myData <- read.csv("/Users/takeru/Desktop/PSU_DAT3000_IntroToDA/00_data/myData.csv")
## Chapter 14
## Tools
### Detect matches
``` r
myData %>%
summarise(num_eng = sum(str_detect(language, regex("eng", ignore_case = TRUE))))## num_eng
## 1 10myData %>%
mutate(language = str_extract(country, "Congo")) %>%
select(country,language) %>%
filter(!is.na(language))## country language
## 1 Congo Congo
## 2 Congo Congo
## 3 Congo Congo
## 4 Congo Congo
## 5 Congo Congo
## 6 Congo Congo
## 7 Congo Congo
## 8 Congo Congo
## 9 Congo Congo
## 10 Congo Congo
## 11 Congo Congo
## 12 Congo Congo
## 13 Congo Congo
## 14 Congo Congo
## 15 Congo Congo
## 16 Congo Congo
## 17 Congo Congo
## 18 Congo Congo
## 19 Congo Congo
## 20 Congo Congo
## 21 Congo Congo
## 22 Congo Congo
## 23 Congo Congo
## 24 Congo Congo
## 25 Congo Congo
## 26 Congo Congo
## 27 Congo Congo
## 28 Congo Congo
## 29 Congo Congo
## 30 Congo Congo
## 31 Congo Congo
## 32 Congo Congo
## 33 Congo Congo
## 34 Congo Congo
## 35 Congo Congo
## 36 Congo Congo
## 37 Congo Congo
## 38 Congo Congo
## 39 Congo Congo
## 40 Congo Congo
## 41 Congo Congo
## 42 Congo Congo
## 43 Congo Congo
## 44 Congo Congo
## 45 Congo Congo
## 46 Congo Congo
## 47 Congo Congo
## 48 Congo Congo
## 49 Congo Congo
## 50 Congo Congo
## 51 Congo Congo
## 52 Congo Congo
## 53 Congo Congo
## 54 Congo Congo
## 55 Congo Congo
## 56 Congo Congo
## 57 Congo Congo
## 58 Congo Congo
## 59 Congo Congo
## 60 Congo Congo
## 61 Congo Congo
## 62 Congo Congo
## 63 Congo Congo
## 64 Congo Congo
## 65 Congo Congo
## 66 Congo Congo
## 67 Congo Congo
## 68 Congo Congo
## 69 Congo Congo
## 70 Congo Congo
## 71 Congo Congo
## 72 Congo Congo
## 73 Congo Congo
## 74 Congo Congo
## 75 Congo Congo
## 76 Congo Congo
## 77 Congo Congo
## 78 Congo Congo
## 79 Congo Congo
## 80 Congo Congo
## 81 Congo Congo
## 82 Congo Congo
## 83 Congo Congo
## 84 Congo Congo
## 85 Congo CongomyData %>%
mutate(language = str_replace(country, "Congo", "Cameroon")) %>%
select(country, language)## country language
## 1 Namibia Namibia
## 2 Botswana Botswana
## 3 Cameroon Cameroon
## 4 Ghana Ghana
## 5 Ivory Coast Ivory Coast
## 6 Sudan Sudan
## 7 Nigeria Nigeria
## 8 Ethiopia Ethiopia
## 9 Djibouti Djibouti
## 10 Eritrea Eritrea
## 11 Djibouti Djibouti
## 12 Eritrea Eritrea
## 13 Ethiopia Ethiopia
## 14 Namibia Namibia
## 15 South Africa South Africa
## 16 Cameroon Cameroon
## 17 Chad Chad
## 18 Central African Republic Central African Republic
## 19 South Sudan South Sudan
## 20 Central African Republic Central African Republic
## 21 Central African Republic Central African Republic
## 22 Congo Cameroon
## 23 Ghana Ghana
## 24 Nigeria Nigeria
## 25 Chad Chad
## 26 Sudan Sudan
## 27 Cameroon Cameroon
## 28 Ethiopia Ethiopia
## 29 Sudan Sudan
## 30 Nigeria Nigeria
## 31 Cameroon Cameroon
## 32 Congo Cameroon
## 33 Nigeria Nigeria
## 34 Algeria Algeria
## 35 Chad Chad
## 36 Comoros Comoros
## 37 Djibouti Djibouti
## 38 Egypt Egypt
## 39 Libya Libya
## 40 Mauritania Mauritania
## 41 Morocco Morocco
## 42 Somalia Somalia
## 43 Sudan Sudan
## 44 Tanzania Tanzania
## 45 Tunisia Tunisia
## 46 Uganda Uganda
## 47 South Sudan South Sudan
## 48 Congo Cameroon
## 49 Cameroon Cameroon
## 50 Cameroon Cameroon
## 51 Cameroon Cameroon
## 52 Cameroon Cameroon
## 53 Nigeria Nigeria
## 54 Nigeria Nigeria
## 55 South Sudan South Sudan
## 56 Congo Cameroon
## 57 Congo Cameroon
## 58 Benin Benin
## 59 Benin Benin
## 60 Burkina Faso Burkina Faso
## 61 Niger Niger
## 62 Nigeria Nigeria
## 63 Togo Togo
## 64 Congo Cameroon
## 65 Cameroon Cameroon
## 66 Cameroon Cameroon
## 67 Mali Mali
## 68 Ethiopia Ethiopia
## 69 Cameroon Cameroon
## 70 Cameroon Cameroon
## 71 Cameroon Cameroon
## 72 Nigeria Nigeria
## 73 Congo Cameroon
## 74 Congo Cameroon
## 75 Congo Cameroon
## 76 Cameroon Cameroon
## 77 Guinea Guinea
## 78 Senegal Senegal
## 79 Nigeria Nigeria
## 80 Cameroon Cameroon
## 81 Cameroon Cameroon
## 82 South Sudan South Sudan
## 83 Zambia Zambia
## 84 Zambia Zambia
## 85 Congo Cameroon
## 86 Tanzania Tanzania
## 87 Congo Cameroon
## 88 Congo Cameroon
## 89 Tanzania Tanzania
## 90 Morocco Morocco
## 91 Algeria Algeria
## 92 Sudan Sudan
## 93 Ethiopia Ethiopia
## 94 Chad Chad
## 95 Mauritius Mauritius
## 96 Nigeria Nigeria
## 97 Congo Cameroon
## 98 Central African Republic Central African Republic
## 99 Nigeria Nigeria
## 100 Burkina Faso Burkina Faso
## 101 Ghana Ghana
## 102 Togo Togo
## 103 Cameroon Cameroon
## 104 Nigeria Nigeria
## 105 Burkina Faso Burkina Faso
## 106 Mali Mali
## 107 Nigeria Nigeria
## 108 Congo Cameroon
## 109 Burkina Faso Burkina Faso
## 110 Congo Cameroon
## 111 Congo Cameroon
## 112 Congo Cameroon
## 113 Central African Republic Central African Republic
## 114 Burkina Faso Burkina Faso
## 115 Mali Mali
## 116 Congo Cameroon
## 117 South Sudan South Sudan
## 118 Congo Cameroon
## 119 Ghana Ghana
## 120 Ivory Coast Ivory Coast
## 121 Nigeria Nigeria
## 122 Somalia Somalia
## 123 Benin Benin
## 124 Nigeria Nigeria
## 125 Mali Mali
## 126 Equatorial Guinea Equatorial Guinea
## 127 Equatorial Guinea Equatorial Guinea
## 128 Gabon Gabon
## 129 Cameroon Cameroon
## 130 Congo Cameroon
## 131 Ghana Ghana
## 132 Kenya Kenya
## 133 Cameroon Cameroon
## 134 Cameroon Cameroon
## 135 Nigeria Nigeria
## 136 Benin Benin
## 137 Nigeria Nigeria
## 138 Congo Cameroon
## 139 Congo Cameroon
## 140 Congo Cameroon
## 141 Cameroon Cameroon
## 142 Cape Verde Cape Verde
## 143 Ivory Coast Ivory Coast
## 144 Central African Republic Central African Republic
## 145 Congo Cameroon
## 146 South Sudan South Sudan
## 147 Malawi Malawi
## 148 Zimbabwe Zimbabwe
## 149 Mozambique Mozambique
## 150 Cameroon Cameroon
## 151 Comoros Comoros
## 152 Burkina Faso Burkina Faso
## 153 Ghana Ghana
## 154 Ivory Coast Ivory Coast
## 155 Ghana Ghana
## 156 Togo Togo
## 157 Ghana Ghana
## 158 Chad Chad
## 159 Niger Niger
## 160 Namibia Namibia
## 161 Botswana Botswana
## 162 Angola Angola
## 163 Benin Benin
## 164 Niger Niger
## 165 Nigeria Nigeria
## 166 Congo Cameroon
## 167 Nigeria Nigeria
## 168 South Sudan South Sudan
## 169 Ivory Coast Ivory Coast
## 170 Burkina Faso Burkina Faso
## 171 Burkina Faso Burkina Faso
## 172 Ivory Coast Ivory Coast
## 173 Burkina Faso Burkina Faso
## 174 Mali Mali
## 175 Ivory Coast Ivory Coast
## 176 Congo Cameroon
## 177 Cameroon Cameroon
## 178 Nigeria Nigeria
## 179 Nigeria Nigeria
## 180 South Africa South Africa
## 181 Namibia Namibia
## 182 Angola Angola
## 183 Cameroon Cameroon
## 184 Cameroon Cameroon
## 185 Cameroon Cameroon
## 186 Cameroon Cameroon
## 187 Nigeria Nigeria
## 188 Cameroon Cameroon
## 189 Equatorial Guinea Equatorial Guinea
## 190 Gabon Gabon
## 191 Equatorial Guinea Equatorial Guinea
## 192 Gabon Gabon
## 193 Congo Cameroon
## 194 Cameroon Cameroon
## 195 Cameroon Cameroon
## 196 Cameroon Cameroon
## 197 Burkina Faso Burkina Faso
## 198 Ghana Ghana
## 199 Cameroon Cameroon
## 200 Benin Benin
## 201 Benin Benin
## 202 Burkina Faso Burkina Faso
## 203 Cameroon Cameroon
## 204 Gambia Gambia
## 205 Ghana Ghana
## 206 Guinea Guinea
## 207 Guinea Guinea
## 208 Mali Mali
## 209 Nigeria Nigeria
## 210 Niger Niger
## 211 Senegal Senegal
## 212 Sudan Sudan
## 213 Chad Chad
## 214 Sudan Sudan
## 215 Congo Cameroon
## 216 Cameroon Cameroon
## 217 Namibia Namibia
## 218 Zambia Zambia
## 219 Botswana Botswana
## 220 Ghana Ghana
## 221 Congo Cameroon
## 222 Central African Republic Central African Republic
## 223 Cameroon Cameroon
## 224 Kenya Kenya
## 225 Chad Chad
## 226 Benin Benin
## 227 Burkina Faso Burkina Faso
## 228 Ghana Ghana
## 229 Niger Niger
## 230 Nigeria Nigeria
## 231 Togo Togo
## 232 Ethiopia Ethiopia
## 233 Sudan Sudan
## 234 Nigeria Nigeria
## 235 Nigeria Nigeria
## 236 Ghana Ghana
## 237 Mali Mali
## 238 Morocco Morocco
## 239 Nigeria Nigeria
## 240 Ghana Ghana
## 241 Niger Niger
## 242 Sudan Sudan
## 243 Congo Cameroon
## 244 Namibia Namibia
## 245 Botswana Botswana
## 246 Angola Angola
## 247 Nigeria Nigeria
## 248 Nigeria Nigeria
## 249 Burkina Faso Burkina Faso
## 250 Mali Mali
## 251 Nigeria Nigeria
## 252 Nigeria Nigeria
## 253 Cameroon Cameroon
## 254 Nigeria Nigeria
## 255 Nigeria Nigeria
## 256 Nigeria Nigeria
## 257 Nigeria Nigeria
## 258 Uganda Uganda
## 259 Zambia Zambia
## 260 Mauritania Mauritania
## 261 Cameroon Cameroon
## 262 Cameroon Cameroon
## 263 Cameroon Cameroon
## 264 Nigeria Nigeria
## 265 Nigeria Nigeria
## 266 Cameroon Cameroon
## 267 Nigeria Nigeria
## 268 Guinea Guinea
## 269 Nigeria Nigeria
## 270 Chad Chad
## 271 Nigeria Nigeria
## 272 Nigeria Nigeria
## 273 Namibia Namibia
## 274 Botswana Botswana
## 275 South Sudan South Sudan
## 276 Cameroon Cameroon
## 277 Nigeria Nigeria
## 278 South Sudan South Sudan
## 279 Chad Chad
## 280 Sudan Sudan
## 281 Burkina Faso Burkina Faso
## 282 Ghana Ghana
## 283 Sudan Sudan
## 284 Nigeria Nigeria
## 285 Kenya Kenya
## 286 Uganda Uganda
## 287 Chad Chad
## 288 Burkina Faso Burkina Faso
## 289 Ghana Ghana
## 290 Cameroon Cameroon
## 291 Chad Chad
## 292 Niger Niger
## 293 Nigeria Nigeria
## 294 Burkina Faso Burkina Faso
## 295 Chad Chad
## 296 Burkina Faso Burkina Faso
## 297 Ghana Ghana
## 298 Mali Mali
## 299 Sudan Sudan
## 300 Sudan Sudan
## 301 Cameroon Cameroon
## 302 Chad Chad
## 303 Congo Cameroon
## 304 Gabon Gabon
## 305 Congo Cameroon
## 306 South Sudan South Sudan
## 307 Congo Cameroon
## 308 Sudan Sudan
## 309 Botswana Botswana
## 310 Namibia Namibia
## 311 Angola Angola
## 312 Botswana Botswana
## 313 South Africa South Africa
## 314 Zambia Zambia
## 315 Namibia Namibia
## 316 Cameroon Cameroon
## 317 Chad Chad
## 318 Angola Angola
## 319 Rwanda Rwanda
## 320 Burundi Burundi
## 321 Tanzania Tanzania
## 322 Guinea Guinea
## 323 Liberia Liberia
## 324 Sierra Leone Sierra Leone
## 325 Mali Mali
## 326 Congo Cameroon
## 327 Congo Cameroon
## 328 Sudan Sudan
## 329 Algeria Algeria
## 330 Nigeria Nigeria
## 331 Cameroon Cameroon
## 332 Sudan Sudan
## 333 South Sudan South Sudan
## 334 Ethiopia Ethiopia
## 335 Angola Angola
## 336 Congo Cameroon
## 337 Congo Cameroon
## 338 Ghana Ghana
## 339 Togo Togo
## 340 Ghana Ghana
## 341 Cameroon Cameroon
## 342 Mali Mali
## 343 Mali Mali
## 344 Ghana Ghana
## 345 Ivory Coast Ivory Coast
## 346 Zimbabwe Zimbabwe
## 347 Zambia Zambia
## 348 Mozambique Mozambique
## 349 Burkina Faso Burkina Faso
## 350 Ghana Ghana
## 351 Togo Togo
## 352 Congo Cameroon
## 353 South Sudan South Sudan
## 354 Sierra Leone Sierra Leone
## 355 Sudan Sudan
## 356 Congo Cameroon
## 357 Cameroon Cameroon
## 358 Nigeria Nigeria
## 359 Eritrea Eritrea
## 360 Ethiopia Ethiopia
## 361 Cameroon Cameroon
## 362 Nigeria Nigeria
## 363 Guinea Guinea
## 364 Sierra Leone Sierra Leone
## 365 Angola Angola
## 366 Cameroon Cameroon
## 367 Congo Cameroon
## 368 Ethiopia Ethiopia
## 369 Namibia Namibia
## 370 Angola Angola
## 371 Namibia Namibia
## 372 Angola Angola
## 373 Zambia Zambia
## 374 Namibia Namibia
## 375 Angola Angola
## 376 Benin Benin
## 377 Nigeria Nigeria
## 378 Nigeria Nigeria
## 379 Zambia Zambia
## 380 Congo Cameroon
## 381 Zambia Zambia
## 382 Congo Cameroon
## 383 Cameroon Cameroon
## 384 Sudan Sudan
## 385 Congo Cameroon
## 386 Congo Cameroon
## 387 Congo Cameroon
## 388 Zambia Zambia
## 389 Congo Cameroon
## 390 Ghana Ghana
## 391 Cameroon Cameroon
## 392 Guinea Guinea
## 393 Sierra Leone Sierra Leone
## 394 Cameroon Cameroon
## 395 Congo Cameroon
## 396 Congo Cameroon
## 397 South Africa South Africa
## 398 Sudan Sudan
## 399 Congo Cameroon
## 400 Congo Cameroon
## 401 Burkina Faso Burkina Faso
## 402 Ivory Coast Ivory Coast
## 403 Congo Cameroon
## 404 Angola Angola
## 405 Botswana Botswana
## 406 Namibia Namibia
## 407 South Africa South Africa
## 408 Zambia Zambia
## 409 Zimbabwe Zimbabwe
## 410 Uganda Uganda
## 411 Uganda Uganda
## 412 Congo Cameroon
## 413 Namibia Namibia
## 414 Botswana Botswana
## 415 Zambia Zambia
## 416 Kenya Kenya
## 417 Sudan Sudan
## 418 Kenya Kenya
## 419 Tanzania Tanzania
## 420 Zambia Zambia
## 421 Chad Chad
## 422 Uganda Uganda
## 423 South Sudan South Sudan
## 424 Nigeria Nigeria
## 425 Madagascar Madagascar
## 426 Chad Chad
## 427 Burkina Faso Burkina Faso
## 428 Burkina Faso Burkina Faso
## 429 Ghana Ghana
## 430 Ivory Coast Ivory Coast
## 431 Mali Mali
## 432 Togo Togo
## 433 Senegal Senegal
## 434 Congo Cameroon
## 435 Nigeria Nigeria
## 436 Cameroon Cameroon
## 437 Cameroon Cameroon
## 438 Kenya Kenya
## 439 Chad Chad
## 440 Sudan Sudan
## 441 Zambia Zambia
## 442 Angola Angola
## 443 Cameroon Cameroon
## 444 Chad Chad
## 445 Mauritius Mauritius
## 446 Tanzania Tanzania
## 447 Congo Cameroon
## 448 Congo Cameroon
## 449 Central African Republic Central African Republic
## 450 Central African Republic Central African Republic
## 451 Nigeria Nigeria
## 452 Cameroon Cameroon
## 453 Cameroon Cameroon
## 454 Cameroon Cameroon
## 455 Cameroon Cameroon
## 456 Ivory Coast Ivory Coast
## 457 Cameroon Cameroon
## 458 Cameroon Cameroon
## 459 Cameroon Cameroon
## 460 Namibia Namibia
## 461 Angola Angola
## 462 Botswana Botswana
## 463 Zambia Zambia
## 464 Cameroon Cameroon
## 465 Cameroon Cameroon
## 466 Cameroon Cameroon
## 467 Cameroon Cameroon
## 468 Cameroon Cameroon
## 469 Cameroon Cameroon
## 470 Cameroon Cameroon
## 471 Mali Mali
## 472 Cameroon Cameroon
## 473 Cameroon Cameroon
## 474 Burkina Faso Burkina Faso
## 475 Ghana Ghana
## 476 Togo Togo
## 477 Sudan Sudan
## 478 South Sudan South Sudan
## 479 South Sudan South Sudan
## 480 Burkina Faso Burkina Faso
## 481 Congo Cameroon
## 482 Congo Cameroon
## 483 Burkina Faso Burkina Faso
## 484 Burkina Faso Burkina Faso
## 485 Benin Benin
## 486 Ivory Coast Ivory Coast
## 487 Ghana Ghana
## 488 Mali Mali
## 489 Togo Togo
## 490 Niger Niger
## 491 Senegal Senegal
## 492 Cameroon Cameroon
## 493 South Sudan South Sudan
## 494 Congo Cameroon
## 495 Cameroon Cameroon
## 496 Burkina Faso Burkina Faso
## 497 Ghana Ghana
## 498 Ghana Ghana
## 499 Ivory Coast Ivory Coast
## 500 Zimbabwe Zimbabwe
## 501 Chad Chad
## 502 Burkina Faso Burkina Faso
## 503 Botswana Botswana
## 504 Namibia Namibia
## 505 Benin Benin
## 506 Cameroon Cameroon
## 507 Nigeria Nigeria
## 508 Ghana Ghana
## 509 Togo Togo
## 510 Cameroon Cameroon
## 511 Zimbabwe Zimbabwe
## 512 South Africa South Africa
## 513 Cameroon Cameroon
## 514 Sudan Sudan
## 515 Angola Angola
## 516 Namibia Namibia
## 517 Angola Angola
## 518 Congo Cameroon
## 519 Uganda Uganda
## 520 Congo Cameroon
## 521 Cameroon Cameroon
## 522 Central African Republic Central African Republic
## 523 Benin Benin
## 524 Togo Togo
## 525 Congo Cameroon
## 526 Congo Cameroon
## 527 Cameroon Cameroon
## 528 Sudan Sudan
## 529 Congo Cameroon
## 530 Congo Cameroon
## 531 Congo Cameroon
## 532 Cameroon Cameroon
## 533 Cameroon Cameroon
## 534 Congo Cameroon
## 535 Cameroon Cameroon
## 536 Nigeria Nigeria
## 537 Nigeria Nigeria
## 538 Nigeria Nigeria
## 539 Angola Angola
## 540 Congo Cameroon
## 541 Cameroon Cameroon
## 542 Zambia Zambia
## 543 Mozambique Mozambique
## 544 Zimbabwe Zimbabwe
## 545 Cameroon Cameroon
## 546 Cameroon Cameroon
## 547 Senegal Senegal
## 548 Zimbabwe Zimbabwe
## 549 South Africa South Africa
## 550 Uganda Uganda
## 551 Kenya Kenya
## 552 South Sudan South Sudan
## 553 Ethiopia Ethiopia
## 554 Nigeria Nigeria
## 555 Nigeria Nigeria
## 556 Angola Angola
## 557 Congo Cameroon
## 558 Nigeria Nigeria
## 559 Ivory Coast Ivory Coast
## 560 Mozambique Mozambique
## 561 Central African Republic Central African Republic
## 562 Congo Cameroon
## 563 Nigeria Nigeria
## 564 Cameroon Cameroon
## 565 Congo Cameroon
## 566 Congo Cameroon
## 567 Cameroon Cameroon
## 568 South Sudan South Sudan
## 569 Ethiopia Ethiopia
## 570 South Sudan South Sudan
## 571 Ethiopia Ethiopia
## 572 Kenya Kenya
## 573 Ethiopia Ethiopia
## 574 Kenya Kenya
## 575 Somalia Somalia
## 576 Nigeria Nigeria
## 577 Cameroon Cameroon
## 578 Nigeria Nigeria
## 579 Sudan Sudan
## 580 Angola Angola
## 581 Namibia Namibia
## 582 Ivory Coast Ivory Coast
## 583 Burkina Faso Burkina Faso
## 584 Congo Cameroon
## 585 Central African Republic Central African Republic
## 586 Lesotho Lesotho
## 587 South Africa South Africa
## 588 Equatorial Guinea Equatorial Guinea
## 589 Cameroon Cameroon
## 590 Niger Niger
## 591 Angola Angola
## 592 Cape Verde Cape Verde
## 593 Guinea Guinea
## 594 Equatorial Guinea Equatorial Guinea
## 595 Mozambique Mozambique
## 596 Niger Niger
## 597 Mozambique Mozambique
## 598 South Africa South Africa
## 599 Cameroon Cameroon
## 600 Chad Chad
## 601 Eritrea Eritrea
## 602 Ethiopia Ethiopia
## 603 Burkina Faso Burkina Faso
## 604 Mali Mali
## 605 Burkina Faso Burkina Faso
## 606 Congo Cameroon
## 607 Niger Niger
## 608 Namibia Namibia
## 609 Angola Angola
## 610 Zimbabwe Zimbabwe
## 611 Malawi Malawi
## 612 Malawi Malawi
## 613 Mozambique Mozambique
## 614 Zimbabwe Zimbabwe
## 615 Burkina Faso Burkina Faso
## 616 Mali Mali
## 617 Congo Cameroon
## 618 South Africa South Africa
## 619 Lesotho Lesotho
## 620 South Africa South Africa
## 621 Zimbabwe Zimbabwe
## 622 Seychelles Seychelles
## 623 Ethiopia Ethiopia
## 624 Zambia Zambia
## 625 Congo Cameroon
## 626 Zimbabwe Zimbabwe
## 627 Mozambique Mozambique
## 628 Sudan Sudan
## 629 Gabon Gabon
## 630 Zambia Zambia
## 631 Chad Chad
## 632 Ghana Ghana
## 633 Somalia Somalia
## 634 Djibouti Djibouti
## 635 Ethiopia Ethiopia
## 636 Kenya Kenya
## 637 Kenya Kenya
## 638 Mauritania Mauritania
## 639 Mali Mali
## 640 Senegal Senegal
## 641 Gambia Gambia
## 642 Burkina Faso Burkina Faso
## 643 Gambia Gambia
## 644 Ghana Ghana
## 645 Guinea Guinea
## 646 Guinea Guinea
## 647 Ivory Coast Ivory Coast
## 648 Mali Mali
## 649 Mauritania Mauritania
## 650 Senegal Senegal
## 651 Zambia Zambia
## 652 Lesotho Lesotho
## 653 South Africa South Africa
## 654 Zimbabwe Zimbabwe
## 655 Central African Republic Central African Republic
## 656 Congo Cameroon
## 657 Nigeria Nigeria
## 658 Ghana Ghana
## 659 Ivory Coast Ivory Coast
## 660 Kenya Kenya
## 661 Tanzania Tanzania
## 662 Burkina Faso Burkina Faso
## 663 Congo Cameroon
## 664 Nigeria Nigeria
## 665 Mali Mali
## 666 Guinea Guinea
## 667 Sierra Leone Sierra Leone
## 668 Guinea Guinea
## 669 Equatorial Guinea Equatorial Guinea
## 670 Morocco Morocco
## 671 Niger Niger
## 672 South Africa South Africa
## 673 Chad Chad
## 674 Burkina Faso Burkina Faso
## 675 Tanzania Tanzania
## 676 Kenya Kenya
## 677 Uganda Uganda
## 678 Rwanda Rwanda
## 679 Congo Cameroon
## 680 South Africa South Africa
## 681 Botswana Botswana
## 682 Namibia Namibia
## 683 Mali Mali
## 684 Niger Niger
## 685 Niger Niger
## 686 Sudan Sudan
## 687 Ivory Coast Ivory Coast
## 688 Sudan Sudan
## 689 Burkina Faso Burkina Faso
## 690 Ghana Ghana
## 691 Niger Niger
## 692 Chad Chad
## 693 Libya Libya
## 694 Niger Niger
## 695 Sudan Sudan
## 696 Sudan Sudan
## 697 Congo Cameroon
## 698 Congo Cameroon
## 699 Eritrea Eritrea
## 700 Ethiopia Ethiopia
## 701 Cameroon Cameroon
## 702 Sudan Sudan
## 703 Sudan Sudan
## 704 Nigeria Nigeria
## 705 Sudan Sudan
## 706 Mali Mali
## 707 Zimbabwe Zimbabwe
## 708 Zambia Zambia
## 709 Mozambique Mozambique
## 710 Malawi Malawi
## 711 Namibia Namibia
## 712 Zambia Zambia
## 713 Ethiopia Ethiopia
## 714 South Africa South Africa
## 715 Congo Cameroon
## 716 South Africa South Africa
## 717 Zimbabwe Zimbabwe
## 718 Mozambique Mozambique
## 719 Eswatini Eswatini
## 720 Mozambique Mozambique
## 721 South Africa South Africa
## 722 Zimbabwe Zimbabwe
## 723 South Africa South Africa
## 724 Zimbabwe Zimbabwe
## 725 Mozambique Mozambique
## 726 Botswana Botswana
## 727 South Africa South Africa
## 728 Zimbabwe Zimbabwe
## 729 Namibia Namibia
## 730 Botswana Botswana
## 731 South Africa South Africa
## 732 Sudan Sudan
## 733 Malawi Malawi
## 734 Tanzania Tanzania
## 735 Zambia Zambia
## 736 Sudan Sudan
## 737 Ghana Ghana
## 738 Nigeria Nigeria
## 739 Sudan Sudan
## 740 South Sudan South Sudan
## 741 Angola Angola
## 742 South Africa South Africa
## 743 Zimbabwe Zimbabwe
## 744 South Africa South Africa
## 745 Mozambique Mozambique
## 746 Zimbabwe Zimbabwe
## 747 Cameroon Cameroon
## 748 Burkina Faso Burkina Faso
## 749 Nigeria Nigeria
## 750 Ghana Ghana
## 751 Sudan Sudan
## 752 Nigeria Nigeria
## 753 Cameroon Cameroon
## 754 Sudan Sudan
## 755 Central African Republic Central African Republic
## 756 South Sudan South Sudan
## 757 Senegal Senegal
## 758 Congo Cameroon
## 759 Cameroon Cameroon
## 760 Nigeria Nigeria
## 761 South Africa South Africa
## 762 Zimbabwe Zimbabwe
## 763 Botswana Botswana
## 764 South Africa South Africa
## 765 Lesotho Lesotho
## 766 Cameroon Cameroon
## 767 Nigeria Nigeria
## 768 Central African Republic Central African Republic
## 769 Guinea Guinea
## 770 Congo Cameroon
## 771 Cameroon Cameroon
## 772 Namibia Namibia
## 773 Botswana Botswana
## 774 Benin Benin
## 775 Togo Togo
## 776 Nigeria Nigeria
## 777 Benin Benin
## 778 Togo Togo
## 779 Central African Republic Central African Republic
## 780 Congo Cameroon
## 781 South Sudan South Sudan
## 782 Sudan Sudan
## 783 Chad Chad
## 784 Sudan Sudan
## 785 Congo Cameroon
## 786 Central African Republic Central African Republic
## 787 South Sudan South Sudan
## 788 Niger Niger
## 789 Mali Mali
## 790 Burkina Faso Burkina Faso
## 791 Nigeria Nigeria
## 792 Angola Angola
## 793 Namibia Namibia
## 794 Nigeria Nigeria
## 795 Cameroon Cameroon
## 796 South Africa South Africa