |
| 0.0961 | 5700  | 0.0043        | -               |
| 0.0969 | 5750  | 0.0046        | -               |
| 0.0977 | 5800  | 0.0079        | -               |
| 0.0986 | 5850  | 0.0036        | -               |
| 0.0994 | 5900  | 0.004         | -               |
| 0.1003 | 5950  | 0.0043        | -               |
| 0.1011 | 6000  | 0.0043        | -               |
| 0.1020 | 6050  | 0.0059        | -               |
| 0.1028 | 6100  | 0.0063        | -               |
| 0.1036 | 6150  | 0.0058        | -               |
| 0.1045 | 6200  | 0.0067        | -               |
| 0.1053 | 6250  | 0.0043        | -               |
| 0.1062 | 6300  | 0.0038        | -               |
| 0.1070 | 6350  | 0.0032        | -               |
| 0.1079 | 6400  | 0.0024        | -               |
| 0.1087 | 6450  | 0.0037        | -               |
| 0.1095 | 6500  | 0.0034        | -               |
| 0.1104 | 6550  | 0.0032        | -               |
| 0.1112 | 6600  | 0.0037        | -               |
| 0.1121 | 6650  | 0.0034        | -               |
| 0.1129 | 6700  | 0.0022        | -               |
| 0.1138 | 6750  | 0.0025        | -               |
| 0.1146 | 6800  | 0.002         | -               |
| 0.1154 | 6850  | 0.0028        | -               |
| 0.1163 | 6900  | 0.0022        | -               |
| 0.1171 | 6950  | 0.0022        | -               |
| 0.1180 | 7000  | 0.0018        | -               |
| 0.1188 | 7050  | 0.0014        | -               |
| 0.1197 | 7100  | 0.0027        | -               |
| 0.1205 | 7150  | 0.0014        | -               |
| 0.1213 | 7200  | 0.0013        | -               |
| 0.1222 | 7250  | 0.001         | -               |
| 0.1230 | 7300  | 0.001         | -               |
| 0.1239 | 7350  | 0.0011        | -               |
| 0.1247 | 7400  | 0.0019        | -               |
| 0.1255 | 7450  | 0.0011        | -               |
| 0.1264 | 7500  | 0.0007        | -               |
| 0.1272 | 7550  | 0.0007        | -               |
| 0.1281 | 7600  | 0.0008        | -               |
| 0.1289 | 7650  | 0.0007        | -               |
| 0.1298 | 7700  | 0.0014        | -               |
| 0.1306 | 7750  | 0.0006        | -               |
| 0.1314 | 7800  | 0.0008        | -               |
| 0.1323 | 7850  | 0.0005        | -               |
| 0.1331 | 7900  | 0.0013        | -               |
| 0.1340 | 7950  | 0.0006        | -               |
| 0.1348 | 8000  | 0.001         | -               |
| 0.1357 | 8050  | 0.001         | -               |
| 0.1365 | 8100  | 0.0013        | -               |
| 0.1373 | 8150  | 0.0006        | -               |
| 0.1382 | 8200  | 0.0005        | -               |
| 0.1390 | 8250  | 0.0009        | -               |
| 0.1399 | 8300  | 0.0008        | -               |
| 0.1407 | 8350  | 0.0005        | -               |
| 0.1416 | 8400  | 0.0008        | -               |
| 0.1424 | 8450  | 0.0009        | -               |
| 0.1432 | 8500  | 0.0007        | -               |
| 0.1441 | 8550  | 0.0011        | -               |
| 0.0000 | 1     | 0.0003        | -               |
| 0.0008 | 50    | 0.0005        | -               |
| 0.0017 | 100   | 0.0005        | -               |
| 0.0025 | 150   | 0.0006        | -               |
| 0.0034 | 200   | 0.0008        | -               |
| 0.0042 | 250   | 0.0008        | -               |
| 0.0051 | 300   | 0.0005        | -               |
| 0.0059 | 350   | 0.0006        | -               |
| 0.0067 | 400   | 0.0004        | -               |
| 0.0076 | 450   | 0.0012        | -               |
| 0.0084 | 500   | 0.0007        | -               |
| 0.0093 | 550   | 0.0005        | -               |
| 0.0101 | 600   | 0.0008        | -               |
| 0.0110 | 650   | 0.001         | -               |
| 0.0118 | 700   | 0.0005        | -               |
| 0.0126 | 750   | 0.0004        | -               |
| 0.0135 | 800   | 0.0005        | -               |
| 0.0143 | 850   | 0.0005        | -               |
| 0.0152 | 900   | 0.0005        | -               |
| 0.0160 | 950   | 0.0004        | -               |
| 0.0169 | 1000  | 0.0009        | -               |
| 0.0177 | 1050  | 0.0012        | -               |
| 0.0185 | 1100  | 0.0005        | -               |
| 0.0194 | 1150  | 0.0006        | -               |
| 0.0202 | 1200  | 0.0004        | -               |
| 0.0211 | 1250  | 0.0004        | -               |
| 0.0219 | 1300  | 0.0005        | -               |
| 0.0228 | 1350  | 0.001         | -               |
| 0.0236 | 1400  | 0.0005        | -               |
| 0.0244 | 1450  | 0.0005        | -               |
| 0.0253 | 1500  | 0.0005        | -               |
| 0.0261 | 1550  | 0.0005        | -               |
| 0.0270 | 1600  | 0.0006        | -               |
| 0.0278 | 1650  | 0.0013        | -               |
| 0.0286 | 1700  | 0.0006        | -               |
| 0.0295 | 1750  | 0.0006        | -               |
| 0.0303 | 1800  | 0.0004        | -               |
| 0.0312 | 1850  | 0.0003        | -               |
| 0.0320 | 1900  | 0.0006        | -               |
| 0.0329 | 1950  | 0.0003        | -               |
| 0.0337 | 2000  | 0.0003        | -               |
| 0.0345 | 2050  | 0.0009        | -               |
| 0.0354 | 2100  | 0.0003        | -               |
| 0.0362 | 2150  | 0.0005        | -               |
| 0.0371 | 2200  | 0.0006        | -               |
| 0.0379 | 2250  | 0.001         | -               |
| 0.0388 | 2300  | 0.0004        | -               |
| 0.0396 | 2350  | 0.0003        | -               |
| 0.0404 | 2400  | 0.0005        | -               |
| 0.0413 | 2450  | 0.0003        | -               |
| 0.0421 | 2500  | 0.0004        | -               |
| 0.0430 | 2550  | 0.0003        | -               |
| 0.0438 | 2600  | 0.0011        | -               |
| 0.0447 | 2650  | 0.0007        | -               |
| 0.0455 | 2700  | 0.0008        | -               |
| 0.0463 | 2750  | 0.0005        | -               |
| 0.0472 | 2800  | 0.0004        | -               |
| 0.0480 | 2850  | 0.0018        | -               |
| 0.0489 | 2900  | 0.001         | -               |
| 0.0497 | 2950  | 0.0005        | -               |
| 0.0506 | 3000  | 0.0005        | -               |
| 0.0514 | 3050  | 0.0017        | -               |
| 0.0522 | 3100  | 0.0003        | -               |
| 0.0531 | 3150  | 0.0008        | -               |
| 0.0539 | 3200  | 0.0008        | -               |
| 0.0548 | 3250  | 0.0007        | -               |
| 0.0556 | 3300  | 0.0006        | -               |
| 0.0565 | 3350  | 0.0004        | -               |
| 0.0573 | 3400  | 0.0005        | -               |
| 0.0581 | 3450  | 0.0008        | -               |
| 0.0590 | 3500  | 0.0009        | -               |
| 0.0598 | 3550  | 0.0005        | -               |
| 0.0607 | 3600  | 0.0014        | -               |
| 0.0615 | 3650  | 0.0004        | -               |
| 0.0624 | 3700  | 0.0003        | -               |
| 0.0632 | 3750  | 0.0005        | -               |
| 0.0640 | 3800  | 0.0006        | -               |
| 0.0649 | 3850  | 0.0005        | -               |
| 0.0657 | 3900  | 0.0013        | -               |
| 0.0666 | 3950  | 0.0003        | -               |
| 0.0674 | 4000  | 0.0004        | -               |
| 0.0683 | 4050  | 0.0002        | -               |
| 0.0691 | 4100  | 0.0006        | -               |
| 0.0699 | 4150  | 0.0007        | -               |
| 0.0708 | 4200  | 0.0007        | -               |
| 0.0716 | 4250  | 0.0006        | -               |
| 0.0725 | 4300  | 0.0003        | -               |
| 0.0733 | 4350  | 0.0009        | -               |
| 0.0742 | 4400  | 0.0009        | -               |
| 0.0750 | 4450  | 0.0003        | -               |
| 0.0758 | 4500  | 0.0003        | -               |
| 0.0767 | 4550  | 0.0006        | -               |
| 0.0775 | 4600  | 0.0002        | -               |
| 0.0784 | 4650  | 0.0006        | -               |
| 0.0792 | 4700  | 0.0006        | -               |
| 0.0800 | 4750  | 0.0002        | -               |
| 0.0809 | 4800  | 0.0003        | -               |
| 0.0817 | 4850  | 0.0008        | -               |
| 0.0826 | 4900  | 0.0004        | -               |
| 0.0834 | 4950  | 0.0002        | -               |
| 0.0843 | 5000  | 0.0009        | -               |
| 0.0851 | 5050  | 0.0008        | -               |
| 0.0859 | 5100  | 0.0004        | -               |
| 0.0868 | 5150  | 0.0007        | -               |
| 0.0876 | 5200  | 0.0005        | -               |
| 0.0885 | 5250  | 0.0002        | -               |
| 0.0893 | 5300  | 0.0004        | -               |
| 0.0902 | 5350  | 0.0002        | -               |
| 0.0910 | 5400  | 0.0005        | -               |
| 0.0918 | 5450  | 0.0005        | -               |
| 0.0927 | 5500  | 0.0002        | -               |
| 0.0935 | 5550  | 0.0005        | -               |
| 0.0944 | 5600  | 0.0017        | -               |
| 0.0952 | 5650  | 0.0003        | -               |
| 0.0961 | 5700  | 0.0003        | -               |
| 0.0969 | 5750  | 0.0006        | -               |
| 0.0977 | 5800  | 0.0002        | -               |
| 0.0986 | 5850  | 0.0002        | -               |
| 0.0994 | 5900  | 0.0002        | -               |
| 0.1003 | 5950  | 0.0014        | -               |
| 0.1011 | 6000  | 0.0002        | -               |
| 0.1020 | 6050  | 0.0012        | -               |
| 0.1028 | 6100  | 0.0011        | -               |
| 0.1036 | 6150  | 0.0004        | -               |
| 0.1045 | 6200  | 0.0006        | -               |
| 0.1053 | 6250  | 0.0007        | -               |
| 0.1062 | 6300  | 0.0003        | -               |
| 0.1070 | 6350  | 0.0005        | -               |
| 0.1079 | 6400  | 0.0004        | -               |
| 0.1087 | 6450  | 0.0002        | -               |
| 0.1095 | 6500  | 0.0003        | -               |
| 0.1104 | 6550  | 0.0001        | -               |
| 0.1112 | 6600  | 0.0009        | -               |
| 0.1121 | 6650  | 0.0002        | -               |
| 0.1129 | 6700  | 0.0001        | -               |
| 0.1138 | 6750  | 0.0004        | -               |
| 0.1146 | 6800  | 0.0002        | -               |
| 0.1154 | 6850  | 0.0005        | -               |
| 0.1163 | 6900  | 0.0008        | -               |
| 0.1171 | 6950  | 0.0012        | -               |
| 0.1180 | 7000  | 0.0005        | -               |
| 0.1188 | 7050  | 0.0005        | -               |
| 0.1197 | 7100  | 0.0015        | -               |
| 0.1205 | 7150  | 0.0004        | -               |
| 0.1213 | 7200  | 0.0004        | -               |
| 0.1222 | 7250  | 0.0002        | -               |
| 0.1230 | 7300  | 0.0002        | -               |
| 0.1239 | 7350  | 0.0005        | -               |
| 0.1247 | 7400  | 0.0008        | -               |
| 0.1255 | 7450  | 0.0004        | -               |
| 0.1264 | 7500  | 0.0001        | -               |
| 0.1272 | 7550  | 0.0001        | -               |
| 0.1281 | 7600  | 0.0004        | -               |
| 0.1289 | 7650  | 0.0002        | -               |
| 0.1298 | 7700  | 0.0006        | -               |
| 0.1306 | 7750  | 0.0012        | -               |
| 0.1314 | 7800  | 0.0003        | -               |
| 0.1323 | 7850  | 0.0001        | -               |
| 0.1331 | 7900  | 0.0006        | -               |
| 0.1340 | 7950  | 0.0001        | -               |
| 0.1348 | 8000  | 0.0001        | -               |
| 0.1357 | 8050  | 0.0009        | -               |
| 0.1365 | 8100  | 0.0007        | -               |
| 0.1373 | 8150  | 0.0002        | -               |
| 0.1382 | 8200  | 0.0001        | -               |
| 0.1390 | 8250  | 0.0005        | -               |
| 0.1399 | 8300  | 0.0004        | -               |
| 0.1407 | 8350  | 0.0002        | -               |
| 0.1416 | 8400  | 0.0004        | -               |
| 0.1424 | 8450  | 0.0003        | -               |
| 0.1432 | 8500  | 0.0004        | -               |
| 0.1441 | 8550  | 0.0005        | -               |
| 0.1449 | 8600  | 0.0004        | -               |
| 0.1458 | 8650  | 0.0002        | -               |
| 0.1466 | 8700  | 0.0001        | -               |
| 0.1475 | 8750  | 0.0009        | -               |
| 0.1483 | 8800  | 0.0001        | -               |
| 0.1491 | 8850  | 0.0001        | -               |
| 0.1500 | 8900  | 0.0006        | -               |
| 0.1508 | 8950  | 0.0004        | -               |
| 0.1517 | 9000  | 0.0001        | -               |
| 0.1525 | 9050  | 0.0011        | -               |
| 0.1534 | 9100  | 0.0005        | -               |
| 0.1542 | 9150  | 0.0004        | -               |
| 0.1550 | 9200  | 0.0002        | -               |
| 0.1559 | 9250  | 0.001         | -               |
| 0.1567 | 9300  | 0.0005        | -               |
| 0.1576 | 9350  | 0.0004        | -               |
| 0.1584 | 9400  | 0.0001        | -               |
| 0.1593 | 9450  | 0.0001        | -               |
| 0.1601 | 9500  | 0.0011        | -               |
| 0.1609 | 9550  | 0.0006        | -               |
| 0.1618 | 9600  | 0.0001        | -               |
| 0.1626 | 9650  | 0.001         | -               |
| 0.1635 | 9700  | 0.0003        | -               |
| 0.1643 | 9750  | 0.0006        | -               |
| 0.1652 | 9800  | 0.0001        | -               |
| 0.1660 | 9850  | 0.0001        | -               |
| 0.1668 | 9900  | 0.0008        | -               |
| 0.1677 | 9950  | 0.0015        | -               |
| 0.1685 | 10000 | 0.0003        | -               |
| 0.1694 | 10050 | 0.0004        | -               |
| 0.1702 | 10100 | 0.0011        | -               |
| 0.1711 | 10150 | 0.0003        | -               |
| 0.1719 | 10200 | 0.0003        | -               |
| 0.1727 | 10250 | 0.0002        | -               |
| 0.1736 | 10300 | 0.0001        | -               |
| 0.1744 | 10350 | 0.0005        | -               |
| 0.1753 | 10400 | 0.0006        | -               |
| 0.1761 | 10450 | 0.0005        | -               |
| 0.1769 | 10500 | 0.0001        | -               |
| 0.1778 | 10550 | 0.0002        | -               |
| 0.1786 | 10600 | 0.0001        | -               |
| 0.1795 | 10650 | 0.0003        | -               |
| 0.1803 | 10700 | 0.0001        | -               |
| 0.1812 | 10750 | 0.0003        | -               |
| 0.1820 | 10800 | 0.0004        | -               |
| 0.1828 | 10850 | 0.0002        | -               |
| 0.1837 | 10900 | 0.0002        | -               |
| 0.1845 | 10950 | 0.0003        | -               |
| 0.1854 | 11000 | 0.0004        | -               |
| 0.1862 | 11050 | 0.0001        | -               |
| 0.1871 | 11100 | 0.0025        | -               |
| 0.1879 | 11150 | 0.0005        | -               |
| 0.1887 | 11200 | 0.0093        | -               |
| 0.1896 | 11250 | 0.0106        | -               |
| 0.1904 | 11300 | 0.0135        | -               |
| 0.1913 | 11350 | 0.0035        | -               |
| 0.1921 | 11400 | 0.006         | -               |
| 0.1930 | 11450 | 0.0019        | -               |
| 0.1938 | 11500 | 0.0019        | -               |
| 0.1946 | 11550 | 0.003         | -               |
| 0.1955 | 11600 | 0.0034        | -               |
| 0.1963 | 11650 | 0.0008        | -               |
| 0.1972 | 11700 | 0.0015        | -               |
| 0.1980 | 11750 | 0.0006        | -               |
| 0.1989 | 11800 | 0.0015        | -               |
| 0.1997 | 11850 | 0.0004        | -               |
| 0.2005 | 11900 | 0.0006        | -               |
| 0.2014 | 11950 | 0.0002        | -               |
| 0.2022 | 12000 | 0.0005        | -               |
| 0.2031 | 12050 | 0.0004        | -               |
| 0.2039 | 12100 | 0.0005        | -               |
| 0.2048 | 12150 | 0.0004        | -               |
| 0.2056 | 12200 | 0.0002        | -               |
| 0.2064 | 12250 | 0.0001        | -               |
| 0.2073 | 12300 | 0.0005        | -               |
| 0.2081 | 12350 | 0.0003        | -               |
| 0.2090 | 12400 | 0.0002        | -               |
| 0.2098 | 12450 | 0.0002        | -               |
| 0.2107 | 12500 | 0.0004        | -               |
| 0.2115 | 12550 | 0.0003        | -               |
| 0.2123 | 12600 | 0.0005        | -               |
| 0.2132 | 12650 | 0.0002        | -               |
| 0.2140 | 12700 | 0.0001        | -               |
| 0.2149 | 12750 | 0.0001        | -               |
| 0.2157 | 12800 | 0.0001        | -               |
| 0.2166 | 12850 | 0.0001        | -               |
| 0.2174 | 12900 | 0.0004        | -               |
| 0.2182 | 12950 | 0.0004        | -               |
| 0.2191 | 13000 | 0.0003        | -               |
| 0.2199 | 13050 | 0.0003        | -               |
| 0.2208 | 13100 | 0.0001        | -               |
| 0.2216 | 13150 | 0.0004        | -               |
| 0.2225 | 13200 | 0.0008        | -               |
| 0.2233 | 13250 | 0.0005        | -               |
| 0.2241 | 13300 | 0.0003        | -               |
| 0.2250 | 13350 | 0.0002        | -               |
| 0.2258 | 13400 | 0.0006        | -               |
| 0.2267 | 13450 | 0.0018        | -               |
| 0.2275 | 13500 | 0.0001        | -               |
| 0.2283 | 13550 | 0.0002        | -               |
| 0.2292 | 13600 | 0.0003        | -               |
| 0.2300 | 13650 | 0.0001        | -               |
| 0.2309 | 13700 | 0.0004        | -               |
| 0.2317 | 13750 | 0.0001        | -               |
| 0.2326 | 13800 | 0.0004        | -               |
| 0.2334 | 13850 | 0.0003        | -               |
| 0.2342 | 13900 | 0.0002        | -               |
| 0.2351 | 13950 | 0.0002        | -               |
| 0.2359 | 14000 | 0.0001        | -               |
| 0.2368 | 14050 | 0.0006        | -               |
| 0.2376 | 14100 | 0.0005        | -               |
| 0.2385 | 14150 | 0.0006        | -               |
| 0.2393 | 14200 | 0.0001        | -               |
| 0.2401 | 14250 | 0.0002        | -               |
| 0.2410 | 14300 | 0.0003        | -               |
| 0.2418 | 14350 | 0.0003        | -               |
| 0.2427 | 14400 | 0.0002        | -               |
| 0.2435 | 14450 | 0.0001        | -               |
| 0.2444 | 14500 | 0.0007        | -               |
| 0.2452 | 14550 | 0.0003        | -               |
| 0.2460 | 14600 | 0.0002        | -               |
| 0.2469 | 14650 | 0.0003        | -               |
| 0.2477 | 14700 | 0.0001        | -               |
| 0.2486 | 14750 | 0.0002        | -               |
| 0.2494 | 14800 | 0.0001        | -               |
| 0.2503 | 14850 | 0.0001        | -               |
| 0.2511 | 14900 | 0.0005        | -               |
| 0.2519 | 14950 | 0.0001        | -               |
| 0.2528 | 15000 | 0.0013        | -               |
| 0.2536 | 15050 | 0.0012        | -               |
| 0.2545 | 15100 | 0.0008        | -               |
| 0.2553 | 15150 | 0.0003        | -               |
| 0.2562 | 15200 | 0.0002        | -               |
| 0.2570 | 15250 | 0.0001        | -               |
| 0.2578 | 15300 | 0.0001        | -               |
| 0.2587 | 15350 | 0.0001        | -               |
| 0.2595 | 15400 | 0.0005        | -               |
| 0.2604 | 15450 | 0.0002        | -               |
| 0.2612 | 15500 | 0.0002        | -               |
| 0.2621 | 15550 | 0.0001        | -               |
| 0.2629 | 15600 | 0.0006        | -               |
| 0.2637 | 15650 | 0.0007        | -               |
| 0.2646 | 15700 | 0.001         | -               |
| 0.2654 | 15750 | 0.0025        | -               |
| 0.2663 | 15800 | 0.0077        | -               |
| 0.2671 | 15850 | 0.0095        | -               |
| 0.2680 | 15900 | 0.0018        | -               |
| 0.2688 | 15950 | 0.0014        | -               |
| 0.2696 | 16000 | 0.0034        | -               |
| 0.2705 | 16050 | 0.0015        | -               |
| 0.2713 | 16100 | 0.0006        | -               |
| 0.2722 | 16150 | 0.0028        | -               |
| 0.2730 | 16200 | 0.0008        | -               |
| 0.2739 | 16250 | 0.0006        | -               |
| 0.2747 | 16300 | 0.0005        | -               |
| 0.2755 | 16350 | 0.0002        | -               |
| 0.2764 | 16400 | 0.0012        | -               |
| 0.2772 | 16450 | 0.001         | -               |
| 0.2781 | 16500 | 0.0008        | -               |
| 0.2789 | 16550 | 0.0017        | -               |
| 0.2797 | 16600 | 0.0026        | -               |
| 0.2806 | 16650 | 0.0005        | -               |
| 0.2814 | 16700 | 0.0001        | -               |
| 0.2823 | 16750 | 0.0003        | -               |
| 0.2831 | 16800 | 0.0005        | -               |
| 0.2840 | 16850 | 0.0023        | -               |
| 0.2848 | 16900 | 0.0031        | -               |
| 0.2856 | 16950 | 0.0042        | -               |
| 0.2865 | 17000 | 0.0021        | -               |
| 0.2873 | 17050 | 0.0017        | -               |
| 0.2882 | 17100 | 0.0008        | -               |
| 0.2890 | 17150 | 0.0002        | -               |
| 0.2899 | 17200 | 0.0004        | -               |
| 0.2907 | 17250 | 0.0002        | -               |
| 0.2915 | 17300 | 0.0015        | -               |
| 0.2924 | 17350 | 0.0004        | -               |
| 0.2932 | 17400 | 0.0001        | -               |
| 0.2941 | 17450 | 0.0001        | -               |
| 0.2949 | 17500 | 0.001         | -               |
| 0.2958 | 17550 | 0.001         | -               |
| 0.2966 | 17600 | 0.0004        | -               |
| 0.2974 | 17650 | 0.0003        | -               |
| 0.2983 | 17700 | 0.0001        | -               |
| 0.2991 | 17750 | 0.0002        | -               |
| 0.3000 | 17800 | 0.0012        | -               |
| 0.3008 | 17850 | 0.0006        | -               |
| 0.3017 | 17900 | 0.0003        | -               |
| 0.3025 | 17950 | 0.0003        | -               |
| 0.3033 | 18000 | 0.0002        | -               |
| 0.3042 | 18050 | 0.0003        | -               |
| 0.3050 | 18100 | 0.0002        | -               |
| 0.3059 | 18150 | 0.0002        | -               |
| 0.3067 | 18200 | 0.0009        | -               |
| 0.3076 | 18250 | 0.0003        | -               |
| 0.3084 | 18300 | 0.0004        | -               |
| 0.3092 | 18350 | 0.0002        | -               |
| 0.3101 | 18400 | 0.0001        | -               |
| 0.3109 | 18450 | 0.0009        | -               |
| 0.3118 | 18500 | 0.0001        | -               |
| 0.3126 | 18550 | 0.0009        | -               |
| 0.3135 | 18600 | 0.0003        | -               |
| 0.3143 | 18650 | 0.0002        | -               |
| 0.3151 | 18700 | 0.0001        | -               |
| 0.3160 | 18750 | 0.0004        | -               |
| 0.3168 | 18800 | 0.0009        | -               |
| 0.3177 | 18850 | 0.0002        | -               |
| 0.3185 | 18900 | 0.0003        | -               |
| 0.3194 | 18950 | 0.0001        | -               |
| 0.3202 | 19000 | 0.0004        | -               |
| 0.3210 | 19050 | 0.001         | -               |
| 0.3219 | 19100 | 0.0003        | -               |
| 0.3227 | 19150 | 0.0001        | -               |
| 0.3236 | 19200 | 0.0001        | -               |
| 0.3244 | 19250 | 0.0001        | -               |
| 0.3252 | 19300 | 0.0003        | -               |
| 0.3261 | 19350 | 0.0001        | -               |
| 0.3269 | 19400 | 0.0001        | -               |
| 0.3278 | 19450 | 0.0005        | -               |
| 0.3286 | 19500 | 0.0001        | -               |
| 0.3295 | 19550 | 0.0001        | -               |
| 0.3303 | 19600 | 0.0001        | -               |
| 0.3311 | 19650 | 0.0004        | -               |
| 0.3320 | 19700 | 0.0003        | -               |
| 0.3328 | 19750 | 0.0002        | -               |
| 0.3337 | 19800 | 0.0004        | -               |
| 0.3345 | 19850 | 0.0002        | -               |
| 0.3354 | 19900 | 0.0002        | -               |
| 0.3362 | 19950 | 0.0003        | -               |
| 0.3370 | 20000 | 0.0004        | -               |
| 0.3379 | 20050 | 0.0004        | -               |
| 0.3387 | 20100 | 0.0003        | -               |
| 0.3396 | 20150 | 0.0001        | -               |
| 0.3404 | 20200 | 0.0002        | -               |
| 0.3413 | 20250 | 0.0002        | -               |
| 0.3421 | 20300 | 0.0002        | -               |
| 0.3429 | 20350 | 0.0           | -               |
| 0.3438 | 20400 | 0.0003        | -               |
| 0.3446 | 20450 | 0.0006        | -               |
| 0.3455 | 20500 | 0.0003        | -               |
| 0.3463 | 20550 | 0.0004        | -               |
| 0.3472 | 20600 | 0.0002        | -               |
| 0.3480 | 20650 | 0.0001        | -               |
| 0.3488 | 20700 | 0.0002        | -               |
| 0.3497 | 20750 | 0.0004        | -               |
| 0.3505 | 20800 | 0.0003        | -               |
| 0.3514 | 20850 | 0.0001        | -               |
| 0.3522 | 20900 | 0.0003        | -               |
| 0.3531 | 20950 | 0.0004        | -               |
| 0.3539 | 21000 | 0.0004        | -               |
| 0.3547 | 21050 | 0.0003        | -               |
| 0.3556 | 21100 | 0.0002        | -               |
| 0.3564 | 21150 | 0.0001        | -               |
| 0.3573 | 21200 | 0.0001        | -               |
| 0.3581 | 21250 | 0.0004        | -               |
| 0.3590 | 21300 | 0.0002        | -               |
| 0.3598 | 21350 | 0.0001        | -               |
| 0.3606 | 21400 | 0.0007        | -               |
| 0.3615 | 21450 | 0.0005        | -               |
| 0.3623 | 21500 | 0.0003        | -               |
| 0.3632 | 21550 | 0.0002        | -               |
| 0.3640 | 21600 | 0.0001        | -               |
| 0.3649 | 21650 | 0.0007        | -               |
| 0.3657 | 21700 | 0.0001        | -               |
| 0.3665 | 21750 | 0.0004        | -               |
| 0.3674 | 21800 | 0.0001        | -               |
| 0.3682 | 21850 | 0.0002        | -               |
| 0.3691 | 21900 | 0.0002        | -               |
| 0.3699 | 21950 | 0.0002        | -               |
| 0.3708 | 22000 | 0.001         | -               |
| 0.3716 | 22050 | 0.0002        | -               |
| 0.3724 | 22100 | 0.0003        | -               |
| 0.3733 | 22150 | 0.0001        | -               |
| 0.3741 | 22200 | 0.0002        | -               |
| 0.3750 | 22250 | 0.0004        | -               |
| 0.3758 | 22300 | 0.0003        | -               |
| 0.3766 | 22350 | 0.0002        | -               |
| 0.3775 | 22400 | 0.0003        | -               |
| 0.3783 | 22450 | 0.0011        | -               |
| 0.3792 | 22500 | 0.0003        | -               |
| 0.3800 | 22550 | 0.0002        | -               |
| 0.3809 | 22600 | 0.0           | -               |
| 0.3817 | 22650 | 0.0001        | -               |
| 0.3825 | 22700 | 0.0003        | -               |
| 0.3834 | 22750 | 0.0003        | -               |
| 0.3842 | 22800 | 0.0003        | -               |
| 0.3851 | 22850 | 0.0003        | -               |
| 0.3859 | 22900 | 0.0002        | -               |
| 0.3868 | 22950 | 0.0001        | -               |
| 0.3876 | 23000 | 0.0012        | -               |
| 0.3884 | 23050 | 0.0003        | -               |
| 0.3893 | 23100 | 0.0005        | -               |
| 0.3901 | 23150 | 0.0017        | -               |
| 0.3910 | 23200 | 0.0005        | -               |
| 0.3918 | 23250 | 0.0002        | -               |
| 0.3927 | 23300 | 0.0001        | -               |
| 0.3935 | 23350 | 0.0127        | -               |
| 0.3943 | 23400 | 0.0261        | -               |
| 0.3952 | 23450 | 0.0199        | -               |
| 0.3960 | 23500 | 0.0092        | -               |
| 0.3969 | 23550 | 0.005         | -               |
| 0.3977 | 23600 | 0.0046        | -               |
| 0.3986 | 23650 | 0.0053        | -               |
| 0.3994 | 23700 | 0.0015        | -               |
| 0.4002 | 23750 | 0.0027        | -               |
| 0.4011 | 23800 | 0.0029        | -               |
| 0.4019 | 23850 | 0.0009        | -               |
| 0.4028 | 23900 | 0.0005        | -               |
| 0.4036 | 23950 | 0.0014        | -               |
| 0.4045 | 24000 | 0.0001        | -               |
| 0.4053 | 24050 | 0.0003        | -               |
| 0.4061 | 24100 | 0.0007        | -               |
| 0.4070 | 24150 | 0.0007        | -               |
| 0.4078 | 24200 | 0.0002        | -               |
| 0.4087 | 24250 | 0.0007        | -               |
| 0.4095 | 24300 | 0.0001        | -               |
| 0.4104 | 24350 | 0.0004        | -               |
| 0.4112 | 24400 | 0.001         | -               |
| 0.4120 | 24450 | 0.0002        | -               |
| 0.4129 | 24500 | 0.0002        | -               |
| 0.4137 | 24550 | 0.0009        | -               |
| 0.4146 | 24600 | 0.0012        | -               |
| 0.4154 | 24650 | 0.0001        | -               |
| 0.4163 | 24700 | 0.0002        | -               |
| 0.4171 | 24750 | 0.0001        | -               |
| 0.4179 | 24800 | 0.0001        | -               |
| 0.4188 | 24850 | 0.0003        | -               |
| 0.4196 | 24900 | 0.0002        | -               |
| 0.4205 | 24950 | 0.0001        | -               |
| 0.4213 | 25000 | 0.0009        | -               |
| 0.4222 | 25050 | 0.0006        | -               |
| 0.4230 | 25100 | 0.0005        | -               |
| 0.4238 | 25150 | 0.0003        | -               |
| 0.4247 | 25200 | 0.0001        | -               |
| 0.4255 | 25250 | 0.0001        | -               |
| 0.4264 | 25300 | 0.0004        | -               |
| 0.4272 | 25350 | 0.0009        | -               |
| 0.4280 | 25400 | 0.0007        | -               |
| 0.4289 | 25450 | 0.0           | -               |
| 0.4297 | 25500 | 0.0003        | -               |
| 0.4306 | 25550 | 0.0001        | -               |
| 0.4314 | 25600 | 0.0001        | -               |
| 0.4323 | 25650 | 0.0           | -               |
| 0.4331 | 25700 | 0.0003        | -               |
| 0.4339 | 25750 | 0.0003        | -               |
| 0.4348 | 25800 | 0.0002        | -               |
| 0.4356 | 25850 | 0.0003        | -               |
| 0.4365 | 25900 | 0.0001        | -               |
| 0.4373 | 25950 | 0.0004        | -               |
| 0.4382 | 26000 | 0.0009        | -               |
| 0.4390 | 26050 | 0.0           | -               |
| 0.4398 | 26100 | 0.0001        | -               |
| 0.4407 | 26150 | 0.0002        | -               |
| 0.4415 | 26200 | 0.0003        | -               |
| 0.4424 | 26250 | 0.0001        | -               |
| 0.4432 | 26300 | 0.0           | -               |
| 0.4441 | 26350 | 0.0002        | -               |
| 0.4449 | 26400 | 0.0           | -               |
| 0.4457 | 26450 | 0.0003        | -               |
| 0.4466 | 26500 | 0.0004        | -               |
| 0.4474 | 26550 | 0.0021        | -               |
| 0.4483 | 26600 | 0.0011        | -               |
| 0.4491 | 26650 | 0.002         | -               |
| 0.4500 | 26700 | 0.002         | -               |
| 0.4508 | 26750 | 0.0009        | -               |
| 0.4516 | 26800 | 0.0002        | -               |
| 0.4525 | 26850 | 0.0001        | -               |
| 0.4533 | 26900 | 0.0002        | -               |
| 0.4542 | 26950 | 0.0008        | -               |
| 0.4550 | 27000 | 0.0001        | -               |
| 0.4559 | 27050 | 0.0005        | -               |
| 0.4567 | 27100 | 0.0016        | -               |
| 0.4575 | 27150 | 0.0025        | -               |
| 0.4584 | 27200 | 0.0032        | -               |
| 0.4592 | 27250 | 0.0007        | -               |
| 0.4601 | 27300 | 0.0013        | -               |
| 0.4609 | 27350 | 0.0003        | -               |
| 0.4618 | 27400 | 0.0001        | -               |
| 0.4626 | 27450 | 0.0004        | -               |
| 0.4634 | 27500 | 0.0003        | -               |
| 0.4643 | 27550 | 0.0009        | -               |
| 0.4651 | 27600 | 0.0004        | -               |
| 0.4660 | 27650 | 0.0           | -               |
| 0.4668 | 27700 | 0.0           | -               |
| 0.4677 | 27750 | 0.0001        | -               |
| 0.4685 | 27800 | 0.0           | -               |
| 0.4693 | 27850 | 0.0011        | -               |
| 0.4702 | 27900 | 0.0001        | -               |
| 0.4710 | 27950 | 0.0022        | -               |
| 0.4719 | 28000 | 0.0003        | -               |
| 0.4727 | 28050 | 0.0002        | -               |
| 0.4736 | 28100 | 0.0003        | -               |
| 0.4744 | 28150 | 0.0           | -               |
| 0.4752 | 28200 | 0.0001        | -               |
| 0.4761 | 28250 | 0.0001        | -               |
| 0.4769 | 28300 | 0.0002        | -               |
| 0.4778 | 28350 | 0.0004        | -               |
| 0.4786 | 28400 | 0.0           | -               |
| 0.4794 | 28450 | 0.0004        | -               |
| 0.4803 | 28500 | 0.0002        | -               |
| 0.4811 | 28550 | 0.0001        | -               |
| 0.4820 | 28600 | 0.0003        | -               |
| 0.4828 | 28650 | 0.0004        | -               |
| 0.4837 | 28700 | 0.0001        | -               |
| 0.4845 | 28750 | 0.0005        | -               |
| 0.4853 | 28800 | 0.0           | -               |
| 0.4862 | 28850 | 0.0007        | -               |
| 0.4870 | 28900 | 0.0002        | -               |
| 0.4879 | 28950 | 0.0002        | -               |
| 0.4887 | 29000 | 0.0003        | -               |
| 0.4896 | 29050 | 0.0011        | -               |
| 0.4904 | 29100 | 0.0004        | -               |
| 0.4912 | 29150 | 0.0003        | -               |
| 0.4921 | 29200 | 0.0001        | -               |
| 0.4929 | 29250 | 0.0003        | -               |
| 0.4938 | 29300 | 0.0           | -               |
| 0.4946 | 29350 | 0.0005        | -               |
| 0.4955 | 29400 | 0.0001        | -               |
| 0.4963 | 29450 | 0.0006        | -               |
| 0.4971 | 29500 | 0.0002        | -               |
| 0.4980 | 29550 | 0.0004        | -               |
| 0.4988 | 29600 | 0.0002        | -               |
| 0.4997 | 29650 | 0.0001        | -               |
| 0.5005 | 29700 | 0.0003        | -               |
| 0.5014 | 29750 | 0.0009        | -               |
| 0.5022 | 29800 | 0.0004        | -               |
| 0.5030 | 29850 | 0.0008        | -               |
| 0.5039 | 29900 | 0.0002        | -               |
| 0.5047 | 29950 | 0.0003        | -               |
| 0.5056 | 30000 | 0.0005        | -               |
| 0.5064 | 30050 | 0.0004        | -               |
| 0.5073 | 30100 | 0.0008        | -               |
| 0.5081 | 30150 | 0.0002        | -               |
| 0.5089 | 30200 | 0.0001        | -               |
| 0.5098 | 30250 | 0.0007        | -               |
| 0.5106 | 30300 | 0.0001        | -               |
| 0.5115 | 30350 | 0.0001        | -               |
| 0.5123 | 30400 | 0.0003        | -               |
| 0.5132 | 30450 | 0.0002        | -               |
| 0.5140 | 30500 | 0.0003        | -               |
| 0.5148 | 30550 | 0.0006        | -               |
| 0.5157 | 30600 | 0.001         | -               |
| 0.5165 | 30650 | 0.0004        | -               |
| 0.5174 | 30700 | 0.0001        | -               |
| 0.5182 | 30750 | 0.0005        | -               |
| 0.5191 | 30800 | 0.0002        | -               |
| 0.5199 | 30850 | 0.0055        | -               |
| 0.5207 | 30900 | 0.0369        | -               |
| 0.5216 | 30950 | 0.0274        | -               |
| 0.5224 | 31000 | 0.0226        | -               |
| 0.5233 | 31050 | 0.0174        | -               |
| 0.5241 | 31100 | 0.0235        | -               |
| 0.5249 | 31150 | 0.0196        | -               |
| 0.5258 | 31200 | 0.0222        | -               |
| 0.5266 | 31250 | 0.0121        | -               |
| 0.5275 | 31300 | 0.0134        | -               |
| 0.5283 | 31350 | 0.0114        | -               |
| 0.5292 | 31400 | 0.0077        | -               |
| 0.5300 | 31450 | 0.0114        | -               |
| 0.5308 | 31500 | 0.0033        | -               |
| 0.5317 | 31550 | 0.0068        | -               |
| 0.5325 | 31600 | 0.0057        | -               |
| 0.5334 | 31650 | 0.0019        | -               |
| 0.5342 | 31700 | 0.0078        | -               |
| 0.5351 | 31750 | 0.0025        | -               |
| 0.5359 | 31800 | 0.0032        | -               |
| 0.5367 | 31850 | 0.0026        | -               |
| 0.5376 | 31900 | 0.0014        | -               |
| 0.5384 | 31950 | 0.0013        | -               |
| 0.5393 | 32000 | 0.0013        | -               |
| 0.5401 | 32050 | 0.0025        | -               |
| 0.5410 | 32100 | 0.0025        | -               |
| 0.5418 | 32150 | 0.0014        | -               |
| 0.5426 | 32200 | 0.0004        | -               |
| 0.5435 | 32250 | 0.005         | -               |
| 0.5443 | 32300 | 0.0003        | -               |
| 0.5452 | 32350 | 0.0015        | -               |
| 0.5460 | 32400 | 0.0044        | -               |
| 0.5469 | 32450 | 0.0016        | -               |
| 0.5477 | 32500 | 0.0012        | -               |
| 0.5485 | 32550 | 0.0003        | -               |
| 0.5494 | 32600 | 0.0005        | -               |
| 0.5502 | 32650 | 0.0021        | -               |
| 0.5511 | 32700 | 0.0001        | -               |
| 0.5519 | 32750 | 0.0002        | -               |
| 0.5528 | 32800 | 0.0001        | -               |
| 0.5536 | 32850 | 0.0005        | -               |
| 0.5544 | 32900 | 0.0003        | -               |
| 0.5553 | 32950 | 0.0001        | -               |
| 0.5561 | 33000 | 0.0001        | -               |
| 0.5570 | 33050 | 0.0003        | -               |
| 0.5578 | 33100 | 0.0001        | -               |
| 0.5587 | 33150 | 0.0001        | -               |
| 0.5595 | 33200 | 0.0           | -               |
| 0.5603 | 33250 | 0.0005        | -               |
| 0.5612 | 33300 | 0.0003        | -               |
| 0.5620 | 33350 | 0.0001        | -               |
| 0.5629 | 33400 | 0.0004        | -               |
| 0.5637 | 33450 | 0.0004        | -               |
| 0.5646 | 33500 | 0.0003        | -               |
| 0.5654 | 33550 | 0.0008        | -               |
| 0.5662 | 33600 | 0.0002        | -               |
| 0.5671 | 33650 | 0.0006        | -               |
| 0.5679 | 33700 | 0.0           | -               |
| 0.5688 | 33750 | 0.0005        | -               |
| 0.5696 | 33800 | 0.0003        | -               |
| 0.5705 | 33850 | 0.0002        | -               |
| 0.5713 | 33900 | 0.0003        | -               |
| 0.5721 | 33950 | 0.001         | -               |
| 0.5730 | 34000 | 0.0004        | -               |
| 0.5738 | 34050 | 0.0009        | -               |
| 0.5747 | 34100 | 0.0003        | -               |
| 0.5755 | 34150 | 0.0003        | -               |
| 0.5763 | 34200 | 0.0           | -               |
| 0.5772 | 34250 | 0.0011        | -               |
| 0.5780 | 34300 | 0.0003        | -               |
| 0.5789 | 34350 | 0.0002        | -               |
| 0.5797 | 34400 | 0.0           | -               |
| 0.5806 | 34450 | 0.0002        | -               |
| 0.5814 | 34500 | 0.0001        | -               |
| 0.5822 | 34550 | 0.0023        | -               |
| 0.5831 | 34600 | 0.0018        | -               |
| 0.5839 | 34650 | 0.0011        | -               |
| 0.5848 | 34700 | 0.0015        | -               |
| 0.5856 | 34750 | 0.0046        | -               |
| 0.5865 | 34800 | 0.0024        | -               |
| 0.5873 | 34850 | 0.0021        | -               |
| 0.5881 | 34900 | 0.0013        | -               |
| 0.5890 | 34950 | 0.0012        | -               |
| 0.5898 | 35000 | 0.0026        | -               |
| 0.5907 | 35050 | 0.0026        | -               |
| 0.5915 | 35100 | 0.0008        | -               |
| 0.5924 | 35150 | 0.0022        | -               |
| 0.5932 | 35200 | 0.003         | -               |
| 0.5940 | 35250 | 0.0001        | -               |
| 0.5949 | 35300 | 0.0           | -               |
| 0.5957 | 35350 | 0.0015        | -               |
| 0.5966 | 35400 | 0.0           | -               |
| 0.5974 | 35450 | 0.0001        | -               |
| 0.5983 | 35500 | 0.001         | -               |
| 0.5991 | 35550 | 0.0001        | -               |
| 0.5999 | 35600 | 0.001         | -               |
| 0.6008 | 35650 | 0.0011        | -               |
| 0.6016 | 35700 | 0.0007        | -               |
| 0.6025 | 35750 | 0.0015        | -               |
| 0.6033 | 35800 | 0.0006        | -               |
| 0.6042 | 35850 | 0.0011        | -               |
| 0.6050 | 35900 | 0.0006        | -               |
| 0.6058 | 35950 | 0.0012        | -               |
| 0.6067 | 36000 | 0.0008        | -               |
| 0.6075 | 36050 | 0.0004        | -               |
| 0.6084 | 36100 | 0.0001        | -               |
| 0.6092 | 36150 | 0.0013        | -               |
| 0.6101 | 36200 | 0.0018        | -               |
| 0.6109 | 36250 | 0.0003        | -               |
| 0.6117 | 36300 | 0.0004        | -               |
| 0.6126 | 36350 | 0.0004        | -               |
| 0.6134 | 36400 | 0.0011        | -               |
| 0.6143 | 36450 | 0.0003        | -               |
| 0.6151 | 36500 | 0.0001        | -               |
| 0.6160 | 36550 | 0.0           | -               |
| 0.6168 | 36600 | 0.0003        | -               |
| 0.6176 | 36650 | 0.0002        | -               |
| 0.6185 | 36700 | 0.0001        | -               |
| 0.6193 | 36750 | 0.0014        | -               |
| 0.6202 | 36800 | 0.0014        | -               |
| 0.6210 | 36850 | 0.0016        | -               |
| 0.6219 | 36900 | 0.002         | -               |
| 0.6227 | 36950 | 0.0005        | -               |
| 0.6235 | 37000 | 0.0013        | -               |
| 0.6244 | 37050 | 0.0005        | -               |
| 0.6252 | 37100 | 0.0016        | -               |
| 0.6261 | 37150 | 0.0025        | -               |
| 0.6269 | 37200 | 0.0006        | -               |
| 0.6277 | 37250 | 0.0002        | -               |
| 0.6286 | 37300 | 0.0013        | -               |
| 0.6294 | 37350 | 0.0005        | -               |
| 0.6303 | 37400 | 0.0012        | -               |
| 0.6311 | 37450 | 0.0004        | -               |
| 0.6320 | 37500 | 0.0007        | -               |
| 0.6328 | 37550 | 0.0005        | -               |
| 0.6336 | 37600 | 0.0053        | -               |
| 0.6345 | 37650 | 0.0039        | -               |
| 0.6353 | 37700 | 0.0076        | -               |
| 0.6362 | 37750 | 0.0068        | -               |
| 0.6370 | 37800 | 0.0059        | -               |
| 0.6379 | 37850 | 0.0031        | -               |
| 0.6387 | 37900 | 0.0022        | -               |
| 0.6395 | 37950 | 0.0007        | -               |
| 0.6404 | 38000 | 0.0002        | -               |
| 0.6412 | 38050 | 0.0027        | -               |
| 0.6421 | 38100 | 0.0003        | -               |
| 0.6429 | 38150 | 0.0027        | -               |
| 0.6438 | 38200 | 0.0014        | -               |
| 0.6446 | 38250 | 0.0002        | -               |
| 0.6454 | 38300 | 0.0           | -               |
| 0.6463 | 38350 | 0.0009        | -               |
| 0.6471 | 38400 | 0.001         | -               |
| 0.6480 | 38450 | 0.0001        | -               |
| 0.6488 | 38500 | 0.0001        | -               |
| 0.6497 | 38550 | 0.0002        | -               |
| 0.6505 | 38600 | 0.0           | -               |
| 0.6513 | 38650 | 0.0           | -               |
| 0.6522 | 38700 | 0.0001        | -               |
| 0.6530 | 38750 | 0.0017        | -               |
| 0.6539 | 38800 | 0.001         | -               |
| 0.6547 | 38850 | 0.0002        | -               |
| 0.6556 | 38900 | 0.0002        | -               |
| 0.6564 | 38950 | 0.0           | -               |
| 0.6572 | 39000 | 0.0           | -               |
| 0.6581 | 39050 | 0.0002        | -               |
| 0.6589 | 39100 | 0.0           | -               |
| 0.6598 | 39150 | 0.0           | -               |
| 0.6606 | 39200 | 0.0002        | -               |
| 0.6615 | 39250 | 0.0           | -               |
| 0.6623 | 39300 | 0.0001        | -               |
| 0.6631 | 39350 | 0.0005        | -               |
| 0.6640 | 39400 | 0.0001        | -               |
| 0.6648 | 39450 | 0.0           | -               |
| 0.6657 | 39500 | 0.0002        | -               |
| 0.6665 | 39550 | 0.0001        | -               |
| 0.6674 | 39600 | 0.0004        | -               |
| 0.6682 | 39650 | 0.0007        | -               |
| 0.6690 | 39700 | 0.0001        | -               |
| 0.6699 | 39750 | 0.0001        | -               |
| 0.6707 | 39800 | 0.0001        | -               |
| 0.6716 | 39850 | 0.0003        | -               |
| 0.6724 | 39900 | 0.0003        | -               |
| 0.6733 | 39950 | 0.0001        | -               |
| 0.6741 | 40000 | 0.0001        | -               |
| 0.6749 | 40050 | 0.0003        | -               |
| 0.6758 | 40100 | 0.0003        | -               |
| 0.6766 | 40150 | 0.0002        | -               |
| 0.6775 | 40200 | 0.0           | -               |
| 0.6783 | 40250 | 0.0           | -               |
| 0.6791 | 40300 | 0.0002        | -               |
| 0.6800 | 40350 | 0.0001        | -               |
| 0.6808 | 40400 | 0.0002        | -               |
| 0.6817 | 40450 | 0.0003        | -               |
| 0.6825 | 40500 | 0.0002        | -               |
| 0.6834 | 40550 | 0.0001        | -               |
| 0.6842 | 40600 | 0.0002        | -               |
| 0.6850 | 40650 | 0.0001        | -               |
| 0.6859 | 40700 | 0.0003        | -               |
| 0.6867 | 40750 | 0.0009        | -               |
| 0.6876 | 40800 | 0.0           | -               |
| 0.6884 | 40850 | 0.0006        | -               |
| 0.6893 | 40900 | 0.0003        | -               |
| 0.6901 | 40950 | 0.0003        | -               |
| 0.6909 | 41000 | 0.0002        | -               |
| 0.6918 | 41050 | 0.0001        | -               |
| 0.6926 | 41100 | 0.0005        | -               |
| 0.6935 | 41150 | 0.0003        | -               |
| 0.6943 | 41200 | 0.0003        | -               |
| 0.6952 | 41250 | 0.0003        | -               |
| 0.6960 | 41300 | 0.0001        | -               |
| 0.6968 | 41350 | 0.0003        | -               |
| 0.6977 | 41400 | 0.0001        | -               |
| 0.6985 | 41450 | 0.0001        | -               |
| 0.6994 | 41500 | 0.0001        | -               |
| 0.7002 | 41550 | 0.0           | -               |
| 0.7011 | 41600 | 0.0001        | -               |
| 0.7019 | 41650 | 0.0008        | -               |
| 0.7027 | 41700 | 0.0002        | -               |
| 0.7036 | 41750 | 0.0           | -               |
| 0.7044 | 41800 | 0.0001        | -               |
| 0.7053 | 41850 | 0.0002        | -               |
| 0.7061 | 41900 | 0.0003        | -               |
| 0.7070 | 41950 | 0.0001        | -               |
| 0.7078 | 42000 | 0.0002        | -               |
| 0.7086 | 42050 | 0.0005        | -               |
| 0.7095 | 42100 | 0.0003        | -               |
| 0.7103 | 42150 | 0.0001        | -               |
| 0.7112 | 42200 | 0.0001        | -               |
| 0.7120 | 42250 | 0.0001        | -               |
| 0.7129 | 42300 | 0.0           | -               |
| 0.7137 | 42350 | 0.0004        | -               |
| 0.7145 | 42400 | 0.0001        | -               |
| 0.7154 | 42450 | 0.0002        | -               |
| 0.7162 | 42500 | 0.0004        | -               |
| 0.7171 | 42550 | 0.0003        | -               |
| 0.7179 | 42600 | 0.0002        | -               |
| 0.7188 | 42650 | 0.0002        | -               |
| 0.7196 | 42700 | 0.0           | -               |
| 0.7204 | 42750 | 0.0002        | -               |
| 0.7213 | 42800 | 0.0003        | -               |
| 0.7221 | 42850 | 0.0           | -               |
| 0.7230 | 42900 | 0.0009        | -               |
| 0.7238 | 42950 | 0.0005        | -               |
| 0.7246 | 43000 | 0.0001        | -               |
| 0.7255 | 43050 | 0.0001        | -               |
| 0.7263 | 43100 | 0.0007        | -               |
| 0.7272 | 43150 | 0.0001        | -               |
| 0.7280 | 43200 | 0.0           | -               |
| 0.7289 | 43250 | 0.0           | -               |
| 0.7297 | 43300 | 0.0004        | -               |
| 0.7305 | 43350 | 0.0002        | -               |
| 0.7314 | 43400 | 0.0002        | -               |
| 0.7322 | 43450 | 0.0001        | -               |
| 0.7331 | 43500 | 0.0           | -               |
| 0.7339 | 43550 | 0.0002        | -               |
| 0.7348 | 43600 | 0.0004        | -               |
| 0.7356 | 43650 | 0.0002        | -               |
| 0.7364 | 43700 | 0.0001        | -               |
| 0.7373 | 43750 | 0.0           | -               |
| 0.7381 | 43800 | 0.0003        | -               |
| 0.7390 | 43850 | 0.0002        | -               |
| 0.7398 | 43900 | 0.0003        | -               |
| 0.7407 | 43950 | 0.0002        | -               |
| 0.7415 | 44000 | 0.0           | -               |
| 0.7423 | 44050 | 0.0007        | -               |
| 0.7432 | 44100 | 0.0003        | -               |
| 0.7440 | 44150 | 0.0002        | -               |
| 0.7449 | 44200 | 0.0001        | -               |
| 0.7457 | 44250 | 0.0003        | -               |
| 0.7466 | 44300 | 0.0001        | -               |
| 0.7474 | 44350 | 0.0002        | -               |
| 0.7482 | 44400 | 0.0002        | -               |
| 0.7491 | 44450 | 0.0001        | -               |
| 0.7499 | 44500 | 0.0004        | -               |
| 0.7508 | 44550 | 0.0           | -               |
| 0.7516 | 44600 | 0.0           | -               |
| 0.7525 | 44650 | 0.0002        | -               |
| 0.7533 | 44700 | 0.0           | -               |
| 0.7541 | 44750 | 0.0001        | -               |
| 0.7550 | 44800 | 0.0007        | -               |
| 0.7558 | 44850 | 0.0001        | -               |
| 0.7567 | 44900 | 0.0           | -               |
| 0.7575 | 44950 | 0.0005        | -               |
| 0.7584 | 45000 | 0.0035        | -               |
| 0.7592 | 45050 | 0.0047        | -               |
| 0.7600 | 45100 | 0.0043        | -               |
| 0.7609 | 45150 | 0.0032        | -               |
| 0.7617 | 45200 | 0.0104        | -               |
| 0.7626 | 45250 | 0.0116        | -               |
| 0.7634 | 45300 | 0.0017        | -               |
| 0.7643 | 45350 | 0.0032        | -               |
| 0.7651 | 45400 | 0.0078        | -               |
| 0.7659 | 45450 | 0.0078        | -               |
| 0.7668 | 45500 | 0.0051        | -               |
| 0.7676 | 45550 | 0.001         | -               |
| 0.7685 | 45600 | 0.0017        | -               |
| 0.7693 | 45650 | 0.0043        | -               |
| 0.7702 | 45700 | 0.0008        | -               |
| 0.7710 | 45750 | 0.0004        | -               |
| 0.7718 | 45800 | 0.0002        | -               |
| 0.7727 | 45850 | 0.0004        | -               |
| 0.7735 | 45900 | 0.0007        | -               |
| 0.7744 | 45950 | 0.0003        | -               |
| 0.7752 | 46000 | 0.0004        | -               |
| 0.7760 | 46050 | 0.0002        | -               |
| 0.7769 | 46100 | 0.0006        | -               |
| 0.7777 | 46150 | 0.0001        | -               |
| 0.7786 | 46200 | 0.0002        | -               |
| 0.7794 | 46250 | 0.0002        | -               |
| 0.7803 | 46300 | 0.0003        | -               |
| 0.7811 | 46350 | 0.0002        | -               |
| 0.7819 | 46400 | 0.0002        | -               |
| 0.7828 | 46450 | 0.0004        | -               |
| 0.7836 | 46500 | 0.0003        | -               |
| 0.7845 | 46550 | 0.0003        | -               |
| 0.7853 | 46600 | 0.0008        | -               |
| 0.7862 | 46650 | 0.0002        | -               |
| 0.7870 | 46700 | 0.0003        | -               |
| 0.7878 | 46750 | 0.0002        | -               |
| 0.7887 | 46800 | 0.0002        | -               |
| 0.7895 | 46850 | 0.0002        | -               |
| 0.7904 | 46900 | 0.0001        | -               |
| 0.7912 | 46950 | 0.0005        | -               |
| 0.7921 | 47000 | 0.0007        | -               |
| 0.7929 | 47050 | 0.0002        | -               |
| 0.7937 | 47100 | 0.0013        | -               |
| 0.7946 | 47150 | 0.0002        | -               |
| 0.7954 | 47200 | 0.0001        | -               |
| 0.7963 | 47250 | 0.0008        | -               |
| 0.7971 | 47300 | 0.0002        | -               |
| 0.7980 | 47350 | 0.0001        | -               |
| 0.7988 | 47400 | 0.001         | -               |
| 0.7996 | 47450 | 0.0001        | -               |
| 0.8005 | 47500 | 0.0           | -               |
| 0.8013 | 47550 | 0.0           | -               |
| 0.8022 | 47600 | 0.0001        | -               |
| 0.8030 | 47650 | 0.0001        | -               |
| 0.8039 | 47700 | 0.0           | -               |
| 0.8047 | 47750 | 0.0           | -               |
| 0.8055 | 47800 | 0.0003        | -               |
| 0.8064 | 47850 | 0.001         | -               |
| 0.8072 | 47900 | 0.0003        | -               |
| 0.8081 | 47950 | 0.0001        | -               |
| 0.8089 | 48000 | 0.0002        | -               |
| 0.8098 | 48050 | 0.0003        | -               |
| 0.8106 | 48100 | 0.0002        | -               |
| 0.8114 | 48150 | 0.0003        | -               |
| 0.8123 | 48200 | 0.0002        | -               |
| 0.8131 | 48250 | 0.0005        | -               |
| 0.8140 | 48300 | 0.0001        | -               |
| 0.8148 | 48350 | 0.0001        | -               |
| 0.8157 | 48400 | 0.0006        | -               |
| 0.8165 | 48450 | 0.001         | -               |
| 0.8173 | 48500 | 0.0003        | -               |
| 0.8182 | 48550 | 0.0001        | -               |
| 0.8190 | 48600 | 0.0003        | -               |
| 0.8199 | 48650 | 0.0002        | -               |
| 0.8207 | 48700 | 0.0004        | -               |
| 0.8216 | 48750 | 0.0001        | -               |
| 0.8224 | 48800 | 0.0003        | -               |
| 0.8232 | 48850 | 0.0001        | -               |
| 0.8241 | 48900 | 0.0           | -               |
| 0.8249 | 48950 | 0.0002        | -               |
| 0.8258 | 49000 | 0.0002        | -               |
| 0.8266 | 49050 | 0.0           | -               |
| 0.8274 | 49100 | 0.0           | -               |
| 0.8283 | 49150 | 0.0           | -               |
| 0.8291 | 49200 | 0.0004        | -               |
| 0.8300 | 49250 | 0.0003        | -               |
| 0.8308 | 49300 | 0.0003        | -               |
| 0.8317 | 49350 | 0.0011        | -               |
| 0.8325 | 49400 | 0.0           | -               |
| 0.8333 | 49450 | 0.0003        | -               |
| 0.8342 | 49500 | 0.0002        | -               |
| 0.8350 | 49550 | 0.0009        | -               |
| 0.8359 | 49600 | 0.0005        | -               |
| 0.8367 | 49650 | 0.0009        | -               |
| 0.8376 | 49700 | 0.0           | -               |
| 0.8384 | 49750 | 0.0           | -               |
| 0.8392 | 49800 | 0.0002        | -               |
| 0.8401 | 49850 | 0.0001        | -               |
| 0.8409 | 49900 | 0.0002        | -               |
| 0.8418 | 49950 | 0.0           | -               |
| 0.8426 | 50000 | 0.0004        | -               |
| 0.8435 | 50050 | 0.0002        | -               |
| 0.8443 | 50100 | 0.0002        | -               |
| 0.8451 | 50150 | 0.0           | -               |
| 0.8460 | 50200 | 0.0009        | -               |
| 0.8468 | 50250 | 0.0001        | -               |
| 0.8477 | 50300 | 0.0001        | -               |
| 0.8485 | 50350 | 0.0005        | -               |
| 0.8494 | 50400 | 0.001         | -               |
| 0.8502 | 50450 | 0.0002        | -               |
| 0.8510 | 50500 | 0.0002        | -               |
| 0.8519 | 50550 | 0.0           | -               |
| 0.8527 | 50600 | 0.0001        | -               |
| 0.8536 | 50650 | 0.0003        | -               |
| 0.8544 | 50700 | 0.0001        | -               |
| 0.8553 | 50750 | 0.0003        | -               |
| 0.8561 | 50800 | 0.0003        | -               |
| 0.8569 | 50850 | 0.0002        | -               |
| 0.8578 | 50900 | 0.0003        | -               |
| 0.8586 | 50950 | 0.0002        | -               |
| 0.8595 | 51000 | 0.0002        | -               |
| 0.8603 | 51050 | 0.0002        | -               |
| 0.8612 | 51100 | 0.0           | -               |
| 0.8620 | 51150 | 0.0001        | -               |
| 0.8628 | 51200 | 0.0001        | -               |
| 0.8637 | 51250 | 0.0004        | -               |
| 0.8645 | 51300 | 0.0001        | -               |
| 0.8654 | 51350 | 0.0002        | -               |
| 0.8662 | 51400 | 0.0           | -               |
| 0.8671 | 51450 | 0.0           | -               |
| 0.8679 | 51500 | 0.0001        | -               |
| 0.8687 | 51550 | 0.0001        | -               |
| 0.8696 | 51600 | 0.0001        | -               |
| 0.8704 | 51650 | 0.0001        | -               |
| 0.8713 | 51700 | 0.0           | -               |
| 0.8721 | 51750 | 0.0004        | -               |
| 0.8730 | 51800 | 0.0005        | -               |
| 0.8738 | 51850 | 0.0001        | -               |
| 0.8746 | 51900 | 0.0           | -               |
| 0.8755 | 51950 | 0.0003        | -               |
| 0.8763 | 52000 | 0.0004        | -               |
| 0.8772 | 52050 | 0.0002        | -               |
| 0.8780 | 52100 | 0.0           | -               |
| 0.8788 | 52150 | 0.0002        | -               |
| 0.8797 | 52200 | 0.0           | -               |
| 0.8805 | 52250 | 0.0003        | -               |
| 0.8814 | 52300 | 0.0004        | -               |
| 0.8822 | 52350 | 0.0009        | -               |
| 0.8831 | 52400 | 0.0003        | -               |
| 0.8839 | 52450 | 0.0003        | -               |
| 0.8847 | 52500 | 0.0005        | -               |
| 0.8856 | 52550 | 0.0001        | -               |
| 0.8864 | 52600 | 0.0           | -               |
| 0.8873 | 52650 | 0.0019        | -               |
| 0.8881 | 52700 | 0.0006        | -               |
| 0.8890 | 52750 | 0.0001        | -               |
| 0.8898 | 52800 | 0.004         | -               |
| 0.8906 | 52850 | 0.0023        | -               |
| 0.8915 | 52900 | 0.009         | -               |
| 0.8923 | 52950 | 0.0015        | -               |
| 0.8932 | 53000 | 0.0093        | -               |
| 0.8940 | 53050 | 0.0085        | -               |
| 0.8949 | 53100 | 0.0054        | -               |
| 0.8957 | 53150 | 0.003         | -               |
| 0.8965 | 53200 | 0.0009        | -               |
| 0.8974 | 53250 | 0.0021        | -               |
| 0.8982 | 53300 | 0.0008        | -               |
| 0.8991 | 53350 | 0.0017        | -               |
| 0.8999 | 53400 | 0.0022        | -               |
| 0.9008 | 53450 | 0.0005        | -               |
| 0.9016 | 53500 | 0.0004        | -               |
| 0.9024 | 53550 | 0.0022        | -               |
| 0.9033 | 53600 | 0.0017        | -               |
| 0.9041 | 53650 | 0.0001        | -               |
| 0.9050 | 53700 | 0.0024        | -               |
| 0.9058 | 53750 | 0.0003        | -               |
| 0.9067 | 53800 | 0.0024        | -               |
| 0.9075 | 53850 | 0.0004        | -               |
| 0.9083 | 53900 | 0.0003        | -               |
| 0.9092 | 53950 | 0.0002        | -               |
| 0.9100 | 54000 | 0.0004        | -               |
| 0.9109 | 54050 | 0.0002        | -               |
| 0.9117 | 54100 | 0.0004        | -               |
| 0.9126 | 54150 | 0.0003        | -               |
| 0.9134 | 54200 | 0.0002        | -               |
| 0.9142 | 54250 | 0.0           | -               |
| 0.9151 | 54300 | 0.0002        | -               |
| 0.9159 | 54350 | 0.0001        | -               |
| 0.9168 | 54400 | 0.0013        | -               |
| 0.9176 | 54450 | 0.0002        | -               |
| 0.9185 | 54500 | 0.0           | -               |
| 0.9193 | 54550 | 0.0014        | -               |
| 0.9201 | 54600 | 0.0002        | -               |
| 0.9210 | 54650 | 0.0009        | -               |
| 0.9218 | 54700 | 0.0005        | -               |
| 0.9227 | 54750 | 0.0002        | -               |
| 0.9235 | 54800 | 0.0003        | -               |
| 0.9243 | 54850 | 0.004         | -               |
| 0.9252 | 54900 | 0.0012        | -               |
| 0.9260 | 54950 | 0.0011        | -               |
| 0.9269 | 55000 | 0.0004        | -               |
| 0.9277 | 55050 | 0.0016        | -               |
| 0.9286 | 55100 | 0.0014        | -               |
| 0.9294 | 55150 | 0.0002        | -               |
| 0.9302 | 55200 | 0.0001        | -               |
| 0.9311 | 55250 | 0.0003        | -               |
| 0.9319 | 55300 | 0.0001        | -               |
| 0.9328 | 55350 | 0.0003        | -               |
| 0.9336 | 55400 | 0.0011        | -               |
| 0.9345 | 55450 | 0.0           | -               |
| 0.9353 | 55500 | 0.0003        | -               |
| 0.9361 | 55550 | 0.0003        | -               |
| 0.9370 | 55600 | 0.0003        | -               |
| 0.9378 | 55650 | 0.0006        | -               |
| 0.9387 | 55700 | 0.0001        | -               |
| 0.9395 | 55750 | 0.0005        | -               |
| 0.9404 | 55800 | 0.0004        | -               |
| 0.9412 | 55850 | 0.0002        | -               |
| 0.9420 | 55900 | 0.0001        | -               |
| 0.9429 | 55950 | 0.0003        | -               |
| 0.9437 | 56000 | 0.0           | -               |
| 0.9446 | 56050 | 0.0           | -               |
| 0.9454 | 56100 | 0.0002        | -               |
| 0.9463 | 56150 | 0.0001        | -               |
| 0.9471 | 56200 | 0.0011        | -               |
| 0.9479 | 56250 | 0.0003        | -               |
| 0.9488 | 56300 | 0.0002        | -               |
| 0.9496 | 56350 | 0.0001        | -               |
| 0.9505 | 56400 | 0.0003        | -               |
| 0.9513 | 56450 | 0.0003        | -               |
| 0.9522 | 56500 | 0.0003        | -               |
| 0.9530 | 56550 | 0.0003        | -               |
| 0.9538 | 56600 | 0.0003        | -               |
| 0.9547 | 56650 | 0.0           | -               |
| 0.9555 | 56700 | 0.0031        | -               |
| 0.9564 | 56750 | 0.0007        | -               |
| 0.9572 | 56800 | 0.0042        | -               |
| 0.9581 | 56850 | 0.0013        | -               |
| 0.9589 | 56900 | 0.0046        | -               |
| 0.9597 | 56950 | 0.0047        | -               |
| 0.9606 | 57000 | 0.0001        | -               |
| 0.9614 | 57050 | 0.0002        | -               |
| 0.9623 | 57100 | 0.0048        | -               |
| 0.9631 | 57150 | 0.0054        | -               |
| 0.9640 | 57200 | 0.0021        | -               |
| 0.9648 | 57250 | 0.0025        | -               |
| 0.9656 | 57300 | 0.0024        | -               |
| 0.9665 | 57350 | 0.0021        | -               |
| 0.9673 | 57400 | 0.0011        | -               |
| 0.9682 | 57450 | 0.0017        | -               |
| 0.9690 | 57500 | 0.0021        | -               |
| 0.9699 | 57550 | 0.0013        | -               |
| 0.9707 | 57600 | 0.0017        | -               |
| 0.9715 | 57650 | 0.0027        | -               |
| 0.9724 | 57700 | 0.0014        | -               |
| 0.9732 | 57750 | 0.0021        | -               |
| 0.9741 | 57800 | 0.0026        | -               |
| 0.9749 | 57850 | 0.0003        | -               |
| 0.9757 | 57900 | 0.0022        | -               |
| 0.9766 | 57950 | 0.0016        | -               |
| 0.9774 | 58000 | 0.0015        | -               |
| 0.9783 | 58050 | 0.0012        | -               |
| 0.9791 | 58100 | 0.0015        | -               |
| 0.9800 | 58150 | 0.001         | -               |
| 0.9808 | 58200 | 0.0003        | -               |
| 0.9816 | 58250 | 0.0007        | -               |
| 0.9825 | 58300 | 0.0007        | -               |
| 0.9833 | 58350 | 0.0003        | -               |
| 0.9842 | 58400 | 0.0001        | -               |
| 0.9850 | 58450 | 0.0001        | -               |
| 0.9859 | 58500 | 0.0002        | -               |
| 0.9867 | 58550 | 0.0           | -               |
| 0.9875 | 58600 | 0.0001        | -               |
| 0.9884 | 58650 | 0.0002        | -               |
| 0.9892 | 58700 | 0.0002        | -               |
| 0.9901 | 58750 | 0.0           | -               |
| 0.9909 | 58800 | 0.0001        | -               |
| 0.9918 | 58850 | 0.0006        | -               |
| 0.9926 | 58900 | 0.0002        | -               |
| 0.9934 | 58950 | 0.0004        | -               |
| 0.9943 | 59000 | 0.0002        | -               |
| 0.9951 | 59050 | 0.0003        | -               |
| 0.9960 | 59100 | 0.0004        | -               |
| 0.9968 | 59150 | 0.0002        | -               |
| 0.9977 | 59200 | 0.0002        | -               |
| 0.9985 | 59250 | 0.0011        | -               |
| 0.9993 | 59300 | 0.0001        | -               |
| 1.0    | 59339 | -             | 0.1346          |
| 1.0002 | 59350 | 0.0001        | -               |
| 1.0010 | 59400 | 0.0           | -               |
| 1.0019 | 59450 | 0.0004        | -               |
| 1.0027 | 59500 | 0.0           | -               |
| 1.0036 | 59550 | 0.0002        | -               |
| 1.0044 | 59600 | 0.0001        | -               |
| 1.0052 | 59650 | 0.0004        | -               |
| 1.0061 | 59700 | 0.0001        | -               |
| 1.0069 | 59750 | 0.0002        | -               |
| 1.0078 | 59800 | 0.0002        | -               |
| 1.0086 | 59850 | 0.0           | -               |
| 1.0095 | 59900 | 0.0002        | -               |
| 1.0103 | 59950 | 0.0001        | -               |
| 1.0111 | 60000 | 0.0003        | -               |
| 1.0120 | 60050 | 0.0002        | -               |
| 1.0128 | 60100 | 0.0002        | -               |
| 1.0137 | 60150 | 0.0002        | -               |
| 1.0145 | 60200 | 0.0002        | -               |
| 1.0154 | 60250 | 0.0002        | -               |
| 1.0162 | 60300 | 0.0001        | -               |
| 1.0170 | 60350 | 0.0001        | -               |
| 1.0179 | 60400 | 0.0001        | -               |
| 1.0187 | 60450 | 0.0002        | -               |
| 1.0196 | 60500 | 0.0001        | -               |
| 1.0204 | 60550 | 0.0007        | -               |
| 1.0213 | 60600 | 0.0012        | -               |
| 1.0221 | 60650 | 0.0002        | -               |
| 1.0229 | 60700 | 0.0002        | -               |
| 1.0238 | 60750 | 0.0003        | -               |
| 1.0246 | 60800 | 0.0003        | -               |
| 1.0255 | 60850 | 0.0001        | -               |
| 1.0263 | 60900 | 0.0007        | -               |
| 1.0271 | 60950 | 0.0           | -               |
| 1.0280 | 61000 | 0.0001        | -               |
| 1.0288 | 61050 | 0.0003        | -               |
| 1.0297 | 61100 | 0.0002        | -               |
| 1.0305 | 61150 | 0.0001        | -               |
| 1.0314 | 61200 | 0.0004        | -               |
| 1.0322 | 61250 | 0.0002        | -               |
| 1.0330 | 61300 | 0.0001        | -               |
| 1.0339 | 61350 | 0.0001        | -               |
| 1.0347 | 61400 | 0.0004        | -               |
| 1.0356 | 61450 | 0.0           | -               |
| 1.0364 | 61500 | 0.0003        | -               |
| 1.0373 | 61550 | 0.0002        | -               |
| 1.0381 | 61600 | 0.0005        | -               |
| 1.0389 | 61650 | 0.0001        | -               |
| 1.0398 | 61700 | 0.0002        | -               |
| 1.0406 | 61750 | 0.0004        | -               |
| 1.0415 | 61800 | 0.0           | -               |
| 1.0423 | 61850 | 0.0002        | -               |
| 1.0432 | 61900 | 0.0004        | -               |
| 1.0440 | 61950 | 0.0002        | -               |
| 1.0448 | 62000 | 0.0003        | -               |
| 1.0457 | 62050 | 0.0001        | -               |
| 1.0465 | 62100 | 0.0001        | -               |
| 1.0474 | 62150 | 0.0003        | -               |
| 1.0482 | 62200 | 0.0002        | -               |
| 1.0491 | 62250 | 0.0002        | -               |
| 1.0499 | 62300 | 0.0004        | -               |
| 1.0507 | 62350 | 0.0002        | -               |
| 1.0516 | 62400 | 0.0007        | -               |
| 1.0524 | 62450 | 0.0002        | -               |
| 1.0533 | 62500 | 0.0           | -               |
| 1.0541 | 62550 | 0.0002        | -               |
| 1.0550 | 62600 | 0.0001        | -               |
| 1.0558 | 62650 | 0.0002        | -               |
| 1.0566 | 62700 | 0.0002        | -               |
| 1.0575 | 62750 | 0.0           | -               |
| 1.0583 | 62800 | 0.0001        | -               |
| 1.0592 | 62850 | 0.0001        | -               |
| 1.0600 | 62900 | 0.0001        | -               |
| 1.0609 | 62950 | 0.0009        | -               |
| 1.0617 | 63000 | 0.0001        | -               |
| 1.0625 | 63050 | 0.0003        | -               |
| 1.0634 | 63100 | 0.0006        | -               |
| 1.0642 | 63150 | 0.0003        | -               |
| 1.0651 | 63200 | 0.0           | -               |
| 1.0659 | 63250 | 0.0002        | -               |
| 1.0668 | 63300 | 0.0002        | -               |
| 1.0676 | 63350 | 0.0009        | -               |
| 1.0684 | 63400 | 0.0003        | -               |
| 1.0693 | 63450 | 0.0004        | -               |
| 1.0701 | 63500 | 0.0002        | -               |
| 1.0710 | 63550 | 0.0001        | -               |
| 1.0718 | 63600 | 0.0003        | -               |
| 1.0727 | 63650 | 0.0004        | -               |
| 1.0735 | 63700 | 0.0002        | -               |
| 1.0743 | 63750 | 0.0001        | -               |
| 1.0752 | 63800 | 0.0002        | -               |
| 1.0760 | 63850 | 0.0001        | -               |
| 1.0769 | 63900 | 0.0002        | -               |
| 1.0777 | 63950 | 0.0002        | -               |
| 1.0785 | 64000 | 0.0001        | -               |
| 1.0794 | 64050 | 0.0           | -               |
| 1.0802 | 64100 | 0.0005        | -               |
| 1.0811 | 64150 | 0.0002        | -               |
| 1.0819 | 64200 | 0.0           | -               |
| 1.0828 | 64250 | 0.0002        | -               |
| 1.0836 | 64300 | 0.0002        | -               |
| 1.0844 | 64350 | 0.0002        | -               |
| 1.0853 | 64400 | 0.0002        | -               |
| 1.0861 | 64450 | 0.0002        | -               |
| 1.0870 | 64500 | 0.0008        | -               |
| 1.0878 | 64550 | 0.0001        | -               |
| 1.0887 | 64600 | 0.0001        | -               |
| 1.0895 | 64650 | 0.0           | -               |
| 1.0903 | 64700 | 0.0001        | -               |
| 1.0912 | 64750 | 0.0           | -               |
| 1.0920 | 64800 | 0.0           | -               |
| 1.0929 | 64850 | 0.0           | -               |
| 1.0937 | 64900 | 0.0003        | -               |
| 1.0946 | 64950 | 0.0001        | -               |
| 1.0954 | 65000 | 0.0           | -               |
| 1.0962 | 65050 | 0.0004        | -               |
| 1.0971 | 65100 | 0.0001        | -               |
| 1.0979 | 65150 | 0.0003        | -               |
| 1.0988 | 65200 | 0.0001        | -               |
| 1.0996 | 65250 | 0.0013        | -               |
| 1.1005 | 65300 | 0.0003        | -               |
| 1.1013 | 65350 | 0.0           | -               |
| 1.1021 | 65400 | 0.0001        | -               |
| 1.1030 | 65450 | 0.0008        | -               |
| 1.1038 | 65500 | 0.0003        | -               |
| 1.1047 | 65550 | 0.0001        | -               |
| 1.1055 | 65600 | 0.0001        | -               |
| 1.1064 | 65650 | 0.0           | -               |
| 1.1072 | 65700 | 0.0001        | -               |
| 1.1080 | 65750 | 0.0003        | -               |
| 1.1089 | 65800 | 0.0003        | -               |
| 1.1097 | 65850 | 0.0           | -               |
| 1.1106 | 65900 | 0.0012        | -               |
| 1.1114 | 65950 | 0.0024        | -               |
| 1.1123 | 66000 | 0.0036        | -               |
| 1.1131 | 66050 | 0.0056        | -               |
| 1.1139 | 66100 | 0.0038        | -               |
| 1.1148 | 66150 | 0.0057        | -               |
| 1.1156 | 66200 | 0.0009        | -               |
| 1.1165 | 66250 | 0.0026        | -               |
| 1.1173 | 66300 | 0.0016        | -               |
| 1.1182 | 66350 | 0.0007        | -               |
| 1.1190 | 66400 | 0.0017        | -               |
| 1.1198 | 66450 | 0.0008        | -               |
| 1.1207 | 66500 | 0.0003        | -               |
| 1.1215 | 66550 | 0.0001        | -               |
| 1.1224 | 66600 | 0.0001        | -               |
| 1.1232 | 66650 | 0.0032        | -               |
| 1.1240 | 66700 | 0.0021        | -               |
| 1.1249 | 66750 | 0.0017        | -               |
| 1.1257 | 66800 | 0.0011        | -               |
| 1.1266 | 66850 | 0.0004        | -               |
| 1.1274 | 66900 | 0.0011        | -               |
| 1.1283 | 66950 | 0.0001        | -               |
| 1.1291 | 67000 | 0.0016        | -               |
| 1.1299 | 67050 | 0.0011        | -               |
| 1.1308 | 67100 | 0.0016        | -               |
| 1.1316 | 67150 | 0.0008        | -               |
| 1.1325 | 67200 | 0.0004        | -               |
| 1.1333 | 67250 | 0.0001        | -               |
| 1.1342 | 67300 | 0.0004        | -               |
| 1.1350 | 67350 | 0.0005        | -               |
| 1.1358 | 67400 | 0.0006        | -               |
| 1.1367 | 67450 | 0.0009        | -               |
| 1.1375 | 67500 | 0.001         | -               |
| 1.1384 | 67550 | 0.0006        | -               |
| 1.1392 | 67600 | 0.0002        | -               |
| 1.1401 | 67650 | 0.0002        | -               |
| 1.1409 | 67700 | 0.0           | -               |
| 1.1417 | 67750 | 0.0005        | -               |
| 1.1426 | 67800 | 0.0004        | -               |
| 1.1434 | 67850 | 0.0003        | -               |
| 1.1443 | 67900 | 0.0013        | -               |
| 1.1451 | 67950 | 0.0002        | -               |
| 1.1460 | 68000 | 0.0001        | -               |
| 1.1468 | 68050 | 0.0004        | -               |
| 1.1476 | 68100 | 0.0001        | -               |
| 1.1485 | 68150 | 0.0004        | -               |
| 1.1493 | 68200 | 0.0008        | -               |
| 1.1502 | 68250 | 0.0           | -               |
| 1.1510 | 68300 | 0.0005        | -               |
| 1.1519 | 68350 | 0.0002        | -               |
| 1.1527 | 68400 | 0.0002        | -               |
| 1.1535 | 68450 | 0.0001        | -               |
| 1.1544 | 68500 | 0.0001        | -               |
| 1.1552 | 68550 | 0.0004        | -               |
| 1.1561 | 68600 | 0.0001        | -               |
| 1.1569 | 68650 | 0.0002        | -               |
| 1.1578 | 68700 | 0.0           | -               |
| 1.1586 | 68750 | 0.0001        | -               |
| 1.1594 | 68800 | 0.0           | -               |
| 1.1603 | 68850 | 0.0002        | -               |
| 1.1611 | 68900 | 0.0           | -               |
| 1.1620 | 68950 | 0.0005        | -               |
| 1.1628 | 69000 | 0.0           | -               |
| 1.1637 | 69050 | 0.0002        | -               |
| 1.1645 | 69100 | 0.0003        | -               |
| 1.1653 | 69150 | 0.0003        | -               |
| 1.1662 | 69200 | 0.0002        | -               |
| 1.1670 | 69250 | 0.0011        | -               |
| 1.1679 | 69300 | 0.0001        | -               |
| 1.1687 | 69350 | 0.0           | -               |
| 1.1696 | 69400 | 0.0           | -               |
| 1.1704 | 69450 | 0.0003        | -               |
| 1.1712 | 69500 | 0.0004        | -               |
| 1.1721 | 69550 | 0.0001        | -               |
| 1.1729 | 69600 | 0.0001        | -               |
| 1.1738 | 69650 | 0.0           | -               |
| 1.1746 | 69700 | 0.0003        | -               |
| 1.1754 | 69750 | 0.0004        | -               |
| 1.1763 | 69800 | 0.0001        | -               |
| 1.1771 | 69850 | 0.0005        | -               |
| 1.1780 | 69900 | 0.0001        | -               |
| 1.1788 | 69950 | 0.0004        | -               |
| 1.1797 | 70000 | 0.0001        | -               |
| 1.1805 | 70050 | 0.0003        | -               |
| 1.1813 | 70100 | 0.0011        | -               |
| 1.1822 | 70150 | 0.0003        | -               |
| 1.1830 | 70200 | 0.0003        | -               |
| 1.1839 | 70250 | 0.0           | -               |
| 1.1847 | 70300 | 0.0003        | -               |
| 1.1856 | 70350 | 0.0001        | -               |
| 1.1864 | 70400 | 0.0002        | -               |
| 1.1872 | 70450 | 0.0001        | -               |
| 1.1881 | 70500 | 0.0002        | -               |
| 1.1889 | 70550 | 0.0001        | -               |
| 1.1898 | 70600 | 0.0008        | -               |
| 1.1906 | 70650 | 0.0004        | -               |
| 1.1915 | 70700 | 0.0004        | -               |
| 1.1923 | 70750 | 0.0002        | -               |
| 1.1931 | 70800 | 0.0002        | -               |
| 1.1940 | 70850 | 0.0002        | -               |
| 1.1948 | 70900 | 0.0005        | -               |
| 1.1957 | 70950 | 0.0008        | -               |
| 1.1965 | 71000 | 0.0001        | -               |
| 1.1974 | 71050 | 0.0003        | -               |
| 1.1982 | 71100 | 0.0002        | -               |
| 1.1990 | 71150 | 0.0           | -               |
| 1.1999 | 71200 | 0.0002        | -               |
| 1.2007 | 71250 | 0.0           | -               |
| 1.2016 | 71300 | 0.0009        | -               |
| 1.2024 | 71350 | 0.0003        | -               |
| 1.2033 | 71400 | 0.001         | -               |
| 1.2041 | 71450 | 0.0011        | -               |
| 1.2049 | 71500 | 0.0           | -               |
| 1.2058 | 71550 | 0.0           | -               |
| 1.2066 | 71600 | 0.0           | -               |
| 1.2075 | 71650 | 0.0001        | -               |
| 1.2083 | 71700 | 0.0008        | -               |
| 1.2092 | 71750 | 0.0002        | -               |
| 1.2100 | 71800 | 0.0003        | -               |
| 1.2108 | 71850 | 0.0009        | -               |
| 1.2117 | 71900 | 0.0001        | -               |
| 1.2125 | 71950 | 0.0001        | -               |
| 1.2134 | 72000 | 0.0           | -               |
| 1.2142 | 72050 | 0.0001        | -               |
| 1.2151 | 72100 | 0.0001        | -               |
| 1.2159 | 72150 | 0.0           | -               |
| 1.2167 | 72200 | 0.0           | -               |
| 1.2176 | 72250 | 0.0001        | -               |
| 1.2184 | 72300 | 0.0004        | -               |
| 1.2193 | 72350 | 0.0003        | -               |
| 1.2201 | 72400 | 0.0001        | -               |
| 1.2210 | 72450 | 0.0001        | -               |
| 1.2218 | 72500 | 0.0001        | -               |
| 1.2226 | 72550 | 0.0001        | -               |
| 1.2235 | 72600 | 0.0           | -               |
| 1.2243 | 72650 | 0.0003        | -               |
| 1.2252 | 72700 | 0.0001        | -               |
| 1.2260 | 72750 | 0.0001        | -               |
| 1.2268 | 72800 | 0.0001        | -               |
| 1.2277 | 72850 | 0.0008        | -               |
| 1.2285 | 72900 | 0.0001        | -               |
| 1.2294 | 72950 | 0.0001        | -               |
| 1.2302 | 73000 | 0.0001        | -               |
| 1.2311 | 73050 | 0.0           | -               |
| 1.2319 | 73100 | 0.0003        | -               |
| 1.2327 | 73150 | 0.0004        | -               |
| 1.2336 | 73200 | 0.0001        | -               |
| 1.2344 | 73250 | 0.0001        | -               |
| 1.2353 | 73300 | 0.0002        | -               |
| 1.2361 | 73350 | 0.0004        | -               |
| 1.2370 | 73400 | 0.0001        | -               |
| 1.2378 | 73450 | 0.0003        | -               |
| 1.2386 | 73500 | 0.0002        | -               |
| 1.2395 | 73550 | 0.0002        | -               |
| 1.2403 | 73600 | 0.0           | -               |
| 1.2412 | 73650 | 0.0001        | -               |
| 1.2420 | 73700 | 0.0003        | -               |
| 1.2429 | 73750 | 0.0           | -               |
| 1.2437 | 73800 | 0.0           | -               |
| 1.2445 | 73850 | 0.001         | -               |
| 1.2454 | 73900 | 0.0           | -               |
| 1.2462 | 73950 | 0.0008        | -               |
| 1.2471 | 74000 | 0.0002        | -               |
| 1.2479 | 74050 | 0.0002        | -               |
| 1.2488 | 74100 | 0.0003        | -               |
| 1.2496 | 74150 | 0.0           | -               |
| 1.2504 | 74200 | 0.0003        | -               |
| 1.2513 | 74250 | 0.0002        | -               |
| 1.2521 | 74300 | 0.0001        | -               |
| 1.2530 | 74350 | 0.0           | -               |
| 1.2538 | 74400 | 0.0002        | -               |
| 1.2547 | 74450 | 0.0002        | -               |
| 1.2555 | 74500 | 0.0001        | -               |
| 1.2563 | 74550 | 0.0001        | -               |
| 1.2572 | 74600 | 0.0001        | -               |
| 1.2580 | 74650 | 0.0001        | -               |
| 1.2589 | 74700 | 0.0002        | -               |
| 1.2597 | 74750 | 0.0002        | -               |
| 1.2606 | 74800 | 0.0009        | -               |
| 1.2614 | 74850 | 0.0004        | -               |
| 1.2622 | 74900 | 0.0001        | -               |
| 1.2631 | 74950 | 0.0001        | -               |
| 1.2639 | 75000 | 0.0001        | -               |
| 1.2648 | 75050 | 0.0004        | -               |
| 1.2656 | 75100 | 0.0002        | -               |
| 1.2665 | 75150 | 0.0001        | -               |
| 1.2673 | 75200 | 0.0001        | -               |
| 1.2681 | 75250 | 0.0001        | -               |
| 1.2690 | 75300 | 0.0002        | -               |
| 1.2698 | 75350 | 0.0003        | -               |
| 1.2707 | 75400 | 0.0001        | -               |
| 1.2715 | 75450 | 0.0002        | -               |
| 1.2724 | 75500 | 0.0001        | -               |
| 1.2732 | 75550 | 0.0002        | -               |
| 1.2740 | 75600 | 0.0014        | -               |
| 1.2749 | 75650 | 0.0001        | -               |
| 1.2757 | 75700 | 0.0002        | -               |
| 1.2766 | 75750 | 0.0002        | -               |
| 1.2774 | 75800 | 0.0003        | -               |
| 1.2782 | 75850 | 0.0           | -               |
| 1.2791 | 75900 | 0.0           | -               |
| 1.2799 | 75950 | 0.0002        | -               |
| 1.2808 | 76000 | 0.0001        | -               |
| 1.2816 | 76050 | 0.0001        | -               |
| 1.2825 | 76100 | 0.0009        | -               |
| 1.2833 | 76150 | 0.0008        | -               |
| 1.2841 | 76200 | 0.0001        | -               |
| 1.2850 | 76250 | 0.0002        | -               |
| 1.2858 | 76300 | 0.0002        | -               |
| 1.2867 | 76350 | 0.001         | -               |
| 1.2875 | 76400 | 0.0009        | -               |
| 1.2884 | 76450 | 0.0002        | -               |
| 1.2892 | 76500 | 0.0           | -               |
| 1.2900 | 76550 | 0.0017        | -               |
| 1.2909 | 76600 | 0.0002        | -               |
| 1.2917 | 76650 | 0.0008        | -               |
| 1.2926 | 76700 | 0.0005        | -               |
| 1.2934 | 76750 | 0.0001        | -               |
| 1.2943 | 76800 | 0.0003        | -               |
| 1.2951 | 76850 | 0.0002        | -               |
| 1.2959 | 76900 | 0.0001        | -               |
| 1.2968 | 76950 | 0.0001        | -               |
| 1.2976 | 77000 | 0.0004        | -               |
| 1.2985 | 77050 | 0.0           | -               |
| 1.2993 | 77100 | 0.0003        | -               |
| 1.3002 | 77150 | 0.0001        | -               |
| 1.3010 | 77200 | 0.0002        | -               |
| 1.3018 | 77250 | 0.0002        | -               |
| 1.3027 | 77300 | 0.0002        | -               |
| 1.3035 | 77350 | 0.0002        | -               |
| 1.3044 | 77400 | 0.0004        | -               |
| 1.3052 | 77450 | 0.0009        | -               |
| 1.3061 | 77500 | 0.0           | -               |
| 1.3069 | 77550 | 0.0003        | -               |
| 1.3077 | 77600 | 0.0002        | -               |
| 1.3086 | 77650 | 0.0           | -               |
| 1.3094 | 77700 | 0.0003        | -               |
| 1.3103 | 77750 | 0.0           | -               |
| 1.3111 | 77800 | 0.0           | -               |
| 1.3120 | 77850 | 0.0009        | -               |
| 1.3128 | 77900 | 0.0           | -               |
| 1.3136 | 77950 | 0.0008        | -               |
| 1.3145 | 78000 | 0.0001        | -               |
| 1.3153 | 78050 | 0.0004        | -               |
| 1.3162 | 78100 | 0.0002        | -               |
| 1.3170 | 78150 | 0.0002        | -               |
| 1.3179 | 78200 | 0.0           | -               |
| 1.3187 | 78250 | 0.0008        | -               |
| 1.3195 | 78300 | 0.0003        | -               |
| 1.3204 | 78350 | 0.0002        | -               |
| 1.3212 | 78400 | 0.0           | -               |
| 1.3221 | 78450 | 0.0002        | -               |
| 1.3229 | 78500 | 0.0           | -               |
| 1.3237 | 78550 | 0.0           | -               |
| 1.3246 | 78600 | 0.0002        | -               |
| 1.3254 | 78650 | 0.0           | -               |
| 1.3263 | 78700 | 0.0002        | -               |
| 1.3271 | 78750 | 0.0003        | -               |
| 1.3280 | 78800 | 0.0002        | -               |
| 1.3288 | 78850 | 0.0002        | -               |
| 1.3296 | 78900 | 0.0001        | -               |
| 1.3305 | 78950 | 0.0           | -               |
| 1.3313 | 79000 | 0.0002        | -               |
| 1.3322 | 79050 | 0.0001        | -               |
| 1.3330 | 79100 | 0.0002        | -               |
| 1.3339 | 79150 | 0.0001        | -               |
| 1.3347 | 79200 | 0.0003        | -               |
| 1.3355 | 79250 | 0.0002        | -               |
| 1.3364 | 79300 | 0.0001        | -               |
| 1.3372 | 79350 | 0.0           | -               |
| 1.3381 | 79400 | 0.0007        | -               |
| 1.3389 | 79450 | 0.0002        | -               |
| 1.3398 | 79500 | 0.0002        | -               |
| 1.3406 | 79550 | 0.0003        | -               |
| 1.3414 | 79600 | 0.0002        | -               |
| 1.3423 | 79650 | 0.0           | -               |
| 1.3431 | 79700 | 0.0004        | -               |
| 1.3440 | 79750 | 0.0009        | -               |
| 1.3448 | 79800 | 0.0018        | -               |
| 1.3457 | 79850 | 0.0002        | -               |
| 1.3465 | 79900 | 0.0003        | -               |
| 1.3473 | 79950 | 0.0001        | -               |
| 1.3482 | 80000 | 0.0005        | -               |
| 1.3490 | 80050 | 0.0003        | -               |
| 1.3499 | 80100 | 0.0002        | -               |
| 1.3507 | 80150 | 0.0001        | -               |
| 1.3516 | 80200 | 0.0002        | -               |
| 1.3524 | 80250 | 0.0003        | -               |
| 1.3532 | 80300 | 0.0004        | -               |
| 1.3541 | 80350 | 0.0002        | -               |
| 1.3549 | 80400 | 0.0           | -               |
| 1.3558 | 80450 | 0.0002        | -               |
| 1.3566 | 80500 | 0.0           | -               |
| 1.3575 | 80550 | 0.0           | -               |
| 1.3583 | 80600 | 0.0002        | -               |
| 1.3591 | 80650 | 0.0009        | -               |
| 1.3600 | 80700 | 0.0002        | -               |
| 1.3608 | 80750 | 0.0001        | -               |
| 1.3617 | 80800 | 0.0001        | -               |
| 1.3625 | 80850 | 0.0006        | -               |
| 1.3634 | 80900 | 0.0002        | -               |
| 1.3642 | 80950 | 0.0002        | -               |
| 1.3650 | 81000 | 0.0001        | -               |
| 1.3659 | 81050 | 0.0           | -               |
| 1.3667 | 81100 | 0.0007        | -               |
| 1.3676 | 81150 | 0.0001        | -               |
| 1.3684 | 81200 | 0.0003        | -               |
| 1.3693 | 81250 | 0.0001        | -               |
| 1.3701 | 81300 | 0.0           | -               |
| 1.3709 | 81350 | 0.0011        | -               |
| 1.3718 | 81400 | 0.0004        | -               |
| 1.3726 | 81450 | 0.0002        | -               |
| 1.3735 | 81500 | 0.0003        | -               |
| 1.3743 | 81550 | 0.0002        | -               |
| 1.3751 | 81600 | 0.0           | -               |
| 1.3760 | 81650 | 0.0001        | -               |

### Framework Versions
- Python: 3.10.14
- SetFit: 1.1.0
- Sentence Transformers: 3.1.1
- Transformers: 4.45.1
- PyTorch: 2.4.1+cu121
- Datasets: 3.0.1
- Tokenizers: 0.20.0

## Citation

### BibTeX
```bibtex
@article{https://doi.org/10.48550/arxiv.2209.11055,
    doi = {10.48550/ARXIV.2209.11055},
    url = {https://arxiv.org/abs/2209.11055},
    author = {Tunstall, Lewis and Reimers, Nils and Jo, Unso Eun Seo and Bates, Luke and Korat, Daniel and Wasserblat, Moshe and Pereg, Oren},
    keywords = {Computation and Language (cs.CL), FOS: Computer and information sciences, FOS: Computer and information sciences},
    title = {Efficient Few-Shot Learning Without Prompts},
    publisher = {arXiv},
    year = {2022},
    copyright = {Creative Commons Attribution 4.0 International}
}
```

<!--
## Glossary

*Clearly define terms in order to be accessible across audiences.*
-->

<!--
## Model Card Authors

*Lists the people who create the model card, providing recognition and accountability for the detailed work that goes into its construction.*
-->

<!--
## Model Card Contact

*Provides a way for people who have updates to the Model Card, suggestions, or questions, to contact the Model Card authors.*
-->