This project was created to standardize data loading for CaMeLS but can also be used as a standalone data collection library.
It currently supports loading and organizing data from 70 public explicit feedback data sets.
Changes to loaded data include mapping all user and item IDs to ascending integer values, changing ratings based on data set documentation files, and converting timestamps into unix format if possible.
Only user, item, rating and timestamp columns are supported for now.
Below is a table showing various statistics about the data sets when processed with this tool.
| Name | num_instances | num_users | num_items | min_rating | max_rating | sparsity | min_timestamp | max_timestamp | time_to_process_and_save |
|---|---|---|---|---|---|---|---|---|---|
| Amazon2018-all-beauty | 371345 | 324038 | 32586 | 1 | 5 | 99.9965 | 9.47462e+08 | 1.53844e+09 | 3.91611 |
| Amazon2018-appliances | 602777 | 515650 | 30252 | 1 | 5 | 99.9961 | 9.72259e+08 | 1.53861e+09 | 6.7074 |
| Amazon2018-arts-crafts-and-sewing | 2875917 | 1579230 | 302809 | 1 | 5 | 99.9994 | 8.93462e+08 | 1.53861e+09 | 27.7946 |
| Amazon2018-automotive | 7990166 | 3873247 | 925387 | 1 | 5 | 99.9998 | 8.81194e+08 | 1.5387e+09 | 77.3148 |
| Amazon2018-books | 51311621 | 15362619 | 2930451 | 0 | 5 | 99.9999 | 8.3255e+08 | 1.53844e+09 | 695.308 |
| Amazon2018-cds-and-vinyl | 4543369 | 1944316 | 434060 | 1 | 5 | 99.9995 | 8.74109e+08 | 1.53844e+09 | 45.5434 |
| Amazon2018-cell-phones-and-accessories | 10063255 | 6211701 | 589534 | 1 | 5 | 99.9997 | 9.41328e+08 | 1.5387e+09 | 101.398 |
| Amazon2018-clothing-shoes-and-jewelry | 32292099 | 12483678 | 2681297 | 1 | 5 | 99.9999 | 9.32774e+08 | 1.5387e+09 | 383.711 |
| Amazon2018-digital-music | 1584082 | 840372 | 456992 | 1 | 5 | 99.9996 | 8.77306e+08 | 1.53844e+09 | 12.6619 |
| Amazon2018-electronics | 20994353 | 9838676 | 756489 | 1 | 5 | 99.9997 | 8.81194e+08 | 1.5387e+09 | 206.054 |
| Amazon2018-fashion | 883636 | 749233 | 186189 | 1 | 5 | 99.9994 | 1.03697e+09 | 1.53835e+09 | 6.75841 |
| Amazon2018-gift-cards | 147194 | 128877 | 1548 | 1 | 5 | 99.9262 | 1.22852e+09 | 1.53827e+09 | 0.981728 |
| Amazon2018-grocery-and-gourmet-food | 5074160 | 2695974 | 283507 | 1 | 5 | 99.9993 | 9.61373e+08 | 1.53887e+09 | 46.7178 |
| Amazon2018-home-and-kitchen | 21928568 | 9767606 | 1286050 | 1 | 5 | 99.9998 | 9.43142e+08 | 1.5387e+09 | 227.523 |
| Amazon2018-industrial-and-scientific | 1758333 | 1246131 | 165764 | 1 | 5 | 99.9991 | 9.42451e+08 | 1.5387e+09 | 15.0248 |
| Amazon2018-kindle-store | 5722988 | 2409262 | 493849 | 0 | 5 | 99.9995 | 8.71603e+08 | 1.53852e+09 | 68.5784 |
| Amazon2018-luxury-beauty | 574628 | 416174 | 12120 | 1 | 5 | 99.9886 | 1.07525e+09 | 1.53818e+09 | 4.30147 |
| Amazon2018-magazine-subscriptions | 89689 | 72098 | 2428 | 1 | 5 | 99.9488 | 1.00405e+09 | 1.53732e+09 | 0.672103 |
| Amazon2018-movies-and-tv | 8765568 | 3826085 | 182032 | 1 | 5 | 99.9987 | 8.71949e+08 | 1.53852e+09 | 103.828 |
| Amazon2018-musical-instruments | 1512530 | 903330 | 112222 | 1 | 5 | 99.9985 | 9.4703e+08 | 1.53861e+09 | 11.5714 |
| Amazon2018-office-products | 5581313 | 3404914 | 306800 | 1 | 5 | 99.9995 | 8.94586e+08 | 1.53852e+09 | 54.9743 |
| Amazon2018-patio-lawn-and-garden | 5236058 | 3097405 | 276563 | 1 | 5 | 99.9994 | 9.45043e+08 | 1.5387e+09 | 49.852 |
| Amazon2018-pet-supplies | 6542483 | 3085591 | 198402 | 1 | 5 | 99.9989 | 9.47376e+08 | 1.5387e+09 | 67.9656 |
| Amazon2018-prime-pantry | 471614 | 247659 | 10814 | 1 | 5 | 99.9824 | 1.07369e+09 | 1.53861e+09 | 3.03543 |
| Amazon2018-sports-and-outdoors | 12980837 | 6703391 | 957764 | 1 | 5 | 99.9998 | 9.26122e+08 | 1.5387e+09 | 133.878 |
| Amazon2018-software | 459436 | 375147 | 21663 | 1 | 5 | 99.9943 | 9.1273e+08 | 1.53844e+09 | 3.73278 |
| Amazon2018-tools-and-home-improvement | 9015203 | 4704014 | 559775 | 1 | 5 | 99.9997 | 9.12643e+08 | 1.5387e+09 | 87.2598 |
| Amazon2018-toys-and-games | 8201231 | 4204994 | 624792 | 1 | 5 | 99.9997 | 9.39168e+08 | 1.5387e+09 | 72.52 |
| Amazon2018-video-games | 2565349 | 1540618 | 71982 | 1 | 5 | 99.9977 | 8.78947e+08 | 1.53844e+09 | 25.0366 |
| Anime-anime | 6337241 | 69600 | 9927 | 1 | 10 | 99.0828 | nan | nan | 1.17713 |
| Beer-beeradvocate | 1586614 | 33388 | 66055 | 0 | 5 | 99.9281 | 8.40672e+08 | 1.32629e+09 | 42.5007 |
| Beer-ratebeer | 2924163 | 29265 | 110369 | 1 | 20 | 99.9095 | 9.55498e+08 | 1.32641e+09 | 70.933 |
| BookCrossing-bookcrossing | 433671 | 77805 | 185973 | 1 | 10 | 99.997 | nan | nan | 0.604372 |
| CiaoDVD-ciaodvd | 72665 | 17615 | 16121 | 1 | 5 | 99.9744 | 9.59724e+08 | 1.38559e+09 | 0.520883 |
| ClothingFit-modcloth | 82790 | 47958 | 1378 | 1 | 5 | 99.8747 | nan | nan | 0.678152 |
| ClothingFit-renttherunway | 192544 | 105571 | 5850 | 2 | 10 | 99.9688 | 1.28874e+09 | 1.51537e+09 | 3.03395 |
| Douban-book | 1353219 | 39945 | 173723 | 1 | 5 | 99.9805 | 1.17026e+09 | 1.50774e+09 | 0.518691 |
| Douban-movie | 9090078 | 85936 | 75477 | 1 | 5 | 99.8599 | 1.11851e+09 | 1.48977e+09 | 2.4843 |
| Douban-music | 1239052 | 33273 | 137276 | 1 | 5 | 99.9729 | 1.12162e+09 | 1.50903e+09 | 0.46159 |
| DoubanShort-douban-short | 2125056 | 738701 | 28 | 1 | 5 | 89.7259 | 1.20942e+09 | 1.48841e+09 | 17.8425 |
| EachMovie-eachmovie | 2811718 | 1623 | 61265 | 0 | 5 | 97.1723 | nan | nan | 1.22265 |
| Epinions-epinions | 664824 | 40163 | 139738 | 1 | 5 | 99.9882 | nan | nan | 0.213779 |
| Epinions-epinions-extended | 13668320 | 120492 | 755760 | 1 | 5 | 99.985 | 9.79081e+08 | 1.06064e+09 | 96.5218 |
| Filmtrust-filmtrust | 35497 | 1508 | 2071 | 0.5 | 4 | 98.8634 | nan | nan | 0.0132972 |
| FoodComRecipes-foodcom-recipes | 1132367 | 226570 | 231637 | 0 | 5 | 99.9978 | 9.48755e+08 | 1.54526e+09 | 9.31518 |
| Goodreads-goodreads | 228648342 | 876145 | 2360650 | 0 | 5 | 99.9889 | nan | nan | 48.3973 |
| GoogleLocal-googlelocal | 11453845 | 5054567 | 3116785 | 0 | 5 | 99.9999 | -1 | 1.39608e+09 | 261.137 |
| Jester-jester3 | 1842370 | 54905 | 140 | -10 | 10 | 76.0317 | nan | nan | 12.8416 |
| Jester-jester4 | 105948 | 7689 | 136 | -10 | 10 | 89.8683 | nan | nan | 8.30293 |
| LearningFromSets-learningfromsets | 458970 | 854 | 13012 | 0.5 | 5 | 95.8697 | 8.74333e+08 | 1.46171e+09 | 3.82132 |
| Libimseti-libimseti | 17359346 | 135359 | 168791 | 1 | 10 | 99.924 | nan | nan | 3.34644 |
| LibraryThing-librarything | 1387209 | 70619 | 385252 | 0.5 | 5 | 99.9949 | -86400 | 1.37748e+09 | 35.5286 |
| MarketBias-amazon | 1292954 | 1157633 | 9560 | 1 | 5 | 99.9883 | 9.29225e+08 | 1.53834e+09 | 9.55365 |
| MarketBias-modcloth | 99893 | 44784 | 1020 | 1 | 5 | 99.7813 | 1.26406e+09 | 1.56181e+09 | 0.944145 |
| MovieLens-1m | 1000209 | 6040 | 3706 | 1 | 5 | 95.5316 | 9.56704e+08 | 1.04645e+09 | 3.01871 |
| MovieLens-10m | 10000054 | 69878 | 10677 | 0.5 | 5 | 98.6597 | 7.89652e+08 | 1.23113e+09 | 33.1317 |
| MovieLens-20m | 20000263 | 138493 | 26744 | 0.5 | 5 | 99.46 | 7.89652e+08 | 1.42778e+09 | 66.8899 |
| MovieLens-25m | 25000095 | 162541 | 59047 | 0.5 | 5 | 99.7395 | 7.89652e+08 | 1.57433e+09 | 78.7139 |
| MovieLens-100k | 100000 | 943 | 1682 | 1 | 5 | 93.6953 | 8.74725e+08 | 8.93287e+08 | 0.0271444 |
| MovieLens-latest | 27753444 | 283228 | 53889 | 0.5 | 5 | 99.8182 | 7.89652e+08 | 1.53795e+09 | 92.6436 |
| MovieLens-latest-small | 100836 | 610 | 9724 | 0.5 | 5 | 98.3 | 8.28125e+08 | 1.5378e+09 | 0.23889 |
| MovieTweetings-movietweetings | 921398 | 71707 | 38013 | 0 | 10 | 99.9662 | 1.36206e+09 | 1.63773e+09 | 2.27646 |
| Netflix-netflixprize | 100480507 | 480189 | 17770 | 1 | 5 | 98.8224 | 9.42275e+08 | 1.13598e+09 | 808.284 |
| Rekko-rekko | 438790 | 104563 | 7519 | 0 | 10 | 99.9442 | 4.24015e+10 | 4.43051e+16 | 0.487692 |
| WikiLens-wikilens | 26937 | 326 | 5111 | 0 | 5 | 98.3833 | 1.08186e+09 | 1.20195e+09 | 0.0146326 |
| Yahoo-movies | 221367 | 7642 | 11916 | 1 | 13 | 99.7569 | nan | nan | 0.0610239 |
| Yahoo-music1 | 115579440 | 1948882 | 98213 | 0 | 100 | 99.9396 | nan | nan | 23.5212 |
| Yahoo-music2 | 717872016 | 1823179 | 136736 | 1 | 5 | 99.712 | nan | nan | 143.38 |
| Yahoo-music3 | 365704 | 15400 | 1000 | 1 | 5 | 97.6253 | nan | nan | 0.0730116 |
| Yelp-yelp | 6990280 | 1987929 | 150346 | 1 | 5 | 99.9977 | 1.10852e+09 | 1.64262e+09 | 208.824 |
The following table contains additional information about the supported data sets that is mostly relevant for CaMeLS.
| MetadataID | Hash | NumUsers | NumItems | NumInstances | Sparsity | Density | MinRating | MaxRating | MeanRating | MedianRating | ModeRating | NormalizedMeanRating | NormalizedMedianRating | NormalizedModeRating | UserItemRatio | ItemUserRatio | HighestNumRatingBySingleUser | LowestNumRatingBySingleUser | HighestNumRatingOnSingleItem | LowestNumRatingOnSingleItem | MeanNumRatingsByUser | MeanNumRatingsOnItem | RatingSkew | RatingKurtosis | RatingsStandardVariation | RatingVariance | RatingEntropy | NumPossibleRatings | RatingAverageIncrement |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3.80203e+18 | 324038 | 32586 | 371345 | 99.9965 | 0.00351682 | 1 | 5 | 4.11209 | 5 | 5 | 0.778023 | 1 | 1 | 9.94409 | 0.100562 | 27 | 1 | 8672 | 1 | 1.14599 | 11.3958 | -1.33692 | 0.344044 | 1.3621 | 1.85531 | 0.728355 | 5 | 1 |
| 1 | 5.67438e+18 | 515650 | 30252 | 602777 | 99.9961 | 0.00386409 | 1 | 5 | 4.27421 | 5 | 5 | 0.818552 | 1 | 1 | 17.0452 | 0.0586677 | 208 | 1 | 6510 | 1 | 1.16897 | 19.9252 | -1.68724 | 1.39533 | 1.3016 | 1.69415 | 0.628818 | 5 | 1 |
| 2 | -2.86197e+18 | 1.57923e+06 | 302809 | 2.87592e+06 | 99.9994 | 0.000601398 | 1 | 5 | 4.31773 | 5 | 5 | 0.829433 | 1 | 1 | 5.21527 | 0.191745 | 431 | 1 | 4534 | 1 | 1.82109 | 9.49746 | -1.73425 | 1.7343 | 1.2183 | 1.48425 | 0.637274 | 5 | 1 |
| 3 | 8.89999e+18 | 3.87325e+06 | 925387 | 7.99017e+06 | 99.9998 | 0.000222924 | 1 | 5 | 4.24926 | 5 | 5 | 0.812316 | 1 | 1 | 4.18554 | 0.238918 | 475 | 1 | 10986 | 1 | 2.06291 | 8.6344 | -1.6142 | 1.21638 | 1.28964 | 1.66316 | 0.659791 | 5 | 1 |
| 4 | 5.81378e+18 | 1.53626e+07 | 2.93045e+06 | 5.13116e+07 | 99.9999 | 0.000113977 | 0 | 5 | 4.39325 | 5 | 5 | 0.878649 | 1 | 1 | 5.24241 | 0.190752 | 9684 | 1 | 58150 | 1 | 3.34003 | 17.5098 | -1.88188 | 2.82283 | 1.04541 | 1.09288 | 0.574835 | 6 | 1 |
| 5 | 8.73674e+18 | 1.94432e+06 | 434060 | 4.54337e+06 | 99.9995 | 0.000538346 | 1 | 5 | 4.48973 | 5 | 5 | 0.872432 | 1 | 1 | 4.47937 | 0.223246 | 4335 | 1 | 7218 | 1 | 2.33674 | 10.4671 | -2.17308 | 4.09441 | 0.992566 | 0.985187 | 0.57209 | 5 | 1 |
| 6 | -3.57998e+18 | 6.2117e+06 | 589534 | 1.00633e+07 | 99.9997 | 0.000274801 | 1 | 5 | 3.93355 | 5 | 5 | 0.733388 | 1 | 1 | 10.5366 | 0.094907 | 446 | 1 | 13560 | 1 | 1.62005 | 17.0698 | -1.0636 | -0.404527 | 1.46251 | 2.13893 | 0.78919 | 5 | 1 |
| 7 | 5.21123e+18 | 1.24837e+07 | 2.6813e+06 | 3.22921e+07 | 99.9999 | 9.64737e-05 | 1 | 5 | 4.18946 | 5 | 5 | 0.797365 | 1 | 1 | 4.65584 | 0.214784 | 656 | 1 | 19702 | 1 | 2.58675 | 12.0435 | -1.44591 | 0.911226 | 1.23199 | 1.51779 | 0.732221 | 5 | 1 |
| 8 | 5.84877e+18 | 840372 | 456992 | 1.58408e+06 | 99.9996 | 0.000412475 | 1 | 5 | 4.66056 | 5 | 5 | 0.915139 | 1 | 1 | 1.83892 | 0.543797 | 1326 | 1 | 3411 | 1 | 1.88498 | 3.46632 | -2.9632 | 8.70197 | 0.844031 | 0.712389 | 0.434945 | 5 | 1 |
| 9 | 8.6488e+18 | 9.83868e+06 | 756489 | 2.09944e+07 | 99.9997 | 0.000282074 | 1 | 5 | 4.07369 | 5 | 5 | 0.768421 | 1 | 1 | 13.0057 | 0.0768893 | 633 | 1 | 28539 | 1 | 2.13386 | 27.7524 | -1.292 | 0.202953 | 1.38579 | 1.92042 | 0.74265 | 5 | 1 |
| 10 | -5.2859e+18 | 749233 | 186189 | 883636 | 99.9994 | 0.000633436 | 1 | 5 | 3.90694 | 5 | 5 | 0.726735 | 1 | 1 | 4.02405 | 0.248506 | 40 | 1 | 4384 | 1 | 1.17939 | 4.74591 | -1.00897 | -0.417811 | 1.41828 | 2.01152 | 0.825057 | 5 | 1 |
| 11 | -6.63921e+18 | 128877 | 1548 | 147194 | 99.9262 | 0.0737809 | 1 | 5 | 4.67197 | 5 | 5 | 0.917993 | 1 | 1 | 83.2539 | 0.0120115 | 39 | 1 | 8174 | 1 | 1.14213 | 95.0866 | -3.10531 | 8.535 | 0.955134 | 0.912281 | 0.355958 | 5 | 1 |
| 12 | 5.84868e+18 | 2.69597e+06 | 283507 | 5.07416e+06 | 99.9993 | 0.000663872 | 1 | 5 | 4.31471 | 5 | 5 | 0.828677 | 1 | 1 | 9.50937 | 0.105159 | 1103 | 1 | 11526 | 1 | 1.88212 | 17.8978 | -1.72664 | 1.61056 | 1.2493 | 1.56076 | 0.622101 | 5 | 1 |
| 13 | -3.77814e+18 | 9.76761e+06 | 1.28605e+06 | 2.19286e+07 | 99.9998 | 0.000174568 | 1 | 5 | 4.19489 | 5 | 5 | 0.798723 | 1 | 1 | 7.59504 | 0.131665 | 456 | 1 | 27595 | 1 | 2.24503 | 17.0511 | -1.48346 | 0.815562 | 1.30688 | 1.70794 | 0.695687 | 5 | 1 |
| 14 | 1.46266e+17 | 1.24613e+06 | 165764 | 1.75833e+06 | 99.9991 | 0.000851231 | 1 | 5 | 4.29355 | 5 | 5 | 0.823387 | 1 | 1 | 7.5175 | 0.133023 | 156 | 1 | 14331 | 1 | 1.41103 | 10.6074 | -1.70449 | 1.59641 | 1.24233 | 1.54339 | 0.64724 | 5 | 1 |
| 15 | -5.03143e+18 | 2.40926e+06 | 493849 | 5.72299e+06 | 99.9995 | 0.000481 | 0 | 5 | 4.30205 | 5 | 5 | 0.86041 | 1 | 1 | 4.87854 | 0.204979 | 2031 | 1 | 15345 | 1 | 2.37541 | 11.5885 | -1.67889 | 2.06326 | 1.08747 | 1.18258 | 0.623783 | 6 | 1 |
| 16 | 4.15994e+17 | 416174 | 12120 | 574628 | 99.9886 | 0.0113922 | 1 | 5 | 4.22562 | 5 | 5 | 0.806406 | 1 | 1 | 34.3378 | 0.0291224 | 129 | 1 | 6954 | 1 | 1.38074 | 47.4116 | -1.53024 | 0.943834 | 1.29752 | 1.68356 | 0.674768 | 5 | 1 |
| 17 | 2.83692e+18 | 72098 | 2428 | 89689 | 99.9488 | 0.0512351 | 1 | 5 | 4.03664 | 5 | 5 | 0.759159 | 1 | 1 | 29.6944 | 0.0336764 | 55 | 1 | 1718 | 1 | 1.24399 | 36.9395 | -1.21792 | -0.030966 | 1.41979 | 2.01581 | 0.748716 | 5 | 1 |
| 18 | -3.80433e+18 | 3.82608e+06 | 182032 | 8.76557e+06 | 99.9987 | 0.00125857 | 1 | 5 | 4.23301 | 5 | 5 | 0.808253 | 1 | 1 | 21.0187 | 0.0475766 | 4254 | 1 | 24558 | 1 | 2.291 | 48.154 | -1.55553 | 1.24877 | 1.22144 | 1.49191 | 0.70534 | 5 | 1 |
| 19 | 6.21704e+18 | 903330 | 112222 | 1.51253e+06 | 99.9985 | 0.00149204 | 1 | 5 | 4.25782 | 5 | 5 | 0.814456 | 1 | 1 | 8.04949 | 0.124231 | 506 | 1 | 5082 | 1 | 1.67439 | 13.478 | -1.62388 | 1.38566 | 1.23845 | 1.53377 | 0.679537 | 5 | 1 |
| 20 | 7.8237e+17 | 3.40491e+06 | 306800 | 5.58131e+06 | 99.9995 | 0.000534287 | 1 | 5 | 4.17785 | 5 | 5 | 0.794463 | 1 | 1 | 11.0982 | 0.0901051 | 438 | 1 | 14340 | 1 | 1.63919 | 18.192 | -1.46796 | 0.721665 | 1.33433 | 1.78044 | 0.694054 | 5 | 1 |
| 21 | 4.0409e+18 | 3.0974e+06 | 276563 | 5.23606e+06 | 99.9994 | 0.000611241 | 1 | 5 | 4.11747 | 5 | 5 | 0.779368 | 1 | 1 | 11.1996 | 0.0892886 | 247 | 1 | 10264 | 1 | 1.69047 | 18.9326 | -1.35897 | 0.356924 | 1.38075 | 1.90648 | 0.713788 | 5 | 1 |
| 22 | 4.6641e+18 | 3.08559e+06 | 198402 | 6.54248e+06 | 99.9989 | 0.00106871 | 1 | 5 | 4.14947 | 5 | 5 | 0.787367 | 1 | 1 | 15.5522 | 0.0642995 | 504 | 1 | 26994 | 1 | 2.12033 | 32.9759 | -1.3862 | 0.483688 | 1.34322 | 1.80425 | 0.710414 | 5 | 1 |
| 23 | -1.07543e+18 | 247659 | 10814 | 471614 | 99.9824 | 0.0176095 | 1 | 5 | 4.34553 | 5 | 5 | 0.836382 | 1 | 1 | 22.9017 | 0.0436649 | 202 | 1 | 6537 | 1 | 1.90429 | 43.6114 | -1.78434 | 1.97143 | 1.18484 | 1.40385 | 0.62854 | 5 | 1 |
| 24 | -1.14861e+18 | 6.70339e+06 | 957764 | 1.29808e+07 | 99.9998 | 0.000202185 | 1 | 5 | 4.2434 | 5 | 5 | 0.81085 | 1 | 1 | 6.999 | 0.142878 | 433 | 1 | 10226 | 1 | 1.93646 | 13.5533 | -1.58214 | 1.25521 | 1.24089 | 1.53981 | 0.690019 | 5 | 1 |
| 25 | 7.46787e+18 | 375147 | 21663 | 459436 | 99.9943 | 0.00565334 | 1 | 5 | 3.57018 | 4 | 5 | 0.642544 | 0.75 | 1 | 17.3174 | 0.0577454 | 73 | 1 | 8994 | 1 | 1.22468 | 21.2083 | -0.628688 | -1.27134 | 1.62666 | 2.64603 | 0.856776 | 5 | 1 |
| 26 | -9.06757e+18 | 4.70401e+06 | 559775 | 9.0152e+06 | 99.9997 | 0.000342368 | 1 | 5 | 4.21949 | 5 | 5 | 0.804874 | 1 | 1 | 8.4034 | 0.118999 | 330 | 1 | 14075 | 1 | 1.91649 | 16.105 | -1.5482 | 1.0305 | 1.29251 | 1.67059 | 0.683722 | 5 | 1 |
| 27 | 4.79059e+18 | 4.20499e+06 | 624792 | 8.20123e+06 | 99.9997 | 0.000312161 | 1 | 5 | 4.22931 | 5 | 5 | 0.807328 | 1 | 1 | 6.73023 | 0.148583 | 1217 | 1 | 12680 | 1 | 1.95035 | 13.1263 | -1.55252 | 1.06506 | 1.2805 | 1.63967 | 0.681555 | 5 | 1 |
| 28 | 3.68817e+18 | 1.54062e+06 | 71982 | 2.56535e+06 | 99.9977 | 0.00231328 | 1 | 5 | 4.02209 | 5 | 5 | 0.755524 | 1 | 1 | 21.4028 | 0.0467228 | 888 | 1 | 7630 | 1 | 1.66514 | 35.6388 | -1.2081 | -0.00989483 | 1.40594 | 1.97666 | 0.765495 | 5 | 1 |
| 29 | -6.6903e+18 | 69600 | 9927 | 6.33724e+06 | 99.0828 | 0.917219 | 1 | 10 | 7.8085 | 8 | 8 | 0.7565 | 0.777778 | 0.777778 | 7.01118 | 0.142629 | 3747 | 1 | 34226 | 1 | 91.0523 | 638.384 | -0.760235 | 1.021 | 1.5725 | 2.47274 | 0.77914 | 10 | 1 |
| 30 | 2.82312e+18 | 33388 | 66055 | 1.58661e+06 | 99.9281 | 0.0719408 | 0 | 5 | 3.81558 | 4 | 4 | 0.763116 | 0.8 | 0.8 | 0.505458 | 1.97841 | 5817 | 1 | 3290 | 1 | 47.5205 | 24.0196 | -1.02397 | 1.63103 | 0.720622 | 0.519296 | 0.735492 | 10 | 0.555556 |
| 31 | 8.77011e+18 | 29265 | 110369 | 2.92416e+06 | 99.9095 | 0.0905328 | 1 | 20 | 13.1997 | 14 | 14 | 0.642089 | 0.684211 | 0.684211 | 0.265156 | 3.77137 | 16364 | 1 | 3696 | 1 | 99.9201 | 26.4944 | -1.02942 | 1.37904 | 3.35258 | 11.2398 | 0.845175 | 20 | 1 |
| 32 | -1.27341e+18 | 77805 | 185973 | 433671 | 99.997 | 0.00299711 | 1 | 10 | 7.60107 | 8 | 8 | 0.733452 | 0.777778 | 0.777778 | 0.418367 | 2.39024 | 8524 | 1 | 707 | 1 | 5.57382 | 2.3319 | -0.655613 | 0.134707 | 1.8438 | 3.39959 | 0.826168 | 10 | 1 |
| 33 | -9.39835e+17 | 17615 | 16121 | 72665 | 99.9744 | 0.0255888 | 1 | 5 | 4.07291 | 4 | 5 | 0.768227 | 0.75 | 1 | 1.09267 | 0.915186 | 1106 | 1 | 433 | 1 | 4.12518 | 4.50747 | -1.14309 | 0.626108 | 1.08144 | 1.16952 | 0.803985 | 5 | 1 |
| 34 | 3.27892e+17 | 47910 | 1376 | 82722 | 99.8745 | 0.125481 | 1 | 5 | 3.94906 | 4 | 5 | 0.737265 | 0.75 | 1 | 34.8183 | 0.0287205 | 27 | 1 | 2007 | 1 | 1.72661 | 60.1177 | -0.676765 | -0.167147 | 0.992783 | 0.985618 | 0.816125 | 5 | 1 |
| 35 | 4.4917e+18 | 105508 | 5850 | 192462 | 99.9688 | 0.031182 | 2 | 10 | 9.09237 | 10 | 10 | 0.886546 | 1 | 1 | 18.0356 | 0.055446 | 436 | 1 | 2231 | 1 | 1.82415 | 32.8995 | -1.83806 | 4.03484 | 1.43004 | 2.04503 | 0.551582 | 5 | 2 |
| 36 | -1.41898e+18 | 39945 | 173723 | 1.35322e+06 | 99.9805 | 0.0195006 | 1 | 5 | 4.04193 | 4 | 4 | 0.760484 | 0.75 | 0.75 | 0.229935 | 4.34905 | 5759 | 1 | 5365 | 1 | 33.8771 | 7.78952 | -0.602481 | 0.0354841 | 0.851367 | 0.724827 | 0.743144 | 5 | 1 |
| 37 | 6.87537e+18 | 85936 | 75477 | 9.09008e+06 | 99.8599 | 0.140145 | 1 | 5 | 3.96786 | 4 | 4 | 0.741966 | 0.75 | 0.75 | 1.13857 | 0.878293 | 3458 | 1 | 23424 | 1 | 105.777 | 120.435 | -0.646392 | 0.160485 | 0.899126 | 0.808428 | 0.775191 | 5 | 1 |
| 38 | -3.95814e+18 | 33273 | 137276 | 1.23905e+06 | 99.9729 | 0.0271271 | 1 | 5 | 4.23064 | 4 | 5 | 0.807659 | 0.75 | 1 | 0.24238 | 4.12575 | 9568 | 1 | 2779 | 1 | 37.239 | 9.02599 | -0.715378 | 0.0345035 | 0.774522 | 0.599884 | 0.678994 | 5 | 1 |
| 39 | 4.8689e+17 | 738701 | 28 | 2.12506e+06 | 89.7259 | 10.2741 | 1 | 5 | 3.63832 | 4 | 4 | 0.65958 | 0.75 | 0.75 | 26382.2 | 3.79044e-05 | 2038 | 1 | 137511 | 23739 | 2.87675 | 75894.9 | -0.684404 | -0.453177 | 1.24081 | 1.5396 | 0.921443 | 5 | 1 |
| 40 | 3.00477e+18 | 1623 | 61265 | 2.81172e+06 | 97.1723 | 2.82775 | 0 | 5 | 3.03653 | 3 | 4 | 0.607306 | 0.6 | 0.8 | 0.0264915 | 37.748 | 32864 | 1 | 1455 | 1 | 1732.42 | 45.8944 | -0.634601 | -0.572288 | 1.56316 | 2.44348 | 0.937888 | 6 | 1 |
| 41 | 6.76275e+18 | 40163 | 139738 | 664824 | 99.9882 | 0.0118458 | 1 | 5 | 3.99171 | 4 | 5 | 0.747927 | 0.75 | 1 | 0.287416 | 3.47927 | 1023 | 1 | 2026 | 1 | 16.5531 | 4.75765 | -1.13211 | 0.293369 | 1.20684 | 1.45647 | 0.832144 | 5 | 1 |
| 42 | -2.53995e+18 | 120492 | 755760 | 1.36683e+07 | 99.985 | 0.0150097 | 1 | 5 | 4.66643 | 5 | 5 | 0.916608 | 1 | 1 | 0.159432 | 6.27228 | 162169 | 1 | 1195 | 1 | 113.438 | 18.0855 | -2.20688 | 4.40479 | 0.689886 | 0.475943 | 0.458273 | 5 | 1 |
| 43 | -9.20684e+18 | 1508 | 2071 | 35497 | 98.8634 | 1.13661 | 0.5 | 4 | 3.0028 | 3 | 4 | 0.715087 | 0.714286 | 1 | 0.728151 | 1.37334 | 244 | 1 | 1044 | 1 | 23.5391 | 17.14 | -0.906324 | 0.205589 | 0.918692 | 0.843996 | 0.88171 | 8 | 0.5 |
| 44 | 5.61808e+18 | 226570 | 231637 | 1.13237e+06 | 99.9978 | 0.00215763 | 0 | 5 | 4.41102 | 5 | 5 | 0.882203 | 1 | 1 | 0.978125 | 1.02236 | 7671 | 1 | 1613 | 1 | 4.99787 | 4.88854 | -2.571 | 5.80559 | 1.26475 | 1.5996 | 0.511188 | 6 | 1 |
| 45 | -6.94909e+18 | 876145 | 2.36065e+06 | 2.28648e+08 | 99.9889 | 0.011055 | 0 | 5 | 1.80134 | 0 | 0 | 0.360268 | 0 | 0 | 0.371146 | 2.69436 | 119777 | 1 | 314685 | 1 | 260.971 | 96.8582 | 0.429454 | -1.59029 | 2.07267 | 4.29597 | 0.72004 | 6 | 1 |
| 46 | 8.23898e+17 | 5.05457e+06 | 3.11678e+06 | 1.14538e+07 | 99.9999 | 7.27044e-05 | 0 | 5 | 4.04733 | 4 | 5 | 0.809465 | 0.8 | 1 | 1.62172 | 0.616627 | 3221 | 1 | 1662 | 1 | 2.26604 | 3.67489 | -1.12017 | 0.214352 | 1.19573 | 1.42976 | 0.732753 | 6 | 1 |
| 47 | -4.50314e+18 | 54905 | 140 | 1.84237e+06 | 76.0317 | 23.9683 | -10 | 10 | 1.63466 | 2.25 | 9.9375 | 0.581733 | 0.6125 | 0.996875 | 392.179 | 0.00254986 | 140 | 8 | 54905 | 166 | 33.5556 | 13159.8 | -0.412793 | -0.685795 | 5.2924 | 28.0095 | 0.98759 | 641 | 0.03125 |
| 48 | -8.30868e+18 | 7689 | 136 | 105948 | 89.8683 | 10.1317 | -10 | 10 | 0.522317 | 0 | 0 | 0.526116 | 0.5 | 0.5 | 56.5368 | 0.0176876 | 135 | 1 | 7519 | 166 | 13.7792 | 779.029 | -0.238782 | -0.265552 | 4.94409 | 24.444 | 0.757583 | 2215 | 0.00903342 |
| 49 | -7.7577e+18 | 854 | 13012 | 458970 | 95.8697 | 4.13031 | 0.5 | 5 | 3.39556 | 3.5 | 4 | 0.643458 | 0.666667 | 0.777778 | 0.0656317 | 15.2365 | 4295 | 23 | 730 | 1 | 537.436 | 35.2728 | -0.633494 | 0.277408 | 0.991414 | 0.982901 | 0.878235 | 10 | 0.5 |
| 50 | 3.17929e+18 | 135359 | 168791 | 1.73593e+07 | 99.924 | 0.0759796 | 1 | 10 | 5.93844 | 6 | 10 | 0.548715 | 0.555556 | 1 | 0.801933 | 1.24699 | 25042 | 20 | 33389 | 1 | 128.247 | 102.845 | -0.197557 | -1.24342 | 3.11201 | 9.68458 | 0.966017 | 10 | 1 |
| 51 | 3.62426e+18 | 70619 | 385252 | 1.38721e+06 | 99.9949 | 0.00509889 | 0.5 | 5 | 3.80542 | 4 | 4 | 0.734537 | 0.777778 | 0.777778 | 0.183306 | 5.45536 | 5499 | 1 | 2147 | 1 | 19.6436 | 3.60078 | -0.777467 | 0.363422 | 0.999971 | 0.999942 | 0.780218 | 10 | 0.5 |
| 52 | -7.30062e+18 | 1.15763e+06 | 9560 | 1.29295e+06 | 99.9883 | 0.011683 | 1 | 5 | 4.05148 | 5 | 5 | 0.762871 | 1 | 1 | 121.091 | 0.00825823 | 41 | 1 | 28530 | 1 | 1.11689 | 135.246 | -1.24728 | 0.11425 | 1.37973 | 1.90366 | 0.761085 | 5 | 1 |
| 53 | -1.83833e+18 | 44784 | 1020 | 99893 | 99.7813 | 0.218681 | 1 | 5 | 4.20959 | 5 | 5 | 0.802399 | 1 | 1 | 43.9059 | 0.022776 | 250 | 1 | 1887 | 1 | 2.23055 | 97.9343 | -1.37232 | 1.10365 | 1.08063 | 1.16777 | 0.749802 | 5 | 1 |
| 54 | 1.75523e+18 | 6040 | 3706 | 1.00021e+06 | 95.5316 | 4.46836 | 1 | 5 | 3.58156 | 4 | 4 | 0.645391 | 0.75 | 0.75 | 1.62979 | 0.613576 | 2314 | 20 | 3428 | 1 | 165.598 | 269.889 | -0.553609 | -0.351975 | 1.1171 | 1.24792 | 0.904521 | 5 | 1 |
| 55 | -6.70854e+18 | 69878 | 10677 | 1.00001e+07 | 98.6597 | 1.34033 | 0.5 | 5 | 3.51242 | 4 | 4 | 0.669427 | 0.777778 | 0.777778 | 6.54472 | 0.152795 | 7359 | 20 | 34864 | 1 | 143.107 | 936.598 | -0.595973 | 0.00835315 | 1.06042 | 1.12449 | 0.830359 | 10 | 0.5 |
| 56 | 3.80347e+18 | 138493 | 26744 | 2.00003e+07 | 99.46 | 0.539985 | 0.5 | 5 | 3.52553 | 3.5 | 4 | 0.67234 | 0.666667 | 0.777778 | 5.17847 | 0.193107 | 9254 | 20 | 67310 | 1 | 144.414 | 747.841 | -0.655311 | 0.137466 | 1.05199 | 1.10668 | 0.851225 | 10 | 0.5 |
| 57 | -2.33137e+18 | 162541 | 59047 | 2.50001e+07 | 99.7395 | 0.260484 | 0.5 | 5 | 3.53385 | 3.5 | 4 | 0.67419 | 0.666667 | 0.777778 | 2.75274 | 0.363274 | 32202 | 20 | 81491 | 1 | 153.808 | 423.393 | -0.703614 | 0.22279 | 1.06074 | 1.12518 | 0.866802 | 10 | 0.5 |
| 58 | 7.73731e+18 | 943 | 1682 | 100000 | 93.6953 | 6.30467 | 1 | 5 | 3.52986 | 4 | 4 | 0.632465 | 0.75 | 0.75 | 0.560642 | 1.78367 | 737 | 20 | 583 | 1 | 106.045 | 59.453 | -0.510136 | -0.412779 | 1.12567 | 1.26714 | 0.911959 | 5 | 1 |
| 59 | -5.78606e+18 | 283228 | 53889 | 2.77534e+07 | 99.8182 | 0.181836 | 0.5 | 5 | 3.53045 | 3.5 | 4 | 0.673432 | 0.666667 | 0.777778 | 5.25577 | 0.190267 | 23715 | 1 | 97999 | 1 | 97.9898 | 515.011 | -0.697617 | 0.197098 | 1.06635 | 1.13711 | 0.865935 | 10 | 0.5 |
| 60 | -9.22203e+18 | 610 | 9724 | 100836 | 98.3 | 1.69997 | 0.5 | 5 | 3.50156 | 3.5 | 4 | 0.667013 | 0.666667 | 0.777778 | 0.0627314 | 15.941 | 2698 | 20 | 329 | 1 | 165.305 | 10.3698 | -0.63719 | 0.123248 | 1.04253 | 1.08687 | 0.86768 | 10 | 0.5 |
| 61 | -8.84218e+17 | 71707 | 38013 | 921398 | 99.9662 | 0.0338029 | 0 | 10 | 7.31263 | 7 | 8 | 0.731263 | 0.7 | 0.8 | 1.88638 | 0.530116 | 2875 | 1 | 3104 | 1 | 12.8495 | 24.239 | -0.822998 | 0.979205 | 1.85256 | 3.43197 | 0.810603 | 11 | 1 |
| 62 | 7.89465e+18 | 480189 | 17770 | 1.00481e+08 | 98.8224 | 1.17756 | 1 | 5 | 3.60429 | 4 | 4 | 0.651072 | 0.75 | 0.75 | 27.0225 | 0.0370063 | 17653 | 1 | 232944 | 3 | 209.252 | 5654.5 | -0.503654 | -0.329795 | 1.08522 | 1.1777 | 0.89213 | 5 | 1 |
| 63 | 7.67334e+18 | 104563 | 7519 | 438790 | 99.9442 | 0.0558108 | 0 | 10 | 8.18908 | 9 | 10 | 0.818908 | 0.9 | 1 | 13.9065 | 0.0719088 | 860 | 1 | 7155 | 1 | 4.19642 | 58.3575 | -1.29976 | 1.28819 | 2.07455 | 4.30376 | 0.74176 | 11 | 1 |
| 64 | 8.13782e+18 | 326 | 5111 | 26937 | 98.3833 | 1.61669 | 0 | 5 | 3.46885 | 3.5 | 4 | 0.693771 | 0.7 | 0.8 | 0.063784 | 15.6779 | 1721 | 1 | 80 | 1 | 82.6288 | 5.2704 | -0.78548 | 0.155979 | 1.13988 | 1.29932 | 0.876836 | 11 | 0.5 |
| 65 | -4.73033e+17 | 7642 | 11916 | 221367 | 99.7569 | 0.243095 | 1 | 13 | 9.57327 | 11 | 13 | 0.714439 | 0.833333 | 1 | 0.641323 | 1.55928 | 1632 | 10 | 4295 | 1 | 28.9672 | 18.5773 | -1.14424 | 0.338229 | 3.60374 | 12.987 | 0.866567 | 13 | 1 |
| 66 | -5.62718e+18 | 1.94888e+06 | 98213 | 1.15579e+08 | 99.9396 | 0.0603846 | 0 | 100 | 52.268 | 68 | 0 | 0.52268 | 0.68 | 0 | 19.8434 | 0.0503945 | 97993 | 1 | 783871 | 1 | 59.3055 | 1176.82 | -0.257188 | -1.63579 | 40.1683 | 1613.49 | 0.493087 | 101 | 1 |
| 67 | -8.51887e+17 | 1.82318e+06 | 136736 | 7.17872e+08 | 99.712 | 0.287962 | 1 | 5 | 3.16495 | 3 | 5 | 0.541238 | 0.5 | 1 | 13.3336 | 0.0749987 | 131533 | 30 | 337624 | 1000 | 393.747 | 5250.06 | -0.189435 | -1.5329 | 1.60129 | 2.56414 | 0.953802 | 5 | 1 |
| 68 | -8.79329e+18 | 15400 | 1000 | 365704 | 97.6253 | 2.3747 | 1 | 5 | 2.73356 | 3 | 1 | 0.433391 | 0.5 | 0 | 15.4 | 0.0649351 | 648 | 10 | 5587 | 66 | 23.747 | 365.704 | 0.239461 | -1.47395 | 1.56488 | 2.44885 | 0.958309 | 5 | 1 |
| 69 | 6.69974e+18 | 1.98793e+06 | 150346 | 6.99028e+06 | 99.9977 | 0.00233885 | 1 | 5 | 3.74858 | 4 | 5 | 0.687146 | 0.75 | 1 | 13.2224 | 0.0756295 | 3048 | 1 | 7673 | 5 | 3.51636 | 46.4946 | -0.842986 | -0.77744 | 1.4787 | 2.18657 | 0.868706 | 5 | 1 |