install.packages("jsonlite", repos="https://cran.rstudio.com/")##
## The downloaded binary packages are in
## /var/folders/gl/j9l9d0p92674p5hmhrp86sbm0000gn/T//RtmpoZEbih/downloaded_packageslibrary("jsonlite")
json_file <- 'https://datahub.io/core/covid-19/datapackage.json'
json_data <- fromJSON(paste(readLines(json_file), collapse=""))## Warning in readLines(json_file): incomplete final line found on 'https://
## datahub.io/core/covid-19/datapackage.json'# get list of all resources:
print(json_data$resources$name)## [1] "validation_report"
## [2] "time-series-19-covid-combined_csv"
## [3] "key-countries-pivoted_csv"
## [4] "countries-aggregated_csv"
## [5] "worldwide-aggregated_csv"
## [6] "time-series-19-covid-combined_json"
## [7] "key-countries-pivoted_json"
## [8] "countries-aggregated_json"
## [9] "worldwide-aggregated_json"
## [10] "covid-19_zip"
## [11] "time-series-19-covid-combined_csv_preview"
## [12] "countries-aggregated_csv_preview"
## [13] "time-series-19-covid-combined"
## [14] "key-countries-pivoted"
## [15] "countries-aggregated"
## [16] "worldwide-aggregated"# print all tabular data(if exists any)
for(i in 1:length(json_data$resources$datahub$type)){
if(json_data$resources$datahub$type[i]=='derived/csv'){
path_to_file = json_data$resources$path[i]
data <- read.csv(url(path_to_file))
print(data)
}
}## Date Country.Region Province.State
## 1 2020-01-22 Afghanistan
## 2 2020-01-23 Afghanistan
## 3 2020-01-24 Afghanistan
## 4 2020-01-25 Afghanistan
## 5 2020-01-26 Afghanistan
## 6 2020-01-27 Afghanistan
## 7 2020-01-28 Afghanistan
## 8 2020-01-29 Afghanistan
## 9 2020-01-30 Afghanistan
## 10 2020-01-31 Afghanistan
## 11 2020-02-01 Afghanistan
## 12 2020-02-02 Afghanistan
## 13 2020-02-03 Afghanistan
## 14 2020-02-04 Afghanistan
## 15 2020-02-05 Afghanistan
## 16 2020-02-06 Afghanistan
## 17 2020-02-07 Afghanistan
## 18 2020-02-08 Afghanistan
## 19 2020-02-09 Afghanistan
## 20 2020-02-10 Afghanistan
## 21 2020-02-11 Afghanistan
## 22 2020-02-12 Afghanistan
## 23 2020-02-13 Afghanistan
## 24 2020-02-14 Afghanistan
## 25 2020-02-15 Afghanistan
## 26 2020-02-16 Afghanistan
## 27 2020-02-17 Afghanistan
## 28 2020-02-18 Afghanistan
## 29 2020-02-19 Afghanistan
## 30 2020-02-20 Afghanistan
## 31 2020-02-21 Afghanistan
## 32 2020-02-22 Afghanistan
## 33 2020-02-23 Afghanistan
## 34 2020-02-24 Afghanistan
## 35 2020-02-25 Afghanistan
## 36 2020-02-26 Afghanistan
## 37 2020-02-27 Afghanistan
## 38 2020-02-28 Afghanistan
## 39 2020-02-29 Afghanistan
## 40 2020-03-01 Afghanistan
## 41 2020-03-02 Afghanistan
## 42 2020-03-03 Afghanistan
## 43 2020-03-04 Afghanistan
## 44 2020-03-05 Afghanistan
## 45 2020-03-06 Afghanistan
## 46 2020-03-07 Afghanistan
## 47 2020-03-08 Afghanistan
## 48 2020-03-09 Afghanistan
## 49 2020-03-10 Afghanistan
## 50 2020-03-11 Afghanistan
## 51 2020-03-12 Afghanistan
## 52 2020-03-13 Afghanistan
## 53 2020-03-14 Afghanistan
## 54 2020-03-15 Afghanistan
## 55 2020-03-16 Afghanistan
## 56 2020-03-17 Afghanistan
## 57 2020-03-18 Afghanistan
## 58 2020-03-19 Afghanistan
## 59 2020-03-20 Afghanistan
## 60 2020-03-21 Afghanistan
## 61 2020-03-22 Afghanistan
## 62 2020-03-23 Afghanistan
## 63 2020-03-24 Afghanistan
## 64 2020-03-25 Afghanistan
## 65 2020-03-26 Afghanistan
## 66 2020-03-27 Afghanistan
## 67 2020-03-28 Afghanistan
## 68 2020-03-29 Afghanistan
## 69 2020-03-30 Afghanistan
## 70 2020-03-31 Afghanistan
## 71 2020-04-01 Afghanistan
## 72 2020-04-02 Afghanistan
## 73 2020-04-03 Afghanistan
## 74 2020-04-04 Afghanistan
## 75 2020-01-22 Albania
## 76 2020-01-23 Albania
## 77 2020-01-24 Albania
## 78 2020-01-25 Albania
## 79 2020-01-26 Albania
## 80 2020-01-27 Albania
## 81 2020-01-28 Albania
## 82 2020-01-29 Albania
## 83 2020-01-30 Albania
## 84 2020-01-31 Albania
## 85 2020-02-01 Albania
## 86 2020-02-02 Albania
## 87 2020-02-03 Albania
## 88 2020-02-04 Albania
## 89 2020-02-05 Albania
## 90 2020-02-06 Albania
## 91 2020-02-07 Albania
## 92 2020-02-08 Albania
## 93 2020-02-09 Albania
## 94 2020-02-10 Albania
## 95 2020-02-11 Albania
## 96 2020-02-12 Albania
## 97 2020-02-13 Albania
## 98 2020-02-14 Albania
## 99 2020-02-15 Albania
## 100 2020-02-16 Albania
## 101 2020-02-17 Albania
## 102 2020-02-18 Albania
## 103 2020-02-19 Albania
## 104 2020-02-20 Albania
## 105 2020-02-21 Albania
## 106 2020-02-22 Albania
## 107 2020-02-23 Albania
## 108 2020-02-24 Albania
## 109 2020-02-25 Albania
## 110 2020-02-26 Albania
## 111 2020-02-27 Albania
## 112 2020-02-28 Albania
## 113 2020-02-29 Albania
## 114 2020-03-01 Albania
## 115 2020-03-02 Albania
## 116 2020-03-03 Albania
## 117 2020-03-04 Albania
## 118 2020-03-05 Albania
## 119 2020-03-06 Albania
## 120 2020-03-07 Albania
## 121 2020-03-08 Albania
## 122 2020-03-09 Albania
## 123 2020-03-10 Albania
## 124 2020-03-11 Albania
## 125 2020-03-12 Albania
## 126 2020-03-13 Albania
## 127 2020-03-14 Albania
## 128 2020-03-15 Albania
## 129 2020-03-16 Albania
## 130 2020-03-17 Albania
## 131 2020-03-18 Albania
## 132 2020-03-19 Albania
## 133 2020-03-20 Albania
## 134 2020-03-21 Albania
## 135 2020-03-22 Albania
## 136 2020-03-23 Albania
## 137 2020-03-24 Albania
## 138 2020-03-25 Albania
## 139 2020-03-26 Albania
## 140 2020-03-27 Albania
## 141 2020-03-28 Albania
## 142 2020-03-29 Albania
## 143 2020-03-30 Albania
## 144 2020-03-31 Albania
## 145 2020-04-01 Albania
## 146 2020-04-02 Albania
## 147 2020-04-03 Albania
## 148 2020-04-04 Albania
## 149 2020-01-22 Algeria
## 150 2020-01-23 Algeria
## 151 2020-01-24 Algeria
## 152 2020-01-25 Algeria
## 153 2020-01-26 Algeria
## 154 2020-01-27 Algeria
## 155 2020-01-28 Algeria
## 156 2020-01-29 Algeria
## 157 2020-01-30 Algeria
## 158 2020-01-31 Algeria
## 159 2020-02-01 Algeria
## 160 2020-02-02 Algeria
## 161 2020-02-03 Algeria
## 162 2020-02-04 Algeria
## 163 2020-02-05 Algeria
## 164 2020-02-06 Algeria
## 165 2020-02-07 Algeria
## 166 2020-02-08 Algeria
## 167 2020-02-09 Algeria
## 168 2020-02-10 Algeria
## 169 2020-02-11 Algeria
## 170 2020-02-12 Algeria
## 171 2020-02-13 Algeria
## 172 2020-02-14 Algeria
## 173 2020-02-15 Algeria
## 174 2020-02-16 Algeria
## 175 2020-02-17 Algeria
## 176 2020-02-18 Algeria
## 177 2020-02-19 Algeria
## 178 2020-02-20 Algeria
## 179 2020-02-21 Algeria
## 180 2020-02-22 Algeria
## 181 2020-02-23 Algeria
## 182 2020-02-24 Algeria
## 183 2020-02-25 Algeria
## 184 2020-02-26 Algeria
## 185 2020-02-27 Algeria
## 186 2020-02-28 Algeria
## 187 2020-02-29 Algeria
## 188 2020-03-01 Algeria
## 189 2020-03-02 Algeria
## 190 2020-03-03 Algeria
## 191 2020-03-04 Algeria
## 192 2020-03-05 Algeria
## 193 2020-03-06 Algeria
## 194 2020-03-07 Algeria
## 195 2020-03-08 Algeria
## 196 2020-03-09 Algeria
## 197 2020-03-10 Algeria
## 198 2020-03-11 Algeria
## 199 2020-03-12 Algeria
## 200 2020-03-13 Algeria
## 201 2020-03-14 Algeria
## 202 2020-03-15 Algeria
## 203 2020-03-16 Algeria
## 204 2020-03-17 Algeria
## 205 2020-03-18 Algeria
## 206 2020-03-19 Algeria
## 207 2020-03-20 Algeria
## 208 2020-03-21 Algeria
## 209 2020-03-22 Algeria
## 210 2020-03-23 Algeria
## 211 2020-03-24 Algeria
## 212 2020-03-25 Algeria
## 213 2020-03-26 Algeria
## 214 2020-03-27 Algeria
## 215 2020-03-28 Algeria
## 216 2020-03-29 Algeria
## 217 2020-03-30 Algeria
## 218 2020-03-31 Algeria
## 219 2020-04-01 Algeria
## 220 2020-04-02 Algeria
## 221 2020-04-03 Algeria
## 222 2020-04-04 Algeria
## 223 2020-01-22 Andorra
## 224 2020-01-23 Andorra
## 225 2020-01-24 Andorra
## 226 2020-01-25 Andorra
## 227 2020-01-26 Andorra
## 228 2020-01-27 Andorra
## 229 2020-01-28 Andorra
## 230 2020-01-29 Andorra
## 231 2020-01-30 Andorra
## 232 2020-01-31 Andorra
## 233 2020-02-01 Andorra
## 234 2020-02-02 Andorra
## 235 2020-02-03 Andorra
## 236 2020-02-04 Andorra
## 237 2020-02-05 Andorra
## 238 2020-02-06 Andorra
## 239 2020-02-07 Andorra
## 240 2020-02-08 Andorra
## 241 2020-02-09 Andorra
## 242 2020-02-10 Andorra
## 243 2020-02-11 Andorra
## 244 2020-02-12 Andorra
## 245 2020-02-13 Andorra
## 246 2020-02-14 Andorra
## 247 2020-02-15 Andorra
## 248 2020-02-16 Andorra
## 249 2020-02-17 Andorra
## 250 2020-02-18 Andorra
## 251 2020-02-19 Andorra
## 252 2020-02-20 Andorra
## 253 2020-02-21 Andorra
## 254 2020-02-22 Andorra
## 255 2020-02-23 Andorra
## 256 2020-02-24 Andorra
## 257 2020-02-25 Andorra
## 258 2020-02-26 Andorra
## 259 2020-02-27 Andorra
## 260 2020-02-28 Andorra
## 261 2020-02-29 Andorra
## 262 2020-03-01 Andorra
## 263 2020-03-02 Andorra
## 264 2020-03-03 Andorra
## 265 2020-03-04 Andorra
## 266 2020-03-05 Andorra
## 267 2020-03-06 Andorra
## 268 2020-03-07 Andorra
## 269 2020-03-08 Andorra
## 270 2020-03-09 Andorra
## 271 2020-03-10 Andorra
## 272 2020-03-11 Andorra
## 273 2020-03-12 Andorra
## 274 2020-03-13 Andorra
## 275 2020-03-14 Andorra
## 276 2020-03-15 Andorra
## 277 2020-03-16 Andorra
## 278 2020-03-17 Andorra
## 279 2020-03-18 Andorra
## 280 2020-03-19 Andorra
## 281 2020-03-20 Andorra
## 282 2020-03-21 Andorra
## 283 2020-03-22 Andorra
## 284 2020-03-23 Andorra
## 285 2020-03-24 Andorra
## 286 2020-03-25 Andorra
## 287 2020-03-26 Andorra
## 288 2020-03-27 Andorra
## 289 2020-03-28 Andorra
## 290 2020-03-29 Andorra
## 291 2020-03-30 Andorra
## 292 2020-03-31 Andorra
## 293 2020-04-01 Andorra
## 294 2020-04-02 Andorra
## 295 2020-04-03 Andorra
## 296 2020-04-04 Andorra
## 297 2020-01-22 Angola
## 298 2020-01-23 Angola
## 299 2020-01-24 Angola
## 300 2020-01-25 Angola
## 301 2020-01-26 Angola
## 302 2020-01-27 Angola
## 303 2020-01-28 Angola
## 304 2020-01-29 Angola
## 305 2020-01-30 Angola
## 306 2020-01-31 Angola
## 307 2020-02-01 Angola
## 308 2020-02-02 Angola
## 309 2020-02-03 Angola
## 310 2020-02-04 Angola
## 311 2020-02-05 Angola
## 312 2020-02-06 Angola
## 313 2020-02-07 Angola
## 314 2020-02-08 Angola
## 315 2020-02-09 Angola
## 316 2020-02-10 Angola
## 317 2020-02-11 Angola
## 318 2020-02-12 Angola
## 319 2020-02-13 Angola
## 320 2020-02-14 Angola
## 321 2020-02-15 Angola
## 322 2020-02-16 Angola
## 323 2020-02-17 Angola
## 324 2020-02-18 Angola
## 325 2020-02-19 Angola
## 326 2020-02-20 Angola
## 327 2020-02-21 Angola
## 328 2020-02-22 Angola
## 329 2020-02-23 Angola
## 330 2020-02-24 Angola
## 331 2020-02-25 Angola
## 332 2020-02-26 Angola
## 333 2020-02-27 Angola
## 334 2020-02-28 Angola
## 335 2020-02-29 Angola
## 336 2020-03-01 Angola
## 337 2020-03-02 Angola
## 338 2020-03-03 Angola
## 339 2020-03-04 Angola
## 340 2020-03-05 Angola
## 341 2020-03-06 Angola
## 342 2020-03-07 Angola
## 343 2020-03-08 Angola
## 344 2020-03-09 Angola
## 345 2020-03-10 Angola
## 346 2020-03-11 Angola
## 347 2020-03-12 Angola
## 348 2020-03-13 Angola
## 349 2020-03-14 Angola
## 350 2020-03-15 Angola
## 351 2020-03-16 Angola
## 352 2020-03-17 Angola
## 353 2020-03-18 Angola
## 354 2020-03-19 Angola
## 355 2020-03-20 Angola
## 356 2020-03-21 Angola
## 357 2020-03-22 Angola
## 358 2020-03-23 Angola
## 359 2020-03-24 Angola
## 360 2020-03-25 Angola
## 361 2020-03-26 Angola
## 362 2020-03-27 Angola
## 363 2020-03-28 Angola
## 364 2020-03-29 Angola
## 365 2020-03-30 Angola
## 366 2020-03-31 Angola
## 367 2020-04-01 Angola
## 368 2020-04-02 Angola
## 369 2020-04-03 Angola
## 370 2020-04-04 Angola
## 371 2020-01-22 Antigua and Barbuda
## 372 2020-01-23 Antigua and Barbuda
## 373 2020-01-24 Antigua and Barbuda
## 374 2020-01-25 Antigua and Barbuda
## 375 2020-01-26 Antigua and Barbuda
## 376 2020-01-27 Antigua and Barbuda
## 377 2020-01-28 Antigua and Barbuda
## 378 2020-01-29 Antigua and Barbuda
## 379 2020-01-30 Antigua and Barbuda
## 380 2020-01-31 Antigua and Barbuda
## 381 2020-02-01 Antigua and Barbuda
## 382 2020-02-02 Antigua and Barbuda
## 383 2020-02-03 Antigua and Barbuda
## 384 2020-02-04 Antigua and Barbuda
## 385 2020-02-05 Antigua and Barbuda
## 386 2020-02-06 Antigua and Barbuda
## 387 2020-02-07 Antigua and Barbuda
## 388 2020-02-08 Antigua and Barbuda
## 389 2020-02-09 Antigua and Barbuda
## 390 2020-02-10 Antigua and Barbuda
## 391 2020-02-11 Antigua and Barbuda
## 392 2020-02-12 Antigua and Barbuda
## 393 2020-02-13 Antigua and Barbuda
## 394 2020-02-14 Antigua and Barbuda
## 395 2020-02-15 Antigua and Barbuda
## 396 2020-02-16 Antigua and Barbuda
## 397 2020-02-17 Antigua and Barbuda
## 398 2020-02-18 Antigua and Barbuda
## 399 2020-02-19 Antigua and Barbuda
## 400 2020-02-20 Antigua and Barbuda
## 401 2020-02-21 Antigua and Barbuda
## 402 2020-02-22 Antigua and Barbuda
## 403 2020-02-23 Antigua and Barbuda
## 404 2020-02-24 Antigua and Barbuda
## 405 2020-02-25 Antigua and Barbuda
## 406 2020-02-26 Antigua and Barbuda
## 407 2020-02-27 Antigua and Barbuda
## 408 2020-02-28 Antigua and Barbuda
## 409 2020-02-29 Antigua and Barbuda
## 410 2020-03-01 Antigua and Barbuda
## 411 2020-03-02 Antigua and Barbuda
## 412 2020-03-03 Antigua and Barbuda
## 413 2020-03-04 Antigua and Barbuda
## 414 2020-03-05 Antigua and Barbuda
## 415 2020-03-06 Antigua and Barbuda
## 416 2020-03-07 Antigua and Barbuda
## 417 2020-03-08 Antigua and Barbuda
## 418 2020-03-09 Antigua and Barbuda
## 419 2020-03-10 Antigua and Barbuda
## 420 2020-03-11 Antigua and Barbuda
## 421 2020-03-12 Antigua and Barbuda
## 422 2020-03-13 Antigua and Barbuda
## 423 2020-03-14 Antigua and Barbuda
## 424 2020-03-15 Antigua and Barbuda
## 425 2020-03-16 Antigua and Barbuda
## 426 2020-03-17 Antigua and Barbuda
## 427 2020-03-18 Antigua and Barbuda
## 428 2020-03-19 Antigua and Barbuda
## 429 2020-03-20 Antigua and Barbuda
## 430 2020-03-21 Antigua and Barbuda
## 431 2020-03-22 Antigua and Barbuda
## 432 2020-03-23 Antigua and Barbuda
## 433 2020-03-24 Antigua and Barbuda
## 434 2020-03-25 Antigua and Barbuda
## 435 2020-03-26 Antigua and Barbuda
## 436 2020-03-27 Antigua and Barbuda
## 437 2020-03-28 Antigua and Barbuda
## 438 2020-03-29 Antigua and Barbuda
## 439 2020-03-30 Antigua and Barbuda
## 440 2020-03-31 Antigua and Barbuda
## 441 2020-04-01 Antigua and Barbuda
## 442 2020-04-02 Antigua and Barbuda
## 443 2020-04-03 Antigua and Barbuda
## 444 2020-04-04 Antigua and Barbuda
## 445 2020-01-22 Argentina
## 446 2020-01-23 Argentina
## 447 2020-01-24 Argentina
## 448 2020-01-25 Argentina
## 449 2020-01-26 Argentina
## 450 2020-01-27 Argentina
## 451 2020-01-28 Argentina
## 452 2020-01-29 Argentina
## 453 2020-01-30 Argentina
## 454 2020-01-31 Argentina
## 455 2020-02-01 Argentina
## 456 2020-02-02 Argentina
## 457 2020-02-03 Argentina
## 458 2020-02-04 Argentina
## 459 2020-02-05 Argentina
## 460 2020-02-06 Argentina
## 461 2020-02-07 Argentina
## 462 2020-02-08 Argentina
## 463 2020-02-09 Argentina
## 464 2020-02-10 Argentina
## 465 2020-02-11 Argentina
## 466 2020-02-12 Argentina
## 467 2020-02-13 Argentina
## 468 2020-02-14 Argentina
## 469 2020-02-15 Argentina
## 470 2020-02-16 Argentina
## 471 2020-02-17 Argentina
## 472 2020-02-18 Argentina
## 473 2020-02-19 Argentina
## 474 2020-02-20 Argentina
## 475 2020-02-21 Argentina
## 476 2020-02-22 Argentina
## 477 2020-02-23 Argentina
## 478 2020-02-24 Argentina
## 479 2020-02-25 Argentina
## 480 2020-02-26 Argentina
## 481 2020-02-27 Argentina
## 482 2020-02-28 Argentina
## 483 2020-02-29 Argentina
## 484 2020-03-01 Argentina
## 485 2020-03-02 Argentina
## 486 2020-03-03 Argentina
## 487 2020-03-04 Argentina
## 488 2020-03-05 Argentina
## 489 2020-03-06 Argentina
## 490 2020-03-07 Argentina
## 491 2020-03-08 Argentina
## 492 2020-03-09 Argentina
## 493 2020-03-10 Argentina
## 494 2020-03-11 Argentina
## 495 2020-03-12 Argentina
## 496 2020-03-13 Argentina
## 497 2020-03-14 Argentina
## 498 2020-03-15 Argentina
## 499 2020-03-16 Argentina
## 500 2020-03-17 Argentina
## 501 2020-03-18 Argentina
## 502 2020-03-19 Argentina
## 503 2020-03-20 Argentina
## 504 2020-03-21 Argentina
## 505 2020-03-22 Argentina
## 506 2020-03-23 Argentina
## 507 2020-03-24 Argentina
## 508 2020-03-25 Argentina
## 509 2020-03-26 Argentina
## 510 2020-03-27 Argentina
## 511 2020-03-28 Argentina
## 512 2020-03-29 Argentina
## 513 2020-03-30 Argentina
## 514 2020-03-31 Argentina
## 515 2020-04-01 Argentina
## 516 2020-04-02 Argentina
## 517 2020-04-03 Argentina
## 518 2020-04-04 Argentina
## 519 2020-01-22 Armenia
## 520 2020-01-23 Armenia
## 521 2020-01-24 Armenia
## 522 2020-01-25 Armenia
## 523 2020-01-26 Armenia
## 524 2020-01-27 Armenia
## 525 2020-01-28 Armenia
## 526 2020-01-29 Armenia
## 527 2020-01-30 Armenia
## 528 2020-01-31 Armenia
## 529 2020-02-01 Armenia
## 530 2020-02-02 Armenia
## 531 2020-02-03 Armenia
## 532 2020-02-04 Armenia
## 533 2020-02-05 Armenia
## 534 2020-02-06 Armenia
## 535 2020-02-07 Armenia
## 536 2020-02-08 Armenia
## 537 2020-02-09 Armenia
## 538 2020-02-10 Armenia
## 539 2020-02-11 Armenia
## 540 2020-02-12 Armenia
## 541 2020-02-13 Armenia
## 542 2020-02-14 Armenia
## 543 2020-02-15 Armenia
## 544 2020-02-16 Armenia
## 545 2020-02-17 Armenia
## 546 2020-02-18 Armenia
## 547 2020-02-19 Armenia
## 548 2020-02-20 Armenia
## 549 2020-02-21 Armenia
## 550 2020-02-22 Armenia
## 551 2020-02-23 Armenia
## 552 2020-02-24 Armenia
## 553 2020-02-25 Armenia
## 554 2020-02-26 Armenia
## 555 2020-02-27 Armenia
## 556 2020-02-28 Armenia
## 557 2020-02-29 Armenia
## 558 2020-03-01 Armenia
## 559 2020-03-02 Armenia
## 560 2020-03-03 Armenia
## 561 2020-03-04 Armenia
## 562 2020-03-05 Armenia
## 563 2020-03-06 Armenia
## 564 2020-03-07 Armenia
## 565 2020-03-08 Armenia
## 566 2020-03-09 Armenia
## 567 2020-03-10 Armenia
## 568 2020-03-11 Armenia
## 569 2020-03-12 Armenia
## 570 2020-03-13 Armenia
## 571 2020-03-14 Armenia
## 572 2020-03-15 Armenia
## 573 2020-03-16 Armenia
## 574 2020-03-17 Armenia
## 575 2020-03-18 Armenia
## 576 2020-03-19 Armenia
## 577 2020-03-20 Armenia
## 578 2020-03-21 Armenia
## 579 2020-03-22 Armenia
## 580 2020-03-23 Armenia
## 581 2020-03-24 Armenia
## 582 2020-03-25 Armenia
## 583 2020-03-26 Armenia
## 584 2020-03-27 Armenia
## 585 2020-03-28 Armenia
## 586 2020-03-29 Armenia
## 587 2020-03-30 Armenia
## 588 2020-03-31 Armenia
## 589 2020-04-01 Armenia
## 590 2020-04-02 Armenia
## 591 2020-04-03 Armenia
## 592 2020-04-04 Armenia
## 593 2020-01-22 Australia Australian Capital Territory
## 594 2020-01-23 Australia Australian Capital Territory
## 595 2020-01-24 Australia Australian Capital Territory
## 596 2020-01-25 Australia Australian Capital Territory
## 597 2020-01-26 Australia Australian Capital Territory
## 598 2020-01-27 Australia Australian Capital Territory
## 599 2020-01-28 Australia Australian Capital Territory
## 600 2020-01-29 Australia Australian Capital Territory
## 601 2020-01-30 Australia Australian Capital Territory
## 602 2020-01-31 Australia Australian Capital Territory
## 603 2020-02-01 Australia Australian Capital Territory
## 604 2020-02-02 Australia Australian Capital Territory
## 605 2020-02-03 Australia Australian Capital Territory
## 606 2020-02-04 Australia Australian Capital Territory
## 607 2020-02-05 Australia Australian Capital Territory
## 608 2020-02-06 Australia Australian Capital Territory
## 609 2020-02-07 Australia Australian Capital Territory
## 610 2020-02-08 Australia Australian Capital Territory
## 611 2020-02-09 Australia Australian Capital Territory
## 612 2020-02-10 Australia Australian Capital Territory
## 613 2020-02-11 Australia Australian Capital Territory
## 614 2020-02-12 Australia Australian Capital Territory
## 615 2020-02-13 Australia Australian Capital Territory
## 616 2020-02-14 Australia Australian Capital Territory
## 617 2020-02-15 Australia Australian Capital Territory
## 618 2020-02-16 Australia Australian Capital Territory
## 619 2020-02-17 Australia Australian Capital Territory
## 620 2020-02-18 Australia Australian Capital Territory
## 621 2020-02-19 Australia Australian Capital Territory
## 622 2020-02-20 Australia Australian Capital Territory
## 623 2020-02-21 Australia Australian Capital Territory
## 624 2020-02-22 Australia Australian Capital Territory
## 625 2020-02-23 Australia Australian Capital Territory
## 626 2020-02-24 Australia Australian Capital Territory
## 627 2020-02-25 Australia Australian Capital Territory
## 628 2020-02-26 Australia Australian Capital Territory
## 629 2020-02-27 Australia Australian Capital Territory
## 630 2020-02-28 Australia Australian Capital Territory
## 631 2020-02-29 Australia Australian Capital Territory
## 632 2020-03-01 Australia Australian Capital Territory
## 633 2020-03-02 Australia Australian Capital Territory
## 634 2020-03-03 Australia Australian Capital Territory
## 635 2020-03-04 Australia Australian Capital Territory
## 636 2020-03-05 Australia Australian Capital Territory
## 637 2020-03-06 Australia Australian Capital Territory
## 638 2020-03-07 Australia Australian Capital Territory
## 639 2020-03-08 Australia Australian Capital Territory
## 640 2020-03-09 Australia Australian Capital Territory
## 641 2020-03-10 Australia Australian Capital Territory
## 642 2020-03-11 Australia Australian Capital Territory
## 643 2020-03-12 Australia Australian Capital Territory
## 644 2020-03-13 Australia Australian Capital Territory
## 645 2020-03-14 Australia Australian Capital Territory
## 646 2020-03-15 Australia Australian Capital Territory
## 647 2020-03-16 Australia Australian Capital Territory
## 648 2020-03-17 Australia Australian Capital Territory
## 649 2020-03-18 Australia Australian Capital Territory
## 650 2020-03-19 Australia Australian Capital Territory
## 651 2020-03-20 Australia Australian Capital Territory
## 652 2020-03-21 Australia Australian Capital Territory
## 653 2020-03-22 Australia Australian Capital Territory
## 654 2020-03-23 Australia Australian Capital Territory
## 655 2020-03-24 Australia Australian Capital Territory
## 656 2020-03-25 Australia Australian Capital Territory
## 657 2020-03-26 Australia Australian Capital Territory
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## 12330 2020-03-07 MS Zaandam
## 12331 2020-03-08 MS Zaandam
## 12332 2020-03-09 MS Zaandam
## 12333 2020-03-10 MS Zaandam
## 12334 2020-03-11 MS Zaandam
## 12335 2020-03-12 MS Zaandam
## 12336 2020-03-13 MS Zaandam
## 12337 2020-03-14 MS Zaandam
## 12338 2020-03-15 MS Zaandam
## 12339 2020-03-16 MS Zaandam
## 12340 2020-03-17 MS Zaandam
## 12341 2020-03-18 MS Zaandam
## 12342 2020-03-19 MS Zaandam
## 12343 2020-03-20 MS Zaandam
## 12344 2020-03-21 MS Zaandam
## 12345 2020-03-22 MS Zaandam
## 12346 2020-03-23 MS Zaandam
## 12347 2020-03-24 MS Zaandam
## 12348 2020-03-25 MS Zaandam
## 12349 2020-03-26 MS Zaandam
## 12350 2020-03-27 MS Zaandam
## 12351 2020-03-28 MS Zaandam
## 12352 2020-03-29 MS Zaandam
## 12353 2020-03-30 MS Zaandam
## 12354 2020-03-31 MS Zaandam
## 12355 2020-04-01 MS Zaandam
## 12356 2020-04-02 MS Zaandam
## 12357 2020-04-03 MS Zaandam
## 12358 2020-04-04 MS Zaandam
## 12359 2020-01-22 Madagascar
## 12360 2020-01-23 Madagascar
## 12361 2020-01-24 Madagascar
## 12362 2020-01-25 Madagascar
## 12363 2020-01-26 Madagascar
## 12364 2020-01-27 Madagascar
## 12365 2020-01-28 Madagascar
## 12366 2020-01-29 Madagascar
## 12367 2020-01-30 Madagascar
## 12368 2020-01-31 Madagascar
## 12369 2020-02-01 Madagascar
## 12370 2020-02-02 Madagascar
## 12371 2020-02-03 Madagascar
## 12372 2020-02-04 Madagascar
## 12373 2020-02-05 Madagascar
## 12374 2020-02-06 Madagascar
## 12375 2020-02-07 Madagascar
## 12376 2020-02-08 Madagascar
## 12377 2020-02-09 Madagascar
## 12378 2020-02-10 Madagascar
## 12379 2020-02-11 Madagascar
## 12380 2020-02-12 Madagascar
## 12381 2020-02-13 Madagascar
## 12382 2020-02-14 Madagascar
## 12383 2020-02-15 Madagascar
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## 12385 2020-02-17 Madagascar
## 12386 2020-02-18 Madagascar
## 12387 2020-02-19 Madagascar
## 12388 2020-02-20 Madagascar
## 12389 2020-02-21 Madagascar
## 12390 2020-02-22 Madagascar
## 12391 2020-02-23 Madagascar
## 12392 2020-02-24 Madagascar
## 12393 2020-02-25 Madagascar
## 12394 2020-02-26 Madagascar
## 12395 2020-02-27 Madagascar
## 12396 2020-02-28 Madagascar
## 12397 2020-02-29 Madagascar
## 12398 2020-03-01 Madagascar
## 12399 2020-03-02 Madagascar
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## 12421 2020-03-24 Madagascar
## 12422 2020-03-25 Madagascar
## 12423 2020-03-26 Madagascar
## 12424 2020-03-27 Madagascar
## 12425 2020-03-28 Madagascar
## 12426 2020-03-29 Madagascar
## 12427 2020-03-30 Madagascar
## 12428 2020-03-31 Madagascar
## 12429 2020-04-01 Madagascar
## 12430 2020-04-02 Madagascar
## 12431 2020-04-03 Madagascar
## 12432 2020-04-04 Madagascar
## 12433 2020-01-22 Malawi
## 12434 2020-01-23 Malawi
## 12435 2020-01-24 Malawi
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## 12437 2020-01-26 Malawi
## 12438 2020-01-27 Malawi
## 12439 2020-01-28 Malawi
## 12440 2020-01-29 Malawi
## 12441 2020-01-30 Malawi
## 12442 2020-01-31 Malawi
## 12443 2020-02-01 Malawi
## 12444 2020-02-02 Malawi
## 12445 2020-02-03 Malawi
## 12446 2020-02-04 Malawi
## 12447 2020-02-05 Malawi
## 12448 2020-02-06 Malawi
## 12449 2020-02-07 Malawi
## 12450 2020-02-08 Malawi
## 12451 2020-02-09 Malawi
## 12452 2020-02-10 Malawi
## 12453 2020-02-11 Malawi
## 12454 2020-02-12 Malawi
## 12455 2020-02-13 Malawi
## 12456 2020-02-14 Malawi
## 12457 2020-02-15 Malawi
## 12458 2020-02-16 Malawi
## 12459 2020-02-17 Malawi
## 12460 2020-02-18 Malawi
## 12461 2020-02-19 Malawi
## 12462 2020-02-20 Malawi
## 12463 2020-02-21 Malawi
## 12464 2020-02-22 Malawi
## 12465 2020-02-23 Malawi
## 12466 2020-02-24 Malawi
## 12467 2020-02-25 Malawi
## 12468 2020-02-26 Malawi
## 12469 2020-02-27 Malawi
## 12470 2020-02-28 Malawi
## 12471 2020-02-29 Malawi
## 12472 2020-03-01 Malawi
## 12473 2020-03-02 Malawi
## 12474 2020-03-03 Malawi
## 12475 2020-03-04 Malawi
## 12476 2020-03-05 Malawi
## 12477 2020-03-06 Malawi
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## 12480 2020-03-09 Malawi
## 12481 2020-03-10 Malawi
## 12482 2020-03-11 Malawi
## 12483 2020-03-12 Malawi
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## 12495 2020-03-24 Malawi
## 12496 2020-03-25 Malawi
## 12497 2020-03-26 Malawi
## 12498 2020-03-27 Malawi
## 12499 2020-03-28 Malawi
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## [ reached 'max' / getOption("max.print") -- omitted 6667 rows ]
## Date China US United_Kingdom Italy France Germany Spain Iran
## 1 2020-01-22 548 1 0 0 0 0 0 0
## 2 2020-01-23 643 1 0 0 0 0 0 0
## 3 2020-01-24 920 2 0 0 2 0 0 0
## 4 2020-01-25 1406 2 0 0 3 0 0 0
## 5 2020-01-26 2075 5 0 0 3 0 0 0
## 6 2020-01-27 2877 5 0 0 3 1 0 0
## 7 2020-01-28 5509 5 0 0 4 4 0 0
## 8 2020-01-29 6087 5 0 0 5 4 0 0
## 9 2020-01-30 8141 5 0 0 5 4 0 0
## 10 2020-01-31 9802 7 2 2 5 5 0 0
## 11 2020-02-01 11891 8 2 2 6 8 1 0
## 12 2020-02-02 16630 8 2 2 6 10 1 0
## 13 2020-02-03 19716 11 2 2 6 12 1 0
## 14 2020-02-04 23707 11 2 2 6 12 1 0
## 15 2020-02-05 27440 11 2 2 6 12 1 0
## 16 2020-02-06 30587 11 2 2 6 12 1 0
## 17 2020-02-07 34110 11 3 3 6 13 1 0
## 18 2020-02-08 36814 11 3 3 11 13 1 0
## 19 2020-02-09 39829 11 3 3 11 14 2 0
## 20 2020-02-10 42354 11 8 3 11 14 2 0
## 21 2020-02-11 44386 12 8 3 11 16 2 0
## 22 2020-02-12 44759 12 9 3 11 16 2 0
## 23 2020-02-13 59895 13 9 3 11 16 2 0
## 24 2020-02-14 66358 13 9 3 11 16 2 0
## 25 2020-02-15 68413 13 9 3 12 16 2 0
## 26 2020-02-16 70513 13 9 3 12 16 2 0
## 27 2020-02-17 72434 13 9 3 12 16 2 0
## 28 2020-02-18 74211 13 9 3 12 16 2 0
## 29 2020-02-19 74619 13 9 3 12 16 2 2
## 30 2020-02-20 75077 13 9 3 12 16 2 5
## 31 2020-02-21 75550 15 9 20 12 16 2 18
## 32 2020-02-22 77001 15 9 62 12 16 2 28
## 33 2020-02-23 77022 15 9 155 12 16 2 43
## 34 2020-02-24 77241 51 13 229 12 16 2 61
## 35 2020-02-25 77754 51 13 322 14 17 6 95
## 36 2020-02-26 78166 57 13 453 18 27 13 139
## 37 2020-02-27 78600 58 15 655 38 46 15 245
## 38 2020-02-28 78928 60 20 888 57 48 32 388
## 39 2020-02-29 79356 68 23 1128 100 79 45 593
## 40 2020-03-01 79932 74 36 1694 130 130 84 978
## 41 2020-03-02 80136 98 40 2036 191 159 120 1501
## 42 2020-03-03 80261 118 51 2502 204 196 165 2336
## 43 2020-03-04 80386 149 86 3089 288 262 222 2922
## 44 2020-03-05 80537 217 116 3858 380 482 259 3513
## 45 2020-03-06 80690 262 164 4636 656 670 400 4747
## 46 2020-03-07 80770 402 207 5883 959 799 500 5823
## 47 2020-03-08 80823 518 274 7375 1136 1040 673 6566
## 48 2020-03-09 80860 583 322 9172 1219 1176 1073 7161
## 49 2020-03-10 80887 959 384 10149 1794 1457 1695 8042
## 50 2020-03-11 80921 1281 459 12462 2293 1908 2277 9000
## 51 2020-03-12 80932 1663 459 12462 2293 2078 2277 10075
## 52 2020-03-13 80945 2179 802 17660 3681 3675 5232 11364
## 53 2020-03-14 80977 2727 1144 21157 4496 4585 6391 12729
## 54 2020-03-15 81003 3499 1145 24747 4532 5795 7798 13938
## 55 2020-03-16 81033 4632 1551 27980 6683 7272 9942 14991
## 56 2020-03-17 81058 6421 1960 31506 7715 9257 11748 16169
## 57 2020-03-18 81102 7783 2642 35713 9124 12327 13910 17361
## 58 2020-03-19 81156 13677 2716 41035 10970 15320 17963 18407
## 59 2020-03-20 81250 19100 4014 47021 12758 19848 20410 19644
## 60 2020-03-21 81305 25489 5067 53578 14463 22213 25374 20610
## 61 2020-03-22 81435 33276 5745 59138 16243 24873 28768 21638
## 62 2020-03-23 81498 43847 6726 63927 20123 29056 35136 23049
## 63 2020-03-24 81591 53740 8164 69176 22622 32986 39885 24811
## 64 2020-03-25 81661 65778 9640 74386 25600 37323 49515 27017
## 65 2020-03-26 81782 83836 11812 80589 29551 43938 57786 29406
## 66 2020-03-27 81897 101657 14745 86498 33402 50871 65719 32332
## 67 2020-03-28 81999 121478 17312 92472 38105 57695 73235 35408
## 68 2020-03-29 82122 140886 19780 97689 40708 62095 80110 38309
## 69 2020-03-30 82198 161807 22453 101739 45170 66885 87956 41495
## 70 2020-03-31 82279 188172 25481 105792 52827 71808 95923 44605
## 71 2020-04-01 82361 213372 29865 110574 57749 77872 104118 47593
## 72 2020-04-02 82432 243453 34173 115242 59929 84794 112065 50468
## 73 2020-04-03 82511 275586 38689 119827 65202 91159 119199 53183
## 74 2020-04-04 82543 308850 42477 124632 90848 96092 126168 55743
## Date Country Confirmed Recovered Deaths
## 1 2020-01-22 Afghanistan 0 0 0
## 2 2020-01-22 Albania 0 0 0
## 3 2020-01-22 Algeria 0 0 0
## 4 2020-01-22 Andorra 0 0 0
## 5 2020-01-22 Angola 0 0 0
## 6 2020-01-22 Antigua and Barbuda 0 0 0
## 7 2020-01-22 Argentina 0 0 0
## 8 2020-01-22 Armenia 0 0 0
## 9 2020-01-22 Australia 0 0 0
## 10 2020-01-22 Austria 0 0 0
## 11 2020-01-22 Azerbaijan 0 0 0
## 12 2020-01-22 Bahamas 0 0 0
## 13 2020-01-22 Bahrain 0 0 0
## 14 2020-01-22 Bangladesh 0 0 0
## 15 2020-01-22 Barbados 0 0 0
## 16 2020-01-22 Belarus 0 0 0
## 17 2020-01-22 Belgium 0 0 0
## 18 2020-01-22 Belize 0 0 0
## 19 2020-01-22 Benin 0 0 0
## 20 2020-01-22 Bhutan 0 0 0
## 21 2020-01-22 Bolivia 0 0 0
## 22 2020-01-22 Bosnia and Herzegovina 0 0 0
## 23 2020-01-22 Botswana 0 0 0
## 24 2020-01-22 Brazil 0 0 0
## 25 2020-01-22 Brunei 0 0 0
## 26 2020-01-22 Bulgaria 0 0 0
## 27 2020-01-22 Burkina Faso 0 0 0
## 28 2020-01-22 Burma 0 0 0
## 29 2020-01-22 Burundi 0 0 0
## 30 2020-01-22 Cabo Verde 0 0 0
## 31 2020-01-22 Cambodia 0 0 0
## 32 2020-01-22 Cameroon 0 0 0
## 33 2020-01-22 Canada 0 0 0
## 34 2020-01-22 Central African Republic 0 0 0
## 35 2020-01-22 Chad 0 0 0
## 36 2020-01-22 Chile 0 0 0
## 37 2020-01-22 China 548 28 17
## 38 2020-01-22 Colombia 0 0 0
## 39 2020-01-22 Congo (Brazzaville) 0 0 0
## 40 2020-01-22 Congo (Kinshasa) 0 0 0
## 41 2020-01-22 Costa Rica 0 0 0
## 42 2020-01-22 Cote d'Ivoire 0 0 0
## 43 2020-01-22 Croatia 0 0 0
## 44 2020-01-22 Cuba 0 0 0
## 45 2020-01-22 Cyprus 0 0 0
## 46 2020-01-22 Czechia 0 0 0
## 47 2020-01-22 Denmark 0 0 0
## 48 2020-01-22 Diamond Princess 0 0 0
## 49 2020-01-22 Djibouti 0 0 0
## 50 2020-01-22 Dominica 0 0 0
## 51 2020-01-22 Dominican Republic 0 0 0
## 52 2020-01-22 Ecuador 0 0 0
## 53 2020-01-22 Egypt 0 0 0
## 54 2020-01-22 El Salvador 0 0 0
## 55 2020-01-22 Equatorial Guinea 0 0 0
## 56 2020-01-22 Eritrea 0 0 0
## 57 2020-01-22 Estonia 0 0 0
## 58 2020-01-22 Eswatini 0 0 0
## 59 2020-01-22 Ethiopia 0 0 0
## 60 2020-01-22 Fiji 0 0 0
## 61 2020-01-22 Finland 0 0 0
## 62 2020-01-22 France 0 0 0
## 63 2020-01-22 Gabon 0 0 0
## 64 2020-01-22 Gambia 0 0 0
## 65 2020-01-22 Georgia 0 0 0
## 66 2020-01-22 Germany 0 0 0
## 67 2020-01-22 Ghana 0 0 0
## 68 2020-01-22 Greece 0 0 0
## 69 2020-01-22 Grenada 0 0 0
## 70 2020-01-22 Guatemala 0 0 0
## 71 2020-01-22 Guinea 0 0 0
## 72 2020-01-22 Guinea-Bissau 0 0 0
## 73 2020-01-22 Guyana 0 0 0
## 74 2020-01-22 Haiti 0 0 0
## 75 2020-01-22 Holy See 0 0 0
## 76 2020-01-22 Honduras 0 0 0
## 77 2020-01-22 Hungary 0 0 0
## 78 2020-01-22 Iceland 0 0 0
## 79 2020-01-22 India 0 0 0
## 80 2020-01-22 Indonesia 0 0 0
## 81 2020-01-22 Iran 0 0 0
## 82 2020-01-22 Iraq 0 0 0
## 83 2020-01-22 Ireland 0 0 0
## 84 2020-01-22 Israel 0 0 0
## 85 2020-01-22 Italy 0 0 0
## 86 2020-01-22 Jamaica 0 0 0
## 87 2020-01-22 Japan 2 0 0
## 88 2020-01-22 Jordan 0 0 0
## 89 2020-01-22 Kazakhstan 0 0 0
## 90 2020-01-22 Kenya 0 0 0
## 91 2020-01-22 Korea, South 1 0 0
## 92 2020-01-22 Kosovo 0 0 0
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## 13053 2020-04-03 Bolivia 132 1 9
## 13054 2020-04-03 Bosnia and Herzegovina 579 27 17
## 13055 2020-04-03 Botswana 4 0 1
## 13056 2020-04-03 Brazil 9056 127 359
## 13057 2020-04-03 Brunei 134 65 1
## 13058 2020-04-03 Bulgaria 485 30 14
## 13059 2020-04-03 Burkina Faso 302 50 16
## 13060 2020-04-03 Burma 20 0 1
## 13061 2020-04-03 Burundi 3 0 0
## 13062 2020-04-03 Cabo Verde 6 0 1
## 13063 2020-04-03 Cambodia 114 35 0
## 13064 2020-04-03 Cameroon 509 17 8
## 13065 2020-04-03 Canada 12437 2175 179
## 13066 2020-04-03 Central African Republic 8 0 0
## 13067 2020-04-03 Chad 8 0 0
## 13068 2020-04-03 Chile 3737 427 22
## 13069 2020-04-03 China 82511 76760 3326
## 13070 2020-04-03 Colombia 1267 55 25
## 13071 2020-04-03 Congo (Brazzaville) 22 2 2
## 13072 2020-04-03 Congo (Kinshasa) 134 3 13
## 13073 2020-04-03 Costa Rica 416 11 2
## 13074 2020-04-03 Cote d'Ivoire 218 19 1
## 13075 2020-04-03 Croatia 1079 92 8
## 13076 2020-04-03 Cuba 269 15 6
## 13077 2020-04-03 Cyprus 396 28 11
## 13078 2020-04-03 Czechia 4091 72 53
## 13079 2020-04-03 Denmark 3946 1287 139
## 13080 2020-04-03 Diamond Princess 712 619 11
## 13081 2020-04-03 Djibouti 49 8 0
## 13082 2020-04-03 Dominica 12 0 0
## 13083 2020-04-03 Dominican Republic 1488 16 68
## 13084 2020-04-03 Ecuador 3368 65 145
## 13085 2020-04-03 Egypt 985 216 66
## 13086 2020-04-03 El Salvador 46 0 2
## 13087 2020-04-03 Equatorial Guinea 16 1 0
## 13088 2020-04-03 Eritrea 22 0 0
## 13089 2020-04-03 Estonia 961 48 12
## 13090 2020-04-03 Eswatini 9 0 0
## 13091 2020-04-03 Ethiopia 35 3 0
## 13092 2020-04-03 Fiji 7 0 0
## 13093 2020-04-03 Finland 1615 300 20
## 13094 2020-04-03 France 65202 14135 6520
## 13095 2020-04-03 Gabon 21 1 1
## 13096 2020-04-03 Gambia 4 2 1
## 13097 2020-04-03 Georgia 155 28 0
## 13098 2020-04-03 Germany 91159 24575 1275
## 13099 2020-04-03 Ghana 205 31 5
## 13100 2020-04-03 Greece 1613 78 63
## 13101 2020-04-03 Grenada 12 0 0
## 13102 2020-04-03 Guatemala 50 12 1
## 13103 2020-04-03 Guinea 73 2 0
## 13104 2020-04-03 Guinea-Bissau 15 0 0
## 13105 2020-04-03 Guyana 23 0 4
## 13106 2020-04-03 Haiti 18 1 0
## 13107 2020-04-03 Holy See 7 0 0
## 13108 2020-04-03 Honduras 222 3 15
## 13109 2020-04-03 Hungary 623 43 26
## 13110 2020-04-03 Iceland 1364 309 4
## 13111 2020-04-03 India 2567 192 72
## 13112 2020-04-03 Indonesia 1986 134 181
## 13113 2020-04-03 Iran 53183 17935 3294
## 13114 2020-04-03 Iraq 820 226 54
## 13115 2020-04-03 Ireland 4273 5 120
## 13116 2020-04-03 Israel 7428 403 40
## 13117 2020-04-03 Italy 119827 19758 14681
## 13118 2020-04-03 Jamaica 47 2 3
## 13119 2020-04-03 Japan 2617 514 63
## 13120 2020-04-03 Jordan 310 58 5
## 13121 2020-04-03 Kazakhstan 464 29 6
## 13122 2020-04-03 Kenya 122 4 4
## 13123 2020-04-03 Korea, South 10062 6021 174
## 13124 2020-04-03 Kosovo 126 10 1
## 13125 2020-04-03 Kuwait 417 82 0
## 13126 2020-04-03 Kyrgyzstan 130 6 1
## 13127 2020-04-03 Laos 10 0 0
## 13128 2020-04-03 Latvia 493 1 1
## 13129 2020-04-03 Lebanon 508 50 17
## 13130 2020-04-03 Liberia 7 0 0
## 13131 2020-04-03 Libya 11 0 1
## 13132 2020-04-03 Liechtenstein 75 0 0
## 13133 2020-04-03 Lithuania 696 7 9
## 13134 2020-04-03 Luxembourg 2612 500 31
## 13135 2020-04-03 MS Zaandam 9 0 2
## 13136 2020-04-03 Madagascar 70 0 0
## 13137 2020-04-03 Malawi 3 0 0
## 13138 2020-04-03 Malaysia 3333 827 53
## 13139 2020-04-03 Maldives 19 13 0
## 13140 2020-04-03 Mali 39 0 3
## 13141 2020-04-03 Malta 202 2 0
## 13142 2020-04-03 Mauritania 6 2 1
## 13143 2020-04-03 Mauritius 186 0 7
## 13144 2020-04-03 Mexico 1510 633 50
## 13145 2020-04-03 Moldova 591 26 8
## 13146 2020-04-03 Monaco 64 3 1
## 13147 2020-04-03 Mongolia 14 2 0
## 13148 2020-04-03 Montenegro 174 1 2
## 13149 2020-04-03 Morocco 791 57 48
## 13150 2020-04-03 Mozambique 10 0 0
## 13151 2020-04-03 Namibia 14 3 0
## 13152 2020-04-03 Nepal 6 1 0
## 13153 2020-04-03 Netherlands 15821 260 1490
## 13154 2020-04-03 New Zealand 868 103 1
## 13155 2020-04-03 Nicaragua 5 0 1
## 13156 2020-04-03 Niger 120 0 5
## 13157 2020-04-03 Nigeria 210 25 4
## 13158 2020-04-03 North Macedonia 430 20 12
## 13159 2020-04-03 Norway 5370 32 59
## 13160 2020-04-03 Oman 252 57 1
## 13161 2020-04-03 Pakistan 2686 126 40
## 13162 2020-04-03 Panama 1475 10 37
## 13163 2020-04-03 Papua New Guinea 1 0 0
## 13164 2020-04-03 Paraguay 92 6 3
## 13165 2020-04-03 Peru 1595 537 61
## 13166 2020-04-03 Philippines 3018 52 136
## 13167 2020-04-03 Poland 3383 56 71
## 13168 2020-04-03 Portugal 9886 68 246
## 13169 2020-04-03 Qatar 1075 93 3
## 13170 2020-04-03 Romania 3183 283 133
## 13171 2020-04-03 Russia 4149 281 34
## 13172 2020-04-03 Rwanda 89 0 0
## 13173 2020-04-03 Saint Kitts and Nevis 9 0 0
## 13174 2020-04-03 Saint Lucia 13 1 0
## 13175 2020-04-03 Saint Vincent and the Grenadines 3 1 0
## 13176 2020-04-03 San Marino 245 21 30
## 13177 2020-04-03 Saudi Arabia 2039 351 25
## 13178 2020-04-03 Senegal 207 66 1
## 13179 2020-04-03 Serbia 1476 0 39
## 13180 2020-04-03 Seychelles 10 0 0
## 13181 2020-04-03 Sierra Leone 2 0 0
## 13182 2020-04-03 Singapore 1114 282 5
## 13183 2020-04-03 Slovakia 450 10 1
## 13184 2020-04-03 Slovenia 934 70 20
## 13185 2020-04-03 Somalia 7 1 0
## 13186 2020-04-03 South Africa 1505 95 9
## 13187 2020-04-03 Spain 119199 30513 11198
## 13188 2020-04-03 Sri Lanka 159 24 4
## 13189 2020-04-03 Sudan 10 2 2
## 13190 2020-04-03 Suriname 10 0 1
## 13191 2020-04-03 Sweden 6131 205 358
## 13192 2020-04-03 Switzerland 19606 4846 591
## 13193 2020-04-03 Syria 16 0 2
## 13194 2020-04-03 Taiwan* 348 50 5
## 13195 2020-04-03 Tanzania 20 3 1
## 13196 2020-04-03 Thailand 1978 612 19
## 13197 2020-04-03 Timor-Leste 1 0 0
## 13198 2020-04-03 Togo 40 17 3
## 13199 2020-04-03 Trinidad and Tobago 98 1 6
## 13200 2020-04-03 Tunisia 495 5 18
## 13201 2020-04-03 Turkey 20921 484 425
## 13202 2020-04-03 US 275586 9707 7087
## 13203 2020-04-03 Uganda 48 0 0
## 13204 2020-04-03 Ukraine 1072 22 27
## 13205 2020-04-03 United Arab Emirates 1264 108 9
## 13206 2020-04-03 United Kingdom 38689 208 3611
## 13207 2020-04-03 Uruguay 369 68 4
## 13208 2020-04-03 Uzbekistan 227 25 2
## 13209 2020-04-03 Venezuela 153 52 7
## 13210 2020-04-03 Vietnam 237 85 0
## 13211 2020-04-03 West Bank and Gaza 194 21 1
## 13212 2020-04-03 Zambia 39 2 1
## 13213 2020-04-03 Zimbabwe 9 0 1
## 13214 2020-04-04 Afghanistan 299 10 7
## 13215 2020-04-04 Albania 333 99 20
## 13216 2020-04-04 Algeria 1251 90 130
## 13217 2020-04-04 Andorra 466 21 17
## 13218 2020-04-04 Angola 10 2 2
## 13219 2020-04-04 Antigua and Barbuda 15 0 0
## 13220 2020-04-04 Argentina 1451 279 43
## 13221 2020-04-04 Armenia 770 43 7
## 13222 2020-04-04 Australia 5550 701 30
## 13223 2020-04-04 Austria 11781 2507 186
## 13224 2020-04-04 Azerbaijan 521 32 5
## 13225 2020-04-04 Bahamas 28 0 4
## 13226 2020-04-04 Bahrain 688 423 4
## 13227 2020-04-04 Bangladesh 70 30 8
## 13228 2020-04-04 Barbados 52 0 0
## 13229 2020-04-04 Belarus 440 53 5
## 13230 2020-04-04 Belgium 18431 3247 1283
## 13231 2020-04-04 Belize 4 0 0
## 13232 2020-04-04 Benin 16 2 0
## 13233 2020-04-04 Bhutan 5 2 0
## 13234 2020-04-04 Bolivia 139 1 10
## 13235 2020-04-04 Bosnia and Herzegovina 624 30 21
## 13236 2020-04-04 Botswana 4 0 1
## 13237 2020-04-04 Brazil 10360 127 445
## 13238 2020-04-04 Brunei 135 66 1
## 13239 2020-04-04 Bulgaria 503 34 17
## 13240 2020-04-04 Burkina Faso 318 66 16
## 13241 2020-04-04 Burma 21 0 1
## 13242 2020-04-04 Burundi 3 0 0
## 13243 2020-04-04 Cabo Verde 7 0 1
## 13244 2020-04-04 Cambodia 114 50 0
## 13245 2020-04-04 Cameroon 555 17 9
## 13246 2020-04-04 Canada 12978 2577 218
## 13247 2020-04-04 Central African Republic 8 0 0
## 13248 2020-04-04 Chad 9 0 0
## 13249 2020-04-04 Chile 4161 528 27
## 13250 2020-04-04 China 82543 76946 3330
## 13251 2020-04-04 Colombia 1406 85 32
## 13252 2020-04-04 Congo (Brazzaville) 22 2 2
## 13253 2020-04-04 Congo (Kinshasa) 154 3 18
## 13254 2020-04-04 Costa Rica 435 13 2
## 13255 2020-04-04 Cote d'Ivoire 245 25 1
## 13256 2020-04-04 Croatia 1126 119 12
## 13257 2020-04-04 Cuba 288 15 6
## 13258 2020-04-04 Cyprus 426 33 11
## 13259 2020-04-04 Czechia 4472 78 59
## 13260 2020-04-04 Denmark 4269 1379 161
## 13261 2020-04-04 Diamond Princess 712 619 11
## 13262 2020-04-04 Djibouti 50 8 0
## 13263 2020-04-04 Dominica 14 0 0
## 13264 2020-04-04 Dominican Republic 1488 16 68
## 13265 2020-04-04 Ecuador 3465 100 172
## 13266 2020-04-04 Egypt 1070 241 71
## 13267 2020-04-04 El Salvador 56 2 3
## 13268 2020-04-04 Equatorial Guinea 16 1 0
## 13269 2020-04-04 Eritrea 29 0 0
## 13270 2020-04-04 Estonia 1039 59 13
## 13271 2020-04-04 Eswatini 9 0 0
## 13272 2020-04-04 Ethiopia 38 4 0
## 13273 2020-04-04 Fiji 12 0 0
## 13274 2020-04-04 Finland 1882 300 25
## 13275 2020-04-04 France 90848 15572 7574
## 13276 2020-04-04 Gabon 21 1 1
## 13277 2020-04-04 Gambia 4 2 1
## 13278 2020-04-04 Georgia 162 36 1
## 13279 2020-04-04 Germany 96092 26400 1444
## 13280 2020-04-04 Ghana 205 31 5
## 13281 2020-04-04 Greece 1673 78 68
## 13282 2020-04-04 Grenada 12 0 0
## 13283 2020-04-04 Guatemala 61 15 2
## 13284 2020-04-04 Guinea 111 5 0
## 13285 2020-04-04 Guinea-Bissau 18 0 0
## 13286 2020-04-04 Guyana 23 0 4
## 13287 2020-04-04 Haiti 20 1 0
## 13288 2020-04-04 Holy See 7 0 0
## 13289 2020-04-04 Honduras 264 3 15
## 13290 2020-04-04 Hungary 678 58 32
## 13291 2020-04-04 Iceland 1417 396 4
## 13292 2020-04-04 India 3082 229 86
## 13293 2020-04-04 Indonesia 2092 150 191
## 13294 2020-04-04 Iran 55743 19736 3452
## 13295 2020-04-04 Iraq 878 259 56
## 13296 2020-04-04 Ireland 4604 25 137
## 13297 2020-04-04 Israel 7851 427 44
## 13298 2020-04-04 Italy 124632 20996 15362
## 13299 2020-04-04 Jamaica 53 7 3
## 13300 2020-04-04 Japan 3139 514 77
## 13301 2020-04-04 Jordan 323 74 5
## 13302 2020-04-04 Kazakhstan 531 36 5
## 13303 2020-04-04 Kenya 126 4 4
## 13304 2020-04-04 Korea, South 10156 6325 177
## 13305 2020-04-04 Kosovo 135 16 1
## 13306 2020-04-04 Kuwait 479 93 1
## 13307 2020-04-04 Kyrgyzstan 144 9 1
## 13308 2020-04-04 Laos 10 0 0
## 13309 2020-04-04 Latvia 509 1 1
## 13310 2020-04-04 Lebanon 520 54 17
## 13311 2020-04-04 Liberia 10 3 1
## 13312 2020-04-04 Libya 18 0 1
## 13313 2020-04-04 Liechtenstein 77 0 1
## 13314 2020-04-04 Lithuania 771 7 11
## 13315 2020-04-04 Luxembourg 2729 500 31
## 13316 2020-04-04 MS Zaandam 9 0 2
## 13317 2020-04-04 Madagascar 70 0 0
## 13318 2020-04-04 Malawi 4 0 0
## 13319 2020-04-04 Malaysia 3483 915 57
## 13320 2020-04-04 Maldives 19 13 0
## 13321 2020-04-04 Mali 41 1 3
## 13322 2020-04-04 Malta 213 2 0
## 13323 2020-04-04 Mauritania 6 2 1
## 13324 2020-04-04 Mauritius 196 7 7
## 13325 2020-04-04 Mexico 1688 633 60
## 13326 2020-04-04 Moldova 752 29 12
## 13327 2020-04-04 Monaco 66 3 1
## 13328 2020-04-04 Mongolia 14 2 0
## 13329 2020-04-04 Montenegro 201 1 2
## 13330 2020-04-04 Morocco 919 66 59
## 13331 2020-04-04 Mozambique 10 1 0
## 13332 2020-04-04 Namibia 14 3 0
## 13333 2020-04-04 Nepal 9 1 0
## 13334 2020-04-04 Netherlands 16727 262 1656
## 13335 2020-04-04 New Zealand 950 127 1
## 13336 2020-04-04 Nicaragua 5 0 1
## 13337 2020-04-04 Niger 144 0 8
## 13338 2020-04-04 Nigeria 214 25 4
## 13339 2020-04-04 North Macedonia 483 20 17
## 13340 2020-04-04 Norway 5550 32 62
## 13341 2020-04-04 Oman 277 61 2
## 13342 2020-04-04 Pakistan 2818 131 41
## 13343 2020-04-04 Panama 1673 13 41
## 13344 2020-04-04 Papua New Guinea 1 0 0
## 13345 2020-04-04 Paraguay 96 12 3
## 13346 2020-04-04 Peru 1746 914 73
## 13347 2020-04-04 Philippines 3094 57 144
## 13348 2020-04-04 Poland 3627 116 79
## 13349 2020-04-04 Portugal 10524 75 266
## 13350 2020-04-04 Qatar 1325 109 3
## 13351 2020-04-04 Romania 3613 329 146
## 13352 2020-04-04 Russia 4731 333 43
## 13353 2020-04-04 Rwanda 102 0 0
## 13354 2020-04-04 Saint Kitts and Nevis 9 0 0
## 13355 2020-04-04 Saint Lucia 14 1 0
## 13356 2020-04-04 Saint Vincent and the Grenadines 7 1 0
## 13357 2020-04-04 San Marino 259 27 32
## 13358 2020-04-04 Saudi Arabia 2179 420 29
## 13359 2020-04-04 Senegal 219 72 2
## 13360 2020-04-04 Serbia 1624 0 44
## 13361 2020-04-04 Seychelles 10 0 0
## 13362 2020-04-04 Sierra Leone 4 0 0
## 13363 2020-04-04 Singapore 1189 297 6
## 13364 2020-04-04 Slovakia 471 10 1
## 13365 2020-04-04 Slovenia 977 79 22
## 13366 2020-04-04 Somalia 7 1 0
## 13367 2020-04-04 South Africa 1585 95 9
## 13368 2020-04-04 Spain 126168 34219 11947
## 13369 2020-04-04 Sri Lanka 166 27 5
## 13370 2020-04-04 Sudan 10 2 2
## 13371 2020-04-04 Suriname 10 0 1
## 13372 2020-04-04 Sweden 6443 205 373
## 13373 2020-04-04 Switzerland 20505 6415 666
## 13374 2020-04-04 Syria 16 2 2
## 13375 2020-04-04 Taiwan* 355 50 5
## 13376 2020-04-04 Tanzania 20 3 1
## 13377 2020-04-04 Thailand 2067 674 20
## 13378 2020-04-04 Timor-Leste 1 0 0
## 13379 2020-04-04 Togo 41 17 3
## 13380 2020-04-04 Trinidad and Tobago 103 1 6
## 13381 2020-04-04 Tunisia 553 5 18
## 13382 2020-04-04 Turkey 23934 786 501
## 13383 2020-04-04 US 308850 14652 8407
## 13384 2020-04-04 Uganda 48 0 0
## 13385 2020-04-04 Ukraine 1225 25 32
## 13386 2020-04-04 United Arab Emirates 1505 125 10
## 13387 2020-04-04 United Kingdom 42477 215 4320
## 13388 2020-04-04 Uruguay 400 93 5
## 13389 2020-04-04 Uzbekistan 266 25 2
## 13390 2020-04-04 Venezuela 155 52 7
## 13391 2020-04-04 Vietnam 240 90 0
## 13392 2020-04-04 West Bank and Gaza 217 21 1
## 13393 2020-04-04 Zambia 39 2 1
## 13394 2020-04-04 Zimbabwe 9 0 1
## Date Confirmed Recovered Deaths Increase.rate
## 1 2020-01-22 555 28 17 NA
## 2 2020-01-23 654 30 18 17.8378378
## 3 2020-01-24 941 36 26 43.8837920
## 4 2020-01-25 1434 39 42 52.3910733
## 5 2020-01-26 2118 52 56 47.6987448
## 6 2020-01-27 2927 61 82 38.1964117
## 7 2020-01-28 5578 107 131 90.5705501
## 8 2020-01-29 6166 126 133 10.5414127
## 9 2020-01-30 8234 143 171 33.5387609
## 10 2020-01-31 9927 222 213 20.5610882
## 11 2020-02-01 12038 284 259 21.2652362
## 12 2020-02-02 16787 472 362 39.4500748
## 13 2020-02-03 19881 623 426 18.4309287
## 14 2020-02-04 23892 852 492 20.1750415
## 15 2020-02-05 27635 1124 564 15.6663318
## 16 2020-02-06 30794 1487 634 11.4311561
## 17 2020-02-07 34391 2011 719 11.6808469
## 18 2020-02-08 37120 2616 806 7.9352156
## 19 2020-02-09 40150 3244 906 8.1627155
## 20 2020-02-10 42762 3946 1013 6.5056040
## 21 2020-02-11 44802 4683 1113 4.7705907
## 22 2020-02-12 45221 5150 1118 0.9352261
## 23 2020-02-13 60368 6295 1371 33.4954999
## 24 2020-02-14 66885 8058 1523 10.7954545
## 25 2020-02-15 69030 9395 1666 3.2069971
## 26 2020-02-16 71224 10865 1770 3.1783283
## 27 2020-02-17 73258 12583 1868 2.8557790
## 28 2020-02-18 75136 14352 2007 2.5635425
## 29 2020-02-19 75639 16121 2122 0.6694527
## 30 2020-02-20 76197 18177 2247 0.7377147
## 31 2020-02-21 76819 18890 2251 0.8163051
## 32 2020-02-22 78572 22886 2458 2.2819875
## 33 2020-02-23 78958 23394 2469 0.4912692
## 34 2020-02-24 79561 25227 2629 0.7636972
## 35 2020-02-25 80406 27905 2708 1.0620782
## 36 2020-02-26 81388 30384 2770 1.2213019
## 37 2020-02-27 82746 33277 2814 1.6685506
## 38 2020-02-28 84112 36711 2872 1.6508351
## 39 2020-02-29 86011 39782 2941 2.2577040
## 40 2020-03-01 88369 42716 2996 2.7415098
## 41 2020-03-02 90306 45602 3085 2.1919451
## 42 2020-03-03 92840 48228 3160 2.8060151
## 43 2020-03-04 95120 51170 3254 2.4558380
## 44 2020-03-05 97886 53796 3348 2.9079058
## 45 2020-03-06 101801 55865 3460 3.9995505
## 46 2020-03-07 105847 58358 3558 3.9744207
## 47 2020-03-08 109821 60694 3802 3.7544758
## 48 2020-03-09 113590 62494 3988 3.4319484
## 49 2020-03-10 118620 64404 4262 4.4282067
## 50 2020-03-11 125875 67003 4615 6.1161693
## 51 2020-03-12 128352 68324 4720 1.9678252
## 52 2020-03-13 145205 70251 5404 13.1302979
## 53 2020-03-14 156101 72624 5819 7.5038738
## 54 2020-03-15 167454 76034 6440 7.2728554
## 55 2020-03-16 181574 78088 7126 8.4321664
## 56 2020-03-17 197102 80840 7905 8.5518852
## 57 2020-03-18 214821 83312 8733 8.9897616
## 58 2020-03-19 242500 84975 9867 12.8846807
## 59 2020-03-20 272035 87420 11299 12.1793814
## 60 2020-03-21 304396 91692 12973 11.8958957
## 61 2020-03-22 336953 97899 14651 10.6956070
## 62 2020-03-23 378235 98351 16505 12.2515603
## 63 2020-03-24 418045 108000 18625 10.5252026
## 64 2020-03-25 467653 113787 21181 11.8666651
## 65 2020-03-26 529591 122150 23970 13.2444355
## 66 2020-03-27 593291 130915 27198 12.0281500
## 67 2020-03-28 660706 139415 30652 11.3628894
## 68 2020-03-29 720117 149082 33925 8.9920479
## 69 2020-03-30 782365 164566 37582 8.6441509
## 70 2020-03-31 857487 178034 42107 9.6019122
## 71 2020-04-01 932605 193177 46809 8.7602494
## 72 2020-04-02 1013157 210263 52983 8.6373116
## 73 2020-04-03 1095917 225796 58787 8.1685267
## 74 2020-04-04 1197405 246152 64606 9.2605553library(tidyverse)## ── Attaching packages ──────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── tidyverse 1.3.0 ──## ✓ ggplot2 3.3.0 ✓ purrr 0.3.3
## ✓ tibble 2.1.3 ✓ dplyr 0.8.5
## ✓ tidyr 1.0.2 ✓ stringr 1.4.0
## ✓ readr 1.3.1 ✓ forcats 0.5.0## ── Conflicts ─────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x purrr::flatten() masks jsonlite::flatten()
## x dplyr::lag() masks stats::lag()library(lubridate)##
## Attaching package: 'lubridate'## The following object is masked from 'package:base':
##
## datelibrary(dplyr)
covid <- read_csv("covid-countries.csv")## Parsed with column specification:
## cols(
## Date = col_character(),
## Country = col_character(),
## Confirmed = col_double(),
## Recovered = col_double(),
## Deaths = col_double()
## )summary(covid)## Date Country Confirmed Recovered
## Length:11859 Length:11859 Min. : 0.0 Min. : 0
## Class :character Class :character 1st Qu.: 0.0 1st Qu.: 0
## Mode :character Mode :character Median : 0.0 Median : 0
## Mean : 695.2 Mean : 220
## 3rd Qu.: 8.0 3rd Qu.: 0
## Max. :121478.0 Max. :75100
## NA's :67
## Deaths
## Min. : 0.00
## 1st Qu.: 0.00
## Median : 0.00
## Mean : 27.02
## 3rd Qu.: 0.00
## Max. :10023.00
## covid2 <- covid %>%
mutate(Date = as.Date(as.character(Date), format = "%d/%m/%y"))
covid3<- covid2%>% mutate(CFR = Deaths/(Deaths+Recovered), death_rate = Deaths/Confirmed)
summary(covid3)## Date Country Confirmed Recovered
## Min. :2020-01-02 Length:11859 Min. : 0.0 Min. : 0
## 1st Qu.:2020-03-25 Class :character 1st Qu.: 0.0 1st Qu.: 0
## Median :2020-06-17 Mode :character Median : 0.0 Median : 0
## Mean :2020-06-17 Mean : 695.2 Mean : 220
## 3rd Qu.:2020-09-10 3rd Qu.: 8.0 3rd Qu.: 0
## Max. :2020-12-03 Max. :121478.0 Max. :75100
## NA's :7611 NA's :67
## Deaths CFR death_rate
## Min. : 0.00 Min. :0.000 Min. :0.000
## 1st Qu.: 0.00 1st Qu.:0.000 1st Qu.:0.000
## Median : 0.00 Median :0.079 Median :0.000
## Mean : 27.02 Mean :0.281 Mean :0.017
## 3rd Qu.: 0.00 3rd Qu.:0.500 3rd Qu.:0.010
## Max. :10023.00 Max. :1.000 Max. :1.000
## NA's :9172 NA's :7168str(covid3)## Classes 'spec_tbl_df', 'tbl_df', 'tbl' and 'data.frame': 11859 obs. of 7 variables:
## $ Date : Date, format: NA NA ...
## $ Country : chr "Afghanistan" "Albania" "Algeria" "Andorra" ...
## $ Confirmed : num 0 0 0 0 0 0 0 0 0 0 ...
## $ Recovered : num 0 0 0 0 0 0 0 0 0 0 ...
## $ Deaths : num 0 0 0 0 0 0 0 0 0 0 ...
## $ CFR : num NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ...
## $ death_rate: num NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ...deaths<-covid3$Deaths
recovered<-covid3$Recovered
confirmed<-covid3$Confirmed
country<-covid3$Country
date<-covid3$Date
##Create catagory for before and after deaths, AD- after death BD- Before death
deaths_beforeorafter <- ifelse(deaths>0,
c("AD"), c("BD"))
covid3%>%
group_by(Country)%>%
summarize(max(Deaths))## # A tibble: 177 x 2
## Country `max(Deaths)`
## <chr> <dbl>
## 1 Afghanistan 4
## 2 Albania 10
## 3 Algeria 29
## 4 Andorra 3
## 5 Angola 0
## 6 Antigua and Barbuda 0
## 7 Argentina 18
## 8 Armenia 1
## 9 Australia 14
## 10 Austria 68
## # … with 167 more rowscovid3 %>%
group_by(Country) %>%
filter(CFR!='NaN', CFR!=0, Deaths>100)%>%
summarize(mean=mean(CFR), sd=sd(CFR), n=length(CFR),cv=qt(.975,n-1), upper_bound= (mean + cv*sd/sqrt(n)), lower_bound=mean-cv*sd/sqrt(n))## Warning in qt(0.975, n - 1): NaNs produced
## Warning in qt(0.975, n - 1): NaNs produced
## Warning in qt(0.975, n - 1): NaNs produced## # A tibble: 16 x 7
## Country mean sd n cv upper_bound lower_bound
## <chr> <dbl> <dbl> <int> <dbl> <dbl> <dbl>
## 1 Belgium 0.240 0.0176 5 2.78 0.262 0.219
## 2 Brazil 0.949 NA 1 NaN NaN NaN
## 3 China 0.148 0.149 61 2.00 0.186 0.110
## 4 France 0.578 0.357 13 2.18 0.793 0.362
## 5 Germany 0.0933 0.109 6 2.57 0.208 -0.0214
## 6 Indonesia 0.634 NA 1 NaN NaN NaN
## 7 Iran 0.148 0.0353 24 2.07 0.163 0.133
## 8 Italy 0.414 0.0660 25 2.06 0.441 0.387
## 9 Korea, South 0.0364 0.0108 8 2.36 0.0454 0.0273
## 10 Netherlands 0.988 0.00292 9 2.31 0.990 0.986
## 11 Spain 0.383 0.0465 16 2.13 0.408 0.359
## 12 Sweden 0.868 0 2 12.7 0.868 0.868
## 13 Switzerland 0.395 0.203 6 2.57 0.608 0.182
## 14 Turkey 0.607 NA 1 NaN NaN NaN
## 15 United Kingdom 0.784 0.0580 10 2.26 0.825 0.742
## 16 US 0.672 0.0832 12 2.20 0.725 0.619covid3 %>%
group_by(Country) %>%
filter(CFR!='NaN', CFR!=0, Deaths>500)%>%
summarize(mean=mean(CFR), sd=sd(CFR), n=length(CFR),cv=qt(.975,n-1), upper_bound= (mean + cv*sd/sqrt(n)), lower_bound=mean-cv*sd/sqrt(n))## # A tibble: 8 x 7
## Country mean sd n cv upper_bound lower_bound
## <chr> <dbl> <dbl> <int> <dbl> <dbl> <dbl>
## 1 China 0.0977 0.0729 53 2.01 0.118 0.0776
## 2 France 0.351 0.255 8 2.36 0.563 0.138
## 3 Iran 0.170 0.0136 16 2.13 0.177 0.162
## 4 Italy 0.447 0.0143 19 2.10 0.454 0.440
## 5 Netherlands 0.990 0.00110 2 12.7 1.00 0.980
## 6 Spain 0.392 0.0408 12 2.20 0.418 0.366
## 7 United Kingdom 0.833 0.0383 3 4.30 0.929 0.738
## 8 US 0.682 0.0479 6 2.57 0.732 0.631covid3 %>%
group_by(Country) %>%
filter(death_rate!='NaN', death_rate!=0, Deaths>100)%>%
summarize(mean=mean(death_rate), sd=sd(death_rate), n=length(death_rate),cv=qt(.975,n-1), upper_bound= (mean + cv*sd/sqrt(n)), lower_bound=mean-cv*sd/sqrt(n))## Warning in qt(0.975, n - 1): NaNs produced
## Warning in qt(0.975, n - 1): NaNs produced
## Warning in qt(0.975, n - 1): NaNs produced## # A tibble: 16 x 7
## Country mean sd n cv upper_bound lower_bound
## <chr> <dbl> <dbl> <int> <dbl> <dbl> <dbl>
## 1 Belgium 0.0356 0.00434 5 2.78 0.0410 0.0303
## 2 Brazil 0.0284 NA 1 NaN NaN NaN
## 3 China 0.0321 0.00755 61 2.00 0.0340 0.0301
## 4 France 0.0398 0.0158 13 2.18 0.0494 0.0303
## 5 Germany 0.00580 0.00122 6 2.57 0.00708 0.00452
## 6 Indonesia 0.0883 NA 1 NaN NaN NaN
## 7 Iran 0.0559 0.0193 24 2.07 0.0640 0.0477
## 8 Italy 0.0746 0.0225 25 2.06 0.0839 0.0653
## 9 Korea, South 0.0135 0.00128 8 2.36 0.0145 0.0124
## 10 Netherlands 0.0503 0.0109 9 2.31 0.0586 0.0420
## 11 Spain 0.0547 0.0181 16 2.13 0.0644 0.0451
## 12 Sweden 0.0323 0.00265 2 12.7 0.0562 0.00850
## 13 Switzerland 0.0155 0.00254 6 2.57 0.0181 0.0128
## 14 Turkey 0.0146 NA 1 NaN NaN NaN
## 15 United Kingdom 0.0500 0.00392 10 2.26 0.0528 0.0472
## 16 US 0.0142 0.00162 12 2.20 0.0153 0.0132covid3 %>%
group_by(Country) %>%
filter(death_rate!='NaN', death_rate!=0, Deaths>500)%>%
summarize(mean=mean(death_rate), sd=sd(death_rate), n=length(death_rate),cv=qt(.975,n-1), upper_bound= (mean + cv*sd/sqrt(n)), lower_bound=mean-cv*sd/sqrt(n))## # A tibble: 8 x 7
## Country mean sd n cv upper_bound lower_bound
## <chr> <dbl> <dbl> <int> <dbl> <dbl> <dbl>
## 1 China 0.0336 0.00684 53 2.01 0.0355 0.0317
## 2 France 0.0503 0.00860 8 2.36 0.0575 0.0431
## 3 Iran 0.0674 0.0113 16 2.13 0.0735 0.0614
## 4 Italy 0.0847 0.0145 19 2.10 0.0917 0.0777
## 5 Netherlands 0.0642 0.00136 2 12.7 0.0764 0.0520
## 6 Spain 0.0624 0.0137 12 2.20 0.0711 0.0537
## 7 United Kingdom 0.0532 0.00513 3 4.30 0.0660 0.0405
## 8 US 0.0145 0.00148 6 2.57 0.0160 0.0129covid3 %>%
group_by(Country) %>%
filter(Country=='China'| Country== 'France'| Country=='Iran'|Country== 'US'| Country=='Italy'| Country=='Spain'| Country=='United Kingdom'|Country=='Netherlands')## # A tibble: 536 x 7
## # Groups: Country [8]
## Date Country Confirmed Recovered Deaths CFR death_rate
## <date> <chr> <dbl> <dbl> <dbl> <dbl> <dbl>
## 1 NA China 548 28 17 0.378 0.0310
## 2 NA France 0 0 0 NaN NaN
## 3 NA Iran 0 0 0 NaN NaN
## 4 NA Italy 0 0 0 NaN NaN
## 5 NA Netherlands 0 0 0 NaN NaN
## 6 NA Spain 0 0 0 NaN NaN
## 7 NA US 1 0 0 NaN 0
## 8 NA United Kingdom 0 0 0 NaN NaN
## 9 NA China 643 30 18 0.375 0.0280
## 10 NA France 0 0 0 NaN NaN
## # … with 526 more rows