Our model tries to do what no other model currently does (to the best of our knowledge): provide an estimate for the R values and the true number of infected individuals in every region.

Testing Targets

Click here to see our testing targets per day for the US and all 50 states, globally, and select US counties + subregions. To make these estimates, we use Harvard Global Health Institute’s study that recommends 10 contacts per infected individual.

Rt estimates

June 6 Update: You can now view a map of our current R_t estimates on our Maps page.

The below reproduction number (R) estimates are what our model has learned for each state/country. While we present a single value for the purpose of this chart, our model actually uses a weighted range of R values to make its projections. The initial R0 is the R value in early-to-mid March, right before states began implementing stay-at-home orders. We provide a longer explanation of how our model works here.

You can download our R_t estimates as csv files on our GitHub. You can also download the raw R_t time series from our projections folder (starting from May 15 projections).

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Notes

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Number of Total Infected Individuals by Date

This is an estimate of the total number of infected individuals by each date. The infections estimate includes all infected individuals, not just those that took a COVID-19 test kit and tested positive. The vast majority of infected individuals did not get tested due to 1) they are asymptomatic or only mildly symptomatic or 2) lack of available testing. As of mid-June, we estimate that the true number of infections in the US is likely ~5x higher than reported cases. In March and April, when testing was not as prevalent, we estimate that ratio to be closer to 10-15x.

Last Updated: September 10, 2020

US

  Apr 1 Apr 15 May 1 May 15 Jun 1 Jun 15 Jul 1 Jul 15 Aug 1 Aug 15 Sep 1 Sep 15 Oct 1 Oct 15 Nov 1
United States 7,968,758 11,229,660 13,866,955 15,541,309 17,436,972 19,972,183 25,445,866 31,462,568 38,122,756 42,557,761 46,872,962 49,856,069 52,967,928 55,707,246 59,543,995
Alabama 22,690 53,879 90,124 121,668 176,708 262,349 422,705 575,526 733,341 836,315 932,870 995,107 1,054,193 1,100,381 1,156,318
Alaska 1,485 1,949 2,320 2,563 3,010 4,028 6,756 10,064 14,169 17,487 21,454 24,787 28,909 33,131 39,964
Arizona 21,955 55,045 104,323 154,056 283,545 553,014 1,013,304 1,312,011 1,522,297 1,618,412 1,687,474 1,724,534 1,756,248 1,779,898 1,808,611
Arkansas 5,954 14,627 25,221 34,560 48,392 69,595 120,637 199,973 318,046 409,867 504,537 569,864 634,342 685,478 746,443
California 318,619 529,637 749,771 928,530 1,187,420 1,579,998 2,427,985 3,396,417 4,417,686 5,051,263 5,650,227 6,067,987 6,519,432 6,938,977 7,564,347
Colorado 99,383 159,602 207,923 236,845 261,314 279,277 301,400 321,696 344,310 360,684 378,802 393,324 411,011 429,459 461,170
Connecticut 244,902 335,206 389,421 415,021 431,193 437,743 443,472 448,905 456,598 463,119 470,286 475,626 481,638 487,383 496,224
Delaware 16,690 41,952 63,837 76,152 85,675 90,795 96,151 101,564 108,999 114,879 121,266 126,154 131,735 137,057 145,085
District of Columbia 36,498 65,944 87,980 100,097 109,049 113,511 117,378 121,056 126,349 130,644 134,915 137,830 140,848 143,479 147,091
Florida 156,348 238,539 315,344 374,085 498,242 794,379 1,571,879 2,379,171 3,208,891 3,744,494 4,235,546 4,541,270 4,819,031 5,024,977 5,259,777
Georgia 142,861 220,803 297,325 354,913 421,701 512,645 744,229 1,114,595 1,588,490 1,875,491 2,122,592 2,278,031 2,429,756 2,556,607 2,724,879
Guam 779 998 1,150 1,239 1,299 1,328 1,375 1,614 4,032 11,868 22,858 29,390 34,840 38,568 42,452
Hawaii 3,051 4,013 4,702 5,112 5,413 5,570 6,033 8,329 21,165 36,826 51,998 62,233 73,049 83,003 98,035
Idaho 9,032 13,946 17,453 19,537 22,805 31,908 65,431 110,175 160,061 194,805 229,643 253,598 277,609 297,262 321,981
Illinois 316,031 568,952 781,530 904,570 999,355 1,050,950 1,114,544 1,195,739 1,325,975 1,431,494 1,541,662 1,621,190 1,706,491 1,783,109 1,893,482
Indiana 112,918 213,930 298,558 350,877 395,406 425,168 467,364 518,445 590,719 645,921 704,542 748,221 796,617 841,436 907,464
Iowa 12,346 35,813 77,426 102,618 120,792 135,835 164,298 207,429 281,844 346,842 417,687 468,083 519,757 562,911 618,133
Kansas 27,439 40,817 50,481 56,100 62,729 73,452 99,048 132,068 175,348 210,952 253,599 289,015 331,872 374,379 439,447
Kentucky 34,495 52,842 70,306 83,088 97,328 114,157 148,433 195,270 261,390 314,791 375,968 424,725 481,701 536,439 617,848
Louisiana 219,456 277,932 318,360 341,318 372,566 424,923 548,410 698,526 863,342 966,503 1,057,250 1,112,089 1,161,286 1,197,950 1,240,948
Maine 6,282 11,076 15,441 18,435 21,133 22,736 24,502 26,300 28,774 30,810 33,295 35,567 38,786 42,721 50,683
Maryland 169,501 305,287 421,165 494,464 556,787 593,288 633,285 674,372 730,209 772,483 815,595 846,397 879,387 909,065 951,541
Massachusetts 387,329 624,311 795,536 888,436 956,108 988,193 1,015,604 1,041,383 1,076,946 1,104,343 1,131,147 1,149,292 1,167,804 1,183,757 1,205,931
Michigan 479,294 601,861 679,549 717,787 742,120 755,634 779,077 814,044 868,026 910,248 955,889 990,700 1,030,409 1,068,511 1,127,533
Minnesota 46,919 118,805 185,606 229,120 268,116 295,002 333,731 381,296 449,537 502,561 559,586 602,658 651,154 696,917 765,854
Mississippi 16,016 39,937 67,988 88,314 117,480 163,161 265,140 388,574 517,176 590,871 653,241 691,738 728,656 759,148 799,556
Missouri 56,457 84,218 106,965 121,413 135,647 152,545 189,081 240,138 311,401 368,767 434,832 488,124 551,567 614,047 710,127
Montana 1,648 2,396 2,875 3,183 4,001 6,541 13,845 22,135 32,748 41,793 53,108 62,961 75,484 88,543 109,629
Nebraska 9,389 20,891 34,617 46,717 61,403 74,676 93,881 114,792 141,035 160,942 182,967 200,090 219,802 238,660 267,001
Nevada 30,651 46,633 61,654 72,534 87,418 114,468 190,949 301,318 417,331 478,317 526,200 554,044 579,594 599,973 626,424
New Hampshire 5,985 17,313 31,214 39,262 45,424 48,819 52,185 55,101 58,480 60,850 63,382 65,431 68,043 70,956 76,384
New Jersey 935,847 1,244,587 1,450,641 1,554,695 1,624,854 1,656,480 1,680,612 1,700,159 1,725,746 1,746,978 1,768,588 1,782,413 1,795,461 1,805,830 1,818,900
New Mexico 11,354 27,876 45,452 57,525 70,468 85,080 110,487 136,015 162,429 179,902 198,102 212,344 229,746 248,160 279,793
New York 3,132,610 3,558,630 3,762,208 3,844,151 3,889,854 3,908,348 3,926,606 3,946,820 3,980,572 4,013,178 4,049,379 4,072,803 4,094,348 4,111,135 4,132,284
North Carolina 43,335 89,529 138,203 178,058 234,901 310,404 454,537 626,267 841,687 1,004,187 1,178,997 1,308,731 1,449,382 1,574,526 1,746,780
North Dakota 4,535 8,977 13,372 16,585 19,807 22,426 27,075 34,200 48,206 62,255 79,179 92,050 105,982 118,219 134,568
Northern Mariana Islands 74 115 150 173 190 199 213 237 282 328 394 460 556 673 901
Ohio 95,463 193,512 281,411 339,427 401,641 469,221 579,713 697,186 838,389 946,763 1,068,960 1,165,295 1,277,278 1,385,288 1,549,258
Oklahoma 34,370 46,795 56,409 62,464 71,497 87,638 128,067 182,126 251,156 303,942 361,918 406,017 455,029 499,663 562,382
Oregon 11,206 17,032 22,555 26,711 34,078 48,760 81,701 114,154 148,770 173,438 201,223 224,790 256,038 292,094 360,550
Pennsylvania 206,308 436,599 616,986 719,727 800,893 847,274 897,959 947,880 1,012,319 1,060,971 1,113,223 1,153,013 1,198,365 1,241,828 1,308,766
Puerto Rico 10,562 15,709 19,797 22,337 24,984 30,274 51,776 93,683 154,844 204,917 263,933 311,823 367,985 421,394 498,468
Rhode Island 28,128 68,973 103,824 123,684 138,818 146,275 152,408 157,985 166,093 173,557 182,043 188,004 194,044 199,135 205,840
South Carolina 25,640 42,400 59,795 74,334 106,613 190,249 403,672 602,176 798,062 921,596 1,032,447 1,099,977 1,160,056 1,203,717 1,252,750
South Dakota 6,545 11,068 16,755 22,013 28,587 34,136 40,631 46,695 55,837 66,156 82,670 97,800 114,509 128,625 146,660
Tennessee 25,585 44,438 68,200 91,273 132,640 197,563 335,901 507,534 727,327 893,131 1,068,610 1,194,511 1,324,221 1,431,769 1,565,956
Texas 109,192 177,846 248,430 307,254 445,169 824,465 1,979,326 3,193,928 4,337,412 5,009,751 5,606,977 5,991,110 6,368,699 6,683,062 7,096,562
Utah 8,916 18,737 30,196 40,449 57,124 79,921 115,085 144,601 175,968 198,388 222,045 239,528 258,675 276,136 301,365
Vermont 5,935 6,997 7,703 8,095 8,336 8,477 8,736 9,106 9,713 10,290 11,086 11,871 13,017 14,407 17,098
Virgin Islands 348 613 845 999 1,127 1,199 1,394 2,057 4,362 6,487 8,406 9,652 10,922 12,039 13,608
Virginia 77,292 164,496 241,615 290,025 332,429 363,228 418,549 504,974 649,617 768,484 898,507 996,747 1,105,565 1,204,707 1,344,686
Washington 130,002 172,632 214,549 246,330 280,137 310,276 360,606 423,824 504,173 558,647 614,611 658,257 712,149 770,536 874,881
West Virginia 3,903 8,082 11,533 13,715 15,760 18,411 27,117 45,155 75,659 101,378 132,080 157,413 187,738 217,267 260,985
Wisconsin 48,733 73,389 97,513 115,128 132,872 150,203 183,161 226,579 284,586 330,508 383,442 426,275 477,513 528,340 607,462
Wyoming 469 1,476 2,647 3,543 4,613 5,987 8,420 11,197 14,829 17,887 21,719 25,118 29,590 34,506 43,119

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Global

  Apr 1 Apr 15 May 1 May 15 Jun 1 Jun 15 Jul 1 Jul 15 Aug 1 Aug 15 Sep 1 Sep 15 Oct 1 Oct 15 Nov 1
Algeria 96,063 132,907 167,336 194,069 224,038 249,877 283,704 315,903 352,776 379,598 408,627 430,923 456,499 481,060 518,802
Argentina 30,472 54,281 90,245 131,838 202,664 301,088 521,657 899,935 1,625,114 2,320,839 3,196,629 3,883,796 4,599,034 5,153,098 5,728,260
Australia 19,017 23,564 25,889 26,848 27,602 29,487 41,488 78,151 144,033 180,583 203,599 213,280 219,218 222,027 223,882
Austria 110,511 126,993 137,291 142,425 145,311 146,837 149,844 154,924 164,410 173,680 185,497 195,853 209,480 224,568 251,386
Bangladesh 51,213 127,354 229,368 334,154 483,722 624,356 807,618 981,221 1,193,346 1,363,039 1,564,286 1,733,320 1,944,357 2,165,004 2,536,174
Belarus 10,770 34,161 64,144 89,690 119,987 145,918 181,292 219,219 270,336 312,892 364,258 408,091 463,437 521,467 617,763
Belgium 1,175,020 1,341,968 1,407,837 1,430,072 1,440,511 1,444,517 1,451,311 1,464,356 1,492,810 1,521,991 1,553,594 1,575,856 1,599,560 1,620,845 1,651,257
Bolivia 13,202 43,376 89,653 139,442 225,820 336,941 515,508 692,536 904,150 1,067,677 1,250,972 1,388,301 1,529,306 1,638,339 1,752,757
Brazil 813,656 2,995,931 6,442,988 9,382,423 12,641,514 15,136,292 18,086,832 20,881,758 24,453,770 27,363,078 30,625,382 32,953,521 35,139,187 36,651,777 38,054,122
Bulgaria 17,219 26,071 36,267 45,265 58,790 80,021 128,365 187,030 256,635 307,737 363,190 405,555 453,621 499,108 567,421
Canada 424,561 779,055 1,038,797 1,171,314 1,264,507 1,309,298 1,340,878 1,361,393 1,388,693 1,415,591 1,450,706 1,479,421 1,513,776 1,548,721 1,606,465
Chile 17,208 54,073 175,050 441,761 904,748 1,219,496 1,493,013 1,673,747 1,842,116 1,968,230 2,145,831 2,324,528 2,539,982 2,704,555 2,852,721
China 1,491,021 1,494,560 1,496,341 1,497,751 1,500,075 1,502,867 1,507,211 1,512,192 1,519,479 1,526,171 1,535,246 1,544,068 1,556,989 1,573,073 1,606,253
Colombia 38,680 90,006 180,780 302,906 543,034 889,896 1,590,689 2,449,323 3,516,860 4,275,488 5,027,679 5,522,224 5,969,475 6,274,230 6,556,394
Croatia 11,102 15,118 18,219 20,100 22,273 25,879 34,764 47,584 67,745 87,267 115,131 143,055 184,134 234,074 329,287
Cuba 9,199 16,071 19,681 20,993 21,704 22,048 22,654 23,727 25,914 28,221 31,379 34,307 38,118 41,963 47,448
Cyprus 2,683 3,438 4,073 4,453 4,709 4,882 5,231 5,708 6,440 7,114 7,998 8,804 9,867 11,006 12,897
Czechia 45,474 55,698 63,643 68,339 71,527 73,337 78,343 89,104 112,266 136,337 168,196 198,043 239,794 288,773 381,530
Denmark 92,738 107,407 117,622 123,086 126,291 127,787 130,328 133,954 139,605 144,617 150,835 156,353 163,793 172,414 189,256
Dominican Republic 51,504 78,264 102,965 121,400 143,070 167,888 211,684 262,110 328,530 383,960 452,327 509,920 577,510 638,302 714,012
Ecuador 181,936 699,309 1,217,223 1,487,917 1,710,651 1,892,707 2,131,353 2,347,973 2,581,389 2,741,993 2,905,543 3,019,001 3,129,043 3,210,458 3,293,072
Egypt 96,461 183,988 306,360 437,133 632,801 812,295 961,694 1,043,247 1,119,274 1,178,193 1,250,990 1,315,896 1,402,978 1,501,745 1,684,600
Estonia 7,995 10,438 12,513 13,781 14,653 15,054 15,618 16,213 17,014 17,710 18,586 19,344 20,277 21,184 22,476
Finland 39,580 55,456 62,811 65,914 67,797 68,741 70,059 71,607 73,896 75,938 78,555 80,924 84,087 87,582 93,735
France 3,670,622 4,206,228 4,461,578 4,556,339 4,607,311 4,627,691 4,647,227 4,677,447 4,765,532 4,923,018 5,276,497 5,764,242 6,392,504 6,885,733 7,461,888
Germany 1,293,085 1,544,203 1,677,657 1,734,162 1,766,943 1,783,977 1,810,158 1,845,931 1,901,174 1,946,571 1,998,139 2,040,095 2,091,627 2,145,614 2,240,239
Greece 25,531 30,221 33,849 35,829 37,062 38,136 41,893 51,531 73,319 95,896 124,630 150,110 184,130 222,618 293,841
Honduras 12,133 34,048 61,366 84,749 118,333 159,347 224,772 285,993 354,744 406,284 463,836 507,781 554,752 593,316 637,210
Hungary 54,605 77,830 91,482 98,001 102,513 105,489 110,653 118,654 133,727 149,538 170,638 189,678 215,493 245,092 300,301
Iceland 2,260 2,543 2,699 2,778 2,834 2,900 3,023 3,166 3,363 3,536 3,760 3,961 4,224 4,503 4,958
India 200,020 746,982 2,201,173 3,995,570 6,860,756 10,027,128 14,877,565 20,528,445 29,475,202 38,345,642 50,704,069 62,063,232 75,661,058 87,164,750 99,827,283
Indonesia 132,692 220,506 331,424 438,883 587,185 735,431 950,821 1,193,102 1,551,595 1,890,759 2,340,685 2,728,207 3,190,143 3,616,471 4,169,239
Iran 1,546,997 1,872,230 2,263,978 2,748,006 3,666,052 4,809,787 6,424,538 7,842,066 9,437,663 10,597,154 11,754,542 12,511,671 13,222,946 13,768,877 14,415,608
Ireland 216,536 297,480 329,285 339,673 344,571 346,892 350,466 355,180 362,155 367,746 374,066 379,198 385,474 391,939 402,665
Israel 67,826 88,907 101,355 108,502 119,360 137,236 181,556 259,319 393,713 507,491 642,828 756,189 891,741 1,020,670 1,207,224
Italy 4,036,866 4,521,274 4,832,023 4,981,721 5,080,767 5,125,691 5,160,062 5,193,368 5,257,379 5,343,038 5,487,767 5,626,435 5,772,767 5,891,471 6,046,106
Japan 96,647 147,878 177,706 190,736 199,330 205,430 220,386 254,468 334,246 411,032 490,408 541,720 590,933 630,275 679,783
Kuwait 4,208 27,059 72,789 103,227 129,140 144,359 158,720 172,704 193,806 212,822 234,892 252,185 272,455 292,412 323,711
Latvia 2,368 3,986 4,930 5,486 5,932 6,193 6,573 7,021 7,675 8,272 9,055 9,764 10,692 11,674 13,276
Lithuania 7,613 10,348 12,677 14,120 15,194 15,822 16,676 17,612 18,916 20,067 21,543 22,871 24,617 26,503 29,694
Luxembourg 16,013 18,481 19,903 20,607 21,046 21,431 22,475 24,169 26,589 28,603 31,103 33,316 36,215 39,345 44,596
Malaysia 37,349 45,414 51,781 55,490 57,880 58,858 59,844 60,741 61,895 62,894 64,158 65,236 66,502 67,636 69,041
Malta 306 672 1,065 1,350 1,612 1,813 2,250 3,063 4,825 6,624 8,939 11,064 14,009 17,456 23,921
Mexico 408,684 1,435,881 2,894,318 4,242,597 5,935,000 7,415,758 9,281,103 11,042,393 13,241,186 14,995,081 16,946,511 18,380,992 19,861,981 21,078,990 22,577,870
Moldova 29,293 51,721 79,117 104,377 136,867 168,736 218,085 276,428 358,975 427,470 505,017 565,596 635,265 701,204 796,613
Morocco 41,123 50,428 56,329 59,344 62,318 68,181 90,679 144,829 253,190 354,937 491,961 622,785 808,532 1,029,574 1,451,948
Netherlands 948,943 1,080,897 1,152,662 1,183,167 1,200,170 1,207,087 1,214,762 1,225,942 1,249,970 1,277,821 1,316,091 1,347,317 1,384,871 1,423,992 1,491,289
Nigeria 13,439 50,605 108,752 154,232 202,576 237,703 273,963 302,588 333,159 355,318 379,377 397,352 416,319 431,831 449,629
Norway 41,868 47,345 50,535 52,137 53,160 54,066 55,633 57,449 59,950 62,118 64,894 67,376 70,595 73,990 79,535
Pakistan 21,158 89,383 428,619 1,245,363 2,159,544 2,604,792 2,929,707 3,113,628 3,258,469 3,336,107 3,398,579 3,434,011 3,464,528 3,486,697 3,512,568
Panama 19,137 30,172 42,884 57,589 91,228 141,789 212,521 269,758 327,889 367,119 406,064 432,214 456,744 474,337 491,740
Peru 172,015 603,872 1,185,426 1,713,328 2,365,632 2,914,662 3,633,019 4,395,204 5,341,304 5,949,214 6,451,779 6,725,210 6,934,178 7,055,664 7,152,670
Philippines 135,665 169,218 200,245 223,004 248,945 279,711 349,858 471,631 722,122 992,797 1,351,211 1,667,239 2,057,035 2,427,508 2,918,176
Poland 98,525 149,987 203,073 244,526 288,582 323,059 377,432 454,394 573,642 660,327 739,390 789,143 835,794 872,241 917,836
Portugal 178,189 235,819 283,592 312,815 335,588 350,392 371,006 394,166 424,930 449,449 476,966 498,841 525,128 551,916 596,125
Romania 108,351 162,965 215,319 252,424 293,677 354,078 518,431 782,181 1,169,506 1,473,877 1,807,522 2,062,734 2,349,918 2,614,968 2,989,126
Russia 95,297 400,930 1,062,125 1,578,189 2,089,107 2,472,174 2,909,342 3,303,716 3,800,095 4,212,247 4,713,054 5,144,166 5,687,685 6,241,636 7,118,924
Saudi Arabia 42,806 109,718 218,530 351,784 562,769 771,969 1,033,710 1,256,911 1,507,065 1,695,982 1,906,814 2,070,560 2,256,868 2,432,252 2,693,406
Serbia 37,582 54,769 65,572 77,228 117,096 184,439 257,525 300,983 335,790 354,818 370,563 379,873 388,328 394,858 402,963
Slovakia 6,498 8,281 8,845 9,068 9,196 9,269 9,453 9,937 11,235 12,717 14,666 16,431 18,865 21,754 27,561
Slovenia 17,028 20,456 22,327 23,211 23,766 24,174 24,968 26,101 27,953 29,685 31,988 34,159 37,201 40,776 47,625
South Africa 38,344 137,216 292,314 464,507 764,587 1,236,235 2,249,547 3,287,672 4,302,234 4,934,722 5,509,999 5,861,307 6,161,080 6,355,834 6,529,559
South Korea 59,606 67,045 72,657 75,743 78,187 80,251 84,380 91,132 104,370 118,702 137,747 155,103 178,999 207,183 262,956
Spain 3,338,361 3,749,085 3,979,977 4,079,863 4,137,913 4,161,544 4,182,183 4,218,428 4,361,332 4,706,239 5,665,007 6,795,698 7,834,172 8,472,695 9,072,071
Sweden 512,427 737,912 915,544 1,020,755 1,104,515 1,150,036 1,187,837 1,213,288 1,236,958 1,251,602 1,265,255 1,274,390 1,283,690 1,291,738 1,303,059
Switzerland 333,713 365,024 380,226 386,202 389,148 390,938 395,105 402,972 418,439 433,926 452,287 467,242 485,468 504,068 534,430
Turkey 904,133 1,195,180 1,336,368 1,398,913 1,465,612 1,534,069 1,634,487 1,735,587 1,865,672 1,975,511 2,114,548 2,240,602 2,412,109 2,608,614 2,971,185
Ukraine 63,903 115,017 169,500 214,999 270,966 331,426 448,274 623,938 953,121 1,298,881 1,752,150 2,158,333 2,696,942 3,287,035 4,276,398
United Arab Emirates 31,940 72,052 99,685 112,942 121,920 126,440 131,715 138,257 149,137 159,455 172,566 184,340 200,318 218,787 253,872
United Kingdom 3,112,691 3,865,308 4,346,183 4,579,354 4,733,173 4,801,564 4,846,950 4,877,362 4,928,207 4,999,916 5,142,576 5,312,248 5,536,408 5,728,482 5,972,249

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Subregion

  Apr 1 Apr 15 May 1 May 15 Jun 1 Jun 15 Jul 1 Jul 15 Aug 1 Aug 15 Sep 1 Sep 15 Oct 1 Oct 15 Nov 1
AZ - Maricopa 21,306 38,943 61,934 85,923 150,458 310,031 646,054 883,663 1,061,239 1,147,551 1,212,926 1,249,568 1,281,928 1,306,656 1,337,255
CA - Alameda 9,166 13,980 18,444 21,920 27,964 37,493 55,985 76,523 100,983 119,845 142,554 162,867 190,756 223,392 284,408
CA - Los Angeles 140,335 215,768 299,736 371,242 470,147 594,672 805,853 1,005,129 1,207,764 1,338,366 1,470,079 1,569,401 1,685,821 1,803,027 1,991,806
CA - Orange 7,720 15,073 24,844 34,499 51,569 79,307 136,525 196,722 260,363 303,220 348,393 383,967 427,511 473,541 552,427
CA - Riverside 19,898 32,532 45,885 57,169 76,918 108,160 167,209 226,398 287,400 327,622 369,186 401,300 439,790 479,363 544,482
CA - Sacramento 8,941 12,368 15,038 16,736 18,572 21,888 33,369 57,497 96,800 125,058 154,863 178,291 206,915 237,086 288,110
CA - San Bernardino 9,839 17,618 26,354 33,921 47,694 71,811 126,263 190,864 260,970 307,756 356,163 393,365 437,615 482,747 555,788
CA - San Diego 16,858 28,843 42,195 53,526 71,736 95,684 132,640 164,825 198,387 222,103 248,782 271,488 301,678 336,407 401,507
CA - Santa Clara 21,281 26,700 31,465 34,432 36,833 39,282 45,171 55,095 72,045 85,894 102,268 116,914 137,463 162,578 213,245
Canada - Alberta 17,017 26,389 33,519 37,826 41,829 46,298 55,179 65,478 77,856 87,448 98,756 108,448 121,172 135,545 162,469
Canada - British Columbia 14,816 19,271 22,451 24,189 25,545 26,776 29,043 31,932 36,031 39,590 44,175 48,411 54,278 61,124 74,169
Canada - Ontario 131,149 215,430 270,132 297,656 316,833 325,837 332,383 337,263 343,854 349,982 357,649 364,090 372,201 380,905 396,379
Canada - Quebec 149,826 271,276 359,607 408,001 444,300 462,486 476,112 485,386 495,333 502,696 510,576 516,540 523,462 530,382 541,885
FL - Broward 21,023 30,139 37,551 42,494 52,306 77,177 147,214 226,615 311,374 368,586 424,290 461,575 498,177 527,684 564,461
FL - Hillsborough 4,030 8,017 13,341 18,718 30,269 54,052 103,205 147,726 193,030 223,181 252,389 271,831 290,683 305,564 323,619
FL - Miami-Dade 36,920 64,194 94,108 117,524 146,553 193,671 315,518 472,237 653,559 777,422 896,120 972,483 1,043,099 1,095,757 1,155,148
FL - Orange 6,814 10,637 14,244 17,342 26,251 48,292 95,561 139,587 184,346 213,934 242,377 261,171 279,313 293,636 311,124
FL - Palm Beach 13,580 22,501 32,608 40,723 52,102 70,224 106,902 142,752 181,715 209,573 238,769 259,948 282,357 301,710 327,369
IL - Cook 242,837 389,593 516,601 596,819 664,651 702,753 735,338 763,400 801,822 834,449 870,334 897,212 927,647 956,974 1,002,765
LA - Orleans 64,069 74,094 81,866 86,198 89,006 90,973 93,785 96,590 99,856 102,250 104,898 106,993 109,454 111,829 115,349
MA - Middlesex 89,009 150,974 189,509 209,406 223,913 231,057 237,298 242,908 250,276 256,187 262,732 267,886 274,033 280,170 289,800
MA - Suffolk 73,393 114,631 135,771 145,074 150,947 153,475 155,787 158,221 161,878 165,102 168,814 171,781 175,317 178,826 184,322
MI - Wayne 169,278 201,750 222,366 232,927 240,845 247,310 256,735 266,246 277,219 285,117 293,657 300,256 307,877 315,246 326,628
NJ - Bergen 128,011 160,055 181,700 192,833 200,515 204,196 207,135 209,411 212,054 214,070 216,326 218,143 220,347 222,559 225,996
NJ - Essex 112,992 143,993 163,473 173,319 180,008 182,970 185,322 187,270 189,682 191,598 193,765 195,507 197,595 199,659 202,816
NJ - Hudson 101,099 137,768 159,147 169,314 175,722 178,197 180,020 181,510 183,356 184,832 186,531 187,931 189,648 191,374 194,016
NV - Clark 29,738 42,735 55,379 64,605 76,973 100,897 174,573 286,120 406,386 471,412 524,706 557,158 588,308 614,291 649,419
NV - Washoe 4,192 7,528 11,087 13,850 16,976 20,451 26,582 33,345 40,727 45,212 49,460 52,525 56,033 59,556 65,416
NY - Nassau 348,714 411,560 447,777 466,342 479,283 485,023 489,297 492,128 494,849 496,587 498,303 499,574 501,020 502,388 504,369
NY - New York City 2,099,162 2,274,199 2,351,443 2,380,308 2,394,768 2,399,711 2,404,305 2,410,050 2,421,440 2,434,802 2,454,207 2,469,288 2,484,276 2,496,592 2,512,717
NY - Suffolk 251,860 321,265 364,886 387,610 403,744 411,469 417,487 421,610 425,685 428,348 430,989 432,931 435,126 437,205 440,275
NY - Westchester 197,138 248,931 279,898 297,118 309,958 315,464 319,432 322,179 324,931 326,742 328,566 329,937 331,522 333,055 335,350
PA - Philadelphia 95,016 148,529 192,567 220,072 242,857 254,624 263,481 270,194 278,838 286,186 294,481 300,764 307,915 314,778 325,268
TX - Bexar 9,307 15,611 22,214 27,868 41,683 74,802 153,952 227,660 300,064 347,016 394,186 429,181 469,111 507,886 567,198
TX - Dallas 18,024 30,745 45,081 58,308 88,516 147,241 246,428 324,942 400,449 448,899 497,303 533,225 574,564 615,513 680,716
TX - Harris 22,696 39,358 58,910 78,373 129,439 234,280 408,547 547,597 685,048 775,733 868,626 939,063 1,021,494 1,104,178 1,236,685
TX - Tarrant 13,094 21,043 28,712 34,836 47,866 75,366 134,051 187,868 242,154 278,724 317,115 346,970 382,677 419,099 478,186
WA - King 59,886 73,016 83,729 90,252 95,833 99,803 105,352 111,514 119,686 126,035 133,511 140,205 149,631 161,222 184,986