setwd("C:/Users/ASUS/Desktop/快手")data = read.csv("Within_Random_PK_final.csv")# 检查是否每个PK都包含两个
data= data %>% group_by(pk_id)%>% filter(n()==2)# 删除两个author repetion的数据
data= data %>% group_by(author_id,other_author_id) %>% mutate(pk_repetition= row_number(pk_id)) %>% ungroup()table(data$pk_repetition)##
## 1 2 3 4 5 6 7
## 374252 228 36 16 4 2 2data= data[data$pk_repetition==1,]table(data$common_user_count)##
## 0 1 2 3 4 5 6 7 8 9 10
## 281086 19700 8770 5826 4114 3432 2786 2376 1950 1742 1526
## 11 12 13 14 15 16 17 18 19 20 21
## 1422 1310 1174 1052 974 1010 868 778 748 658 676
## 22 23 24 25 26 27 28 29 30 31 32
## 530 584 530 518 524 448 490 434 434 414 394
## 33 34 35 36 37 38 39 40 41 42 43
## 368 342 318 338 274 300 278 292 290 272 270
## 44 45 46 47 48 49 50 51 52 53 54
## 244 240 232 250 224 208 210 212 200 196 200
## 55 56 57 58 59 60 61 62 63 64 65
## 148 168 132 200 176 152 176 160 134 172 136
## 66 67 68 69 70 71 72 73 74 75 76
## 126 126 150 134 166 128 100 130 106 108 102
## 77 78 79 80 81 82 83 84 85 86 87
## 94 112 102 86 94 98 102 90 76 96 92
## 88 89 90 91 92 93 94 95 96 97 98
## 88 114 136 86 84 84 82 102 84 72 68
## 99 100 101 102 103 104 105 106 107 108 109
## 68 64 72 76 72 66 96 68 72 50 62
## 110 111 112 113 114 115 116 117 118 119 120
## 52 62 80 60 62 64 76 68 68 52 66
## 121 122 123 124 125 126 127 128 129 130 131
## 60 44 50 50 48 54 36 48 44 42 38
## 132 133 134 135 136 137 138 139 140 141 142
## 46 48 46 58 42 38 44 36 56 50 34
## 143 144 145 146 147 148 149 150 151 152 153
## 34 54 56 32 34 42 52 38 28 30 40
## 154 155 156 157 158 159 160 161 162 163 164
## 36 32 22 52 36 50 50 32 32 38 44
## 165 166 167 168 169 170 171 172 173 174 175
## 34 28 50 46 42 18 34 32 16 28 36
## 176 177 178 179 180 181 182 183 184 185 186
## 34 32 28 32 22 24 22 36 32 36 44
## 187 188 189 190 191 192 193 194 195 196 197
## 22 34 14 20 34 24 40 32 18 18 18
## 198 199 200 201 202 203 204 205 206 207 208
## 40 20 20 24 22 34 28 28 18 28 28
## 209 210 211 212 213 214 215 216 217 218 219
## 26 20 20 24 26 30 30 26 20 34 28
## 220 221 222 223 224 225 226 227 228 229 230
## 22 28 20 24 30 14 16 30 24 34 18
## 231 232 233 234 235 236 237 238 239 240 241
## 38 18 12 28 20 26 26 14 18 24 16
## 242 243 244 245 246 247 248 249 250 251 252
## 22 16 20 18 24 24 18 22 18 10 18
## 253 254 255 256 257 258 259 260 261 262 263
## 20 14 20 20 22 14 32 22 18 12 20
## 264 265 266 267 268 269 270 271 272 273 274
## 22 10 8 20 14 32 14 20 14 20 28
## 275 276 277 278 279 280 281 282 283 284 285
## 20 14 18 14 14 16 12 12 12 18 14
## 286 287 288 289 290 291 292 293 294 295 296
## 18 6 16 12 10 10 20 22 8 12 16
## 297 298 299 300 301 302 303 304 305 306 307
## 8 18 8 8 8 10 18 10 4 14 12
## 308 309 310 311 312 313 314 315 316 317 318
## 14 24 22 6 6 12 14 8 20 6 8
## 319 320 321 322 323 324 325 326 327 328 329
## 6 10 20 20 10 4 14 8 8 14 6
## 330 331 332 333 334 335 336 337 338 339 340
## 16 14 8 12 14 10 6 14 20 12 16
## 341 342 343 344 345 346 347 348 349 350 351
## 6 16 12 8 8 10 10 14 12 18 26
## 352 353 354 355 356 357 358 359 360 361 362
## 12 14 16 10 12 8 10 14 12 12 6
## 363 364 365 366 367 368 369 370 371 372 373
## 16 10 4 12 6 2 16 6 6 12 14
## 374 375 376 377 378 379 380 381 382 383 384
## 14 8 2 8 12 6 10 12 8 12 10
## 385 386 387 388 389 390 391 392 393 394 395
## 6 10 12 10 4 12 6 4 16 12 8
## 396 397 398 399 400 401 402 403 404 405 406
## 8 8 8 4 14 12 16 8 2 12 20
## 407 408 409 410 411 412 413 414 415 416 417
## 4 12 16 2 16 6 10 8 2 10 8
## 418 419 420 421 422 423 424 425 426 427 428
## 4 8 2 16 4 16 4 14 10 8 6
## 429 430 431 432 433 434 435 436 437 438 439
## 6 8 10 8 6 2 12 4 6 2 8
## 440 441 442 443 444 445 446 447 448 449 450
## 4 2 6 8 8 4 8 8 12 4 8
## 451 452 453 454 455 456 457 458 459 460 461
## 12 6 8 4 4 2 8 8 12 6 4
## 462 463 464 465 466 467 468 469 470 471 472
## 6 2 10 2 18 8 10 2 8 8 8
## 473 474 475 476 477 478 479 480 481 484 485
## 8 8 8 6 6 10 4 10 8 4 6
## 486 487 488 489 490 491 492 493 495 496 497
## 8 6 12 12 8 4 4 8 2 10 4
## 498 499 500 501 502 503 504 505 506 507 508
## 12 4 8 4 10 8 6 2 8 6 4
## 509 510 511 512 513 514 515 516 517 518 519
## 12 10 4 4 12 16 6 4 6 8 4
## 520 521 522 523 524 525 526 527 528 529 531
## 12 4 8 4 10 6 4 6 10 10 6
## 532 533 534 535 536 538 539 540 541 543 544
## 6 6 8 20 8 4 16 6 4 4 4
## 546 547 548 549 550 551 552 553 555 556 557
## 10 2 4 12 2 4 12 4 6 6 8
## 558 559 560 561 562 563 564 565 566 567 568
## 2 4 4 4 4 8 2 10 6 8 6
## 569 570 571 572 573 574 575 576 577 578 579
## 8 8 10 12 6 4 12 6 2 6 10
## 580 581 582 583 584 585 586 587 588 589 590
## 4 2 10 8 2 6 2 4 8 2 8
## 591 593 594 595 596 597 598 599 600 601 602
## 10 8 10 2 4 2 6 4 6 4 2
## 603 604 605 607 608 609 610 611 612 613 615
## 14 2 4 2 2 6 2 6 2 6 10
## 616 617 619 620 621 622 623 624 625 626 627
## 2 8 4 6 8 2 2 4 2 8 4
## 628 629 630 631 632 633 634 635 637 638 639
## 2 6 6 8 4 4 2 6 10 4 6
## 640 641 642 643 644 645 646 647 648 649 650
## 8 4 4 6 4 6 6 2 10 4 8
## 651 652 653 654 655 656 657 658 659 660 661
## 6 8 4 8 4 2 2 8 6 4 8
## 662 664 665 666 668 669 670 671 672 674 675
## 6 6 4 2 2 6 2 4 4 2 6
## 676 677 678 679 680 681 683 684 685 686 687
## 2 2 4 4 2 8 2 2 4 4 8
## 688 689 690 691 692 693 694 695 697 698 699
## 6 8 2 6 6 8 2 2 2 6 4
## 700 701 702 703 704 705 706 707 708 710 712
## 2 2 8 8 8 4 2 8 2 4 4
## 713 714 715 716 717 718 721 722 723 724 725
## 4 2 2 4 2 2 8 8 10 2 4
## 726 727 729 730 731 732 733 734 735 736 737
## 2 2 6 6 6 6 10 2 2 4 4
## 739 740 742 744 745 746 747 749 750 751 752
## 4 4 4 2 2 2 4 4 2 4 2
## 754 756 757 759 760 764 765 766 768 769 770
## 6 12 6 4 2 6 2 2 6 2 4
## 771 772 774 775 776 778 779 780 781 782 783
## 8 2 2 4 2 4 4 2 4 6 2
## 784 785 787 793 794 795 796 797 798 799 800
## 4 2 4 2 2 2 4 6 2 2 6
## 801 803 804 805 806 807 808 810 811 812 813
## 2 4 2 2 4 8 4 6 4 4 2
## 814 816 817 818 819 820 822 823 824 826 827
## 6 2 2 8 12 6 2 2 2 2 8
## 828 829 830 831 832 833 834 835 836 837 838
## 4 8 4 2 2 6 8 6 4 8 6
## 839 841 843 844 846 847 848 849 850 851 852
## 2 10 2 4 4 4 4 2 2 8 2
## 853 854 857 858 859 860 861 863 865 866 867
## 4 8 4 4 4 4 2 8 4 4 2
## 868 869 871 872 873 875 876 878 879 880 882
## 8 2 2 8 2 8 2 4 2 4 6
## 884 885 886 887 888 889 890 891 893 894 897
## 2 2 2 4 4 8 2 6 4 8 2
## 898 899 900 903 904 905 907 909 910 911 912
## 2 2 4 6 4 4 4 10 4 2 6
## 913 914 915 917 919 923 926 928 929 930 931
## 8 2 2 2 6 4 8 4 2 2 2
## 932 933 935 936 937 938 940 941 943 944 946
## 2 4 2 2 2 8 6 4 8 2 6
## 948 952 956 957 958 959 962 964 965 966 967
## 4 4 2 2 2 2 4 6 4 2 2
## 968 970 972 975 976 977 979 980 981 982 983
## 4 2 2 4 4 4 6 2 2 4 2
## 984 985 989 990 991 992 993 994 995 998 1000
## 4 2 2 4 4 4 4 2 8 6 4
## 1001 1002 1004 1005 1007 1008 1009 1013 1014 1015 1017
## 2 2 8 2 4 2 6 2 2 4 2
## 1018 1019 1020 1021 1022 1023 1024 1025 1026 1028 1030
## 2 4 2 6 2 8 2 2 2 4 4
## 1031 1032 1033 1036 1037 1038 1040 1041 1042 1043 1044
## 2 6 4 4 4 2 4 4 4 4 2
## 1046 1047 1048 1049 1050 1053 1054 1056 1058 1059 1060
## 2 6 2 2 2 4 2 2 2 4 4
## 1062 1065 1066 1069 1070 1071 1075 1077 1078 1079 1081
## 6 4 2 4 4 4 2 2 4 4 4
## 1083 1084 1085 1088 1089 1090 1091 1092 1093 1094 1095
## 6 2 2 2 8 2 6 4 6 6 6
## 1096 1098 1099 1100 1101 1102 1105 1107 1108 1109 1110
## 2 2 6 2 2 2 2 2 2 4 2
## 1111 1112 1114 1116 1117 1118 1120 1121 1123 1124 1125
## 2 4 4 2 4 2 2 2 2 2 6
## 1126 1129 1130 1132 1133 1134 1135 1136 1137 1139 1141
## 2 2 2 4 6 2 4 4 4 4 4
## 1142 1146 1148 1151 1153 1154 1158 1162 1163 1168 1169
## 2 4 4 4 2 2 2 2 2 4 2
## 1171 1174 1178 1180 1181 1182 1184 1185 1186 1188 1189
## 2 2 2 4 2 4 6 4 2 2 2
## 1192 1194 1195 1197 1198 1202 1206 1207 1208 1211 1212
## 4 2 2 2 2 4 2 2 2 4 2
## 1213 1214 1215 1216 1217 1218 1219 1224 1225 1226 1227
## 2 4 2 4 2 2 4 4 2 2 2
## 1228 1229 1231 1232 1234 1236 1237 1238 1239 1240 1242
## 4 4 2 4 2 4 2 4 2 2 2
## 1243 1244 1245 1246 1247 1248 1249 1251 1252 1253 1256
## 2 8 2 2 2 2 2 6 2 2 2
## 1257 1260 1266 1267 1269 1274 1275 1277 1278 1279 1282
## 2 6 2 2 6 2 6 2 2 2 2
## 1283 1284 1285 1286 1287 1288 1290 1292 1293 1294 1299
## 4 2 4 2 2 2 4 6 2 2 2
## 1301 1304 1305 1308 1309 1310 1314 1317 1320 1321 1323
## 2 2 2 2 2 4 2 2 2 2 4
## 1326 1327 1329 1330 1332 1333 1335 1336 1341 1342 1344
## 4 2 2 2 4 4 2 2 4 4 2
## 1347 1349 1351 1352 1358 1360 1361 1362 1364 1365 1367
## 2 4 2 2 4 4 2 2 2 2 6
## 1368 1369 1370 1372 1373 1374 1375 1376 1378 1382 1384
## 4 4 4 2 2 2 4 2 6 2 2
## 1385 1386 1388 1389 1393 1400 1402 1403 1406 1407 1410
## 6 4 4 2 2 2 4 2 2 2 2
## 1415 1416 1417 1418 1420 1422 1424 1426 1427 1430 1431
## 4 2 4 2 2 4 2 2 4 2 2
## 1433 1434 1435 1436 1437 1438 1439 1442 1443 1444 1448
## 2 2 4 4 4 2 2 4 4 2 2
## 1449 1450 1451 1453 1454 1456 1458 1459 1460 1463 1466
## 2 4 2 2 2 2 2 4 2 2 2
## 1467 1468 1469 1470 1471 1472 1474 1475 1476 1478 1479
## 6 2 2 2 2 4 2 4 2 2 2
## 1480 1485 1490 1494 1495 1500 1502 1503 1504 1505 1507
## 2 2 2 4 2 2 2 2 2 2 4
## 1508 1509 1510 1511 1512 1515 1519 1520 1522 1527 1530
## 2 6 4 2 4 2 4 2 2 6 6
## 1535 1536 1540 1543 1544 1545 1546 1551 1552 1555 1558
## 2 2 2 4 2 2 4 2 2 2 2
## 1560 1563 1567 1568 1570 1571 1574 1575 1576 1577 1578
## 2 2 2 2 4 4 2 6 4 4 2
## 1582 1585 1587 1597 1598 1599 1602 1606 1607 1609 1611
## 6 2 2 4 2 2 2 2 6 4 2
## 1613 1614 1618 1619 1623 1626 1627 1628 1629 1630 1631
## 2 2 2 6 2 2 2 2 2 2 2
## 1632 1633 1634 1635 1636 1637 1641 1648 1651 1652 1654
## 4 4 2 2 4 2 4 2 4 2 4
## 1655 1661 1663 1671 1681 1684 1686 1693 1694 1695 1696
## 2 2 2 2 4 2 2 2 2 2 2
## 1698 1700 1702 1703 1705 1706 1709 1710 1711 1713 1715
## 2 2 2 2 2 2 2 2 2 2 2
## 1717 1718 1719 1720 1724 1727 1731 1733 1734 1736 1737
## 2 2 2 2 4 2 2 2 2 6 2
## 1740 1741 1742 1744 1747 1748 1754 1756 1757 1758 1759
## 2 4 2 2 6 2 2 2 2 2 2
## 1760 1762 1764 1765 1766 1769 1775 1779 1780 1781 1782
## 2 2 4 2 2 2 2 2 2 2 2
## 1791 1795 1796 1799 1800 1802 1804 1806 1808 1809 1810
## 4 2 2 2 2 2 2 2 2 2 2
## 1811 1812 1816 1820 1836 1837 1839 1843 1844 1845 1847
## 2 2 4 2 4 2 2 2 2 2 4
## 1849 1851 1852 1855 1856 1859 1861 1865 1867 1881 1882
## 2 2 6 2 2 2 2 2 2 2 2
## 1884 1890 1891 1893 1895 1896 1899 1901 1904 1906 1914
## 4 2 2 2 2 2 2 2 2 2 2
## 1917 1919 1921 1922 1928 1929 1935 1945 1950 1954 1957
## 2 2 6 2 2 2 4 4 2 2 4
## 1959 1962 1963 1979 1981 1986 1987 1990 1992 1993 1994
## 2 2 2 2 2 2 4 2 2 4 4
## 1995 1999 2002 2003 2004 2007 2008 2012 2015 2019 2020
## 2 2 2 2 6 2 2 4 4 2 4
## 2022 2023 2026 2027 2031 2033 2037 2040 2043 2044 2046
## 2 6 4 4 4 2 4 2 4 2 2
## 2048 2052 2054 2056 2057 2060 2063 2067 2073 2074 2076
## 4 2 2 2 2 2 2 2 4 2 2
## 2080 2084 2087 2089 2090 2092 2093 2112 2126 2129 2132
## 2 2 2 4 2 2 2 2 2 2 2
## 2136 2137 2144 2147 2148 2152 2157 2159 2160 2164 2169
## 2 4 2 6 2 2 2 2 2 2 2
## 2171 2177 2180 2182 2183 2184 2190 2208 2209 2217 2221
## 2 2 4 6 2 2 2 2 2 2 2
## 2224 2229 2230 2238 2247 2248 2250 2252 2258 2259 2260
## 2 2 2 2 2 4 2 2 2 2 2
## 2263 2265 2268 2270 2274 2277 2278 2282 2289 2293 2297
## 2 2 2 2 2 2 2 2 4 2 4
## 2299 2300 2301 2302 2305 2311 2329 2336 2337 2341 2350
## 4 2 2 2 2 2 2 2 2 4 2
## 2357 2359 2370 2372 2384 2385 2387 2390 2393 2394 2400
## 2 2 2 4 2 2 2 2 2 2 4
## 2405 2407 2410 2411 2414 2417 2420 2424 2425 2428 2437
## 2 2 2 2 2 2 2 2 2 2 2
## 2442 2444 2446 2447 2452 2453 2454 2455 2457 2459 2464
## 2 2 2 4 2 2 2 2 4 2 2
## 2471 2478 2479 2496 2497 2506 2509 2512 2516 2517 2518
## 2 2 2 2 4 2 2 2 2 2 2
## 2519 2520 2522 2523 2527 2535 2541 2543 2546 2549 2551
## 2 2 2 2 2 2 4 2 2 2 4
## 2559 2560 2573 2579 2580 2583 2586 2597 2602 2608 2617
## 4 2 2 2 2 2 4 8 2 2 2
## 2620 2622 2627 2632 2635 2636 2637 2649 2651 2652 2653
## 2 4 4 4 2 2 2 2 2 2 2
## 2655 2660 2662 2673 2676 2677 2687 2691 2692 2694 2702
## 2 2 2 2 2 4 2 4 2 2 2
## 2705 2706 2707 2711 2717 2719 2726 2739 2746 2747 2751
## 2 2 2 2 2 2 2 4 2 2 2
## 2756 2758 2759 2761 2762 2764 2766 2769 2773 2782 2792
## 2 2 2 2 2 2 4 2 2 2 2
## 2794 2800 2813 2814 2817 2820 2832 2839 2840 2841 2845
## 2 2 4 2 2 2 2 2 2 4 2
## 2848 2855 2858 2860 2863 2879 2882 2887 2897 2899 2908
## 4 2 2 2 2 2 4 2 2 2 2
## 2915 2931 2934 2936 2941 2946 2952 2954 2955 2957 2962
## 2 2 2 2 2 2 2 2 2 2 2
## 2964 2973 2981 2983 2984 2985 2988 2991 2997 3000 3001
## 2 2 2 2 2 2 2 2 2 2 2
## 3002 3008 3016 3018 3024 3030 3032 3033 3049 3051 3052
## 2 2 2 4 2 2 2 2 4 2 4
## 3053 3058 3062 3067 3070 3084 3093 3099 3103 3114 3115
## 2 4 2 4 2 2 2 2 2 2 2
## 3121 3124 3148 3149 3153 3154 3168 3172 3174 3175 3181
## 2 2 2 2 2 2 2 2 2 4 2
## 3184 3193 3200 3201 3204 3205 3208 3210 3211 3218 3226
## 2 2 2 2 4 2 2 2 2 2 2
## 3237 3245 3252 3255 3257 3262 3263 3264 3267 3294 3297
## 2 2 2 2 2 2 2 2 2 2 2
## 3300 3302 3303 3309 3311 3313 3326 3331 3336 3337 3338
## 2 2 2 4 4 2 2 2 4 2 2
## 3339 3347 3350 3360 3373 3374 3378 3386 3393 3401 3406
## 2 2 2 2 2 2 2 2 2 2 2
## 3410 3415 3422 3431 3446 3451 3454 3461 3466 3476 3480
## 2 2 2 2 2 2 2 2 2 2 2
## 3494 3505 3525 3530 3532 3533 3534 3539 3545 3548 3556
## 4 2 2 2 2 2 2 2 2 2 4
## 3558 3576 3580 3583 3592 3608 3610 3622 3627 3629 3633
## 2 2 2 4 2 2 2 2 2 2 2
## 3646 3647 3655 3657 3658 3667 3675 3676 3687 3690 3692
## 2 2 2 2 2 2 2 2 2 2 2
## 3697 3704 3709 3722 3736 3738 3741 3742 3759 3760 3762
## 2 4 2 2 2 4 2 2 2 2 2
## 3770 3779 3789 3794 3796 3798 3824 3831 3851 3855 3856
## 2 2 4 2 2 2 2 2 2 2 2
## 3860 3868 3896 3899 3906 3931 3936 3937 3941 3948 3951
## 2 2 4 2 2 2 2 2 2 2 2
## 3962 3970 3975 3984 3997 4005 4008 4010 4019 4027 4032
## 2 2 2 2 2 2 2 2 2 2 2
## 4038 4043 4046 4067 4069 4071 4080 4092 4106 4107 4119
## 2 2 2 2 2 2 2 2 2 2 2
## 4120 4122 4139 4163 4166 4180 4187 4201 4207 4212 4219
## 2 2 2 2 2 2 2 2 2 2 2
## 4229 4230 4232 4235 4242 4259 4272 4274 4277 4279 4301
## 2 2 2 2 2 2 2 2 2 2 2
## 4313 4325 4326 4336 4339 4344 4368 4369 4374 4386 4393
## 4 2 2 2 2 4 2 2 2 2 2
## 4403 4409 4421 4435 4469 4471 4521 4526 4534 4540 4551
## 2 2 2 2 2 2 2 2 2 2 2
## 4556 4558 4565 4571 4578 4614 4615 4617 4630 4646 4648
## 2 2 2 4 2 6 2 2 2 2 2
## 4678 4680 4689 4699 4707 4708 4725 4743 4746 4748 4774
## 2 2 2 2 2 2 2 2 2 2 2
## 4791 4794 4795 4825 4841 4846 4861 4872 4893 4896 4898
## 2 2 2 2 2 2 2 2 2 2 2
## 4903 4911 4912 4926 4960 5028 5054 5055 5068 5081 5100
## 2 2 2 2 2 2 2 2 2 2 2
## 5109 5110 5122 5137 5146 5162 5194 5215 5219 5223 5240
## 2 2 2 2 2 2 2 4 2 2 2
## 5247 5250 5279 5280 5283 5287 5300 5303 5304 5317 5351
## 2 2 2 2 2 2 2 2 2 2 2
## 5354 5373 5386 5389 5393 5401 5411 5413 5415 5453 5473
## 2 2 2 2 2 2 2 2 2 2 2
## 5480 5489 5492 5548 5560 5573 5576 5578 5584 5597 5604
## 2 2 2 2 2 2 2 2 2 2 2
## 5611 5621 5649 5690 5691 5698 5721 5722 5731 5733 5738
## 2 2 2 2 2 2 2 2 2 2 2
## 5760 5765 5767 5775 5777 5786 5788 5798 5813 5814 5818
## 2 2 2 2 2 2 2 2 2 2 2
## 5827 5835 5836 5855 5861 5867 5869 5885 5895 5899 5904
## 2 2 2 2 4 2 4 2 2 2 2
## 5911 5915 5927 5938 5944 5945 5955 5963 5982 5987 6003
## 2 2 2 2 2 2 2 2 2 2 2
## 6023 6038 6039 6049 6051 6066 6071 6106 6108 6117 6118
## 2 2 2 2 4 2 2 2 2 2 2
## 6119 6121 6137 6154 6205 6236 6246 6267 6271 6282 6285
## 2 2 2 2 2 2 2 2 2 2 2
## 6286 6288 6294 6306 6317 6325 6326 6335 6342 6366 6411
## 2 2 2 2 2 2 2 2 2 2 2
## 6416 6423 6444 6473 6497 6511 6523 6526 6559 6578 6586
## 4 2 2 2 2 2 2 2 2 2 2
## 6605 6650 6651 6655 6670 6675 6676 6683 6686 6698 6739
## 2 2 2 2 2 2 2 2 2 2 2
## 6758 6787 6792 6819 6822 6824 6840 6848 6881 6895 6905
## 2 2 2 2 2 2 2 2 2 2 2
## 6919 6987 6997 7006 7017 7024 7048 7108 7119 7126 7127
## 2 2 2 2 2 2 2 2 2 2 2
## 7159 7178 7196 7214 7229 7243 7247 7248 7290 7320 7321
## 2 2 2 2 2 2 2 2 2 2 2
## 7326 7368 7373 7399 7412 7418 7422 7466 7507 7526 7559
## 2 2 2 2 2 2 2 2 2 2 2
## 7587 7591 7597 7621 7644 7702 7711 7749 7781 7796 7806
## 2 2 2 2 2 2 2 2 2 2 2
## 7833 7843 7913 7919 7921 7955 7978 7981 7983 7986 7996
## 2 2 2 2 2 2 2 2 2 2 2
## 8049 8088 8090 8105 8111 8113 8250 8257 8272 8353 8416
## 2 2 2 2 2 2 2 2 2 2 2
## 8522 8529 8535 8558 8567 8596 8608 8646 8650 8667 8671
## 2 2 2 2 2 2 2 2 4 2 2
## 8676 8699 8706 8727 8742 8765 8790 8822 8844 8893 8926
## 2 2 2 2 2 2 2 2 2 2 2
## 8928 8948 8976 8995 9172 9183 9216 9237 9246 9247 9265
## 2 2 2 4 2 2 2 2 2 2 2
## 9279 9285 9295 9302 9318 9336 9353 9362 9375 9396 9430
## 2 2 2 2 2 2 2 2 2 2 2
## 9455 9477 9503 9585 9587 9590 9659 9677 9691 9742 9772
## 2 2 2 2 2 2 2 2 2 2 2
## 9810 9815 9831 9862 9865 9970 9974 9991 9999 10032 10037
## 2 2 2 2 2 2 2 2 2 2 2
## 10083 10093 10102 10119 10141 10160 10172 10221 10242 10262 10287
## 2 2 2 2 2 2 2 2 2 4 2
## 10300 10413 10418 10434 10437 10441 10556 10588 10618 10641 10686
## 2 2 2 2 2 2 2 2 2 2 2
## 10707 10723 10749 10830 10838 10927 10929 10947 11027 11030 11051
## 2 2 2 2 2 2 2 2 2 2 2
## 11092 11118 11147 11223 11271 11307 11316 11340 11349 11385 11426
## 2 2 2 2 2 2 2 2 2 2 2
## 11495 11507 11520 11557 11628 11673 11691 11699 11748 11767 11769
## 2 2 2 2 2 2 2 2 2 2 2
## 11775 11832 11879 11887 11897 11900 11915 11941 11956 11967 12014
## 2 2 2 2 2 2 2 2 2 2 2
## 12036 12125 12142 12176 12238 12303 12311 12369 12430 12476 12486
## 2 2 2 2 2 2 2 2 2 2 2
## 12556 12570 12622 12655 12798 12828 12913 12917 12953 12982 13050
## 2 2 2 2 2 2 2 2 2 2 2
## 13078 13122 13142 13146 13187 13210 13230 13271 13303 13319 13334
## 2 2 2 2 2 2 4 2 2 2 2
## 13371 13507 13527 13714 13779 13791 13816 13824 13899 14002 14027
## 2 2 2 2 2 2 2 2 2 2 2
## 14061 14064 14074 14089 14153 14164 14245 14338 14402 14408 14462
## 2 2 2 2 2 2 2 2 2 2 2
## 14504 14506 14524 14531 14534 14587 14589 14597 14645 14657 14674
## 2 2 2 2 2 2 2 2 2 2 4
## 14763 14792 14866 14894 15225 15250 15271 15544 15565 15569 15618
## 2 2 2 2 2 2 2 2 2 2 2
## 15630 15671 15823 15958 15970 16002 16173 16209 16313 16379 16399
## 2 2 2 2 2 2 2 2 2 2 2
## 16452 16501 16512 16533 16551 16621 16641 16680 16720 16823 16927
## 2 2 4 2 2 2 2 2 2 2 2
## 16937 17051 17141 17152 17235 17262 17354 17621 17623 17649 17740
## 2 2 2 2 2 2 2 2 2 2 2
## 17865 18042 18090 18116 18232 18261 18273 18344 18414 18494 18524
## 2 2 2 2 2 2 2 2 2 2 2
## 18647 18768 18816 18901 18904 18963 18990 19046 19267 19379 19657
## 2 2 2 2 2 2 2 2 2 2 2
## 19717 19740 19857 20028 20042 20053 20137 20167 20236 20287 20509
## 2 2 2 2 2 2 2 2 2 2 2
## 20520 20546 20687 20701 20713 20757 20770 20976 21036 21042 21197
## 2 2 2 2 2 2 2 2 2 2 2
## 21349 21610 21646 21658 21687 21737 21948 21961 22027 22137 22480
## 2 2 2 2 2 2 2 2 2 2 2
## 22692 22774 22802 22829 22835 22907 23065 23130 23190 23684 23938
## 2 2 2 2 2 2 2 2 2 2 2
## 23997 24119 25101 25199 25229 25243 25267 25436 25823 25898 25938
## 2 2 2 2 2 2 2 2 2 2 2
## 26132 26173 26269 26620 26739 26776 26877 26958 27490 27708 28328
## 2 2 2 2 2 2 2 2 2 2 2
## 28808 29096 29200 29231 29420 29489 29681 29743 30062 30158 30170
## 2 2 2 2 2 2 2 2 2 2 2
## 30241 30929 30953 31087 31308 31839 32484 33015 33404 33541 33707
## 2 2 2 2 2 2 2 2 2 2 2
## 33844 34530 34808 34811 35506 35574 36882 36913 37038 37085 37526
## 2 2 2 2 2 2 2 2 2 2 2
## 38289 38916 38987 39376 40632 40705 40819 40881 40883 41251 42206
## 2 2 2 2 2 2 2 2 2 2 2
## 42547 42775 43380 43697 44210 44504 44895 45033 47596 48578 49209
## 2 2 2 2 2 2 2 2 2 2 2
## 49493 50615 50785 51165 51685 52114 53190 54273 54546 54648 54923
## 2 2 2 2 2 2 2 2 2 2 2
## 54992 56999 57083 57382 57586 59240 60572 60597 62583 64836 65637
## 2 2 2 2 2 2 2 2 2 2 2
## 66936 68283 69800 70681 71080 71162 73775 74529 74629 77464 86650
## 2 2 2 2 2 2 2 2 2 2 2
## 96150 98416 98747 98965 101794 104512 115591 126117 128066 132492 143334
## 2 2 2 2 2 2 2 2 2 2 2
## 148019 150293 153599 162390 178534 190268 221950 605753 986301
## 2 2 2 2 2 2 2 2 2table(data$follow_author_fans_count)##
## 0 1 2 3 4 5 6 7 8 9 10
## 309744 31705 10177 4866 2980 1971 1425 1162 931 775 645
## 11 12 13 14 15 16 17 18 19 20 21
## 571 469 408 376 318 281 279 242 229 177 183
## 22 23 24 25 26 27 28 29 30 31 32
## 168 152 130 126 138 118 128 106 83 89 103
## 33 34 35 36 37 38 39 40 41 42 43
## 66 80 79 75 72 62 64 67 45 55 55
## 44 45 46 47 48 49 50 51 52 53 54
## 50 44 40 54 50 42 45 38 48 47 43
## 55 56 57 58 59 60 61 62 63 64 65
## 33 26 29 32 29 30 33 31 33 15 26
## 66 67 68 69 70 71 72 73 74 75 76
## 23 31 20 18 25 15 20 21 24 21 18
## 77 78 79 80 81 82 83 84 85 86 87
## 19 14 21 19 13 17 15 16 13 8 10
## 88 89 90 91 92 93 94 95 96 97 98
## 22 16 11 12 10 15 10 13 9 15 14
## 99 100 101 102 103 104 105 106 107 108 109
## 7 5 8 7 14 4 12 7 12 15 13
## 110 111 112 113 114 115 116 117 118 119 120
## 9 9 9 7 10 12 4 10 6 10 6
## 121 122 123 124 125 126 127 128 129 130 131
## 8 11 12 6 2 4 5 7 7 5 5
## 132 133 134 135 136 137 138 139 140 141 142
## 9 6 5 5 9 7 5 5 4 3 4
## 143 144 145 146 147 148 149 150 151 152 153
## 3 4 4 6 9 9 5 4 6 5 3
## 154 155 156 157 158 159 160 161 162 163 164
## 6 1 4 4 2 3 1 3 6 5 2
## 165 166 167 168 169 170 171 172 173 174 175
## 3 4 6 1 2 4 3 3 5 3 2
## 176 177 178 179 180 181 182 183 184 186 187
## 3 2 2 2 3 3 2 4 3 5 2
## 188 189 190 191 192 193 194 195 196 197 198
## 4 2 4 2 4 3 2 1 1 7 7
## 199 200 201 202 203 204 205 206 208 210 211
## 1 2 3 2 4 4 2 4 3 4 4
## 212 213 214 215 216 217 218 219 220 221 222
## 1 4 3 2 1 2 3 1 5 2 2
## 223 224 225 226 227 228 230 232 233 235 236
## 2 2 2 2 2 1 1 3 1 3 5
## 237 238 239 241 242 244 245 246 247 248 249
## 2 4 2 3 5 3 1 2 3 1 1
## 251 252 253 254 255 256 257 258 259 261 262
## 1 2 2 2 1 3 1 1 1 1 1
## 263 264 265 266 267 268 270 271 272 273 274
## 1 1 4 1 2 2 4 1 1 1 4
## 275 277 278 284 285 286 288 289 291 292 296
## 1 1 2 1 2 1 1 3 1 1 1
## 297 299 300 301 303 305 306 308 309 310 311
## 3 1 1 1 1 1 1 2 1 3 2
## 314 316 317 319 323 324 325 327 330 331 333
## 1 1 2 2 2 1 1 1 1 1 2
## 335 336 341 342 343 345 346 349 354 359 363
## 2 1 2 1 1 1 1 1 2 1 2
## 364 365 367 370 371 372 373 376 378 379 380
## 1 3 1 1 2 1 1 1 1 1 1
## 381 385 386 387 391 392 394 398 399 400 404
## 1 2 1 1 1 1 1 1 1 1 1
## 405 410 412 414 415 418 419 422 423 425 428
## 1 1 1 1 1 1 1 2 2 1 1
## 429 433 441 446 448 450 452 456 464 466 472
## 1 1 2 2 2 2 1 1 1 1 2
## 473 475 477 484 486 489 490 491 495 496 500
## 1 2 1 1 1 1 1 1 2 1 1
## 501 504 507 509 512 513 514 523 529 533 538
## 1 1 1 2 2 1 1 1 1 1 2
## 554 558 559 561 572 582 588 595 603 606 607
## 1 1 1 1 1 1 1 1 2 1 1
## 614 616 620 625 630 634 644 649 651 662 671
## 2 2 1 1 1 1 2 1 1 1 2
## 675 683 686 694 696 698 715 716 728 747 753
## 1 1 1 2 1 1 1 1 1 2 1
## 757 765 801 814 818 852 860 878 955 1010 1011
## 1 1 1 1 1 1 1 2 1 1 1
## 1027 1029 1037 1071 1116 1127 1131 1181 1189 1289 1295
## 1 1 1 1 1 1 1 1 1 1 1
## 1302 1337 1388 1438 1451 1489 1512 1527 1563 1661 1717
## 1 1 1 1 1 1 1 1 1 1 1
## 1759 1856 1936 1949 2015 2052 2198 2226 2625 2918 3020
## 1 1 1 1 1 1 1 1 1 1 1
## 3029 3309 3352 3713 5209
## 1 1 1 1 1table(data$unfollow_author_fans_count)##
## 0 1 2 3 4 5 6 7 8 9 10
## 318181 31353 8944 4108 2290 1570 1111 848 706 503 434
## 11 12 13 14 15 16 17 18 19 20 21
## 373 319 266 240 201 162 159 146 123 123 107
## 22 23 24 25 26 27 28 29 30 31 32
## 103 95 81 94 66 63 69 74 52 59 43
## 33 34 35 36 37 38 39 40 41 42 43
## 33 45 31 37 40 33 37 29 30 31 29
## 44 45 46 47 48 49 50 51 52 53 54
## 20 21 24 17 17 20 17 26 16 14 15
## 55 56 57 58 59 60 61 62 63 64 65
## 25 14 13 14 8 13 16 11 5 9 9
## 66 67 68 69 70 71 72 73 74 75 76
## 20 13 18 13 9 7 1 6 9 4 6
## 77 78 79 80 81 82 83 84 85 86 87
## 3 12 12 6 6 9 5 5 4 4 3
## 89 90 91 92 93 94 95 96 97 98 99
## 6 2 3 8 4 4 6 5 3 2 7
## 100 101 102 103 104 105 106 107 108 109 110
## 2 2 4 4 8 1 3 1 3 2 1
## 111 112 113 114 115 116 117 118 119 120 121
## 2 3 5 2 2 2 2 2 2 2 6
## 122 123 124 125 126 128 129 130 131 132 133
## 5 2 1 4 1 3 2 2 4 5 3
## 134 135 137 138 139 140 142 143 145 147 149
## 1 3 3 1 3 2 4 1 4 2 3
## 150 151 153 154 157 158 159 161 164 166 167
## 1 1 1 2 2 4 1 1 2 1 1
## 168 170 173 175 176 177 178 180 183 185 186
## 3 3 2 1 1 1 2 1 1 1 2
## 188 192 194 195 198 200 201 204 205 207 209
## 1 1 1 1 1 1 2 1 2 2 1
## 213 215 216 218 219 221 225 227 228 229 230
## 1 2 1 2 1 1 1 1 1 1 1
## 243 244 246 248 250 251 253 254 255 257 261
## 2 1 2 2 1 1 1 1 1 1 1
## 263 265 266 277 283 291 295 298 301 302 303
## 1 1 1 1 1 1 1 1 1 1 1
## 331 336 338 340 341 343 346 347 348 349 363
## 1 1 1 1 1 1 1 1 1 1 1
## 370 371 372 378 395 410 470 489 493 494 522
## 1 1 1 1 2 1 1 1 1 1 1
## 554 559 574 576 622 628 631 634 651 686 743
## 1 1 1 1 1 1 1 1 1 1 1
## 2109
## 1table(data$before_fans_count)##
## 0 1 2 3 4 5 6 7
## 229 295 292 266 309 295 299 329
## 8 9 10 11 12 13 14 15
## 292 295 324 288 311 322 324 322
## 16 17 18 19 20 21 22 23
## 333 303 321 315 325 296 301 308
## 24 25 26 27 28 29 30 31
## 290 305 292 288 307 293 326 306
## 32 33 34 35 36 37 38 39
## 296 313 284 323 313 310 284 301
## 40 41 42 43 44 45 46 47
## 302 298 300 312 313 290 313 329
## 48 49 50 51 52 53 54 55
## 323 286 327 314 310 326 324 308
## 56 57 58 59 60 61 62 63
## 334 284 290 294 295 296 313 304
## 64 65 66 67 68 69 70 71
## 284 308 293 288 317 303 323 291
## 72 73 74 75 76 77 78 79
## 305 298 302 292 322 291 295 314
## 80 81 82 83 84 85 86 87
## 303 288 299 311 312 284 309 312
## 88 89 90 91 92 93 94 95
## 285 315 308 324 287 315 305 312
## 96 97 98 99 100 101 102 103
## 312 303 294 300 310 311 328 306
## 104 105 106 107 108 109 110 111
## 320 318 345 321 320 276 283 295
## 112 113 114 115 116 117 118 119
## 298 303 316 294 297 314 312 285
## 120 121 122 123 124 125 126 127
## 269 307 288 286 306 298 290 297
## 128 129 130 131 132 133 134 135
## 283 294 310 279 309 281 305 303
## 136 137 138 139 140 141 142 143
## 293 266 272 289 278 241 286 304
## 144 145 146 147 148 149 150 151
## 277 288 317 268 308 287 270 284
## 152 153 154 155 156 157 158 159
## 277 298 300 289 288 286 296 306
## 160 161 162 163 164 165 166 167
## 281 292 272 285 290 250 253 273
## 168 169 170 171 172 173 174 175
## 307 262 249 295 310 277 304 293
## 176 177 178 179 180 181 182 183
## 257 265 296 241 281 296 288 294
## 184 185 186 187 188 189 190 191
## 272 269 278 264 279 286 264 267
## 192 193 194 195 196 197 198 199
## 230 263 312 252 252 283 289 241
## 200 201 202 203 204 205 206 207
## 255 275 263 288 264 241 275 283
## 208 209 210 211 212 213 214 215
## 283 261 272 261 256 292 262 281
## 216 217 218 219 220 221 222 223
## 238 280 254 289 257 275 235 263
## 224 225 226 227 228 229 230 231
## 253 253 263 240 286 284 256 255
## 232 233 234 235 236 237 238 239
## 263 259 231 256 226 258 265 247
## 240 241 242 243 244 245 246 247
## 246 258 262 262 261 252 254 221
## 248 249 250 251 252 253 254 255
## 249 262 252 284 246 244 222 234
## 256 257 258 259 260 261 262 263
## 255 244 234 242 246 253 230 258
## 264 265 266 267 268 269 270 271
## 260 202 247 248 240 269 249 296
## 272 273 274 275 276 277 278 279
## 259 234 218 290 264 245 224 226
## 280 281 282 283 284 285 286 287
## 242 245 257 210 224 242 223 233
## 288 289 290 291 292 293 294 295
## 229 242 247 247 233 247 224 227
## 296 297 298 299 300 301 302 303
## 246 232 221 223 241 209 221 236
## 304 305 306 307 308 309 310 311
## 264 254 192 220 222 221 256 244
## 312 313 314 315 316 317 318 319
## 233 228 231 210 226 234 256 217
## 320 321 322 323 324 325 326 327
## 226 206 231 211 226 187 225 219
## 328 329 330 331 332 333 334 335
## 238 232 216 224 214 229 242 231
## 336 337 338 339 340 341 342 343
## 237 227 186 216 218 231 214 208
## 344 345 346 347 348 349 350 351
## 216 257 239 228 213 219 228 211
## 352 353 354 355 356 357 358 359
## 228 231 207 258 219 209 209 219
## 360 361 362 363 364 365 366 367
## 216 208 228 225 183 220 198 240
## 368 369 370 371 372 373 374 375
## 215 200 206 227 201 232 230 218
## 376 377 378 379 380 381 382 383
## 220 223 222 226 192 211 215 206
## 384 385 386 387 388 389 390 391
## 207 214 203 214 217 204 184 215
## 392 393 394 395 396 397 398 399
## 208 186 213 205 197 212 188 220
## 400 401 402 403 404 405 406 407
## 230 191 203 172 202 204 187 195
## 408 409 410 411 412 413 414 415
## 198 181 238 209 202 210 216 213
## 416 417 418 419 420 421 422 423
## 220 230 220 227 206 207 192 198
## 424 425 426 427 428 429 430 431
## 186 194 199 179 197 187 211 184
## 432 433 434 435 436 437 438 439
## 192 203 189 177 184 191 203 200
## 440 441 442 443 444 445 446 447
## 206 203 201 173 211 164 159 216
## 448 449 450 451 452 453 454 455
## 174 200 185 205 177 165 179 184
## 456 457 458 459 460 461 462 463
## 173 194 182 161 203 192 161 189
## 464 465 466 467 468 469 470 471
## 214 201 160 164 186 195 179 185
## 472 473 474 475 476 477 478 479
## 178 159 196 191 192 179 187 166
## 480 481 482 483 484 485 486 487
## 195 194 191 175 180 186 190 185
## 488 489 490 491 492 493 494 495
## 167 202 180 196 196 176 191 180
## 496 497 498 499 500 501 502 503
## 167 175 190 178 181 160 186 193
## 504 505 506 507 508 509 510 511
## 188 177 175 157 149 199 172 185
## 512 513 514 515 516 517 518 519
## 170 160 181 170 180 181 204 187
## 520 521 522 523 524 525 526 527
## 184 182 166 177 149 182 185 174
## 528 529 530 531 532 533 534 535
## 151 175 174 189 146 154 162 175
## 536 537 538 539 540 541 542 543
## 181 161 190 146 161 158 153 188
## 544 545 546 547 548 549 550 551
## 144 184 170 164 167 168 146 152
## 552 553 554 555 556 557 558 559
## 159 141 153 172 164 149 155 153
## 560 561 562 563 564 565 566 567
## 164 131 164 144 154 192 148 164
## 568 569 570 571 572 573 574 575
## 167 178 159 152 160 130 157 148
## 576 577 578 579 580 581 582 583
## 165 152 147 136 145 151 153 167
## 584 585 586 587 588 589 590 591
## 153 138 171 151 147 178 181 157
## 592 593 594 595 596 597 598 599
## 149 144 173 153 131 156 160 149
## 600 601 602 603 604 605 606 607
## 163 136 139 147 139 152 161 154
## 608 609 610 611 612 613 614 615
## 144 143 143 152 147 166 135 135
## 616 617 618 619 620 621 622 623
## 143 164 146 145 145 138 139 163
## 624 625 626 627 628 629 630 631
## 146 161 130 145 129 142 131 154
## 632 633 634 635 636 637 638 639
## 133 157 158 163 133 135 152 153
## 640 641 642 643 644 645 646 647
## 148 166 134 161 160 122 134 142
## 648 649 650 651 652 653 654 655
## 153 138 128 145 135 144 129 138
## 656 657 658 659 660 661 662 663
## 133 148 126 138 145 121 133 138
## 664 665 666 667 668 669 670 671
## 117 152 119 139 135 127 152 150
## 672 673 674 675 676 677 678 679
## 146 157 115 126 148 142 125 147
## 680 681 682 683 684 685 686 687
## 149 127 149 150 143 152 156 128
## 688 689 690 691 692 693 694 695
## 132 128 133 142 111 142 135 139
## 696 697 698 699 700 701 702 703
## 147 147 123 147 132 138 131 149
## 704 705 706 707 708 709 710 711
## 117 113 126 133 128 115 147 127
## 712 713 714 715 716 717 718 719
## 122 121 108 123 141 146 102 137
## 720 721 722 723 724 725 726 727
## 104 127 129 124 122 114 127 145
## 728 729 730 731 732 733 734 735
## 142 128 131 114 122 123 136 117
## 736 737 738 739 740 741 742 743
## 130 112 127 141 134 136 119 139
## 744 745 746 747 748 749 750 751
## 129 126 107 135 113 117 136 118
## 752 753 754 755 756 757 758 759
## 112 115 127 112 125 123 149 127
## 760 761 762 763 764 765 766 767
## 126 127 106 137 135 98 124 119
## 768 769 770 771 772 773 774 775
## 126 113 119 119 107 113 113 95
## 776 777 778 779 780 781 782 783
## 95 138 121 111 114 100 139 93
## 784 785 786 787 788 789 790 791
## 131 109 94 113 124 113 119 110
## 792 793 794 795 796 797 798 799
## 109 121 124 106 125 111 133 121
## 800 801 802 803 804 805 806 807
## 114 110 112 106 112 120 116 125
## 808 809 810 811 812 813 814 815
## 123 100 95 104 119 114 121 105
## 816 817 818 819 820 821 822 823
## 118 119 119 122 108 116 95 123
## 824 825 826 827 828 829 830 831
## 100 126 130 124 130 101 123 131
## 832 833 834 835 836 837 838 839
## 111 102 122 94 88 99 103 125
## 840 841 842 843 844 845 846 847
## 101 119 118 108 111 113 100 107
## 848 849 850 851 852 853 854 855
## 90 108 94 97 115 102 137 135
## 856 857 858 859 860 861 862 863
## 109 119 113 114 107 105 107 101
## 864 865 866 867 868 869 870 871
## 109 96 126 90 103 99 91 131
## 872 873 874 875 876 877 878 879
## 109 104 101 108 113 94 92 102
## 880 881 882 883 884 885 886 887
## 103 89 99 108 99 115 105 104
## 888 889 890 891 892 893 894 895
## 76 102 93 97 117 98 98 93
## 896 897 898 899 900 901 902 903
## 86 117 100 107 105 99 93 114
## 904 905 906 907 908 909 910 911
## 104 87 118 89 79 94 105 100
## 912 913 914 915 916 917 918 919
## 99 95 82 96 95 116 89 110
## 920 921 922 923 924 925 926 927
## 100 94 91 94 90 90 101 97
## 928 929 930 931 932 933 934 935
## 85 128 104 118 111 89 86 99
## 936 937 938 939 940 941 942 943
## 92 102 107 103 107 88 100 94
## 944 945 946 947 948 949 950 951
## 109 123 88 90 90 95 101 98
## 952 953 954 955 956 957 958 959
## 98 94 92 87 82 88 85 95
## 960 961 962 963 964 965 966 967
## 99 95 94 91 89 108 94 87
## 968 969 970 971 972 973 974 975
## 108 99 80 98 112 91 99 110
## 976 977 978 979 980 981 982 983
## 104 89 82 77 80 84 102 76
## 984 985 986 987 988 989 990 991
## 77 94 98 65 82 84 85 96
## 992 993 994 995 996 997 998 999
## 82 90 75 95 91 77 99 83
## 1000 1001 1002 1003 1004 1005 1006 1007
## 88 91 89 72 73 110 87 111
## 1008 1009 1010 1011 1012 1013 1014 1015
## 101 106 95 80 90 86 103 92
## 1016 1017 1018 1019 1020 1021 1022 1023
## 80 83 70 87 90 97 108 103
## 1024 1025 1026 1027 1028 1029 1030 1031
## 99 90 97 74 97 76 95 86
## 1032 1033 1034 1035 1036 1037 1038 1039
## 76 105 86 94 79 76 86 79
## 1040 1041 1042 1043 1044 1045 1046 1047
## 88 91 79 90 77 76 78 81
## 1048 1049 1050 1051 1052 1053 1054 1055
## 78 93 112 85 73 78 87 102
## 1056 1057 1058 1059 1060 1061 1062 1063
## 96 80 88 65 93 72 91 72
## 1064 1065 1066 1067 1068 1069 1070 1071
## 68 85 86 78 93 65 73 87
## 1072 1073 1074 1075 1076 1077 1078 1079
## 91 76 80 86 62 93 81 78
## 1080 1081 1082 1083 1084 1085 1086 1087
## 97 79 73 87 89 90 82 64
## 1088 1089 1090 1091 1092 1093 1094 1095
## 88 81 100 74 72 77 79 95
## 1096 1097 1098 1099 1100 1101 1102 1103
## 85 74 75 65 74 78 81 57
## 1104 1105 1106 1107 1108 1109 1110 1111
## 88 74 79 86 80 68 74 71
## 1112 1113 1114 1115 1116 1117 1118 1119
## 74 86 71 95 97 73 70 80
## 1120 1121 1122 1123 1124 1125 1126 1127
## 76 73 68 87 77 75 83 77
## 1128 1129 1130 1131 1132 1133 1134 1135
## 81 71 83 83 57 81 78 78
## 1136 1137 1138 1139 1140 1141 1142 1143
## 62 79 64 76 75 83 75 90
## 1144 1145 1146 1147 1148 1149 1150 1151
## 85 72 77 75 79 93 72 63
## 1152 1153 1154 1155 1156 1157 1158 1159
## 75 82 78 68 73 78 81 70
## 1160 1161 1162 1163 1164 1165 1166 1167
## 87 65 78 75 82 62 67 80
## 1168 1169 1170 1171 1172 1173 1174 1175
## 87 70 63 88 78 61 78 72
## 1176 1177 1178 1179 1180 1181 1182 1183
## 73 66 68 68 72 77 74 83
## 1184 1185 1186 1187 1188 1189 1190 1191
## 74 71 62 62 64 73 72 76
## 1192 1193 1194 1195 1196 1197 1198 1199
## 61 76 84 63 69 71 74 62
## 1200 1201 1202 1203 1204 1205 1206 1207
## 74 62 82 74 81 60 64 74
## 1208 1209 1210 1211 1212 1213 1214 1215
## 78 86 58 74 67 65 70 79
## 1216 1217 1218 1219 1220 1221 1222 1223
## 78 76 58 71 67 70 64 69
## 1224 1225 1226 1227 1228 1229 1230 1231
## 76 68 73 62 79 77 65 60
## 1232 1233 1234 1235 1236 1237 1238 1239
## 62 57 76 72 74 61 84 56
## 1240 1241 1242 1243 1244 1245 1246 1247
## 65 68 64 56 62 68 59 60
## 1248 1249 1250 1251 1252 1253 1254 1255
## 71 58 62 73 58 55 79 54
## 1256 1257 1258 1259 1260 1261 1262 1263
## 47 75 67 65 57 69 51 64
## 1264 1265 1266 1267 1268 1269 1270 1271
## 68 71 56 78 71 75 59 77
## 1272 1273 1274 1275 1276 1277 1278 1279
## 56 65 55 59 64 63 59 69
## 1280 1281 1282 1283 1284 1285 1286 1287
## 61 58 56 65 70 71 58 68
## 1288 1289 1290 1291 1292 1293 1294 1295
## 65 58 58 64 56 58 54 64
## 1296 1297 1298 1299 1300 1301 1302 1303
## 58 66 65 68 67 54 60 58
## 1304 1305 1306 1307 1308 1309 1310 1311
## 53 62 48 55 64 63 68 81
## 1312 1313 1314 1315 1316 1317 1318 1319
## 69 63 54 63 64 52 54 49
## 1320 1321 1322 1323 1324 1325 1326 1327
## 61 68 79 62 59 57 64 59
## 1328 1329 1330 1331 1332 1333 1334 1335
## 65 52 55 54 55 70 64 69
## 1336 1337 1338 1339 1340 1341 1342 1343
## 48 68 77 63 49 59 52 31
## 1344 1345 1346 1347 1348 1349 1350 1351
## 68 60 68 70 62 52 57 55
## 1352 1353 1354 1355 1356 1357 1358 1359
## 46 64 68 62 66 57 72 67
## 1360 1361 1362 1363 1364 1365 1366 1367
## 49 56 57 81 52 72 57 79
## 1368 1369 1370 1371 1372 1373 1374 1375
## 71 46 63 60 54 45 59 57
## 1376 1377 1378 1379 1380 1381 1382 1383
## 60 65 47 44 55 41 64 82
## 1384 1385 1386 1387 1388 1389 1390 1391
## 64 66 70 58 44 49 62 67
## 1392 1393 1394 1395 1396 1397 1398 1399
## 48 56 58 52 43 55 61 46
## 1400 1401 1402 1403 1404 1405 1406 1407
## 47 60 44 45 59 62 54 50
## 1408 1409 1410 1411 1412 1413 1414 1415
## 52 50 53 63 65 74 52 57
## 1416 1417 1418 1419 1420 1421 1422 1423
## 42 65 57 51 56 37 53 56
## 1424 1425 1426 1427 1428 1429 1430 1431
## 53 51 72 60 50 61 51 56
## 1432 1433 1434 1435 1436 1437 1438 1439
## 64 49 67 57 56 43 51 63
## 1440 1441 1442 1443 1444 1445 1446 1447
## 53 48 63 67 46 48 48 57
## 1448 1449 1450 1451 1452 1453 1454 1455
## 67 46 66 51 60 48 56 57
## 1456 1457 1458 1459 1460 1461 1462 1463
## 51 64 50 47 54 40 54 62
## 1464 1465 1466 1467 1468 1469 1470 1471
## 54 48 50 50 45 57 60 55
## 1472 1473 1474 1475 1476 1477 1478 1479
## 45 59 57 57 59 55 50 62
## 1480 1481 1482 1483 1484 1485 1486 1487
## 48 51 57 51 63 53 53 48
## 1488 1489 1490 1491 1492 1493 1494 1495
## 45 46 53 61 54 38 63 60
## 1496 1497 1498 1499 1500 1501 1502 1503
## 47 51 58 55 50 66 53 42
## 1504 1505 1506 1507 1508 1509 1510 1511
## 61 59 36 52 54 35 59 66
## 1512 1513 1514 1515 1516 1517 1518 1519
## 40 52 55 40 49 44 38 34
## 1520 1521 1522 1523 1524 1525 1526 1527
## 53 47 46 42 44 49 50 45
## 1528 1529 1530 1531 1532 1533 1534 1535
## 59 58 48 57 46 48 49 57
## 1536 1537 1538 1539 1540 1541 1542 1543
## 39 54 46 40 52 43 49 38
## 1544 1545 1546 1547 1548 1549 1550 1551
## 45 43 37 59 44 56 46 53
## 1552 1553 1554 1555 1556 1557 1558 1559
## 45 55 47 59 44 49 46 60
## 1560 1561 1562 1563 1564 1565 1566 1567
## 60 42 35 46 41 48 54 46
## 1568 1569 1570 1571 1572 1573 1574 1575
## 44 48 43 45 46 51 46 41
## 1576 1577 1578 1579 1580 1581 1582 1583
## 47 43 42 43 45 47 54 56
## 1584 1585 1586 1587 1588 1589 1590 1591
## 36 54 53 38 53 39 54 43
## 1592 1593 1594 1595 1596 1597 1598 1599
## 39 40 56 40 44 45 45 43
## 1600 1601 1602 1603 1604 1605 1606 1607
## 52 49 44 53 40 37 41 43
## 1608 1609 1610 1611 1612 1613 1614 1615
## 45 48 46 47 49 50 46 47
## 1616 1617 1618 1619 1620 1621 1622 1623
## 39 47 44 49 55 36 52 38
## 1624 1625 1626 1627 1628 1629 1630 1631
## 45 29 43 55 46 45 37 53
## 1632 1633 1634 1635 1636 1637 1638 1639
## 34 46 51 34 37 33 38 50
## 1640 1641 1642 1643 1644 1645 1646 1647
## 43 42 43 32 48 34 39 52
## 1648 1649 1650 1651 1652 1653 1654 1655
## 56 40 44 51 42 46 56 45
## 1656 1657 1658 1659 1660 1661 1662 1663
## 45 45 38 41 42 41 43 47
## 1664 1665 1666 1667 1668 1669 1670 1671
## 24 41 47 45 39 31 41 45
## 1672 1673 1674 1675 1676 1677 1678 1679
## 47 51 34 47 54 33 42 49
## 1680 1681 1682 1683 1684 1685 1686 1687
## 34 36 29 58 37 48 39 51
## 1688 1689 1690 1691 1692 1693 1694 1695
## 41 42 35 46 43 39 35 50
## 1696 1697 1698 1699 1700 1701 1702 1703
## 38 44 39 39 37 38 47 43
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## 41 40 27 50 43 40 45 32
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## 10533 10534 10535 10536 10537 10539 10540 10541
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## 10542 10543 10545 10546 10547 10548 10549 10550
## 6 4 1 2 5 6 6 4
## 10551 10552 10553 10554 10555 10556 10557 10558
## 4 5 2 1 1 4 4 3
## 10559 10560 10561 10562 10563 10564 10565 10566
## 5 4 2 1 3 6 4 3
## 10567 10568 10569 10570 10571 10572 10573 10574
## 2 1 8 6 3 1 3 3
## 10575 10576 10577 10578 10579 10580 10581 10582
## 3 3 3 3 1 2 3 2
## 10583 10584 10585 10586 10587 10588 10589 10590
## 4 3 7 6 4 6 2 4
## 10591 10592 10593 10594 10595 10596 10597 10598
## 5 4 4 3 2 4 4 4
## 10599 10600 10603 10604 10605 10606 10608 10609
## 6 4 4 4 5 2 4 3
## 10610 10611 10612 10613 10614 10615 10616 10617
## 3 10 7 4 5 2 4 2
## 10618 10619 10620 10621 10622 10623 10624 10625
## 4 7 4 5 2 8 7 1
## 10626 10627 10628 10629 10630 10631 10632 10633
## 1 3 3 2 2 4 9 2
## 10634 10635 10636 10637 10638 10639 10640 10641
## 1 5 4 3 4 1 4 3
## 10642 10643 10644 10645 10646 10647 10648 10649
## 2 2 3 3 3 1 3 6
## 10650 10651 10652 10653 10654 10655 10656 10657
## 4 4 2 3 3 4 5 2
## 10658 10659 10660 10661 10662 10663 10665 10666
## 3 3 2 3 7 2 2 5
## 10668 10669 10670 10672 10673 10674 10675 10676
## 2 5 5 4 4 2 4 2
## 10677 10678 10679 10680 10681 10682 10683 10684
## 5 2 4 2 1 2 5 2
## 10685 10686 10688 10689 10690 10691 10692 10693
## 2 2 4 4 2 1 2 1
## 10694 10695 10696 10697 10698 10699 10700 10701
## 3 2 1 5 4 6 4 3
## 10702 10703 10704 10705 10706 10707 10708 10709
## 1 2 7 5 3 2 1 3
## 10710 10711 10712 10713 10714 10715 10716 10717
## 4 9 3 4 5 2 3 2
## 10718 10719 10720 10721 10722 10723 10724 10725
## 4 3 4 6 4 6 7 6
## 10726 10727 10728 10729 10730 10731 10732 10733
## 2 4 3 3 2 1 3 4
## 10734 10735 10736 10737 10738 10739 10740 10741
## 4 2 3 4 2 5 3 4
## 10742 10743 10744 10745 10746 10747 10748 10749
## 5 4 8 5 5 1 5 1
## 10750 10751 10752 10753 10754 10755 10756 10757
## 4 2 4 2 5 2 4 5
## 10758 10759 10760 10761 10763 10764 10766 10767
## 3 3 4 4 4 11 3 3
## 10768 10769 10770 10771 10772 10773 10775 10776
## 1 1 8 2 4 1 2 6
## 10777 10778 10779 10780 10781 10782 10783 10784
## 6 4 9 4 4 3 1 3
## 10785 10786 10787 10788 10789 10791 10792 10793
## 3 4 1 3 3 3 3 3
## 10795 10796 10797 10798 10799 10800 10801 10802
## 5 2 4 4 2 6 1 3
## 10803 10804 10805 10806 10807 10808 10809 10810
## 4 2 1 4 1 4 4 4
## 10811 10812 10813 10814 10815 10816 10817 10818
## 5 4 2 3 2 4 5 3
## 10819 10820 10821 10822 10824 10826 10827 10828
## 5 3 6 6 1 1 5 1
## 10829 10830 10831 10832 10833 10834 10835 10836
## 4 3 2 6 5 5 7 3
## 10837 10838 10839 10840 10841 10842 10843 10844
## 4 3 2 1 2 1 1 4
## 10845 10846 10847 10848 10849 10850 10851 10852
## 5 2 6 3 5 1 2 1
## 10853 10854 10855 10856 10857 10858 10859 10860
## 3 1 4 4 2 3 2 2
## 10861 10862 10863 10864 10865 10866 10867 10868
## 4 3 4 4 4 4 2 4
## 10869 10870 10871 10872 10873 10874 10875 10876
## 2 2 8 2 2 3 2 4
## 10877 10878 10879 10880 10881 10882 10883 10884
## 4 3 3 1 2 7 1 2
## 10885 10886 10887 10888 10889 10890 10892 10893
## 1 2 4 4 4 9 3 3
## 10894 10895 10896 10897 10898 10899 10900 10901
## 7 5 7 3 5 7 5 4
## 10904 10905 10906 10907 10908 10909 10910 10911
## 1 1 3 3 3 5 2 3
## 10912 10913 10914 10915 10916 10917 10918 10919
## 4 3 1 3 10 2 3 4
## 10920 10921 10922 10923 10924 10926 10927 10928
## 5 4 3 5 5 2 2 4
## 10929 10930 10931 10932 10933 10934 10935 10936
## 3 2 5 2 9 3 6 4
## 10938 10939 10940 10941 10942 10943 10944 10945
## 2 7 4 4 8 2 1 5
## 10946 10947 10948 10949 10950 10951 10952 10953
## 5 2 2 4 5 4 4 7
## 10954 10955 10956 10957 10958 10959 10960 10961
## 1 2 2 3 2 3 3 4
## 10962 10963 10964 10965 10966 10967 10968 10969
## 3 4 4 5 1 2 2 1
## 10970 10971 10972 10973 10974 10975 10976 10977
## 6 7 4 4 3 3 4 3
## 10978 10979 10980 10981 10982 10983 10984 10985
## 2 2 1 4 6 2 1 5
## 10986 10987 10988 10989 10990 10991 10992 10993
## 2 4 2 1 2 4 2 3
## 10994 10995 10996 10997 10999 11000 11001 11002
## 3 2 5 2 2 4 3 3
## 11003 11004 11005 11006 11007 11008 11009 11010
## 5 5 5 3 4 2 7 3
## 11011 11012 11013 11015 11016 11017 11018 11019
## 3 1 1 5 4 4 3 3
## 11020 11021 11022 11023 11024 11025 11026 11027
## 1 5 5 4 1 4 5 1
## 11028 11029 11030 11031 11032 11033 11034 11035
## 5 6 6 4 1 3 7 4
## 11036 11037 11038 11039 11040 11041 11042 11043
## 1 5 6 3 6 2 6 2
## 11044 11045 11046 11047 11048 11049 11050 11051
## 3 2 3 5 3 1 5 1
## 11052 11053 11054 11055 11056 11057 11058 11059
## 1 4 1 1 2 4 3 3
## 11060 11061 11062 11063 11064 11065 11066 11067
## 7 2 3 2 5 2 6 2
## 11068 11069 11070 11071 11072 11073 11074 11075
## 6 2 4 1 7 4 4 1
## 11076 11077 11078 11079 11080 11081 11082 11083
## 2 2 3 4 2 5 1 2
## 11084 11085 11086 11087 11088 11089 11090 11091
## 2 3 2 4 1 1 7 1
## 11092 11093 11094 11095 11096 11097 11098 11099
## 3 2 3 2 5 2 2 4
## 11100 11101 11102 11103 11104 11105 11106 11107
## 3 2 3 3 4 5 3 4
## 11108 11109 11110 11111 11112 11113 11114 11115
## 5 2 2 5 1 5 5 3
## 11116 11117 11118 11119 11120 11121 11123 11124
## 1 2 3 1 3 1 4 9
## 11125 11126 11127 11128 11129 11130 11131 11132
## 1 2 3 3 4 3 6 2
## 11133 11134 11135 11136 11138 11139 11140 11141
## 5 2 2 5 1 4 1 1
## 11142 11143 11144 11145 11146 11147 11148 11149
## 2 5 2 1 1 3 3 2
## 11150 11151 11152 11153 11155 11156 11157 11158
## 3 5 2 4 5 4 2 2
## 11159 11160 11161 11162 11163 11164 11166 11167
## 2 1 8 2 3 3 6 5
## 11168 11170 11171 11172 11173 11174 11175 11176
## 2 6 3 6 2 3 4 2
## 11177 11178 11179 11180 11181 11182 11183 11184
## 3 2 2 2 7 4 1 1
## 11185 11186 11187 11188 11189 11190 11191 11192
## 7 6 2 5 7 2 3 3
## 11193 11194 11195 11196 11197 11198 11199 11200
## 1 4 2 3 3 7 3 3
## 11201 11203 11204 11205 11206 11207 11208 11209
## 5 2 4 5 4 3 5 2
## 11210 11211 11212 11213 11214 11215 11216 11217
## 2 1 4 3 4 5 5 3
## 11218 11219 11220 11221 11222 11223 11224 11225
## 2 5 6 3 10 2 4 2
## 11226 11227 11228 11230 11231 11232 11233 11234
## 5 1 2 1 3 4 1 3
## 11235 11237 11238 11239 11240 11241 11242 11244
## 7 5 1 1 5 2 2 3
## 11245 11246 11247 11248 11250 11251 11252 11253
## 1 2 2 2 1 6 2 5
## 11254 11255 11256 11257 11258 11259 11260 11261
## 2 4 2 1 2 4 2 1
## 11262 11263 11264 11265 11266 11267 11268 11270
## 5 5 1 3 3 6 4 2
## 11271 11272 11273 11274 11275 11276 11277 11278
## 6 5 1 2 3 2 3 4
## 11279 11280 11281 11282 11283 11284 11285 11286
## 3 1 3 5 3 1 1 2
## 11287 11288 11290 11291 11292 11293 11294 11295
## 4 6 6 4 6 3 5 4
## 11296 11297 11298 11299 11300 11301 11302 11303
## 3 2 6 3 3 4 1 3
## 11304 11305 11306 11307 11308 11309 11310 11311
## 3 3 5 4 4 1 5 3
## 11312 11313 11314 11315 11316 11317 11318 11319
## 8 1 2 1 3 3 7 2
## 11320 11321 11322 11323 11324 11325 11326 11327
## 2 2 3 2 3 3 3 5
## 11328 11329 11330 11331 11332 11333 11334 11335
## 3 1 2 5 5 2 3 3
## 11336 11337 11338 11339 11341 11342 11343 11344
## 3 3 6 3 5 4 5 4
## 11345 11347 11348 11349 11350 11351 11352 11353
## 3 2 2 3 4 5 10 2
## 11354 11355 11356 11358 11359 11360 11361 11362
## 7 4 2 3 2 7 2 4
## 11363 11364 11365 11366 11367 11368 11369 11370
## 3 4 2 3 4 2 1 3
## 11371 11372 11374 11375 11376 11378 11379 11380
## 4 3 3 5 4 3 1 2
## 11382 11383 11384 11385 11386 11388 11389 11390
## 2 3 3 1 3 3 4 1
## 11391 11392 11393 11394 11395 11396 11397 11398
## 4 1 1 6 3 1 3 1
## 11399 11400 11401 11402 11403 11404 11406 11407
## 6 1 4 5 1 2 4 3
## 11408 11409 11410 11411 11412 11413 11414 11415
## 2 7 2 3 3 2 2 2
## 11416 11417 11418 11419 11420 11421 11422 11423
## 3 2 3 5 5 2 4 4
## 11424 11425 11427 11429 11430 11431 11432 11433
## 3 2 3 3 6 5 6 3
## 11434 11435 11436 11437 11438 11439 11440 11441
## 3 7 5 2 2 1 2 7
## 11442 11443 11444 11445 11446 11447 11448 11449
## 3 4 2 3 4 2 1 1
## 11450 11451 11452 11454 11456 11457 11458 11459
## 1 2 3 2 1 4 6 2
## 11460 11461 11462 11463 11464 11465 11466 11467
## 2 4 5 1 1 5 4 1
## 11468 11469 11470 11471 11472 11473 11474 11475
## 5 2 2 4 1 3 4 2
## 11476 11477 11478 11479 11480 11481 11482 11483
## 4 4 2 2 5 2 2 2
## 11484 11485 11486 11487 11488 11489 11491 11492
## 1 1 2 5 4 5 6 2
## 11493 11494 11495 11496 11497 11498 11499 11500
## 3 2 1 2 2 1 1 1
## 11501 11503 11504 11505 11506 11507 11508 11510
## 6 3 3 3 4 1 4 5
## 11511 11512 11513 11514 11515 11516 11517 11518
## 3 2 3 6 2 3 1 2
## 11519 11520 11521 11522 11523 11524 11525 11526
## 3 4 2 1 4 2 3 2
## 11527 11528 11529 11530 11531 11532 11533 11534
## 6 4 1 2 4 8 1 3
## 11535 11536 11537 11538 11539 11540 11541 11542
## 2 2 1 4 1 4 4 4
## 11544 11545 11546 11547 11548 11549 11550 11551
## 2 2 7 3 4 3 5 1
## 11552 11553 11554 11555 11556 11557 11558 11560
## 1 5 2 5 3 1 2 2
## 11561 11562 11564 11565 11567 11568 11569 11570
## 1 4 4 2 5 4 4 3
## 11571 11572 11573 11574 11575 11576 11577 11578
## 7 4 5 2 2 4 6 2
## 11579 11580 11581 11582 11583 11584 11586 11587
## 1 6 6 5 2 3 2 3
## 11588 11589 11590 11591 11592 11593 11594 11595
## 4 4 5 2 1 1 3 4
## 11596 11597 11598 11599 11600 11601 11602 11603
## 6 6 6 3 2 7 3 1
## 11604 11605 11606 11607 11608 11609 11610 11611
## 3 3 2 1 1 2 6 2
## 11613 11614 11615 11616 11617 11618 11619 11620
## 3 3 2 1 4 5 2 3
## 11621 11622 11624 11625 11626 11628 11629 11630
## 6 3 6 2 5 2 1 2
## 11631 11632 11633 11634 11635 11636 11637 11638
## 6 3 2 1 4 5 4 1
## 11639 11640 11641 11642 11643 11644 11645 11647
## 4 2 6 5 1 2 3 6
## 11648 11649 11651 11652 11653 11654 11655 11656
## 3 4 2 3 1 3 5 1
## 11657 11658 11659 11660 11661 11662 11663 11664
## 3 4 3 2 2 4 1 2
## 11665 11666 11667 11668 11669 11670 11671 11672
## 1 2 4 8 3 3 2 1
## 11673 11674 11675 11676 11677 11678 11679 11680
## 5 4 2 2 8 1 5 3
## 11682 11683 11684 11685 11686 11687 11688 11689
## 4 5 2 4 2 2 5 3
## 11690 11691 11692 11693 11694 11695 11696 11697
## 2 1 1 1 3 1 2 1
## 11698 11699 11700 11701 11702 11704 11705 11706
## 6 1 3 3 4 2 4 4
## 11707 11708 11709 11710 11711 11712 11713 11714
## 4 4 3 1 5 5 3 2
## 11715 11716 11717 11718 11719 11720 11721 11722
## 2 5 3 2 3 3 4 1
## 11723 11724 11725 11726 11727 11728 11729 11730
## 8 2 2 3 4 1 4 6
## 11731 11732 11733 11734 11735 11736 11737 11738
## 3 3 3 5 3 2 4 2
## 11739 11740 11741 11742 11743 11744 11746 11747
## 1 4 3 4 4 3 1 4
## 11748 11749 11750 11751 11752 11753 11754 11755
## 4 1 7 2 7 3 1 5
## 11756 11757 11758 11759 11760 11761 11762 11763
## 4 3 3 8 4 2 3 4
## 11764 11765 11766 11767 11768 11769 11770 11771
## 1 2 4 3 1 4 3 2
## 11772 11773 11774 11776 11777 11778 11779 11780
## 4 2 2 2 1 2 6 2
## 11781 11782 11783 11784 11785 11786 11787 11788
## 5 3 4 2 4 1 4 3
## 11789 11790 11791 11792 11793 11794 11795 11796
## 2 5 2 3 5 2 4 1
## 11797 11799 11800 11801 11802 11803 11804 11805
## 3 4 2 1 1 5 6 4
## 11806 11807 11808 11809 11810 11811 11812 11813
## 4 3 5 1 3 1 1 4
## 11814 11815 11816 11817 11818 11819 11820 11821
## 3 3 2 1 4 2 3 5
## 11822 11823 11824 11825 11826 11827 11828 11829
## 1 2 2 6 2 2 3 3
## 11830 11831 11832 11834 11835 11836 11837 11838
## 2 1 2 4 6 2 5 6
## 11839 11840 11841 11842 11843 11844 11845 11846
## 5 4 3 5 3 2 2 5
## 11847 11848 11849 11850 11851 11852 11853 11854
## 4 4 2 4 1 1 5 1
## 11855 11856 11857 11858 11859 11860 11861 11862
## 2 3 2 1 2 3 4 2
## 11863 11864 11865 11866 11867 11868 11869 11870
## 3 2 2 2 3 3 3 3
## 11871 11872 11873 11874 11875 11876 11877 11878
## 4 3 4 1 3 2 5 5
## 11879 11880 11881 11882 11883 11884 11885 11886
## 2 1 2 2 3 6 3 4
## 11887 11888 11889 11890 11891 11892 11893 11894
## 4 3 3 3 3 2 2 6
## 11895 11896 11897 11898 11899 11900 11901 11902
## 7 5 4 2 3 3 3 3
## 11903 11904 11905 11906 11908 11909 11910 11911
## 3 5 6 4 4 1 3 5
## 11912 11913 11914 11915 11916 11917 11918 11919
## 5 4 2 3 3 3 3 5
## 11920 11921 11922 11923 11924 11925 11926 11927
## 2 6 2 1 5 3 3 5
## 11928 11929 11930 11931 11932 11933 11934 11935
## 3 3 2 5 3 1 3 2
## 11936 11937 11938 11939 11940 11942 11943 11944
## 1 1 4 3 5 7 1 3
## 11946 11947 11948 11949 11950 11951 11953 11955
## 5 1 5 3 2 1 3 2
## 11956 11957 11958 11959 11960 11961 11962 11963
## 2 2 3 4 5 6 1 4
## 11964 11965 11966 11967 11968 11970 11971 11972
## 3 2 1 3 1 2 1 3
## 11973 11974 11975 11976 11977 11978 11979 11980
## 4 4 2 3 3 5 3 1
## 11981 11982 11983 11984 11985 11986 11987 11988
## 2 8 3 2 1 3 1 1
## 11991 11993 11994 11995 11996 11997 11998 11999
## 1 1 5 2 5 2 3 2
## 12000 12001 12002 12003 12004 12005 12006 12007
## 2 3 2 5 3 4 3 1
## 12008 12009 12010 12011 12012 12013 12014 12015
## 2 2 4 2 4 3 1 2
## 12016 12017 12018 12019 12020 12021 12022 12023
## 2 3 2 2 2 1 3 3
## 12024 12025 12026 12027 12028 12030 12031 12032
## 3 4 5 3 5 8 3 2
## 12033 12034 12035 12036 12037 12038 12039 12040
## 3 5 3 3 3 2 1 5
## 12041 12042 12043 12044 12045 12047 12048 12049
## 2 4 3 3 2 2 3 3
## 12050 12051 12052 12053 12054 12055 12056 12058
## 6 2 1 3 5 2 2 3
## 12059 12060 12061 12062 12063 12064 12065 12066
## 4 2 2 2 3 1 5 2
## 12067 12068 12069 12070 12071 12072 12073 12075
## 4 3 2 3 2 2 4 1
## 12076 12077 12078 12080 12081 12082 12083 12085
## 3 4 2 4 7 2 1 2
## 12087 12088 12089 12090 12091 12092 12093 12094
## 5 3 3 5 4 4 2 1
## 12096 12097 12098 12099 12100 12102 12103 12104
## 2 2 3 2 4 3 2 2
## 12105 12106 12107 12108 12109 12110 12111 12112
## 3 2 3 2 2 2 3 2
## 12113 12114 12115 12116 12117 12118 12119 12121
## 5 3 2 4 4 2 1 2
## 12122 12123 12124 12125 12126 12127 12128 12129
## 4 4 1 2 3 6 2 3
## 12130 12131 12132 12133 12134 12135 12136 12137
## 5 2 1 1 3 2 3 2
## 12138 12139 12140 12141 12142 12143 12144 12145
## 1 5 3 3 3 2 3 4
## 12146 12147 12148 12149 12150 12151 12152 12154
## 5 1 3 1 1 2 1 5
## 12155 12156 12157 12158 12159 12160 12161 12162
## 2 4 2 3 4 2 3 2
## 12163 12164 12165 12166 12167 12168 12169 12170
## 3 3 2 4 4 3 1 3
## 12171 12172 12173 12174 12176 12177 12179 12180
## 3 3 1 2 3 1 3 2
## 12181 12182 12183 12184 12185 12186 12187 12188
## 3 8 2 2 2 2 4 2
## 12189 12190 12191 12192 12193 12194 12195 12196
## 1 2 3 5 2 7 3 4
## 12197 12198 12199 12200 12201 12202 12203 12204
## 3 4 4 3 2 1 5 7
## 12205 12206 12207 12208 12209 12211 12212 12213
## 3 4 2 3 2 3 2 2
## 12214 12215 12216 12217 12218 12219 12220 12221
## 2 7 4 2 5 2 1 2
## 12222 12223 12224 12225 12226 12227 12228 12229
## 4 1 5 1 3 6 2 2
## 12230 12231 12232 12233 12234 12235 12236 12237
## 3 3 2 3 3 3 2 5
## 12238 12239 12240 12241 12242 12243 12244 12245
## 5 2 2 2 2 2 3 5
## 12246 12247 12248 12249 12250 12251 12252 12253
## 3 2 2 7 2 2 2 5
## 12254 12255 12256 12257 12258 12259 12260 12261
## 3 2 2 2 4 5 5 2
## 12262 12263 12264 12265 12266 12268 12269 12270
## 1 3 3 3 8 3 3 3
## 12271 12272 12273 12274 12275 12276 12277 12278
## 4 2 6 5 2 5 2 4
## 12279 12280 12281 12282 12283 12285 12286 12287
## 3 5 2 4 1 4 1 2
## 12288 12289 12290 12291 12292 12293 12294 12295
## 2 1 1 6 2 4 1 2
## 12296 12297 12298 12299 12300 12301 12302 12303
## 4 2 1 1 2 7 1 4
## 12304 12305 12306 12307 12308 12310 12311 12312
## 4 5 1 2 1 3 1 3
## 12314 12315 12316 12317 12318 12319 12320 12321
## 4 2 3 2 3 2 3 3
## 12322 12323 12324 12326 12327 12328 12329 12330
## 1 2 1 1 1 2 3 4
## 12331 12332 12334 12335 12336 12337 12338 12339
## 3 1 2 2 2 3 5 3
## 12340 12341 12342 12343 12345 12346 12347 12348
## 2 4 2 2 5 3 1 3
## 12349 12350 12351 12352 12353 12354 12355 12356
## 2 5 5 4 5 1 2 4
## 12358 12359 12360 12361 12362 12363 12364 12365
## 3 3 2 1 3 4 1 3
## 12366 12367 12368 12369 12370 12371 12372 12374
## 5 1 4 3 3 6 3 4
## 12375 12376 12377 12378 12379 12380 12381 12384
## 1 4 1 4 1 3 5 2
## 12385 12386 12387 12388 12389 12390 12391 12392
## 7 4 2 2 6 2 2 3
## 12393 12394 12395 12396 12397 12398 12401 12402
## 4 2 1 1 1 1 6 1
## 12403 12404 12405 12406 12407 12408 12409 12411
## 3 2 2 3 2 1 2 2
## 12412 12414 12415 12417 12419 12420 12421 12422
## 1 2 1 1 2 3 1 7
## 12423 12424 12425 12426 12427 12428 12429 12430
## 4 3 3 3 5 3 3 1
## 12431 12432 12433 12434 12435 12436 12437 12438
## 1 1 2 2 2 2 4 1
## 12439 12440 12441 12442 12443 12444 12445 12446
## 2 2 2 7 8 2 2 3
## 12447 12448 12449 12450 12451 12452 12454 12455
## 3 4 5 2 2 1 2 5
## 12456 12457 12459 12460 12461 12462 12463 12464
## 4 1 1 5 4 3 2 1
## 12465 12466 12467 12468 12469 12470 12471 12472
## 7 4 1 6 2 4 5 3
## 12473 12474 12475 12476 12477 12478 12479 12480
## 2 3 1 2 4 2 2 4
## 12481 12482 12483 12484 12485 12486 12487 12489
## 1 3 2 4 2 2 4 3
## 12490 12491 12492 12493 12494 12495 12496 12497
## 3 1 4 4 5 2 3 2
## 12498 12499 12500 12501 12502 12503 12504 12505
## 3 5 2 3 1 2 2 3
## 12506 12507 12508 12509 12510 12511 12512 12513
## 3 5 4 5 3 4 2 6
## 12514 12516 12517 12518 12519 12520 12521 12522
## 1 6 3 3 2 1 4 3
## 12523 12524 12525 12526 12527 12528 12529 12530
## 2 3 1 1 1 5 4 3
## 12531 12532 12533 12534 12535 12536 12537 12539
## 1 3 2 4 1 4 9 3
## 12540 12541 12542 12543 12544 12545 12546 12547
## 5 7 5 3 1 3 5 2
## 12548 12549 12550 12551 12552 12553 12554 12556
## 4 3 2 2 1 3 5 2
## 12557 12558 12559 12560 12561 12562 12563 12564
## 6 1 2 3 2 5 4 2
## 12565 12566 12567 12568 12569 12571 12572 12573
## 3 1 2 6 4 2 2 3
## 12574 12576 12577 12578 12579 12580 12581 12582
## 2 2 2 1 2 1 3 3
## 12583 12585 12586 12587 12588 12589 12591 12592
## 2 5 6 3 3 2 3 3
## 12593 12594 12595 12596 12598 12599 12600 12601
## 2 3 2 4 3 3 1 3
## 12602 12603 12604 12605 12606 12607 12608 12609
## 4 2 3 2 4 2 3 3
## 12610 12611 12612 12613 12614 12615 12616 12617
## 1 5 5 3 2 1 1 2
## 12618 12619 12620 12621 12622 12623 12625 12626
## 5 1 3 3 4 1 1 2
## 12627 12628 12629 12630 12631 12632 12633 12634
## 4 4 3 6 2 5 1 4
## 12635 12636 12637 12638 12639 12640 12641 12642
## 4 4 2 1 3 3 4 3
## 12643 12644 12645 12646 12647 12648 12649 12650
## 2 2 3 2 5 3 3 2
## 12651 12652 12653 12654 12657 12658 12659 12660
## 1 3 3 1 3 2 3 1
## 12661 12663 12665 12666 12667 12668 12669 12670
## 1 2 4 3 1 2 5 5
## 12671 12673 12674 12675 12676 12677 12679 12681
## 3 2 3 3 5 1 4 2
## 12683 12684 12685 12686 12687 12688 12690 12691
## 1 3 2 1 2 1 1 2
## 12692 12693 12694 12695 12696 12697 12698 12699
## 6 3 1 2 1 4 2 4
## 12700 12701 12702 12703 12704 12705 12706 12707
## 5 3 4 2 3 4 4 4
## 12708 12709 12710 12711 12712 12713 12714 12715
## 5 3 5 2 3 3 3 4
## 12716 12717 12718 12719 12720 12721 12722 12723
## 4 7 1 2 2 3 3 3
## 12725 12726 12728 12729 12730 12731 12732 12733
## 2 2 1 5 3 2 4 1
## 12735 12736 12737 12739 12740 12741 12742 12743
## 3 2 2 1 5 4 1 3
## 12744 12745 12746 12747 12748 12749 12750 12751
## 6 2 2 3 3 2 6 2
## 12752 12753 12754 12755 12756 12757 12758 12760
## 1 1 1 4 2 4 1 3
## 12761 12762 12764 12765 12766 12767 12768 12769
## 2 2 5 1 3 2 2 4
## 12771 12772 12773 12774 12775 12776 12777 12778
## 2 4 6 1 2 3 7 2
## 12779 12780 12781 12782 12783 12784 12785 12786
## 1 3 3 1 3 1 2 3
## 12787 12788 12790 12791 12792 12793 12794 12795
## 1 3 3 3 1 4 4 1
## 12796 12798 12800 12801 12802 12803 12804 12805
## 5 5 1 2 1 6 2 4
## 12806 12807 12808 12809 12810 12811 12812 12814
## 1 4 2 3 3 2 2 3
## 12815 12816 12818 12819 12820 12821 12823 12824
## 2 3 2 2 1 5 1 2
## 12826 12827 12828 12829 12830 12831 12832 12833
## 2 2 4 4 2 2 1 2
## 12834 12835 12837 12838 12839 12840 12841 12842
## 4 3 2 2 1 5 1 1
## 12843 12845 12846 12847 12848 12849 12850 12852
## 3 1 1 3 1 2 3 4
## 12854 12856 12857 12858 12859 12860 12861 12862
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## 12863 12864 12865 12866 12867 12868 12869 12870
## 1 1 1 4 3 4 2 2
## 12871 12872 12873 12874 12875 12876 12877 12878
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## 1 4 1 1 3 6 2 6
## 12889 12890 12892 12893 12894 12895 12896 12897
## 3 4 5 2 2 3 5 2
## 12898 12899 12900 12901 12902 12905 12906 12907
## 1 2 1 3 2 2 5 4
## 12908 12909 12910 12911 12912 12913 12916 12917
## 6 2 2 1 4 3 4 1
## 12918 12919 12920 12921 12922 12923 12924 12925
## 2 6 4 2 4 3 1 1
## 12926 12927 12928 12929 12930 12932 12934 12935
## 1 2 3 4 1 3 3 5
## 12936 12937 12938 12940 12941 12942 12943 12944
## 2 3 4 1 4 2 2 4
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## 3 3 4 3 1 2 3 3
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## 12971 12972 12973 12974 12975 12976 12977 12978
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## 12979 12980 12981 12982 12983 12984 12985 12986
## 5 4 1 3 6 3 3 4
## 12987 12988 12989 12990 12991 12992 12993 12994
## 2 2 3 3 2 8 6 2
## 12995 12996 12997 12998 12999 13000 13002 13003
## 1 4 2 1 2 4 1 5
## 13004 13005 13006 13007 13008 13009 13010 13011
## 2 7 2 2 4 3 2 1
## 13012 13014 13015 13016 13018 13019 13020 13021
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## 13022 13023 13024 13025 13026 13028 13029 13030
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## 13039 13040 13041 13042 13043 13044 13045 13046
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## 13047 13048 13049 13051 13052 13053 13055 13056
## 2 4 3 1 4 2 3 3
## 13057 13058 13059 13060 13061 13064 13065 13066
## 2 1 4 4 2 3 3 1
## 13067 13068 13069 13070 13071 13072 13073 13074
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## 13075 13076 13077 13078 13079 13080 13081 13082
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## 13083 13085 13086 13087 13088 13090 13091 13092
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## 13093 13094 13095 13096 13097 13098 13099 13100
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## 13101 13102 13103 13104 13105 13106 13107 13108
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## 13109 13110 13111 13112 13114 13115 13116 13117
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## 13118 13119 13120 13121 13122 13123 13124 13125
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## 13126 13127 13128 13129 13130 13131 13132 13133
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## 13134 13135 13136 13137 13138 13139 13140 13141
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## 13152 13153 13154 13155 13156 13157 13158 13159
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## 13170 13171 13172 13174 13175 13176 13177 13178
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## 13179 13180 13181 13183 13184 13185 13186 13188
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## 13189 13190 13193 13194 13195 13196 13197 13198
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## 13199 13200 13201 13202 13203 13204 13205 13206
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## 13207 13208 13209 13210 13211 13212 13213 13214
## 1 2 3 2 3 3 1 4
## 13215 13216 13217 13219 13220 13221 13222 13223
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## 13224 13225 13226 13227 13229 13230 13231 13232
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## 13233 13234 13235 13236 13237 13239 13240 13242
## 4 2 4 5 4 3 2 2
## 13243 13244 13245 13246 13247 13249 13250 13251
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## 13252 13253 13254 13255 13256 13258 13259 13261
## 2 1 2 2 2 3 3 3
## 13262 13263 13264 13265 13266 13267 13268 13269
## 1 1 2 1 2 1 1 2
## 13271 13272 13273 13274 13275 13276 13277 13278
## 2 5 4 2 2 1 1 2
## 13279 13280 13281 13282 13283 13284 13285 13286
## 1 1 3 5 1 2 3 3
## 13288 13290 13291 13292 13293 13294 13295 13296
## 7 3 3 1 1 1 5 1
## 13298 13299 13300 13301 13302 13304 13305 13306
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## 13307 13308 13309 13311 13312 13313 13314 13315
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## 13316 13317 13318 13319 13320 13321 13322 13323
## 1 1 4 3 2 5 3 1
## 13324 13325 13326 13328 13329 13330 13331 13332
## 1 1 2 1 6 3 1 2
## 13333 13334 13335 13336 13337 13338 13339 13340
## 2 1 2 4 1 7 1 3
## 13341 13342 13343 13345 13346 13347 13348 13349
## 3 2 4 1 3 2 1 2
## 13350 13351 13352 13353 13354 13355 13356 13357
## 2 1 2 2 1 2 1 4
## 13358 13359 13360 13361 13363 13364 13365 13366
## 2 1 1 2 2 2 1 2
## 13367 13368 13369 13370 13371 13372 13373 13374
## 1 4 4 5 3 3 1 1
## 13375 13376 13377 13378 13379 13380 13381 13382
## 1 1 2 4 3 4 5 2
## 13383 13384 13385 13386 13387 13388 13389 13390
## 5 3 2 1 4 2 5 2
## 13391 13392 13393 13394 13395 13396 13397 13398
## 3 5 3 3 1 2 2 1
## 13399 13400 13401 13404 13405 13406 13407 13408
## 1 5 3 1 3 1 7 2
## 13409 13410 13411 13412 13413 13414 13415 13416
## 2 3 2 5 2 1 1 4
## 13418 13419 13420 13421 13422 13425 13426 13428
## 1 2 3 1 3 2 2 5
## 13429 13430 13431 13432 13434 13435 13437 13438
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## 13439 13440 13442 13443 13444 13445 13446 13447
## 1 1 1 1 3 3 2 5
## 13448 13450 13451 13452 13453 13454 13455 13456
## 1 3 4 3 2 3 1 1
## 13458 13459 13460 13461 13462 13463 13464 13465
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## 13467 13468 13469 13470 13471 13472 13473 13474
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## 13483 13484 13485 13486 13487 13488 13489 13490
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## 13491 13492 13493 13494 13495 13496 13497 13498
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## 3 1 5 2 2 3 4 1
## 13516 13517 13518 13520 13521 13522 13523 13524
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## 13525 13526 13528 13529 13530 13531 13532 13533
## 1 1 2 2 1 1 1 6
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## 1 4 3 2 2 3 1 1
## 13544 13545 13546 13547 13548 13549 13550 13551
## 1 4 2 3 3 4 3 2
## 13552 13553 13554 13555 13556 13557 13558 13559
## 1 2 2 6 1 2 2 6
## 13560 13561 13562 13563 13564 13565 13566 13567
## 2 4 1 4 1 2 4 3
## 13570 13573 13576 13577 13578 13579 13580 13581
## 2 1 2 5 2 4 2 2
## 13582 13583 13584 13585 13586 13587 13588 13589
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## 13590 13591 13592 13593 13596 13597 13598 13599
## 3 3 2 1 1 3 3 5
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## 13608 13609 13610 13611 13612 13613 13614 13616
## 3 3 2 1 3 2 4 3
## 13617 13620 13621 13622 13623 13625 13626 13627
## 6 2 2 2 2 1 1 2
## 13628 13629 13630 13631 13632 13634 13635 13636
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## 13637 13638 13639 13640 13641 13642 13643 13644
## 1 2 3 3 1 1 2 3
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## 2 3 1 2 2 3 1 1
## 13655 13657 13660 13661 13662 13663 13664 13665
## 1 2 2 5 1 1 2 5
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## 13684 13685 13686 13687 13688 13689 13690 13691
## 1 1 2 1 3 3 5 4
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## 3 2 2 3 2 6 4 2
## 13701 13702 13703 13704 13705 13706 13707 13710
## 2 2 1 1 2 4 1 2
## 13711 13714 13715 13716 13717 13718 13719 13720
## 1 2 1 6 1 4 5 1
## 13723 13724 13725 13726 13727 13728 13729 13731
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## 13732 13733 13734 13735 13736 13737 13738 13739
## 1 2 4 2 1 1 4 3
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## 2 1 4 3 2 1 2 7
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## 13756 13757 13758 13759 13760 13761 13762 13763
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## 13816 13817 13818 13819 13820 13821 13822 13823
## 1 1 4 4 2 1 1 2
## 13824 13825 13826 13827 13828 13829 13831 13833
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## 1 4 2 4 1 2 2 3
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## 13903 13904 13905 13906 13907 13908 13909 13910
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## 13912 13914 13915 13916 13917 13918 13920 13922
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## 13923 13924 13925 13926 13928 13929 13930 13931
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## 13932 13933 13934 13935 13936 13937 13939 13940
## 1 1 1 2 3 1 2 1
## 13942 13943 13945 13947 13948 13949 13950 13952
## 4 2 2 4 1 4 2 1
## 13953 13954 13955 13956 13958 13959 13960 13961
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## 13962 13963 13964 13965 13966 13967 13968 13969
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## 13998 13999 14000 14001 14002 14003 14004 14005
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## 2 1 3 2 4 5 3 1
## 14017 14018 14019 14021 14022 14023 14024 14025
## 3 1 3 2 2 3 3 1
## 14026 14027 14028 14029 14030 14031 14032 14033
## 1 2 2 4 2 3 1 3
## 14034 14037 14038 14039 14040 14041 14042 14043
## 3 1 4 1 2 4 4 3
## 14044 14045 14046 14047 14048 14050 14051 14052
## 2 2 4 1 4 3 2 2
## 14053 14054 14055 14056 14057 14058 14061 14062
## 2 4 3 2 2 2 2 1
## 14063 14064 14065 14066 14067 14069 14070 14071
## 3 2 2 3 3 4 3 6
## 14072 14073 14074 14075 14076 14077 14078 14079
## 3 5 3 4 1 2 6 1
## 14080 14081 14082 14083 14084 14085 14086 14088
## 2 1 1 2 2 3 3 1
## 14089 14090 14091 14092 14093 14095 14096 14098
## 2 2 2 2 1 1 1 1
## 14099 14100 14101 14102 14103 14104 14105 14106
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## 14152 14153 14154 14155 14156 14157 14158 14159
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## 14172 14173 14174 14175 14176 14177 14178 14179
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## 1 1 5 1 5 2 1 5
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## 14256 14257 14258 14259 14260 14261 14262 14263
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## 14280 14281 14282 14283 14284 14285 14286 14287
## 2 1 5 5 4 2 2 4
## 14288 14290 14292 14293 14294 14295 14296 14297
## 2 2 2 4 1 1 3 2
## 14299 14300 14301 14302 14303 14304 14306 14307
## 1 1 2 2 2 2 2 2
## 14308 14309 14310 14311 14312 14313 14315 14316
## 2 3 2 3 1 2 2 1
## 14317 14318 14319 14320 14321 14322 14323 14324
## 1 1 2 1 1 4 3 2
## 14325 14326 14327 14328 14330 14331 14333 14334
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## 14335 14337 14338 14339 14340 14341 14342 14343
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## 14344 14345 14346 14347 14349 14350 14351 14354
## 1 3 3 1 3 2 1 2
## 14355 14356 14358 14359 14360 14361 14362 14365
## 8 2 2 2 1 1 1 3
## 14366 14367 14368 14369 14370 14371 14372 14373
## 3 3 3 1 2 4 1 2
## 14374 14375 14378 14379 14380 14382 14383 14384
## 1 6 2 8 2 2 1 4
## 14385 14386 14387 14388 14389 14390 14391 14392
## 1 1 1 5 2 1 1 5
## 14393 14394 14395 14397 14398 14399 14400 14404
## 1 2 2 2 2 2 1 2
## 14406 14407 14408 14409 14410 14411 14412 14413
## 3 3 2 1 2 3 3 2
## 14414 14416 14417 14418 14419 14421 14422 14423
## 5 1 2 3 3 3 2 2
## 14424 14425 14426 14427 14428 14430 14431 14432
## 2 1 1 3 2 1 2 6
## 14433 14434 14435 14436 14437 14438 14439 14440
## 2 2 1 1 3 1 2 3
## 14441 14442 14444 14445 14446 14447 14449 14450
## 2 3 3 2 1 2 1 2
## 14451 14453 14454 14455 14456 14457 14458 14459
## 2 2 2 2 1 2 1 1
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## 14478 14479 14480 14481 14482 14483 14485 14486
## 2 4 3 2 3 3 1 1
## 14488 14489 14490 14491 14492 14494 14495 14496
## 4 1 1 1 2 2 2 4
## 14497 14498 14499 14500 14501 14502 14503 14504
## 3 2 1 2 1 2 4 1
## 14505 14506 14507 14508 14509 14510 14512 14513
## 3 3 2 8 2 3 3 2
## 14514 14515 14516 14517 14518 14519 14520 14521
## 2 1 2 4 2 2 2 1
## 14522 14523 14524 14525 14526 14527 14528 14529
## 5 2 5 3 2 3 2 1
## 14530 14531 14532 14533 14534 14535 14536 14537
## 6 3 1 2 1 1 2 1
## 14540 14543 14544 14546 14547 14548 14549 14550
## 2 5 1 2 1 3 4 4
## 14551 14552 14553 14554 14555 14556 14557 14558
## 2 3 1 1 2 5 3 2
## 14559 14560 14561 14562 14563 14564 14565 14566
## 2 2 1 1 1 3 1 3
## 14567 14568 14569 14570 14571 14572 14573 14574
## 2 2 4 1 2 2 2 1
## 14575 14577 14578 14580 14581 14582 14583 14585
## 2 3 2 2 1 2 4 7
## 14586 14587 14588 14589 14590 14591 14592 14594
## 3 1 1 2 3 2 1 1
## 14595 14596 14597 14600 14601 14602 14603 14604
## 3 1 1 4 2 3 4 1
## 14605 14606 14608 14609 14610 14611 14612 14613
## 1 1 4 1 3 2 3 1
## 14614 14615 14616 14617 14618 14619 14620 14621
## 2 3 2 1 1 1 3 2
## 14623 14625 14626 14627 14628 14629 14630 14631
## 1 3 2 3 3 1 1 2
## 14632 14634 14636 14637 14638 14639 14640 14641
## 1 2 2 3 3 3 8 2
## 14642 14643 14644 14645 14646 14647 14648 14649
## 3 2 1 1 5 3 3 2
## 14650 14651 14652 14653 14654 14655 14656 14657
## 2 5 4 2 2 1 3 3
## 14658 14659 14660 14661 14662 14663 14664 14665
## 6 3 3 2 4 5 2 3
## 14666 14667 14668 14669 14670 14671 14672 14673
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## 14674 14675 14676 14677 14678 14679 14680 14681
## 2 2 2 2 3 1 2 2
## 14682 14683 14685 14686 14687 14688 14689 14690
## 2 2 2 3 1 2 3 3
## 14691 14692 14693 14694 14697 14698 14699 14702
## 1 2 1 4 2 4 1 3
## 14703 14704 14705 14706 14707 14708 14709 14710
## 2 3 1 2 1 3 2 2
## 14711 14712 14713 14714 14715 14716 14717 14718
## 1 5 3 1 2 2 3 4
## 14721 14722 14724 14725 14726 14727 14728 14729
## 1 3 2 3 2 4 3 1
## 14730 14731 14732 14733 14734 14735 14736 14737
## 2 2 4 4 1 4 1 3
## 14739 14740 14741 14742 14743 14744 14745 14746
## 3 1 1 3 2 2 3 6
## 14747 14748 14749 14750 14751 14752 14753 14754
## 1 1 1 1 2 5 1 2
## 14755 14756 14757 14758 14759 14760 14761 14762
## 3 1 1 5 4 3 1 2
## 14763 14764 14766 14767 14768 14769 14770 14771
## 1 2 2 4 1 3 3 1
## 14772 14773 14774 14775 14776 14777 14778 14779
## 2 6 2 1 3 3 3 4
## 14780 14781 14782 14783 14784 14785 14786 14787
## 1 2 4 3 1 1 3 3
## 14788 14789 14790 14792 14793 14794 14795 14797
## 3 2 1 3 3 2 3 4
## 14798 14799 14800 14801 14802 14803 14804 14805
## 4 4 4 4 2 1 1 4
## 14806 14807 14809 14810 14811 14814 14815 14816
## 1 4 2 2 2 5 1 1
## 14817 14818 14819 14820 14821 14822 14823 14824
## 2 3 1 2 3 3 4 2
## 14825 14826 14827 14828 14829 14830 14831 14832
## 2 2 1 3 2 2 1 2
## 14833 14834 14835 14837 14838 14839 14840 14841
## 3 2 5 1 1 3 2 2
## 14842 14843 14844 14845 14846 14848 14849 14850
## 2 5 2 1 1 1 3 4
## 14851 14852 14854 14855 14856 14858 14859 14860
## 3 1 4 2 4 2 3 1
## 14861 14863 14864 14865 14866 14867 14868 14870
## 5 1 3 6 1 3 2 1
## 14872 14873 14874 14875 14877 14878 14879 14880
## 3 1 4 2 5 1 4 1
## 14881 14882 14883 14885 14886 14887 14888 14889
## 1 2 2 3 1 1 5 1
## 14890 14892 14893 14894 14896 14897 14898 14899
## 1 1 1 2 5 3 3 2
## 14900 14901 14902 14903 14904 14905 14906 14907
## 1 2 1 1 3 1 6 2
## 14908 14909 14910 14911 14912 14913 14914 14916
## 3 3 2 1 2 2 1 1
## 14917 14918 14919 14920 14921 14922 14923 14924
## 3 1 2 2 2 3 5 2
## 14925 14926 14927 14928 14929 14930 14931 14932
## 5 2 1 1 2 3 2 1
## 14933 14934 14935 14937 14938 14940 14941 14942
## 4 4 4 2 2 3 2 2
## 14943 14944 14947 14948 14949 14950 14951 14952
## 6 3 4 2 2 2 1 3
## 14953 14954 14955 14956 14957 14958 14959 14960
## 3 1 1 3 2 2 3 1
## 14961 14962 14963 14964 14965 14966 14967 14968
## 2 1 1 1 3 3 1 1
## 14970 14972 14973 14975 14976 14977 14978 14979
## 1 2 2 4 1 2 3 2
## 14983 14984 14985 14986 14989 14990 14991 14992
## 3 5 2 2 2 1 8 2
## 14996 14997 14999 15000 15002 15003 15004 15005
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## 15006 15007 15008 15009 15010 15011 15012 15013
## 3 1 6 3 1 2 1 2
## 15014 15015 15016 15017 15018 15019 15020 15021
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## 15022 15024 15025 15026 15027 15028 15029 15030
## 3 1 4 4 4 1 2 2
## 15031 15032 15033 15034 15035 15036 15037 15038
## 4 1 1 2 4 2 2 1
## 15039 15040 15041 15042 15043 15044 15045 15046
## 2 1 3 1 3 1 5 3
## 15047 15048 15049 15050 15051 15052 15053 15054
## 1 2 3 3 1 1 1 3
## 15055 15057 15058 15059 15060 15061 15062 15064
## 1 2 2 3 1 2 1 1
## 15065 15066 15067 15068 15069 15070 15071 15072
## 1 3 5 1 2 2 1 1
## 15073 15074 15075 15076 15077 15078 15080 15081
## 1 2 1 4 2 2 1 2
## 15082 15083 15084 15085 15086 15087 15088 15089
## 2 5 1 1 2 3 2 2
## 15090 15091 15092 15093 15094 15095 15096 15097
## 4 3 2 1 4 2 1 3
## 15098 15099 15101 15102 15103 15104 15105 15106
## 2 1 1 2 1 2 1 1
## 15107 15108 15109 15110 15111 15112 15113 15114
## 4 1 1 4 2 3 3 1
## 15115 15116 15117 15118 15120 15121 15123 15124
## 1 2 4 2 3 1 1 3
## 15125 15128 15130 15131 15132 15133 15136 15137
## 3 2 1 1 4 2 1 2
## 15138 15139 15140 15142 15143 15144 15145 15146
## 1 6 2 4 1 2 2 4
## 15147 15148 15149 15150 15151 15152 15153 15154
## 3 3 1 2 1 1 1 3
## 15155 15156 15157 15158 15159 15160 15161 15162
## 1 2 4 1 1 2 3 2
## 15163 15164 15165 15166 15167 15168 15169 15170
## 2 3 1 2 2 1 3 1
## 15171 15172 15173 15174 15175 15176 15177 15178
## 1 1 2 2 2 2 4 2
## 15179 15180 15181 15182 15183 15184 15185 15186
## 3 1 2 1 2 2 1 1
## 15187 15189 15190 15191 15194 15195 15197 15199
## 1 1 4 6 2 2 1 1
## 15200 15201 15203 15204 15205 15206 15207 15209
## 1 1 1 2 2 3 5 1
## 15210 15211 15212 15213 15214 15215 15216 15217
## 2 2 1 2 4 1 2 1
## 15218 15219 15223 15224 15226 15227 15228 15229
## 5 2 1 1 2 2 2 2
## 15230 15231 15232 15233 15234 15235 15237 15238
## 1 3 1 3 2 1 3 1
## 15240 15241 15243 15244 15246 15247 15248 15249
## 2 1 1 2 2 2 1 4
## 15251 15252 15253 15254 15255 15256 15257 15258
## 1 3 2 3 8 3 2 5
## 15259 15261 15262 15263 15266 15267 15268 15269
## 2 2 1 1 2 1 2 2
## 15271 15272 15273 15277 15279 15280 15281 15283
## 1 1 1 1 2 3 4 1
## 15284 15285 15286 15287 15288 15289 15290 15291
## 5 1 2 3 3 2 2 1
## 15292 15293 15294 15295 15296 15298 15299 15300
## 1 1 3 1 3 1 1 1
## 15301 15302 15303 15304 15305 15306 15307 15308
## 2 1 2 2 2 5 1 1
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## 2 1 2 3 2 1 3 6
## 18003 18004 18006 18007 18010 18011 18014 18015
## 2 1 1 1 1 3 1 2
## 18016 18017 18018 18021 18022 18023 18024 18026
## 2 3 1 1 2 1 1 5
## 18027 18028 18030 18031 18032 18033 18034 18035
## 2 5 1 2 3 1 2 1
## 18036 18037 18038 18039 18040 18041 18043 18044
## 1 5 1 3 3 1 2 1
## 18045 18046 18047 18048 18049 18050 18051 18052
## 2 1 5 5 2 1 2 5
## 18054 18055 18057 18059 18060 18061 18062 18063
## 4 2 1 2 1 1 3 3
## 18064 18066 18067 18068 18070 18071 18072 18073
## 5 3 1 2 1 2 3 4
## 18074 18075 18076 18077 18078 18079 18081 18082
## 1 2 3 1 2 1 2 1
## 18083 18084 18085 18086 18087 18088 18089 18090
## 4 3 1 3 1 1 4 3
## 18091 18092 18095 18097 18098 18099 18100 18101
## 4 3 2 1 2 2 3 2
## 18102 18103 18104 18105 18106 18107 18108 18109
## 1 1 2 1 2 3 3 3
## 18110 18112 18113 18114 18116 18117 18118 18119
## 1 2 3 1 3 1 2 3
## 18121 18123 18124 18125 18130 18131 18132 18134
## 3 2 1 2 4 5 3 2
## 18135 18137 18138 18139 18140 18141 18145 18146
## 3 2 4 2 3 1 2 3
## 18147 18148 18149 18150 18151 18153 18154 18155
## 3 2 2 2 2 1 2 3
## 18156 18157 18158 18160 18161 18162 18163 18165
## 1 2 2 3 1 1 1 1
## 18166 18168 18169 18170 18172 18173 18174 18175
## 1 5 2 2 2 3 1 1
## 18176 18177 18178 18180 18181 18183 18184 18186
## 2 5 1 3 3 2 1 3
## 18187 18189 18190 18192 18194 18197 18198 18199
## 2 1 3 2 4 1 1 2
## 18200 18201 18202 18203 18204 18205 18206 18207
## 3 1 1 4 1 2 1 1
## 18210 18212 18213 18215 18218 18219 18220 18221
## 3 1 2 3 2 1 1 3
## 18222 18223 18224 18225 18226 18227 18228 18229
## 3 1 1 2 1 2 2 2
## 18231 18232 18233 18234 18235 18236 18237 18238
## 1 1 3 2 1 2 1 2
## 18239 18240 18241 18242 18244 18245 18246 18248
## 3 4 2 4 1 2 2 1
## 18249 18250 18251 18252 18253 18254 18256 18257
## 1 2 3 3 1 1 5 1
## 18258 18259 18260 18261 18263 18264 18265 18268
## 3 1 2 3 2 2 1 2
## 18270 18272 18273 18274 18275 18276 18277 18278
## 1 1 3 2 4 2 2 1
## 18279 18283 18285 18286 18287 18288 18289 18290
## 1 1 2 1 1 4 1 2
## 18291 18292 18293 18294 18296 18297 18298 18299
## 2 1 4 2 1 1 2 2
## 18300 18302 18304 18307 18308 18310 18311 18312
## 2 1 1 2 2 1 2 2
## 18313 18314 18315 18316 18317 18318 18319 18320
## 1 1 1 3 3 2 2 5
## 18321 18322 18325 18328 18329 18332 18333 18334
## 2 3 1 3 3 1 2 1
## 18335 18336 18337 18338 18340 18341 18342 18344
## 3 1 2 3 2 2 1 4
## 18345 18346 18347 18349 18353 18354 18356 18358
## 2 2 2 1 2 3 2 1
## 18359 18360 18361 18365 18366 18367 18369 18371
## 1 3 4 1 1 1 2 4
## 18373 18375 18376 18377 18378 18379 18380 18381
## 1 1 1 1 4 1 1 2
## 18383 18384 18387 18389 18390 18391 18392 18394
## 2 1 1 3 2 2 1 1
## 18395 18397 18398 18399 18401 18402 18404 18405
## 3 1 1 1 3 2 1 2
## 18406 18407 18409 18410 18412 18413 18414 18415
## 1 1 1 2 2 2 1 3
## 18416 18417 18418 18420 18421 18422 18425 18426
## 1 2 2 2 2 2 1 1
## 18427 18428 18430 18431 18432 18433 18436 18438
## 2 2 2 1 3 2 2 4
## 18440 18441 18442 18444 18446 18447 18448 18450
## 3 1 1 4 2 1 2 2
## 18451 18452 18453 18454 18455 18456 18457 18458
## 2 3 1 2 3 1 2 1
## 18462 18463 18464 18465 18466 18467 18468 18469
## 1 1 1 1 2 2 1 2
## 18470 18471 18472 18473 18475 18478 18479 18480
## 3 4 2 1 1 1 2 1
## 18481 18482 18485 18486 18488 18489 18490 18493
## 1 3 1 1 1 1 2 1
## 18494 18495 18496 18499 18500 18501 18502 18503
## 1 1 2 1 2 2 1 1
## 18504 18505 18507 18508 18509 18510 18511 18512
## 1 2 1 1 1 1 2 1
## 18513 18514 18516 18517 18518 18523 18525 18526
## 1 3 1 1 1 1 1 1
## 18527 18528 18530 18531 18532 18533 18534 18535
## 1 4 4 1 1 1 2 3
## 18536 18537 18539 18540 18541 18542 18544 18545
## 2 1 1 3 1 1 2 1
## 18546 18548 18549 18551 18552 18554 18556 18558
## 1 2 1 2 2 2 2 2
## 18559 18560 18561 18562 18564 18565 18567 18568
## 2 2 1 2 1 4 1 1
## 18569 18571 18572 18573 18574 18575 18576 18577
## 3 4 1 1 1 2 1 1
## 18579 18580 18581 18582 18584 18585 18586 18587
## 1 1 3 2 2 1 3 1
## 18590 18591 18592 18593 18594 18595 18596 18598
## 1 2 1 3 2 2 1 1
## 18599 18601 18602 18603 18604 18606 18607 18608
## 4 3 2 2 3 3 2 3
## 18609 18610 18611 18612 18614 18615 18616 18617
## 2 2 2 1 3 3 1 2
## 18618 18619 18621 18625 18627 18628 18629 18630
## 2 1 1 2 1 2 3 1
## 18631 18632 18633 18634 18635 18636 18637 18640
## 3 1 1 3 1 3 1 1
## 18641 18642 18643 18644 18645 18646 18647 18648
## 2 2 1 1 2 2 1 1
## 18649 18651 18654 18655 18658 18660 18661 18662
## 1 3 1 1 3 2 1 2
## 18663 18665 18666 18667 18668 18670 18672 18675
## 2 3 1 1 1 1 2 1
## 18677 18678 18679 18680 18681 18682 18683 18684
## 1 2 2 2 2 1 2 4
## 18688 18690 18691 18692 18693 18694 18695 18696
## 3 3 3 1 1 1 1 3
## 18697 18698 18699 18700 18703 18704 18705 18707
## 2 1 3 1 2 1 1 2
## 18708 18710 18711 18712 18713 18714 18715 18716
## 1 3 1 1 1 1 1 2
## 18717 18718 18720 18721 18722 18723 18724 18725
## 1 2 2 3 1 2 1 2
## 18726 18727 18728 18730 18731 18734 18735 18737
## 2 3 1 1 1 1 1 1
## 18738 18740 18741 18742 18743 18744 18745 18746
## 1 1 3 1 3 2 2 1
## 18747 18749 18750 18753 18754 18755 18756 18757
## 2 1 1 2 4 2 2 1
## 18759 18760 18761 18763 18764 18765 18766 18767
## 1 1 2 4 3 1 1 1
## 18768 18771 18773 18774 18776 18777 18779 18780
## 2 3 1 3 5 2 1 2
## 18782 18783 18784 18785 18786 18787 18789 18790
## 2 1 4 1 3 3 2 2
## 18791 18792 18795 18796 18797 18798 18800 18802
## 1 3 1 1 1 1 1 4
## 18803 18804 18805 18806 18807 18808 18810 18811
## 1 3 2 1 1 1 2 3
## 18814 18815 18817 18818 18819 18820 18821 18822
## 1 1 1 1 3 1 1 1
## 18823 18824 18825 18826 18827 18828 18829 18833
## 2 4 2 1 1 4 1 2
## 18834 18835 18837 18838 18839 18840 18842 18844
## 1 1 1 2 1 1 1 1
## 18845 18846 18847 18850 18851 18852 18853 18854
## 1 3 3 1 2 1 2 2
## 18855 18856 18857 18858 18859 18860 18861 18865
## 2 4 1 1 2 1 3 4
## 18867 18868 18869 18872 18873 18874 18875 18876
## 1 1 1 1 1 3 1 4
## 18878 18880 18881 18883 18884 18886 18888 18889
## 1 1 2 2 1 3 1 3
## 18890 18891 18893 18894 18895 18896 18897 18898
## 3 1 1 1 2 2 3 2
## 18899 18900 18901 18902 18903 18904 18906 18907
## 1 1 1 1 1 1 2 2
## 18908 18909 18910 18911 18912 18915 18916 18917
## 2 3 1 1 2 6 1 2
## 18918 18919 18922 18923 18924 18925 18926 18927
## 2 1 2 2 1 2 2 1
## 18928 18929 18930 18931 18932 18934 18935 18936
## 2 2 3 1 1 1 1 2
## 18939 18940 18943 18944 18950 18951 18952 18953
## 2 2 1 2 1 1 3 3
## 18954 18955 18956 18958 18959 18960 18961 18962
## 2 1 1 2 1 3 2 2
## 18964 18966 18967 18968 18969 18970 18973 18974
## 2 2 1 2 2 3 1 1
## 18975 18976 18977 18978 18980 18981 18983 18984
## 4 1 1 1 1 1 1 1
## 18986 18989 18990 18992 18994 18996 18998 18999
## 2 1 2 4 1 1 1 3
## 19000 19001 19002 19003 19004 19006 19009 19012
## 3 1 1 1 1 2 2 1
## 19014 19015 19016 19017 19020 19021 19022 19023
## 3 2 1 1 1 4 3 2
## 19024 19025 19026 19027 19028 19029 19030 19031
## 3 4 5 3 1 3 2 2
## 19032 19033 19034 19035 19036 19037 19038 19039
## 4 1 2 3 3 3 3 2
## 19041 19042 19044 19045 19046 19048 19049 19051
## 1 1 2 1 2 4 3 2
## 19052 19054 19055 19056 19057 19058 19060 19063
## 1 1 4 2 1 1 1 1
## 19064 19065 19066 19068 19069 19070 19071 19072
## 2 3 3 3 1 3 3 4
## 19074 19075 19076 19077 19079 19080 19082 19083
## 2 2 1 4 1 3 1 3
## 19084 19085 19086 19087 19088 19089 19090 19091
## 1 1 2 1 1 2 3 2
## 19093 19094 19096 19097 19098 19099 19100 19101
## 2 2 1 3 1 1 2 2
## 19102 19103 19106 19107 19108 19110 19112 19113
## 1 1 1 1 1 1 2 2
## 19115 19116 19117 19119 19120 19123 19125 19126
## 2 1 4 1 1 3 1 1
## 19127 19128 19129 19130 19131 19133 19135 19137
## 2 1 4 2 2 1 4 3
## 19138 19139 19140 19142 19143 19144 19145 19146
## 1 1 1 1 1 2 1 2
## 19147 19148 19149 19150 19151 19152 19153 19154
## 1 1 1 1 1 1 3 2
## 19155 19156 19157 19158 19160 19161 19168 19171
## 1 1 3 3 2 1 1 2
## 19172 19173 19174 19175 19176 19177 19180 19181
## 2 2 2 1 1 2 2 4
## 19182 19183 19184 19185 19186 19187 19188 19193
## 1 1 3 3 2 1 1 3
## 19194 19197 19198 19200 19201 19202 19204 19209
## 2 3 1 3 1 2 1 1
## 19210 19212 19214 19215 19216 19217 19218 19219
## 2 2 2 1 1 1 1 2
## 19220 19221 19222 19223 19226 19227 19228 19229
## 3 1 2 1 2 1 2 2
## 19230 19232 19233 19234 19237 19238 19239 19240
## 1 2 2 3 1 2 2 2
## 19241 19242 19243 19244 19245 19247 19249 19251
## 1 1 2 1 2 2 2 3
## 19252 19254 19256 19260 19261 19262 19263 19264
## 3 1 2 1 3 1 1 1
## 19265 19267 19269 19270 19273 19274 19275 19276
## 3 1 1 1 1 1 1 2
## 19277 19278 19279 19281 19282 19284 19285 19286
## 2 1 1 2 1 2 2 3
## 19287 19288 19290 19291 19293 19294 19295 19297
## 1 1 2 1 1 2 1 1
## 19298 19299 19301 19302 19304 19305 19306 19307
## 2 3 3 1 1 3 1 1
## 19309 19310 19311 19312 19313 19314 19315 19316
## 1 1 3 2 1 3 1 1
## 19317 19318 19319 19320 19322 19323 19324 19325
## 3 3 1 1 1 1 2 2
## 19326 19328 19329 19331 19332 19333 19336 19337
## 1 1 2 2 3 1 1 2
## 19338 19340 19343 19344 19345 19347 19348 19349
## 1 1 1 2 1 2 4 2
## 19350 19351 19352 19353 19356 19357 19359 19360
## 2 1 1 1 2 1 1 1
## 19361 19362 19363 19364 19365 19367 19368 19369
## 2 2 2 1 1 2 1 1
## 19370 19371 19372 19376 19378 19380 19381 19382
## 2 3 2 1 1 1 4 1
## 19383 19384 19385 19386 19387 19388 19389 19390
## 2 1 1 1 5 2 2 2
## 19391 19393 19398 19399 19402 19405 19406 19408
## 1 2 1 1 2 1 1 1
## 19410 19411 19413 19414 19416 19418 19421 19422
## 2 1 1 2 2 1 2 1
## 19423 19424 19425 19427 19428 19430 19431 19432
## 3 3 1 2 1 1 3 1
## 19433 19436 19437 19438 19439 19440 19443 19445
## 1 1 2 1 3 2 1 3
## 19446 19447 19449 19450 19452 19454 19455 19456
## 2 2 1 1 1 2 4 2
## 19457 19460 19461 19463 19464 19465 19466 19467
## 2 2 1 1 2 1 1 2
## 19468 19469 19472 19474 19476 19479 19480 19481
## 2 1 1 1 4 1 1 3
## 19482 19483 19485 19486 19487 19488 19489 19490
## 2 2 2 1 3 3 2 3
## 19491 19492 19493 19496 19497 19498 19499 19500
## 3 2 1 2 1 2 3 1
## 19501 19502 19503 19506 19507 19509 19510 19512
## 4 3 1 3 2 3 1 1
## 19514 19515 19517 19519 19522 19523 19525 19526
## 2 1 1 1 1 2 2 1
## 19527 19528 19529 19532 19533 19534 19535 19536
## 2 1 1 2 2 1 3 1
## 19537 19539 19540 19544 19545 19546 19547 19548
## 1 2 3 2 2 2 1 1
## 19549 19550 19551 19554 19558 19560 19562 19563
## 2 1 2 1 2 1 3 2
## 19564 19566 19567 19569 19571 19572 19574 19575
## 2 1 1 2 3 2 1 2
## 19576 19578 19579 19580 19581 19584 19588 19589
## 1 2 1 1 1 2 1 2
## 19590 19592 19593 19594 19595 19597 19598 19599
## 1 4 1 1 1 1 2 1
## 19600 19601 19602 19603 19604 19606 19607 19608
## 4 1 2 1 4 2 1 1
## 19609 19610 19611 19613 19614 19615 19617 19621
## 2 2 1 2 1 4 1 2
## 19623 19624 19625 19626 19627 19628 19629 19630
## 1 1 1 2 1 1 3 3
## 19632 19633 19635 19636 19637 19639 19640 19641
## 2 1 1 2 1 1 1 2
## 19642 19643 19644 19645 19646 19647 19649 19650
## 1 2 2 2 2 3 1 1
## 19651 19652 19653 19654 19655 19656 19659 19661
## 1 4 3 1 3 1 3 2
## 19664 19665 19666 19667 19668 19670 19671 19672
## 1 1 2 1 1 1 4 1
## 19673 19674 19675 19676 19678 19679 19681 19682
## 1 3 3 1 2 1 1 2
## 19684 19685 19686 19687 19688 19692 19694 19696
## 3 3 3 3 3 2 1 1
## 19697 19698 19699 19700 19701 19702 19703 19704
## 2 1 2 4 2 1 1 1
## 19707 19708 19710 19711 19712 19713 19717 19718
## 3 1 1 1 1 1 1 1
## 19719 19721 19722 19723 19724 19726 19727 19729
## 4 3 2 1 1 2 1 1
## 19730 19731 19732 19733 19735 19737 19738 19741
## 1 2 2 1 1 2 1 1
## 19742 19743 19744 19745 19746 19747 19748 19749
## 2 1 1 1 3 4 4 3
## 19750 19751 19752 19759 19760 19761 19763 19765
## 1 1 3 3 1 1 1 1
## 19767 19768 19769 19770 19772 19773 19774 19775
## 3 3 1 2 1 1 1 3
## 19776 19777 19778 19779 19780 19781 19782 19783
## 2 1 1 1 1 1 2 1
## 19784 19785 19786 19787 19789 19790 19791 19793
## 1 1 1 1 1 2 1 3
## 19794 19795 19796 19798 19799 19800 19801 19802
## 1 2 1 2 2 2 2 2
## 19803 19804 19807 19808 19809 19810 19814 19815
## 1 2 1 1 2 3 2 2
## 19818 19819 19820 19821 19822 19824 19826 19827
## 1 2 3 1 1 1 3 2
## 19828 19830 19831 19832 19833 19834 19835 19836
## 4 4 2 2 2 1 3 1
## 19837 19844 19847 19848 19849 19850 19851 19853
## 2 3 3 3 1 2 4 1
## 19854 19855 19856 19857 19858 19859 19860 19861
## 3 2 4 1 3 3 3 4
## 19862 19864 19865 19866 19868 19870 19871 19873
## 2 3 2 1 1 2 3 3
## 19874 19875 19876 19877 19879 19880 19882 19883
## 3 1 1 3 3 3 1 1
## 19884 19885 19886 19887 19888 19889 19890 19891
## 2 2 1 2 2 1 1 2
## 19894 19896 19897 19899 19900 19901 19902 19904
## 4 1 1 2 2 1 3 2
## 19905 19906 19907 19908 19909 19910 19911 19912
## 2 4 1 1 3 1 1 1
## 19914 19916 19917 19918 19919 19920 19921 19922
## 1 6 2 1 4 3 2 2
## 19923 19925 19926 19927 19928 19929 19932 19933
## 2 1 1 4 1 1 3 6
## 19934 19936 19938 19939 19941 19942 19943 19944
## 5 1 2 2 1 3 2 1
## 19945 19947 19948 19949 19950 19952 19953 19954
## 2 3 3 2 1 2 1 2
## 19955 19956 19957 19958 19959 19960 19961 19962
## 4 3 1 3 1 3 1 2
## 19966 19967 19968 19969 19970 19972 19973 19974
## 1 1 1 3 2 2 1 1
## 19975 19976 19979 19980 19981 19983 19984 19985
## 1 2 3 2 1 2 1 2
## 19987 19988 19994 19995 19997 19998 19999 20000
## 2 2 1 1 1 2 1 2
## 20001 20004 20005 20008 20011 20012 20013 20014
## 1 4 2 2 2 1 2 2
## 20016 20017 20018 20019 20020 20021 20022 20023
## 2 2 2 2 1 1 4 2
## 20024 20025 20026 20027 20029 20030 20031 20032
## 1 1 1 3 1 1 1 1
## 20033 20038 20039 20042 20043 20045 20048 20049
## 1 1 3 1 3 2 1 1
## 20050 20052 20053 20055 20056 20059 20061 20063
## 1 3 2 2 3 1 3 3
## 20064 20067 20068 20070 20071 20074 20075 20076
## 1 1 2 2 3 3 1 1
## 20077 20078 20079 20080 20082 20084 20085 20086
## 2 2 1 1 1 1 2 2
## 20087 20088 20089 20090 20092 20094 20095 20097
## 2 2 1 2 2 1 1 2
## 20098 20099 20100 20101 20102 20103 20104 20105
## 2 2 3 1 3 1 2 4
## 20106 20108 20109 20110 20111 20112 20113 20114
## 3 2 2 2 1 2 1 1
## 20115 20116 20119 20120 20121 20122 20123 20125
## 3 3 1 1 1 1 1 1
## 20127 20129 20130 20132 20134 20135 20138 20139
## 1 3 2 3 1 2 3 3
## 20142 20143 20145 20146 20147 20148 20150 20151
## 2 2 1 2 2 2 2 3
## 20153 20154 20155 20156 20157 20161 20162 20163
## 1 3 1 1 1 3 1 1
## 20165 20166 20167 20168 20169 20170 20171 20172
## 2 3 2 3 4 1 2 1
## 20173 20174 20175 20176 20178 20179 20180 20181
## 1 1 2 1 1 1 3 3
## 20183 20184 20185 20186 20187 20191 20194 20196
## 1 1 2 1 1 3 3 5
## 20197 20198 20199 20200 20201 20202 20203 20204
## 2 2 1 3 3 5 2 2
## 20205 20206 20207 20208 20211 20212 20213 20215
## 1 1 1 1 1 1 1 1
## 20216 20217 20218 20220 20222 20223 20225 20226
## 1 3 2 1 2 1 2 2
## 20227 20229 20230 20231 20232 20233 20234 20235
## 3 4 2 1 2 2 1 3
## 20237 20238 20239 20240 20241 20243 20244 20245
## 1 2 2 1 1 4 3 4
## 20246 20247 20248 20249 20251 20252 20254 20255
## 1 3 1 3 2 1 4 1
## 20258 20260 20263 20264 20265 20266 20267 20268
## 2 1 1 2 2 2 2 1
## 20270 20271 20272 20274 20275 20277 20280 20281
## 3 1 2 3 3 1 3 2
## 20282 20283 20285 20287 20289 20290 20291 20292
## 1 1 1 1 1 2 1 1
## 20293 20294 20295 20296 20298 20299 20300 20302
## 1 2 1 1 2 1 2 3
## 20304 20306 20307 20309 20311 20312 20314 20315
## 3 1 1 2 1 1 1 1
## 20316 20319 20320 20321 20322 20324 20326 20328
## 1 1 1 1 2 1 1 2
## 20329 20331 20334 20336 20337 20339 20340 20344
## 1 4 2 1 1 1 1 2
## 20346 20348 20349 20350 20351 20352 20353 20354
## 1 1 2 5 1 2 2 1
## 20355 20359 20360 20362 20363 20368 20369 20370
## 3 1 2 1 2 1 1 1
## 20371 20372 20373 20377 20379 20380 20381 20382
## 3 1 1 1 1 1 2 1
## 20383 20385 20387 20389 20391 20392 20393 20394
## 3 2 2 2 2 4 2 1
## 20395 20396 20397 20398 20399 20402 20403 20404
## 2 3 3 2 1 1 1 2
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## 1 1 2 3 3 1 1 2
## 20415 20417 20418 20419 20420 20421 20422 20423
## 2 1 1 2 2 1 3 1
## 20424 20425 20426 20427 20428 20429 20430 20433
## 2 1 1 1 2 1 1 1
## 20434 20436 20437 20440 20442 20443 20445 20446
## 3 1 2 1 2 1 2 1
## 20450 20451 20452 20453 20454 20455 20456 20457
## 1 1 1 1 1 1 2 1
## 20459 20460 20462 20463 20465 20466 20467 20469
## 1 1 1 1 1 3 2 1
## 20471 20473 20474 20475 20476 20477 20478 20479
## 1 2 2 2 2 3 1 1
## 20480 20483 20484 20485 20486 20487 20488 20492
## 1 2 1 1 2 1 5 1
## 20493 20494 20497 20498 20502 20504 20506 20509
## 2 2 1 1 1 3 1 1
## 20511 20513 20514 20515 20516 20517 20521 20523
## 3 2 1 1 1 2 1 1
## 20524 20525 20526 20527 20528 20529 20531 20534
## 1 1 1 1 1 4 3 4
## 20535 20536 20537 20540 20543 20544 20545 20548
## 1 1 1 1 1 2 2 1
## 20549 20550 20551 20552 20553 20554 20555 20557
## 2 1 2 2 1 1 1 1
## 20561 20563 20565 20566 20567 20568 20569 20570
## 1 2 2 4 1 1 2 2
## 20573 20574 20575 20576 20578 20579 20580 20583
## 1 2 1 1 2 2 3 4
## 20585 20586 20588 20589 20590 20591 20592 20597
## 1 3 2 2 2 1 2 2
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## 1 1 2 2 1 1 1 2
## 20610 20611 20612 20615 20616 20617 20618 20619
## 1 4 1 1 1 1 2 1
## 20620 20623 20624 20628 20629 20632 20634 20635
## 3 1 1 3 1 2 1 1
## 20636 20637 20638 20639 20640 20643 20644 20645
## 1 2 1 1 1 2 3 1
## 20647 20648 20649 20650 20654 20655 20656 20657
## 1 1 1 1 1 2 1 1
## 20658 20659 20660 20661 20664 20665 20667 20668
## 2 1 1 5 1 1 1 1
## 20671 20672 20673 20675 20676 20677 20678 20679
## 1 2 1 1 2 3 2 1
## 20681 20682 20684 20687 20688 20689 20690 20691
## 1 1 1 1 3 3 1 1
## 20692 20693 20695 20696 20697 20699 20701 20702
## 1 3 2 1 1 2 3 1
## 20703 20704 20705 20707 20708 20709 20710 20711
## 1 1 1 1 2 1 2 2
## 20713 20714 20715 20716 20719 20721 20722 20723
## 1 1 3 2 1 1 1 1
## 20724 20725 20726 20727 20730 20731 20732 20733
## 2 2 1 1 1 1 2 1
## 20735 20737 20739 20740 20742 20744 20745 20747
## 1 1 1 1 1 2 2 2
## 20749 20750 20751 20752 20754 20755 20757 20758
## 2 2 3 1 1 1 4 1
## 20759 20761 20762 20763 20764 20765 20766 20769
## 1 1 1 1 1 2 3 1
## 20773 20774 20775 20776 20778 20779 20781 20783
## 3 3 1 1 2 1 1 1
## 20784 20785 20786 20788 20789 20790 20791 20794
## 2 2 1 1 1 1 1 5
## 20795 20796 20799 20801 20803 20804 20809 20810
## 2 1 2 1 2 1 1 1
## 20811 20813 20814 20815 20816 20818 20821 20822
## 4 2 2 3 2 1 3 1
## 20824 20825 20826 20827 20828 20830 20831 20832
## 1 2 2 1 4 2 3 1
## 20833 20834 20835 20836 20837 20838 20840 20841
## 3 2 1 2 3 2 1 4
## 20843 20845 20846 20847 20848 20849 20851 20852
## 2 3 1 2 2 2 3 1
## 20853 20854 20855 20856 20857 20859 20863 20865
## 2 1 2 1 1 2 1 1
## 20867 20868 20869 20870 20872 20874 20875 20876
## 2 2 2 1 1 1 2 2
## 20877 20878 20879 20880 20881 20882 20883 20884
## 1 3 2 1 1 4 1 2
## 20885 20886 20887 20888 20889 20893 20894 20895
## 3 2 1 2 3 1 1 3
## 20896 20897 20898 20901 20902 20903 20906 20907
## 2 1 4 2 1 1 2 3
## 20908 20909 20912 20914 20915 20916 20917 20918
## 4 1 2 1 1 1 1 1
## 20919 20920 20921 20923 20924 20925 20927 20928
## 1 2 2 3 1 2 1 3
## 20929 20930 20932 20933 20934 20936 20937 20938
## 1 1 1 1 1 1 1 2
## 20940 20941 20944 20945 20946 20948 20949 20951
## 1 1 2 1 1 1 3 1
## 20953 20958 20959 20961 20964 20965 20966 20969
## 1 3 1 1 3 1 1 1
## 20970 20971 20973 20974 20975 20976 20977 20978
## 1 2 2 1 1 1 3 2
## 20979 20983 20985 20986 20987 20989 20990 20992
## 1 3 2 2 1 2 2 1
## 20993 20995 20996 20998 21002 21004 21008 21009
## 5 2 3 2 1 1 4 1
## 21010 21011 21012 21013 21015 21016 21017 21018
## 2 1 1 1 2 2 1 2
## 21019 21020 21021 21022 21027 21028 21029 21030
## 1 1 1 1 2 2 1 4
## 21032 21033 21035 21037 21038 21040 21042 21043
## 2 1 2 3 1 1 1 1
## 21044 21045 21047 21048 21050 21052 21054 21055
## 1 1 2 1 2 1 2 3
## 21056 21059 21061 21062 21063 21065 21066 21067
## 1 3 1 1 1 1 1 1
## 21070 21072 21075 21078 21079 21080 21081 21082
## 2 1 5 1 1 1 2 3
## 21084 21085 21087 21088 21089 21090 21091 21092
## 1 1 1 1 1 3 1 3
## 21094 21096 21097 21098 21100 21101 21102 21104
## 2 1 1 1 1 1 2 3
## 21106 21108 21110 21111 21112 21113 21115 21117
## 1 1 3 2 1 3 1 2
## 21118 21119 21120 21121 21122 21126 21127 21128
## 2 2 2 3 1 2 2 3
## 21129 21130 21131 21132 21134 21136 21137 21138
## 3 1 1 2 1 1 1 3
## 21140 21141 21142 21143 21146 21147 21151 21152
## 1 2 1 1 1 3 2 1
## 21153 21155 21156 21159 21161 21164 21165 21168
## 1 1 3 1 1 1 1 1
## 21169 21170 21171 21174 21175 21176 21177 21178
## 1 2 1 3 3 1 1 1
## 21179 21181 21182 21184 21185 21186 21188 21189
## 1 1 3 1 1 4 1 1
## 21190 21192 21194 21198 21199 21200 21201 21202
## 2 1 4 1 2 2 4 2
## 21203 21204 21205 21206 21207 21208 21210 21211
## 1 2 2 1 2 1 1 1
## 21212 21217 21219 21221 21224 21225 21226 21228
## 3 1 2 1 2 1 2 2
## 21229 21231 21232 21234 21237 21239 21242 21243
## 3 1 1 1 3 3 1 1
## 21244 21245 21246 21248 21249 21251 21253 21254
## 1 1 1 1 2 2 2 1
## 21256 21258 21259 21261 21262 21263 21264 21266
## 2 1 2 2 1 1 1 2
## 21268 21271 21273 21274 21275 21276 21277 21278
## 3 1 1 2 2 1 1 1
## 21279 21281 21282 21283 21284 21285 21288 21290
## 2 1 1 1 1 2 2 1
## 21291 21292 21293 21294 21296 21298 21300 21302
## 1 1 1 2 2 2 1 2
## 21303 21304 21306 21307 21308 21309 21311 21314
## 1 1 4 2 1 2 2 1
## 21315 21317 21318 21321 21322 21323 21325 21326
## 2 2 1 2 1 3 1 1
## 21327 21328 21329 21332 21334 21335 21336 21337
## 2 2 2 3 3 2 3 2
## 21339 21340 21341 21342 21343 21345 21346 21347
## 1 1 3 2 1 1 3 1
## 21348 21349 21350 21352 21353 21356 21359 21360
## 1 1 2 2 1 1 2 1
## 21361 21362 21365 21366 21367 21370 21373 21375
## 1 2 1 1 1 4 2 2
## 21376 21378 21380 21381 21383 21384 21385 21386
## 1 2 1 1 1 2 2 2
## 21388 21389 21391 21392 21394 21396 21397 21398
## 1 1 4 1 1 1 1 1
## 21399 21400 21401 21403 21404 21409 21410 21412
## 1 3 2 1 2 3 1 2
## 21413 21415 21416 21417 21419 21420 21421 21423
## 1 1 1 1 1 2 3 3
## 21425 21427 21428 21430 21431 21432 21433 21434
## 1 2 2 1 4 3 3 2
## 21435 21437 21438 21439 21441 21442 21444 21446
## 2 3 1 3 2 4 1 1
## 21447 21448 21450 21452 21453 21454 21455 21456
## 1 1 1 1 3 2 1 1
## 21458 21459 21462 21464 21465 21466 21469 21470
## 1 1 1 2 3 1 1 2
## 21471 21473 21474 21476 21477 21478 21479 21481
## 2 1 1 1 2 2 1 1
## 21483 21484 21485 21487 21488 21489 21491 21492
## 2 2 1 2 2 1 1 2
## 21493 21495 21496 21497 21500 21501 21502 21503
## 2 1 2 1 1 1 3 1
## 21504 21505 21507 21509 21510 21512 21513 21514
## 1 1 1 3 1 2 1 2
## 21518 21519 21520 21521 21522 21524 21525 21526
## 1 2 2 1 1 2 2 1
## 21529 21532 21534 21538 21539 21540 21543 21544
## 1 1 1 1 1 1 3 1
## 21545 21546 21547 21550 21551 21552 21553 21554
## 3 1 2 1 1 1 1 2
## 21555 21556 21557 21560 21561 21562 21564 21565
## 1 3 1 1 1 1 1 1
## 21566 21568 21569 21570 21571 21572 21573 21575
## 1 2 2 3 3 1 2 1
## 21576 21578 21579 21581 21583 21584 21585 21586
## 1 1 1 3 1 4 1 1
## 21587 21588 21589 21590 21591 21592 21594 21595
## 1 1 2 1 2 1 3 3
## 21596 21597 21598 21603 21604 21606 21609 21614
## 1 2 1 1 2 1 4 4
## 21615 21616 21617 21619 21620 21624 21625 21629
## 1 1 1 2 1 1 3 2
## 21630 21633 21635 21636 21637 21638 21639 21641
## 3 1 1 2 1 3 3 1
## 21642 21646 21647 21649 21650 21651 21652 21653
## 1 1 1 2 2 1 1 2
## 21655 21659 21660 21661 21662 21664 21665 21666
## 2 1 1 1 1 1 1 1
## 21667 21668 21670 21671 21672 21673 21674 21675
## 1 2 1 3 1 3 2 1
## 21678 21679 21680 21682 21685 21686 21689 21690
## 2 2 1 1 1 1 2 2
## 21691 21693 21695 21698 21699 21700 21703 21705
## 1 4 1 1 1 3 3 1
## 21706 21707 21711 21713 21714 21715 21716 21717
## 2 1 2 1 4 3 1 1
## 21718 21720 21721 21724 21725 21726 21727 21729
## 1 2 1 1 3 1 2 1
## 21730 21731 21733 21734 21735 21736 21737 21742
## 1 1 1 1 1 1 1 2
## 21744 21745 21746 21748 21749 21750 21751 21752
## 1 1 2 1 1 1 3 1
## 21753 21754 21755 21759 21761 21762 21766 21767
## 2 1 1 1 2 1 3 3
## 21769 21772 21773 21774 21775 21776 21780 21781
## 1 1 1 2 1 2 2 2
## 21782 21783 21784 21786 21787 21788 21789 21791
## 1 1 1 2 2 2 1 3
## 21792 21794 21795 21796 21797 21798 21800 21802
## 1 4 2 1 3 1 2 2
## 21803 21804 21805 21807 21809 21813 21815 21816
## 1 2 1 3 1 1 4 1
## 21817 21818 21820 21821 21822 21824 21825 21826
## 2 1 1 2 3 1 1 4
## 21827 21828 21829 21830 21831 21832 21834 21836
## 3 1 2 1 2 2 2 1
## 21839 21840 21841 21842 21843 21844 21846 21847
## 2 1 3 1 3 5 1 2
## 21848 21849 21850 21851 21852 21853 21855 21857
## 2 3 2 1 1 1 1 3
## 21858 21859 21860 21861 21863 21866 21867 21870
## 3 2 6 2 1 1 1 1
## 21872 21875 21877 21879 21881 21882 21883 21884
## 2 1 1 1 1 2 3 2
## 21885 21887 21888 21890 21891 21893 21894 21895
## 1 1 1 1 1 2 1 1
## 21896 21899 21900 21901 21902 21904 21909 21910
## 1 1 1 2 4 1 1 1
## 21911 21912 21914 21917 21919 21920 21921 21922
## 1 4 3 3 1 2 2 4
## 21923 21924 21926 21927 21929 21930 21931 21933
## 1 1 2 2 1 1 3 2
## 21936 21937 21938 21940 21941 21942 21943 21944
## 3 3 1 2 3 4 1 2
## 21946 21948 21949 21950 21953 21954 21955 21956
## 1 3 1 2 1 1 2 1
## 21957 21958 21959 21960 21962 21963 21964 21966
## 1 2 2 2 1 1 1 2
## 21968 21971 21972 21973 21974 21975 21977 21978
## 3 4 1 1 1 1 1 1
## 21979 21980 21981 21983 21984 21985 21986 21987
## 2 2 1 1 2 1 2 1
## 21988 21989 21990 21991 21992 21993 21994 21995
## 2 2 1 1 2 1 3 1
## 21996 21997 21998 21999 22000 22001 22002 22003
## 3 1 1 1 1 2 2 4
## 22005 22009 22010 22011 22012 22013 22014 22015
## 2 2 1 3 2 1 4 2
## 22016 22017 22018 22019 22024 22025 22026 22027
## 1 2 2 1 3 1 1 1
## 22030 22031 22033 22034 22035 22036 22037 22038
## 1 1 1 1 1 4 3 2
## 22040 22041 22043 22045 22046 22047 22048 22050
## 2 2 4 1 3 2 2 3
## 22051 22052 22053 22054 22055 22057 22058 22059
## 2 1 1 1 1 3 3 4
## 22060 22061 22062 22063 22069 22070 22074 22075
## 2 2 1 1 1 1 2 3
## 22076 22078 22079 22080 22081 22082 22083 22085
## 1 2 2 2 2 1 1 1
## 22087 22088 22090 22091 22092 22094 22097 22098
## 1 1 2 2 3 1 2 1
## 22100 22103 22104 22105 22108 22109 22110 22111
## 3 1 1 1 1 1 2 1
## 22112 22113 22114 22115 22118 22119 22120 22121
## 2 2 2 4 1 5 1 1
## 22123 22126 22127 22129 22130 22134 22135 22136
## 5 1 2 3 2 2 1 1
## 22137 22138 22139 22140 22141 22143 22144 22147
## 2 2 1 2 1 3 1 2
## 22148 22149 22150 22151 22152 22153 22154 22156
## 2 2 1 1 1 2 2 2
## 22157 22158 22159 22160 22164 22166 22168 22171
## 2 3 1 1 4 1 1 3
## 22173 22174 22175 22176 22179 22180 22181 22182
## 1 1 2 2 2 2 2 2
## 22183 22185 22186 22187 22190 22191 22192 22193
## 1 1 2 2 1 2 2 2
## 22194 22196 22197 22198 22199 22201 22202 22203
## 1 1 4 2 1 2 4 1
## 22204 22205 22206 22208 22209 22210 22212 22214
## 2 1 1 1 1 1 1 3
## 22215 22216 22217 22218 22221 22222 22223 22226
## 1 1 1 1 2 1 2 1
## 22228 22231 22233 22234 22235 22237 22238 22240
## 1 1 1 3 1 2 1 1
## 22241 22242 22244 22246 22247 22249 22250 22251
## 1 2 2 1 2 4 1 1
## 22252 22253 22254 22255 22258 22259 22260 22262
## 2 1 1 1 1 1 2 2
## 22263 22264 22267 22269 22270 22271 22272 22274
## 1 2 2 1 5 2 4 1
## 22276 22278 22279 22280 22282 22284 22285 22287
## 1 1 3 2 1 1 1 4
## 22288 22289 22291 22293 22295 22296 22297 22299
## 2 2 1 1 1 1 2 1
## 22300 22301 22302 22303 22304 22305 22306 22307
## 1 3 1 1 1 1 3 1
## 22309 22310 22311 22312 22313 22314 22315 22316
## 1 2 2 2 2 1 1 2
## 22320 22321 22322 22323 22325 22327 22328 22330
## 2 1 1 1 1 2 1 2
## 22331 22333 22334 22338 22340 22345 22346 22347
## 2 1 1 3 3 3 2 2
## 22348 22350 22351 22352 22353 22358 22360 22362
## 1 2 1 1 2 2 2 2
## 22364 22367 22371 22372 22373 22374 22375 22376
## 2 1 2 1 2 1 3 1
## 22379 22380 22381 22383 22385 22390 22391 22392
## 1 3 1 1 1 2 1 1
## 22393 22394 22395 22397 22398 22399 22400 22402
## 2 3 2 2 1 3 3 4
## 22403 22404 22408 22409 22411 22413 22415 22416
## 1 1 1 3 2 2 1 1
## 22417 22418 22419 22420 22422 22423 22425 22426
## 2 1 3 2 1 2 1 3
## 22427 22428 22430 22431 22432 22434 22435 22436
## 3 1 3 4 2 1 1 1
## 22438 22439 22441 22442 22443 22445 22446 22448
## 5 2 1 1 2 1 2 2
## 22449 22450 22452 22453 22454 22455 22456 22457
## 2 1 2 1 1 1 1 1
## 22458 22459 22460 22461 22462 22463 22464 22467
## 3 2 2 2 1 2 1 1
## 22469 22470 22471 22473 22475 22476 22477 22478
## 1 4 1 4 3 3 5 2
## 22479 22480 22481 22482 22484 22485 22486 22487
## 1 3 1 2 4 1 2 3
## 22488 22489 22490 22491 22493 22494 22495 22496
## 2 1 2 1 2 2 1 2
## 22497 22499 22501 22502 22503 22504 22507 22508
## 2 1 1 1 1 2 3 1
## 22509 22510 22511 22512 22514 22515 22516 22518
## 3 2 1 1 2 1 2 2
## 22519 22520 22521 22523 22524 22525 22526 22528
## 1 1 2 1 2 2 2 1
## 22531 22532 22533 22534 22535 22536 22537 22539
## 1 4 3 1 3 1 2 3
## 22541 22542 22545 22546 22548 22549 22550 22551
## 3 1 1 2 3 1 1 1
## 22552 22555 22557 22558 22559 22560 22561 22562
## 1 1 3 1 1 3 4 2
## 22563 22565 22567 22568 22570 22571 22573 22577
## 1 1 1 2 1 1 1 2
## 22580 22581 22583 22584 22585 22586 22587 22589
## 2 1 1 2 1 1 2 1
## 22591 22592 22593 22594 22595 22598 22600 22602
## 1 2 1 1 2 1 1 1
## 22603 22604 22606 22607 22608 22609 22610 22611
## 1 1 1 1 2 4 2 1
## 22612 22613 22615 22617 22618 22619 22620 22621
## 1 1 2 1 1 1 1 2
## 22622 22626 22627 22629 22630 22632 22633 22635
## 1 1 2 1 1 1 1 1
## 22636 22638 22641 22643 22646 22647 22648 22649
## 1 1 1 1 1 1 1 2
## 22651 22653 22655 22656 22657 22658 22659 22660
## 1 3 3 2 1 1 1 1
## 22661 22662 22664 22665 22666 22668 22669 22670
## 1 1 1 2 2 1 2 2
## 22671 22672 22677 22678 22680 22682 22683 22684
## 2 2 1 1 1 2 1 1
## 22685 22687 22689 22690 22691 22692 22694 22696
## 2 1 1 2 1 1 2 1
## 22698 22699 22700 22702 22704 22705 22707 22708
## 1 1 4 2 2 2 3 3
## 22709 22712 22713 22714 22715 22717 22719 22720
## 1 2 1 1 2 1 1 3
## 22721 22724 22725 22726 22727 22728 22732 22733
## 5 1 3 2 2 2 1 1
## 22734 22735 22736 22737 22738 22740 22741 22743
## 2 2 1 1 2 3 2 1
## 22744 22745 22746 22748 22750 22752 22753 22754
## 1 2 3 2 1 1 1 1
## 22756 22757 22760 22762 22763 22764 22766 22768
## 1 1 1 1 1 4 1 2
## 22769 22770 22771 22772 22773 22777 22779 22783
## 1 2 1 1 2 3 1 2
## 22786 22787 22789 22790 22791 22793 22794 22796
## 1 3 1 2 1 1 2 3
## 22797 22798 22800 22801 22803 22804 22805 22807
## 3 1 2 1 2 2 2 1
## 22808 22809 22810 22811 22813 22814 22818 22819
## 2 1 3 2 1 1 2 1
## 22822 22824 22826 22827 22828 22829 22832 22836
## 2 1 1 1 1 1 1 2
## 22838 22839 22840 22841 22842 22843 22844 22846
## 1 1 2 1 2 1 2 1
## 22847 22848 22849 22852 22854 22856 22857 22858
## 1 2 1 1 1 2 1 1
## 22859 22860 22861 22865 22868 22871 22872 22874
## 3 1 1 2 1 5 1 2
## 22875 22876 22877 22878 22880 22881 22882 22883
## 3 1 1 1 1 1 1 2
## 22885 22887 22890 22891 22892 22895 22897 22898
## 1 2 2 1 1 2 1 2
## 22899 22900 22901 22906 22907 22909 22913 22914
## 2 2 1 2 1 1 1 1
## 22917 22919 22920 22921 22922 22924 22925 22927
## 2 1 1 2 1 1 2 3
## 22928 22929 22931 22932 22933 22935 22939 22940
## 1 3 1 2 1 1 1 2
## 22945 22946 22948 22949 22950 22954 22955 22957
## 1 4 1 1 2 1 3 1
## 22959 22960 22962 22963 22964 22965 22966 22967
## 1 1 3 1 2 1 5 1
## 22968 22969 22970 22971 22974 22975 22980 22982
## 2 2 1 2 1 1 2 2
## 22983 22984 22986 22987 22993 22994 22995 22998
## 1 2 1 2 1 2 1 1
## 22999 23000 23002 23003 23004 23005 23008 23009
## 1 2 1 1 2 1 1 2
## 23012 23013 23014 23015 23016 23017 23018 23021
## 1 4 1 3 1 3 1 2
## 23023 23024 23025 23026 23029 23030 23034 23035
## 1 1 1 1 1 1 2 3
## 23039 23040 23045 23047 23048 23049 23051 23052
## 1 3 1 1 2 1 2 3
## 23053 23054 23056 23058 23061 23063 23065 23066
## 2 3 2 2 2 1 1 3
## 23067 23068 23071 23074 23075 23079 23080 23082
## 2 2 1 2 2 1 1 2
## 23083 23085 23087 23088 23090 23095 23100 23102
## 2 1 2 1 1 1 2 2
## 23103 23107 23108 23110 23111 23112 23117 23118
## 1 1 2 2 2 2 1 2
## 23119 23120 23122 23123 23124 23125 23126 23127
## 2 2 1 1 1 1 2 1
## 23130 23131 23133 23135 23136 23137 23139 23140
## 1 1 1 2 3 2 1 2
## 23145 23146 23147 23153 23154 23155 23156 23157
## 2 1 1 1 1 1 2 1
## 23160 23161 23162 23163 23166 23171 23172 23173
## 2 2 1 1 1 2 1 3
## 23174 23176 23177 23178 23179 23180 23181 23182
## 1 4 1 2 2 1 1 2
## 23184 23185 23186 23191 23192 23193 23194 23197
## 1 1 1 1 1 2 1 2
## 23198 23201 23202 23203 23204 23206 23207 23208
## 2 1 2 2 3 2 1 2
## 23210 23213 23214 23217 23218 23222 23224 23226
## 1 1 5 1 3 1 1 1
## 23229 23230 23232 23234 23235 23238 23239 23241
## 1 2 2 2 1 2 1 1
## 23243 23244 23245 23247 23250 23252 23254 23256
## 3 1 3 1 2 2 2 2
## 23259 23261 23263 23264 23265 23267 23269 23270
## 1 1 2 1 1 1 4 1
## 23271 23272 23273 23274 23275 23276 23277 23280
## 1 2 3 1 1 1 1 2
## 23281 23282 23286 23287 23290 23292 23293 23294
## 1 1 1 2 1 1 2 1
## 23295 23296 23297 23299 23301 23302 23303 23304
## 1 1 1 1 1 1 2 2
## 23306 23307 23308 23310 23312 23313 23314 23315
## 1 1 3 2 2 1 1 1
## 23316 23319 23320 23322 23324 23325 23326 23328
## 1 1 1 1 2 1 1 1
## 23329 23332 23333 23334 23337 23338 23339 23340
## 1 2 1 1 4 3 1 1
## 23341 23342 23343 23345 23349 23350 23351 23352
## 1 1 2 1 2 1 1 2
## 23353 23354 23356 23357 23362 23364 23376 23379
## 1 1 1 1 2 1 1 2
## 23380 23384 23385 23387 23388 23389 23390 23392
## 1 1 1 1 1 2 1 3
## 23394 23395 23396 23397 23399 23402 23407 23409
## 2 1 2 1 1 3 2 2
## 23411 23413 23415 23416 23417 23418 23419 23420
## 1 1 3 3 1 1 1 2
## 23421 23423 23424 23425 23426 23427 23429 23430
## 2 1 2 4 3 1 2 1
## 23431 23432 23433 23435 23436 23437 23438 23439
## 1 1 1 2 1 1 1 1
## 23440 23441 23443 23444 23446 23447 23449 23451
## 2 1 1 2 1 1 2 1
## 23452 23453 23456 23457 23459 23460 23461 23462
## 3 1 1 1 2 1 2 1
## 23463 23466 23467 23469 23471 23475 23477 23478
## 1 3 1 1 2 2 1 3
## 23479 23482 23483 23484 23486 23489 23492 23497
## 2 2 1 2 2 2 1 2
## 23498 23500 23501 23502 23503 23504 23506 23507
## 1 1 1 2 3 2 1 1
## 23508 23509 23510 23511 23512 23513 23514 23515
## 1 2 2 2 1 1 1 1
## 23516 23518 23519 23523 23525 23526 23527 23528
## 3 2 1 1 2 1 1 1
## 23529 23530 23531 23532 23534 23536 23537 23538
## 1 2 1 1 1 1 2 2
## 23539 23540 23543 23545 23546 23550 23551 23553
## 1 2 1 2 1 2 1 1
## 23554 23555 23556 23557 23558 23560 23564 23565
## 1 2 2 1 2 1 1 2
## 23566 23568 23571 23572 23574 23575 23576 23577
## 1 3 1 3 1 2 2 1
## 23580 23582 23583 23584 23585 23586 23587 23589
## 1 1 3 1 1 3 2 1
## 23590 23591 23593 23595 23596 23597 23599 23600
## 1 3 3 2 1 2 1 1
## 23601 23602 23603 23605 23606 23607 23609 23611
## 1 3 1 2 1 1 2 2
## 23612 23613 23614 23615 23618 23619 23620 23621
## 1 1 2 3 2 1 2 1
## 23622 23624 23626 23630 23631 23633 23634 23635
## 3 1 1 1 3 2 1 1
## 23636 23637 23638 23639 23640 23641 23642 23643
## 1 2 1 2 2 1 1 1
## 23644 23646 23648 23652 23654 23657 23659 23660
## 1 3 1 2 3 2 1 1
## 23662 23663 23665 23666 23668 23670 23671 23672
## 3 2 3 1 2 1 1 2
## 23675 23678 23679 23680 23682 23683 23684 23685
## 2 1 1 2 3 2 2 2
## 23686 23688 23691 23697 23702 23703 23704 23705
## 1 2 1 1 1 2 2 2
## 23710 23711 23712 23713 23714 23715 23716 23717
## 1 1 4 2 2 1 2 4
## 23718 23719 23720 23721 23722 23723 23725 23726
## 4 1 3 2 1 2 1 4
## 23728 23729 23731 23733 23734 23735 23737 23741
## 1 2 1 1 2 2 1 1
## 23743 23744 23748 23750 23751 23753 23754 23761
## 1 2 2 2 3 1 1 2
## 23762 23764 23765 23768 23769 23773 23774 23775
## 1 1 2 1 1 1 2 1
## 23776 23777 23778 23780 23781 23782 23786 23789
## 3 1 2 3 1 2 2 1
## 23790 23792 23793 23796 23797 23800 23801 23803
## 2 2 2 2 1 1 1 1
## 23805 23811 23812 23813 23814 23818 23820 23821
## 1 1 3 3 1 3 1 1
## 23822 23823 23825 23830 23831 23833 23834 23835
## 1 1 2 2 3 1 3 1
## 23837 23839 23840 23843 23848 23849 23850 23852
## 1 1 1 1 1 2 1 1
## 23854 23855 23859 23860 23861 23862 23863 23864
## 2 2 1 2 2 1 3 2
## 23865 23866 23868 23870 23871 23872 23874 23876
## 1 2 1 1 1 1 1 1
## 23877 23878 23881 23883 23884 23888 23889 23891
## 2 1 2 2 3 1 2 1
## 23893 23894 23895 23897 23898 23899 23901 23902
## 1 2 1 1 1 3 2 1
## 23905 23906 23911 23912 23914 23915 23916 23917
## 1 1 1 1 1 3 1 2
## 23918 23919 23920 23922 23926 23927 23930 23932
## 2 3 1 2 1 1 2 1
## 23934 23935 23936 23937 23939 23940 23942 23943
## 1 2 1 3 1 2 2 1
## 23945 23947 23949 23952 23954 23956 23960 23961
## 1 2 2 2 3 1 1 1
## 23962 23965 23966 23968 23970 23971 23973 23977
## 1 1 1 1 2 3 2 2
## 23979 23981 23982 23983 23984 23991 23992 23993
## 1 2 2 1 1 2 2 1
## 23994 23997 23998 24001 24002 24005 24007 24008
## 2 4 2 1 1 3 2 1
## 24009 24012 24013 24014 24015 24016 24017 24018
## 2 1 3 2 1 1 3 1
## 24019 24020 24021 24022 24023 24025 24026 24027
## 1 1 1 1 2 1 1 1
## 24029 24030 24032 24034 24036 24038 24039 24045
## 3 1 1 1 1 1 1 1
## 24048 24049 24051 24053 24056 24058 24061 24062
## 1 2 1 1 1 1 1 4
## 24063 24064 24065 24066 24067 24068 24070 24071
## 2 4 2 3 1 1 1 4
## 24072 24076 24078 24081 24082 24083 24086 24089
## 2 1 2 1 2 1 2 2
## 24090 24091 24092 24093 24095 24096 24097 24099
## 1 2 1 1 1 1 3 1
## 24100 24101 24109 24110 24113 24115 24116 24117
## 1 3 2 3 1 2 1 1
## 24119 24121 24122 24123 24124 24125 24127 24128
## 1 1 3 1 3 1 1 1
## 24129 24130 24131 24134 24135 24136 24138 24139
## 1 2 1 3 1 1 1 2
## 24142 24143 24144 24145 24147 24148 24149 24150
## 1 1 1 1 2 1 4 1
## 24151 24152 24153 24154 24156 24161 24162 24163
## 3 1 1 1 3 3 2 1
## 24166 24167 24171 24172 24173 24174 24176 24177
## 1 1 1 4 1 1 1 1
## 24180 24182 24183 24184 24186 24187 24188 24189
## 1 1 2 1 1 2 1 2
## 24190 24192 24195 24202 24204 24206 24207 24208
## 3 2 3 1 2 1 2 2
## 24209 24210 24212 24213 24215 24217 24220 24221
## 3 1 2 1 1 1 2 1
## 24222 24223 24227 24232 24233 24236 24237 24238
## 1 1 3 2 1 1 1 2
## 24239 24240 24241 24243 24244 24245 24246 24248
## 1 1 1 1 1 2 2 1
## 24249 24250 24251 24252 24253 24254 24255 24256
## 1 1 3 2 2 2 1 1
## 24259 24260 24262 24263 24264 24265 24266 24268
## 1 1 1 1 1 2 3 1
## 24270 24271 24273 24275 24276 24280 24281 24282
## 2 1 1 1 1 1 1 3
## 24283 24286 24287 24288 24289 24290 24291 24292
## 1 3 1 2 1 2 3 1
## 24296 24297 24302 24303 24304 24305 24307 24308
## 3 1 2 2 1 3 2 1
## 24309 24310 24311 24312 24313 24314 24316 24317
## 1 2 2 1 1 4 1 1
## 24318 24319 24320 24321 24322 24324 24326 24327
## 1 2 2 2 1 5 1 1
## 24328 24331 24334 24335 24336 24337 24338 24339
## 2 1 1 1 1 1 1 2
## 24341 24342 24343 24344 24345 24346 24348 24349
## 2 1 2 2 4 2 2 1
## 24350 24351 24352 24353 24354 24355 24358 24359
## 1 1 2 1 1 1 1 1
## 24360 24361 24363 24365 24366 24367 24368 24371
## 1 1 2 2 2 1 1 2
## 24373 24374 24378 24380 24383 24387 24388 24389
## 3 1 2 4 1 1 1 1
## 24392 24393 24394 24395 24396 24397 24398 24399
## 1 1 1 1 1 1 2 1
## 24401 24403 24404 24405 24408 24409 24410 24414
## 2 1 3 1 1 1 1 1
## 24420 24421 24423 24427 24428 24430 24433 24436
## 1 2 1 1 1 1 1 1
## 24437 24438 24441 24443 24444 24448 24449 24452
## 3 1 1 1 1 2 1 1
## 24453 24455 24456 24458 24459 24461 24464 24466
## 1 1 1 2 1 3 1 1
## 24467 24468 24470 24471 24472 24475 24476 24477
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## 24748 24749 24751 24753 24754 24756 24757 24759
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## 2 1 2 1 1 1 1 2
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## 1 1 3 1 2 1 1 1
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## 1 1 2 1 3 1 1 1
## 24915 24916 24917 24919 24921 24922 24923 24924
## 2 1 2 1 1 1 1 2
## 24925 24926 24929 24932 24934 24936 24937 24938
## 1 2 2 1 2 2 2 1
## 24939 24941 24944 24947 24949 24954 24955 24957
## 3 1 1 1 1 1 2 1
## 24958 24959 24960 24962 24963 24965 24968 24969
## 2 1 1 1 3 1 3 1
## 24970 24972 24977 24978 24980 24981 24983 24984
## 1 3 1 2 1 1 1 1
## 24987 24989 24991 24992 24993 24997 24998 24999
## 1 2 1 2 2 1 1 1
## 25000 25001 25003 25004 25005 25007 25008 25010
## 1 1 1 1 1 1 1 3
## 25011 25012 25014 25016 25020 25021 25022 25023
## 1 1 2 1 1 1 1 1
## 25026 25030 25031 25034 25035 25037 25038 25039
## 3 1 1 1 2 2 1 4
## 25041 25042 25044 25046 25050 25052 25053 25055
## 1 2 1 1 1 2 1 4
## 25056 25057 25059 25060 25061 25062 25063 25064
## 2 1 2 1 1 1 1 1
## 25065 25068 25069 25070 25071 25072 25073 25074
## 1 1 2 1 3 1 1 1
## 25075 25076 25080 25081 25082 25084 25085 25086
## 1 1 1 1 1 2 1 2
## 25088 25091 25092 25095 25102 25105 25107 25112
## 2 1 2 1 1 1 1 1
## 25113 25114 25115 25116 25117 25118 25119 25122
## 2 2 2 1 1 1 1 2
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## 1 1 2 1 1 1 2 2
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## 1 2 2 1 1 1 3 3
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## 1 1 1 2 2 1 1 2
## 25289 25291 25292 25293 25294 25296 25297 25298
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## 1 2 2 1 1 3 2 1
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## 1 2 1 1 1 2 1 2
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## 2 1 2 2 1 1 2 2
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## 1 1 1 1 3 1 1 1
## 25364 25367 25370 25371 25375 25376 25378 25379
## 1 1 1 1 2 2 2 1
## 25381 25382 25387 25388 25389 25391 25392 25393
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## 1 1 2 1 1 3 1 2
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## 1 1 1 1 1 1 2 1
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## 1 1 2 2 2 3 1 1
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## 2 1 1 1 1 2 3 1
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## 1 2 1 3 1 1 1 3
## 25602 25604 25607 25608 25609 25610 25611 25613
## 1 2 1 2 1 2 2 2
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## 2 2 1 1 1 2 1 3
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## 25643 25644 25646 25648 25649 25655 25657 25658
## 1 1 1 2 2 2 2 2
## 25661 25662 25666 25669 25670 25671 25674 25675
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## 25728 25730 25731 25732 25733 25736 25741 25742
## 1 1 1 1 2 4 1 2
## 25743 25748 25749 25751 25753 25754 25755 25756
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## 1 1 1 1 1 1 1 1
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## 1 1 1 1 1 1 1 1
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## 25905 25910 25913 25914 25916 25917 25921 25923
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## 1 2 1 2 1 2 1 1
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## 1 1 1 2 1 1 1 2
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## 1 2 1 1 2 1 1 1
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## 1 1 1 1 1 1 1 2
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## 1 1 2 1 2 1 1 1
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## 1 1 1 1 2 1 2 1
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## 3 2 1 1 2 1 1 2
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## 1 1 1 1 1 1 1 1
## 552225 552258 552284 552290 552310 552552 552861 553274
## 1 1 1 1 1 1 1 1
## 553519 553764 553806 554048 554150 554348 554473 554745
## 1 1 1 1 1 1 1 1
## 554922 555044 555148 555389 555451 555848 555882 556145
## 1 1 1 1 1 1 1 1
## 556534 556665 556770 556776 556964 557052 558240 558745
## 1 1 1 1 1 1 1 1
## 559288 559693 559719 559731 560164 560538 560663 560977
## 1 1 1 1 1 1 1 1
## 561222 561772 562121 563555 564003 564213 564277 564348
## 1 1 1 1 1 1 1 1
## 564412 564844 564883 565118 565186 565347 565727 565962
## 1 1 1 1 1 1 1 1
## 566274 566324 566653 566726 567517 567592 567634 567683
## 1 1 1 1 1 1 1 1
## 567933 568346 568353 568613 568643 569015 569077 569214
## 1 1 1 1 1 1 1 1
## 569590 571068 571671 571746 572045 572253 572369 572619
## 1 1 1 1 1 1 1 1
## 572682 573157 574186 574712 574948 575548 575619 575720
## 2 1 1 1 1 1 1 1
## 575760 575816 575953 576019 576099 576103 576492 576784
## 1 1 1 1 1 1 1 1
## 577110 578013 578024 579103 579319 579991 580043 580346
## 1 1 1 1 1 1 1 1
## 581156 581377 582345 583464 583476 585259 585483 585614
## 1 1 1 1 1 1 1 1
## 586033 586056 586323 586615 588312 588434 589855 590222
## 1 1 1 1 1 1 1 1
## 591016 591401 592009 592168 592196 592401 592403 593529
## 1 1 1 1 1 1 1 1
## 593686 593689 593928 594355 594584 594711 595690 595994
## 1 1 1 1 1 1 1 1
## 596089 596264 596766 597091 597698 598779 598811 598978
## 1 1 1 1 1 1 1 1
## 599009 599650 599942 600009 600120 600472 600653 600684
## 1 1 1 1 1 1 1 1
## 601273 601617 601625 602896 602991 603346 603386 604494
## 1 1 1 1 1 1 1 1
## 604628 605094 605340 605356 606116 606915 607015 607255
## 1 1 1 1 1 1 1 1
## 607290 607348 607467 608283 610318 610359 610369 610798
## 1 1 1 1 1 1 1 1
## 611429 612055 612203 612245 612319 612828 613084 613124
## 1 1 1 1 1 1 1 1
## 613260 613658 613896 613945 614015 614069 614242 614284
## 1 1 1 1 1 1 1 1
## 615520 615548 615718 616607 616728 617783 617828 618029
## 1 1 1 1 1 1 1 1
## 618289 618366 618598 618813 620799 620806 621292 621444
## 1 1 1 1 1 1 1 1
## 621595 621806 621987 622000 622095 622127 622342 622813
## 1 1 1 1 1 1 1 1
## 623602 623609 623838 624632 624798 624910 625005 625474
## 1 1 1 1 1 1 1 1
## 626082 626191 626224 626321 626567 626741 627451 627599
## 1 1 1 1 1 1 1 1
## 627762 627885 628129 628181 628266 628424 628826 628842
## 1 1 1 1 1 1 1 1
## 629718 629921 630173 630710 630899 631090 631573 631834
## 1 1 1 1 1 1 1 1
## 632797 633357 633530 633754 633928 634175 634838 635067
## 1 1 1 1 1 1 1 1
## 635272 635340 635351 635358 636313 637008 637278 637394
## 1 1 1 1 1 1 1 1
## 638029 638072 638663 638903 639802 640109 640478 641683
## 1 1 1 1 1 1 1 1
## 641989 642686 643735 644777 645487 646657 649098 649154
## 1 1 1 1 1 1 1 1
## 649225 649463 649865 649973 651058 651185 651320 652089
## 1 1 1 1 1 1 1 1
## 653030 653047 653644 653825 654067 654123 654201 654342
## 1 1 1 1 1 1 1 1
## 654669 655616 655779 656280 656478 656524 657043 657828
## 1 1 1 1 1 1 1 1
## 658553 658693 659102 659839 660038 660381 660811 661874
## 1 1 1 1 1 1 1 1
## 662648 662781 663049 663665 664141 664627 665513 665676
## 1 1 1 1 1 1 1 1
## 666654 667910 668328 669882 670248 671174 671675 671734
## 1 1 1 1 1 1 1 1
## 672133 672294 673982 673995 674423 674627 675105 675506
## 1 1 1 1 1 1 1 1
## 675722 676036 676402 676496 676671 676714 677009 677167
## 1 1 1 1 1 1 1 1
## 677308 677486 677707 678002 678577 678915 679054 679226
## 1 1 1 1 1 1 1 1
## 679265 679403 679587 679600 679842 680211 680320 680799
## 1 1 1 1 1 1 1 1
## 681311 681352 681449 683352 683636 684194 684250 684273
## 1 1 1 1 1 1 1 1
## 684411 684460 685267 685628 685688 685732 685917 686142
## 1 1 1 1 1 1 1 1
## 686229 686837 687622 687771 688257 688275 688509 689214
## 1 1 1 1 1 1 1 1
## 690545 690646 690877 691458 692575 692582 693053 693932
## 1 1 1 1 1 1 1 1
## 693988 694037 694408 695938 696421 696820 697356 697431
## 1 1 1 1 1 1 1 1
## 697885 698258 699272 699447 699498 701295 701616 701679
## 1 1 1 1 1 1 1 1
## 702086 702259 702285 702381 702571 703108 703733 703736
## 1 1 1 1 1 1 1 1
## 704929 705765 706353 706701 707610 708088 708162 708339
## 1 1 1 1 1 1 1 1
## 709003 709550 710236 710303 710570 711042 711062 711660
## 1 1 1 1 1 1 1 1
## 713643 713750 714171 714522 714560 714581 714949 714977
## 1 1 1 1 1 1 1 1
## 715144 715449 715492 715623 716405 716443 717245 717393
## 1 1 1 1 1 1 1 1
## 717688 719258 719309 721048 721751 724209 725089 725318
## 1 1 1 1 1 1 1 1
## 725533 725989 726702 726726 726785 726822 727980 728181
## 1 1 1 1 1 1 1 1
## 728439 728481 728721 728893 729351 731138 731504 731751
## 1 1 1 1 1 1 1 1
## 732660 735516 737583 738279 738283 738315 739324 739398
## 1 1 1 1 1 1 1 1
## 741645 742475 743201 743859 743993 744118 744373 744605
## 1 1 1 1 1 1 1 1
## 744792 745021 746294 746613 746880 747138 747440 748044
## 1 1 1 1 1 1 1 1
## 748147 748655 749305 749837 751039 751234 751336 752648
## 1 1 1 1 1 1 1 1
## 754013 756240 756307 757539 759050 759125 759626 760617
## 1 1 1 1 1 1 1 1
## 761225 761251 762273 762331 762635 763323 763677 763712
## 1 1 1 1 1 1 1 1
## 764432 764642 764798 764872 765116 766343 767254 768908
## 1 1 1 1 1 1 1 1
## 769539 769624 769809 771177 771430 771486 772332 772595
## 1 1 1 1 1 1 1 1
## 772971 775222 775615 775951 776223 776697 776890 777411
## 1 1 1 1 1 1 1 1
## 777471 777593 777613 778121 782172 782308 782382 784114
## 1 1 1 1 1 1 1 1
## 784766 784803 784838 785614 785916 786183 786241 786273
## 1 1 1 1 1 1 1 1
## 787314 789371 789735 791355 793657 793680 793701 793836
## 1 1 1 1 1 1 1 1
## 794146 795001 795259 796958 797636 799601 800363 800559
## 1 1 1 1 1 1 1 1
## 800590 800641 801166 801573 802331 802859 803726 803759
## 1 1 1 1 1 1 1 1
## 804003 804202 805582 806323 806701 806733 808150 809083
## 1 1 1 1 1 1 1 1
## 809245 809291 810038 810976 811658 812134 812506 813298
## 1 1 1 1 1 1 1 1
## 815261 815293 816316 818357 818493 819263 820288 821658
## 1 1 1 1 1 1 1 1
## 823173 823507 823637 824158 824322 824884 825885 826986
## 1 1 1 1 1 1 1 1
## 827211 827466 828915 829351 830400 830559 830909 831000
## 1 1 1 1 1 1 1 1
## 831317 831484 832803 832879 834477 834574 835261 836787
## 1 1 1 1 1 1 1 1
## 837043 837107 837489 838350 838587 839341 839465 839510
## 1 1 1 1 1 1 1 1
## 839586 839668 840408 841049 841491 842969 843954 844195
## 1 1 1 1 1 1 1 1
## 844243 844582 846896 846933 847563 848324 848655 848678
## 1 1 1 1 1 1 1 1
## 848722 849675 850352 850522 850620 850707 851040 852417
## 1 1 1 1 1 1 1 1
## 852453 852730 854506 855355 856775 858053 858118 858233
## 1 1 1 1 1 1 1 1
## 858591 858678 858713 859272 859993 860216 860824 862407
## 1 1 1 1 1 1 1 1
## 862908 864156 864311 864487 865732 866025 866187 866557
## 1 1 1 1 1 1 1 1
## 868257 868459 869146 870484 874873 874969 874981 876088
## 1 1 1 1 1 1 1 1
## 876354 877361 878090 878575 879135 879810 881181 884321
## 1 1 1 1 1 1 1 1
## 884488 885061 885146 885691 886964 890418 890496 892268
## 1 1 1 1 1 1 1 1
## 892732 892923 893967 894133 898134 898193 898310 898513
## 1 1 1 1 1 1 1 1
## 899236 899594 899635 900018 902611 903520 904133 905532
## 1 1 1 1 1 1 1 1
## 905575 906955 907987 908120 908902 909338 909404 909854
## 1 1 1 1 1 1 1 1
## 910440 913924 915385 917315 917809 918658 918827 921278
## 1 1 1 1 1 1 1 1
## 921582 924063 924373 924515 924761 925329 925356 925568
## 1 1 1 1 1 1 1 1
## 926473 927338 927769 928986 930137 930457 931632 933910
## 1 1 1 1 1 1 1 1
## 934162 934593 936092 936317 937287 938943 939419 939763
## 1 1 1 1 1 1 1 1
## 940246 941263 942736 942959 943116 943140 943361 943456
## 1 1 1 1 1 1 1 1
## 946432 948222 949027 950015 953591 953975 955346 955383
## 1 1 1 1 1 1 1 1
## 956670 957836 958387 958918 960842 961628 962900 963114
## 1 1 1 1 1 1 1 1
## 963392 967104 968269 968799 970753 971372 972329 972557
## 1 1 1 1 1 1 1 1
## 972617 972941 976192 976197 977184 977348 978421 978984
## 1 1 1 1 1 1 1 1
## 979083 979277 979998 980237 980784 981585 982282 982319
## 1 1 1 1 1 1 1 1
## 982562 984045 984319 984438 985335 988148 988528 989004
## 1 1 1 1 1 1 1 1
## 989560 990418 990437 991826 992105 993602 993800 994437
## 1 1 1 1 1 1 1 1
## 997617 998886 1002961 1003002 1003132 1005059 1005540 1007354
## 1 1 1 1 1 1 1 1
## 1007509 1007741 1008087 1008332 1008560 1010034 1012167 1013453
## 1 1 1 1 1 1 1 1
## 1014026 1014068 1014481 1015569 1016956 1016992 1017149 1019857
## 1 1 1 1 1 1 1 1
## 1020475 1021065 1021511 1023858 1025316 1026266 1027527 1029181
## 1 1 1 1 1 1 1 1
## 1029535 1029658 1033030 1034589 1037198 1037755 1039587 1042796
## 1 1 1 1 1 1 1 1
## 1044696 1046003 1048263 1052876 1054448 1055538 1057027 1058527
## 1 1 1 1 1 1 1 1
## 1059126 1059509 1061970 1062192 1062633 1063664 1064475 1069555
## 1 1 1 1 1 1 1 1
## 1069888 1072038 1072274 1073742 1075613 1075849 1077715 1077989
## 1 1 1 1 1 1 1 1
## 1078451 1078558 1078832 1079682 1081305 1083599 1085252 1085853
## 1 1 1 1 1 1 1 1
## 1087394 1088758 1089145 1090142 1090891 1091238 1091492 1091938
## 1 1 1 1 1 1 1 1
## 1093242 1094015 1095593 1097475 1098715 1099788 1101318 1101432
## 1 1 1 1 1 1 1 1
## 1101758 1101856 1103256 1104346 1106895 1108546 1109270 1109565
## 1 1 1 1 1 1 1 1
## 1110877 1111531 1112710 1112954 1114498 1115800 1116449 1116519
## 1 1 1 1 1 1 1 1
## 1116706 1118144 1120255 1121005 1123299 1123492 1125545 1126471
## 1 1 1 1 1 1 1 1
## 1127519 1128140 1128780 1130815 1130861 1130885 1132074 1132169
## 1 1 1 1 1 1 1 1
## 1132771 1132987 1133417 1133533 1134956 1135178 1136144 1138454
## 1 1 1 1 1 1 1 1
## 1138682 1139254 1140834 1141974 1142473 1142686 1146115 1146172
## 1 1 1 1 1 1 1 1
## 1147049 1147843 1149650 1150721 1150780 1151022 1152279 1153709
## 1 1 1 1 1 1 1 1
## 1156391 1156435 1157237 1158542 1159258 1160845 1162659 1164599
## 1 1 1 1 1 1 1 1
## 1165817 1166109 1166922 1168065 1168181 1171122 1172189 1172374
## 1 1 1 1 1 1 1 1
## 1172756 1174531 1174551 1176179 1177133 1177199 1177698 1177987
## 1 1 1 1 1 1 1 1
## 1180267 1186381 1190561 1194373 1199069 1203313 1204228 1206030
## 1 1 1 1 1 1 1 1
## 1207725 1207964 1208254 1210055 1215564 1216121 1220176 1221399
## 1 1 1 1 1 1 1 1
## 1221718 1229717 1229926 1230762 1231154 1233690 1233807 1233875
## 1 1 1 1 1 1 1 1
## 1234850 1235184 1236068 1236812 1237173 1237935 1238016 1238649
## 1 1 1 1 1 1 1 1
## 1241764 1242950 1246432 1246434 1247077 1247500 1247531 1247590
## 1 1 1 1 1 1 1 1
## 1248232 1252848 1253283 1253649 1254566 1256341 1257842 1258203
## 1 1 1 1 1 1 1 1
## 1258318 1260267 1261693 1262326 1266184 1267672 1268840 1270878
## 1 1 1 1 1 1 1 1
## 1270893 1271571 1271688 1272447 1274920 1277957 1278622 1280008
## 1 1 1 1 1 1 1 1
## 1281106 1282133 1295314 1295490 1296684 1297221 1297754 1300140
## 1 1 1 1 1 1 1 1
## 1302186 1304840 1305046 1306337 1307467 1310239 1311479 1312138
## 1 1 1 1 1 1 1 1
## 1313251 1315015 1316037 1316511 1316925 1317657 1317771 1319928
## 1 1 1 1 1 1 1 1
## 1320424 1321612 1322458 1325675 1331834 1334332 1336414 1336415
## 1 1 1 1 1 1 1 1
## 1336613 1336712 1341526 1341890 1352300 1353450 1361107 1361981
## 1 1 1 1 1 1 1 1
## 1363188 1365310 1365563 1372088 1373139 1383978 1384903 1386937
## 1 1 1 1 1 1 1 1
## 1389836 1392260 1393763 1396814 1402390 1403551 1405922 1407299
## 1 1 1 1 1 1 1 1
## 1415145 1416785 1417130 1422634 1422647 1423338 1423805 1427561
## 1 1 1 1 1 1 1 1
## 1427647 1433882 1435734 1441164 1445423 1451673 1452208 1455196
## 1 1 1 1 1 1 1 1
## 1456475 1461508 1465927 1467389 1467783 1467977 1468802 1469661
## 1 1 1 1 1 1 1 1
## 1471399 1472950 1476490 1477772 1479995 1482674 1484700 1497054
## 1 1 1 1 1 1 1 1
## 1500286 1500580 1501494 1501760 1503586 1507506 1509195 1509997
## 1 1 1 1 1 1 1 1
## 1513526 1515144 1517281 1520208 1522701 1522733 1527046 1531879
## 1 1 1 1 1 1 1 1
## 1536127 1538554 1540578 1543907 1544642 1553045 1560211 1560284
## 1 1 1 1 1 1 1 1
## 1568350 1572244 1572556 1573651 1582658 1583546 1584061 1585565
## 1 1 1 1 1 1 1 1
## 1587669 1591988 1592034 1603662 1611256 1611434 1614071 1615544
## 1 1 1 1 1 1 1 1
## 1620041 1620193 1625983 1628622 1630122 1631439 1634716 1636160
## 1 1 1 1 1 1 1 1
## 1639175 1646081 1656630 1657967 1660657 1664116 1666288 1674713
## 1 1 1 1 1 1 1 1
## 1678474 1682250 1689706 1691836 1696621 1701182 1702564 1705404
## 1 1 1 1 1 1 1 1
## 1708604 1711272 1712128 1722696 1723709 1726595 1730367 1731147
## 1 1 1 1 1 1 1 1
## 1731149 1731632 1731770 1734510 1734584 1735760 1740128 1743303
## 1 1 1 1 1 1 1 1
## 1747523 1747632 1759119 1766620 1776371 1780043 1780754 1784926
## 1 1 1 1 1 1 1 1
## 1785342 1807853 1808002 1813736 1821567 1822930 1823641 1832381
## 1 1 1 1 1 1 1 1
## 1840658 1846551 1851900 1854199 1855019 1855315 1855678 1856278
## 1 1 1 1 1 1 1 1
## 1856420 1856476 1856687 1856908 1862044 1868238 1872061 1872410
## 1 1 1 1 1 1 1 1
## 1872791 1877935 1881919 1889873 1896555 1902492 1906517 1907893
## 1 1 1 1 1 1 1 1
## 1908903 1913726 1918012 1921640 1921773 1930576 1930980 1936463
## 1 1 1 1 1 1 1 1
## 1936940 1938011 1940307 1940483 1942311 1950700 1959907 1964789
## 1 1 1 1 1 1 1 1
## 1966341 1973849 1975589 1979814 1980256 1994881 1995959 2020286
## 1 1 1 1 1 1 1 1
## 2021835 2032771 2034190 2036172 2037950 2039560 2042669 2046048
## 1 1 1 1 1 1 1 1
## 2059335 2069394 2079018 2098893 2101488 2101657 2110092 2126168
## 1 1 1 1 1 1 1 1
## 2127886 2134081 2134274 2135627 2136579 2144930 2146459 2152937
## 1 1 1 1 1 1 1 1
## 2156012 2168146 2168916 2184514 2216840 2219632 2219907 2221019
## 1 1 1 1 1 1 1 1
## 2240555 2250737 2250922 2254580 2264155 2280792 2284232 2300477
## 1 1 1 1 1 1 1 1
## 2301488 2319586 2337714 2340701 2343183 2343316 2348513 2351824
## 1 1 1 1 1 1 1 1
## 2352025 2355844 2380603 2429106 2431952 2442101 2450464 2457999
## 1 1 1 1 1 1 1 1
## 2459670 2467988 2473038 2483128 2491061 2491351 2495667 2519140
## 1 1 1 1 1 1 1 1
## 2525980 2527964 2551424 2576199 2626122 2628709 2629479 2660906
## 1 1 1 1 1 1 1 1
## 2737820 2754189 2767348 2786835 2816659 2824947 2828441 2840661
## 1 1 1 1 1 1 1 1
## 2843953 2847927 2856641 2861597 2875251 2886981 2892618 2896936
## 1 1 1 1 1 1 1 1
## 2914685 2918439 2927054 2937989 2942514 2950743 2961878 2962045
## 1 1 1 1 1 1 1 1
## 2969465 2978737 3036862 3040342 3054853 3112268 3161637 3164692
## 1 1 1 1 1 1 1 1
## 3183460 3193272 3203416 3205835 3208336 3212841 3214861 3225705
## 1 1 1 1 1 1 1 1
## 3228378 3232288 3248431 3266371 3326713 3327005 3353324 3406659
## 1 1 1 1 1 1 1 1
## 3407210 3410019 3440125 3446469 3479790 3494676 3507100 3507741
## 1 1 1 1 1 1 1 1
## 3514823 3529501 3536881 3543480 3546640 3596120 3599378 3627791
## 1 1 1 1 1 1 1 1
## 3645159 3686001 3689527 3808485 3853697 3948402 3948621 3967661
## 1 1 1 1 1 1 1 1
## 3970039 3981128 4255319 4333896 4376431 4405977 4428864 4626829
## 1 1 1 1 1 1 1 1
## 4645083 4728046 4774959 4791496 4975423 5017806 5054303 5113914
## 1 1 1 1 1 1 1 1
## 5126652 5138228 5201446 5230985 5297649 5330155 5357854 5405085
## 1 1 1 1 1 1 1 1
## 5450403 5729835 5856542 5872505 6035435 6060344 6110361 6110978
## 1 1 1 1 1 1 1 1
## 6148835 6549274 6585556 6597046 6601879 6605833 6651800 6768471
## 1 1 1 1 1 1 1 1
## 7541113 7786812 8007125 9934720 10141918 10157646 10848875 36176448
## 1 1 1 1 1 1 1 1table(data$already_follow_other_fans_count)##
## 0 1 2 3 4 5 6 7 8 9 10
## 371045 2599 308 121 55 21 17 15 7 7 7
## 11 12 13 14 15 16 17 18 19 20 24
## 7 4 3 2 4 5 2 2 1 3 1
## 25 26 29 30 31 35 41 49 58 72 93
## 1 2 1 1 1 1 1 1 1 1 2
## 124 125 250
## 1 1 1# 对live_id_order 进行 排序
data_all = data_all %>%
group_by(author_id) %>%
mutate(live_id_order = row_number(live_id)) %>% ungroup()
max(data_all$live_id_order)## [1] 219# 加上day的fix effect
length(unique(data_all$p_date))## [1] 975table(data_all$p_date)##
## 20220101 20220102 20220103 20220104 20220105 20220106 20220107 20220108
## 666 490 402 538 580 538 572 548
## 20220109 20220110 20220111 20220112 20220113 20220114 20220115 20220116
## 554 578 636 708 620 706 510 524
## 20220117 20220118 20220119 20220120 20220121 20220122 20220123 20220124
## 498 502 510 542 446 552 514 492
## 20220125 20220126 20220127 20220128 20220129 20220130 20220131 20220201
## 482 504 516 410 442 488 656 728
## 20220202 20220203 20220204 20220205 20220206 20220207 20220208 20220209
## 662 518 538 616 648 636 560 560
## 20220210 20220211 20220212 20220213 20220214 20220215 20220216 20220217
## 570 554 552 622 594 598 590 628
## 20220218 20220219 20220220 20220221 20220222 20220223 20220224 20220225
## 638 578 552 542 558 538 646 534
## 20220226 20220227 20220228 20220301 20220302 20220303 20220304 20220305
## 554 692 638 578 504 494 572 518
## 20220306 20220307 20220308 20220309 20220310 20220311 20220312 20220313
## 580 528 594 742 668 582 572 492
## 20220314 20220315 20220316 20220317 20220318 20220319 20220320 20220321
## 498 546 586 594 630 562 614 576
## 20220322 20220323 20220324 20220325 20220326 20220327 20220328 20220329
## 534 548 620 532 618 536 604 554
## 20220330 20220331 20220401 20220402 20220403 20220404 20220405 20220406
## 606 836 920 806 770 746 752 616
## 20220407 20220408 20220409 20220410 20220411 20220412 20220413 20220414
## 554 598 602 520 624 562 648 690
## 20220415 20220416 20220417 20220418 20220419 20220420 20220421 20220422
## 624 740 664 600 486 592 552 574
## 20220423 20220424 20220425 20220426 20220427 20220428 20220429 20220430
## 644 556 516 690 766 576 568 466
## 20220501 20220502 20220503 20220504 20220505 20220506 20220507 20220508
## 550 528 524 494 466 478 512 402
## 20220509 20220510 20220511 20220512 20220513 20220514 20220515 20220516
## 386 328 356 380 380 396 358 278
## 20220517 20220518 20220519 20220520 20220521 20220522 20220523 20220524
## 288 330 310 288 296 302 256 286
## 20220525 20220526 20220527 20220528 20220529 20220530 20220531 20220601
## 278 264 242 296 308 266 218 260
## 20220602 20220603 20220604 20220605 20220606 20220607 20220608 20220609
## 250 340 336 252 292 222 256 312
## 20220610 20220611 20220612 20220613 20220614 20220615 20220616 20220617
## 288 320 304 260 260 236 204 230
## 20220618 20220619 20220620 20220621 20220622 20220623 20220624 20220625
## 258 218 204 224 244 244 222 220
## 20220626 20220627 20220628 20220629 20220630 20220701 20220702 20220703
## 212 216 264 256 200 290 302 304
## 20220704 20220705 20220706 20220707 20220708 20220709 20220710 20220711
## 292 290 258 278 260 248 280 252
## 20220712 20220713 20220714 20220715 20220716 20220717 20220718 20220719
## 278 306 280 332 388 300 288 302
## 20220720 20220721 20220722 20220723 20220724 20220725 20220726 20220727
## 270 376 302 298 330 326 362 334
## 20220728 20220729 20220730 20220731 20220801 20220802 20220803 20220804
## 322 310 334 292 312 342 280 382
## 20220805 20220806 20220807 20220808 20220809 20220810 20220811 20220812
## 352 316 328 326 352 346 292 374
## 20220813 20220814 20220815 20220816 20220817 20220818 20220819 20220820
## 294 368 342 332 354 380 324 280
## 20220821 20220822 20220823 20220824 20220825 20220826 20220827 20220828
## 368 370 384 400 318 434 384 354
## 20220829 20220830 20220831 20220901 20220902 20220903 20220904 20220905
## 360 296 280 330 328 392 394 302
## 20220906 20220907 20220908 20220909 20220910 20220911 20220912 20220913
## 358 296 288 328 422 328 372 330
## 20220914 20220915 20220916 20220917 20220918 20220919 20220920 20220921
## 338 356 328 326 330 312 310 362
## 20220922 20220923 20220924 20220925 20220926 20220927 20220928 20220929
## 312 304 322 338 290 304 262 342
## 20220930 20221001 20221002 20221003 20221004 20221005 20221006 20221007
## 312 304 300 378 394 384 380 364
## 20221008 20221009 20221010 20221011 20221012 20221013 20221014 20221015
## 350 248 228 258 232 244 268 310
## 20221016 20221017 20221018 20221019 20221020 20221021 20221022 20221023
## 234 274 302 280 260 302 320 296
## 20221024 20221025 20221026 20221027 20221028 20221029 20221030 20221031
## 244 278 236 264 320 292 286 284
## 20221101 20221102 20221103 20221104 20221105 20221106 20221107 20221108
## 300 266 284 264 260 310 242 232
## 20221109 20221110 20221111 20221112 20221113 20221114 20221115 20221116
## 226 276 274 284 250 240 236 272
## 20221117 20221118 20221119 20221120 20221121 20221122 20221123 20221124
## 256 238 232 302 244 214 268 270
## 20221125 20221126 20221127 20221128 20221129 20221130 20221201 20221202
## 324 298 280 350 324 274 280 250
## 20221203 20221204 20221205 20221206 20221207 20221208 20221209 20221210
## 310 284 260 244 212 176 198 164
## 20221211 20221212 20221213 20221214 20221215 20221216 20221217 20221218
## 146 168 162 156 164 142 154 146
## 20221219 20221220 20221221 20221222 20221223 20221224 20221225 20221226
## 116 138 86 144 122 152 138 128
## 20221227 20221228 20221229 20221230 20221231 20230101 20230102 20230103
## 136 146 132 150 160 178 148 146
## 20230104 20230105 20230106 20230107 20230108 20230109 20230110 20230111
## 144 134 138 140 142 140 158 172
## 20230112 20230113 20230114 20230115 20230116 20230117 20230118 20230119
## 176 146 168 184 122 136 112 150
## 20230120 20230121 20230122 20230123 20230124 20230125 20230126 20230127
## 150 196 196 176 148 166 162 144
## 20230128 20230129 20230130 20230131 20230201 20230202 20230203 20230204
## 172 174 192 166 200 154 170 248
## 20230205 20230206 20230207 20230208 20230209 20230210 20230211 20230212
## 182 182 124 196 164 164 216 216
## 20230213 20230214 20230215 20230216 20230217 20230218 20230219 20230220
## 218 194 160 160 194 200 180 216
## 20230221 20230222 20230223 20230224 20230225 20230226 20230227 20230228
## 202 192 232 246 202 180 180 170
## 20230301 20230302 20230303 20230304 20230305 20230306 20230307 20230308
## 208 238 194 214 230 188 168 184
## 20230309 20230310 20230311 20230312 20230313 20230314 20230315 20230316
## 158 254 202 184 166 200 214 172
## 20230317 20230318 20230319 20230320 20230321 20230322 20230323 20230324
## 224 212 224 198 198 200 224 206
## 20230325 20230326 20230327 20230328 20230329 20230330 20230331 20230401
## 206 210 288 294 316 298 260 298
## 20230402 20230403 20230404 20230405 20230406 20230407 20230408 20230409
## 262 304 258 312 252 268 252 222
## 20230410 20230411 20230412 20230413 20230414 20230415 20230416 20230417
## 254 240 250 276 272 240 212 262
## 20230418 20230419 20230420 20230421 20230422 20230423 20230424 20230425
## 304 250 274 228 246 276 256 366
## 20230426 20230427 20230428 20230429 20230430 20230501 20230502 20230503
## 534 542 520 456 422 488 486 482
## 20230504 20230505 20230506 20230507 20230508 20230509 20230510 20230511
## 518 578 532 480 560 470 478 470
## 20230512 20230513 20230514 20230515 20230516 20230517 20230518 20230519
## 470 506 436 486 470 432 432 452
## 20230520 20230521 20230522 20230523 20230524 20230525 20230526 20230527
## 434 480 390 404 338 324 424 422
## 20230528 20230529 20230530 20230531 20230601 20230602 20230603 20230604
## 376 416 406 364 384 364 304 370
## 20230605 20230606 20230607 20230608 20230609 20230610 20230611 20230612
## 290 344 344 366 356 360 384 370
## 20230613 20230614 20230615 20230616 20230617 20230618 20230619 20230620
## 322 332 272 312 360 326 350 348
## 20230621 20230622 20230623 20230624 20230625 20230626 20230627 20230628
## 372 368 452 352 332 398 338 326
## 20230629 20230630 20230701 20230702 20230703 20230704 20230705 20230706
## 346 380 394 360 390 412 470 428
## 20230707 20230708 20230709 20230710 20230711 20230712 20230713 20230714
## 376 342 424 448 542 538 528 432
## 20230715 20230716 20230717 20230718 20230719 20230720 20230721 20230722
## 394 398 398 402 380 370 410 438
## 20230723 20230724 20230725 20230726 20230727 20230728 20230729 20230730
## 380 404 374 404 466 448 398 482
## 20230731 20230801 20230802 20230803 20230804 20230805 20230806 20230807
## 454 372 384 414 330 356 400 332
## 20230808 20230809 20230810 20230811 20230812 20230813 20230814 20230815
## 426 354 328 384 388 402 384 380
## 20230816 20230817 20230818 20230819 20230820 20230821 20230822 20230823
## 380 470 366 356 420 370 396 370
## 20230824 20230825 20230826 20230827 20230828 20230829 20230830 20230831
## 360 354 406 402 320 348 312 346
## 20230901 20230902 20230903 20230904 20230905 20230906 20230907 20230908
## 330 376 358 294 354 348 400 382
## 20230909 20230910 20230911 20230912 20230913 20230914 20230915 20230916
## 368 386 376 414 402 388 422 394
## 20230917 20230918 20230919 20230920 20230921 20230922 20230923 20230924
## 400 308 358 388 330 368 428 378
## 20230925 20230926 20230927 20230928 20230929 20230930 20231001 20231002
## 408 376 340 370 418 410 370 344
## 20231003 20231004 20231005 20231006 20231007 20231008 20231009 20231010
## 382 408 428 410 372 344 398 364
## 20231011 20231012 20231013 20231014 20231015 20231016 20231017 20231018
## 366 380 394 414 352 380 326 390
## 20231019 20231020 20231021 20231022 20231023 20231024 20231025 20231026
## 378 366 374 376 394 392 336 362
## 20231027 20231028 20231029 20231030 20231031 20231101 20231102 20231103
## 408 346 326 312 342 438 408 398
## 20231104 20231105 20231106 20231107 20231108 20231109 20231110 20231111
## 392 382 388 400 434 414 454 396
## 20231112 20231113 20231114 20231115 20231116 20231117 20231118 20231119
## 328 360 400 402 410 378 402 358
## 20231120 20231121 20231122 20231123 20231124 20231125 20231126 20231127
## 436 434 440 474 468 442 394 448
## 20231128 20231129 20231130 20231201 20231202 20231203 20231204 20231205
## 388 430 424 464 480 412 464 470
## 20231206 20231207 20231208 20231209 20231210 20231211 20231212 20231213
## 434 416 516 484 462 566 524 478
## 20231214 20231215 20231216 20231217 20231218 20231219 20231220 20231221
## 514 524 528 504 504 466 544 474
## 20231222 20231223 20231224 20231225 20231226 20231227 20231228 20231229
## 486 438 466 494 488 520 458 552
## 20231230 20231231 20240101 20240102 20240103 20240104 20240105 20240106
## 532 458 506 486 532 518 534 564
## 20240107 20240108 20240109 20240110 20240111 20240112 20240113 20240114
## 590 546 514 446 542 546 552 516
## 20240115 20240116 20240117 20240118 20240119 20240120 20240121 20240122
## 516 554 498 490 464 512 480 506
## 20240123 20240124 20240125 20240126 20240127 20240128 20240129 20240130
## 498 558 510 432 512 438 426 440
## 20240131 20240201 20240202 20240203 20240204 20240205 20240206 20240207
## 484 482 474 504 486 436 438 380
## 20240208 20240209 20240210 20240211 20240212 20240213 20240214 20240215
## 452 518 688 568 538 536 540 478
## 20240216 20240217 20240218 20240219 20240220 20240221 20240222 20240223
## 502 562 580 490 606 630 670 622
## 20240224 20240225 20240226 20240227 20240228 20240229 20240301 20240302
## 594 490 564 528 608 642 624 606
## 20240303 20240304 20240305 20240306 20240307 20240308 20240309 20240310
## 558 496 616 560 580 578 532 520
## 20240311 20240312 20240313 20240314 20240315 20240316 20240317 20240318
## 482 536 516 458 464 564 588 452
## 20240319 20240320 20240321 20240322 20240323 20240324 20240325 20240326
## 492 434 484 444 540 548 524 504
## 20240327 20240328 20240329 20240330 20240331 20240401 20240402 20240403
## 446 426 440 458 486 486 492 452
## 20240404 20240405 20240406 20240407 20240408 20240409 20240410 20240411
## 472 548 424 370 488 450 430 442
## 20240412 20240413 20240414 20240415 20240416 20240417 20240418 20240419
## 416 510 454 376 420 394 438 432
## 20240420 20240421 20240422 20240423 20240424 20240425 20240426 20240427
## 430 410 356 446 372 200 432 362
## 20240428 20240429 20240430 20240501 20240502 20240503 20240504 20240505
## 356 448 340 364 340 452 358 418
## 20240506 20240507 20240508 20240509 20240510 20240511 20240512 20240513
## 430 378 398 384 372 332 398 368
## 20240514 20240515 20240516 20240517 20240518 20240519 20240520 20240521
## 406 358 350 364 456 368 394 432
## 20240522 20240523 20240524 20240525 20240526 20240527 20240528 20240529
## 382 388 376 418 392 392 384 344
## 20240530 20240531 20240601 20240602 20240603 20240604 20240605 20240606
## 356 386 428 400 332 426 392 362
## 20240607 20240608 20240609 20240610 20240611 20240612 20240613 20240614
## 388 390 454 418 370 358 388 290
## 20240615 20240616 20240617 20240618 20240619 20240620 20240621 20240622
## 394 352 330 366 346 390 344 382
## 20240623 20240624 20240625 20240626 20240627 20240628 20240629 20240630
## 404 354 350 364 372 386 412 422
## 20240701 20240702 20240703 20240704 20240705 20240706 20240707 20240708
## 362 424 396 458 440 420 434 384
## 20240709 20240710 20240711 20240712 20240713 20240714 20240715 20240716
## 410 478 338 374 394 458 384 452
## 20240717 20240718 20240719 20240720 20240721 20240722 20240723 20240724
## 436 368 366 352 314 354 412 416
## 20240725 20240726 20240727 20240728 20240729 20240730 20240731 20240801
## 396 342 344 384 386 416 374 330
## 20240802 20240803 20240804 20240805 20240806 20240807 20240808 20240809
## 354 380 410 362 384 370 366 360
## 20240810 20240811 20240812 20240813 20240814 20240815 20240816 20240817
## 410 354 364 384 358 374 368 362
## 20240818 20240819 20240820 20240821 20240822 20240823 20240824 20240825
## 404 366 422 316 370 404 342 384
## 20240826 20240827 20240828 20240829 20240830 20240831 20240901
## 306 384 356 318 346 340 346# 对每个p_date,换成对应的月份
# 假设你的数据框是 data
# data$p_date <- as.character(data$p_date) # 确保日期列是字符串格式
# 将 p_date 转换为日期对象
# data$p_date <- as.Date(data$p_date, format = "%Y%m%d")
# 提取年月格式 (YYYYMM)
# data$year_month <- format(data$p_date, "%Y%m")
# 查看转换后的数据
# table(data$year_month)# 存储处理好的数据
write.csv(data_clean, file = "Within_Random_Pk_final_clean.csv", row.names = FALSE)data= read.csv("Within_Random_Pk_final_clean.csv")colnames(data)## [1] "pk_id" "p_date"
## [3] "other_author_id" "author_id"
## [5] "live_id" "valid_play_duration"
## [7] "valid_play_user_num" "avg_valid_play_duration"
## [9] "total_cost_amt" "total_cost_user_num"
## [11] "avg_total_cost_amt" "comment_cnt"
## [13] "comment_user_num" "avg_comment_cnt"
## [15] "like_cnt" "like_user_num"
## [17] "avg_like_cnt" "share_success_cnt"
## [19] "share_success_user_num" "avg_share_success_cnt"
## [21] "follow_author_cnt" "cancel_follow_author_cnt"
## [23] "follow_user_cnt" "cancel_follow_user_cnt"
## [25] "join_fans_group_cnt" "live_new_user_num"
## [27] "report_live_cnt" "report_user_cnt"
## [29] "is_follow_each_other" "pk_duration"
## [31] "pk_play_user_num" "pk_play_duration"
## [33] "avg_pk_play_duration" "pk_follow_author_cnt"
## [35] "pk_cancel_follow_author_cnt" "pk_follow_user_cnt"
## [37] "pk_cancel_follow_user_cnt" "pk_like_cnt"
## [39] "pk_like_user_num" "avg_pk_like_cnt"
## [41] "pk_comment_cnt" "pk_comment_user_num"
## [43] "avg_pk_comment_cnt" "pk_report_cnt"
## [45] "pk_report_user_cnt" "avg_pk_report_cnt"
## [47] "pk_total_cost_amt" "pk_total_cost_cnt"
## [49] "avg_pk_total_cost_amt" "follow_author_fans_count"
## [51] "unfollow_author_fans_count" "already_follow_other_fans_count"
## [53] "gender" "fans_user_num"
## [55] "fans_range" "fans_group_fans_num"
## [57] "author_type" "live_operation_tag"
## [59] "live_stream_category" "author_income_range"
## [61] "age_range" "fre_country_region"
## [63] "fre_city_level" "reg_day_cnt"
## [65] "follow_user_num" "before_fans_count"
## [67] "common_user_count" "live_id.y"
## [69] "other_gender" "other_fans_user_num"
## [71] "other_fans_range" "other_fans_group_fans_num"
## [73] "other_author_type" "other_live_operation_tag"
## [75] "other_live_stream_category" "other_author_income_range"
## [77] "other_age_range" "other_fre_country_region"
## [79] "other_fre_city_level" "other_reg_day_cnt"
## [81] "other_follow_user_num" "other_before_fans_count"
## [83] "other_common_user_count" "live_id_order"
## [85] "new_author_index"### 竞争
# (1) 对方粉丝数
# table(data$other_before_fans_count)
# (2) 对方粉丝数/本人粉丝数
data$relative_fans= (data$other_before_fans_count)/(data$before_fans_count)
# (3) 粉丝数overlap
data$fans_overlap_from_author = (data$common_user_count)/(data$before_fans_count)
data$fans_overlap_from_pair = (data$common_user_count)/(data$before_fans_count + data$other_before_fans_count)
# (4) 两个粉丝都大：竞争大
data = data %>%mutate(fans_pair_range=case_when(
(before_fans_count>100000) & (other_before_fans_count>100000)~1,
TRUE~0
))
### 合作
# (1) 按照直播类型来划分:同类：1
data <- data %>%
mutate(is_cooperative = case_when(
(live_operation_tag == other_live_operation_tag) ~ 1,
TRUE ~ 0
))# table(data$total_cost_amt) # 119056 为0
data$avg_fan_total_cost_amt= (data$total_cost_amt)/(data$before_fans_count)# (1) 对方粉丝数 + 合作
model_1 <- feols(log(total_cost_amt+1) ~ other_before_fans_count + is_cooperative + other_before_fans_count*is_cooperative |p_date, data = data,vcov = ~author_id)
summary(model_1)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## other_before_fans_count 0.000002273 0.000000201 11.32152
## is_cooperative 0.207699094 0.011209680 18.52855
## other_before_fans_count:is_cooperative -0.000000946 0.000000287 -3.29110
## Pr(>|t|)
## other_before_fans_count < 2.2e-16 ***
## is_cooperative < 2.2e-16 ***
## other_before_fans_count:is_cooperative 0.0009982 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 2.0791 Adj. R2: 0.023752
## Within R2: 0.012402model_2 <- feols(log(total_cost_amt+1) ~ other_before_fans_count + is_cooperative + other_before_fans_count*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)
summary(model_2)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error
## other_before_fans_count 0.000000814 0.0000000950
## is_cooperative -0.023549879 0.0093552604
## factor(gender)M -0.216591607 0.0083306521
## factor(gender)U 0.248158764 0.2728858284
## factor(author_type)电商主播 -0.607484678 1.3216978283
## factor(author_type)秀场主播 -0.832102809 1.3222509614
## factor(author_type)游戏主播 -1.001808125 1.3225379342
## factor(author_income_range)(10,50] 0.997653055 0.0158671953
## factor(author_income_range)(1000,5000] 2.564393859 0.0767987986
## factor(author_income_range)(50,500] 1.905807459 0.0270337953
## factor(author_income_range)(500,1000] 2.096062558 0.0556731762
## factor(author_income_range)(5000+) 5.504793253 0.5067199246
## factor(age_range)12-17 0.079947974 0.0456778664
## factor(age_range)18-23 0.099424418 0.0458722173
## factor(age_range)24-30 0.043296982 0.0490820584
## factor(age_range)31-40 0.198223248 0.0456480798
## factor(age_range)41-49 0.246941009 0.0454076629
## factor(age_range)50+ 0.175636498 0.0452716633
## factor(age_range)UNKNOWN -0.660825740 0.1744614577
## factor(fre_country_region)北方 -0.395278481 0.1236613184
## factor(fre_country_region)南方 -0.534816154 0.1237915455
## factor(fre_city_level)二线城市 0.174608096 0.0838534773
## factor(fre_city_level)三线城市 0.180640594 0.0829159542
## factor(fre_city_level)四线城市 0.147442607 0.0826982118
## factor(fre_city_level)五线城市 0.091278089 0.0821843820
## factor(fre_city_level)新一线城市 0.168779985 0.0859107293
## factor(fre_city_level)一线城市 0.260538001 0.0877281672
## follow_user_num -0.000028593 0.0000034415
## factor(other_gender)M -0.104723562 0.0079589430
## factor(other_gender)U -0.729795805 0.1217478497
## factor(other_author_type)电商主播 6.250362508 0.8222321476
## factor(other_author_type)秀场主播 5.775297054 0.8343575048
## factor(other_author_type)游戏主播 5.737369233 0.8347541734
## factor(other_author_income_range)(10,50] 0.307635630 0.0133989715
## factor(other_author_income_range)(1000,5000] 0.973846957 0.0532374711
## factor(other_author_income_range)(50,500] 0.620628678 0.0231274124
## factor(other_author_income_range)(500,1000] 0.802453478 0.0390750126
## factor(other_author_income_range)(5000+) 0.620654610 0.3891011613
## factor(other_age_range)12-17 0.041146108 0.0468378885
## factor(other_age_range)18-23 0.030243025 0.0464128488
## factor(other_age_range)24-30 0.033699075 0.0472553911
## factor(other_age_range)31-40 0.125059871 0.0458041727
## factor(other_age_range)41-49 0.114632821 0.0459444857
## factor(other_age_range)50+ 0.055332241 0.0458271053
## factor(other_age_range)UNKNOWN 0.585112359 0.2502384262
## factor(other_fre_country_region)北方 -0.119048919 0.1213979120
## factor(other_fre_country_region)南方 -0.201464525 0.1212414950
## factor(other_fre_city_level)二线城市 0.054123600 0.0845266592
## factor(other_fre_city_level)三线城市 0.014983729 0.0842203236
## factor(other_fre_city_level)四线城市 -0.008225541 0.0840431285
## factor(other_fre_city_level)五线城市 -0.032030872 0.0838649875
## factor(other_fre_city_level)新一线城市 0.026794165 0.0849900980
## factor(other_fre_city_level)一线城市 0.081578594 0.0876953118
## other_follow_user_num 0.000000219 0.0000025978
## other_before_fans_count:is_cooperative -0.000000419 0.0000001154
## t value Pr(>|t|)
## other_before_fans_count 8.562721 < 2.2e-16 ***
## is_cooperative -2.517287 1.1827e-02 *
## factor(gender)M -25.999358 < 2.2e-16 ***
## factor(gender)U 0.909387 3.6315e-01
## factor(author_type)电商主播 -0.459624 6.4579e-01
## factor(author_type)秀场主播 -0.629308 5.2915e-01
## factor(author_type)游戏主播 -0.757489 4.4876e-01
## factor(author_income_range)(10,50] 62.875199 < 2.2e-16 ***
## factor(author_income_range)(1000,5000] 33.391067 < 2.2e-16 ***
## factor(author_income_range)(50,500] 70.497222 < 2.2e-16 ***
## factor(author_income_range)(500,1000] 37.649416 < 2.2e-16 ***
## factor(author_income_range)(5000+) 10.863582 < 2.2e-16 ***
## factor(age_range)12-17 1.750256 8.0076e-02 .
## factor(age_range)18-23 2.167421 3.0204e-02 *
## factor(age_range)24-30 0.882135 3.7771e-01
## factor(age_range)31-40 4.342422 1.4101e-05 ***
## factor(age_range)41-49 5.438311 5.3868e-08 ***
## factor(age_range)50+ 3.879612 1.0467e-04 ***
## factor(age_range)UNKNOWN -3.787804 1.5204e-04 ***
## factor(fre_country_region)北方 -3.196460 1.3915e-03 **
## factor(fre_country_region)南方 -4.320296 1.5592e-05 ***
## factor(fre_city_level)二线城市 2.082300 3.7317e-02 *
## factor(fre_city_level)三线城市 2.178599 2.9363e-02 *
## factor(fre_city_level)四线城市 1.782900 7.4605e-02 .
## factor(fre_city_level)五线城市 1.110650 2.6672e-01
## factor(fre_city_level)新一线城市 1.964597 4.9463e-02 *
## factor(fre_city_level)一线城市 2.969833 2.9801e-03 **
## follow_user_num -8.308207 < 2.2e-16 ***
## factor(other_gender)M -13.157974 < 2.2e-16 ***
## factor(other_gender)U -5.994322 2.0478e-09 ***
## factor(other_author_type)电商主播 7.601700 2.9388e-14 ***
## factor(other_author_type)秀场主播 6.921849 4.4748e-12 ***
## factor(other_author_type)游戏主播 6.873124 6.3044e-12 ***
## factor(other_author_income_range)(10,50] 22.959645 < 2.2e-16 ***
## factor(other_author_income_range)(1000,5000] 18.292510 < 2.2e-16 ***
## factor(other_author_income_range)(50,500] 26.835197 < 2.2e-16 ***
## factor(other_author_income_range)(500,1000] 20.536231 < 2.2e-16 ***
## factor(other_author_income_range)(5000+) 1.595098 1.1069e-01
## factor(other_age_range)12-17 0.878479 3.7969e-01
## factor(other_age_range)18-23 0.651609 5.1465e-01
## factor(other_age_range)24-30 0.713127 4.7577e-01
## factor(other_age_range)31-40 2.730316 6.3281e-03 **
## factor(other_age_range)41-49 2.495029 1.2596e-02 *
## factor(other_age_range)50+ 1.207413 2.2727e-01
## factor(other_age_range)UNKNOWN 2.338219 1.9377e-02 *
## factor(other_fre_country_region)北方 -0.980650 3.2677e-01
## factor(other_fre_country_region)南方 -1.661680 9.6579e-02 .
## factor(other_fre_city_level)二线城市 0.640314 5.2197e-01
## factor(other_fre_city_level)三线城市 0.177911 8.5879e-01
## factor(other_fre_city_level)四线城市 -0.097873 9.2203e-01
## factor(other_fre_city_level)五线城市 -0.381934 7.0251e-01
## factor(other_fre_city_level)新一线城市 0.315262 7.5256e-01
## factor(other_fre_city_level)一线城市 0.930250 3.5224e-01
## other_follow_user_num 0.084130 9.3295e-01
## other_before_fans_count:is_cooperative -3.635405 2.7763e-04 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 1.73986 Adj. R2: 0.316149
## Within R2: 0.308392model_1 <- feols(log(avg_fan_total_cost_amt+1) ~ other_before_fans_count + is_cooperative + other_before_fans_count*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (LHS: 119).summary(model_1)## OLS estimation, Dep. Var.: log(avg_fan_total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## other_before_fans_count -2.284000e-08 2.150000e-09 -10.60799
## is_cooperative 7.637747e-03 1.110367e-03 6.87858
## other_before_fans_count:is_cooperative -6.880000e-09 4.380000e-09 -1.57015
## Pr(>|t|)
## other_before_fans_count < 2.2e-16 ***
## is_cooperative 6.0677e-12 ***
## other_before_fans_count:is_cooperative 1.1638e-01
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.219227 Adj. R2: 0.002625
## Within R2: 4.307e-4model_2 <- feols(log(avg_fan_total_cost_amt+1) ~ other_before_fans_count + is_cooperative + other_before_fans_count*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (LHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_2)## OLS estimation, Dep. Var.: log(avg_fan_total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error
## other_before_fans_count -0.0000000481 4.620000e-09
## is_cooperative -0.0024907919 1.112531e-03
## factor(gender)M -0.0026339846 1.104379e-03
## factor(gender)U 0.4163423284 1.736163e-01
## factor(author_type)电商主播 0.0238929111 1.714212e-02
## factor(author_type)秀场主播 0.0355630871 1.720123e-02
## factor(author_type)游戏主播 0.0287486143 1.772304e-02
## factor(author_income_range)(10,50] 0.0574610050 2.126090e-03
## factor(author_income_range)(1000,5000] 0.0904979419 7.485870e-03
## factor(author_income_range)(50,500] 0.0992055322 4.081911e-03
## factor(author_income_range)(500,1000] 0.0748851519 5.122134e-03
## factor(author_income_range)(5000+) 0.2357852203 8.182029e-02
## factor(age_range)12-17 -0.0017953605 6.731170e-03
## factor(age_range)18-23 0.0188990908 6.772515e-03
## factor(age_range)24-30 0.0101207305 6.875843e-03
## factor(age_range)31-40 0.0054276790 6.639654e-03
## factor(age_range)41-49 0.0043990814 6.615089e-03
## factor(age_range)50+ 0.0070022207 6.617781e-03
## factor(fre_country_region)北方 -0.0325127701 2.410033e-02
## factor(fre_country_region)南方 -0.0311888342 2.410930e-02
## factor(fre_city_level)二线城市 -0.0096880157 1.292246e-02
## factor(fre_city_level)三线城市 -0.0117611531 1.287524e-02
## factor(fre_city_level)四线城市 -0.0151697463 1.285241e-02
## factor(fre_city_level)五线城市 -0.0165747099 1.282342e-02
## factor(fre_city_level)新一线城市 -0.0035142074 1.302565e-02
## factor(fre_city_level)一线城市 -0.0033508750 1.346202e-02
## follow_user_num -0.0000076750 2.193800e-07
## factor(other_gender)M -0.0018206688 1.087566e-03
## factor(other_gender)U -0.0621410760 2.910467e-02
## factor(other_author_type)电商主播 -0.2816718782 5.093234e-02
## factor(other_author_type)秀场主播 -0.2649033460 5.146855e-02
## factor(other_author_type)游戏主播 -0.2617796855 5.175704e-02
## factor(other_author_income_range)(10,50] 0.0147322553 1.938270e-03
## factor(other_author_income_range)(1000,5000] -0.0390424312 5.418260e-03
## factor(other_author_income_range)(50,500] -0.0099775137 3.593173e-03
## factor(other_author_income_range)(500,1000] -0.0388398622 4.639644e-03
## factor(other_author_income_range)(5000+) -0.0396263701 2.517968e-02
## factor(other_age_range)12-17 -0.0102182062 8.821745e-03
## factor(other_age_range)18-23 -0.0073201289 8.734878e-03
## factor(other_age_range)24-30 -0.0119858624 8.778831e-03
## factor(other_age_range)31-40 -0.0171930102 8.622413e-03
## factor(other_age_range)41-49 -0.0164254232 8.595119e-03
## factor(other_age_range)50+ -0.0144213529 8.585808e-03
## factor(other_age_range)UNKNOWN 0.1816666567 1.263728e-01
## factor(other_fre_country_region)北方 -0.0312993155 2.055918e-02
## factor(other_fre_country_region)南方 -0.0304580180 2.058563e-02
## factor(other_fre_city_level)二线城市 -0.0018413498 6.067311e-03
## factor(other_fre_city_level)三线城市 -0.0025629474 6.019874e-03
## factor(other_fre_city_level)四线城市 -0.0035461791 5.966782e-03
## factor(other_fre_city_level)五线城市 -0.0031303023 5.931557e-03
## factor(other_fre_city_level)新一线城市 0.0040209310 6.227111e-03
## factor(other_fre_city_level)一线城市 0.0077810905 7.053449e-03
## other_follow_user_num -0.0000020061 2.473800e-07
## other_before_fans_count:is_cooperative 0.0000000109 6.190000e-09
## t value Pr(>|t|)
## other_before_fans_count -10.423675 < 2.2e-16 ***
## is_cooperative -2.238851 2.5167e-02 *
## factor(gender)M -2.385037 1.7079e-02 *
## factor(gender)U 2.398061 1.6483e-02 *
## factor(author_type)电商主播 1.393813 1.6338e-01
## factor(author_type)秀场主播 2.067474 3.8691e-02 *
## factor(author_type)游戏主播 1.622104 1.0478e-01
## factor(author_income_range)(10,50] 27.026606 < 2.2e-16 ***
## factor(author_income_range)(1000,5000] 12.089168 < 2.2e-16 ***
## factor(author_income_range)(50,500] 24.303698 < 2.2e-16 ***
## factor(author_income_range)(500,1000] 14.619912 < 2.2e-16 ***
## factor(author_income_range)(5000+) 2.881745 3.9553e-03 **
## factor(age_range)12-17 -0.266723 7.8968e-01
## factor(age_range)18-23 2.790557 5.2624e-03 **
## factor(age_range)24-30 1.471926 1.4104e-01
## factor(age_range)31-40 0.817464 4.1366e-01
## factor(age_range)41-49 0.665007 5.0605e-01
## factor(age_range)50+ 1.058092 2.9002e-01
## factor(fre_country_region)北方 -1.349059 1.7732e-01
## factor(fre_country_region)南方 -1.293643 1.9579e-01
## factor(fre_city_level)二线城市 -0.749704 4.5343e-01
## factor(fre_city_level)三线城市 -0.913470 3.6100e-01
## factor(fre_city_level)四线城市 -1.180304 2.3788e-01
## factor(fre_city_level)五线城市 -1.292534 1.9617e-01
## factor(fre_city_level)新一线城市 -0.269791 7.8732e-01
## factor(fre_city_level)一线城市 -0.248913 8.0343e-01
## follow_user_num -34.984665 < 2.2e-16 ***
## factor(other_gender)M -1.674077 9.4117e-02 .
## factor(other_gender)U -2.135089 3.2755e-02 *
## factor(other_author_type)电商主播 -5.530314 3.2016e-08 ***
## factor(other_author_type)秀场主播 -5.146897 2.6515e-07 ***
## factor(other_author_type)游戏主播 -5.057857 4.2447e-07 ***
## factor(other_author_income_range)(10,50] 7.600724 2.9610e-14 ***
## factor(other_author_income_range)(1000,5000] -7.205713 5.7999e-13 ***
## factor(other_author_income_range)(50,500] -2.776798 5.4904e-03 **
## factor(other_author_income_range)(500,1000] -8.371301 < 2.2e-16 ***
## factor(other_author_income_range)(5000+) -1.573744 1.1555e-01
## factor(other_age_range)12-17 -1.158298 2.4674e-01
## factor(other_age_range)18-23 -0.838034 4.0201e-01
## factor(other_age_range)24-30 -1.365314 1.7216e-01
## factor(other_age_range)31-40 -1.993991 4.6155e-02 *
## factor(other_age_range)41-49 -1.911018 5.6004e-02 .
## factor(other_age_range)50+ -1.679673 9.3023e-02 .
## factor(other_age_range)UNKNOWN 1.437546 1.5057e-01
## factor(other_fre_country_region)北方 -1.522401 1.2791e-01
## factor(other_fre_country_region)南方 -1.479576 1.3899e-01
## factor(other_fre_city_level)二线城市 -0.303487 7.6152e-01
## factor(other_fre_city_level)三线城市 -0.425748 6.7029e-01
## factor(other_fre_city_level)四线城市 -0.594320 5.5230e-01
## factor(other_fre_city_level)五线城市 -0.527737 5.9768e-01
## factor(other_fre_city_level)新一线城市 0.645714 5.1847e-01
## factor(other_fre_city_level)一线城市 1.103161 2.6996e-01
## other_follow_user_num -8.109193 5.1320e-16 ***
## other_before_fans_count:is_cooperative 1.758284 7.8701e-02 .
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.214368 Adj. R2: 0.046081
## Within R2: 0.044245# (2) (对方粉丝数/本人粉丝数) + 合作
model_3 <- feols(log(total_cost_amt+1) ~ relative_fans + is_cooperative + relative_fans*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (RHS: 119).summary(model_3)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## relative_fans -0.000106 0.000061 -1.74788 0.080487 .
## is_cooperative 0.199931 0.010804 18.50518 < 2.2e-16 ***
## relative_fans:is_cooperative -0.000304 0.000254 -1.19757 0.231085
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 2.09029 Adj. R2: 0.013518
## Within R2: 0.002044model_4 <- feols(log(total_cost_amt+1) ~ relative_fans + is_cooperative + relative_fans*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (RHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_4)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## relative_fans -0.000061283 0.00004577 -1.339032
## is_cooperative -0.030773655 0.00936786 -3.285024
## factor(gender)M -0.215729361 0.00833595 -25.879400
## factor(gender)U -0.394972181 0.24554802 -1.608533
## factor(author_type)电商主播 -0.992220698 1.05067360 -0.944366
## factor(author_type)秀场主播 -1.305298014 1.05076609 -1.242235
## factor(author_type)游戏主播 -1.476239255 1.05113177 -1.404428
## factor(author_income_range)(10,50] 1.000059021 0.01587897 62.980110
## factor(author_income_range)(1000,5000] 2.582859281 0.07711887 33.491924
## factor(author_income_range)(50,500] 1.909897746 0.02704135 70.628777
## factor(author_income_range)(500,1000] 2.104361429 0.05577060 37.732453
## factor(author_income_range)(5000+) 5.665758484 0.50619026 11.192942
## factor(age_range)12-17 0.080028400 0.04579010 1.747723
## factor(age_range)18-23 0.097804153 0.04598534 2.126855
## factor(age_range)24-30 0.043882402 0.04921813 0.891590
## factor(age_range)31-40 0.199196520 0.04576302 4.352783
## factor(age_range)41-49 0.247447078 0.04551663 5.436410
## factor(age_range)50+ 0.175677112 0.04538318 3.870974
## factor(fre_country_region)北方 -0.388200536 0.12580085 -3.085834
## factor(fre_country_region)南方 -0.528627919 0.12592103 -4.198091
## factor(fre_city_level)二线城市 0.152480374 0.08663113 1.760111
## factor(fre_city_level)三线城市 0.159832721 0.08572416 1.864500
## factor(fre_city_level)四线城市 0.125836786 0.08551181 1.471572
## factor(fre_city_level)五线城市 0.069473846 0.08501115 0.817232
## factor(fre_city_level)新一线城市 0.148281838 0.08864355 1.672788
## factor(fre_city_level)一线城市 0.240476223 0.09038831 2.660479
## follow_user_num -0.000028744 0.00000345 -8.335551
## factor(other_gender)M -0.103199923 0.00796325 -12.959529
## factor(other_gender)U -0.736906071 0.12142557 -6.068788
## factor(other_author_type)电商主播 2.434557861 0.12734114 19.118393
## factor(other_author_type)秀场主播 1.777414247 0.11989284 14.825025
## factor(other_author_type)游戏主播 1.740091527 0.12301379 14.145500
## factor(other_author_income_range)(10,50] 0.314398287 0.01340262 23.457966
## factor(other_author_income_range)(1000,5000] 1.007982650 0.05327610 18.919980
## factor(other_author_income_range)(50,500] 0.632046547 0.02311027 27.349167
## factor(other_author_income_range)(500,1000] 0.823284036 0.03910814 21.051473
## factor(other_author_income_range)(5000+) 0.939633265 0.38898648 2.415594
## factor(other_age_range)12-17 0.040427598 0.04684949 0.862925
## factor(other_age_range)18-23 0.028625717 0.04642503 0.616601
## factor(other_age_range)24-30 0.034004285 0.04727284 0.719320
## factor(other_age_range)31-40 0.126897042 0.04581347 2.769863
## factor(other_age_range)41-49 0.114074896 0.04595354 2.482396
## factor(other_age_range)50+ 0.054523267 0.04583734 1.189494
## factor(other_age_range)UNKNOWN 0.582973530 0.25025122 2.329553
## factor(other_fre_country_region)北方 -0.123611761 0.12140323 -1.018192
## factor(other_fre_country_region)南方 -0.204968946 0.12124560 -1.690527
## factor(other_fre_city_level)二线城市 0.049799480 0.08463601 0.588396
## factor(other_fre_city_level)三线城市 0.010000573 0.08433004 0.118589
## factor(other_fre_city_level)四线城市 -0.013208804 0.08415126 -0.156965
## factor(other_fre_city_level)五线城市 -0.037084969 0.08397282 -0.441631
## factor(other_fre_city_level)新一线城市 0.021239000 0.08509955 0.249578
## factor(other_fre_city_level)一线城市 0.079567231 0.08781287 0.906100
## other_follow_user_num 0.000000688 0.00000260 0.264718
## relative_fans:is_cooperative -0.000008545 0.00015425 -0.055398
## Pr(>|t|)
## relative_fans 1.8056e-01
## is_cooperative 1.0200e-03 **
## factor(gender)M < 2.2e-16 ***
## factor(gender)U 1.0772e-01
## factor(author_type)电商主播 3.4498e-01
## factor(author_type)秀场主播 2.1415e-01
## factor(author_type)游戏主播 1.6019e-01
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) < 2.2e-16 ***
## factor(age_range)12-17 8.0514e-02 .
## factor(age_range)18-23 3.3434e-02 *
## factor(age_range)24-30 3.7261e-01
## factor(age_range)31-40 1.3450e-05 ***
## factor(age_range)41-49 5.4445e-08 ***
## factor(age_range)50+ 1.0845e-04 ***
## factor(fre_country_region)北方 2.0302e-03 **
## factor(fre_country_region)南方 2.6932e-05 ***
## factor(fre_city_level)二线城市 7.8391e-02 .
## factor(fre_city_level)三线城市 6.2253e-02 .
## factor(fre_city_level)四线城市 1.4114e-01
## factor(fre_city_level)五线城市 4.1380e-01
## factor(fre_city_level)新一线城市 9.4371e-02 .
## factor(fre_city_level)一线城市 7.8037e-03 **
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M < 2.2e-16 ***
## factor(other_gender)U 1.2917e-09 ***
## factor(other_author_type)电商主播 < 2.2e-16 ***
## factor(other_author_type)秀场主播 < 2.2e-16 ***
## factor(other_author_type)游戏主播 < 2.2e-16 ***
## factor(other_author_income_range)(10,50] < 2.2e-16 ***
## factor(other_author_income_range)(1000,5000] < 2.2e-16 ***
## factor(other_author_income_range)(50,500] < 2.2e-16 ***
## factor(other_author_income_range)(500,1000] < 2.2e-16 ***
## factor(other_author_income_range)(5000+) 1.5711e-02 *
## factor(other_age_range)12-17 3.8818e-01
## factor(other_age_range)18-23 5.3750e-01
## factor(other_age_range)24-30 4.7195e-01
## factor(other_age_range)31-40 5.6086e-03 **
## factor(other_age_range)41-49 1.3051e-02 *
## factor(other_age_range)50+ 2.3425e-01
## factor(other_age_range)UNKNOWN 1.9831e-02 *
## factor(other_fre_country_region)北方 3.0859e-01
## factor(other_fre_country_region)南方 9.0929e-02 .
## factor(other_fre_city_level)二线城市 5.5627e-01
## factor(other_fre_city_level)三线城市 9.0560e-01
## factor(other_fre_city_level)四线城市 8.7527e-01
## factor(other_fre_city_level)五线城市 6.5876e-01
## factor(other_fre_city_level)新一线城市 8.0291e-01
## factor(other_fre_city_level)一线城市 3.6488e-01
## other_follow_user_num 7.9123e-01
## relative_fans:is_cooperative 9.5582e-01
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 1.7414 Adj. R2: 0.315152
## Within R2: 0.307376# (2) (对方粉丝数/本人粉丝数) + 合作
model_3 <- feols(log(avg_fan_total_cost_amt+1) ~ relative_fans + is_cooperative + relative_fans*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (LHS: 119, RHS: 119).summary(model_3)## OLS estimation, Dep. Var.: log(avg_fan_total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## relative_fans 0.000080 0.000077 1.03798 0.29928225
## is_cooperative 0.005989 0.001742 3.43773 0.00058677 ***
## relative_fans:is_cooperative 0.000419 0.000409 1.02310 0.30625994
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.219036 Adj. R2: 0.004356
## Within R2: 0.002166model_4 <- feols(log(avg_fan_total_cost_amt+1) ~ relative_fans + is_cooperative + relative_fans*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (LHS: 119, RHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_4)## OLS estimation, Dep. Var.: log(avg_fan_total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## relative_fans 0.00007786 0.000074869 1.039941
## is_cooperative -0.00365570 0.001707006 -2.141587
## factor(gender)M -0.00275265 0.001107808 -2.484776
## factor(gender)U 0.40380924 0.174002775 2.320706
## factor(author_type)电商主播 0.05129978 0.028163236 1.821516
## factor(author_type)秀场主播 0.06849192 0.028184739 2.430106
## factor(author_type)游戏主播 0.06128309 0.028510238 2.149512
## factor(author_income_range)(10,50] 0.05755944 0.002125045 27.086224
## factor(author_income_range)(1000,5000] 0.09009588 0.007480514 12.044077
## factor(author_income_range)(50,500] 0.09939457 0.004080818 24.356529
## factor(author_income_range)(500,1000] 0.07496257 0.005122959 14.632669
## factor(author_income_range)(5000+) 0.22695218 0.081934282 2.769929
## factor(age_range)12-17 -0.00157857 0.006723754 -0.234775
## factor(age_range)18-23 0.01912355 0.006766133 2.826363
## factor(age_range)24-30 0.01023079 0.006869902 1.489219
## factor(age_range)31-40 0.00557543 0.006634381 0.840384
## factor(age_range)41-49 0.00450393 0.006611048 0.681274
## factor(age_range)50+ 0.00717863 0.006612591 1.085600
## factor(fre_country_region)北方 -0.03189027 0.024104150 -1.323020
## factor(fre_country_region)南方 -0.03062206 0.024112683 -1.269957
## factor(fre_city_level)二线城市 -0.00924150 0.012935399 -0.714435
## factor(fre_city_level)三线城市 -0.01139306 0.012888088 -0.883999
## factor(fre_city_level)四线城市 -0.01478888 0.012865235 -1.149522
## factor(fre_city_level)五线城市 -0.01605469 0.012836685 -1.250689
## factor(fre_city_level)新一线城市 -0.00316127 0.013037780 -0.242470
## factor(fre_city_level)一线城市 -0.00301007 0.013473702 -0.223404
## follow_user_num -0.00000744 0.000000255 -29.146758
## factor(other_gender)M -0.00182286 0.001083357 -1.682601
## factor(other_gender)U -0.06142799 0.029114433 -2.109881
## factor(other_author_type)电商主播 0.09425185 0.015404223 6.118572
## factor(other_author_type)秀场主播 0.12459218 0.015800807 7.885178
## factor(other_author_type)游戏主播 0.12787046 0.016559878 7.721703
## factor(other_author_income_range)(10,50] 0.01426740 0.001934999 7.373336
## factor(other_author_income_range)(1000,5000] -0.04171269 0.005420484 -7.695381
## factor(other_author_income_range)(50,500] -0.01089087 0.003587046 -3.036166
## factor(other_author_income_range)(500,1000] -0.04047911 0.004638791 -8.726220
## factor(other_author_income_range)(5000+) -0.06008688 0.024229163 -2.479941
## factor(other_age_range)12-17 -0.00996934 0.008806125 -1.132091
## factor(other_age_range)18-23 -0.00716611 0.008718743 -0.821920
## factor(other_age_range)24-30 -0.01193455 0.008762268 -1.362039
## factor(other_age_range)31-40 -0.01724757 0.008606283 -2.004068
## factor(other_age_range)41-49 -0.01621178 0.008579261 -1.889647
## factor(other_age_range)50+ -0.01419685 0.008569887 -1.656597
## factor(other_age_range)UNKNOWN 0.18284607 0.126336624 1.447293
## factor(other_fre_country_region)北方 -0.03111107 0.020567040 -1.512666
## factor(other_fre_country_region)南方 -0.03032800 0.020593868 -1.472671
## factor(other_fre_city_level)二线城市 -0.00165937 0.006076662 -0.273072
## factor(other_fre_city_level)三线城市 -0.00231905 0.006029414 -0.384622
## factor(other_fre_city_level)四线城市 -0.00334470 0.005977060 -0.559589
## factor(other_fre_city_level)五线城市 -0.00288324 0.005941334 -0.485286
## factor(other_fre_city_level)新一线城市 0.00425756 0.006235829 0.682758
## factor(other_fre_city_level)一线城市 0.00736007 0.007061446 1.042290
## other_follow_user_num -0.00000218 0.000000265 -8.226375
## relative_fans:is_cooperative 0.00040425 0.000397309 1.017479
## Pr(>|t|)
## relative_fans 2.9837e-01
## is_cooperative 3.2228e-02 *
## factor(gender)M 1.2964e-02 *
## factor(gender)U 2.0304e-02 *
## factor(author_type)电商主播 6.8530e-02 .
## factor(author_type)秀场主播 1.5096e-02 *
## factor(author_type)游戏主播 3.1595e-02 *
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) 5.6075e-03 **
## factor(age_range)12-17 8.1438e-01
## factor(age_range)18-23 4.7086e-03 **
## factor(age_range)24-30 1.3643e-01
## factor(age_range)31-40 4.0069e-01
## factor(age_range)41-49 4.9570e-01
## factor(age_range)50+ 2.7766e-01
## factor(fre_country_region)北方 1.8583e-01
## factor(fre_country_region)南方 2.0410e-01
## factor(fre_city_level)二线城市 4.7496e-01
## factor(fre_city_level)三线城市 3.7670e-01
## factor(fre_city_level)四线城市 2.5034e-01
## factor(fre_city_level)五线城市 2.1105e-01
## factor(fre_city_level)新一线城市 8.0842e-01
## factor(fre_city_level)一线城市 8.2322e-01
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M 9.2454e-02 .
## factor(other_gender)U 3.4870e-02 *
## factor(other_author_type)电商主播 9.4640e-10 ***
## factor(other_author_type)秀场主播 3.1609e-15 ***
## factor(other_author_type)游戏主播 1.1546e-14 ***
## factor(other_author_income_range)(10,50] 1.6722e-13 ***
## factor(other_author_income_range)(1000,5000] 1.4189e-14 ***
## factor(other_author_income_range)(50,500] 2.3965e-03 **
## factor(other_author_income_range)(500,1000] < 2.2e-16 ***
## factor(other_author_income_range)(5000+) 1.3141e-02 *
## factor(other_age_range)12-17 2.5760e-01
## factor(other_age_range)18-23 4.1112e-01
## factor(other_age_range)24-30 1.7319e-01
## factor(other_age_range)31-40 4.5065e-02 *
## factor(other_age_range)41-49 5.8807e-02 .
## factor(other_age_range)50+ 9.7603e-02 .
## factor(other_age_range)UNKNOWN 1.4782e-01
## factor(other_fre_country_region)北方 1.3037e-01
## factor(other_fre_country_region)南方 1.4084e-01
## factor(other_fre_city_level)二线城市 7.8480e-01
## factor(other_fre_city_level)三线城市 7.0052e-01
## factor(other_fre_city_level)四线城市 5.7576e-01
## factor(other_fre_city_level)五线城市 6.2747e-01
## factor(other_fre_city_level)新一线城市 4.9476e-01
## factor(other_fre_city_level)一线城市 2.9728e-01
## other_follow_user_num < 2.2e-16 ***
## relative_fans:is_cooperative 3.0893e-01
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.214212 Adj. R2: 0.047466
## Within R2: 0.045633# (3) (粉丝数overlap) + 合作
model_5 <- feols(log(total_cost_amt+1) ~ fans_overlap_from_author + is_cooperative + fans_overlap_from_author*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA values (RHS: 119).summary(model_5)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_author 29.224610 3.628512 8.05416
## is_cooperative 0.205676 0.011071 18.57839
## fans_overlap_from_author:is_cooperative -20.090595 3.781081 -5.31345
## Pr(>|t|)
## fans_overlap_from_author 8.0582e-16 ***
## is_cooperative < 2.2e-16 ***
## fans_overlap_from_author:is_cooperative 1.0771e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 2.08191 Adj. R2: 0.021414
## Within R2: 0.010032model_6 <- feols(log(total_cost_amt+1) ~ fans_overlap_from_author + is_cooperative + fans_overlap_from_author*is_cooperative + factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA values (RHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_6)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_author 7.713887505 1.35588705 5.689181
## is_cooperative -0.027529649 0.00935925 -2.941438
## factor(gender)M -0.215322061 0.00833989 -25.818329
## factor(gender)U -0.397918285 0.24556131 -1.620444
## factor(author_type)电商主播 -0.984772795 1.07324980 -0.917562
## factor(author_type)秀场主播 -1.286062459 1.07334824 -1.198178
## factor(author_type)游戏主播 -1.455643202 1.07370575 -1.355719
## factor(author_income_range)(10,50] 1.000096469 0.01587283 63.006830
## factor(author_income_range)(1000,5000] 2.571483378 0.07702320 33.385831
## factor(author_income_range)(50,500] 1.907169453 0.02704503 70.518302
## factor(author_income_range)(500,1000] 2.096634085 0.05569797 37.642918
## factor(author_income_range)(5000+) 5.634348114 0.50594711 11.136239
## factor(age_range)12-17 0.079082925 0.04568071 1.731211
## factor(age_range)18-23 0.097865747 0.04587112 2.133494
## factor(age_range)24-30 0.043191705 0.04910515 0.879576
## factor(age_range)31-40 0.199096378 0.04564839 4.361520
## factor(age_range)41-49 0.247614883 0.04540068 5.453991
## factor(age_range)50+ 0.175389413 0.04526711 3.874544
## factor(fre_country_region)北方 -0.395550494 0.12567071 -3.147515
## factor(fre_country_region)南方 -0.535382039 0.12578335 -4.256382
## factor(fre_city_level)二线城市 0.155850866 0.08644933 1.802800
## factor(fre_city_level)三线城市 0.162975796 0.08554770 1.905087
## factor(fre_city_level)四线城市 0.129528594 0.08533517 1.517881
## factor(fre_city_level)五线城市 0.073308526 0.08483564 0.864124
## factor(fre_city_level)新一线城市 0.150191514 0.08844458 1.698143
## factor(fre_city_level)一线城市 0.241474579 0.09021680 2.676603
## follow_user_num -0.000028199 0.00000345 -8.180381
## factor(other_gender)M -0.102669716 0.00796411 -12.891546
## factor(other_gender)U -0.729093388 0.12130321 -6.010503
## factor(other_author_type)电商主播 2.417189288 0.12745195 18.965494
## factor(other_author_type)秀场主播 1.784742305 0.11993444 14.880982
## factor(other_author_type)游戏主播 1.749704596 0.12304702 14.219805
## factor(other_author_income_range)(10,50] 0.313664126 0.01340656 23.396319
## factor(other_author_income_range)(1000,5000] 0.983173112 0.05320437 18.479178
## factor(other_author_income_range)(50,500] 0.627353168 0.02311816 27.136813
## factor(other_author_income_range)(500,1000] 0.808448363 0.03912624 20.662564
## factor(other_author_income_range)(5000+) 0.791256637 0.37703225 2.098644
## factor(other_age_range)12-17 0.037177019 0.04685157 0.793506
## factor(other_age_range)18-23 0.026789467 0.04642175 0.577089
## factor(other_age_range)24-30 0.031475650 0.04727091 0.665857
## factor(other_age_range)31-40 0.124653849 0.04581299 2.720928
## factor(other_age_range)41-49 0.112308273 0.04595290 2.443987
## factor(other_age_range)50+ 0.053009524 0.04583686 1.156482
## factor(other_age_range)UNKNOWN 0.574055629 0.25004580 2.295802
## factor(other_fre_country_region)北方 -0.124683555 0.12122301 -1.028547
## factor(other_fre_country_region)南方 -0.206046877 0.12106560 -1.701944
## factor(other_fre_city_level)二线城市 0.048598254 0.08463313 0.574223
## factor(other_fre_city_level)三线城市 0.008546364 0.08432725 0.101348
## factor(other_fre_city_level)四线城市 -0.014306876 0.08414903 -0.170018
## factor(other_fre_city_level)五线城市 -0.037867332 0.08397036 -0.450961
## factor(other_fre_city_level)新一线城市 0.019529434 0.08509679 0.229497
## factor(other_fre_city_level)一线城市 0.078345807 0.08779861 0.892335
## other_follow_user_num 0.000000426 0.00000260 0.163958
## fans_overlap_from_author:is_cooperative -5.316472381 1.44912233 -3.668753
## Pr(>|t|)
## fans_overlap_from_author 1.2788e-08 ***
## is_cooperative 3.2674e-03 **
## factor(gender)M < 2.2e-16 ***
## factor(gender)U 1.0514e-01
## factor(author_type)电商主播 3.5885e-01
## factor(author_type)秀场主播 2.3085e-01
## factor(author_type)游戏主播 1.7519e-01
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) < 2.2e-16 ***
## factor(age_range)12-17 8.3416e-02 .
## factor(age_range)18-23 3.2886e-02 *
## factor(age_range)24-30 3.7909e-01
## factor(age_range)31-40 1.2924e-05 ***
## factor(age_range)41-49 4.9326e-08 ***
## factor(age_range)50+ 1.0687e-04 ***
## factor(fre_country_region)北方 1.6470e-03 **
## factor(fre_country_region)南方 2.0788e-05 ***
## factor(fre_city_level)二线城市 7.1422e-02 .
## factor(fre_city_level)三线城市 5.6771e-02 .
## factor(fre_city_level)四线城市 1.2905e-01
## factor(fre_city_level)五线城市 3.8752e-01
## factor(fre_city_level)新一线城市 8.9483e-02 .
## factor(fre_city_level)一线城市 7.4380e-03 **
## follow_user_num 2.8503e-16 ***
## factor(other_gender)M < 2.2e-16 ***
## factor(other_gender)U 1.8535e-09 ***
## factor(other_author_type)电商主播 < 2.2e-16 ***
## factor(other_author_type)秀场主播 < 2.2e-16 ***
## factor(other_author_type)游戏主播 < 2.2e-16 ***
## factor(other_author_income_range)(10,50] < 2.2e-16 ***
## factor(other_author_income_range)(1000,5000] < 2.2e-16 ***
## factor(other_author_income_range)(50,500] < 2.2e-16 ***
## factor(other_author_income_range)(500,1000] < 2.2e-16 ***
## factor(other_author_income_range)(5000+) 3.5850e-02 *
## factor(other_age_range)12-17 4.2748e-01
## factor(other_age_range)18-23 5.6388e-01
## factor(other_age_range)24-30 5.0550e-01
## factor(other_age_range)31-40 6.5106e-03 **
## factor(other_age_range)41-49 1.4527e-02 *
## factor(other_age_range)50+ 2.4749e-01
## factor(other_age_range)UNKNOWN 2.1689e-02 *
## factor(other_fre_country_region)北方 3.0369e-01
## factor(other_fre_country_region)南方 8.8768e-02 .
## factor(other_fre_city_level)二线城市 5.6582e-01
## factor(other_fre_city_level)三线城市 9.1927e-01
## factor(other_fre_city_level)四线城市 8.6500e-01
## factor(other_fre_city_level)五线城市 6.5202e-01
## factor(other_fre_city_level)新一线城市 8.1848e-01
## factor(other_fre_city_level)一线城市 3.7221e-01
## other_follow_user_num 8.6976e-01
## fans_overlap_from_author:is_cooperative 2.4382e-04 ***
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 1.74072 Adj. R2: 0.315685
## Within R2: 0.307916# (3.1) (粉丝数overlap) + 合作
model_5 <- feols(log(total_cost_amt+1) ~ fans_overlap_from_pair + is_cooperative + fans_overlap_from_pair*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 1 observation removed because of NA values (RHS: 1).summary(model_5)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,125
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## fans_overlap_from_pair 102.132907 13.930942 7.33137 2.2890e-13
## is_cooperative 0.207188 0.011205 18.49061 < 2.2e-16
## fans_overlap_from_pair:is_cooperative -73.978143 14.206664 -5.20728 1.9186e-07
##
## fans_overlap_from_pair ***
## is_cooperative ***
## fans_overlap_from_pair:is_cooperative ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 2.08046 Adj. R2: 0.022479
## Within R2: 0.011113model_6 <- feols(log(total_cost_amt+1) ~ fans_overlap_from_pair + is_cooperative + fans_overlap_from_pair*is_cooperative + factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 1 observation removed because of NA values (RHS: 1).summary(model_6)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,125
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error
## fans_overlap_from_pair 30.449393723 5.04107157
## is_cooperative -0.026017667 0.00937861
## factor(gender)M -0.215276461 0.00833662
## factor(gender)U 0.233859173 0.27309894
## factor(author_type)电商主播 -0.892831077 1.11855844
## factor(author_type)秀场主播 -1.182476383 1.11869363
## factor(author_type)游戏主播 -1.350438793 1.11903927
## factor(author_income_range)(10,50] 0.998766990 0.01586101
## factor(author_income_range)(1000,5000] 2.560571780 0.07697418
## factor(author_income_range)(50,500] 1.903907826 0.02704036
## factor(author_income_range)(500,1000] 2.090089888 0.05570156
## factor(author_income_range)(5000+) 5.584354786 0.50367128
## factor(age_range)12-17 0.077916967 0.04555586
## factor(age_range)18-23 0.097904769 0.04575029
## factor(age_range)24-30 0.043721978 0.04897243
## factor(age_range)31-40 0.199172237 0.04552564
## factor(age_range)41-49 0.247751518 0.04528095
## factor(age_range)50+ 0.175473176 0.04514668
## factor(age_range)UNKNOWN -0.657898139 0.17485134
## factor(fre_country_region)北方 -0.406633034 0.12519531
## factor(fre_country_region)南方 -0.546253412 0.12530453
## factor(fre_city_level)二线城市 0.170301593 0.08646570
## factor(fre_city_level)三线城市 0.177518667 0.08556775
## factor(fre_city_level)四线城市 0.143494081 0.08535483
## factor(fre_city_level)五线城市 0.087149468 0.08485734
## factor(fre_city_level)新一线城市 0.164341617 0.08846510
## factor(fre_city_level)一线城市 0.255115672 0.09021331
## follow_user_num -0.000028563 0.00000345
## factor(other_gender)M -0.102818774 0.00796137
## factor(other_gender)U -0.723592564 0.12112494
## factor(other_author_type)电商主播 2.414075650 0.12739028
## factor(other_author_type)秀场主播 1.776331108 0.11989116
## factor(other_author_type)游戏主播 1.740291106 0.12298986
## factor(other_author_income_range)(10,50] 0.314047594 0.01339629
## factor(other_author_income_range)(1000,5000] 0.985999287 0.05314730
## factor(other_author_income_range)(50,500] 0.628615900 0.02309911
## factor(other_author_income_range)(500,1000] 0.809303874 0.03909651
## factor(other_author_income_range)(5000+) 0.838052760 0.38097076
## factor(other_age_range)12-17 0.036521655 0.04684310
## factor(other_age_range)18-23 0.025635647 0.04641331
## factor(other_age_range)24-30 0.031258928 0.04726016
## factor(other_age_range)31-40 0.124433932 0.04580623
## factor(other_age_range)41-49 0.112141541 0.04594632
## factor(other_age_range)50+ 0.052755937 0.04582998
## factor(other_age_range)UNKNOWN 0.569034463 0.24987311
## factor(other_fre_country_region)北方 -0.124903925 0.12110702
## factor(other_fre_country_region)南方 -0.205783757 0.12095011
## factor(other_fre_city_level)二线城市 0.048356623 0.08464483
## factor(other_fre_city_level)三线城市 0.009357731 0.08433825
## factor(other_fre_city_level)四线城市 -0.013599097 0.08416108
## factor(other_fre_city_level)五线城市 -0.037666351 0.08398251
## factor(other_fre_city_level)新一线城市 0.019764371 0.08510641
## factor(other_fre_city_level)一线城市 0.077439443 0.08780314
## other_follow_user_num 0.000000737 0.00000260
## fans_overlap_from_pair:is_cooperative -23.051013694 5.27047997
## t value Pr(>|t|)
## fans_overlap_from_pair 6.040262 1.5421e-09 ***
## is_cooperative -2.774148 5.5353e-03 **
## factor(gender)M -25.823002 < 2.2e-16 ***
## factor(gender)U 0.856317 3.9182e-01
## factor(author_type)电商主播 -0.798198 4.2476e-01
## factor(author_type)秀场主播 -1.057015 2.9051e-01
## factor(author_type)游戏主播 -1.206784 2.2752e-01
## factor(author_income_range)(10,50] 62.969929 < 2.2e-16 ***
## factor(author_income_range)(1000,5000] 33.265333 < 2.2e-16 ***
## factor(author_income_range)(50,500] 70.409859 < 2.2e-16 ***
## factor(author_income_range)(500,1000] 37.523001 < 2.2e-16 ***
## factor(author_income_range)(5000+) 11.087300 < 2.2e-16 ***
## factor(age_range)12-17 1.710361 8.7201e-02 .
## factor(age_range)18-23 2.139981 3.2358e-02 *
## factor(age_range)24-30 0.892788 3.7197e-01
## factor(age_range)31-40 4.374947 1.2154e-05 ***
## factor(age_range)41-49 5.471429 4.4710e-08 ***
## factor(age_range)50+ 3.886735 1.0164e-04 ***
## factor(age_range)UNKNOWN -3.762614 1.6821e-04 ***
## factor(fre_country_region)北方 -3.247989 1.1625e-03 **
## factor(fre_country_region)南方 -4.359407 1.3050e-05 ***
## factor(fre_city_level)二线城市 1.969586 4.8888e-02 *
## factor(fre_city_level)三线城市 2.074598 3.8025e-02 *
## factor(fre_city_level)四线城市 1.681148 9.2736e-02 .
## factor(fre_city_level)五线城市 1.027011 3.0442e-01
## factor(fre_city_level)新一线城市 1.857700 6.3214e-02 .
## factor(fre_city_level)一线城市 2.827916 4.6858e-03 **
## follow_user_num -8.290254 < 2.2e-16 ***
## factor(other_gender)M -12.914710 < 2.2e-16 ***
## factor(other_gender)U -5.973936 2.3209e-09 ***
## factor(other_author_type)电商主播 18.950234 < 2.2e-16 ***
## factor(other_author_type)秀场主播 14.816198 < 2.2e-16 ***
## factor(other_author_type)游戏主播 14.149875 < 2.2e-16 ***
## factor(other_author_income_range)(10,50] 23.442879 < 2.2e-16 ***
## factor(other_author_income_range)(1000,5000] 18.552198 < 2.2e-16 ***
## factor(other_author_income_range)(50,500] 27.213853 < 2.2e-16 ***
## factor(other_author_income_range)(500,1000] 20.700157 < 2.2e-16 ***
## factor(other_author_income_range)(5000+) 2.199782 2.7824e-02 *
## factor(other_age_range)12-17 0.779659 4.3559e-01
## factor(other_age_range)18-23 0.552334 5.8072e-01
## factor(other_age_range)24-30 0.661422 5.0834e-01
## factor(other_age_range)31-40 2.716529 6.5978e-03 **
## factor(other_age_range)41-49 2.440708 1.4660e-02 *
## factor(other_age_range)50+ 1.151123 2.4968e-01
## factor(other_age_range)UNKNOWN 2.277294 2.2770e-02 *
## factor(other_fre_country_region)北方 -1.031352 3.0238e-01
## factor(other_fre_country_region)南方 -1.701394 8.8871e-02 .
## factor(other_fre_city_level)二线城市 0.571289 5.6780e-01
## factor(other_fre_city_level)三线城市 0.110955 9.1165e-01
## factor(other_fre_city_level)四线城市 -0.161584 8.7163e-01
## factor(other_fre_city_level)五线城市 -0.448502 6.5379e-01
## factor(other_fre_city_level)新一线城市 0.232231 8.1636e-01
## factor(other_fre_city_level)一线城市 0.881967 3.7780e-01
## other_follow_user_num 0.283359 7.7690e-01
## fans_overlap_from_pair:is_cooperative -4.373608 1.2229e-05 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 1.74022 Adj. R2: 0.315867
## Within R2: 0.308106# (3.1) (粉丝数overlap) + 合作
model_5 <- feols(log(avg_fan_total_cost_amt+1) ~ fans_overlap_from_pair + is_cooperative + fans_overlap_from_pair*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (LHS: 119, RHS: 1).summary(model_5)## OLS estimation, Dep. Var.: log(avg_fan_total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## fans_overlap_from_pair 0.028953 0.149188 0.194068 8.4612e-01
## is_cooperative 0.007719 0.001106 6.982050 2.9205e-12
## fans_overlap_from_pair:is_cooperative -0.372560 0.179043 -2.080843 3.7450e-02
##
## fans_overlap_from_pair
## is_cooperative ***
## fans_overlap_from_pair:is_cooperative *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.219243 Adj. R2: 0.002474
## Within R2: 2.801e-4model_6 <- feols(log(avg_fan_total_cost_amt+1) ~ fans_overlap_from_pair + is_cooperative + fans_overlap_from_pair*is_cooperative + factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (LHS: 119, RHS: 1).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_6)## OLS estimation, Dep. Var.: log(avg_fan_total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_pair -1.75679615 0.288407172 -6.091375
## is_cooperative -0.00238506 0.001108940 -2.150755
## factor(gender)M -0.00271123 0.001104648 -2.454387
## factor(gender)U 0.41713127 0.173614844 2.402624
## factor(author_type)电商主播 0.04534204 0.024516445 1.849454
## factor(author_type)秀场主播 0.06178844 0.024521893 2.519726
## factor(author_type)游戏主播 0.05485680 0.024897859 2.203274
## factor(author_income_range)(10,50] 0.05740558 0.002125814 27.004048
## factor(author_income_range)(1000,5000] 0.09070581 0.007493254 12.104996
## factor(author_income_range)(50,500] 0.09931130 0.004084603 24.313575
## factor(author_income_range)(500,1000] 0.07524320 0.005128999 14.670153
## factor(author_income_range)(5000+) 0.23119768 0.081765752 2.827561
## factor(age_range)12-17 -0.00164798 0.006734520 -0.244706
## factor(age_range)18-23 0.01901729 0.006775548 2.806754
## factor(age_range)24-30 0.01011753 0.006879126 1.470757
## factor(age_range)31-40 0.00539910 0.006643157 0.812731
## factor(age_range)41-49 0.00436414 0.006618445 0.659390
## factor(age_range)50+ 0.00702353 0.006621149 1.060772
## factor(fre_country_region)北方 -0.03164038 0.024116730 -1.311968
## factor(fre_country_region)南方 -0.03032914 0.024125444 -1.257143
## factor(fre_city_level)二线城市 -0.00952152 0.012943738 -0.735609
## factor(fre_city_level)三线城市 -0.01166702 0.012897041 -0.904628
## factor(fre_city_level)四线城市 -0.01502674 0.012874218 -1.167196
## factor(fre_city_level)五线城市 -0.01642450 0.012845429 -1.278626
## factor(fre_city_level)新一线城市 -0.00333891 0.013046680 -0.255920
## factor(fre_city_level)一线城市 -0.00312686 0.013483178 -0.231908
## follow_user_num -0.00000768 0.000000219 -35.002091
## factor(other_gender)M -0.00193078 0.001087543 -1.775356
## factor(other_gender)U -0.06262789 0.029105675 -2.151741
## factor(other_author_type)电商主播 0.08453335 0.012582780 6.718178
## factor(other_author_type)秀场主播 0.11252019 0.012601397 8.929184
## factor(other_author_type)游戏主播 0.11551307 0.013528660 8.538397
## factor(other_author_income_range)(10,50] 0.01430322 0.001937614 7.381870
## factor(other_author_income_range)(1000,5000] -0.03994741 0.005410686 -7.383058
## factor(other_author_income_range)(50,500] -0.01053316 0.003590073 -2.933967
## factor(other_author_income_range)(500,1000] -0.03938097 0.004636753 -8.493222
## factor(other_author_income_range)(5000+) -0.05294993 0.024334388 -2.175930
## factor(other_age_range)12-17 -0.00992656 0.008821436 -1.125277
## factor(other_age_range)18-23 -0.00702822 0.008734538 -0.804647
## factor(other_age_range)24-30 -0.01183264 0.008778392 -1.347928
## factor(other_age_range)31-40 -0.01715545 0.008621954 -1.989740
## factor(other_age_range)41-49 -0.01626431 0.008594647 -1.892376
## factor(other_age_range)50+ -0.01425384 0.008585405 -1.660241
## factor(other_age_range)UNKNOWN 0.18273436 0.126369941 1.446027
## factor(other_fre_country_region)北方 -0.03090296 0.020564232 -1.502753
## factor(other_fre_country_region)南方 -0.03016435 0.020590842 -1.464940
## factor(other_fre_city_level)二线城市 -0.00151602 0.006070320 -0.249744
## factor(other_fre_city_level)三线城市 -0.00225766 0.006022950 -0.374844
## factor(other_fre_city_level)四线城市 -0.00325629 0.005969864 -0.545455
## factor(other_fre_city_level)五线城市 -0.00282296 0.005934650 -0.475674
## factor(other_fre_city_level)新一线城市 0.00441858 0.006229993 0.709243
## factor(other_fre_city_level)一线城市 0.00797172 0.007055832 1.129806
## other_follow_user_num -0.00000205 0.000000248 -8.273347
## fans_overlap_from_pair:is_cooperative 1.10458890 0.304729212 3.624821
## Pr(>|t|)
## fans_overlap_from_pair 1.1220e-09 ***
## is_cooperative 3.1497e-02 *
## factor(gender)M 1.4114e-02 *
## factor(gender)U 1.6279e-02 *
## factor(author_type)电商主播 6.4394e-02 .
## factor(author_type)秀场主播 1.1746e-02 *
## factor(author_type)游戏主播 2.7577e-02 *
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) 4.6910e-03 **
## factor(age_range)12-17 8.0668e-01
## factor(age_range)18-23 5.0050e-03 **
## factor(age_range)24-30 1.4136e-01
## factor(age_range)31-40 4.1637e-01
## factor(age_range)41-49 5.0965e-01
## factor(age_range)50+ 2.8880e-01
## factor(fre_country_region)北方 1.8953e-01
## factor(fre_country_region)南方 2.0870e-01
## factor(fre_city_level)二线城市 4.6197e-01
## factor(fre_city_level)三线城市 3.6566e-01
## factor(fre_city_level)四线城市 2.4313e-01
## factor(fre_city_level)五线城市 2.0103e-01
## factor(fre_city_level)新一线城市 7.9801e-01
## factor(fre_city_level)一线城市 8.1661e-01
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M 7.5841e-02 .
## factor(other_gender)U 3.1419e-02 *
## factor(other_author_type)电商主播 1.8464e-11 ***
## factor(other_author_type)秀场主播 < 2.2e-16 ***
## factor(other_author_type)游戏主播 < 2.2e-16 ***
## factor(other_author_income_range)(10,50] 1.5685e-13 ***
## factor(other_author_income_range)(1000,5000] 1.5545e-13 ***
## factor(other_author_income_range)(50,500] 3.3471e-03 **
## factor(other_author_income_range)(500,1000] < 2.2e-16 ***
## factor(other_author_income_range)(5000+) 2.9562e-02 *
## factor(other_age_range)12-17 2.6047e-01
## factor(other_age_range)18-23 4.2102e-01
## factor(other_age_range)24-30 1.7768e-01
## factor(other_age_range)31-40 4.6621e-02 *
## factor(other_age_range)41-49 5.8443e-02 .
## factor(other_age_range)50+ 9.6868e-02 .
## factor(other_age_range)UNKNOWN 1.4817e-01
## factor(other_fre_country_region)北方 1.3290e-01
## factor(other_fre_country_region)南方 1.4294e-01
## factor(other_fre_city_level)二线城市 8.0279e-01
## factor(other_fre_city_level)三线城市 7.0778e-01
## factor(other_fre_city_level)四线城市 5.8544e-01
## factor(other_fre_city_level)五线城市 6.3431e-01
## factor(other_fre_city_level)新一线城市 4.7817e-01
## factor(other_fre_city_level)一线城市 2.5856e-01
## other_follow_user_num < 2.2e-16 ***
## fans_overlap_from_pair:is_cooperative 2.8925e-04 ***
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.214382 Adj. R2: 0.04596
## Within R2: 0.044124# (4) 两个粉丝都大
model_7 <- feols(log(total_cost_amt+1) ~ fans_pair_range + is_cooperative + fans_pair_range*is_cooperative |p_date, data = data,vcov = ~author_id)
summary(model_7)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## fans_pair_range 2.391335 0.093810 25.49127 < 2.2e-16 ***
## is_cooperative 0.206627 0.010739 19.24006 < 2.2e-16 ***
## fans_pair_range:is_cooperative -1.221875 0.134964 -9.05335 < 2.2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 2.0812 Adj. R2: 0.021778
## Within R2: 0.010405model_8 <- feols(log(total_cost_amt+1) ~ fans_pair_range + is_cooperative + fans_pair_range*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)
summary(model_8)## OLS estimation, Dep. Var.: log(total_cost_amt + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_pair_range 1.198220675 0.08494192 14.106352
## is_cooperative -0.023740214 0.00934652 -2.540006
## factor(gender)M -0.217027817 0.00832569 -26.067257
## factor(gender)U 0.245494656 0.27199487 0.902571
## factor(author_type)电商主播 -0.471291613 1.14758882 -0.410680
## factor(author_type)秀场主播 -0.553883340 1.14843500 -0.482294
## factor(author_type)游戏主播 -0.723976267 1.14876832 -0.630220
## factor(author_income_range)(10,50] 0.995481780 0.01585530 62.785411
## factor(author_income_range)(1000,5000] 2.553167272 0.07664543 33.311408
## factor(author_income_range)(50,500] 1.903184132 0.02700777 70.468027
## factor(author_income_range)(500,1000] 2.090480729 0.05558857 37.606302
## factor(author_income_range)(5000+) 5.417722756 0.50209545 10.790225
## factor(age_range)12-17 0.080091387 0.04567835 1.753377
## factor(age_range)18-23 0.099791718 0.04586950 2.175557
## factor(age_range)24-30 0.042135619 0.04906650 0.858745
## factor(age_range)31-40 0.198404399 0.04564272 4.346901
## factor(age_range)41-49 0.248362398 0.04540738 5.469648
## factor(age_range)50+ 0.175988279 0.04526934 3.887582
## factor(age_range)UNKNOWN -0.666303738 0.17350065 -3.840353
## factor(fre_country_region)北方 -0.405172776 0.12221947 -3.315125
## factor(fre_country_region)南方 -0.546022526 0.12235187 -4.462723
## factor(fre_city_level)二线城市 0.177111441 0.08264571 2.143020
## factor(fre_city_level)三线城市 0.183482273 0.08169366 2.245979
## factor(fre_city_level)四线城市 0.150105099 0.08147615 1.842320
## factor(fre_city_level)五线城市 0.094244956 0.08095600 1.164150
## factor(fre_city_level)新一线城市 0.172174800 0.08471792 2.032330
## factor(fre_city_level)一线城市 0.263911220 0.08656890 3.048569
## follow_user_num -0.000028522 0.00000344 -8.289372
## factor(other_gender)M -0.104781295 0.00795026 -13.179601
## factor(other_gender)U -0.731568571 0.12071529 -6.060281
## factor(other_author_type)电商主播 2.850394361 0.14891732 19.140785
## factor(other_author_type)秀场主播 2.392946202 0.14964561 15.990755
## factor(other_author_type)游戏主播 2.353005865 0.15207238 15.472934
## factor(other_author_income_range)(10,50] 0.310301360 0.01339029 23.173618
## factor(other_author_income_range)(1000,5000] 0.980616180 0.05307983 18.474366
## factor(other_author_income_range)(50,500] 0.629070114 0.02308746 27.247261
## factor(other_author_income_range)(500,1000] 0.809228720 0.03901222 20.742957
## factor(other_author_income_range)(5000+) 0.739729858 0.37445659 1.975476
## factor(other_age_range)12-17 0.040694166 0.04683109 0.868956
## factor(other_age_range)18-23 0.029818766 0.04640443 0.642584
## factor(other_age_range)24-30 0.033265418 0.04724539 0.704099
## factor(other_age_range)31-40 0.125413335 0.04579569 2.738540
## factor(other_age_range)41-49 0.114008180 0.04593826 2.481769
## factor(other_age_range)50+ 0.054608892 0.04582047 1.191801
## factor(other_age_range)UNKNOWN 0.582231408 0.24942612 2.334284
## factor(other_fre_country_region)北方 -0.132497302 0.12032925 -1.101123
## factor(other_fre_country_region)南方 -0.214579495 0.12017728 -1.785525
## factor(other_fre_city_level)二线城市 0.063130265 0.08437721 0.748191
## factor(other_fre_city_level)三线城市 0.023200341 0.08407177 0.275959
## factor(other_fre_city_level)四线城市 -0.000332313 0.08389553 -0.003961
## factor(other_fre_city_level)五线城市 -0.023229897 0.08371450 -0.277490
## factor(other_fre_city_level)新一线城市 0.034346952 0.08484179 0.404835
## factor(other_fre_city_level)一线城市 0.091491281 0.08754758 1.045046
## other_follow_user_num 0.000000812 0.00000260 0.312686
## fans_pair_range:is_cooperative -0.573230967 0.10922823 -5.248011
## Pr(>|t|)
## fans_pair_range < 2.2e-16 ***
## is_cooperative 1.1086e-02 *
## factor(gender)M < 2.2e-16 ***
## factor(gender)U 3.6676e-01
## factor(author_type)电商主播 6.8131e-01
## factor(author_type)秀场主播 6.2960e-01
## factor(author_type)游戏主播 5.2855e-01
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) < 2.2e-16 ***
## factor(age_range)12-17 7.9539e-02 .
## factor(age_range)18-23 2.9590e-02 *
## factor(age_range)24-30 3.9048e-01
## factor(age_range)31-40 1.3816e-05 ***
## factor(age_range)41-49 4.5161e-08 ***
## factor(age_range)50+ 1.0129e-04 ***
## factor(age_range)UNKNOWN 1.2291e-04 ***
## factor(fre_country_region)北方 9.1623e-04 ***
## factor(fre_country_region)南方 8.0981e-06 ***
## factor(fre_city_level)二线城市 3.2113e-02 *
## factor(fre_city_level)三线城市 2.4707e-02 *
## factor(fre_city_level)四线城市 6.5430e-02 .
## factor(fre_city_level)五线城市 2.4436e-01
## factor(fre_city_level)新一线城市 4.2122e-02 *
## factor(fre_city_level)一线城市 2.2997e-03 **
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M < 2.2e-16 ***
## factor(other_gender)U 1.3619e-09 ***
## factor(other_author_type)电商主播 < 2.2e-16 ***
## factor(other_author_type)秀场主播 < 2.2e-16 ***
## factor(other_author_type)游戏主播 < 2.2e-16 ***
## factor(other_author_income_range)(10,50] < 2.2e-16 ***
## factor(other_author_income_range)(1000,5000] < 2.2e-16 ***
## factor(other_author_income_range)(50,500] < 2.2e-16 ***
## factor(other_author_income_range)(500,1000] < 2.2e-16 ***
## factor(other_author_income_range)(5000+) 4.8216e-02 *
## factor(other_age_range)12-17 3.8487e-01
## factor(other_age_range)18-23 5.2049e-01
## factor(other_age_range)24-30 4.8137e-01
## factor(other_age_range)31-40 6.1720e-03 **
## factor(other_age_range)41-49 1.3074e-02 *
## factor(other_age_range)50+ 2.3334e-01
## factor(other_age_range)UNKNOWN 1.9582e-02 *
## factor(other_fre_country_region)北方 2.7084e-01
## factor(other_fre_country_region)南方 7.4178e-02 .
## factor(other_fre_city_level)二线城市 4.5435e-01
## factor(other_fre_city_level)三线城市 7.8258e-01
## factor(other_fre_city_level)四线城市 9.9684e-01
## factor(other_fre_city_level)五线城市 7.8140e-01
## factor(other_fre_city_level)新一线城市 6.8560e-01
## factor(other_fre_city_level)一线城市 2.9600e-01
## other_follow_user_num 7.5452e-01
## fans_pair_range:is_cooperative 1.5395e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 1.73898 Adj. R2: 0.316841
## Within R2: 0.309092# (4.1) 两个粉丝都大
model_7 <- feols(log(avg_fan_total_cost_amt+1) ~ fans_pair_range + is_cooperative + fans_pair_range*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (LHS: 119).summary(model_7)## OLS estimation, Dep. Var.: log(avg_fan_total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## fans_pair_range -0.034215 0.001223 -27.97243 < 2.2e-16 ***
## is_cooperative 0.007656 0.001105 6.92836 4.2738e-12 ***
## fans_pair_range:is_cooperative -0.010369 0.001982 -5.23240 1.6754e-07 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.219213 Adj. R2: 0.002747
## Within R2: 5.53e-4model_8 <- feols(log(avg_fan_total_cost_amt+1) ~ fans_pair_range + is_cooperative + fans_pair_range*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (LHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_8)## OLS estimation, Dep. Var.: log(avg_fan_total_cost_amt + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_pair_range -0.05256200 0.002382687 -22.059969
## is_cooperative -0.00251997 0.001105747 -2.278977
## factor(gender)M -0.00261526 0.001104306 -2.368239
## factor(gender)U 0.41696168 0.173620921 2.401564
## factor(author_type)电商主播 0.02785473 0.025803071 1.079512
## factor(author_type)秀场主播 0.03522984 0.025814575 1.364727
## factor(author_type)游戏主播 0.02842779 0.026162818 1.086572
## factor(author_income_range)(10,50] 0.05753965 0.002126332 27.060515
## factor(author_income_range)(1000,5000] 0.09067589 0.007492627 12.102016
## factor(author_income_range)(50,500] 0.09927814 0.004082617 24.317279
## factor(author_income_range)(500,1000] 0.07499490 0.005124751 14.633861
## factor(author_income_range)(5000+) 0.23709889 0.081608892 2.905307
## factor(age_range)12-17 -0.00176941 0.006731493 -0.262855
## factor(age_range)18-23 0.01892800 0.006772879 2.794675
## factor(age_range)24-30 0.01015295 0.006876210 1.476534
## factor(age_range)31-40 0.00540942 0.006640024 0.814669
## factor(age_range)41-49 0.00433142 0.006615417 0.654746
## factor(age_range)50+ 0.00699681 0.006618087 1.057225
## factor(fre_country_region)北方 -0.03195144 0.024093285 -1.326155
## factor(fre_country_region)南方 -0.03055131 0.024102149 -1.267576
## factor(fre_city_level)二线城市 -0.00971066 0.012920742 -0.751556
## factor(fre_city_level)三线城市 -0.01180971 0.012873473 -0.917368
## factor(fre_city_level)四线城市 -0.01518921 0.012850592 -1.181985
## factor(fre_city_level)五线城市 -0.01660112 0.012821620 -1.294776
## factor(fre_city_level)新一线城市 -0.00360177 0.013023938 -0.276550
## factor(fre_city_level)一线城市 -0.00344827 0.013460769 -0.256172
## follow_user_num -0.00000768 0.000000219 -34.984533
## factor(other_gender)M -0.00183588 0.001087467 -1.688216
## factor(other_gender)U -0.06196698 0.029110206 -2.128703
## factor(other_author_type)电商主播 0.06058369 0.012720706 4.762604
## factor(other_author_type)秀场主播 0.08061546 0.012783587 6.306169
## factor(other_author_type)游戏主播 0.08383254 0.013710355 6.114542
## factor(other_author_income_range)(10,50] 0.01448506 0.001937202 7.477309
## factor(other_author_income_range)(1000,5000] -0.04007592 0.005413105 -7.403499
## factor(other_author_income_range)(50,500] -0.01059922 0.003590244 -2.952227
## factor(other_author_income_range)(500,1000] -0.03959994 0.004637020 -8.539955
## factor(other_author_income_range)(5000+) -0.05008254 0.024414019 -2.051384
## factor(other_age_range)12-17 -0.01017182 0.008822287 -1.152969
## factor(other_age_range)18-23 -0.00726459 0.008735481 -0.831619
## factor(other_age_range)24-30 -0.01198619 0.008779462 -1.365253
## factor(other_age_range)31-40 -0.01725555 0.008623025 -2.001101
## factor(other_age_range)41-49 -0.01638754 0.008595704 -1.906480
## factor(other_age_range)50+ -0.01437570 0.008586413 -1.674238
## factor(other_age_range)UNKNOWN 0.18183025 0.126362311 1.438959
## factor(other_fre_country_region)北方 -0.03064373 0.020566229 -1.490002
## factor(other_fre_country_region)南方 -0.02983577 0.020592902 -1.448838
## factor(other_fre_city_level)二线城市 -0.00218078 0.006070199 -0.359260
## factor(other_fre_city_level)三线城市 -0.00286720 0.006022657 -0.476070
## factor(other_fre_city_level)四线城市 -0.00382773 0.005969626 -0.641201
## factor(other_fre_city_level)五线城市 -0.00344495 0.005934360 -0.580509
## factor(other_fre_city_level)新一线城市 0.00375142 0.006229713 0.602181
## factor(other_fre_city_level)一线城市 0.00734677 0.007055478 1.041286
## other_follow_user_num -0.00000205 0.000000247 -8.265145
## fans_pair_range:is_cooperative 0.02032832 0.002943739 6.905613
## Pr(>|t|)
## fans_pair_range < 2.2e-16 ***
## is_cooperative 2.2670e-02 *
## factor(gender)M 1.7874e-02 *
## factor(gender)U 1.6326e-02 *
## factor(author_type)电商主播 2.8036e-01
## factor(author_type)秀场主播 1.7234e-01
## factor(author_type)游戏主播 2.7723e-01
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) 3.6694e-03 **
## factor(age_range)12-17 7.9266e-01
## factor(age_range)18-23 5.1958e-03 **
## factor(age_range)24-30 1.3980e-01
## factor(age_range)31-40 4.1526e-01
## factor(age_range)41-49 5.1263e-01
## factor(age_range)50+ 2.9041e-01
## factor(fre_country_region)北方 1.8479e-01
## factor(fre_country_region)南方 2.0495e-01
## factor(fre_city_level)二线城市 4.5232e-01
## factor(fre_city_level)三线城市 3.5895e-01
## factor(fre_city_level)四线城市 2.3721e-01
## factor(fre_city_level)五线城市 1.9540e-01
## factor(fre_city_level)新一线城市 7.8213e-01
## factor(fre_city_level)一线城市 7.9782e-01
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M 9.1372e-02 .
## factor(other_gender)U 3.3280e-02 *
## factor(other_author_type)电商主播 1.9128e-06 ***
## factor(other_author_type)秀场主播 2.8678e-10 ***
## factor(other_author_type)游戏主播 9.7062e-10 ***
## factor(other_author_income_range)(10,50] 7.6252e-14 ***
## factor(other_author_income_range)(1000,5000] 1.3330e-13 ***
## factor(other_author_income_range)(50,500] 3.1554e-03 **
## factor(other_author_income_range)(500,1000] < 2.2e-16 ***
## factor(other_author_income_range)(5000+) 4.0231e-02 *
## factor(other_age_range)12-17 2.4892e-01
## factor(other_age_range)18-23 4.0563e-01
## factor(other_age_range)24-30 1.7218e-01
## factor(other_age_range)31-40 4.5383e-02 *
## factor(other_age_range)41-49 5.6590e-02 .
## factor(other_age_range)50+ 9.4086e-02 .
## factor(other_age_range)UNKNOWN 1.5016e-01
## factor(other_fre_country_region)北方 1.3623e-01
## factor(other_fre_country_region)南方 1.4738e-01
## factor(other_fre_city_level)二线城市 7.1940e-01
## factor(other_fre_city_level)三线城市 6.3403e-01
## factor(other_fre_city_level)四线城市 5.2139e-01
## factor(other_fre_city_level)五线城市 5.6157e-01
## factor(other_fre_city_level)新一线城市 5.4705e-01
## factor(other_fre_city_level)一线城市 2.9774e-01
## other_follow_user_num < 2.2e-16 ***
## fans_pair_range:is_cooperative 5.0176e-12 ***
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.214376 Adj. R2: 0.04601
## Within R2: 0.044174# table(data$follow_author_fans_count) ## 154913 为0# (1) 对方粉丝数 + 合作
model_1 <- feols(log(follow_author_fans_count+1) ~ other_before_fans_count + is_cooperative + other_before_fans_count*is_cooperative |p_date, data = data,vcov = ~author_id)
summary(model_1)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## other_before_fans_count 1.17720e-06 9.03000e-08 13.033290
## is_cooperative -7.05957e-05 3.86313e-03 -0.018274
## other_before_fans_count:is_cooperative 7.64000e-08 1.87000e-07 0.408889
## Pr(>|t|)
## other_before_fans_count < 2.2e-16 ***
## is_cooperative 0.98542
## other_before_fans_count:is_cooperative 0.68262
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.626863 Adj. R2: 0.053608
## Within R2: 0.043361model_2 <- feols(log(follow_author_fans_count+1) ~ other_before_fans_count + is_cooperative + other_before_fans_count*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)
summary(model_2)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error
## other_before_fans_count 0.0000004654 0.0000000591
## is_cooperative -0.0217170820 0.0029590443
## factor(gender)M -0.0416601587 0.0033004737
## factor(gender)U 0.0969365402 0.0776293769
## factor(author_type)电商主播 -1.8574023722 1.6255138374
## factor(author_type)秀场主播 -3.1079779511 1.6258476421
## factor(author_type)游戏主播 -3.1677768401 1.6258554714
## factor(author_income_range)(10,50] 0.1412978296 0.0053992843
## factor(author_income_range)(1000,5000] 0.3209000899 0.0193865339
## factor(author_income_range)(50,500] 0.2084457437 0.0085942117
## factor(author_income_range)(500,1000] 0.2166092123 0.0129200735
## factor(author_income_range)(5000+) 1.6585232827 0.2672387928
## factor(age_range)12-17 -0.0282148405 0.0099787285
## factor(age_range)18-23 0.0370776555 0.0102613308
## factor(age_range)24-30 0.0714823060 0.0110909335
## factor(age_range)31-40 0.0836074926 0.0103365663
## factor(age_range)41-49 0.0728577116 0.0103456123
## factor(age_range)50+ 0.0555181084 0.0102347522
## factor(age_range)UNKNOWN -0.2687254899 0.0532533103
## factor(fre_country_region)北方 -0.1557611807 0.0530225996
## factor(fre_country_region)南方 -0.2040470573 0.0530035135
## factor(fre_city_level)二线城市 0.0904442999 0.0212364011
## factor(fre_city_level)三线城市 0.0880794357 0.0211102918
## factor(fre_city_level)四线城市 0.0631737285 0.0209828978
## factor(fre_city_level)五线城市 0.0468430068 0.0208669706
## factor(fre_city_level)新一线城市 0.1047644256 0.0216750537
## factor(fre_city_level)一线城市 0.1186957172 0.0230948976
## follow_user_num -0.0000213448 0.0000009574
## factor(other_gender)M 0.0251261181 0.0030762121
## factor(other_gender)U -0.0343538730 0.0365555424
## factor(other_author_type)电商主播 4.8264793064 0.6304220935
## factor(other_author_type)秀场主播 4.0761239587 0.6363001128
## factor(other_author_type)游戏主播 4.0574821834 0.6363552276
## factor(other_author_income_range)(10,50] 0.0239998504 0.0048093070
## factor(other_author_income_range)(1000,5000] 0.0681904901 0.0162911836
## factor(other_author_income_range)(50,500] -0.0207916280 0.0076248423
## factor(other_author_income_range)(500,1000] 0.0185690842 0.0118805349
## factor(other_author_income_range)(5000+) 0.4177637532 0.1784027623
## factor(other_age_range)12-17 -0.0307173371 0.0116033755
## factor(other_age_range)18-23 0.0083409771 0.0117675374
## factor(other_age_range)24-30 0.0384032968 0.0122046231
## factor(other_age_range)31-40 0.0472627623 0.0117373204
## factor(other_age_range)41-49 0.0489792142 0.0118119872
## factor(other_age_range)50+ 0.0347043827 0.0117167182
## factor(other_age_range)UNKNOWN -0.0942332936 0.0643816047
## factor(other_fre_country_region)北方 -0.0969908295 0.0467766835
## factor(other_fre_country_region)南方 -0.1274322349 0.0467196780
## factor(other_fre_city_level)二线城市 0.0251851984 0.0276692965
## factor(other_fre_city_level)三线城市 0.0093870552 0.0275659304
## factor(other_fre_city_level)四线城市 0.0012425318 0.0275133548
## factor(other_fre_city_level)五线城市 -0.0028523270 0.0274595216
## factor(other_fre_city_level)新一线城市 0.0169493043 0.0277811011
## factor(other_fre_city_level)一线城市 0.0163208660 0.0286452945
## other_follow_user_num 0.0000035426 0.0000009833
## other_before_fans_count:is_cooperative -0.0000000292 0.0000000825
## t value Pr(>|t|)
## other_before_fans_count 7.869558 3.5814e-15 ***
## is_cooperative -7.339222 2.1587e-13 ***
## factor(gender)M -12.622479 < 2.2e-16 ***
## factor(gender)U 1.248709 2.1177e-01
## factor(author_type)电商主播 -1.142656 2.5318e-01
## factor(author_type)秀场主播 -1.911605 5.5929e-02 .
## factor(author_type)游戏主播 -1.948375 5.1372e-02 .
## factor(author_income_range)(10,50] 26.169733 < 2.2e-16 ***
## factor(author_income_range)(1000,5000] 16.552731 < 2.2e-16 ***
## factor(author_income_range)(50,500] 24.254202 < 2.2e-16 ***
## factor(author_income_range)(500,1000] 16.765323 < 2.2e-16 ***
## factor(author_income_range)(5000+) 6.206147 5.4434e-10 ***
## factor(age_range)12-17 -2.827499 4.6919e-03 **
## factor(age_range)18-23 3.613338 3.0237e-04 ***
## factor(age_range)24-30 6.445112 1.1585e-10 ***
## factor(age_range)31-40 8.088517 6.0821e-16 ***
## factor(age_range)41-49 7.042378 1.8976e-12 ***
## factor(age_range)50+ 5.424470 5.8212e-08 ***
## factor(age_range)UNKNOWN -5.046174 4.5125e-07 ***
## factor(fre_country_region)北方 -2.937638 3.3077e-03 **
## factor(fre_country_region)南方 -3.849689 1.1831e-04 ***
## factor(fre_city_level)二线城市 4.258928 2.0553e-05 ***
## factor(fre_city_level)三线城市 4.172346 3.0164e-05 ***
## factor(fre_city_level)四线城市 3.010725 2.6067e-03 **
## factor(fre_city_level)五线城市 2.244840 2.4780e-02 *
## factor(fre_city_level)新一线城市 4.833410 1.3434e-06 ***
## factor(fre_city_level)一线城市 5.139478 2.7583e-07 ***
## follow_user_num -22.295154 < 2.2e-16 ***
## factor(other_gender)M 8.167876 3.1616e-16 ***
## factor(other_gender)U -0.939772 3.4734e-01
## factor(other_author_type)电商主播 7.655949 1.9298e-14 ***
## factor(other_author_type)秀场主播 6.405977 1.4983e-10 ***
## factor(other_author_type)游戏主播 6.376128 1.8212e-10 ***
## factor(other_author_income_range)(10,50] 4.990293 6.0352e-07 ***
## factor(other_author_income_range)(1000,5000] 4.185730 2.8441e-05 ***
## factor(other_author_income_range)(50,500] -2.726827 6.3954e-03 **
## factor(other_author_income_range)(500,1000] 1.562984 1.1806e-01
## factor(other_author_income_range)(5000+) 2.341689 1.9198e-02 *
## factor(other_age_range)12-17 -2.647276 8.1151e-03 **
## factor(other_age_range)18-23 0.708812 4.7844e-01
## factor(other_age_range)24-30 3.146619 1.6520e-03 **
## factor(other_age_range)31-40 4.026708 5.6590e-05 ***
## factor(other_age_range)41-49 4.146568 3.3767e-05 ***
## factor(other_age_range)50+ 2.961954 3.0574e-03 **
## factor(other_age_range)UNKNOWN -1.463668 1.4329e-01
## factor(other_fre_country_region)北方 -2.073487 3.8129e-02 *
## factor(other_fre_country_region)南方 -2.727592 6.3805e-03 **
## factor(other_fre_city_level)二线城市 0.910222 3.6271e-01
## factor(other_fre_city_level)三线城市 0.340531 7.3346e-01
## factor(other_fre_city_level)四线城市 0.045161 9.6398e-01
## factor(other_fre_city_level)五线城市 -0.103874 9.1727e-01
## factor(other_fre_city_level)新一线城市 0.610102 5.4180e-01
## factor(other_fre_city_level)一线城市 0.569757 5.6884e-01
## other_follow_user_num 3.602809 3.1489e-04 ***
## other_before_fans_count:is_cooperative -0.353646 7.2360e-01
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.586211 Adj. R2: 0.172144
## Within R2: 0.163414# (2) (对方粉丝数/本人粉丝数) + 合作
model_3 <- feols(log(follow_author_fans_count+1) ~ relative_fans + is_cooperative + relative_fans*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (RHS: 119).summary(model_3)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## relative_fans -0.000024 0.000020 -1.190905 0.23369
## is_cooperative 0.004342 0.003214 1.350739 0.17678
## relative_fans:is_cooperative -0.000031 0.000048 -0.641234 0.52137
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.641037 Adj. R2: 0.010723
## Within R2: 1.6e-5model_4 <- feols(log(follow_author_fans_count+1) ~ relative_fans + is_cooperative + relative_fans*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (RHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_4)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## relative_fans -0.00002843 0.000025787 -1.102547
## is_cooperative -0.02294173 0.002971293 -7.721129
## factor(gender)M -0.04134138 0.003311780 -12.483130
## factor(gender)U -0.16885773 0.061706256 -2.736477
## factor(author_type)电商主播 -2.15966959 1.446651510 -1.492875
## factor(author_type)秀场主播 -3.47897422 1.446718609 -2.404735
## factor(author_type)游戏主播 -3.53856371 1.446730432 -2.445904
## factor(author_income_range)(10,50] 0.14225430 0.005420875 26.241943
## factor(author_income_range)(1000,5000] 0.33223108 0.019645548 16.911266
## factor(author_income_range)(50,500] 0.21043247 0.008615938 24.423629
## factor(author_income_range)(500,1000] 0.22165418 0.012979651 17.077053
## factor(author_income_range)(5000+) 1.75432853 0.274355859 6.394354
## factor(age_range)12-17 -0.02701075 0.009896338 -2.729369
## factor(age_range)18-23 0.03769001 0.010183898 3.700942
## factor(age_range)24-30 0.07389234 0.011034848 6.696272
## factor(age_range)31-40 0.08590358 0.010260419 8.372327
## factor(age_range)41-49 0.07489323 0.010266887 7.294638
## factor(age_range)50+ 0.05716599 0.010153532 5.630159
## factor(fre_country_region)北方 -0.15631092 0.054436296 -2.871447
## factor(fre_country_region)南方 -0.20525108 0.054412205 -3.772152
## factor(fre_city_level)二线城市 0.08454404 0.023580789 3.585293
## factor(fre_city_level)三线城市 0.08283062 0.023473852 3.528634
## factor(fre_city_level)四线城市 0.05720381 0.023361811 2.448604
## factor(fre_city_level)五线城市 0.04065999 0.023254296 1.748494
## factor(fre_city_level)新一线城市 0.09987253 0.023993040 4.162562
## factor(fre_city_level)一线城市 0.11421745 0.025286476 4.516938
## follow_user_num -0.00002145 0.000000962 -22.285089
## factor(other_gender)M 0.02581948 0.003085361 8.368382
## factor(other_gender)U -0.03755435 0.036633219 -1.025145
## factor(other_author_type)电商主播 0.53645981 0.057845645 9.273988
## factor(other_author_type)秀场主播 -0.34552967 0.046477022 -7.434419
## factor(other_author_type)游戏主播 -0.36428144 0.047139625 -7.727712
## factor(other_author_income_range)(10,50] 0.02819012 0.004829063 5.837596
## factor(other_author_income_range)(1000,5000] 0.09149814 0.016348169 5.596843
## factor(other_author_income_range)(50,500] -0.01333423 0.007628887 -1.747860
## factor(other_author_income_range)(500,1000] 0.03275069 0.011894412 2.753452
## factor(other_author_income_range)(5000+) 0.60458505 0.192573180 3.139508
## factor(other_age_range)12-17 -0.03178116 0.011627930 -2.733174
## factor(other_age_range)18-23 0.00709331 0.011796385 0.601312
## factor(other_age_range)24-30 0.03896456 0.012238083 3.183878
## factor(other_age_range)31-40 0.04879807 0.011768046 4.146658
## factor(other_age_range)41-49 0.04863228 0.011839894 4.107493
## factor(other_age_range)50+ 0.03423726 0.011744846 2.915088
## factor(other_age_range)UNKNOWN -0.09637156 0.064466693 -1.494905
## factor(other_fre_country_region)北方 -0.09956083 0.047151586 -2.111505
## factor(other_fre_country_region)南方 -0.12918682 0.047092307 -2.743268
## factor(other_fre_city_level)二线城市 0.02292928 0.028275594 0.810921
## factor(other_fre_city_level)三线城市 0.00679206 0.028175090 0.241066
## factor(other_fre_city_level)四线城市 -0.00135255 0.028123115 -0.048094
## factor(other_fre_city_level)五线城市 -0.00569193 0.028070159 -0.202775
## factor(other_fre_city_level)新一线城市 0.01437795 0.028384660 0.506539
## factor(other_fre_city_level)一线城市 0.01518380 0.029240529 0.519272
## other_follow_user_num 0.00000391 0.000000987 3.963434
## relative_fans:is_cooperative -0.00001492 0.000052833 -0.282373
## Pr(>|t|)
## relative_fans 2.7023e-01
## is_cooperative 1.1598e-14 ***
## factor(gender)M < 2.2e-16 ***
## factor(gender)U 6.2108e-03 **
## factor(author_type)电商主播 1.3547e-01
## factor(author_type)秀场主播 1.6185e-02 *
## factor(author_type)游戏主播 1.4450e-02 *
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) 1.6168e-10 ***
## factor(age_range)12-17 6.3463e-03 **
## factor(age_range)18-23 2.1487e-04 ***
## factor(age_range)24-30 2.1452e-11 ***
## factor(age_range)31-40 < 2.2e-16 ***
## factor(age_range)41-49 3.0087e-13 ***
## factor(age_range)50+ 1.8035e-08 ***
## factor(fre_country_region)北方 4.0865e-03 **
## factor(fre_country_region)南方 1.6191e-04 ***
## factor(fre_city_level)二线城市 3.3680e-04 ***
## factor(fre_city_level)三线城市 4.1783e-04 ***
## factor(fre_city_level)四线城市 1.4342e-02 *
## factor(fre_city_level)五线城市 8.0381e-02 .
## factor(fre_city_level)新一线城市 3.1486e-05 ***
## factor(fre_city_level)一线城市 6.2786e-06 ***
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M < 2.2e-16 ***
## factor(other_gender)U 3.0530e-01
## factor(other_author_type)电商主播 < 2.2e-16 ***
## factor(other_author_type)秀场主播 1.0556e-13 ***
## factor(other_author_type)游戏主播 1.1014e-14 ***
## factor(other_author_income_range)(10,50] 5.3063e-09 ***
## factor(other_author_income_range)(1000,5000] 2.1865e-08 ***
## factor(other_author_income_range)(50,500] 8.0490e-02 .
## factor(other_author_income_range)(500,1000] 5.8977e-03 **
## factor(other_author_income_range)(5000+) 1.6926e-03 **
## factor(other_age_range)12-17 6.2734e-03 **
## factor(other_age_range)18-23 5.4763e-01
## factor(other_age_range)24-30 1.4534e-03 **
## factor(other_age_range)31-40 3.3754e-05 ***
## factor(other_age_range)41-49 4.0018e-05 ***
## factor(other_age_range)50+ 3.5564e-03 **
## factor(other_age_range)UNKNOWN 1.3494e-01
## factor(other_fre_country_region)北方 3.4730e-02 *
## factor(other_fre_country_region)南方 6.0838e-03 **
## factor(other_fre_city_level)二线城市 4.1741e-01
## factor(other_fre_city_level)三线城市 8.0950e-01
## factor(other_fre_city_level)四线城市 9.6164e-01
## factor(other_fre_city_level)五线城市 8.3931e-01
## factor(other_fre_city_level)新一线城市 6.1248e-01
## factor(other_fre_city_level)一线城市 6.0357e-01
## other_follow_user_num 7.3912e-05 ***
## relative_fans:is_cooperative 7.7766e-01
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.588003 Adj. R2: 0.167411
## Within R2: 0.15863# (3) (粉丝数overlap) + 合作
model_5 <- feols(log(follow_author_fans_count+1) ~ fans_overlap_from_author + is_cooperative + fans_overlap_from_author*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA values (RHS: 119).summary(model_5)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_author 6.662556 0.860997 7.738188
## is_cooperative -0.001581 0.003252 -0.486140
## fans_overlap_from_author:is_cooperative -1.056184 1.008818 -1.046952
## Pr(>|t|)
## fans_overlap_from_author 1.0144e-14 ***
## is_cooperative 6.2687e-01
## fans_overlap_from_author:is_cooperative 2.9512e-01
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.638004 Adj. R2: 0.020063
## Within R2: 0.009457model_6 <- feols(log(follow_author_fans_count+1) ~ fans_overlap_from_author + is_cooperative + fans_overlap_from_author*is_cooperative + factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA values (RHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_6)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_author 3.19411087 0.737438041 4.331362
## is_cooperative -0.02550456 0.002981663 -8.553802
## factor(gender)M -0.04088179 0.003307558 -12.360113
## factor(gender)U -0.17021347 0.061682081 -2.759529
## factor(author_type)电商主播 -2.15573754 1.461133262 -1.475387
## factor(author_type)秀场主播 -3.46565649 1.461200684 -2.371787
## factor(author_type)游戏主播 -3.52486505 1.461211615 -2.412289
## factor(author_income_range)(10,50] 0.14279698 0.005416947 26.361153
## factor(author_income_range)(1000,5000] 0.32638360 0.019567183 16.680153
## factor(author_income_range)(50,500] 0.20977928 0.008611135 24.361398
## factor(author_income_range)(500,1000] 0.21734103 0.012941418 16.794220
## factor(author_income_range)(5000+) 1.73710017 0.273517468 6.350966
## factor(age_range)12-17 -0.02790895 0.009897073 -2.819920
## factor(age_range)18-23 0.03714974 0.010178640 3.649774
## factor(age_range)24-30 0.07218900 0.011022651 6.549150
## factor(age_range)31-40 0.08475128 0.010252354 8.266519
## factor(age_range)41-49 0.07409326 0.010262462 7.219832
## factor(age_range)50+ 0.05639223 0.010150572 5.555571
## factor(fre_country_region)北方 -0.16436448 0.054645929 -3.007808
## factor(fre_country_region)南方 -0.21263825 0.054620764 -3.892993
## factor(fre_city_level)二线城市 0.08923804 0.024069685 3.707487
## factor(fre_city_level)三线城市 0.08762090 0.023965570 3.656116
## factor(fre_city_level)四线城市 0.06248786 0.023852165 2.619798
## factor(fre_city_level)五线城市 0.04617598 0.023749461 1.944296
## factor(fre_city_level)新一线城市 0.10354636 0.024466233 4.232215
## factor(fre_city_level)一线城市 0.11796680 0.025737966 4.583377
## follow_user_num -0.00002100 0.000000958 -21.909099
## factor(other_gender)M 0.02614620 0.003080365 8.488020
## factor(other_gender)U -0.03278110 0.036589744 -0.895910
## factor(other_author_type)电商主播 0.52492831 0.057828506 9.077328
## factor(other_author_type)秀场主播 -0.33795010 0.046399788 -7.283441
## factor(other_author_type)游戏主播 -0.35533632 0.047061602 -7.550451
## factor(other_author_income_range)(10,50] 0.02829037 0.004825320 5.862901
## factor(other_author_income_range)(1000,5000] 0.07743303 0.016317720 4.745334
## factor(other_author_income_range)(50,500] -0.01538432 0.007632700 -2.015580
## factor(other_author_income_range)(500,1000] 0.02509069 0.011892831 2.109732
## factor(other_author_income_range)(5000+) 0.53781630 0.188433050 2.854151
## factor(other_age_range)12-17 -0.03355230 0.011625411 -2.886117
## factor(other_age_range)18-23 0.00577007 0.011784665 0.489625
## factor(other_age_range)24-30 0.03698126 0.012225068 3.025035
## factor(other_age_range)31-40 0.04705579 0.011756838 4.002419
## factor(other_age_range)41-49 0.04731246 0.011829583 3.999503
## factor(other_age_range)50+ 0.03309678 0.011735902 2.820131
## factor(other_age_range)UNKNOWN -0.10103056 0.064408547 -1.568589
## factor(other_fre_country_region)北方 -0.10089334 0.047096822 -2.142254
## factor(other_fre_country_region)南方 -0.13027172 0.047037650 -2.769520
## factor(other_fre_city_level)二线城市 0.02201906 0.028260474 0.779147
## factor(other_fre_city_level)三线城市 0.00584844 0.028162429 0.207668
## factor(other_fre_city_level)四线城市 -0.00186189 0.028110527 -0.066234
## factor(other_fre_city_level)五线城市 -0.00594103 0.028057431 -0.211745
## factor(other_fre_city_level)新一线城市 0.01296947 0.028369334 0.457165
## factor(other_fre_city_level)一线城市 0.01401720 0.029226981 0.479598
## other_follow_user_num 0.00000387 0.000000986 3.922970
## fans_overlap_from_author:is_cooperative -0.26272459 0.828418720 -0.317140
## Pr(>|t|)
## fans_overlap_from_author 1.4828e-05 ***
## is_cooperative < 2.2e-16 ***
## factor(gender)M < 2.2e-16 ***
## factor(gender)U 5.7892e-03 **
## factor(author_type)电商主播 1.4011e-01
## factor(author_type)秀场主播 1.7704e-02 *
## factor(author_type)游戏主播 1.5854e-02 *
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) 2.1455e-10 ***
## factor(age_range)12-17 4.8042e-03 **
## factor(age_range)18-23 2.6256e-04 ***
## factor(age_range)24-30 5.8043e-11 ***
## factor(age_range)31-40 < 2.2e-16 ***
## factor(age_range)41-49 5.2286e-13 ***
## factor(age_range)50+ 2.7715e-08 ***
## factor(fre_country_region)北方 2.6318e-03 **
## factor(fre_country_region)南方 9.9056e-05 ***
## factor(fre_city_level)二线城市 2.0940e-04 ***
## factor(fre_city_level)三线城市 2.5615e-04 ***
## factor(fre_city_level)四线城市 8.7990e-03 **
## factor(fre_city_level)五线城市 5.1862e-02 .
## factor(fre_city_level)新一线城市 2.3153e-05 ***
## factor(fre_city_level)一线城市 4.5788e-06 ***
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M < 2.2e-16 ***
## factor(other_gender)U 3.7030e-01
## factor(other_author_type)电商主播 < 2.2e-16 ***
## factor(other_author_type)秀场主播 3.2693e-13 ***
## factor(other_author_type)游戏主播 4.3608e-14 ***
## factor(other_author_income_range)(10,50] 4.5576e-09 ***
## factor(other_author_income_range)(1000,5000] 2.0835e-06 ***
## factor(other_author_income_range)(50,500] 4.3846e-02 *
## factor(other_author_income_range)(500,1000] 3.4883e-02 *
## factor(other_author_income_range)(5000+) 4.3158e-03 **
## factor(other_age_range)12-17 3.9008e-03 **
## factor(other_age_range)18-23 6.2440e-01
## factor(other_age_range)24-30 2.4864e-03 **
## factor(other_age_range)31-40 6.2727e-05 ***
## factor(other_age_range)41-49 6.3505e-05 ***
## factor(other_age_range)50+ 4.8010e-03 **
## factor(other_age_range)UNKNOWN 1.1675e-01
## factor(other_fre_country_region)北方 3.2175e-02 *
## factor(other_fre_country_region)南方 5.6146e-03 **
## factor(other_fre_city_level)二线城市 4.3589e-01
## factor(other_fre_city_level)三线城市 8.3549e-01
## factor(other_fre_city_level)四线城市 9.4719e-01
## factor(other_fre_city_level)五线城市 8.3231e-01
## factor(other_fre_city_level)新一线城市 6.4755e-01
## factor(other_fre_city_level)一线城市 6.3151e-01
## other_follow_user_num 8.7501e-05 ***
## fans_overlap_from_author:is_cooperative 7.5114e-01
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.587179 Adj. R2: 0.169744
## Within R2: 0.160988# (3.1) (粉丝数overlap) + 合作
model_5 <- feols(log(follow_author_fans_count+1) ~ fans_overlap_from_pair + is_cooperative + fans_overlap_from_pair*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 1 observation removed because of NA values (RHS: 1).summary(model_5)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,125
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## fans_overlap_from_pair 23.474060 3.279382 7.158075 8.2174e-13
## is_cooperative -0.003512 0.003249 -1.081078 2.7966e-01
## fans_overlap_from_pair:is_cooperative -3.174581 3.619782 -0.877009 3.8048e-01
##
## fans_overlap_from_pair ***
## is_cooperative
## fans_overlap_from_pair:is_cooperative
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.636922 Adj. R2: 0.022995
## Within R2: 0.012416model_6 <- feols(log(follow_author_fans_count+1) ~ fans_overlap_from_pair + is_cooperative + fans_overlap_from_pair*is_cooperative + factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 1 observation removed because of NA values (RHS: 1).summary(model_6)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,125
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_pair 11.98748832 2.806130246 4.271893
## is_cooperative -0.02664764 0.003005221 -8.867115
## factor(gender)M -0.04076881 0.003304153 -12.338656
## factor(gender)U 0.08463497 0.077816105 1.087628
## factor(author_type)电商主播 -2.08466434 1.488603147 -1.400416
## factor(author_type)秀场主播 -3.38353391 1.488674760 -2.272850
## factor(author_type)游戏主播 -3.44228203 1.488685673 -2.312296
## factor(author_income_range)(10,50] 0.14220251 0.005415752 26.257204
## factor(author_income_range)(1000,5000] 0.32019605 0.019523613 16.400451
## factor(author_income_range)(50,500] 0.20847477 0.008611633 24.208505
## factor(author_income_range)(500,1000] 0.21396845 0.012945663 16.528196
## factor(author_income_range)(5000+) 1.70429765 0.271920589 6.267630
## factor(age_range)12-17 -0.03011270 0.010027442 -3.003029
## factor(age_range)18-23 0.03529775 0.010303144 3.425920
## factor(age_range)24-30 0.07030260 0.011133952 6.314254
## factor(age_range)31-40 0.08265294 0.010376418 7.965460
## factor(age_range)41-49 0.07230975 0.010388982 6.960234
## factor(age_range)50+ 0.05468118 0.010279833 5.319267
## factor(age_range)UNKNOWN -0.26412109 0.053381269 -4.947823
## factor(fre_country_region)北方 -0.16747242 0.054200359 -3.089877
## factor(fre_country_region)南方 -0.21528833 0.054174231 -3.973999
## factor(fre_city_level)二线城市 0.09083012 0.023820214 3.813153
## factor(fre_city_level)三线城市 0.08946087 0.023715900 3.772190
## factor(fre_city_level)四线城市 0.06422258 0.023604905 2.720730
## factor(fre_city_level)五线城市 0.04794396 0.023502035 2.039992
## factor(fre_city_level)新一线城市 0.10501883 0.024218556 4.336296
## factor(fre_city_level)一线城市 0.11915225 0.025490328 4.674410
## follow_user_num -0.00002114 0.000000958 -22.075091
## factor(other_gender)M 0.02624060 0.003075274 8.532769
## factor(other_gender)U -0.02893273 0.036553396 -0.791520
## factor(other_author_type)电商主播 0.51840626 0.057759881 8.975196
## factor(other_author_type)秀场主播 -0.34676276 0.046282255 -7.492348
## factor(other_author_type)游戏主播 -0.36417412 0.046940249 -7.758249
## factor(other_author_income_range)(10,50] 0.02893285 0.004819792 6.002926
## factor(other_author_income_range)(1000,5000] 0.07942603 0.016292417 4.875030
## factor(other_author_income_range)(50,500] -0.01403370 0.007625348 -1.840401
## factor(other_author_income_range)(500,1000] 0.02601930 0.011874258 2.191236
## factor(other_author_income_range)(5000+) 0.56544610 0.189782599 2.979441
## factor(other_age_range)12-17 -0.03312355 0.011621341 -2.850235
## factor(other_age_range)18-23 0.00532334 0.011778568 0.451951
## factor(other_age_range)24-30 0.03645860 0.012217343 2.984168
## factor(other_age_range)31-40 0.04656732 0.011750178 3.963116
## factor(other_age_range)41-49 0.04717920 0.011823934 3.990144
## factor(other_age_range)50+ 0.03280567 0.011731362 2.796408
## factor(other_age_range)UNKNOWN -0.10472155 0.064333228 -1.627799
## factor(other_fre_country_region)北方 -0.10226366 0.047081312 -2.172065
## factor(other_fre_country_region)南方 -0.13141591 0.047022327 -2.794756
## factor(other_fre_city_level)二线城市 0.02234235 0.028325884 0.788761
## factor(other_fre_city_level)三线城市 0.00687457 0.028227994 0.243537
## factor(other_fre_city_level)四线城市 -0.00093067 0.028176993 -0.033029
## factor(other_fre_city_level)五线城市 -0.00512073 0.028124187 -0.182076
## factor(other_fre_city_level)新一线城市 0.01315849 0.028433490 0.462781
## factor(other_fre_city_level)一线城市 0.01503486 0.029288643 0.513334
## other_follow_user_num 0.00000414 0.000000984 4.203360
## fans_overlap_from_pair:is_cooperative -0.69463428 3.061167585 -0.226918
## Pr(>|t|)
## fans_overlap_from_pair 1.9393e-05 ***
## is_cooperative < 2.2e-16 ***
## factor(gender)M < 2.2e-16 ***
## factor(gender)U 2.7676e-01
## factor(author_type)电商主播 1.6139e-01
## factor(author_type)秀场主播 2.3037e-02 *
## factor(author_type)游戏主播 2.0763e-02 *
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) 3.6753e-10 ***
## factor(age_range)12-17 2.6735e-03 **
## factor(age_range)18-23 6.1288e-04 ***
## factor(age_range)24-30 2.7219e-10 ***
## factor(age_range)31-40 1.6570e-15 ***
## factor(age_range)41-49 3.4103e-12 ***
## factor(age_range)50+ 1.0433e-07 ***
## factor(age_range)UNKNOWN 7.5125e-07 ***
## factor(fre_country_region)北方 2.0027e-03 **
## factor(fre_country_region)南方 7.0707e-05 ***
## factor(fre_city_level)二线城市 1.3726e-04 ***
## factor(fre_city_level)三线城市 1.6188e-04 ***
## factor(fre_city_level)四线城市 6.5145e-03 **
## factor(fre_city_level)五线城市 4.1353e-02 *
## factor(fre_city_level)新一线城市 1.4499e-05 ***
## factor(fre_city_level)一线城市 2.9504e-06 ***
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M < 2.2e-16 ***
## factor(other_gender)U 4.2864e-01
## factor(other_author_type)电商主播 < 2.2e-16 ***
## factor(other_author_type)秀场主播 6.8004e-14 ***
## factor(other_author_type)游戏主播 8.6625e-15 ***
## factor(other_author_income_range)(10,50] 1.9422e-09 ***
## factor(other_author_income_range)(1000,5000] 1.0890e-06 ***
## factor(other_author_income_range)(50,500] 6.5711e-02 .
## factor(other_author_income_range)(500,1000] 2.8436e-02 *
## factor(other_author_income_range)(5000+) 2.8882e-03 **
## factor(other_age_range)12-17 4.3693e-03 **
## factor(other_age_range)18-23 6.5130e-01
## factor(other_age_range)24-30 2.8439e-03 **
## factor(other_age_range)31-40 7.4010e-05 ***
## factor(other_age_range)41-49 6.6063e-05 ***
## factor(other_age_range)50+ 5.1680e-03 **
## factor(other_age_range)UNKNOWN 1.0357e-01
## factor(other_fre_country_region)北方 2.9852e-02 *
## factor(other_fre_country_region)南方 5.1945e-03 **
## factor(other_fre_city_level)二线城市 4.3025e-01
## factor(other_fre_city_level)三线城市 8.0759e-01
## factor(other_fre_city_level)四线城市 9.7365e-01
## factor(other_fre_city_level)五线城市 8.5552e-01
## factor(other_fre_city_level)新一线城市 6.4352e-01
## factor(other_fre_city_level)一线城市 6.0772e-01
## other_follow_user_num 2.6313e-05 ***
## fans_overlap_from_pair:is_cooperative 8.2049e-01
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.586655 Adj. R2: 0.170894
## Within R2: 0.16215# (4) 两个粉丝都大
model_7 <- feols(log(follow_author_fans_count+1) ~ fans_pair_range + is_cooperative + fans_pair_range*is_cooperative |p_date, data = data,vcov = ~author_id)
summary(model_7)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## fans_pair_range 1.534511 0.053237 28.824162 < 2.2e-16 ***
## is_cooperative -0.001654 0.002983 -0.554278 0.5793892
## fans_pair_range:is_cooperative 0.230147 0.084887 2.711223 0.0067043 **
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.621172 Adj. R2: 0.070714
## Within R2: 0.060652model_8 <- feols(log(follow_author_fans_count+1) ~ fans_pair_range + is_cooperative + fans_pair_range*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)
summary(model_8)## OLS estimation, Dep. Var.: log(follow_author_fans_count + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_pair_range 0.67018086 0.051283105 13.068258
## is_cooperative -0.02125122 0.002854796 -7.444040
## factor(gender)M -0.04191909 0.003293959 -12.726054
## factor(gender)U 0.09537373 0.077441946 1.231551
## factor(author_type)电商主播 -1.79821404 1.473524664 -1.220349
## factor(author_type)秀场主播 -2.95730451 1.473914323 -2.006429
## factor(author_type)游戏主播 -3.01736369 1.473923544 -2.047164
## factor(author_income_range)(10,50] 0.14004884 0.005397278 25.948050
## factor(author_income_range)(1000,5000] 0.31474308 0.019216228 16.379025
## factor(author_income_range)(50,500] 0.20703798 0.008563178 24.177704
## factor(author_income_range)(500,1000] 0.21349242 0.012822278 16.650117
## factor(author_income_range)(5000+) 1.60574686 0.266594999 6.023169
## factor(age_range)12-17 -0.02823568 0.009976497 -2.830220
## factor(age_range)18-23 0.03724542 0.010255808 3.631642
## factor(age_range)24-30 0.07085456 0.011085661 6.391551
## factor(age_range)31-40 0.08370034 0.010328690 8.103674
## factor(age_range)41-49 0.07376063 0.010341639 7.132393
## factor(age_range)50+ 0.05568612 0.010228152 5.444398
## factor(age_range)UNKNOWN -0.27345230 0.052963793 -5.163005
## factor(fre_country_region)北方 -0.16242219 0.052658241 -3.084459
## factor(fre_country_region)南方 -0.21151278 0.052638575 -4.018209
## factor(fre_city_level)二线城市 0.09162411 0.020354685 4.501377
## factor(fre_city_level)三线城市 0.08949986 0.020214560 4.427495
## factor(fre_city_level)四线城市 0.06440319 0.020086176 3.206344
## factor(fre_city_level)五线城市 0.04826616 0.019965454 2.417483
## factor(fre_city_level)新一线城市 0.10654426 0.020795521 5.123424
## factor(fre_city_level)一线城市 0.12046454 0.022266068 5.410229
## follow_user_num -0.00002129 0.000000956 -22.261412
## factor(other_gender)M 0.02524574 0.003063798 8.240014
## factor(other_gender)U -0.03621505 0.035645086 -1.015990
## factor(other_author_type)电商主播 0.98535201 0.083691553 11.773614
## factor(other_author_type)秀场主播 0.24342319 0.080533767 3.022623
## factor(other_author_type)游戏主播 0.22365896 0.080953495 2.762808
## factor(other_author_income_range)(10,50] 0.02616236 0.004818276 5.429817
## factor(other_author_income_range)(1000,5000] 0.07418998 0.016155376 4.592278
## factor(other_author_income_range)(50,500] -0.01465664 0.007578193 -1.934055
## factor(other_author_income_range)(500,1000] 0.02429719 0.011785825 2.061561
## factor(other_author_income_range)(5000+) 0.49612742 0.185953003 2.668026
## factor(other_age_range)12-17 -0.03119282 0.011584755 -2.692575
## factor(other_age_range)18-23 0.00787549 0.011748469 0.670342
## factor(other_age_range)24-30 0.03811739 0.012183978 3.128485
## factor(other_age_range)31-40 0.04745606 0.011717612 4.049977
## factor(other_age_range)41-49 0.04848792 0.011794439 4.111083
## factor(other_age_range)50+ 0.03414631 0.011700927 2.918256
## factor(other_age_range)UNKNOWN -0.09495374 0.062997786 -1.507255
## factor(other_fre_country_region)北方 -0.10451313 0.045347004 -2.304742
## factor(other_fre_country_region)南方 -0.13484753 0.045295521 -2.977061
## factor(other_fre_city_level)二线城市 0.03013718 0.027229393 1.106789
## factor(other_fre_city_level)三线城市 0.01415987 0.027118961 0.522139
## factor(other_fre_city_level)四线城市 0.00572060 0.027068334 0.211339
## factor(other_fre_city_level)五线城市 0.00211186 0.027012568 0.078181
## factor(other_fre_city_level)新一线城市 0.02101086 0.027332799 0.768705
## factor(other_fre_city_level)一线城市 0.02247412 0.028223164 0.796301
## other_follow_user_num 0.00000397 0.000000982 4.044784
## fans_pair_range:is_cooperative -0.07518938 0.079958780 -0.940352
## Pr(>|t|)
## fans_pair_range < 2.2e-16 ***
## is_cooperative 9.8148e-14 ***
## factor(gender)M < 2.2e-16 ***
## factor(gender)U 2.1812e-01
## factor(author_type)电商主播 2.2233e-01
## factor(author_type)秀场主播 4.4812e-02 *
## factor(author_type)游戏主播 4.0644e-02 *
## factor(author_income_range)(10,50] < 2.2e-16 ***
## factor(author_income_range)(1000,5000] < 2.2e-16 ***
## factor(author_income_range)(50,500] < 2.2e-16 ***
## factor(author_income_range)(500,1000] < 2.2e-16 ***
## factor(author_income_range)(5000+) 1.7141e-09 ***
## factor(age_range)12-17 4.6522e-03 **
## factor(age_range)18-23 2.8171e-04 ***
## factor(age_range)24-30 1.6467e-10 ***
## factor(age_range)31-40 5.3702e-16 ***
## factor(age_range)41-49 9.9062e-13 ***
## factor(age_range)50+ 5.2059e-08 ***
## factor(age_range)UNKNOWN 2.4331e-07 ***
## factor(fre_country_region)北方 2.0396e-03 **
## factor(fre_country_region)南方 5.8670e-05 ***
## factor(fre_city_level)二线城市 6.7563e-06 ***
## factor(fre_city_level)三线城市 9.5398e-06 ***
## factor(fre_city_level)四线城市 1.3446e-03 **
## factor(fre_city_level)五线城市 1.5629e-02 *
## factor(fre_city_level)新一线城市 3.0039e-07 ***
## factor(fre_city_level)一线城市 6.3036e-08 ***
## follow_user_num < 2.2e-16 ***
## factor(other_gender)M < 2.2e-16 ***
## factor(other_gender)U 3.0964e-01
## factor(other_author_type)电商主播 < 2.2e-16 ***
## factor(other_author_type)秀场主播 2.5063e-03 **
## factor(other_author_type)游戏主播 5.7313e-03 **
## factor(other_author_income_range)(10,50] 5.6495e-08 ***
## factor(other_author_income_range)(1000,5000] 4.3877e-06 ***
## factor(other_author_income_range)(50,500] 5.3108e-02 .
## factor(other_author_income_range)(500,1000] 3.9251e-02 *
## factor(other_author_income_range)(5000+) 7.6306e-03 **
## factor(other_age_range)12-17 7.0910e-03 **
## factor(other_age_range)18-23 5.0264e-01
## factor(other_age_range)24-30 1.7574e-03 **
## factor(other_age_range)31-40 5.1247e-05 ***
## factor(other_age_range)41-49 3.9401e-05 ***
## factor(other_age_range)50+ 3.5204e-03 **
## factor(other_age_range)UNKNOWN 1.3175e-01
## factor(other_fre_country_region)北方 2.1182e-02 *
## factor(other_fre_country_region)南方 2.9107e-03 **
## factor(other_fre_city_level)二线城市 2.6839e-01
## factor(other_fre_city_level)三线城市 6.0157e-01
## factor(other_fre_city_level)四线城市 8.3262e-01
## factor(other_fre_city_level)五线城市 9.3768e-01
## factor(other_fre_city_level)新一线城市 4.4207e-01
## factor(other_fre_city_level)一线城市 4.2586e-01
## other_follow_user_num 5.2396e-05 ***
## fans_pair_range:is_cooperative 3.4704e-01
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.585349 Adj. R2: 0.174577
## Within R2: 0.165873# (3) 粉丝数--吸粉：PK及以后涨的来自对方的粉丝
# table(data$already_follow_other_fans_count) # 185528 为0# (1) 对方粉丝数 + 合作
model_1 <- feols(log(already_follow_other_fans_count+1) ~ other_before_fans_count + is_cooperative + other_before_fans_count*is_cooperative |p_date, data = data,vcov = ~author_id)
summary(model_1)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## other_before_fans_count 0.0000000932 0.0000000145 6.43932
## is_cooperative 0.0023208059 0.0005289274 4.38776
## other_before_fans_count:is_cooperative 0.0000000770 0.0000000305 2.52113
## Pr(>|t|)
## other_before_fans_count 1.2036e-10 ***
## is_cooperative 1.1460e-05 ***
## other_before_fans_count:is_cooperative 1.1699e-02 *
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.0856 Adj. R2: 0.029523
## Within R2: 0.028206model_2 <- feols(log(already_follow_other_fans_count+1) ~ other_before_fans_count + is_cooperative + other_before_fans_count*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)
summary(model_2)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error
## other_before_fans_count 0.0000000676 0.0000000139
## is_cooperative 0.0012037521 0.0004648539
## factor(gender)M -0.0033556178 0.0004464497
## factor(gender)U 0.0025134370 0.0125850444
## factor(author_type)电商主播 -0.8613501753 0.4154441158
## factor(author_type)秀场主播 -0.8855276392 0.4154889818
## factor(author_type)游戏主播 -0.8855110541 0.4154918890
## factor(author_income_range)(10,50] 0.0024414889 0.0006960949
## factor(author_income_range)(1000,5000] 0.0177620382 0.0031116175
## factor(author_income_range)(50,500] 0.0034977455 0.0009627905
## factor(author_income_range)(500,1000] 0.0043260102 0.0016463050
## factor(author_income_range)(5000+) 0.1763241161 0.0730216953
## factor(age_range)12-17 -0.0019759566 0.0019476139
## factor(age_range)18-23 -0.0010323032 0.0019797377
## factor(age_range)24-30 -0.0021232868 0.0020539186
## factor(age_range)31-40 -0.0021213499 0.0019996748
## factor(age_range)41-49 -0.0006990281 0.0019952659
## factor(age_range)50+ -0.0003530456 0.0019849620
## factor(age_range)UNKNOWN -0.0185348628 0.0095665665
## factor(fre_country_region)北方 -0.0107765593 0.0089957788
## factor(fre_country_region)南方 -0.0124121696 0.0089934040
## factor(fre_city_level)二线城市 0.0026412387 0.0030047804
## factor(fre_city_level)三线城市 0.0016668330 0.0029687736
## factor(fre_city_level)四线城市 0.0004174399 0.0029527947
## factor(fre_city_level)五线城市 0.0005475788 0.0029385879
## factor(fre_city_level)新一线城市 0.0026783794 0.0030387641
## factor(fre_city_level)一线城市 0.0038142051 0.0033808928
## follow_user_num 0.0000000649 0.0000001232
## factor(other_gender)M -0.0006075587 0.0004571891
## factor(other_gender)U -0.0137016407 0.0130482936
## factor(other_author_type)电商主播 1.6707669410 0.2264853983
## factor(other_author_type)秀场主播 1.6425802244 0.2273797179
## factor(other_author_type)游戏主播 1.6414744848 0.2273641262
## factor(other_author_income_range)(10,50] 0.0011511222 0.0006576188
## factor(other_author_income_range)(1000,5000] 0.0187895926 0.0032102398
## factor(other_author_income_range)(50,500] 0.0005196027 0.0009582763
## factor(other_author_income_range)(500,1000] 0.0073936593 0.0019517111
## factor(other_author_income_range)(5000+) 0.1249834660 0.0741033430
## factor(other_age_range)12-17 0.0004219345 0.0004824730
## factor(other_age_range)18-23 0.0015095302 0.0005979266
## factor(other_age_range)24-30 0.0011550816 0.0007554653
## factor(other_age_range)31-40 0.0015029495 0.0006154264
## factor(other_age_range)41-49 0.0013293490 0.0006115954
## factor(other_age_range)50+ 0.0026678725 0.0005907522
## factor(other_age_range)UNKNOWN 0.0042227389 0.0153099179
## factor(other_fre_country_region)北方 -0.0136251259 0.0077325869
## factor(other_fre_country_region)南方 -0.0146792332 0.0077163874
## factor(other_fre_city_level)二线城市 0.0043821000 0.0010133891
## factor(other_fre_city_level)三线城市 0.0039114487 0.0009287402
## factor(other_fre_city_level)四线城市 0.0034333639 0.0008953371
## factor(other_fre_city_level)五线城市 0.0031223684 0.0008489318
## factor(other_fre_city_level)新一线城市 0.0040449587 0.0010997765
## factor(other_fre_city_level)一线城市 0.0037920117 0.0014730168
## other_follow_user_num 0.0000002131 0.0000001252
## other_before_fans_count:is_cooperative 0.0000000930 0.0000000258
## t value Pr(>|t|)
## other_before_fans_count 4.859874 1.1757e-06 ***
## is_cooperative 2.589528 9.6116e-03 **
## factor(gender)M -7.516228 5.6676e-14 ***
## factor(gender)U 0.199716 8.4170e-01
## factor(author_type)电商主播 -2.073324 3.8144e-02 *
## factor(author_type)秀场主播 -2.131290 3.3067e-02 *
## factor(author_type)游戏主播 -2.131235 3.3071e-02 *
## factor(author_income_range)(10,50] 3.507408 4.5262e-04 ***
## factor(author_income_range)(1000,5000] 5.708297 1.1432e-08 ***
## factor(author_income_range)(50,500] 3.632925 2.8032e-04 ***
## factor(author_income_range)(500,1000] 2.627709 8.5970e-03 **
## factor(author_income_range)(5000+) 2.414681 1.5750e-02 *
## factor(age_range)12-17 -1.014553 3.1032e-01
## factor(age_range)18-23 -0.521434 6.0206e-01
## factor(age_range)24-30 -1.033774 3.0124e-01
## factor(age_range)31-40 -1.060847 2.8876e-01
## factor(age_range)41-49 -0.350343 7.2608e-01
## factor(age_range)50+ -0.177860 8.5883e-01
## factor(age_range)UNKNOWN -1.937462 5.2691e-02 .
## factor(fre_country_region)北方 -1.197957 2.3094e-01
## factor(fre_country_region)南方 -1.380141 1.6755e-01
## factor(fre_city_level)二线城市 0.879012 3.7940e-01
## factor(fre_city_level)三线城市 0.561455 5.7449e-01
## factor(fre_city_level)四线城市 0.141371 8.8758e-01
## factor(fre_city_level)五线城市 0.186341 8.5218e-01
## factor(fre_city_level)新一线城市 0.881404 3.7810e-01
## factor(fre_city_level)一线城市 1.128165 2.5925e-01
## follow_user_num 0.526426 5.9859e-01
## factor(other_gender)M -1.328900 1.8388e-01
## factor(other_gender)U -1.050071 2.9369e-01
## factor(other_author_type)电商主播 7.376930 1.6277e-13 ***
## factor(other_author_type)秀场主播 7.223952 5.0726e-13 ***
## factor(other_author_type)游戏主播 7.219584 5.2381e-13 ***
## factor(other_author_income_range)(10,50] 1.750440 8.0044e-02 .
## factor(other_author_income_range)(1000,5000] 5.853018 4.8369e-09 ***
## factor(other_author_income_range)(50,500] 0.542226 5.8766e-01
## factor(other_author_income_range)(500,1000] 3.788296 1.5174e-04 ***
## factor(other_author_income_range)(5000+) 1.686610 9.1680e-02 .
## factor(other_age_range)12-17 0.874525 3.8183e-01
## factor(other_age_range)18-23 2.524608 1.1584e-02 *
## factor(other_age_range)24-30 1.528967 1.2627e-01
## factor(other_age_range)31-40 2.442127 1.4602e-02 *
## factor(other_age_range)41-49 2.173576 2.9738e-02 *
## factor(other_age_range)50+ 4.516060 6.3047e-06 ***
## factor(other_age_range)UNKNOWN 0.275817 7.8269e-01
## factor(other_fre_country_region)北方 -1.762040 7.8065e-02 .
## factor(other_fre_country_region)南方 -1.902345 5.7128e-02 .
## factor(other_fre_city_level)二线城市 4.324203 1.5318e-05 ***
## factor(other_fre_city_level)三线城市 4.211564 2.5375e-05 ***
## factor(other_fre_city_level)四线城市 3.834716 1.2576e-04 ***
## factor(other_fre_city_level)五线城市 3.677997 2.3515e-04 ***
## factor(other_fre_city_level)新一线城市 3.677982 2.3516e-04 ***
## factor(other_fre_city_level)一线城市 2.574317 1.0045e-02 *
## other_follow_user_num 1.702585 8.8648e-02 .
## other_before_fans_count:is_cooperative 3.610003 3.0629e-04 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.085019 Adj. R2: 0.042393
## Within R2: 0.041362# (2) (对方粉丝数/本人粉丝数) + 合作
model_3 <- feols(log(already_follow_other_fans_count+1) ~ relative_fans + is_cooperative + relative_fans*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (RHS: 119).summary(model_3)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## relative_fans 0.000000228 4.8500e-07 0.470264 6.3817e-01
## is_cooperative 0.003781552 4.6669e-04 8.102928 5.4033e-16 ***
## relative_fans:is_cooperative 0.000007245 8.6110e-06 0.841348 4.0015e-01
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.086828 Adj. R2: 0.00179
## Within R2: 4.331e-4model_4 <- feols(log(already_follow_other_fans_count+1) ~ relative_fans + is_cooperative + relative_fans*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA and infinite values (RHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_4)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error
## relative_fans 0.0000001778 0.000000357
## is_cooperative 0.0023878558 0.000461204
## factor(gender)M -0.0034301848 0.000454596
## factor(gender)U -0.0186699864 0.008710887
## factor(author_type)电商主播 -0.9430800672 0.378279495
## factor(author_type)秀场主播 -0.9856507444 0.378277849
## factor(author_type)游戏主播 -0.9855612664 0.378281054
## factor(author_income_range)(10,50] 0.0024546369 0.000710019
## factor(author_income_range)(1000,5000] 0.0199545963 0.003134089
## factor(author_income_range)(50,500] 0.0036927836 0.000976695
## factor(author_income_range)(500,1000] 0.0052701326 0.001652053
## factor(author_income_range)(5000+) 0.1919956681 0.074341962
## factor(age_range)12-17 -0.0022006091 0.001955582
## factor(age_range)18-23 -0.0013390704 0.001989488
## factor(age_range)24-30 -0.0018807762 0.002066140
## factor(age_range)31-40 -0.0019759134 0.002009038
## factor(age_range)41-49 -0.0005946156 0.002003024
## factor(age_range)50+ -0.0003544390 0.001993429
## factor(fre_country_region)北方 -0.0116807567 0.008890622
## factor(fre_country_region)南方 -0.0134117494 0.008889175
## factor(fre_city_level)二线城市 0.0021971354 0.002943561
## factor(fre_city_level)三线城市 0.0012494024 0.002907954
## factor(fre_city_level)四线城市 -0.0001333930 0.002891200
## factor(fre_city_level)五线城市 -0.0000643984 0.002876089
## factor(fre_city_level)新一线城市 0.0024413300 0.002979413
## factor(fre_city_level)一线城市 0.0035983937 0.003330510
## follow_user_num 0.0000000509 0.000000124
## factor(other_gender)M -0.0005668430 0.000461213
## factor(other_gender)U -0.0139237281 0.012849913
## factor(other_author_type)电商主播 0.0753726863 0.009590536
## factor(other_author_type)秀场主播 0.0153639239 0.007589212
## factor(other_author_type)游戏主播 0.0142907275 0.007616216
## factor(other_author_income_range)(10,50] 0.0019375772 0.000675288
## factor(other_author_income_range)(1000,5000] 0.0239158967 0.003201736
## factor(other_author_income_range)(50,500] 0.0020774250 0.000942147
## factor(other_author_income_range)(500,1000] 0.0105227180 0.001963942
## factor(other_author_income_range)(5000+) 0.1542736000 0.075297307
## factor(other_age_range)12-17 0.0002513719 0.000498179
## factor(other_age_range)18-23 0.0012952659 0.000611861
## factor(other_age_range)24-30 0.0013943672 0.000770343
## factor(other_age_range)31-40 0.0019169487 0.000635775
## factor(other_age_range)41-49 0.0013135126 0.000626163
## factor(other_age_range)50+ 0.0026313792 0.000605913
## factor(other_age_range)UNKNOWN 0.0036553846 0.015164346
## factor(other_fre_country_region)北方 -0.0139688978 0.007767061
## factor(other_fre_country_region)南方 -0.0148916250 0.007750323
## factor(other_fre_city_level)二线城市 0.0041689800 0.000956413
## factor(other_fre_city_level)三线城市 0.0036696709 0.000860450
## factor(other_fre_city_level)四线城市 0.0031242838 0.000830417
## factor(other_fre_city_level)五线城市 0.0027647300 0.000777419
## factor(other_fre_city_level)新一线城市 0.0038856105 0.001048416
## factor(other_fre_city_level)一线城市 0.0039823273 0.001448413
## other_follow_user_num 0.0000003060 0.000000127
## relative_fans:is_cooperative 0.0000079606 0.000008599
## t value Pr(>|t|)
## relative_fans 0.497899 6.1856e-01
## is_cooperative 5.177442 2.2523e-07 ***
## factor(gender)M -7.545562 4.5275e-14 ***
## factor(gender)U -2.143293 3.2091e-02 *
## factor(author_type)电商主播 -2.493077 1.2665e-02 *
## factor(author_type)秀场主播 -2.605626 9.1715e-03 **
## factor(author_type)游戏主播 -2.605368 9.1784e-03 **
## factor(author_income_range)(10,50] 3.457141 5.4608e-04 ***
## factor(author_income_range)(1000,5000] 6.366953 1.9335e-10 ***
## factor(author_income_range)(50,500] 3.780899 1.5632e-04 ***
## factor(author_income_range)(500,1000] 3.190051 1.4228e-03 **
## factor(author_income_range)(5000+) 2.582602 9.8067e-03 **
## factor(age_range)12-17 -1.125296 2.6047e-01
## factor(age_range)18-23 -0.673073 5.0090e-01
## factor(age_range)24-30 -0.910285 3.6267e-01
## factor(age_range)31-40 -0.983512 3.2536e-01
## factor(age_range)41-49 -0.296859 7.6657e-01
## factor(age_range)50+ -0.177804 8.5888e-01
## factor(fre_country_region)北方 -1.313829 1.8891e-01
## factor(fre_country_region)南方 -1.508773 1.3136e-01
## factor(fre_city_level)二线城市 0.746421 4.5541e-01
## factor(fre_city_level)三线城市 0.429650 6.6745e-01
## factor(fre_city_level)四线城市 -0.046138 9.6320e-01
## factor(fre_city_level)五线城市 -0.022391 9.8214e-01
## factor(fre_city_level)新一线城市 0.819400 4.1256e-01
## factor(fre_city_level)一线城市 1.080433 2.7995e-01
## follow_user_num 0.411722 6.8054e-01
## factor(other_gender)M -1.229027 2.1906e-01
## factor(other_gender)U -1.083566 2.7856e-01
## factor(other_author_type)电商主播 7.859069 3.8943e-15 ***
## factor(other_author_type)秀场主播 2.024442 4.2926e-02 *
## factor(other_author_type)游戏主播 1.876355 6.0608e-02 .
## factor(other_author_income_range)(10,50] 2.869259 4.1149e-03 **
## factor(other_author_income_range)(1000,5000] 7.469666 8.0813e-14 ***
## factor(other_author_income_range)(50,500] 2.204990 2.7456e-02 *
## factor(other_author_income_range)(500,1000] 5.357958 8.4286e-08 ***
## factor(other_author_income_range)(5000+) 2.048859 4.0478e-02 *
## factor(other_age_range)12-17 0.504581 6.1385e-01
## factor(other_age_range)18-23 2.116928 3.4268e-02 *
## factor(other_age_range)24-30 1.810061 7.0288e-02 .
## factor(other_age_range)31-40 3.015135 2.5691e-03 **
## factor(other_age_range)41-49 2.097717 3.5932e-02 *
## factor(other_age_range)50+ 4.342833 1.4075e-05 ***
## factor(other_age_range)UNKNOWN 0.241051 8.0952e-01
## factor(other_fre_country_region)北方 -1.798479 7.2103e-02 .
## factor(other_fre_country_region)南方 -1.921420 5.4681e-02 .
## factor(other_fre_city_level)二线城市 4.358973 1.3076e-05 ***
## factor(other_fre_city_level)三线城市 4.264827 2.0017e-05 ***
## factor(other_fre_city_level)四线城市 3.762305 1.6842e-04 ***
## factor(other_fre_city_level)五线城市 3.556295 3.7623e-04 ***
## factor(other_fre_city_level)新一线城市 3.706174 2.1049e-04 ***
## factor(other_fre_city_level)一线城市 2.749442 5.9704e-03 **
## other_follow_user_num 2.412597 1.5840e-02 *
## relative_fans:is_cooperative 0.925793 3.5456e-01
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.08576 Adj. R2: 0.025914
## Within R2: 0.024857# (3) (粉丝数overlap) + 合作
model_5 <- feols(log(already_follow_other_fans_count+1) ~ fans_overlap_from_author + is_cooperative + fans_overlap_from_author*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA values (RHS: 119).summary(model_5)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_author 1.854697 0.409377 4.530535
## is_cooperative 0.002285 0.000537 4.254795
## fans_overlap_from_author:is_cooperative -0.340306 0.454466 -0.748804
## Pr(>|t|)
## fans_overlap_from_author 5.8878e-06 ***
## is_cooperative 2.0936e-05 ***
## fans_overlap_from_author:is_cooperative 4.5398e-01
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.085141 Adj. R2: 0.040186
## Within R2: 0.038881model_6 <- feols(log(already_follow_other_fans_count+1) ~ fans_overlap_from_author + is_cooperative + fans_overlap_from_author*is_cooperative + factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 119 observations removed because of NA values (RHS: 119).## The variable 'factor(age_range)UNKNOWN' has been removed because of collinearity (see $collin.var).summary(model_6)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,007
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_author 1.684116836 0.413667106 4.071189
## is_cooperative 0.001374829 0.000556858 2.468902
## factor(gender)M -0.003200547 0.000447607 -7.150343
## factor(gender)U -0.018407518 0.008701505 -2.115441
## factor(author_type)电商主播 -0.941002063 0.385148561 -2.443218
## factor(author_type)秀场主播 -0.978872075 0.385153114 -2.541514
## factor(author_type)游戏主播 -0.978513807 0.385156380 -2.540562
## factor(author_income_range)(10,50] 0.002685631 0.000706900 3.799168
## factor(author_income_range)(1000,5000] 0.016894010 0.003143515 5.374242
## factor(author_income_range)(50,500] 0.003276752 0.000956059 3.427354
## factor(author_income_range)(500,1000] 0.003027135 0.001662858 1.820441
## factor(author_income_range)(5000+) 0.183135816 0.072908566 2.511856
## factor(age_range)12-17 -0.002652813 0.001980611 -1.339391
## factor(age_range)18-23 -0.001586910 0.002004956 -0.791494
## factor(age_range)24-30 -0.002692507 0.002074927 -1.297639
## factor(age_range)31-40 -0.002525260 0.002016618 -1.252225
## factor(age_range)41-49 -0.000971369 0.002020277 -0.480810
## factor(age_range)50+ -0.000734543 0.002012220 -0.365041
## factor(fre_country_region)北方 -0.015558573 0.009188248 -1.693312
## factor(fre_country_region)南方 -0.016960891 0.009186241 -1.846336
## factor(fre_city_level)二线城市 0.004397287 0.003769907 1.166418
## factor(fre_city_level)三线城市 0.003489965 0.003739050 0.933383
## factor(fre_city_level)四线城市 0.002348246 0.003732350 0.629160
## factor(fre_city_level)五线城市 0.002521442 0.003716881 0.678376
## factor(fre_city_level)新一线城市 0.004136719 0.003791835 1.090954
## factor(fre_city_level)一线城市 0.005298446 0.004019218 1.318278
## follow_user_num 0.000000249 0.000000121 2.060583
## factor(other_gender)M -0.000406117 0.000454261 -0.894017
## factor(other_gender)U -0.011573667 0.012591637 -0.919155
## factor(other_author_type)电商主播 0.068915540 0.009400208 7.331278
## factor(other_author_type)秀场主播 0.018230443 0.007520927 2.423962
## factor(other_author_type)游戏主播 0.017832922 0.007543926 2.363878
## factor(other_author_income_range)(10,50] 0.001963601 0.000671300 2.925070
## factor(other_author_income_range)(1000,5000] 0.016815510 0.003260207 5.157805
## factor(other_author_income_range)(50,500] 0.001023169 0.000952279 1.074443
## factor(other_author_income_range)(500,1000] 0.006619968 0.001834653 3.608294
## factor(other_author_income_range)(5000+) 0.119580010 0.073574088 1.625301
## factor(other_age_range)12-17 -0.000661130 0.000544714 -1.213720
## factor(other_age_range)18-23 0.000637892 0.000605091 1.054207
## factor(other_age_range)24-30 0.000416859 0.000752298 0.554114
## factor(other_age_range)31-40 0.001065044 0.000619914 1.718052
## factor(other_age_range)41-49 0.000655855 0.000622450 1.053667
## factor(other_age_range)50+ 0.002063247 0.000599966 3.438938
## factor(other_age_range)UNKNOWN 0.001203447 0.014889942 0.080823
## factor(other_fre_country_region)北方 -0.014595928 0.007688794 -1.898338
## factor(other_fre_country_region)南方 -0.015408794 0.007672564 -2.008298
## factor(other_fre_city_level)二线城市 0.003716166 0.000961770 3.863883
## factor(other_fre_city_level)三线城市 0.003190351 0.000889202 3.587883
## factor(other_fre_city_level)四线城市 0.002856028 0.000856861 3.333131
## factor(other_fre_city_level)五线城市 0.002624519 0.000806752 3.253192
## factor(other_fre_city_level)新一线城市 0.003187647 0.001062555 2.999984
## factor(other_fre_city_level)一线城市 0.003439385 0.001451598 2.369378
## other_follow_user_num 0.000000290 0.000000125 2.325531
## fans_overlap_from_author:is_cooperative -0.281923366 0.454147666 -0.620775
## Pr(>|t|)
## fans_overlap_from_author 4.6797e-05 ***
## is_cooperative 1.3554e-02 *
## factor(gender)M 8.6936e-13 ***
## factor(gender)U 3.4394e-02 *
## factor(author_type)电商主播 1.4558e-02 *
## factor(author_type)秀场主播 1.1038e-02 *
## factor(author_type)游戏主播 1.1068e-02 *
## factor(author_income_range)(10,50] 1.4524e-04 ***
## factor(author_income_range)(1000,5000] 7.7015e-08 ***
## factor(author_income_range)(50,500] 6.0965e-04 ***
## factor(author_income_range)(500,1000] 6.8694e-02 .
## factor(author_income_range)(5000+) 1.2011e-02 *
## factor(age_range)12-17 1.8045e-01
## factor(age_range)18-23 4.2866e-01
## factor(age_range)24-30 1.9441e-01
## factor(age_range)31-40 2.1049e-01
## factor(age_range)41-49 6.3065e-01
## factor(age_range)50+ 7.1508e-01
## factor(fre_country_region)北方 9.0398e-02 .
## factor(fre_country_region)南方 6.4845e-02 .
## factor(fre_city_level)二线城市 2.4345e-01
## factor(fre_city_level)三线城市 3.5062e-01
## factor(fre_city_level)四线城市 5.2925e-01
## factor(fre_city_level)五线城市 4.9753e-01
## factor(fre_city_level)新一线城市 2.7529e-01
## factor(fre_city_level)一线城市 1.8741e-01
## follow_user_num 3.9345e-02 *
## factor(other_gender)M 3.7131e-01
## factor(other_gender)U 3.5802e-01
## factor(other_author_type)电商主播 2.2906e-13 ***
## factor(other_author_type)秀场主播 1.5353e-02 *
## factor(other_author_type)游戏主播 1.8086e-02 *
## factor(other_author_income_range)(10,50] 3.4443e-03 **
## factor(other_author_income_range)(1000,5000] 2.5016e-07 ***
## factor(other_author_income_range)(50,500] 2.8263e-01
## factor(other_author_income_range)(500,1000] 3.0831e-04 ***
## factor(other_author_income_range)(5000+) 1.0410e-01
## factor(other_age_range)12-17 2.2486e-01
## factor(other_age_range)18-23 2.9179e-01
## factor(other_age_range)24-30 5.7950e-01
## factor(other_age_range)31-40 8.5789e-02 .
## factor(other_age_range)41-49 2.9204e-01
## factor(other_age_range)50+ 5.8415e-04 ***
## factor(other_age_range)UNKNOWN 9.3558e-01
## factor(other_fre_country_region)北方 5.7653e-02 .
## factor(other_fre_country_region)南方 4.4613e-02 *
## factor(other_fre_city_level)二线城市 1.1164e-04 ***
## factor(other_fre_city_level)三线城市 3.3348e-04 ***
## factor(other_fre_city_level)四线城市 8.5894e-04 ***
## factor(other_fre_city_level)五线城市 1.1414e-03 **
## factor(other_fre_city_level)新一线城市 2.7004e-03 **
## factor(other_fre_city_level)一线城市 1.7819e-02 *
## other_follow_user_num 2.0045e-02 *
## fans_overlap_from_author:is_cooperative 5.3475e-01
## ... 1 variable was removed because of collinearity (factor(age_range)UNKNOWN)
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.084357 Adj. R2: 0.057523
## Within R2: 0.056501# (3.1) (粉丝数overlap) + 合作
model_5 <- feols(log(already_follow_other_fans_count+1) ~ fans_overlap_from_pair + is_cooperative + fans_overlap_from_pair*is_cooperative |p_date, data = data,vcov = ~author_id)## NOTE: 1 observation removed because of NA values (RHS: 1).summary(model_5)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,125
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## fans_overlap_from_pair 5.950055 1.525776 3.899691 9.6356e-05
## is_cooperative 0.002000 0.000571 3.501096 4.6348e-04
## fans_overlap_from_pair:is_cooperative -0.996098 1.634528 -0.609410 5.4225e-01
##
## fans_overlap_from_pair ***
## is_cooperative ***
## fans_overlap_from_pair:is_cooperative
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.085 Adj. R2: 0.04308
## Within R2: 0.041781model_6 <- feols(log(already_follow_other_fans_count+1) ~ fans_overlap_from_pair + is_cooperative + fans_overlap_from_pair*is_cooperative + factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)## NOTE: 1 observation removed because of NA values (RHS: 1).summary(model_6)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,125
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value
## fans_overlap_from_pair 5.393250287 1.543542907 3.494072
## is_cooperative 0.001117075 0.000607085 1.840063
## factor(gender)M -0.003128914 0.000446645 -7.005375
## factor(gender)U -0.000818627 0.012452356 -0.065741
## factor(author_type)电商主播 -0.911089069 0.395527153 -2.303480
## factor(author_type)秀场主播 -0.945096336 0.395534699 -2.389414
## factor(author_type)游戏主播 -0.944584561 0.395538825 -2.388096
## factor(author_income_range)(10,50] 0.002425692 0.000705505 3.438236
## factor(author_income_range)(1000,5000] 0.014902476 0.003209572 4.643135
## factor(author_income_range)(50,500] 0.002916405 0.000972674 2.998337
## factor(author_income_range)(500,1000] 0.002058056 0.001743859 1.180174
## factor(author_income_range)(5000+) 0.170632461 0.070669242 2.414522
## factor(age_range)12-17 -0.002521221 0.001999176 -1.261130
## factor(age_range)18-23 -0.001335373 0.002023200 -0.660030
## factor(age_range)24-30 -0.002454265 0.002092926 -1.172648
## factor(age_range)31-40 -0.002377908 0.002036046 -1.167905
## factor(age_range)41-49 -0.000719623 0.002041830 -0.352440
## factor(age_range)50+ -0.000451852 0.002036266 -0.221902
## factor(age_range)UNKNOWN -0.016973096 0.009556894 -1.776005
## factor(fre_country_region)北方 -0.015026552 0.008949148 -1.679104
## factor(fre_country_region)南方 -0.016315211 0.008947120 -1.823515
## factor(fre_city_level)二线城市 0.003673376 0.003340393 1.099684
## factor(fre_city_level)三线城市 0.002883488 0.003308507 0.871538
## factor(fre_city_level)四线城市 0.001645533 0.003297898 0.498964
## factor(fre_city_level)五线城市 0.001817498 0.003283449 0.553533
## factor(fre_city_level)新一线城市 0.003486821 0.003367624 1.035395
## factor(fre_city_level)一线城市 0.004491404 0.003604655 1.246001
## follow_user_num 0.000000151 0.000000122 1.240324
## factor(other_gender)M -0.000369612 0.000449121 -0.822968
## factor(other_gender)U -0.010190886 0.012425585 -0.820153
## factor(other_author_type)电商主播 0.067390452 0.009292213 7.252358
## factor(other_author_type)秀场主播 0.014358503 0.007344879 1.954900
## factor(other_author_type)游戏主播 0.013933213 0.007368925 1.890807
## factor(other_author_income_range)(10,50] 0.002224275 0.000672179 3.309049
## factor(other_author_income_range)(1000,5000] 0.018586197 0.003232065 5.750564
## factor(other_author_income_range)(50,500] 0.001574595 0.000945838 1.664761
## factor(other_author_income_range)(500,1000] 0.007453028 0.001826477 4.080548
## factor(other_author_income_range)(5000+) 0.136565090 0.074252589 1.839196
## factor(other_age_range)12-17 -0.000502617 0.000544664 -0.922802
## factor(other_age_range)18-23 0.000547786 0.000611821 0.895337
## factor(other_age_range)24-30 0.000378568 0.000753141 0.502652
## factor(other_age_range)31-40 0.001004813 0.000617184 1.628061
## factor(other_age_range)41-49 0.000689767 0.000622902 1.107344
## factor(other_age_range)50+ 0.002015459 0.000601806 3.349021
## factor(other_age_range)UNKNOWN -0.000184850 0.014704126 -0.012571
## factor(other_fre_country_region)北方 -0.015036471 0.007623798 -1.972307
## factor(other_fre_country_region)南方 -0.015751308 0.007607857 -2.070400
## factor(other_fre_city_level)二线城市 0.003894475 0.001131049 3.443240
## factor(other_fre_city_level)三线城市 0.003664987 0.001068383 3.430405
## factor(other_fre_city_level)四线城市 0.003287582 0.001047764 3.137711
## factor(other_fre_city_level)五线城市 0.002966917 0.001006869 2.946677
## factor(other_fre_city_level)新一线城市 0.003372316 0.001219663 2.764957
## factor(other_fre_city_level)一线城市 0.003866072 0.001572693 2.458249
## other_follow_user_num 0.000000399 0.000000124 3.213215
## fans_overlap_from_pair:is_cooperative -0.807783470 1.640090831 -0.492524
## Pr(>|t|)
## fans_overlap_from_pair 4.7584e-04 ***
## is_cooperative 6.5761e-02 .
## factor(gender)M 2.4731e-12 ***
## factor(gender)U 9.4758e-01
## factor(author_type)电商主播 2.1253e-02 *
## factor(author_type)秀场主播 1.6876e-02 *
## factor(author_type)游戏主播 1.6937e-02 *
## factor(author_income_range)(10,50] 5.8567e-04 ***
## factor(author_income_range)(1000,5000] 3.4344e-06 ***
## factor(author_income_range)(50,500] 2.7150e-03 **
## factor(author_income_range)(500,1000] 2.3793e-01
## factor(author_income_range)(5000+) 1.5757e-02 *
## factor(age_range)12-17 2.0726e-01
## factor(age_range)18-23 5.0924e-01
## factor(age_range)24-30 2.4094e-01
## factor(age_range)31-40 2.4285e-01
## factor(age_range)41-49 7.2451e-01
## factor(age_range)50+ 8.2439e-01
## factor(age_range)UNKNOWN 7.5734e-02 .
## factor(fre_country_region)北方 9.3134e-02 .
## factor(fre_country_region)南方 6.8227e-02 .
## factor(fre_city_level)二线城市 2.7147e-01
## factor(fre_city_level)三线城市 3.8346e-01
## factor(fre_city_level)四线城市 6.1781e-01
## factor(fre_city_level)五线城市 5.7990e-01
## factor(fre_city_level)新一线城市 3.0049e-01
## factor(fre_city_level)一线城市 2.1277e-01
## follow_user_num 2.1486e-01
## factor(other_gender)M 4.1053e-01
## factor(other_gender)U 4.1213e-01
## factor(other_author_type)电商主播 4.1145e-13 ***
## factor(other_author_type)秀场主播 5.0597e-02 .
## factor(other_author_type)游戏主播 5.8652e-02 .
## factor(other_author_income_range)(10,50] 9.3634e-04 ***
## factor(other_author_income_range)(1000,5000] 8.9110e-09 ***
## factor(other_author_income_range)(50,500] 9.5962e-02 .
## factor(other_author_income_range)(500,1000] 4.4952e-05 ***
## factor(other_author_income_range)(5000+) 6.5888e-02 .
## factor(other_age_range)12-17 3.5611e-01
## factor(other_age_range)18-23 3.7061e-01
## factor(other_age_range)24-30 6.1521e-01
## factor(other_age_range)31-40 1.0351e-01
## factor(other_age_range)41-49 2.6815e-01
## factor(other_age_range)50+ 8.1117e-04 ***
## factor(other_age_range)UNKNOWN 9.8997e-01
## factor(other_fre_country_region)北方 4.8576e-02 *
## factor(other_fre_country_region)南方 3.8417e-02 *
## factor(other_fre_city_level)二线城市 5.7494e-04 ***
## factor(other_fre_city_level)三线城市 6.0284e-04 ***
## factor(other_fre_city_level)四线城市 1.7030e-03 **
## factor(other_fre_city_level)五线城市 3.2126e-03 **
## factor(other_fre_city_level)新一线城市 5.6937e-03 **
## factor(other_fre_city_level)一线城市 1.3963e-02 *
## other_follow_user_num 1.3128e-03 **
## fans_overlap_from_pair:is_cooperative 6.2235e-01
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.084239 Adj. R2: 0.059888
## Within R2: 0.058876# (4) 两个粉丝都大
model_7 <- feols(log(already_follow_other_fans_count+1) ~ fans_pair_range + is_cooperative + fans_pair_range*is_cooperative |p_date, data = data,vcov = ~author_id)
summary(model_7)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error t value Pr(>|t|)
## fans_pair_range 0.109541 0.013536 8.09231 5.8956e-16 ***
## is_cooperative 0.002658 0.000387 6.86565 6.6432e-12 ***
## fans_pair_range:is_cooperative 0.082185 0.023708 3.46648 5.2745e-04 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.085614 Adj. R2: 0.029215
## Within R2: 0.027898model_8 <- feols(log(already_follow_other_fans_count+1) ~ fans_pair_range + is_cooperative + fans_pair_range*is_cooperative +
factor(gender) + factor(author_type) + factor(author_income_range) +
factor(age_range) + factor(fre_country_region) + factor(fre_city_level) + follow_user_num +
factor(other_gender) + factor(other_author_type) + factor(other_author_income_range) +
factor(other_age_range) + factor(other_fre_country_region) + factor(other_fre_city_level) + other_follow_user_num|p_date, data = data,vcov = ~author_id)
summary(model_8)## OLS estimation, Dep. Var.: log(already_follow_other_fans_count + 1)
## Observations: 187,126
## Fixed-effects: p_date: 975
## Standard-errors: Clustered (author_id)
## Estimate Std. Error
## fans_pair_range 0.0831469641 0.013629046
## is_cooperative 0.0017883216 0.000392283
## factor(gender)M -0.0034135391 0.000446956
## factor(gender)U 0.0022575729 0.012512212
## factor(author_type)电商主播 -0.8733096997 0.374447875
## factor(author_type)秀场主播 -0.8848010980 0.374469593
## factor(author_type)游戏主播 -0.8848151896 0.374472588
## factor(author_income_range)(10,50] 0.0022553542 0.000699866
## factor(author_income_range)(1000,5000] 0.0173311744 0.003082340
## factor(author_income_range)(50,500] 0.0033529541 0.000959160
## factor(author_income_range)(500,1000] 0.0040646851 0.001637279
## factor(author_income_range)(5000+) 0.1700325834 0.071813068
## factor(age_range)12-17 -0.0020366524 0.001946499
## factor(age_range)18-23 -0.0010494852 0.001977990
## factor(age_range)24-30 -0.0021335035 0.002056523
## factor(age_range)31-40 -0.0020728098 0.001998149
## factor(age_range)41-49 -0.0005120428 0.001994322
## factor(age_range)50+ -0.0003239382 0.001984281
## factor(age_range)UNKNOWN -0.0199823003 0.009569116
## factor(fre_country_region)北方 -0.0121236757 0.008884796
## factor(fre_country_region)南方 -0.0138964831 0.008883264
## factor(fre_city_level)二线城市 0.0026739448 0.003024476
## factor(fre_city_level)三线城市 0.0017354320 0.002988740
## factor(fre_city_level)四线城市 0.0004133212 0.002972667
## factor(fre_city_level)五线城市 0.0005649489 0.002958337
## factor(fre_city_level)新一线城市 0.0028466332 0.003054348
## factor(fre_city_level)一线城市 0.0039767059 0.003403640
## follow_user_num 0.0000000760 0.000000123
## factor(other_gender)M -0.0005422883 0.000451032
## factor(other_gender)U -0.0142308789 0.012746601
## factor(other_author_type)电商主播 0.2078804035 0.020781877
## factor(other_author_type)秀场主播 0.1753723943 0.020252182
## factor(other_author_type)游戏主播 0.1741401030 0.020240046
## factor(other_author_income_range)(10,50] 0.0017564085 0.000672572
## factor(other_author_income_range)(1000,5000] 0.0210549357 0.003150558
## factor(other_author_income_range)(50,500] 0.0019917053 0.000936617
## factor(other_author_income_range)(500,1000] 0.0092404031 0.001918568
## factor(other_author_income_range)(5000+) 0.1419267665 0.074010212
## factor(other_age_range)12-17 0.0002569508 0.000483964
## factor(other_age_range)18-23 0.0013492820 0.000597735
## factor(other_age_range)24-30 0.0011510224 0.000759993
## factor(other_age_range)31-40 0.0015920583 0.000619163
## factor(other_age_range)41-49 0.0012193251 0.000613170
## factor(other_age_range)50+ 0.0025426106 0.000591491
## factor(other_age_range)UNKNOWN 0.0043508742 0.014900541
## factor(other_fre_country_region)北方 -0.0145829567 0.007467389
## factor(other_fre_country_region)南方 -0.0156385452 0.007452793
## factor(other_fre_city_level)二线城市 0.0049623963 0.001149197
## factor(other_fre_city_level)三线城市 0.0045673583 0.001062904
## factor(other_fre_city_level)四线城市 0.0039936666 0.001036020
## factor(other_fre_city_level)五线城市 0.0037275559 0.000995413
## factor(other_fre_city_level)新一线城市 0.0045084080 0.001215752
## factor(other_fre_city_level)一线城市 0.0048423044 0.001575329
## other_follow_user_num 0.0000003161 0.000000126
## fans_pair_range:is_cooperative 0.0782573909 0.023191259
## t value Pr(>|t|)
## fans_pair_range 6.100718 1.0584e-09 ***
## is_cooperative 4.558756 5.1496e-06 ***
## factor(gender)M -7.637299 2.2307e-14 ***
## factor(gender)U 0.180430 8.5682e-01
## factor(author_type)电商主播 -2.332260 1.9688e-02 *
## factor(author_type)秀场主播 -2.362812 1.8138e-02 *
## factor(author_type)游戏主播 -2.362830 1.8137e-02 *
## factor(author_income_range)(10,50] 3.222550 1.2708e-03 **
## factor(author_income_range)(1000,5000] 5.622734 1.8828e-08 ***
## factor(author_income_range)(50,500] 3.495719 4.7292e-04 ***
## factor(author_income_range)(500,1000] 2.482585 1.3044e-02 *
## factor(author_income_range)(5000+) 2.367711 1.7900e-02 *
## factor(age_range)12-17 -1.046315 2.9542e-01
## factor(age_range)18-23 -0.530582 5.9571e-01
## factor(age_range)24-30 -1.037432 2.9954e-01
## factor(age_range)31-40 -1.037365 2.9957e-01
## factor(age_range)41-49 -0.256750 7.9737e-01
## factor(age_range)50+ -0.163252 8.7032e-01
## factor(age_range)UNKNOWN -2.088208 3.6781e-02 *
## factor(fre_country_region)北方 -1.364542 1.7240e-01
## factor(fre_country_region)南方 -1.564344 1.1774e-01
## factor(fre_city_level)二线城市 0.884102 3.7664e-01
## factor(fre_city_level)三线城市 0.580657 5.6147e-01
## factor(fre_city_level)四线城市 0.139041 8.8942e-01
## factor(fre_city_level)五线城市 0.190968 8.4855e-01
## factor(fre_city_level)新一线城市 0.931994 3.5134e-01
## factor(fre_city_level)一线城市 1.168368 2.4266e-01
## follow_user_num 0.619652 5.3549e-01
## factor(other_gender)M -1.202327 2.2924e-01
## factor(other_gender)U -1.116445 2.6423e-01
## factor(other_author_type)电商主播 10.002966 < 2.2e-16 ***
## factor(other_author_type)秀场主播 8.659432 < 2.2e-16 ***
## factor(other_author_type)游戏主播 8.603740 < 2.2e-16 ***
## factor(other_author_income_range)(10,50] 2.611482 9.0159e-03 **
## factor(other_author_income_range)(1000,5000] 6.682924 2.3500e-11 ***
## factor(other_author_income_range)(50,500] 2.126488 3.3464e-02 *
## factor(other_author_income_range)(500,1000] 4.816301 1.4638e-06 ***
## factor(other_author_income_range)(5000+) 1.917665 5.5155e-02 .
## factor(other_age_range)12-17 0.530930 5.9547e-01
## factor(other_age_range)18-23 2.257326 2.3989e-02 *
## factor(other_age_range)24-30 1.514518 1.2990e-01
## factor(other_age_range)31-40 2.571306 1.0133e-02 *
## factor(other_age_range)41-49 1.988559 4.6752e-02 *
## factor(other_age_range)50+ 4.298643 1.7195e-05 ***
## factor(other_age_range)UNKNOWN 0.291994 7.7029e-01
## factor(other_fre_country_region)北方 -1.952886 5.0835e-02 .
## factor(other_fre_country_region)南方 -2.098347 3.5876e-02 *
## factor(other_fre_city_level)二线城市 4.318144 1.5744e-05 ***
## factor(other_fre_city_level)三线城市 4.297056 1.7319e-05 ***
## factor(other_fre_city_level)四线城市 3.854815 1.1586e-04 ***
## factor(other_fre_city_level)五线城市 3.744733 1.8065e-04 ***
## factor(other_fre_city_level)新一线城市 3.708330 2.0870e-04 ***
## factor(other_fre_city_level)一线城市 3.073837 2.1136e-03 **
## other_follow_user_num 2.512131 1.2001e-02 *
## fans_pair_range:is_cooperative 3.374435 7.3985e-04 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## RMSE: 0.085127 Adj. R2: 0.039951
## Within R2: 0.038917