├── README.md └── datasets ├── COIL ├── COIL-test.data ├── COIL-test.labels ├── COIL-train.data └── COIL-train.labels ├── MNIST └── mnistTestLabels.data.zip ├── border ├── border-test.data ├── border-test.labels ├── border-train.data └── border-train.labels ├── elec2 ├── elec2_data.dat └── elec2_label.dat ├── outdoor ├── Outdoor-test.data ├── Outdoor-test.labels ├── Outdoor-train.data └── Outdoor-train.labels └── overlap ├── overlap-test.data ├── overlap-test.labels ├── overlap-train.data └── overlap-train.labels /README.md: -------------------------------------------------------------------------------- 1 | # Incremental Learning 2 | Datasets and algorithms for incremental/on-line learning 3 | 4 | Stationary datasets: 5 | - [Border](https://github.com/vlosing/Online-learning/tree/master/datasets/border) 6 | - [Overlap](https://github.com/vlosing/Online-learning/tree/master/datasets/overlap) 7 | - [Letter](https://archive.ics.uci.edu/ml/datasets/Letter+Recognition) 8 | - [Outdoor](https://github.com/vlosing/Online-learning/tree/master/datasets/outdoor) 9 | - [COIL](https://github.com/vlosing/Online-learning/tree/master/datasets/COIL) 10 | - [DNA](https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html#dna) 11 | - [USPS](https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html#usps) 12 | - [Isolet](https://archive.ics.uci.edu/ml/datasets/ISOLET) 13 | - [MNist](https://github.com/vlosing/Online-learning/tree/master/datasets/MNIST) 14 | - [Gisette](https://archive.ics.uci.edu/ml/datasets/Gisette) 15 | - [Satimage](https://archive.ics.uci.edu/ml/machine-learning-databases/statlog/satimage/) 16 | - [Poker](https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html#poker) 17 | - [Pendigits](https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html) 18 | - [Sector](https://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/multiclass.html) 19 | 20 | Algorithms: 21 | - [Incremental Support Vector Machine (ISVM)](https://github.com/diehl/Incremental-SVM-Learning-in-MATLAB) 22 | - [On-line Random Forest (ORF)](https://github.com/amirsaffari/online-multiclass-lpboost) 23 | - [Incremental Learning Vector Quantization (ILVQ)](https://github.com/vlosing/ILVQ) 24 | - [Learn++ (LPP)](https://github.com/gditzler/IncrementalLearning) 25 | - [Learn++.NSE (LPPNSE)](https://github.com/gditzler/IncrementalLearning) 26 | - [Incremental Extreme Learning Machine (IELM)](http://www3.ntu.edu.sg/home/egbhuang/elm_codes.html) 27 | - [Stochastic Gradient Descent (SGD)](http://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html) 28 | - [Gaussian Naive Bayes (GNB)](http://scikit-learn.org/stable/modules/generated/sklearn.naive_bayes.GaussianNB.html#sklearn.naive_bayes.GaussianNB) 29 | -------------------------------------------------------------------------------- /datasets/COIL/COIL-train.labels: -------------------------------------------------------------------------------- 1 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https://raw.githubusercontent.com/vlosing/incrementalLearning/4ee6b377a6710fa352e8fef1bbe3cbe29e7bcc57/datasets/MNIST/mnistTestLabels.data.zip -------------------------------------------------------------------------------- /datasets/border/border-test.data: -------------------------------------------------------------------------------- 1 | 1000 2 2 | 10.9224511 -12.1034002 3 | 1.3049288 -1.6917820 4 | 3.7762276 1.5742347 5 | -11.8801345 12.6620320 6 | -6.5787186 -9.5337110 7 | 4.3095223 8.2910272 8 | 8.9239682 5.6868019 9 | -6.0122691 -13.3204984 10 | -1.1826988 16.6572801 11 | -3.5495251 -12.9671368 12 | -12.1477942 -5.9681578 13 | 3.1964349 1.9506049 14 | -5.9960822 -12.7220591 15 | -1.9695019 -3.6747365 16 | 15.3903965 -6.1430754 17 | 3.3886282 -5.9973957 18 | 3.1907170 3.5031550 19 | -2.0166407 -2.2942540 20 | -0.0759916 4.7588427 21 | -2.0117747 -0.6761329 22 | 1.5418969 -12.1439447 23 | 4.7238402 14.1959133 24 | 0.4557753 -3.0874133 25 | -8.1144131 -14.8984356 26 | 14.4024598 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1887 | 2 1888 | 1 1889 | 1 1890 | 2 1891 | 0 1892 | 0 1893 | 2 1894 | 1 1895 | 2 1896 | 1 1897 | 0 1898 | 2 1899 | 2 1900 | 0 1901 | 0 1902 | 0 1903 | 0 1904 | 2 1905 | 0 1906 | 0 1907 | 0 1908 | 0 1909 | 1 1910 | 0 1911 | 1 1912 | 0 1913 | 1 1914 | 2 1915 | 1 1916 | 0 1917 | 1 1918 | 0 1919 | 1 1920 | 0 1921 | 1 1922 | 2 1923 | 0 1924 | 0 1925 | 1 1926 | 1 1927 | 1 1928 | 1 1929 | 2 1930 | 0 1931 | 2 1932 | 2 1933 | 1 1934 | 0 1935 | 2 1936 | 0 1937 | 2 1938 | 1 1939 | 2 1940 | 1 1941 | 0 1942 | 1 1943 | 1 1944 | 2 1945 | 2 1946 | 2 1947 | 1 1948 | 0 1949 | 1 1950 | 0 1951 | 2 1952 | 1 1953 | 1 1954 | 1 1955 | 1 1956 | 2 1957 | 2 1958 | 2 1959 | 2 1960 | 0 1961 | 0 1962 | 0 1963 | 1 1964 | 0 1965 | 2 1966 | 0 1967 | 2 1968 | 0 1969 | 0 1970 | 2 1971 | 1 1972 | 0 1973 | 0 1974 | 1 1975 | 2 1976 | 1 1977 | 2 1978 | 0 1979 | 0 1980 | 2 1981 | 1 1982 | 2 1983 | 0 1984 | 1 1985 | 2 1986 | 0 1987 | 2 1988 | 2 1989 | 2 1990 | 0 1991 | 1 1992 | 1 1993 | 0 1994 | 0 1995 | 2 1996 | 2 1997 | 1 1998 | 1 1999 | 1 2000 | 2 2001 | 2 2002 | 2 2003 | 1 2004 | 0 2005 | 1 2006 | 1 2007 | 2 2008 | 0 2009 | 0 2010 | 2 2011 | 1 2012 | 0 2013 | 1 2014 | 1 2015 | 2 2016 | 0 2017 | 1 2018 | 1 2019 | 0 2020 | 2 2021 | 2 2022 | 1 2023 | 2 2024 | 1 2025 | 0 2026 | 2 2027 | 1 2028 | 2 2029 | 1 2030 | 2 2031 | 1 2032 | 0 2033 | 1 2034 | 1 2035 | 0 2036 | 1 2037 | 0 2038 | 0 2039 | 2 2040 | 2 2041 | 0 2042 | 0 2043 | 2 2044 | 1 2045 | 1 2046 | 0 2047 | 2 2048 | 2 2049 | 2 2050 | 0 2051 | 2 2052 | 2 2053 | 0 2054 | 1 2055 | 1 2056 | 2 2057 | 2 2058 | 2 2059 | 0 2060 | 0 2061 | 2 2062 | 1 2063 | 2 2064 | 2 2065 | 1 2066 | 1 2067 | 2 2068 | 2 2069 | 1 2070 | 0 2071 | 0 2072 | 1 2073 | 0 2074 | 0 2075 | 1 2076 | 0 2077 | 0 2078 | 2 2079 | 1 2080 | 0 2081 | 1 2082 | 2 2083 | 2 2084 | 2 2085 | 1 2086 | 2 2087 | 0 2088 | 0 2089 | 0 2090 | 0 2091 | 2 2092 | 2 2093 | 2 2094 | 1 2095 | 0 2096 | 1 2097 | 1 2098 | 2 2099 | 1 2100 | 0 2101 | 0 2102 | 0 2103 | 2 2104 | 1 2105 | 0 2106 | 2 2107 | 0 2108 | 2 2109 | 0 2110 | 2 2111 | 1 2112 | 0 2113 | 2 2114 | 1 2115 | 2 2116 | 1 2117 | 1 2118 | 1 2119 | 2 2120 | 0 2121 | 2 2122 | 2 2123 | 1 2124 | 0 2125 | 2 2126 | 0 2127 | 0 2128 | 1 2129 | 1 2130 | 1 2131 | 2 2132 | 0 2133 | 2 2134 | 2 2135 | 0 2136 | 2 2137 | 0 2138 | 0 2139 | 1 2140 | 1 2141 | 1 2142 | 0 2143 | 0 2144 | 0 2145 | 0 2146 | 2 2147 | 1 2148 | 2 2149 | 2 2150 | 2 2151 | 0 2152 | 2 2153 | 1 2154 | 2 2155 | 1 2156 | 1 2157 | 2 2158 | 0 2159 | 2 2160 | 1 2161 | 0 2162 | 0 2163 | 1 2164 | 0 2165 | 0 2166 | 2 2167 | 2 2168 | 0 2169 | 2 2170 | 0 2171 | 2 2172 | 1 2173 | 2 2174 | 2 2175 | 2 2176 | 1 2177 | 2 2178 | 2 2179 | 2 2180 | 1 2181 | 2 2182 | 0 2183 | 2 2184 | 0 2185 | 1 2186 | 0 2187 | 0 2188 | 0 2189 | 2 2190 | 2 2191 | 2 2192 | 1 2193 | 1 2194 | 1 2195 | 1 2196 | 0 2197 | 0 2198 | 2 2199 | 1 2200 | 1 2201 | 1 2202 | 1 2203 | 0 2204 | 0 2205 | 1 2206 | 1 2207 | 1 2208 | 2 2209 | 2 2210 | 1 2211 | 1 2212 | 0 2213 | 2 2214 | 1 2215 | 1 2216 | 1 2217 | 1 2218 | 2 2219 | 0 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2331 | 1 2332 | 2 2333 | 0 2334 | 0 2335 | 0 2336 | 2 2337 | 1 2338 | 2 2339 | 1 2340 | 1 2341 | 2 2342 | 0 2343 | 0 2344 | 1 2345 | 2 2346 | 1 2347 | 0 2348 | 0 2349 | 1 2350 | 0 2351 | 2 2352 | 0 2353 | 0 2354 | 1 2355 | 2 2356 | 1 2357 | 2 2358 | 0 2359 | 2 2360 | 2 2361 | 1 2362 | 0 2363 | 0 2364 | 2 2365 | 1 2366 | 0 2367 | 1 2368 | 1 2369 | 1 2370 | 1 2371 | 0 2372 | 0 2373 | 1 2374 | 1 2375 | 0 2376 | 0 2377 | 0 2378 | 2 2379 | 1 2380 | 2 2381 | 1 2382 | 1 2383 | 1 2384 | 0 2385 | 1 2386 | 2 2387 | 2 2388 | 2 2389 | 1 2390 | 0 2391 | 1 2392 | 1 2393 | 0 2394 | 0 2395 | 2 2396 | 2 2397 | 0 2398 | 0 2399 | 1 2400 | 2 2401 | 2 2402 | 2 2403 | 0 2404 | 0 2405 | 1 2406 | 2 2407 | 2 2408 | 1 2409 | 0 2410 | 2 2411 | 2 2412 | 0 2413 | 0 2414 | 1 2415 | 2 2416 | 2 2417 | 1 2418 | 0 2419 | 0 2420 | 1 2421 | 0 2422 | 2 2423 | 2 2424 | 1 2425 | 0 2426 | 2 2427 | 0 2428 | 1 2429 | 2 2430 | 0 2431 | 0 2432 | 0 2433 | 1 2434 | 2 2435 | 1 2436 | 2 2437 | 2 2438 | 1 2439 | 0 2440 | 2 2441 | 0 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2553 | 2 2554 | 0 2555 | 2 2556 | 2 2557 | 0 2558 | 1 2559 | 2 2560 | 1 2561 | 2 2562 | 2 2563 | 0 2564 | 2 2565 | 2 2566 | 2 2567 | 2 2568 | 2 2569 | 2 2570 | 1 2571 | 2 2572 | 1 2573 | 2 2574 | 1 2575 | 1 2576 | 0 2577 | 1 2578 | 0 2579 | 0 2580 | 2 2581 | 1 2582 | 0 2583 | 1 2584 | 1 2585 | 0 2586 | 2 2587 | 2 2588 | 2 2589 | 2 2590 | 2 2591 | 0 2592 | 0 2593 | 1 2594 | 2 2595 | 2 2596 | 2 2597 | 2 2598 | 2 2599 | 1 2600 | 1 2601 | 1 2602 | 0 2603 | 2 2604 | 2 2605 | 0 2606 | 0 2607 | 0 2608 | 1 2609 | 0 2610 | 0 2611 | 0 2612 | 1 2613 | 0 2614 | 0 2615 | 1 2616 | 0 2617 | 2 2618 | 0 2619 | 0 2620 | 1 2621 | 2 2622 | 0 2623 | 0 2624 | 2 2625 | 2 2626 | 1 2627 | 1 2628 | 1 2629 | 1 2630 | 0 2631 | 2 2632 | 0 2633 | 0 2634 | 1 2635 | 0 2636 | 2 2637 | 1 2638 | 0 2639 | 2 2640 | 0 2641 | 0 2642 | 0 2643 | 2 2644 | 2 2645 | 0 2646 | 2 2647 | 2 2648 | 1 2649 | 0 2650 | 2 2651 | 0 2652 | 1 2653 | 0 2654 | 1 2655 | 0 2656 | 2 2657 | 2 2658 | 2 2659 | 0 2660 | 0 2661 | 2 2662 | 1 2663 | 1 2664 | 1 2665 | 1 2666 | 2 2667 | 1 2668 | 1 2669 | 2 2670 | 0 2671 | 1 2672 | 0 2673 | 1 2674 | 0 2675 | 2 2676 | 2 2677 | 0 2678 | 2 2679 | 1 2680 | 1 2681 | 1 2682 | 0 2683 | 2 2684 | 0 2685 | 2 2686 | 0 2687 | 1 2688 | 2 2689 | 0 2690 | 2 2691 | 2 2692 | 0 2693 | 0 2694 | 2 2695 | 0 2696 | 1 2697 | 0 2698 | 0 2699 | 2 2700 | 0 2701 | 2 2702 | 1 2703 | 2 2704 | 1 2705 | 2 2706 | 0 2707 | 1 2708 | 0 2709 | 1 2710 | 1 2711 | 1 2712 | 0 2713 | 2 2714 | 2 2715 | 0 2716 | 0 2717 | 0 2718 | 1 2719 | 0 2720 | 0 2721 | 2 2722 | 2 2723 | 2 2724 | 1 2725 | 1 2726 | 2 2727 | 0 2728 | 0 2729 | 1 2730 | 1 2731 | 0 2732 | 2 2733 | 1 2734 | 1 2735 | 0 2736 | 2 2737 | 0 2738 | 2 2739 | 0 2740 | 2 2741 | 0 2742 | 2 2743 | 2 2744 | 0 2745 | 0 2746 | 1 2747 | 0 2748 | 0 2749 | 2 2750 | 1 2751 | 1 2752 | 0 2753 | 1 2754 | 0 2755 | 2 2756 | 2 2757 | 0 2758 | 0 2759 | 2 2760 | 2 2761 | 0 2762 | 1 2763 | 1 2764 | 1 2765 | 1 2766 | 0 2767 | 0 2768 | 1 2769 | 2 2770 | 0 2771 | 0 2772 | 1 2773 | 0 2774 | 0 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2 332 | 1 333 | 2 334 | 0 335 | 3 336 | 3 337 | 1 338 | 2 339 | 1 340 | 2 341 | 1 342 | 1 343 | 2 344 | 2 345 | 2 346 | 2 347 | 0 348 | 2 349 | 2 350 | 2 351 | 3 352 | 2 353 | 1 354 | 2 355 | 2 356 | 0 357 | 0 358 | 0 359 | 0 360 | 0 361 | 0 362 | 2 363 | 2 364 | 2 365 | 0 366 | 2 367 | 3 368 | 2 369 | 3 370 | 2 371 | 2 372 | 3 373 | 1 374 | 1 375 | 2 376 | 2 377 | 1 378 | 2 379 | 1 380 | 2 381 | 0 382 | 1 383 | 2 384 | 0 385 | 2 386 | 2 387 | 1 388 | 2 389 | 2 390 | 3 391 | 3 392 | 2 393 | 0 394 | 1 395 | 3 396 | 0 397 | 2 398 | 1 399 | 2 400 | 3 401 | 2 402 | 2 403 | 2 404 | 0 405 | 2 406 | 3 407 | 0 408 | 1 409 | 2 410 | 0 411 | 0 412 | 2 413 | 0 414 | 3 415 | 0 416 | 2 417 | 2 418 | 2 419 | 0 420 | 3 421 | 1 422 | 1 423 | 0 424 | 2 425 | 3 426 | 2 427 | 1 428 | 2 429 | 1 430 | 2 431 | 1 432 | 3 433 | 1 434 | 2 435 | 3 436 | 3 437 | 2 438 | 3 439 | 2 440 | 2 441 | 0 442 | 3 443 | 2 444 | 2 445 | 2 446 | 3 447 | 1 448 | 2 449 | 2 450 | 1 451 | 1 452 | 2 453 | 2 454 | 1 455 | 0 456 | 1 457 | 3 458 | 0 459 | 2 460 | 0 461 | 3 462 | 2 463 | 2 464 | 2 465 | 2 466 | 0 467 | 0 468 | 2 469 | 2 470 | 1 471 | 1 472 | 3 473 | 2 474 | 3 475 | 2 476 | 0 477 | 2 478 | 2 479 | 2 480 | 1 481 | 2 482 | 1 483 | 3 484 | 2 485 | 2 486 | 2 487 | 2 488 | 0 489 | 2 490 | 1 491 | 1 492 | 0 493 | 2 494 | 2 495 | 3 496 | 0 497 | 2 498 | 2 499 | 1 500 | 2 501 | 0 502 | 3 503 | 3 504 | 2 505 | 2 506 | 1 507 | 2 508 | 2 509 | 0 510 | 0 511 | 3 512 | 1 513 | 2 514 | 3 515 | 3 516 | 2 517 | 2 518 | 2 519 | 3 520 | 1 521 | 0 522 | 2 523 | 0 524 | 0 525 | 3 526 | 1 527 | 2 528 | 1 529 | 1 530 | 0 531 | 3 532 | 2 533 | 2 534 | 2 535 | 1 536 | 3 537 | 2 538 | 2 539 | 3 540 | 2 541 | 1 542 | 2 543 | 3 544 | 3 545 | 2 546 | 2 547 | 2 548 | 2 549 | 1 550 | 1 551 | 0 552 | 2 553 | 1 554 | 2 555 | 0 556 | 1 557 | 0 558 | 2 559 | 1 560 | 0 561 | 2 562 | 1 563 | 0 564 | 0 565 | 0 566 | 1 567 | 2 568 | 2 569 | 2 570 | 0 571 | 2 572 | 0 573 | 3 574 | 0 575 | 2 576 | 3 577 | 2 578 | 2 579 | 2 580 | 2 581 | 2 582 | 3 583 | 2 584 | 3 585 | 0 586 | 0 587 | 1 588 | 0 589 | 2 590 | 3 591 | 2 592 | 2 593 | 0 594 | 1 595 | 2 596 | 0 597 | 2 598 | 2 599 | 3 600 | 3 601 | 2 602 | 2 603 | 3 604 | 0 605 | 3 606 | 2 607 | 3 608 | 2 609 | 2 610 | 2 611 | 1 612 | 2 613 | 3 614 | 3 615 | 2 616 | 1 617 | 2 618 | 2 619 | 2 620 | 2 621 | 2 622 | 2 623 | 2 624 | 2 625 | 2 626 | 2 627 | 2 628 | 2 629 | 2 630 | 2 631 | 3 632 | 0 633 | 2 634 | 2 635 | 2 636 | 2 637 | 3 638 | 2 639 | 0 640 | 2 641 | 1 642 | 2 643 | 2 644 | 2 645 | 2 646 | 3 647 | 3 648 | 2 649 | 3 650 | 2 651 | 0 652 | 2 653 | 0 654 | 2 655 | 3 656 | 1 657 | 2 658 | 1 659 | 3 660 | 0 661 | 0 662 | 1 663 | 2 664 | 2 665 | 2 666 | 2 667 | 2 668 | 2 669 | 1 670 | 0 671 | 0 672 | 3 673 | 1 674 | 2 675 | 1 676 | 0 677 | 2 678 | 2 679 | 3 680 | 2 681 | 3 682 | 2 683 | 1 684 | 3 685 | 3 686 | 0 687 | 3 688 | 2 689 | 3 690 | 1 691 | 2 692 | 3 693 | 3 694 | 0 695 | 1 696 | 2 697 | 2 698 | 3 699 | 2 700 | 2 701 | 3 702 | 2 703 | 3 704 | 3 705 | 2 706 | 2 707 | 2 708 | 2 709 | 3 710 | 1 711 | 3 712 | 3 713 | 3 714 | 2 715 | 2 716 | 2 717 | 3 718 | 0 719 | 3 720 | 2 721 | 1 722 | 2 723 | 2 724 | 2 725 | 2 726 | 1 727 | 2 728 | 1 729 | 2 730 | 3 731 | 0 732 | 0 733 | 0 734 | 0 735 | 3 736 | 2 737 | 0 738 | 2 739 | 1 740 | 1 741 | 1 742 | 2 743 | 2 744 | 0 745 | 0 746 | 0 747 | 0 748 | 2 749 | 0 750 | 0 751 | 2 752 | 3 753 | 3 754 | 2 755 | 1 756 | 2 757 | 2 758 | 2 759 | 2 760 | 2 761 | 2 762 | 2 763 | 2 764 | 0 765 | 2 766 | 0 767 | 2 768 | 2 769 | 2 770 | 1 771 | 3 772 | 2 773 | 1 774 | 3 775 | 0 776 | 2 777 | 1 778 | 2 779 | 0 780 | 1 781 | 2 782 | 1 783 | 2 784 | 0 785 | 2 786 | 2 787 | 2 788 | 1 789 | 2 790 | 3 791 | 1 792 | 0 793 | 3 794 | 2 795 | 1 796 | 1 797 | 2 798 | 1 799 | 3 800 | 1 801 | 1 802 | 2 803 | 3 804 | 2 805 | 2 806 | 0 807 | 2 808 | 0 809 | 2 810 | 1 811 | 1 812 | 2 813 | 2 814 | 0 815 | 0 816 | 2 817 | 2 818 | 0 819 | 1 820 | 2 821 | 2 822 | 0 823 | 2 824 | 0 825 | 1 826 | 3 827 | 2 828 | 2 829 | 2 830 | 2 831 | 0 832 | 2 833 | 2 834 | 1 835 | 0 836 | 2 837 | 0 838 | 2 839 | 1 840 | 1 841 | 3 842 | 2 843 | 2 844 | 0 845 | 0 846 | 2 847 | 2 848 | 2 849 | 0 850 | 2 851 | 0 852 | 3 853 | 2 854 | 2 855 | 0 856 | 2 857 | 0 858 | 2 859 | 3 860 | 2 861 | 2 862 | 2 863 | 2 864 | 2 865 | 3 866 | 2 867 | 2 868 | 2 869 | 2 870 | 0 871 | 3 872 | 2 873 | 0 874 | 0 875 | 0 876 | 2 877 | 2 878 | 3 879 | 0 880 | 1 881 | 0 882 | 3 883 | 1 884 | 0 885 | 2 886 | 3 887 | 2 888 | 2 889 | 0 890 | 2 891 | 2 892 | 2 893 | 2 894 | 0 895 | 1 896 | 0 897 | 0 898 | 2 899 | 1 900 | 1 901 | 2 902 | 1 903 | 0 904 | 2 905 | 2 906 | 2 907 | 0 908 | 2 909 | 3 910 | 1 911 | 2 912 | 1 913 | 0 914 | 2 915 | 2 916 | 1 917 | 0 918 | 1 919 | 1 920 | 2 921 | 3 922 | 2 923 | 2 924 | 1 925 | 0 926 | 3 927 | 2 928 | 2 929 | 2 930 | 1 931 | 1 932 | 2 933 | 0 934 | 2 935 | 1 936 | 0 937 | 3 938 | 3 939 | 2 940 | 2 941 | 2 942 | 2 943 | 2 944 | 1 945 | 1 946 | 0 947 | 3 948 | 1 949 | 0 950 | 2 951 | 2 952 | 0 953 | 0 954 | 2 955 | 3 956 | 2 957 | 2 958 | 3 959 | 3 960 | 3 961 | 1 962 | 1 963 | 2 964 | 3 965 | 2 966 | 0 967 | 2 968 | 1 969 | 1 970 | 2 971 | 1 972 | 1 973 | 2 974 | 3 975 | 2 976 | 0 977 | 2 978 | 0 979 | 2 980 | 2 981 | 2 982 | 1 983 | 1 984 | 0 985 | 0 986 | 1 987 | 2 988 | 2 989 | 0 990 | 3 991 | 2 992 | 2 993 | 3 994 | 2 995 | 1 996 | 2 997 | 1 998 | 2 999 | 2 1000 | 0 1001 | 2 1002 | 0 1003 | 2 1004 | 2 1005 | 3 1006 | 0 1007 | 3 1008 | 2 1009 | 2 1010 | 2 1011 | 3 1012 | 3 1013 | 2 1014 | 2 1015 | 3 1016 | 2 1017 | 1 1018 | 2 1019 | 0 1020 | 1 1021 | 3 1022 | 2 1023 | 3 1024 | 2 1025 | 1 1026 | 3 1027 | 0 1028 | 2 1029 | 1 1030 | 2 1031 | 2 1032 | 0 1033 | 2 1034 | 0 1035 | 2 1036 | 2 1037 | 0 1038 | 3 1039 | 2 1040 | 0 1041 | 2 1042 | 2 1043 | 2 1044 | 0 1045 | 1 1046 | 2 1047 | 1 1048 | 2 1049 | 1 1050 | 0 1051 | 2 1052 | 2 1053 | 1 1054 | 1 1055 | 1 1056 | 2 1057 | 0 1058 | 2 1059 | 2 1060 | 1 1061 | 3 1062 | 2 1063 | 2 1064 | 2 1065 | 3 1066 | 0 1067 | 2 1068 | 3 1069 | 2 1070 | 0 1071 | 1 1072 | 3 1073 | 2 1074 | 0 1075 | 2 1076 | 2 1077 | 0 1078 | 3 1079 | 3 1080 | 2 1081 | 2 1082 | 2 1083 | 2 1084 | 1 1085 | 2 1086 | 2 1087 | 1 1088 | 2 1089 | 2 1090 | 2 1091 | 2 1092 | 2 1093 | 2 1094 | 2 1095 | 0 1096 | 2 1097 | 0 1098 | 1 1099 | 2 1100 | 2 1101 | 2 1102 | 1 1103 | 1 1104 | 1 1105 | 1 1106 | 3 1107 | 1 1108 | 3 1109 | 0 1110 | 2 1111 | 2 1112 | 2 1113 | 2 1114 | 1 1115 | 2 1116 | 2 1117 | 3 1118 | 2 1119 | 1 1120 | 2 1121 | 3 1122 | 2 1123 | 2 1124 | 0 1125 | 2 1126 | 2 1127 | 0 1128 | 2 1129 | 3 1130 | 0 1131 | 1 1132 | 2 1133 | 2 1134 | 3 1135 | 2 1136 | 2 1137 | 2 1138 | 3 1139 | 2 1140 | 2 1141 | 2 1142 | 2 1143 | 1 1144 | 2 1145 | 2 1146 | 1 1147 | 2 1148 | 0 1149 | 2 1150 | 2 1151 | 2 1152 | 2 1153 | 1 1154 | 0 1155 | 3 1156 | 2 1157 | 2 1158 | 2 1159 | 2 1160 | 2 1161 | 3 1162 | 2 1163 | 2 1164 | 3 1165 | 2 1166 | 3 1167 | 3 1168 | 3 1169 | 3 1170 | 2 1171 | 0 1172 | 3 1173 | 1 1174 | 2 1175 | 2 1176 | 2 1177 | 2 1178 | 3 1179 | 2 1180 | 3 1181 | 2 1182 | 1 1183 | 3 1184 | 2 1185 | 2 1186 | 3 1187 | 3 1188 | 2 1189 | 3 1190 | 1 1191 | 3 1192 | 1 1193 | 2 1194 | 2 1195 | 0 1196 | 2 1197 | 2 1198 | 3 1199 | 3 1200 | 1 1201 | 3 1202 | 2 1203 | 2 1204 | 2 1205 | 0 1206 | 0 1207 | 2 1208 | 2 1209 | 2 1210 | 0 1211 | 2 1212 | 1 1213 | 3 1214 | 0 1215 | 2 1216 | 2 1217 | 2 1218 | 2 1219 | 1 1220 | 0 1221 | 2 1222 | 2 1223 | 2 1224 | 3 1225 | 0 1226 | 2 1227 | 3 1228 | 2 1229 | 2 1230 | 0 1231 | 1 1232 | 2 1233 | 0 1234 | 2 1235 | 1 1236 | 0 1237 | 2 1238 | 1 1239 | 2 1240 | 3 1241 | 2 1242 | 1 1243 | 3 1244 | 3 1245 | 2 1246 | 2 1247 | 3 1248 | 3 1249 | 1 1250 | 2 1251 | 0 1252 | 2 1253 | 1 1254 | 2 1255 | 2 1256 | 2 1257 | 2 1258 | 1 1259 | 2 1260 | 1 1261 | 1 1262 | 2 1263 | 2 1264 | 3 1265 | 3 1266 | 2 1267 | 3 1268 | 2 1269 | 2 1270 | 1 1271 | 2 1272 | 3 1273 | 1 1274 | 0 1275 | 0 1276 | 0 1277 | 1 1278 | 2 1279 | 2 1280 | 3 1281 | 2 1282 | 3 1283 | 3 1284 | 3 1285 | 2 1286 | 2 1287 | 0 1288 | 3 1289 | 3 1290 | 2 1291 | 3 1292 | 1 1293 | 2 1294 | 2 1295 | 2 1296 | 2 1297 | 2 1298 | 2 1299 | 1 1300 | 1 1301 | 1 1302 | 0 1303 | 0 1304 | 2 1305 | 2 1306 | 2 1307 | 3 1308 | 2 1309 | 2 1310 | 2 1311 | 2 1312 | 1 1313 | 2 1314 | 3 1315 | 0 1316 | 3 1317 | 2 1318 | 1 1319 | 1 1320 | 2 1321 | 2 1322 | 2 1323 | 3 1324 | 0 1325 | 0 1326 | 2 1327 | 2 1328 | 0 1329 | 2 1330 | 0 1331 | 2 1332 | 2 1333 | 1 1334 | 2 1335 | 3 1336 | 2 1337 | 1 1338 | 3 1339 | 2 1340 | 0 1341 | 2 1342 | 0 1343 | 2 1344 | 2 1345 | 2 1346 | 1 1347 | 2 1348 | 0 1349 | 2 1350 | 2 1351 | 0 1352 | 1 1353 | 0 1354 | 2 1355 | 2 1356 | 2 1357 | 2 1358 | 2 1359 | 1 1360 | 3 1361 | 1 1362 | 1 1363 | 1 1364 | 1 1365 | 0 1366 | 1 1367 | 1 1368 | 1 1369 | 0 1370 | 2 1371 | 0 1372 | 2 1373 | 2 1374 | 2 1375 | 2 1376 | 2 1377 | 2 1378 | 3 1379 | 3 1380 | 2 1381 | 2 1382 | 2 1383 | 1 1384 | 0 1385 | 2 1386 | 2 1387 | 2 1388 | 2 1389 | 2 1390 | 3 1391 | 3 1392 | 3 1393 | 1 1394 | 2 1395 | 1 1396 | 0 1397 | 1 1398 | 1 1399 | 2 1400 | 1 1401 | 2 1402 | 3 1403 | 2 1404 | 2 1405 | 1 1406 | 2 1407 | 1 1408 | 0 1409 | 2 1410 | 1 1411 | 3 1412 | 2 1413 | 2 1414 | 2 1415 | 3 1416 | 3 1417 | 3 1418 | 3 1419 | 3 1420 | 3 1421 | 1 1422 | 0 1423 | 1 1424 | 2 1425 | 2 1426 | 2 1427 | 2 1428 | 2 1429 | 2 1430 | 0 1431 | 0 1432 | 0 1433 | 0 1434 | 0 1435 | 0 1436 | 2 1437 | 1 1438 | 3 1439 | 1 1440 | 2 1441 | 2 1442 | 2 1443 | 3 1444 | 2 1445 | 2 1446 | 0 1447 | 1 1448 | 1 1449 | 2 1450 | 3 1451 | 3 1452 | 3 1453 | 3 1454 | 2 1455 | 2 1456 | 1 1457 | 2 1458 | 2 1459 | 0 1460 | 3 1461 | 2 1462 | 1 1463 | 2 1464 | 1 1465 | 0 1466 | 2 1467 | 2 1468 | 2 1469 | 1 1470 | 1 1471 | 2 1472 | 3 1473 | 2 1474 | 3 1475 | 3 1476 | 2 1477 | 0 1478 | 0 1479 | 2 1480 | 2 1481 | 0 1482 | 3 1483 | 2 1484 | 0 1485 | 2 1486 | 2 1487 | 1 1488 | 0 1489 | 1 1490 | 3 1491 | 1 1492 | 1 1493 | 3 1494 | 2 1495 | 1 1496 | 2 1497 | 1 1498 | 2 1499 | 2 1500 | 2 1501 | 3 1502 | 2 1503 | 1 1504 | 0 1505 | 2 1506 | 0 1507 | 3 1508 | 2 1509 | 2 1510 | 0 1511 | 0 1512 | 1 1513 | 1 1514 | 2 1515 | 3 1516 | 0 1517 | 1 1518 | 2 1519 | 2 1520 | 2 1521 | 2 1522 | 0 1523 | 2 1524 | 2 1525 | 1 1526 | 2 1527 | 2 1528 | 2 1529 | 0 1530 | 3 1531 | 3 1532 | 2 1533 | 0 1534 | 2 1535 | 2 1536 | 2 1537 | 3 1538 | 0 1539 | 3 1540 | 3 1541 | 2 1542 | 2 1543 | 1 1544 | 2 1545 | 2 1546 | 2 1547 | 2 1548 | 0 1549 | 2 1550 | 2 1551 | 0 1552 | 1 1553 | 3 1554 | 0 1555 | 2 1556 | 0 1557 | 2 1558 | 2 1559 | 3 1560 | 2 1561 | 3 1562 | 0 1563 | 3 1564 | 0 1565 | 1 1566 | 3 1567 | 2 1568 | 0 1569 | 1 1570 | 0 1571 | 0 1572 | 0 1573 | 2 1574 | 0 1575 | 2 1576 | 2 1577 | 1 1578 | 0 1579 | 2 1580 | 2 1581 | 0 1582 | 0 1583 | 2 1584 | 1 1585 | 2 1586 | 1 1587 | 1 1588 | 2 1589 | 1 1590 | 2 1591 | 1 1592 | 0 1593 | 0 1594 | 2 1595 | 2 1596 | 2 1597 | 2 1598 | 2 1599 | 2 1600 | 2 1601 | 1 1602 | 2 1603 | 3 1604 | 1 1605 | 2 1606 | 2 1607 | 1 1608 | 3 1609 | 2 1610 | 2 1611 | 3 1612 | 1 1613 | 3 1614 | 2 1615 | 2 1616 | 2 1617 | 2 1618 | 2 1619 | 2 1620 | 2 1621 | 2 1622 | 2 1623 | 3 1624 | 2 1625 | 2 1626 | 1 1627 | 2 1628 | 3 1629 | 2 1630 | 0 1631 | 3 1632 | 2 1633 | 2 1634 | 3 1635 | 0 1636 | 3 1637 | 1 1638 | 0 1639 | 2 1640 | 2 1641 | 2 1642 | 2 1643 | 3 1644 | 2 1645 | 3 1646 | 2 1647 | 3 1648 | 0 1649 | 1 1650 | 2 1651 | 1 1652 | 0 1653 | 2 1654 | 2 1655 | 2 1656 | 0 1657 | 1 1658 | 0 1659 | 2 1660 | 0 1661 | 2 1662 | 2 1663 | 3 1664 | 2 1665 | 0 1666 | 3 1667 | 1 1668 | 0 1669 | 2 1670 | 2 1671 | 1 1672 | 3 1673 | 2 1674 | 2 1675 | 3 1676 | 2 1677 | 2 1678 | 2 1679 | 2 1680 | 0 1681 | 2 1682 | 3 1683 | 2 1684 | 0 1685 | 0 1686 | 2 1687 | 2 1688 | 1 1689 | 3 1690 | 1 1691 | 2 1692 | 1 1693 | 2 1694 | 2 1695 | 2 1696 | 2 1697 | 0 1698 | 2 1699 | 0 1700 | 1 1701 | 0 1702 | 2 1703 | 3 1704 | 2 1705 | 0 1706 | 0 1707 | 1 1708 | 2 1709 | 1 1710 | 2 1711 | 1 1712 | 3 1713 | 0 1714 | 2 1715 | 2 1716 | 3 1717 | 2 1718 | 2 1719 | 3 1720 | 1 1721 | 2 1722 | 2 1723 | 1 1724 | 2 1725 | 2 1726 | 3 1727 | 2 1728 | 2 1729 | 2 1730 | 2 1731 | 2 1732 | 2 1733 | 2 1734 | 0 1735 | 1 1736 | 1 1737 | 0 1738 | 3 1739 | 2 1740 | 2 1741 | 3 1742 | 2 1743 | 1 1744 | 3 1745 | 2 1746 | 0 1747 | 2 1748 | 2 1749 | 2 1750 | 2 1751 | 1 1752 | 1 1753 | 1 1754 | 2 1755 | 1 1756 | 2 1757 | 3 1758 | 2 1759 | 3 1760 | 0 1761 | 2 1762 | 2 1763 | 2 1764 | 2 1765 | 2 1766 | 0 1767 | 1 1768 | 2 1769 | 3 1770 | 2 1771 | 2 1772 | 2 1773 | 1 1774 | 1 1775 | 3 1776 | 1 1777 | 3 1778 | 2 1779 | 1 1780 | 1 1781 | 1 1782 | 2 1783 | 2 1784 | 3 1785 | 2 1786 | 0 1787 | 2 1788 | 1 1789 | 2 1790 | 0 1791 | 2 1792 | 0 1793 | 2 1794 | 1 1795 | 2 1796 | 2 1797 | 0 1798 | 0 1799 | 1 1800 | 1 1801 | 2 1802 | 2 1803 | 0 1804 | 0 1805 | 0 1806 | 0 1807 | 3 1808 | 2 1809 | 2 1810 | 3 1811 | 1 1812 | 2 1813 | 3 1814 | 2 1815 | 2 1816 | 2 1817 | 3 1818 | 3 1819 | 0 1820 | 2 1821 | 2 1822 | 3 1823 | 2 1824 | 1 1825 | 2 1826 | 2 1827 | 0 1828 | 2 1829 | 3 1830 | 2 1831 | 0 1832 | 1 1833 | 0 1834 | 1 1835 | 1 1836 | 3 1837 | 2 1838 | 2 1839 | 1 1840 | 0 1841 | 2 1842 | 2 1843 | 1 1844 | 3 1845 | 2 1846 | 1 1847 | 3 1848 | 3 1849 | 0 1850 | 2 1851 | 0 1852 | 2 1853 | 2 1854 | 2 1855 | 3 1856 | 2 1857 | 2 1858 | 2 1859 | 2 1860 | 0 1861 | 0 1862 | 2 1863 | 2 1864 | 2 1865 | 1 1866 | 1 1867 | 1 1868 | 0 1869 | 0 1870 | 2 1871 | 2 1872 | 2 1873 | 0 1874 | 2 1875 | 1 1876 | 2 1877 | 2 1878 | 2 1879 | 1 1880 | 1 1881 | 1 1882 | 2 1883 | 1 1884 | 0 1885 | 3 1886 | 2 1887 | 1 1888 | 1 1889 | 2 1890 | 2 1891 | 2 1892 | 1 1893 | 2 1894 | 2 1895 | 2 1896 | 2 1897 | 1 1898 | 3 1899 | 0 1900 | 1 1901 | 3 1902 | 2 1903 | 2 1904 | 3 1905 | 0 1906 | 3 1907 | 1 1908 | 0 1909 | 1 1910 | 1 1911 | 1 1912 | 0 1913 | 1 1914 | 2 1915 | 2 1916 | 2 1917 | 3 1918 | 2 1919 | 2 1920 | 0 1921 | 3 1922 | 2 1923 | 1 1924 | 2 1925 | 2 1926 | 2 1927 | 2 1928 | 2 1929 | 2 1930 | 2 1931 | 1 1932 | 2 1933 | 2 1934 | 2 1935 | 2 1936 | 2 1937 | 2 1938 | 3 1939 | 3 1940 | 2 1941 | 2 1942 | 3 1943 | 1 1944 | 3 1945 | 3 1946 | 2 1947 | 2 1948 | 0 1949 | 0 1950 | 0 1951 | 0 1952 | 3 1953 | 2 1954 | 1 1955 | 2 1956 | 1 1957 | 2 1958 | 2 1959 | 3 1960 | 0 1961 | 2 1962 | 3 1963 | 0 1964 | 0 1965 | 2 1966 | 3 1967 | 1 1968 | 1 1969 | 2 1970 | 0 1971 | 1 1972 | 3 1973 | 2 1974 | 0 1975 | 2 1976 | 0 1977 | 2 1978 | 2 1979 | 0 1980 | 0 1981 | 2 1982 | 0 1983 | 2 1984 | 2 1985 | 2 1986 | 2 1987 | 0 1988 | 2 1989 | 2 1990 | 2 1991 | 2 1992 | 2 1993 | 2 1994 | 1 1995 | 3 1996 | 3 1997 | 2 1998 | 2 1999 | 2 2000 | 2 2001 | 3 2002 | 3 2003 | 1 2004 | 2 2005 | 3 2006 | 2 2007 | 2 2008 | 2 2009 | 2 2010 | 1 2011 | 2 2012 | 0 2013 | 0 2014 | 2 2015 | 0 2016 | 2 2017 | 1 2018 | 0 2019 | 1 2020 | 0 2021 | 2 2022 | 1 2023 | 2 2024 | 0 2025 | 1 2026 | 1 2027 | 2 2028 | 3 2029 | 3 2030 | 2 2031 | 2 2032 | 2 2033 | 3 2034 | 1 2035 | 3 2036 | 1 2037 | 0 2038 | 1 2039 | 2 2040 | 2 2041 | 2 2042 | 2 2043 | 2 2044 | 2 2045 | 2 2046 | 3 2047 | 0 2048 | 0 2049 | 3 2050 | 2 2051 | 2 2052 | 0 2053 | 2 2054 | 2 2055 | 3 2056 | 1 2057 | 3 2058 | 2 2059 | 2 2060 | 2 2061 | 2 2062 | 1 2063 | 2 2064 | 3 2065 | 0 2066 | 3 2067 | 2 2068 | 0 2069 | 2 2070 | 2 2071 | 1 2072 | 3 2073 | 3 2074 | 3 2075 | 2 2076 | 2 2077 | 0 2078 | 3 2079 | 3 2080 | 0 2081 | 2 2082 | 2 2083 | 1 2084 | 2 2085 | 2 2086 | 2 2087 | 1 2088 | 2 2089 | 2 2090 | 2 2091 | 1 2092 | 3 2093 | 3 2094 | 0 2095 | 2 2096 | 1 2097 | 2 2098 | 0 2099 | 1 2100 | 3 2101 | 0 2102 | 3 2103 | 2 2104 | 2 2105 | 3 2106 | 2 2107 | 2 2108 | 2 2109 | 2 2110 | 2 2111 | 0 2112 | 2 2113 | 2 2114 | 3 2115 | 3 2116 | 2 2117 | 0 2118 | 2 2119 | 2 2120 | 3 2121 | 1 2122 | 2 2123 | 3 2124 | 0 2125 | 2 2126 | 1 2127 | 0 2128 | 3 2129 | 2 2130 | 1 2131 | 2 2132 | 3 2133 | 2 2134 | 2 2135 | 2 2136 | 1 2137 | 1 2138 | 0 2139 | 2 2140 | 2 2141 | 2 2142 | 2 2143 | 1 2144 | 2 2145 | 2 2146 | 1 2147 | 2 2148 | 3 2149 | 2 2150 | 3 2151 | 2 2152 | 2 2153 | 3 2154 | 2 2155 | 2 2156 | 2 2157 | 0 2158 | 2 2159 | 2 2160 | 1 2161 | 2 2162 | 1 2163 | 0 2164 | 2 2165 | 3 2166 | 3 2167 | 2 2168 | 2 2169 | 2 2170 | 2 2171 | 2 2172 | 3 2173 | 1 2174 | 1 2175 | 2 2176 | 0 2177 | 3 2178 | 2 2179 | 0 2180 | 2 2181 | 2 2182 | 0 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