├── .github └── FUNDING.yml ├── .gitignore ├── README.md ├── LICENSE └── data.csv /.github/FUNDING.yml: -------------------------------------------------------------------------------- 1 | custom: ['https://www.buymeacoffee.com/bhattbhavesh91'] 2 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | MANIFEST 2 | build 3 | dist 4 | _build 5 | docs/man/*.gz 6 | docs/source/api/generated 7 | docs/source/config.rst 8 | docs/gh-pages 9 | notebook/i18n/*/LC_MESSAGES/*.mo 10 | notebook/i18n/*/LC_MESSAGES/nbjs.json 11 | notebook/static/components 12 | notebook/static/style/*.min.css* 13 | notebook/static/*/js/built/ 14 | notebook/static/*/built/ 15 | notebook/static/built/ 16 | notebook/static/*/js/main.min.js* 17 | notebook/static/lab/*bundle.js 18 | node_modules 19 | *.py[co] 20 | __pycache__ 21 | *.egg-info 22 | *~ 23 | *.bak 24 | .ipynb_checkpoints 25 | .tox 26 | .DS_Store 27 | \#*# 28 | .#* 29 | .coverage 30 | .pytest_cache 31 | src 32 | 33 | *.swp 34 | *.map 35 | .idea/ 36 | Read the Docs 37 | config.rst 38 | 39 | /.project 40 | /.pydevproject 41 | 42 | package-lock.json 43 | geckodriver.log 44 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # CatBoost Algorithm Tutorial 2 | 3 | **If you like my work, you can support me by buying me a coffee by clicking the link below** 4 | 5 | Buy Me A Coffee 6 | 7 | ## Click to open the Notebook directly in Google Colab 8 | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/bhattbhavesh91/catboost-tutorial/blob/master/catboost-notebook.ipynb) 9 | 10 | ## To view the video 11 | * [Click here](https://youtu.be/mUGAA02fGuw) 12 | * Click on the image below 13 | 14 | [![CatBoost Algorithm Tutorial](http://img.youtube.com/vi/mUGAA02fGuw/0.jpg)](http://www.youtube.com/watch?v=mUGAA02fGuw) 15 | 16 | 17 | ### Want to know more about me? 18 | ## Follow Me 19 | 20 | 21 | 22 | 23 | 24 | 25 |

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6050,4333,120,180,Yes,0 248 | 9703,0,112,360,Yes,1 249 | 6608,0,137,180,Yes,1 250 | 2882,1843,123,480,Yes,1 251 | ,1868,90,360,Yes,1 252 | 1668,3890,201,,No,0 253 | 3427,0,138,360,Yes,0 254 | 2583,2167,104,360,Yes,1 255 | 2661,7101,279,180,Yes,1 256 | 16250,0,192,360,No,0 257 | 3083,0,255,360,Yes,1 258 | 6045,0,115,360,No,0 259 | 5250,0,94,360,Yes,0 260 | 14683,2100,304,360,Yes,0 261 | 4931,0,128,360,No,0 262 | 6083,4250,330,360,No,1 263 | 2060,2209,134,360,Yes,1 264 | 3481,0,155,36,Yes,0 265 | 7200,0,120,360,Yes,1 266 | 5166,0,128,360,Yes,1 267 | 4095,3447,151,360,Yes,1 268 | 4708,1387,150,360,Yes,1 269 | 4333,1811,160,360,No,1 270 | 3418,0,135,360,Yes,0 271 | 2876,1560,90,360,Yes,1 272 | 3237,0,30,360,Yes,1 273 | 11146,0,136,360,Yes,1 274 | 2833,1857,126,360,Yes,1 275 | 2620,2223,150,360,Yes,1 276 | 3900,0,90,360,Yes,1 277 | 2750,1842,115,360,Yes,1 278 | 3993,3274,207,360,Yes,1 279 | 3103,1300,80,360,Yes,1 280 | 14583,0,436,360,Yes,1 281 | 4100,0,124,360,No,1 282 | 4053,2426,158,360,No,0 283 | 3927,800,112,360,Yes,1 284 | 2301,985.7999878,78,,Yes,1 285 | 1811,1666,54,360,Yes,1 286 | 20667,0,0,360,Yes,0 287 | 3158,3053,89,360,Yes,1 288 | 2600,1717,99,300,Yes,0 289 | 3704,2000,120,360,Yes,1 290 | 4124,0,115,360,Yes,1 291 | 9508,0,187,360,Yes,1 292 | 3075,2416,139,360,Yes,1 293 | 4400,0,127,360,No,0 294 | 3153,1560,134,360,Yes,1 295 | 5417,0,143,480,No,0 296 | 2383,3334,172,360,Yes,1 297 | 4416,1250,110,360,Yes,1 298 | 6875,0,200,360,Yes,1 299 | 4666,0,135,360,Yes,1 300 | 5000,2541,151,480,Yes,0 301 | 2014,2925,113,360,Yes,0 302 | 1800,2934,93,360,No,0 303 | 2875,1750,105,360,Yes,1 304 | 5000,0,132,360,Yes,1 305 | 1625,1803,96,360,Yes,1 306 | 4000,2500,140,360,Yes,1 307 | 2000,0,0,360,Yes,0 308 | 3762,1666,135,360,Yes,1 309 | 2400,1863,104,360,No,0 310 | 20233,0,480,360,Yes,0 311 | 7667,0,185,360,No,1 312 | 2917,0,84,360,Yes,1 313 | 2927,2405,111,360,Yes,1 314 | 2507,0,56,360,Yes,1 315 | 5746,0,144,84,No,1 316 | 2473,,159,360,Yes,0 317 | 3399,,111,180,Yes,1 318 | 3717,0,120,360,Yes,1 319 | 2058,2134,88,360,No,1 320 | 3541,0,112,360,No,1 321 | 10000,0,155,360,Yes,0 322 | 2400,2167,115,360,Yes,1 323 | 4342,189,124,360,Yes,1 324 | 3601,1590,0,360,Yes,1 325 | 3166,2985,132,360,No,1 326 | 15000,0,300,360,Yes,1 327 | 8666,4983,376,360,No,0 328 | 4917,0,130,360,No,1 329 | 5818,2160,184,360,Yes,1 330 | 4333,2451,110,360,Yes,0 331 | 2500,0,67,360,Yes,1 332 | 4384,1793,117,360,Yes,1 333 | 2935,0,98,360,Yes,1 334 | 2833,0,71,360,Yes,1 335 | 63337,0,490,180,Yes,1 336 | 9833,1833,182,180,Yes,1 337 | 5503,4490,70,0,Yes,1 338 | 5250,688,160,360,Yes,1 339 | 2500,4600,176,360,Yes,1 340 | 1830,0,0,360,No,0 341 | 4160,0,71,360,Yes,1 342 | 2647,1587,173,360,Yes,0 343 | 2378,0,46,360,Yes,0 344 | 4554,1229,158,360,Yes,1 345 | 3173,0,74,360,Yes,1 346 | 2583,2330,125,360,Yes,1 347 | 2499,2458,160,360,Yes,1 348 | 3523,3230,152,360,No,0 349 | 3083,2168,126,360,Yes,1 350 | 6333,4583,259,360,No,1 351 | 2625,6250,187,360,Yes,1 352 | 9083,0,228,360,Yes,1 353 | 8750,4167,308,360,Yes,0 354 | 2666,2083,95,360,Yes,1 355 | 5500,0,105,360,No,0 356 | 2423,505,130,360,Yes,1 357 | 3813,0,116,180,Yes,1 358 | 8333,3167,165,360,Yes,1 359 | 3875,0,67,360,Yes,0 360 | 3000,1666,100,480,No,0 361 | 5167,3167,200,360,Yes,1 362 | 4723,0,81,360,Yes,0 363 | 5000,3667,236,360,Yes,1 364 | 4750,2333,130,360,Yes,1 365 | 3013,3033,95,300,No,1 366 | 6822,0,141,360,Yes,1 367 | 6216,0,133,360,Yes,0 368 | 2500,0,96,480,Yes,0 369 | 5124,0,124,0,No,0 370 | 6325,0,175,360,Yes,1 371 | 19730,5266,570,360,Yes,0 372 | 15759,0,55,360,Yes,1 373 | 5185,0,155,360,Yes,1 374 | 9323,7873,380,300,Yes,1 375 | 3062,1987,111,180,No,0 376 | 2764,1459,110,360,Yes,1 377 | 4817,923,120,180,Yes,1 378 | 8750,4996,130,360,Yes,1 379 | 4310,0,130,360,No,1 380 | 3069,0,71,480,Yes,0 381 | 5391,0,130,360,Yes,1 382 | 3333,2500,128,360,Yes,1 383 | 5941,4232,296,360,Yes,1 384 | 6000,0,156,360,Yes,1 385 | 7167,0,128,360,Yes,1 386 | 4566,0,100,360,Yes,0 387 | 3667,0,113,180,Yes,1 388 | 2346,1600,132,360,Yes,1 389 | 3010,3136,0,360,No,0 390 | 2333,2417,136,360,Yes,1 391 | 5488,0,125,360,Yes,1 392 | 9167,0,185,360,Yes,1 393 | 9504,0,275,360,Yes,1 394 | 2583,2115,120,360,No,1 395 | 1993,1625,113,180,Yes,1 396 | 3100,1400,113,360,Yes,1 397 | 3276,484,135,360,No,1 398 | 3180,0,71,360,No,0 399 | 3033,1459,95,360,Yes,1 400 | 3902,1666,109,360,Yes,1 401 | 1500,1800,103,360,No,0 402 | 2889,0,45,180,No,0 403 | 2755,0,65,300,Yes,0 404 | 2500,20000,103,360,Yes,1 405 | 1963,0,53,360,Yes,1 406 | 7441,0,194,360,Yes,0 407 | 4547,0,115,360,Yes,1 408 | 2167,2400,115,360,Yes,1 409 | 2213,0,66,360,Yes,1 410 | 8300,0,152,300,No,0 411 | 81000,0,360,360,No,0 412 | 3867,0,62,360,Yes,0 413 | 6256,0,160,360,No,1 414 | 6096,0,218,360,No,0 415 | 2253,2033,110,360,Yes,1 416 | 2149,3237,178,360,No,0 417 | 2995,0,60,360,Yes,1 418 | 2600,0,160,360,Yes,0 419 | 1600,20000,239,360,Yes,0 420 | 1025,2773,112,360,Yes,1 421 | 3246,1417,138,360,Yes,1 422 | 5829,0,138,360,Yes,1 423 | 2720,0,80,0,No,0 424 | 1820,1719,100,360,Yes,1 425 | 7250,1667,110,0,No,0 426 | 14880,0,96,360,Yes,1 427 | 2666,4300,121,360,Yes,1 428 | 4606,0,81,360,Yes,0 429 | 5935,0,133,360,Yes,1 430 | 2920,16.12000084,87,360,Yes,1 431 | 2717,0,60,180,Yes,1 432 | 8624,0,150,360,Yes,1 433 | 6500,0,105,360,No,0 434 | 12876,0,405,360,Yes,1 435 | 2425,2340,143,360,Yes,1 436 | 3750,0,100,360,Yes,1 437 | 10047,0,0,240,Yes,1 438 | 1926,1851,50,360,Yes,1 439 | 2213,1125,0,360,Yes,1 440 | 10416,0,187,360,No,0 441 | 7142,0,138,360,Yes,1 442 | 3660,5064,187,360,Yes,1 443 | 7901,1833,180,360,Yes,1 444 | 4707,1993,148,360,Yes,1 445 | 37719,0,152,360,Yes,1 446 | 7333,8333,175,300,No,1 447 | 3466,1210,130,360,Yes,1 448 | 4652,0,110,360,Yes,1 449 | 3539,1376,55,360,Yes,0 450 | 3340,1710,150,360,No,0 451 | 2769,1542,190,360,No,0 452 | 2309,1255,125,360,No,0 453 | 1958,1456,60,300,No,1 454 | 3948,1733,149,360,No,0 455 | 2483,2466,90,180,No,1 456 | 7085,0,84,360,Yes,1 457 | 3859,0,96,360,Yes,1 458 | 4301,0,118,360,Yes,1 459 | 3708,2569,173,360,Yes,0 460 | 4354,0,136,360,Yes,1 461 | 8334,0,160,360,Yes,0 462 | 2083,4083,160,360,No,1 463 | 7740,0,128,180,Yes,1 464 | 3015,2188,153,360,Yes,1 465 | 5191,0,132,360,Yes,1 466 | 4166,0,98,360,No,0 467 | 6000,0,140,360,Yes,1 468 | 2947,1664,70,180,No,0 469 | 16692,0,110,360,Yes,1 470 | 210,2917,98,360,Yes,1 471 | 4333,2451,110,360,Yes,0 472 | 3450,2079,162,360,Yes,1 473 | 2653,1500,113,180,No,0 474 | 4691,0,100,360,Yes,1 475 | 2500,0,93,360,No,1 476 | 5532,4648,162,360,Yes,1 477 | 16525,1014,150,360,Yes,1 478 | 6700,1750,230,300,Yes,1 479 | 2873,1872,132,360,No,0 480 | 16667,2250,86,360,Yes,1 481 | 2947,1603,0,360,Yes,0 482 | 4350,0,154,360,Yes,1 483 | 3095,0,113,360,Yes,1 484 | 2083,3150,128,360,Yes,1 485 | 10833,0,234,360,Yes,1 486 | 8333,0,246,360,Yes,1 487 | 1958,2436,131,360,Yes,1 488 | 3547,0,80,360,No,0 489 | 18333,0,500,360,Yes,0 490 | 4583,2083,160,360,Yes,1 491 | 2435,0,75,360,Yes,0 492 | 2699,2785,96,360,No,1 493 | 5333,1131,186,360,No,1 494 | 3691,0,110,360,Yes,1 495 | 17263,0,225,360,Yes,1 496 | 3597,2157,119,360,No,0 497 | 3326,913,105,84,Yes,1 498 | 2600,1700,107,360,Yes,1 499 | 4625,2857,111,12,No,1 500 | 2895,0,95,360,Yes,1 501 | 6283,4416,209,360,No,0 502 | 645,3683,113,480,Yes,1 503 | 3159,0,100,360,Yes,1 504 | 4865,5624,208,360,Yes,1 505 | 4050,5302,138,360,No,0 506 | 3814,1483,124,300,Yes,1 507 | 3510,4416,243,360,Yes,1 508 | 20833,6667,480,360,No,1 509 | 3583,0,96,360,Yes,0 510 | 2479,3013,188,360,Yes,1 511 | 13262,0,40,360,Yes,1 512 | 3598,1287,100,360,Yes,0 513 | 6065,2004,250,360,Yes,1 514 | 3283,2035,148,360,Yes,1 515 | 2130,6666,70,180,Yes,0 516 | 5815,3666,311,360,Yes,0 517 | 3466,3428,150,360,Yes,1 518 | 2031,1632,113,480,Yes,1 519 | 3074,1800,123,360,No,0 520 | 4683,1915,185,360,Yes,0 521 | 3400,0,95,360,Yes,0 522 | 2192,1742,45,360,Yes,1 523 | 2500,0,55,360,Yes,1 524 | 5677,1424,100,360,Yes,1 525 | 7948,7166,480,360,Yes,1 526 | 4680,2087,0,360,Yes,0 527 | 17500,0,400,360,Yes,1 528 | 3775,0,110,360,Yes,1 529 | 5285,1430,161,360,No,1 530 | 2679,1302,94,360,Yes,1 531 | 6783,0,130,360,Yes,1 532 | 1025,5500,216,360,No,1 533 | 4281,0,100,360,Yes,1 534 | 3588,0,110,360,No,0 535 | 11250,0,196,360,No,0 536 | 18165,0,125,360,Yes,1 537 | 2550,2042,126,360,Yes,1 538 | 6133,3906,324,360,Yes,1 539 | 3617,0,107,360,Yes,1 540 | 2917,536,66,360,Yes,0 541 | 6417,0,157,180,Yes,1 542 | 4608,2845,140,180,Yes,1 543 | 2138,0,99,360,No,0 544 | 3652,0,95,360,Yes,1 545 | 2239,2524,128,360,Yes,1 546 | 3017,663,102,360,No,1 547 | 2768,1950,155,360,Yes,1 548 | 3358,0,80,36,Yes,0 549 | 2526,1783,145,360,Yes,1 550 | 5000,0,103,360,No,0 551 | 2785,2016,110,360,Yes,1 552 | 6633,0,0,360,No,0 553 | 2492,2375,0,360,Yes,1 554 | 3333,3250,158,360,Yes,1 555 | 2454,2333,181,360,No,0 556 | 3593,4266,132,180,No,0 557 | 5468,1032,26,360,Yes,1 558 | 2667,1625,84,360,No,1 559 | 10139,0,260,360,Yes,1 560 | 3887,2669,162,360,Yes,1 561 | 4180,2306,182,360,Yes,1 562 | 3675,242,108,360,Yes,1 563 | 19484,0,600,360,Yes,1 564 | 5923,2054,211,360,Yes,1 565 | 5800,0,132,360,Yes,1 566 | 8799,0,258,360,No,0 567 | 4467,0,120,360,No,1 568 | 3333,0,70,360,Yes,1 569 | 3400,2500,123,360,No,0 570 | 2378,0,9,360,Yes,0 571 | 3166,2064,104,360,No,0 572 | 3417,1750,186,360,Yes,1 573 | 5116,1451,165,360,No,0 574 | 16666,0,275,360,Yes,1 575 | 6125,1625,187,480,Yes,0 576 | 6406,0,150,360,Yes,0 577 | 3159,461,108,84,Yes,1 578 | 3087,2210,136,360,No,0 579 | 3229,2739,110,360,Yes,1 580 | 1782,2232,107,360,Yes,1 581 | 3182,2917,161,360,Yes,1 582 | 6540,0,205,360,Yes,1 583 | 1836,33837,90,360,Yes,0 584 | 3166,0,36,360,Yes,1 585 | 1880,0,61,360,No,0 586 | 2787,1917,146,360,No,0 587 | 4283,3000,172,84,Yes,0 588 | 2297,1522,104,360,Yes,1 589 | 2165,0,70,360,Yes,1 590 | 4750,0,94,360,Yes,1 591 | 2726,0,106,360,No,0 592 | 3000,3416,56,180,Yes,1 593 | 6000,0,205,240,Yes,0 594 | 9357,0,292,360,Yes,1 595 | 3859,3300,142,180,Yes,1 596 | 16120,0,260,360,Yes,1 597 | 3833,0,110,360,Yes,1 598 | 6383,1000,187,360,Yes,0 599 | 2987,0,88,360,No,0 600 | 9963,0,180,360,Yes,1 601 | 5780,0,192,360,Yes,1 602 | 416,41667,350,180,No,0 603 | 2894,2792,155,360,Yes,1 604 | 5703,0,128,360,Yes,1 605 | 3676,4301,172,360,Yes,1 606 | 12000,0,496,360,Yes,1 607 | 2400,3800,0,180,Yes,0 608 | 3400,2500,173,360,Yes,1 609 | 3987,1411,157,360,Yes,1 610 | 3232,1950,108,360,Yes,1 611 | 2900,0,71,360,Yes,1 612 | 4106,0,40,180,Yes,1 613 | 8072,240,253,360,Yes,1 614 | 7583,0,187,360,Yes,1 615 | 4583,0,133,360,No,0 616 | --------------------------------------------------------------------------------