Hello - I am working on a case study assignment to compare the COVID-19 pandemic and unemployment.
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Hello - I am working on a case study assignment to compare the COVID-19 pandemic and unemployment. My research question is: is there a consistent link between the covid-19 outbreaks and unemployment rate?
the null hypothesis is there is no relationship, the research question is that there is based on the following factors and info.
Can you help me run correlations, regression models, and a T test on this info?
| Date | Job losers and persons who completed temporary jobs | Job losers not on temporary layoff | Job losers on temporary layoff | Job leavers | Reentrants | New entrants |
| Jan-15 | 4,219,000 | 3,308,000 | 911,000 | 868,000 | 2,747,000 | 1,009,000 |
| Feb-15 | 4,174,000 | 3,158,000 | 1,015,000 | 900,000 | 2,630,000 | 935,000 |
| Mar-15 | 4,150,000 | 3,134,000 | 1,015,000 | 864,000 | 2,635,000 | 812,000 |
| Apr-15 | 4,159,000 | 3,153,000 | 1,006,000 | 841,000 | 2,676,000 | 873,000 |
| May-15 | 4,403,000 | 3,274,000 | 1,129,000 | 819,000 | 2,608,000 | 978,000 |
| Jun-15 | 4,070,000 | 3,051,000 | 1,019,000 | 765,000 | 2,546,000 | 906,000 |
| Jul-15 | 4,071,000 | 3,117,000 | 953,000 | 841,000 | 2,455,000 | 834,000 |
| Aug-15 | 3,973,000 | 3,029,000 | 944,000 | 775,000 | 2,372,000 | 842,000 |
| Sep-15 | 3,877,000 | 2,960,000 | 917,000 | 779,000 | 2,427,000 | 840,000 |
| Oct-15 | 3,995,000 | 2,998,000 | 997,000 | 785,000 | 2,413,000 | 825,000 |
| Nov-15 | 3,903,000 | 3,005,000 | 898,000 | 783,000 | 2,443,000 | 871,000 |
| Dec-15 | 3,795,000 | 2,873,000 | 921,000 | 815,000 | 2,467,000 | 856,000 |
| Jan-16 | 3,542,000 | 2,705,000 | 837,000 | 770,000 | 2,487,000 | 812,000 |
| Feb-16 | 3,711,000 | 2,757,000 | 954,000 | 765,000 | 2,449,000 | 817,000 |
| Mar-16 | 3,843,000 | 2,922,000 | 921,000 | 849,000 | 2,468,000 | 772,000 |
| Apr-16 | 3,965,000 | 3,078,000 | 887,000 | 859,000 | 2,330,000 | 855,000 |
| May-16 | 3,736,000 | 2,821,000 | 916,000 | 794,000 | 2,215,000 | 888,000 |
| Jun-16 | 3,792,000 | 2,667,000 | 1,125,000 | 826,000 | 2,251,000 | 917,000 |
| Jul-16 | 3,740,000 | 2,765,000 | 975,000 | 829,000 | 2,273,000 | 804,000 |
| Aug-16 | 3,733,000 | 2,748,000 | 985,000 | 893,000 | 2,258,000 | 871,000 |
| Sep-16 | 3,885,000 | 2,828,000 | 1,057,000 | 922,000 | 2,339,000 | 803,000 |
| Oct-16 | 3,741,000 | 2,713,000 | 1,028,000 | 957,000 | 2,370,000 | 796,000 |
| Nov-16 | 3,547,000 | 2,678,000 | 870,000 | 946,000 | 2,297,000 | 753,000 |
| Dec-16 | 3,610,000 | 2,583,000 | 1,027,000 | 885,000 | 2,231,000 | 796,000 |
| Jan-17 | 3,678,000 | 2,640,000 | 1,038,000 | 867,000 | 2,172,000 | 788,000 |
| Feb-17 | 3,653,000 | 2,659,000 | 994,000 | 802,000 | 2,188,000 | 742,000 |
| Mar-17 | 3,572,000 | 2,613,000 | 959,000 | 792,000 | 2,006,000 | 791,000 |
| Apr-17 | 3,586,000 | 2,647,000 | 939,000 | 766,000 | 2,053,000 | 733,000 |
| May-17 | 3,440,000 | 2,587,000 | 853,000 | 787,000 | 2,136,000 | 674,000 |
| Jun-17 | 3,391,000 | 2,477,000 | 914,000 | 801,000 | 1,979,000 | 663,000 |
| Jul-17 | 3,355,000 | 2,345,000 | 1,010,000 | 743,000 | 2,089,000 | 678,000 |
| Aug-17 | 3,461,000 | 2,450,000 | 1,011,000 | 802,000 | 2,118,000 | 641,000 |
| Sep-17 | 3,331,000 | 2,429,000 | 902,000 | 749,000 | 2,099,000 | 656,000 |
| Oct-17 | 3,253,000 | 2,344,000 | 909,000 | 742,000 | 2,037,000 | 617,000 |
| Nov-17 | 3,205,000 | 2,218,000 | 987,000 | 766,000 | 2,076,000 | 703,000 |
| Dec-17 | 3,261,000 | 2,316,000 | 946,000 | 720,000 | 2,003,000 | 611,000 |
| Jan-18 | 3,202,000 | 2,362,000 | 840,000 | 719,000 | 1,994,000 | 647,000 |
| Feb-18 | 3,217,000 | 2,350,000 | 867,000 | 774,000 | 1,950,000 | 688,000 |
| Mar-18 | 3,119,000 | 2,262,000 | 857,000 | 867,000 | 1,909,000 | 626,000 |
| Apr-18 | 3,058,000 | 2,197,000 | 860,000 | 803,000 | 2,020,000 | 658,000 |
| May-18 | 2,892,000 | 2,082,000 | 810,000 | 853,000 | 1,890,000 | 572,000 |
| Jun-18 | 3,082,000 | 2,133,000 | 949,000 | 797,000 | 2,009,000 | 544,000 |
| Jul-18 | 2,972,000 | 2,113,000 | 860,000 | 833,000 | 1,796,000 | 561,000 |
| Aug-18 | 2,807,000 | 1,960,000 | 846,000 | 883,000 | 1,839,000 | 574,000 |
| Sep-18 | 2,820,000 | 1,983,000 | 837,000 | 735,000 | 1,913,000 | 574,000 |
| Oct-18 | 2,883,000 | 2,034,000 | 849,000 | 725,000 | 1,940,000 | 588,000 |
| Nov-18 | 2,893,000 | 2,017,000 | 877,000 | 709,000 | 1,924,000 | 574,000 |
| Dec-18 | 2,931,000 | 2,155,000 | 776,000 | 832,000 | 1,974,000 | 619,000 |
| Jan-19 | 3,080,000 | 2,146,000 | 934,000 | 809,000 | 1,989,000 | 615,000 |
| Feb-19 | 2,848,000 | 2,058,000 | 790,000 | 840,000 | 1,898,000 | 622,000 |
| Mar-19 | 2,844,000 | 1,955,000 | 889,000 | 778,000 | 1,965,000 | 629,000 |
| Apr-19 | 2,732,000 | 2,013,000 | 719,000 | 724,000 | 1,942,000 | 591,000 |
| May-19 | 2,681,000 | 1,818,000 | 863,000 | 825,000 | 1,849,000 | 595,000 |
| Jun-19 | 2,754,000 | 1,906,000 | 848,000 | 894,000 | 1,793,000 | 487,000 |
| Jul-19 | 2,795,000 | 1,971,000 | 825,000 | 840,000 | 1,777,000 | 586,000 |
| Aug-19 | 2,809,000 | 1,999,000 | 810,000 | 790,000 | 1,767,000 | 559,000 |
| Sep-19 | 2,539,000 | 1,790,000 | 749,000 | 830,000 | 1,670,000 | 655,000 |
| Oct-19 | 2,754,000 | 1,946,000 | 809,000 | 834,000 | 1,714,000 | 603,000 |
| Nov-19 | 2,807,000 | 1,987,000 | 820,000 | 769,000 | 1,693,000 | 567,000 |
| Dec-19 | 2,780,000 | 1,959,000 | 821,000 | 833,000 | 1,662,000 | 571,000 |
| Jan-20 | 2,556,000 | 1,948,000 | 607,000 | 835,000 | 1,909,000 | 567,000 |
| Feb-20 | 2,692,000 | 1,916,000 | 776,000 | 766,000 | 1,831,000 | 510,000 |
| Mar-20 | 4,252,000 | 2,158,000 | 2,094,000 | 709,000 | 1,759,000 | 545,000 |
| Apr-20 | ######## | 2,556,000 | ######## | 549,000 | 1,475,000 | 408,000 |
| May-20 | ######## | 2,996,000 | ######## | 546,000 | 1,636,000 | 524,000 |
| Jun-20 | ######## | 3,565,000 | ######## | 560,000 | 2,262,000 | 571,000 |
| Jul-20 | ######## | 3,726,000 | 9,214,000 | 588,000 | 2,302,000 | 527,000 |
| Aug-20 | ######## | 4,076,000 | 6,145,000 | 614,000 | 2,052,000 | 550,000 |
| Sep-20 | 9,016,000 | 4,424,000 | 4,592,000 | 805,000 | 2,110,000 | 538,000 |
| Oct-20 | 7,754,000 | 4,545,000 | 3,210,000 | 764,000 | 2,005,000 | 515,000 |
| Nov-20 | 7,432,000 | 4,626,000 | 2,806,000 | 689,000 | 1,975,000 | 552,000 |
| Dec-20 | 7,342,000 | 4,260,000 | 3,082,000 | 758,000 | 2,234,000 | 505,000 |
| Jan-21 | 6,932,000 | 4,227,000 | 2,705,000 | 654,000 | 2,055,000 | 563,000 |
| Feb-21 | 6,596,000 | 4,337,000 | 2,259,000 | 707,000 | 2,178,000 | 594,000 |
| Mar-21 | 6,284,000 | 4,198,000 | 2,086,000 | 769,000 | 2,258,000 | 506,000 |
| Apr-21 | 6,263,000 | 4,191,000 | 2,072,000 | 819,000 | 2,118,000 | 580,000 |
| May-21 | 5,827,000 | 3,998,000 | 1,829,000 | 786,000 | 2,174,000 | 506,000 |
| Jun-21 | 5,737,000 | 3,923,000 | 1,814,000 | 944,000 | 2,253,000 | 501,000 |
| Jul-21 | 4,924,000 | 3,705,000 | 1,220,000 | 926,000 | 2,297,000 | 470,000 |
| Aug-21 | 4,444,000 | 3,230,000 | 1,213,000 | 827,000 | 2,439,000 | 524,000 |
| Sep-21 | 4,027,000 | 2,933,000 | 1,094,000 | 789,000 | 2,262,000 | 498,000 |
| Oct-21 | 3,690,000 | 2,664,000 | 1,026,000 | 844,000 | 2,175,000 | 532,000 |
| Nov-21 | 3,353,000 | 2,482,000 | 870,000 | 839,000 | 2,142,000 | 422,000 |
| Dec-21 | 3,089,000 | 2,288,000 | 801,000 | 725,000 | 2,024,000 | 508,000 |
| Jan-22 | 3,217,000 | 2,265,000 | 952,000 | 953,000 | 1,995,000 | 438,000 |
| Feb-22 | 3,004,000 | 2,125,000 | 879,000 | 964,000 | 1,971,000 | 429,000 |
| Mar-22 | 2,840,000 | 2,057,000 | 784,000 | 789,000 | 1,992,000 | 472,000 |
| Apr-22 | 2,850,000 | 1,993,000 | 857,000 | 794,000 | 1,856,000 | 516,000 |
| May-22 | 2,732,000 | 1,916,000 | 815,000 | 766,000 | 1,944,000 | 530,000 |
| Jun-22 | 2,633,000 | 1,802,000 | 832,000 | 833,000 | 1,979,000 | 466,000 |
| Jul-22 | 2,616,000 | 1,814,000 | 802,000 | 843,000 | 1,822,000 | 465,000 |
| Aug-22 | 2,693,000 | 1,898,000 | 796,000 | 897,000 | 1,833,000 | 451,000 |
| Sep-22 | 2,530,000 | 1,758,000 | 772,000 | 904,000 | 1,834,000 | 460,000 |
| Oct-22 | 2,695,000 | 1,842,000 | 853,000 | 861,000 | 1,873,000 | 494,000 |
| Nov-22 | 2,761,000 | 1,956,000 | 806,000 | 829,000 | 1,798,000 | 558,000 |
| Dec-22 | 2,629,000 | 1,815,000 | 814,000 | 825,000 | 1,767,000 | 497,000 |
| Jan-23 | 2,529,000 | 1,795,000 | 734,000 | 884,000 | 1,817,000 | 531,000 |
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