├── Mobility Analysis └── Mobility Data Analysis.ipynb └── Recommendation └── MovieLens_Youtube_Recommendation_Candidate_Generation_Network.ipynb /Mobility Analysis/Mobility Data Analysis.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "code", 5 | "execution_count": 1, 6 | "metadata": {}, 7 | "outputs": [ 8 | { 9 | "name": "stderr", 10 | "output_type": "stream", 11 | "text": [ 12 | "/anaconda3/lib/python3.7/site-packages/IPython/core/interactiveshell.py:3020: DtypeWarning: Columns (3) have mixed types. Specify dtype option on import or set low_memory=False.\n", 13 | " interactivity=interactivity, compiler=compiler, result=result)\n" 14 | ] 15 | } 16 | ], 17 | "source": [ 18 | "#Download the data from Google Mobility Site\n", 19 | "#https://www.google.com/covid19/mobility/\n", 20 | "import pandas as pd\n", 21 | "validata=pd.read_csv('/Users/Downloads/Global_Mobility_Report.csv')" 22 | ] 23 | }, 24 | { 25 | "cell_type": "code", 26 | "execution_count": 31, 27 | "metadata": {}, 28 | "outputs": [ 29 | { 30 | "data": { 31 | "text/html": [ 32 | "
\n", 50 | " | country_region_code | \n", 51 | "country_region | \n", 52 | "sub_region_1 | \n", 53 | "sub_region_2 | \n", 54 | "date | \n", 55 | "retail_and_recreation_percent_change_from_baseline | \n", 56 | "grocery_and_pharmacy_percent_change_from_baseline | \n", 57 | "parks_percent_change_from_baseline | \n", 58 | "transit_stations_percent_change_from_baseline | \n", 59 | "workplaces_percent_change_from_baseline | \n", 60 | "residential_percent_change_from_baseline | \n", 61 | "
---|---|---|---|---|---|---|---|---|---|---|---|
0 | \n", 66 | "AE | \n", 67 | "United Arab Emirates | \n", 68 | "NaN | \n", 69 | "NaN | \n", 70 | "2020-02-15 | \n", 71 | "0.0 | \n", 72 | "4.0 | \n", 73 | "5.0 | \n", 74 | "0.0 | \n", 75 | "2.0 | \n", 76 | "1.0 | \n", 77 | "
1 | \n", 80 | "AE | \n", 81 | "United Arab Emirates | \n", 82 | "NaN | \n", 83 | "NaN | \n", 84 | "2020-02-16 | \n", 85 | "1.0 | \n", 86 | "4.0 | \n", 87 | "4.0 | \n", 88 | "1.0 | \n", 89 | "2.0 | \n", 90 | "1.0 | \n", 91 | "
2 | \n", 94 | "AE | \n", 95 | "United Arab Emirates | \n", 96 | "NaN | \n", 97 | "NaN | \n", 98 | "2020-02-17 | \n", 99 | "-1.0 | \n", 100 | "1.0 | \n", 101 | "5.0 | \n", 102 | "1.0 | \n", 103 | "2.0 | \n", 104 | "1.0 | \n", 105 | "
3 | \n", 108 | "AE | \n", 109 | "United Arab Emirates | \n", 110 | "NaN | \n", 111 | "NaN | \n", 112 | "2020-02-18 | \n", 113 | "-2.0 | \n", 114 | "1.0 | \n", 115 | "5.0 | \n", 116 | "0.0 | \n", 117 | "2.0 | \n", 118 | "1.0 | \n", 119 | "
4 | \n", 122 | "AE | \n", 123 | "United Arab Emirates | \n", 124 | "NaN | \n", 125 | "NaN | \n", 126 | "2020-02-19 | \n", 127 | "-2.0 | \n", 128 | "0.0 | \n", 129 | "4.0 | \n", 130 | "-1.0 | \n", 131 | "2.0 | \n", 132 | "1.0 | \n", 133 | "
5 | \n", 136 | "AE | \n", 137 | "United Arab Emirates | \n", 138 | "NaN | \n", 139 | "NaN | \n", 140 | "2020-02-20 | \n", 141 | "-2.0 | \n", 142 | "1.0 | \n", 143 | "6.0 | \n", 144 | "1.0 | \n", 145 | "1.0 | \n", 146 | "1.0 | \n", 147 | "
6 | \n", 150 | "AE | \n", 151 | "United Arab Emirates | \n", 152 | "NaN | \n", 153 | "NaN | \n", 154 | "2020-02-21 | \n", 155 | "-3.0 | \n", 156 | "2.0 | \n", 157 | "6.0 | \n", 158 | "0.0 | \n", 159 | "-1.0 | \n", 160 | "1.0 | \n", 161 | "
7 | \n", 164 | "AE | \n", 165 | "United Arab Emirates | \n", 166 | "NaN | \n", 167 | "NaN | \n", 168 | "2020-02-22 | \n", 169 | "-2.0 | \n", 170 | "2.0 | \n", 171 | "4.0 | \n", 172 | "-2.0 | \n", 173 | "3.0 | \n", 174 | "1.0 | \n", 175 | "
8 | \n", 178 | "AE | \n", 179 | "United Arab Emirates | \n", 180 | "NaN | \n", 181 | "NaN | \n", 182 | "2020-02-23 | \n", 183 | "-1.0 | \n", 184 | "3.0 | \n", 185 | "3.0 | \n", 186 | "-1.0 | \n", 187 | "4.0 | \n", 188 | "1.0 | \n", 189 | "
9 | \n", 192 | "AE | \n", 193 | "United Arab Emirates | \n", 194 | "NaN | \n", 195 | "NaN | \n", 196 | "2020-02-24 | \n", 197 | "-3.0 | \n", 198 | "0.0 | \n", 199 | "5.0 | \n", 200 | "-1.0 | \n", 201 | "3.0 | \n", 202 | "1.0 | \n", 203 | "
\n", 379 | " | 3818 | \n", 380 | "3819 | \n", 381 | "3820 | \n", 382 | "3821 | \n", 383 | "3822 | \n", 384 | "
---|---|---|---|---|---|
country_region_code | \n", 389 | "AU | \n", 390 | "AU | \n", 391 | "AU | \n", 392 | "AU | \n", 393 | "AU | \n", 394 | "
country_region | \n", 397 | "Australia | \n", 398 | "Australia | \n", 399 | "Australia | \n", 400 | "Australia | \n", 401 | "Australia | \n", 402 | "
sub_region_1 | \n", 405 | "NaN | \n", 406 | "NaN | \n", 407 | "NaN | \n", 408 | "NaN | \n", 409 | "NaN | \n", 410 | "
sub_region_2 | \n", 413 | "NaN | \n", 414 | "NaN | \n", 415 | "NaN | \n", 416 | "NaN | \n", 417 | "NaN | \n", 418 | "
date | \n", 421 | "2020-02-15 | \n", 422 | "2020-02-16 | \n", 423 | "2020-02-17 | \n", 424 | "2020-02-18 | \n", 425 | "2020-02-19 | \n", 426 | "
retail_and_recreation_percent_change_from_baseline | \n", 429 | "4 | \n", 430 | "3 | \n", 431 | "-1 | \n", 432 | "-3 | \n", 433 | "-1 | \n", 434 | "
grocery_and_pharmacy_percent_change_from_baseline | \n", 437 | "3 | \n", 438 | "5 | \n", 439 | "0 | \n", 440 | "-2 | \n", 441 | "-1 | \n", 442 | "
parks_percent_change_from_baseline | \n", 445 | "-2 | \n", 446 | "9 | \n", 447 | "-6 | \n", 448 | "-13 | \n", 449 | "-6 | \n", 450 | "
transit_stations_percent_change_from_baseline | \n", 453 | "3 | \n", 454 | "3 | \n", 455 | "7 | \n", 456 | "7 | \n", 457 | "8 | \n", 458 | "
workplaces_percent_change_from_baseline | \n", 461 | "3 | \n", 462 | "-1 | \n", 463 | "17 | \n", 464 | "14 | \n", 465 | "13 | \n", 466 | "
residential_percent_change_from_baseline | \n", 469 | "0 | \n", 470 | "0 | \n", 471 | "-2 | \n", 472 | "-1 | \n", 473 | "-1 | \n", 474 | "
\n", 554 | " | country_region_code | \n", 555 | "country_region | \n", 556 | "sub_region_1 | \n", 557 | "sub_region_2 | \n", 558 | "date | \n", 559 | "retail_and_recreation_percent_change_from_baseline | \n", 560 | "grocery_and_pharmacy_percent_change_from_baseline | \n", 561 | "parks_percent_change_from_baseline | \n", 562 | "transit_stations_percent_change_from_baseline | \n", 563 | "workplaces_percent_change_from_baseline | \n", 564 | "residential_percent_change_from_baseline | \n", 565 | "
---|---|---|---|---|---|---|---|---|---|---|---|
3818 | \n", 570 | "AU | \n", 571 | "Australia | \n", 572 | "NaN | \n", 573 | "NaN | \n", 574 | "2020-02-15 | \n", 575 | "4.0 | \n", 576 | "3.0 | \n", 577 | "-2.0 | \n", 578 | "3.0 | \n", 579 | "3.0 | \n", 580 | "0.0 | \n", 581 | "
3819 | \n", 584 | "AU | \n", 585 | "Australia | \n", 586 | "NaN | \n", 587 | "NaN | \n", 588 | "2020-02-16 | \n", 589 | "3.0 | \n", 590 | "5.0 | \n", 591 | "9.0 | \n", 592 | "3.0 | \n", 593 | "-1.0 | \n", 594 | "0.0 | \n", 595 | "
3820 | \n", 598 | "AU | \n", 599 | "Australia | \n", 600 | "NaN | \n", 601 | "NaN | \n", 602 | "2020-02-17 | \n", 603 | "-1.0 | \n", 604 | "0.0 | \n", 605 | "-6.0 | \n", 606 | "7.0 | \n", 607 | "17.0 | \n", 608 | "-2.0 | \n", 609 | "
3821 | \n", 612 | "AU | \n", 613 | "Australia | \n", 614 | "NaN | \n", 615 | "NaN | \n", 616 | "2020-02-18 | \n", 617 | "-3.0 | \n", 618 | "-2.0 | \n", 619 | "-13.0 | \n", 620 | "7.0 | \n", 621 | "14.0 | \n", 622 | "-1.0 | \n", 623 | "
3822 | \n", 626 | "AU | \n", 627 | "Australia | \n", 628 | "NaN | \n", 629 | "NaN | \n", 630 | "2020-02-19 | \n", 631 | "-1.0 | \n", 632 | "-1.0 | \n", 633 | "-6.0 | \n", 634 | "8.0 | \n", 635 | "13.0 | \n", 636 | "-1.0 | \n", 637 | "
3823 | \n", 640 | "AU | \n", 641 | "Australia | \n", 642 | "NaN | \n", 643 | "NaN | \n", 644 | "2020-02-20 | \n", 645 | "0.0 | \n", 646 | "1.0 | \n", 647 | "5.0 | \n", 648 | "9.0 | \n", 649 | "13.0 | \n", 650 | "-2.0 | \n", 651 | "
3824 | \n", 654 | "AU | \n", 655 | "Australia | \n", 656 | "NaN | \n", 657 | "NaN | \n", 658 | "2020-02-21 | \n", 659 | "3.0 | \n", 660 | "4.0 | \n", 661 | "-1.0 | \n", 662 | "12.0 | \n", 663 | "16.0 | \n", 664 | "-3.0 | \n", 665 | "
3825 | \n", 668 | "AU | \n", 669 | "Australia | \n", 670 | "NaN | \n", 671 | "NaN | \n", 672 | "2020-02-22 | \n", 673 | "5.0 | \n", 674 | "4.0 | \n", 675 | "10.0 | \n", 676 | "8.0 | \n", 677 | "3.0 | \n", 678 | "-1.0 | \n", 679 | "
3826 | \n", 682 | "AU | \n", 683 | "Australia | \n", 684 | "NaN | \n", 685 | "NaN | \n", 686 | "2020-02-23 | \n", 687 | "3.0 | \n", 688 | "4.0 | \n", 689 | "9.0 | \n", 690 | "4.0 | \n", 691 | "-2.0 | \n", 692 | "0.0 | \n", 693 | "
3827 | \n", 696 | "AU | \n", 697 | "Australia | \n", 698 | "NaN | \n", 699 | "NaN | \n", 700 | "2020-02-24 | \n", 701 | "-1.0 | \n", 702 | "1.0 | \n", 703 | "-10.0 | \n", 704 | "8.0 | \n", 705 | "17.0 | \n", 706 | "-1.0 | \n", 707 | "