├── Coding Challenges ├── Day_1_Python Warmup.ipynb ├── Day_2_Data Processing and EDA.ipynb ├── Day_3_Model Building.ipynb ├── Day_4_End_to_End_Model.ipynb ├── Day_5_Bonus Interactive Notebook.ipynb └── data │ ├── employee_data.csv │ ├── yelp.csv │ └── yelp.json ├── README.md ├── data ├── new_test.csv ├── new_train2.csv ├── preprocessed_data.csv └── submission.csv ├── notebook ├── .ipynb_checkpoints │ ├── Day 2 Notebook-checkpoint.ipynb │ └── Day 3 Notebook-checkpoint.ipynb ├── Day 2 Notebook.ipynb └── Day 3 Notebook.ipynb └── requirements.txt /Coding Challenges/Day_1_Python Warmup.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Variables and Lists\n" 8 | ] 9 | }, 10 | { 11 | "cell_type": "markdown", 12 | "metadata": {}, 13 | "source": [ 14 | "## Variables\n", 15 | "\n", 16 | "**A Python variable is a reserved memory location to store values. In other words, a variable in a python program gives data to the computer for processing.**\n" 17 | ] 18 | }, 19 | { 20 | "cell_type": "code", 21 | "execution_count": 6, 22 | "metadata": {}, 23 | "outputs": [ 24 | { 25 | "name": "stdout", 26 | "output_type": "stream", 27 | "text": [ 28 | "100\n" 29 | ] 30 | } 31 | ], 32 | "source": [ 33 | "# Let see an example. We will declare variable \"a\" and print it.\n", 34 | "\n", 35 | "variable_1 = 100\n", 36 | "\n", 37 | "print(variable_1)" 38 | ] 39 | }, 40 | { 41 | "cell_type": "code", 42 | "execution_count": 7, 43 | "metadata": {}, 44 | "outputs": [], 45 | "source": [ 46 | "# we can also store a text which is called as a string\n", 47 | "\n", 48 | "variable_2 = 'this is a string'\n" 49 | ] 50 | }, 51 | { 52 | "cell_type": "markdown", 53 | "metadata": {}, 54 | "source": [ 55 | "**You can re-declare and re-assign the variable even after you have declared it once.**" 56 | ] 57 | }, 58 | { 59 | "cell_type": "code", 60 | "execution_count": 5, 61 | "metadata": {}, 62 | "outputs": [ 63 | { 64 | "name": "stdout", 65 | "output_type": "stream", 66 | "text": [ 67 | "45\n" 68 | ] 69 | } 70 | ], 71 | "source": [ 72 | "# lets re-decalre and re-assign the same variable 'a' here\n", 73 | "\n", 74 | "variable_1 = 45\n", 75 | "\n", 76 | "print(variable_1)" 77 | ] 78 | }, 79 | { 80 | "cell_type": "code", 81 | "execution_count": 8, 82 | "metadata": {}, 83 | "outputs": [ 84 | { 85 | "name": "stdout", 86 | "output_type": "stream", 87 | "text": [ 88 | "this is another string\n" 89 | ] 90 | } 91 | ], 92 | "source": [ 93 | "# we can also store a text which is called as a string\n", 94 | "\n", 95 | "variable_2 = 'this is another string'\n", 96 | "\n", 97 | "print(variable_2)" 98 | ] 99 | }, 100 | { 101 | "cell_type": "markdown", 102 | "metadata": {}, 103 | "source": [ 104 | "## Do it yourself\n", 105 | "\n", 106 | "* Create a varaible, assign it with any number and replace the number in the form of its spelling\n", 107 | " * For example replace 45 with 'forty-five'" 108 | ] 109 | }, 110 | { 111 | "cell_type": "code", 112 | "execution_count": null, 113 | "metadata": {}, 114 | "outputs": [], 115 | "source": [] 116 | }, 117 | { 118 | "cell_type": "markdown", 119 | "metadata": {}, 120 | "source": [ 121 | "## Lists\n", 122 | "\n", 123 | "**Lists in Python represent ordered sequences of values. Here is an example of how to create them:**\n" 124 | ] 125 | }, 126 | { 127 | "cell_type": "code", 128 | "execution_count": 9, 129 | "metadata": {}, 130 | "outputs": [], 131 | "source": [ 132 | "primes = [2, 3, 5, 7]" 133 | ] 134 | }, 135 | { 136 | "cell_type": "markdown", 137 | "metadata": {}, 138 | "source": [ 139 | "**We can put other types in lists as well**" 140 | ] 141 | }, 142 | { 143 | "cell_type": "code", 144 | "execution_count": 10, 145 | "metadata": {}, 146 | "outputs": [], 147 | "source": [ 148 | "planets = ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']" 149 | ] 150 | }, 151 | { 152 | "cell_type": "markdown", 153 | "metadata": {}, 154 | "source": [ 155 | "## Do it yourself\n", 156 | "\n", 157 | "* Create a list of the 7 days of the week and store it in a variable called `weekdays`" 158 | ] 159 | }, 160 | { 161 | "cell_type": "code", 162 | "execution_count": null, 163 | "metadata": {}, 164 | "outputs": [], 165 | "source": [] 166 | }, 167 | { 168 | "cell_type": "markdown", 169 | "metadata": {}, 170 | "source": [ 171 | "**We can even make a list of lists:**" 172 | ] 173 | }, 174 | { 175 | "cell_type": "code", 176 | "execution_count": 12, 177 | "metadata": {}, 178 | "outputs": [], 179 | "source": [ 180 | "hands = [\n", 181 | " ['J', 'Q', 'K'],\n", 182 | " ['2', '2', '2'],\n", 183 | " ['6', 'A', 'K'], # (Comma after the last element is optional)\n", 184 | "]\n", 185 | "# (I could also have written this on one line, but it can get hard to read)\n", 186 | "hands = [['J', 'Q', 'K'], ['2', '2', '2'], ['6', 'A', 'K']]\n" 187 | ] 188 | }, 189 | { 190 | "cell_type": "markdown", 191 | "metadata": {}, 192 | "source": [ 193 | "**A list can contain a mix of different types of variables:**\n" 194 | ] 195 | }, 196 | { 197 | "cell_type": "code", 198 | "execution_count": 13, 199 | "metadata": {}, 200 | "outputs": [], 201 | "source": [ 202 | "my_favourite_things = [32, 'raindrops on roses', help]\n", 203 | "# (Yes, Python's help function is *definitely* one of my favourite things)" 204 | ] 205 | }, 206 | { 207 | "cell_type": "markdown", 208 | "metadata": {}, 209 | "source": [ 210 | "## Do it yourself\n", 211 | "\n", 212 | "* Create a a list containing two list, the first should be the 7 weekdays and the second as the corresponding dates from today that is the 6th of July which is a Monday." 213 | ] 214 | }, 215 | { 216 | "cell_type": "code", 217 | "execution_count": null, 218 | "metadata": {}, 219 | "outputs": [], 220 | "source": [] 221 | }, 222 | { 223 | "cell_type": "markdown", 224 | "metadata": {}, 225 | "source": [ 226 | "\n", 227 | "## Indexing\n", 228 | "\n", 229 | "You can access individual list elements with square brackets.\n", 230 | "\n", 231 | "Which planet is closest to the sun? Python uses zero-based indexing, so the first element has index 0.Let us look at some examples:\n" 232 | ] 233 | }, 234 | { 235 | "cell_type": "code", 236 | "execution_count": 14, 237 | "metadata": {}, 238 | "outputs": [ 239 | { 240 | "data": { 241 | "text/plain": [ 242 | "'Mercury'" 243 | ] 244 | }, 245 | "execution_count": 14, 246 | "metadata": {}, 247 | "output_type": "execute_result" 248 | } 249 | ], 250 | "source": [ 251 | "planets[0]" 252 | ] 253 | }, 254 | { 255 | "cell_type": "markdown", 256 | "metadata": {}, 257 | "source": [ 258 | "What's the next closest planet?" 259 | ] 260 | }, 261 | { 262 | "cell_type": "code", 263 | "execution_count": 15, 264 | "metadata": {}, 265 | "outputs": [ 266 | { 267 | "data": { 268 | "text/plain": [ 269 | "'Venus'" 270 | ] 271 | }, 272 | "execution_count": 15, 273 | "metadata": {}, 274 | "output_type": "execute_result" 275 | } 276 | ], 277 | "source": [ 278 | "planets[1]" 279 | ] 280 | }, 281 | { 282 | "cell_type": "markdown", 283 | "metadata": {}, 284 | "source": [ 285 | "\n", 286 | "\n", 287 | "Which planet is furthest from the sun?\n", 288 | "\n", 289 | "Elements at the end of the list can be accessed with negative numbers, starting from -1:\n" 290 | ] 291 | }, 292 | { 293 | "cell_type": "code", 294 | "execution_count": 17, 295 | "metadata": {}, 296 | "outputs": [ 297 | { 298 | "data": { 299 | "text/plain": [ 300 | "'Neptune'" 301 | ] 302 | }, 303 | "execution_count": 17, 304 | "metadata": {}, 305 | "output_type": "execute_result" 306 | } 307 | ], 308 | "source": [ 309 | "planets[-1]" 310 | ] 311 | }, 312 | { 313 | "cell_type": "markdown", 314 | "metadata": {}, 315 | "source": [ 316 | "\n", 317 | "## Slicing\n", 318 | "\n", 319 | "What are the first three planets? We can answer this question using slicing:\n" 320 | ] 321 | }, 322 | { 323 | "cell_type": "code", 324 | "execution_count": 19, 325 | "metadata": {}, 326 | "outputs": [ 327 | { 328 | "data": { 329 | "text/plain": [ 330 | "['Mercury', 'Venus', 'Earth']" 331 | ] 332 | }, 333 | "execution_count": 19, 334 | "metadata": {}, 335 | "output_type": "execute_result" 336 | } 337 | ], 338 | "source": [ 339 | "planets[:3]" 340 | ] 341 | }, 342 | { 343 | "cell_type": "markdown", 344 | "metadata": {}, 345 | "source": [ 346 | "## Do it yourself\n", 347 | "\n", 348 | "* Find the third day of the week from the list `weekdays` and also the date for the same.\n", 349 | "\n", 350 | "* Print the first three days of the week" 351 | ] 352 | }, 353 | { 354 | "cell_type": "markdown", 355 | "metadata": {}, 356 | "source": [ 357 | "## Loops\n", 358 | "\n", 359 | "Loops are a way to repeatedly execute some code. Here's an example:\n" 360 | ] 361 | }, 362 | { 363 | "cell_type": "code", 364 | "execution_count": null, 365 | "metadata": {}, 366 | "outputs": [], 367 | "source": [ 368 | "planets = ['Mercury', 'Venus', 'Earth', 'Mars', 'Jupiter', 'Saturn', 'Uranus', 'Neptune']\n", 369 | "for planet in planets:\n", 370 | " print(planet, end=' ') # print all on same line\n" 371 | ] 372 | }, 373 | { 374 | "cell_type": "markdown", 375 | "metadata": {}, 376 | "source": [ 377 | "The for loop specifies\n", 378 | "\n", 379 | " * the variable name to use (in this case, planet)\n", 380 | " \n", 381 | " * the set of values to loop over (in this case, planets)\n", 382 | "\n", 383 | "You use the word \"in\" to link them together.\n", 384 | "\n", 385 | "The object to the right of the \"in\" can be any object that supports iteration. Basically, if it can be thought of as a group of things, you can probably loop over it. In addition to lists, we can iterate over the elements of a tuple:\n" 386 | ] 387 | }, 388 | { 389 | "cell_type": "code", 390 | "execution_count": null, 391 | "metadata": {}, 392 | "outputs": [], 393 | "source": [ 394 | "multiplicands = [2, 2, 2, 3, 3, 5]\n", 395 | "product = 1\n", 396 | "for mult in multiplicands:\n", 397 | " product = product * mult\n", 398 | "product\n" 399 | ] 400 | }, 401 | { 402 | "cell_type": "markdown", 403 | "metadata": {}, 404 | "source": [ 405 | "\n", 406 | "You can even loop through each character in a string:\n" 407 | ] 408 | }, 409 | { 410 | "cell_type": "code", 411 | "execution_count": null, 412 | "metadata": {}, 413 | "outputs": [], 414 | "source": [ 415 | "s = 'steganograpHy is the practicE of conceaLing a file, message, image, or video within another fiLe, message, image, Or video.'\n", 416 | "msg = ''\n", 417 | "# print all the uppercase letters in s, one at a time\n", 418 | "for char in s:\n", 419 | " if char.isupper():\n", 420 | " print(char, end='') " 421 | ] 422 | }, 423 | { 424 | "cell_type": "markdown", 425 | "metadata": {}, 426 | "source": [ 427 | "## Do it yourself\n", 428 | "\n", 429 | "## Task 1\n", 430 | "\n", 431 | "* Create a list of all the 7 days of the weeks and store it in the variable `weekdays`.\n", 432 | "\n", 433 | "* Iterate through the first 5 days of the week stored in the variable `weekdays` and print them.\n", 434 | "\n", 435 | "\n", 436 | "\n", 437 | "## Task 2\n", 438 | "\n", 439 | "* Iterate the elements in the list defined below, divide each number by 5 and print quotient for each of the element.\n", 440 | "\n", 441 | "elements = [10,20,30,40,50]\n" 442 | ] 443 | }, 444 | { 445 | "cell_type": "code", 446 | "execution_count": null, 447 | "metadata": {}, 448 | "outputs": [], 449 | "source": [ 450 | "# write the code here\n" 451 | ] 452 | } 453 | ], 454 | "metadata": { 455 | "kernelspec": { 456 | "display_name": "Python 3", 457 | "language": "python", 458 | "name": "python3" 459 | }, 460 | "language_info": { 461 | "codemirror_mode": { 462 | "name": "ipython", 463 | "version": 3 464 | }, 465 | "file_extension": ".py", 466 | "mimetype": "text/x-python", 467 | "name": "python", 468 | "nbconvert_exporter": "python", 469 | "pygments_lexer": "ipython3", 470 | "version": "3.7.4" 471 | } 472 | }, 473 | "nbformat": 4, 474 | "nbformat_minor": 4 475 | } 476 | -------------------------------------------------------------------------------- /Coding Challenges/Day_4_End_to_End_Model.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "# Yelp Business Rating" 8 | ] 9 | }, 10 | { 11 | "cell_type": "markdown", 12 | "metadata": {}, 13 | "source": [ 14 | "## Introduction\n", 15 | "\n", 16 | "This assignment uses a small subset of the data from Kaggle's [Yelp Business Rating Prediction](https://www.kaggle.com/c/yelp-recsys-2013) competition.\n", 17 | "\n", 18 | "**Description of the data:**\n", 19 | "\n", 20 | "- `yelp.json` is the original format of the file. `yelp.csv` contains the same data, in a more convenient format. Both of the files are in this repo, so there is no need to download the data from the Kaggle website.\n", 21 | "- Each observation in this dataset is a review of a particular business by a particular user.\n", 22 | "- The \"stars\" column is the number of stars (1 through 5) assigned by the reviewer to the business. (Higher stars is better.) In other words, it is the rating of the business by the person who wrote the review.\n", 23 | "- The \"cool\" column is the number of \"cool\" votes this review received from other Yelp users. All reviews start with 0 \"cool\" votes, and there is no limit to how many \"cool\" votes a review can receive. In other words, it is a rating of the review itself, not a rating of the business.\n", 24 | "- The \"useful\" and \"funny\" columns are similar to the \"cool\" column." 25 | ] 26 | }, 27 | { 28 | "cell_type": "markdown", 29 | "metadata": {}, 30 | "source": [ 31 | "## Task 1\n", 32 | "\n", 33 | "Read `yelp.csv` into a DataFrame." 34 | ] 35 | }, 36 | { 37 | "cell_type": "code", 38 | "execution_count": 1, 39 | "metadata": {}, 40 | "outputs": [ 41 | { 42 | "data": { 43 | "text/html": [ 44 | "
\n", 45 | "\n", 58 | "\n", 59 | " \n", 60 | " \n", 61 | " \n", 62 | " \n", 63 | " \n", 64 | " \n", 65 | " \n", 66 | " \n", 67 | " \n", 68 | " \n", 69 | " \n", 70 | " \n", 71 | " \n", 72 | " \n", 73 | " \n", 74 | " \n", 75 | " \n", 76 | " \n", 77 | " \n", 78 | " \n", 79 | " \n", 80 | " \n", 81 | " \n", 82 | " \n", 83 | " \n", 84 | " \n", 85 | " \n", 86 | " \n", 87 | " \n", 88 | " \n", 89 | "
business_iddatereview_idstarstexttypeuser_idcoolusefulfunny
09yKzy9PApeiPPOUJEtnvkg2011-01-26fWKvX83p0-ka4JS3dc6E5A5My wife took me here on my birthday for breakf...reviewrLtl8ZkDX5vH5nAx9C3q5Q250
\n", 90 | "
" 91 | ], 92 | "text/plain": [ 93 | " business_id date review_id stars \\\n", 94 | "0 9yKzy9PApeiPPOUJEtnvkg 2011-01-26 fWKvX83p0-ka4JS3dc6E5A 5 \n", 95 | "\n", 96 | " text type \\\n", 97 | "0 My wife took me here on my birthday for breakf... review \n", 98 | "\n", 99 | " user_id cool useful funny \n", 100 | "0 rLtl8ZkDX5vH5nAx9C3q5Q 2 5 0 " 101 | ] 102 | }, 103 | "execution_count": 1, 104 | "metadata": {}, 105 | "output_type": "execute_result" 106 | } 107 | ], 108 | "source": [ 109 | "# access yelp.csv using a relative path\n", 110 | "import pandas as pd\n", 111 | "yelp = pd.read_csv('../data/yelp.csv')\n", 112 | "yelp.head(1)" 113 | ] 114 | }, 115 | { 116 | "cell_type": "markdown", 117 | "metadata": {}, 118 | "source": [ 119 | "## Task 1 (Bonus)\n", 120 | "\n", 121 | "Ignore the `yelp.csv` file, and construct this DataFrame yourself from `yelp.json`. This involves reading the data into Python, decoding the JSON, converting it to a DataFrame, and adding individual columns for each of the vote types." 122 | ] 123 | }, 124 | { 125 | "cell_type": "code", 126 | "execution_count": 2, 127 | "metadata": {}, 128 | "outputs": [ 129 | { 130 | "name": "stderr", 131 | "output_type": "stream", 132 | "text": [ 133 | "/Users/kvsdileep/opt/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:4: DeprecationWarning: 'U' mode is deprecated\n", 134 | " after removing the cwd from sys.path.\n" 135 | ] 136 | } 137 | ], 138 | "source": [ 139 | "# read the data from yelp.json into a list of rows\n", 140 | "# each row is decoded into a dictionary using using json.loads()\n", 141 | "import json\n", 142 | "with open('../data/yelp.json', 'rU') as f:\n", 143 | " data = [json.loads(row) for row in f]" 144 | ] 145 | }, 146 | { 147 | "cell_type": "code", 148 | "execution_count": 3, 149 | "metadata": {}, 150 | "outputs": [ 151 | { 152 | "data": { 153 | "text/plain": [ 154 | "{'votes': {'funny': 0, 'useful': 5, 'cool': 2},\n", 155 | " 'user_id': 'rLtl8ZkDX5vH5nAx9C3q5Q',\n", 156 | " 'review_id': 'fWKvX83p0-ka4JS3dc6E5A',\n", 157 | " 'stars': 5,\n", 158 | " 'date': '2011-01-26',\n", 159 | " 'text': 'My wife took me here on my birthday for breakfast and it was excellent. The weather was perfect which made sitting outside overlooking their grounds an absolute pleasure. Our waitress was excellent and our food arrived quickly on the semi-busy Saturday morning. It looked like the place fills up pretty quickly so the earlier you get here the better.\\n\\nDo yourself a favor and get their Bloody Mary. It was phenomenal and simply the best I\\'ve ever had. I\\'m pretty sure they only use ingredients from their garden and blend them fresh when you order it. It was amazing.\\n\\nWhile EVERYTHING on the menu looks excellent, I had the white truffle scrambled eggs vegetable skillet and it was tasty and delicious. It came with 2 pieces of their griddled bread with was amazing and it absolutely made the meal complete. It was the best \"toast\" I\\'ve ever had.\\n\\nAnyway, I can\\'t wait to go back!',\n", 160 | " 'type': 'review',\n", 161 | " 'business_id': '9yKzy9PApeiPPOUJEtnvkg'}" 162 | ] 163 | }, 164 | "execution_count": 3, 165 | "metadata": {}, 166 | "output_type": "execute_result" 167 | } 168 | ], 169 | "source": [ 170 | "# show the first review\n", 171 | "data[0]" 172 | ] 173 | }, 174 | { 175 | "cell_type": "code", 176 | "execution_count": 4, 177 | "metadata": {}, 178 | "outputs": [ 179 | { 180 | "data": { 181 | "text/html": [ 182 | "
\n", 183 | "\n", 196 | "\n", 197 | " \n", 198 | " \n", 199 | " \n", 200 | " \n", 201 | " \n", 202 | " \n", 203 | " \n", 204 | " \n", 205 | " \n", 206 | " \n", 207 | " \n", 208 | " \n", 209 | " \n", 210 | " \n", 211 | " \n", 212 | " \n", 213 | " \n", 214 | " \n", 215 | " \n", 216 | " \n", 217 | " \n", 218 | " \n", 219 | " \n", 220 | " \n", 221 | " \n", 222 | " \n", 223 | "
votesuser_idreview_idstarsdatetexttypebusiness_id
0{'funny': 0, 'useful': 5, 'cool': 2}rLtl8ZkDX5vH5nAx9C3q5QfWKvX83p0-ka4JS3dc6E5A52011-01-26My wife took me here on my birthday for breakf...review9yKzy9PApeiPPOUJEtnvkg
\n", 224 | "
" 225 | ], 226 | "text/plain": [ 227 | " votes user_id \\\n", 228 | "0 {'funny': 0, 'useful': 5, 'cool': 2} rLtl8ZkDX5vH5nAx9C3q5Q \n", 229 | "\n", 230 | " review_id stars date \\\n", 231 | "0 fWKvX83p0-ka4JS3dc6E5A 5 2011-01-26 \n", 232 | "\n", 233 | " text type \\\n", 234 | "0 My wife took me here on my birthday for breakf... review \n", 235 | "\n", 236 | " business_id \n", 237 | "0 9yKzy9PApeiPPOUJEtnvkg " 238 | ] 239 | }, 240 | "execution_count": 4, 241 | "metadata": {}, 242 | "output_type": "execute_result" 243 | } 244 | ], 245 | "source": [ 246 | "# convert the list of dictionaries to a DataFrame\n", 247 | "yelp = pd.DataFrame(data)\n", 248 | "yelp.head(1)" 249 | ] 250 | }, 251 | { 252 | "cell_type": "code", 253 | "execution_count": 5, 254 | "metadata": {}, 255 | "outputs": [], 256 | "source": [ 257 | "# add DataFrame columns for cool, useful, and funny\n", 258 | "yelp['cool'] = [row['votes']['cool'] for row in data]\n", 259 | "yelp['useful'] = [row['votes']['useful'] for row in data]\n", 260 | "yelp['funny'] = [row['votes']['funny'] for row in data]" 261 | ] 262 | }, 263 | { 264 | "cell_type": "code", 265 | "execution_count": 6, 266 | "metadata": {}, 267 | "outputs": [ 268 | { 269 | "data": { 270 | "text/html": [ 271 | "
\n", 272 | "\n", 285 | "\n", 286 | " \n", 287 | " \n", 288 | " \n", 289 | " \n", 290 | " \n", 291 | " \n", 292 | " \n", 293 | " \n", 294 | " \n", 295 | " \n", 296 | " \n", 297 | " \n", 298 | " \n", 299 | " \n", 300 | " \n", 301 | " \n", 302 | " \n", 303 | " \n", 304 | " \n", 305 | " \n", 306 | " \n", 307 | " \n", 308 | " \n", 309 | " \n", 310 | " \n", 311 | " \n", 312 | " \n", 313 | " \n", 314 | " \n", 315 | " \n", 316 | "
user_idreview_idstarsdatetexttypebusiness_idcoolusefulfunny
0rLtl8ZkDX5vH5nAx9C3q5QfWKvX83p0-ka4JS3dc6E5A52011-01-26My wife took me here on my birthday for breakf...review9yKzy9PApeiPPOUJEtnvkg250
\n", 317 | "
" 318 | ], 319 | "text/plain": [ 320 | " user_id review_id stars date \\\n", 321 | "0 rLtl8ZkDX5vH5nAx9C3q5Q fWKvX83p0-ka4JS3dc6E5A 5 2011-01-26 \n", 322 | "\n", 323 | " text type \\\n", 324 | "0 My wife took me here on my birthday for breakf... review \n", 325 | "\n", 326 | " business_id cool useful funny \n", 327 | "0 9yKzy9PApeiPPOUJEtnvkg 2 5 0 " 328 | ] 329 | }, 330 | "execution_count": 6, 331 | "metadata": {}, 332 | "output_type": "execute_result" 333 | } 334 | ], 335 | "source": [ 336 | "# drop the votes column\n", 337 | "yelp.drop('votes', axis=1, inplace=True)\n", 338 | "yelp.head(1)" 339 | ] 340 | }, 341 | { 342 | "cell_type": "markdown", 343 | "metadata": {}, 344 | "source": [ 345 | "## Task 2\n", 346 | "\n", 347 | "Explore the relationship between each of the vote types (cool/useful/funny) and the number of stars." 348 | ] 349 | }, 350 | { 351 | "cell_type": "code", 352 | "execution_count": 7, 353 | "metadata": {}, 354 | "outputs": [ 355 | { 356 | "data": { 357 | "text/html": [ 358 | "
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coolusefulfunny
stars
10.5767691.6048061.056075
20.7195251.5631070.875944
30.7885011.3066390.694730
40.9546231.3959160.670448
50.9442611.3817800.608631
\n", 420 | "
" 421 | ], 422 | "text/plain": [ 423 | " cool useful funny\n", 424 | "stars \n", 425 | "1 0.576769 1.604806 1.056075\n", 426 | "2 0.719525 1.563107 0.875944\n", 427 | "3 0.788501 1.306639 0.694730\n", 428 | "4 0.954623 1.395916 0.670448\n", 429 | "5 0.944261 1.381780 0.608631" 430 | ] 431 | }, 432 | "execution_count": 7, 433 | "metadata": {}, 434 | "output_type": "execute_result" 435 | } 436 | ], 437 | "source": [ 438 | "# treat stars as a categorical variable and look for differences between groups\n", 439 | "yelp.groupby('stars').mean()" 440 | ] 441 | }, 442 | { 443 | "cell_type": "code", 444 | "execution_count": 8, 445 | "metadata": {}, 446 | "outputs": [ 447 | { 448 | "name": "stderr", 449 | "output_type": "stream", 450 | "text": [ 451 | "/Users/kvsdileep/opt/anaconda3/lib/python3.7/site-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", 452 | " import pandas.util.testing as tm\n" 453 | ] 454 | }, 455 | { 456 | "data": { 457 | "text/plain": [ 458 | "" 459 | ] 460 | }, 461 | "execution_count": 8, 462 | "metadata": {}, 463 | "output_type": "execute_result" 464 | }, 465 | { 466 | "data": { 467 | "image/png": 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\n", 468 | "text/plain": [ 469 | "
" 470 | ] 471 | }, 472 | "metadata": { 473 | "needs_background": "light" 474 | }, 475 | "output_type": "display_data" 476 | } 477 | ], 478 | "source": [ 479 | "# correlation matrix\n", 480 | "%matplotlib inline\n", 481 | "import seaborn as sns\n", 482 | "sns.heatmap(yelp.corr())" 483 | ] 484 | }, 485 | { 486 | "cell_type": "code", 487 | "execution_count": 9, 488 | "metadata": {}, 489 | "outputs": [ 490 | { 491 | "name": "stderr", 492 | "output_type": "stream", 493 | "text": [ 494 | "/Users/kvsdileep/opt/anaconda3/lib/python3.7/site-packages/seaborn/axisgrid.py:2065: UserWarning: The `size` parameter has been renamed to `height`; pleaes update your code.\n", 495 | " warnings.warn(msg, UserWarning)\n" 496 | ] 497 | }, 498 | { 499 | "data": { 500 | "text/plain": [ 501 | "" 502 | ] 503 | }, 504 | "execution_count": 9, 505 | "metadata": {}, 506 | "output_type": "execute_result" 507 | }, 508 | { 509 | "data": { 510 | "image/png": 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\n", 511 | "text/plain": [ 512 | "
" 513 | ] 514 | }, 515 | "metadata": { 516 | "needs_background": "light" 517 | }, 518 | "output_type": "display_data" 519 | } 520 | ], 521 | "source": [ 522 | "# multiple scatter plots\n", 523 | "sns.pairplot(yelp, x_vars=['cool', 'useful', 'funny'], y_vars='stars', size=6, aspect=0.7, kind='reg')" 524 | ] 525 | }, 526 | { 527 | "cell_type": "markdown", 528 | "metadata": {}, 529 | "source": [ 530 | "## Task 3\n", 531 | "\n", 532 | "Define cool/useful/funny as the features, and stars as the response." 533 | ] 534 | }, 535 | { 536 | "cell_type": "code", 537 | "execution_count": 10, 538 | "metadata": {}, 539 | "outputs": [], 540 | "source": [ 541 | "feature_cols = ['cool', 'useful', 'funny']\n", 542 | "X = yelp[feature_cols]\n", 543 | "y = yelp.stars" 544 | ] 545 | }, 546 | { 547 | "cell_type": "markdown", 548 | "metadata": {}, 549 | "source": [ 550 | "## Task 4\n", 551 | "\n", 552 | "Fit a linear regression model and interpret the coefficients. Do the coefficients make intuitive sense to you? Explore the Yelp website to see if you detect similar trends." 553 | ] 554 | }, 555 | { 556 | "cell_type": "code", 557 | "execution_count": 11, 558 | "metadata": {}, 559 | "outputs": [ 560 | { 561 | "data": { 562 | "text/plain": [ 563 | "" 564 | ] 565 | }, 566 | "execution_count": 11, 567 | "metadata": {}, 568 | "output_type": "execute_result" 569 | } 570 | ], 571 | "source": [ 572 | "from sklearn.linear_model import LinearRegression\n", 573 | "linreg = LinearRegression()\n", 574 | "linreg.fit(X, y)\n", 575 | "zip(feature_cols, linreg.coef_)" 576 | ] 577 | }, 578 | { 579 | "cell_type": "markdown", 580 | "metadata": {}, 581 | "source": [ 582 | "## Task 5\n", 583 | "\n", 584 | "Evaluate the model by splitting it into training and testing sets and computing the RMSE. Does the RMSE make intuitive sense to you?" 585 | ] 586 | }, 587 | { 588 | "cell_type": "code", 589 | "execution_count": 13, 590 | "metadata": {}, 591 | "outputs": [], 592 | "source": [ 593 | "from sklearn.model_selection import train_test_split\n", 594 | "from sklearn import metrics\n", 595 | "import numpy as np" 596 | ] 597 | }, 598 | { 599 | "cell_type": "code", 600 | "execution_count": 14, 601 | "metadata": {}, 602 | "outputs": [], 603 | "source": [ 604 | "# define a function that accepts a list of features and returns testing RMSE\n", 605 | "def train_test_rmse(feature_cols):\n", 606 | " X = yelp[feature_cols]\n", 607 | " y = yelp.stars\n", 608 | " X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=1)\n", 609 | " linreg = LinearRegression()\n", 610 | " linreg.fit(X_train, y_train)\n", 611 | " y_pred = linreg.predict(X_test)\n", 612 | " return np.sqrt(metrics.mean_squared_error(y_test, y_pred))" 613 | ] 614 | }, 615 | { 616 | "cell_type": "code", 617 | "execution_count": 15, 618 | "metadata": {}, 619 | "outputs": [ 620 | { 621 | "data": { 622 | "text/plain": [ 623 | "1.184290528216591" 624 | ] 625 | }, 626 | "execution_count": 15, 627 | "metadata": {}, 628 | "output_type": "execute_result" 629 | } 630 | ], 631 | "source": [ 632 | "# calculate RMSE with all three features\n", 633 | "train_test_rmse(['cool', 'useful', 'funny'])" 634 | ] 635 | }, 636 | { 637 | "cell_type": "markdown", 638 | "metadata": {}, 639 | "source": [ 640 | "## Task 6\n", 641 | "\n", 642 | "Try removing some of the features and see if the RMSE improves." 643 | ] 644 | }, 645 | { 646 | "cell_type": "code", 647 | "execution_count": 18, 648 | "metadata": {}, 649 | "outputs": [ 650 | { 651 | "name": "stdout", 652 | "output_type": "stream", 653 | "text": [ 654 | "1.1962390876092979\n", 655 | "1.1942673256493732\n", 656 | "1.2098272023900722\n" 657 | ] 658 | } 659 | ], 660 | "source": [ 661 | "print(train_test_rmse(['cool','useful']))\n", 662 | "print(train_test_rmse(['cool','funny']))\n", 663 | "print(train_test_rmse(['useful','funny']))" 664 | ] 665 | }, 666 | { 667 | "cell_type": "markdown", 668 | "metadata": {}, 669 | "source": [ 670 | "## Task 7 (Bonus)\n", 671 | "\n", 672 | "Think of some new features you could create from the existing data that might be predictive of the response. Figure out how to create those features in Pandas, add them to your model, and see if the RMSE improves." 673 | ] 674 | }, 675 | { 676 | "cell_type": "code", 677 | "execution_count": 19, 678 | "metadata": {}, 679 | "outputs": [], 680 | "source": [ 681 | "# new feature: review length (number of characters)\n", 682 | "yelp['length'] = yelp.text.apply(len)" 683 | ] 684 | }, 685 | { 686 | "cell_type": "code", 687 | "execution_count": 20, 688 | "metadata": {}, 689 | "outputs": [], 690 | "source": [ 691 | "# new features: whether or not the review contains 'love' or 'hate'\n", 692 | "yelp['love'] = yelp.text.str.contains('love', case=False).astype(int)\n", 693 | "yelp['hate'] = yelp.text.str.contains('hate', case=False).astype(int)" 694 | ] 695 | }, 696 | { 697 | "cell_type": "code", 698 | "execution_count": 21, 699 | "metadata": {}, 700 | "outputs": [ 701 | { 702 | "data": { 703 | "text/plain": [ 704 | "1.1584039830984083" 705 | ] 706 | }, 707 | "execution_count": 21, 708 | "metadata": {}, 709 | "output_type": "execute_result" 710 | } 711 | ], 712 | "source": [ 713 | "# add new features to the model and calculate RMSE\n", 714 | "train_test_rmse(['cool', 'useful', 'funny', 'length', 'love', 'hate'])" 715 | ] 716 | }, 717 | { 718 | "cell_type": "markdown", 719 | "metadata": {}, 720 | "source": [ 721 | "## Task 8 (Bonus)\n", 722 | "\n", 723 | "Compare your best RMSE on the testing set with the RMSE for the \"null model\", which is the model that ignores all features and simply predicts the mean response value in the testing set." 724 | ] 725 | }, 726 | { 727 | "cell_type": "code", 728 | "execution_count": 22, 729 | "metadata": {}, 730 | "outputs": [], 731 | "source": [ 732 | "# split the data (outside of the function)\n", 733 | "X_train, X_test, y_train, y_test = train_test_split(X, y, random_state=1)" 734 | ] 735 | }, 736 | { 737 | "cell_type": "code", 738 | "execution_count": 23, 739 | "metadata": {}, 740 | "outputs": [], 741 | "source": [ 742 | "# create a NumPy array with the same shape as y_test\n", 743 | "y_null = np.zeros_like(y_test, dtype=float)" 744 | ] 745 | }, 746 | { 747 | "cell_type": "code", 748 | "execution_count": 24, 749 | "metadata": {}, 750 | "outputs": [], 751 | "source": [ 752 | "# fill the array with the mean of y_test\n", 753 | "y_null.fill(y_test.mean())" 754 | ] 755 | }, 756 | { 757 | "cell_type": "code", 758 | "execution_count": 26, 759 | "metadata": {}, 760 | "outputs": [ 761 | { 762 | "name": "stdout", 763 | "output_type": "stream", 764 | "text": [ 765 | "1.2123276124876476\n" 766 | ] 767 | } 768 | ], 769 | "source": [ 770 | "# calculate null RMSE\n", 771 | "print(np.sqrt(metrics.mean_squared_error(y_test, y_null)))" 772 | ] 773 | }, 774 | { 775 | "cell_type": "markdown", 776 | "metadata": {}, 777 | "source": [ 778 | "## Task 9 (Bonus)\n", 779 | "\n", 780 | "Instead of treating this as a regression problem, treat it as a classification problem and see what testing accuracy you can achieve with KNN." 781 | ] 782 | }, 783 | { 784 | "cell_type": "code", 785 | "execution_count": 27, 786 | "metadata": {}, 787 | "outputs": [], 788 | "source": [ 789 | "# import and instantiate KNN\n", 790 | "from sklearn.neighbors import KNeighborsClassifier\n", 791 | "knn = KNeighborsClassifier(n_neighbors=50)" 792 | ] 793 | }, 794 | { 795 | "cell_type": "code", 796 | "execution_count": 29, 797 | "metadata": {}, 798 | "outputs": [ 799 | { 800 | "name": "stdout", 801 | "output_type": "stream", 802 | "text": [ 803 | "0.3524\n" 804 | ] 805 | } 806 | ], 807 | "source": [ 808 | "# classification models will automatically treat the response value (1/2/3/4/5) as unordered categories\n", 809 | "knn.fit(X_train, y_train)\n", 810 | "y_pred_class = knn.predict(X_test)\n", 811 | "print(metrics.accuracy_score(y_test, y_pred_class))" 812 | ] 813 | }, 814 | { 815 | "cell_type": "markdown", 816 | "metadata": {}, 817 | "source": [ 818 | "## Task 10 (Bonus)\n", 819 | "\n", 820 | "Figure out how to use linear regression for classification, and compare its classification accuracy with KNN's accuracy." 821 | ] 822 | }, 823 | { 824 | "cell_type": "code", 825 | "execution_count": 30, 826 | "metadata": {}, 827 | "outputs": [], 828 | "source": [ 829 | "# use linear regression to make continuous predictions\n", 830 | "linreg = LinearRegression()\n", 831 | "linreg.fit(X_train, y_train)\n", 832 | "y_pred = linreg.predict(X_test)" 833 | ] 834 | }, 835 | { 836 | "cell_type": "code", 837 | "execution_count": 31, 838 | "metadata": {}, 839 | "outputs": [], 840 | "source": [ 841 | "# round its predictions to the nearest integer\n", 842 | "y_pred_class = y_pred.round()" 843 | ] 844 | }, 845 | { 846 | "cell_type": "code", 847 | "execution_count": 33, 848 | "metadata": {}, 849 | "outputs": [ 850 | { 851 | "name": "stdout", 852 | "output_type": "stream", 853 | "text": [ 854 | "0.3456\n" 855 | ] 856 | } 857 | ], 858 | "source": [ 859 | "# calculate classification accuracy of the rounded predictions\n", 860 | "print(metrics.accuracy_score(y_test, y_pred_class))" 861 | ] 862 | }, 863 | { 864 | "cell_type": "code", 865 | "execution_count": null, 866 | "metadata": {}, 867 | "outputs": [], 868 | "source": [] 869 | } 870 | ], 871 | "metadata": { 872 | "kernelspec": { 873 | "display_name": "Python 3", 874 | "language": "python", 875 | "name": "python3" 876 | }, 877 | "language_info": { 878 | "codemirror_mode": { 879 | "name": "ipython", 880 | "version": 3 881 | }, 882 | "file_extension": ".py", 883 | "mimetype": "text/x-python", 884 | "name": "python", 885 | "nbconvert_exporter": "python", 886 | "pygments_lexer": "ipython3", 887 | "version": "3.7.4" 888 | } 889 | }, 890 | "nbformat": 4, 891 | "nbformat_minor": 1 892 | } 893 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | **Contents of the repository:** 2 | 3 | **data folder** : Contains all the required data 4 | 5 | **notebook folder** : Contains the jupyter notebook to be used 6 | -------------------------------------------------------------------------------- /data/submission.csv: -------------------------------------------------------------------------------- 1 | Id 2 | 14455 3 | 36380 4 | 40076 5 | 10778 6 | 27939 7 | 37546 8 | 27310 9 | 8377 10 | 40138 11 | 20148 12 | 37959 13 | 16213 14 | 28763 15 | 24077 16 | 7334 17 | 7324 18 | 39198 19 | 7690 20 | 8046 21 | 38884 22 | 6010 23 | 40450 24 | 7180 25 | 13773 26 | 28139 27 | 2061 28 | 5755 29 | 33233 30 | 24189 31 | 35903 32 | 24169 33 | 11580 34 | 2521 35 | 33403 36 | 1264 37 | 5682 38 | 1325 39 | 21894 40 | 23920 41 | 26259 42 | 16678 43 | 13397 44 | 10224 45 | 20509 46 | 8505 47 | 5446 48 | 9855 49 | 3923 50 | 24697 51 | 7063 52 | 7409 53 | 4362 54 | 658 55 | 9248 56 | 25232 57 | 33339 58 | 8713 59 | 1432 60 | 6977 61 | 5193 62 | 16161 63 | 5259 64 | 4484 65 | 25802 66 | 33437 67 | 18209 68 | 39307 69 | 13228 70 | 3114 71 | 19395 72 | 23903 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| 4619 2975 | 6675 2976 | 15652 2977 | 33817 2978 | 26523 2979 | 19806 2980 | 30033 2981 | 24462 2982 | 29428 2983 | 3891 2984 | 16867 2985 | 1856 2986 | 28845 2987 | 13128 2988 | 17098 2989 | 12426 2990 | 17718 2991 | 37218 2992 | 39832 2993 | 18063 2994 | 31417 2995 | 12121 2996 | 10855 2997 | 6587 2998 | 36850 2999 | 18478 3000 | 2662 3001 | 36073 3002 | 10449 3003 | 24764 3004 | 5801 3005 | 24507 3006 | 38292 3007 | 12749 3008 | 2146 3009 | 32846 3010 | 742 3011 | 11969 3012 | 19165 3013 | 4563 3014 | 10037 3015 | 32607 3016 | 40958 3017 | 31916 3018 | 13647 3019 | 14548 3020 | 19157 3021 | 40532 3022 | 39014 3023 | 10872 3024 | 30199 3025 | 35302 3026 | 38291 3027 | 29915 3028 | 31649 3029 | 8545 3030 | 22951 3031 | 168 3032 | 20222 3033 | 12349 3034 | 32694 3035 | 32503 3036 | 11132 3037 | 8199 3038 | 18162 3039 | 17117 3040 | 21695 3041 | 8865 3042 | 37065 3043 | 4873 3044 | 35849 3045 | 34250 3046 | 5741 3047 | 22626 3048 | 141 3049 | 15592 3050 | 9374 3051 | 7007 3052 | 31330 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| 34088 3133 | 8887 3134 | 14658 3135 | 4967 3136 | 961 3137 | 24834 3138 | 26957 3139 | 26681 3140 | 35468 3141 | 9317 3142 | 6022 3143 | 6817 3144 | 7956 3145 | 18566 3146 | 27477 3147 | 35274 3148 | 12250 3149 | 13235 3150 | 1049 3151 | 250 3152 | 6064 3153 | 25187 3154 | 26647 3155 | 21317 3156 | 35364 3157 | 11835 3158 | 31833 3159 | 13614 3160 | 11849 3161 | 6031 3162 | 8539 3163 | 4788 3164 | 14183 3165 | 26327 3166 | 5365 3167 | 14192 3168 | 20758 3169 | 19758 3170 | 7952 3171 | 40621 3172 | 8940 3173 | 8588 3174 | 2534 3175 | 36870 3176 | 34667 3177 | 35815 3178 | 3822 3179 | 16277 3180 | 13526 3181 | 41163 3182 | 8286 3183 | 23010 3184 | 20584 3185 | 39885 3186 | 1101 3187 | 8233 3188 | 20604 3189 | 23570 3190 | 15904 3191 | 23453 3192 | 13525 3193 | 30064 3194 | 34745 3195 | 4310 3196 | 29871 3197 | 19548 3198 | 18888 3199 | 20996 3200 | 36677 3201 | 23005 3202 | 1035 3203 | 40585 3204 | 31643 3205 | 14317 3206 | 28108 3207 | 28722 3208 | 870 3209 | 27260 3210 | 31722 3211 | 32698 3212 | 13750 3213 | 14407 3214 | 19533 3215 | 37210 3216 | 13460 3217 | 25896 3218 | 13752 3219 | 38885 3220 | 34154 3221 | 1227 3222 | 1150 3223 | 39423 3224 | 33998 3225 | 12360 3226 | 36493 3227 | 13912 3228 | 37319 3229 | 10237 3230 | 18230 3231 | 15263 3232 | 11013 3233 | 2844 3234 | 6287 3235 | 16234 3236 | 39351 3237 | 30066 3238 | 27650 3239 | 18500 3240 | 4558 3241 | 40276 3242 | 38715 3243 | 27785 3244 | 7865 3245 | 25247 3246 | 14701 3247 | 12428 3248 | 14759 3249 | 41146 3250 | 25075 3251 | 11804 3252 | 10076 3253 | 2388 3254 | 14393 3255 | 17794 3256 | 11282 3257 | 38034 3258 | 13751 3259 | 39551 3260 | 11529 3261 | 1727 3262 | 11029 3263 | 36058 3264 | 16376 3265 | 26893 3266 | 32898 3267 | 27734 3268 | 14552 3269 | 1677 3270 | 4018 3271 | 2404 3272 | 23523 3273 | 4447 3274 | 40413 3275 | 23139 3276 | 6717 3277 | 7217 3278 | 2709 3279 | 34155 3280 | 37778 3281 | 39967 3282 | 33585 3283 | 1687 3284 | 19578 3285 | 39472 3286 | 5614 3287 | 34064 3288 | 31942 3289 | 32005 3290 | 13435 3291 | 35982 3292 | 33075 3293 | 17119 3294 | 7124 3295 | 39863 3296 | 38482 3297 | 20145 3298 | 3355 3299 | 39374 3300 | 18165 3301 | 3033 3302 | 13506 3303 | 38685 3304 | 370 3305 | 27500 3306 | 25583 3307 | 29759 3308 | 22588 3309 | 5101 3310 | 18028 3311 | 36882 3312 | 9573 3313 | 38734 3314 | 28713 3315 | 24926 3316 | 9948 3317 | 35546 3318 | 16712 3319 | 10023 3320 | 7375 3321 | 32324 3322 | 28046 3323 | 18894 3324 | 14855 3325 | 10167 3326 | 12264 3327 | 19263 3328 | 26858 3329 | 11510 3330 | 27351 3331 | 19262 3332 | 11955 3333 | 31755 3334 | 32032 3335 | 2080 3336 | 17089 3337 | 41104 3338 | 28574 3339 | 26830 3340 | 23533 3341 | 28133 3342 | 10756 3343 | 29837 3344 | 36052 3345 | 38471 3346 | 9002 3347 | 1550 3348 | 34961 3349 | 10711 3350 | 20029 3351 | 11668 3352 | 29388 3353 | 34188 3354 | 38524 3355 | 34298 3356 | 39869 3357 | 22066 3358 | 1609 3359 | 7579 3360 | 8605 3361 | 32709 3362 | 11706 3363 | 6707 3364 | 31589 3365 | 13156 3366 | 2661 3367 | 28372 3368 | 18707 3369 | 29904 3370 | 26087 3371 | 7250 3372 | 39145 3373 | 39785 3374 | 14698 3375 | 24823 3376 | 12080 3377 | 18864 3378 | 5170 3379 | 28192 3380 | 6968 3381 | 7162 3382 | 33616 3383 | 2409 3384 | 7149 3385 | 11592 3386 | 20970 3387 | 20521 3388 | 20272 3389 | 34124 3390 | 7594 3391 | 34306 3392 | 32647 3393 | 28285 3394 | 11131 3395 | 19935 3396 | 12944 3397 | 25127 3398 | 13779 3399 | 11859 3400 | 39155 3401 | 38117 3402 | 18896 3403 | 38049 3404 | 21596 3405 | 16719 3406 | 8585 3407 | 20338 3408 | 38971 3409 | 37491 3410 | 628 3411 | 29691 3412 | 21883 3413 | 6892 3414 | 34728 3415 | 17151 3416 | 32578 3417 | 2093 3418 | 7738 3419 | 35883 3420 | 39680 3421 | 17124 3422 | 12771 3423 | 31084 3424 | 36319 3425 | 312 3426 | 39296 3427 | 13104 3428 | 18959 3429 | 19389 3430 | 20735 3431 | 4251 3432 | 22670 3433 | 27841 3434 | 21606 3435 | 39968 3436 | 15540 3437 | 27958 3438 | 6177 3439 | 19957 3440 | 30902 3441 | 36602 3442 | 13186 3443 | 13295 3444 | 29108 3445 | 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| 13443 3603 | 28501 3604 | 5951 3605 | 5577 3606 | 8357 3607 | 28471 3608 | 12127 3609 | 16970 3610 | 35813 3611 | 21092 3612 | 37443 3613 | 2773 3614 | 11856 3615 | 36096 3616 | 16424 3617 | 39482 3618 | 40550 3619 | 426 3620 | 872 3621 | 35674 3622 | 32372 3623 | 16718 3624 | 38004 3625 | 720 3626 | 29863 3627 | 25123 3628 | 29309 3629 | 31742 3630 | 23484 3631 | 23532 3632 | 692 3633 | 18493 3634 | 15867 3635 | 4795 3636 | 40942 3637 | 12920 3638 | 34563 3639 | 8934 3640 | 23842 3641 | 33288 3642 | 6484 3643 | 7771 3644 | 26851 3645 | 34241 3646 | 39786 3647 | 9659 3648 | 41060 3649 | 4948 3650 | 10580 3651 | 18439 3652 | 17415 3653 | 23719 3654 | 29626 3655 | 21599 3656 | 11440 3657 | 26069 3658 | 6602 3659 | 20080 3660 | 22691 3661 | 37643 3662 | 40490 3663 | 25507 3664 | 30556 3665 | 25716 3666 | 19133 3667 | 1235 3668 | 35357 3669 | 29958 3670 | 30796 3671 | 36554 3672 | 21104 3673 | 27254 3674 | 16399 3675 | 5564 3676 | 24592 3677 | 8696 3678 | 33955 3679 | 1978 3680 | 11145 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8231 | 232 8232 | 1663 8233 | 18855 8234 | 2954 8235 | 33359 8236 | 34998 8237 | 39861 8238 | 3920 8239 | 33395 8240 | -------------------------------------------------------------------------------- /requirements.txt: -------------------------------------------------------------------------------- 1 | matplotlib==3.2.1 2 | numpy==1.18.5 3 | pandas==1.0.4 4 | seaborn==0.10.1 5 | scikit-learn 6 | xgboost == 0.72.1 7 | imbalanced-learn == 0.4 8 | yellowbrick 9 | --------------------------------------------------------------------------------