Current version:
disabled
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WARNING: You are using pip version 21.2.4; however, version 22.0.4 is available.
You should consider upgrading via the '/usr/local/bin/python -m pip install --upgrade pip' command.
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state time reopen requirement add.restrictions
0 Alabama April 4 - April 30, penalties not mentioned. Alabama has reopened retail stores, restaurant... Yes – required for anyone older than age 6 on ... There are no statewide restrictions.
1 Alaska March 28 - April 24: A business or organizatio... Alaska has reopened retail stores, dining, bar... No All non-residents entering the state must prov...
2 Arizona March 31 - May 15; Prior to any enforcement ac... Arizona has reopened retail stores, restaurant... Yes – required for employees and customers of ... There are no statewide restrictions.
3 Arkansas No stay at home order. Arkansas never issued a stay-at-home order and... Yes – required for anyone age 10 or older in p... There are no statewide restrictions.
4 California March 19 until lifted; Any person that refuses... Most counties have reopened restaurants and pe... Yes – required for anyone age 2 or older in pu... There are no statewide restrictions.
5 Colorado March 26 - April 26: Local authorities have di... Colorado has reopened retail stores, restauran... Yes – required for anyone age 10 in public ind... There are no statewide restrictions.
6 Connecticut March 23 - May 20: Penalties not mentioned Connecticut has reopened retail stores, malls,... Yes – required for anyone age 2 or older in pu... Travelers from a state with a current daily po...
7 Delaware March 24 - May 31: Failure to comply is a crim... Delaware has reopened retail stores, malls, fa... Yes – required for anyone over the age of 12 w... There are no statewide restrictions.
8 District of Columbia April 1 - May 15: Any individual or entity tha... Washington, DC has reopened restaurants with o... Yes – Required for anyone over the age of 2 wh... Visitors who have been to a high-risk states i...
9 Florida April 3 - April 30: Extended to June 12 for th... Florida has reopened retail stores, restaurant... No There are no statewide restrictions.
10 Georgia April 3 - April 30 (extended to June 12 for th... Georgia has reopened gyms, personal care servi... No There are no statewide restrictions.
11 Hawaii March 25 - May 31: Any person who intentionall... Hawaii has reopened beaches, piers, docks, sta... Yes - required by customers and employees of b... Travelers and residents arriving from out of s...
12 Idaho March 25 - April 30: Violation of or failure t... Idaho has reopened retail stores, restaurant d... No The state is encouraging those traveling from ...
13 Illinois March 25 - May 31: May be enforced by state an... Illinois has reopened retail stores, restauran... Yes – required for anyone over the age of 2 in... There are no statewide restrictions, but Chica...
14 Indiana March 24 - May 1: May be enforced by state and... Indiana has reopened retail stores, restaurant... Yes – required for anyone age 8 or older when ... There are no statewide restrictions.
15 Iowa No stay at home order. Iowa never issued a stay-at-home order but ins... No The state is encouraging out-of-state traveler...
16 Kansas March 30 - May 3: Penalties not mentioned. Kansas has reopened gyms, personal care servic... Yes – required for anyone age 5 and older in b... Those entering the state who have attended a m...
17 Kentucky In effect for the duration of the state emerge... Kentucky has reopened retail stores, restauran... Yes – required for anyone older than age of 5 ... Visitors from states with a positivity rate of...
18 Louisiana March 22 - May 15: The governor's Office of Ho... Louisiana has opened retail stores, malls, per... Yes – required for anyone age 8 or older in pu... There are no statewide restrictions.
19 Maine April 2 - May 31. The order will be enforced b... Maine has reopened retail stores, restaurants,... Yes – required for anyone over the age of 2 in... Travelers from VT, NH, NY, NJ, CT, and MA are ...
20 Maryland Until termination of the state of emergency an... Maryland has reopened retail stores, malls, ou... Yes – required for anyone over the age of 5 in... The state strongly discourages travel to or fr...
21 Massachusetts March 24 - May 18: Penalties not mentioned. Massachusetts has reopened outdoor recreation,... Yes – required for anyone over the age of 2 in... Travelers from all states (except CO, CT, ME, ...
22 Michigan March 24 - May 28: Lifted May 18 for the Upper... Michigan has reopened retail stores, restauran... Yes – required for anyone over age 4 in all in... There are no statewide restrictions.
23 Minnesota March 27 - May 17: A person who willfully viol... Minnesota has reopened industrial and manufact... Yes – required for anyone over age 5 in indoor... There are no statewide restrictions.
24 Mississippi March 31 - May 11: May be enforced by all stat... Mississippi has reopened retail stores, restau... Yes – required in schools, retail businesses, ... There are no statewide restrictions.
25 Missouri April 6 - May 3: Penalties not mentioned. Missouri citizens may return to economic and s... No There are no statewide restrictions.
26 Montana March 29 - April 26: Enforceable by the Attorn... Montana has reopened main street and retail bu... Yes – required for anyone age 5 or older in in... There are no statewide restrictions.
27 Nebraska No stay at home order. Nebraska never issued a stay-at-home order and... No There are no statewide restrictions.
28 Nevada April 2 - May 9: Local governments responsible... Nevada has reopened retail stores, malls, rest... Yes – required for anyone over age 9 in public... There are no statewide restrictions.
29 New Hampshire March 27 - June 15; The Division of Public Hea... New Hampshire has reopened retail stores, rest... Yes - required for gatherings of more than 100... Travelers from all states outside of New Engla...
30 New Jersey March 21 - June 9:; Penalties for violations o... New Jersey has reopened retail stores, outdoor... Yes – required for anyone over age 2 in indoor... Travelers from a state with either more than 1...
31 New Mexico March 24 - May 31; Penalties not mentioned. New Mexico has reopened retail stores, malls, ... Yes – required in public spaces. All travelers must self-quarantine for 14 days...
32 New York March 22 - May 28: Penalties not mentioned. New York has reopened retail stores, outdoor d... Yes – required for anyone over age 2 in public... Travelers from a state with either more than 1...
33 North Carolina March 30 - May 22: Violation is punishable as ... North Carolina has reopened retail stores, res... Yes – required for people over age 2 in public... There are no statewide restrictions.
34 North Dakota No stay at home order. North Dakota never issued a stay-at-home order... No There are no statewide restrictions.
35 Ohio March 23 - May 29: Enforced by state and local... Ohio has reopened retail stores, restaurant di... Yes – required for people age 10 and older whe... Travelers from states reporting positive testi...
36 Oklahoma March 24 - May 6: Penalties not mentioned. Oklahoma reopened retail stores, restaurant di... No There are no statewide restrictions.
37 Oregon March 23 until further notice: Any person foun... Oregon has reopened retail stores, restaurant ... Yes – required in public spaces for people age... There are no statewide restrictions.
38 Pennsylvania March 23 - June 4: Penalties not mentioned. Pennsylvania has reopened retail stores, house... Yes – required for anyone age 2 or older in pu... Travelers from a state deemed at risk are reco...
39 Rhode Island March 28 - May 8: Penalties not mentioned. Rhode Island has reopened retail stores, resta... Yes – required in all public spaces. Travelers from states with a positivity rate o...
40 South Carolina April 6 - May 4: All law enforcement officers ... South Carolina has reopened retail stores, res... No There are no statewide restrictions.
41 South Dakota No stay at home order. The governor never issued a stay-at-home order... No There are no statewide restrictions.
42 Tennessee March 31 - April 30: Penalties not mentioned. Tennessee has reopened restaurants and retail ... No There are no statewide restrictions.
43 Texas March 31 - April 30: Failure to comply with an... Texas has reopened retail stores, restaurants,... Yes – required in all counties with more than ... There are no statewide restrictions.
44 Utah March 27 - May 1: Penalties not mentioned. Utah has reopened restaurants, personal servic... No There are no statewide restrictions.
45 Vermont March 24 - May 15: Penalties not mentioned. Vermont has reopened retail stores, restaurant... Yes – required for anyone age 2 or older when ... Travelers driving must either quarantine for 1...
46 Virginia March 24 - June 10: Class 1 misdemeanor: jail ... Virginia has reopened retail stores, restauran... Yes – required in public places for anyone ove... There are no statewide restrictions.
47 Washington March 25 - May 31: Criminal penalties pursuant... Washington has reopened retail stores, restaur... Yes – required for anyone age 5 or older in an... There are no statewide restrictions.
48 West Virginia March 24 - May 4: The order may be enforced by... West Virginia has reopened retail stores, mall... Yes – required for anyone age 9 or older in al... There are no statewide restrictions.
49 Wisconsin March 25 – May 13: Order may be enforced by an... The governor's stay-at-home order was to be in... Yes – required for anyone age 5 or older in pu... The state encourages travelers to check themse...
50 Wyoming No stay at home order. Wyoming never issued a stay-at-home order and ... No There are no statewide restrictions.
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State Abbreviation Population 2019 lockdown_len density Democrat Republican added_levels share_65
0 Alabama AL 4903185 26 93.531179 0 1 1 0.165400
1 Alaska AK 731545 27 1.114438 0 1 1 0.116817
2 Arizona AZ 7278717 45 63.845034 0 1 1 0.171167
3 Arkansas AR 3017804 nan 56.744838 0 1 2 0.162062
4 California CA 39512223 nan 241.359398 1 0 2 0.141137
5 Colorado CO 5758736 31 55.319270 1 0 2 0.138015
6 Connecticut CT 3565287 58 643.089286 1 0 2 0.165747
7 Delaware DE 973764 68 498.343910 1 0 2 0.182686
8 District of Columbia DC 705749 44 10.732519 1 0 2 0.116976
9 Florida FL 21477737 27 361.328662 0 1 0 0.199916
10 Georgia GA 10617423 27 971.224204 0 1 1 0.134344
11 Hawaii HI 1415872 67 16.941537 1 0 2 0.182259
12 Idaho ID 1787065 36 30.855088 0 1 1 0.154389
13 Illinois IL 12671821 67 347.935777 1 0 2 0.151968
14 Indiana IN 6732219 38 119.628598 0 1 2 0.150827
15 Iowa IA 3155070 nan 38.344595 0 1 1 0.164139
16 Kansas KS 2913314 34 72.092104 0 1 1 0.151566
17 Kentucky KY 4467673 nan 86.176977 0 1 1 0.159158
18 Louisiana LA 4648794 54 131.370108 0 1 2 0.150486
19 Maine ME 1344212 59 108.343032 1 0 2 0.199330
20 Maryland MD 6045680 nan 572.778778 1 0 2 0.149915
21 Massachusetts MA 6892503 55 71.196188 1 0 1 0.160037
22 Michigan MI 9986857 65 114.866717 0 1 1 0.167818
23 Minnesota MN 5639632 51 116.439526 1 0 2 0.151992
24 Mississippi MS 2976149 41 42.693899 0 1 2 0.154889
25 Missouri MO 6137428 27 41.738150 0 1 0 0.163028
26 Montana MT 1068778 28 13.815998 0 1 2 0.185244
27 Nebraska NE 1934408 nan 17.495347 0 1 1 0.150803
28 Nevada NV 3080156 37 329.393220 1 0 2 0.153870
29 New Hampshire NH 1359711 80 155.894405 1 0 2 0.174416
30 New Jersey NJ 8882190 80 73.048531 1 0 2 0.157965
31 New Mexico NM 2096829 68 38.491583 1 0 1 0.173723
32 New York NY 19453561 67 361.449267 1 0 1 0.160084
33 North Carolina NC 10488084 53 148.337916 0 1 2 0.157140
34 North Dakota ND 762062 nan 16.999688 0 1 1 0.143780
35 Ohio OH 11689100 67 167.218860 0 1 2 0.164780
36 Oklahoma OK 3956971 43 40.218842 0 1 0 0.151234
37 Oregon OR 4217737 nan 91.574471 1 0 2 0.172916
38 Pennsylvania PA 12801989 73 8286.077023 0 1 1 0.175855
39 Rhode Island RI 1059361 41 33.097791 1 0 1 0.165151
40 South Carolina SC 5148714 28 66.761505 0 1 1 0.171100
41 South Dakota SD 884659 nan 20.990343 0 1 1 0.157066
42 Tennessee TN 6829174 30 25.424976 0 1 0 0.157369
43 Texas TX 28995881 30 341.513721 0 1 2 0.121076
44 Utah UT 3205958 35 333.432969 0 1 0 0.107063
45 Vermont VT 623989 52 14.589750 1 0 1 0.190949
46 Virginia VA 8535519 78 119.707712 1 0 2 0.151809
47 Washington WA 7614893 67 314.262432 1 0 2 0.150071
48 West Virginia WV 1792147 41 27.359770 0 1 2 0.196779
49 Wisconsin WI 5822434 nan 59.523135 0 1 2 0.164151
50 Wyoming WY 578759 nan 8511.161765 0 1 1 0.163916
51 Puerto Rico NaN 3193694 nan 908.590043 0 0 NaN NaN
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/usr/local/lib/python3.7/site-packages/pandas/core/generic.py:5208: SettingWithCopyWarning:


A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
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date state dataQualityGrade death deathConfirmed deathIncrease deathProbable hospitalized hospitalizedCumulative hospitalizedCurrently ... totalTestResults totalTestResultsIncrease totalTestsAntibody totalTestsAntigen totalTestsPeopleAntibody totalTestsPeopleAntigen totalTestsPeopleViral totalTestsPeopleViralIncrease totalTestsViral totalTestsViralIncrease
0 2021-02-04 AK A 279.0 NaN 0 NaN 1214.0 1214.0 43.0 ... 1529566.0 9360 NaN NaN NaN NaN NaN 0 1529566.0 9360
1 2021-02-04 AL A 8365.0 6642.0 162 1723.0 42811.0 42811.0 1666.0 ... 2149684.0 9765 NaN NaN 140376.0 NaN 2149684.0 9765 NaN 0
2 2021-02-04 AR A+ 5009.0 4013.0 24 996.0 13902.0 13902.0 815.0 ... 2496513.0 16070 NaN NaN NaN 380737.0 NaN 0 2496513.0 16070
3 2021-02-04 AS NaN 0.0 NaN 0 NaN NaN NaN NaN ... 2140.0 0 NaN NaN NaN NaN NaN 0 2140.0 0
4 2021-02-04 AZ A+ 13752.0 12224.0 176 1528.0 54091.0 54091.0 3303.0 ... 6841912.0 46724 420413.0 NaN NaN NaN 3503880.0 14529 6841912.0 46724
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
19032 2020-01-17 WA NaN NaN NaN 0 NaN NaN NaN NaN ... NaN 0 NaN NaN NaN NaN NaN 0 NaN 0
19033 2020-01-16 WA NaN NaN NaN 0 NaN NaN NaN NaN ... NaN 0 NaN NaN NaN NaN NaN 0 NaN 0
19034 2020-01-15 WA NaN NaN NaN 0 NaN NaN NaN NaN ... NaN 0 NaN NaN NaN NaN NaN 0 NaN 0
19035 2020-01-14 WA NaN NaN NaN 0 NaN NaN NaN NaN ... NaN 0 NaN NaN NaN NaN NaN 0 NaN 0
19036 2020-01-13 WA NaN NaN NaN 0 NaN NaN NaN NaN ... NaN 0 NaN NaN NaN NaN NaN 0 NaN 0

19037 rows × 42 columns

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date state dataQualityGrade death deathConfirmed deathIncrease deathProbable hospitalized hospitalizedCumulative hospitalizedCurrently ... totalTestsPeopleAntigen totalTestsPeopleViral totalTestsPeopleViralIncrease totalTestsViral totalTestsViralIncrease Abbreviation lockdown_start lockdown_end lockdown_end_delayed lockdown_start_delayed
302 2020-04-08 AK A 7.0 NaN 1 NaN 28.0 28.0 NaN ... NaN NaN 0 7068.0 155 AK 2020-02-27 2020-03-25 2020-04-08 2020-03-12
303 2020-04-07 AK A 6.0 NaN 0 NaN 26.0 26.0 NaN ... NaN NaN 0 6913.0 30 AK 2020-02-27 2020-03-25 2020-04-08 2020-03-12
304 2020-04-06 AK A 6.0 NaN 0 NaN 25.0 25.0 NaN ... NaN NaN 0 6883.0 599 AK 2020-02-27 2020-03-25 2020-04-08 2020-03-12
305 2020-04-05 AK A 6.0 NaN 1 NaN 21.0 21.0 NaN ... NaN NaN 0 6284.0 244 AK 2020-02-27 2020-03-25 2020-04-08 2020-03-12
306 2020-04-04 AK A 5.0 NaN 2 NaN 17.0 17.0 NaN ... NaN NaN 0 6040.0 24 AK 2020-02-27 2020-03-25 2020-04-08 2020-03-12
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
17059 2020-03-12 WV NaN NaN NaN 0 NaN NaN NaN NaN ... NaN NaN 0 NaN 0 WV 2020-02-23 2020-04-04 2020-04-18 2020-03-08
17060 2020-03-11 WV NaN NaN NaN 0 NaN NaN NaN NaN ... NaN NaN 0 NaN 0 WV 2020-02-23 2020-04-04 2020-04-18 2020-03-08
17061 2020-03-10 WV NaN NaN NaN 0 NaN NaN NaN NaN ... NaN NaN 0 NaN 0 WV 2020-02-23 2020-04-04 2020-04-18 2020-03-08
17062 2020-03-09 WV NaN NaN NaN 0 NaN NaN NaN NaN ... NaN NaN 0 NaN 0 WV 2020-02-23 2020-04-04 2020-04-18 2020-03-08
17063 2020-03-08 WV NaN NaN NaN 0 NaN NaN NaN NaN ... NaN NaN 0 NaN 0 WV 2020-02-23 2020-04-04 2020-04-18 2020-03-08

1984 rows × 47 columns

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state death_diminishing_rate hospitalized_diminishing_rate positive_diminishing_rate
0 AK 0.500000 0.500000 0.590909
1 AL 0.846154 0.169811 0.355000
2 AZ 0.523810 0.895522 0.819355
3 CO 0.727273 0.805310 0.563071
4 CT 0.240816 0.000000 0.000000
5 DC 1.000000 0.289919 0.489083
6 DE 0.647059 0.289919 0.327511
7 FL 0.900000 0.716088 0.719750
8 GA 0.370000 0.407240 0.603723
9 HI 0.000000 0.000000 -0.020000
10 ID 1.000000 0.120000 0.121622
11 IL 0.680628 0.289919 0.605879
12 IN 0.872727 0.000000 0.760213
13 KS 0.363636 0.400000 0.801370
14 LA 0.341085 0.289919 0.137197
15 MA 0.515873 0.215242 0.633972
16 ME 0.000000 0.081633 0.500000
17 MI 0.289941 0.289919 1.000000
18 MN 1.000000 0.553191 0.911765
19 MO 0.684211 0.289919 0.484507
20 MS 0.857143 0.214876 0.946667
21 MT 0.000000 0.833333 0.297297
22 NC 0.694444 0.289919 0.856655
23 NH 0.315789 0.076923 0.642424
24 NJ 0.112500 0.289919 0.245064
25 NM 0.916667 0.000000 0.665272
26 NV 0.692308 0.289919 0.492248
27 NY 0.215563 0.086157 0.123585
28 OH 0.340580 0.537415 0.341304
29 OK 0.187500 0.000000 0.473684
30 PA 0.214801 0.000000 0.306687
31 RI 0.468750 0.129909 0.945545
32 SC 0.666667 0.396078 0.855978
33 TN 0.714286 0.857143 0.479730
34 TX 1.000000 0.289919 0.498265
35 UT 0.200000 0.109589 0.714286
36 VA 0.660714 0.302198 1.000000
37 VT 0.000000 0.000000 0.000000
38 WA 0.109589 0.289919 0.549296
39 WV 1.000000 0.000000 0.462687
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array([0.51258928, 0.28576815, 0.20164257])

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array([[-0.58978916, -0.48396478, -0.64647262],
[-0.52884016, 0.83646342, -0.14372556],
[ 0.6103088 , 0.25711291, -0.74927706]])

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array([[-0.06755851, 0.8306813 , 0.20815332],
[ 1.0070091 , -0.47491954, -0.63313587],
[ 0.00635355, 2.39461851, 1.02282704],
[ 0.63796568, 2.03790817, 0.10887934],
[-0.87214405, -1.1463714 , -1.8991221 ],
[ 1.48459471, 0. , -0.15497476],
[ 0.38895714, 0. , -0.73116629],
[ 1.17416406, 1.68511733, 0.6676211 ],
[-0.47111834, 0.46389777, 0.25385119],
[-1.61971172, -1.1463714 , -1.97044527],
[ 1.48459471, -0.67187875, -1.46540013],
[ 0.493167 , 0. , 0.26153989],
[ 1.08950116, -1.1463714 , 0.81191839],
[-0.49087302, 0.43527076, 0.95868977],
[-0.56087852, 0. , -1.40985459],
[-0.0182838 , -0.29528177, 0.36172272],
[-1.61971172, -0.82358729, -0.1160429 ],
[-0.71964654, 0. , 1.6670363 ],
[ 1.48459471, 1.04100605, 1.35237526],
[ 0.50428741, 0. , -0.17129324],
[ 1.04112236, -0.29672892, 1.47684118],
[-1.61971172, 2.14871643, -0.83891285],
[ 0.53605663, 0. , 1.15584636],
[-0.63940442, -0.84220945, 0.39186451],
[-1.27047724, 0. , -1.02518549],
[ 1.2259025 , -1.1463714 , 0.47334311],
[ 0.5294235 , 0. , -0.14368754],
[-0.95053946, -0.80569935, -1.45839904],
[-0.56244793, 0.97862402, -0.68197673],
[-1.03765426, -1.1463714 , -0.20988917],
[-0.95290221, -1.1463714 , -0.80542847],
[-0.16456808, -0.63269608, 1.47283955],
[ 0.4498259 , 0.41976446, 1.15343196],
[ 0.59765001, 2.2428618 , -0.1883299 ],
[ 1.48459471, 0. , -0.12222985],
[-0.99885043, -0.71304478, 0.6481339 ],
[ 0.43134788, 0.04855056, 1.6670363 ],
[-1.61971172, -1.1463714 , -1.8991221 ],
[-1.27951375, 0. , 0.05975364],
[ 1.48459471, -1.1463714 , -0.24910851]])

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state health_index
0 AK -0.496741
1 AL 0.045226
2 AZ -1.823888
3 CO -1.432929
4 CT 2.296915
5 DC -0.775411
6 DE 0.243276
7 FL -1.939645
8 GA -0.110758
9 HI 2.783931
10 ID 0.396909
11 IL -0.459943
12 IN -0.612656
13 KS -0.540911
14 LA 1.242232
15 MA -0.080154
16 ME 1.428894
17 MI -0.653254
18 MN -2.253682
19 MO -0.186687
20 MS -1.425174
21 MT 0.457720
22 NC -1.063383
23 NH 0.531384
24 NJ 1.412068
25 NM -0.474224
26 NV -0.219358
27 NY 1.893363
28 OH 0.298985
29 OK 1.302488
30 PA 1.637502
31 RI -0.548887
32 SC -1.214116
33 TN -1.316203
34 TX -0.796580
35 UT 0.515199
36 VA -1.355594
37 VT 2.737822
38 WA 0.716014
39 WV -0.159753
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Unnamed: 0 Unemployment_Rate
0 0 3.200000
1 1 2.442308
2 2 1.475410
3 3 1.920000
4 4 2.981818
5 5 1.961538
6 6 2.823529
7 7 3.180000
8 8 1.466667
9 9 3.113636
10 10 2.043478
11 11 9.791667
12 12 3.600000
13 13 3.642857
14 14 4.100000
15 15 3.090909
16 16 3.571429
17 17 2.096154
18 18 2.119403
19 19 3.133333
20 20 3.030303
21 21 5.928571
22 22 4.953488
23 23 3.413793
24 24 2.058824
25 25 2.589744
26 26 2.500000
27 27 1.325000
28 28 3.666667
29 29 6.416667
30 30 4.162162
31 31 1.444444
32 32 3.536585
33 33 2.976744
34 34 4.550000
35 35 2.396552
36 36 4.344828
37 37 4.085714
38 38 2.310345
39 39 3.489362
40 40 3.875000
41 41 3.032258
42 42 3.333333
43 43 2.549020
44 44 2.263158
45 45 4.129032
46 46 2.727273
47 47 2.960784
48 48 2.150000
49 49 3.903226
50 50 2.315789
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OLS Regression Results
Dep. Variable: y R-squared: 0.291
Model: OLS Adj. R-squared: 0.163
Method: Least Squares F-statistic: 2.263
Date: Fri, 09 Oct 2020 Prob (F-statistic): 0.0614
Time: 14:59:05 Log-Likelihood: -59.017
No. Observations: 40 AIC: 132.0
Df Residuals: 33 BIC: 143.9
Df Model: 6
Covariance Type: nonrobust
coef std err t P>|t| [0.025 0.975]
Population 2019 3.654e-08 3.23e-08 1.130 0.266 -2.92e-08 1.02e-07
Lockdown Length -0.0331 0.015 -2.167 0.038 -0.064 -0.002
Density -0.0001 0.000 -0.818 0.419 -0.000 0.000
Democrat 2.3640 1.616 1.463 0.153 -0.924 5.652
Republican 2.3586 1.499 1.574 0.125 -0.691 5.408
Added Levels 0.2993 0.302 0.992 0.328 -0.314 0.913
Share_65 -8.4982 9.139 -0.930 0.359 -27.091 10.095
Omnibus: 0.684 Durbin-Watson: 1.989
Prob(Omnibus): 0.710 Jarque-Bera (JB): 0.705
Skew: 0.009 Prob(JB): 0.703
Kurtosis: 2.350 Cond. No. 4.48e+08


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 4.48e+08. This might indicate that there are
strong multicollinearity or other numerical problems.
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0.6346823716054163

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/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:51: UserWarning:

FixedFormatter should only be used together with FixedLocator
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/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:51: UserWarning:

FixedFormatter should only be used together with FixedLocator
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/usr/local/lib/python3.7/site-packages/sklearn/utils/deprecation.py:143: FutureWarning:

The sklearn.metrics.scorer module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.metrics. Anything that cannot be imported from sklearn.metrics is now part of the private API.

/usr/local/lib/python3.7/site-packages/sklearn/utils/deprecation.py:143: FutureWarning:

The sklearn.feature_selection.base module is  deprecated in version 0.22 and will be removed in version 0.24. The corresponding classes / functions should instead be imported from sklearn.feature_selection. Anything that cannot be imported from sklearn.feature_selection is now part of the private API.
Weight Feature
1.0844 ± 0.7547 Lockdown Length
0.1608 ± 0.2935 Population 2019
0.0655 ± 0.1000 Republican
0.0654 ± 0.0345 Density
0.0348 ± 0.0500 Democrat
0.0231 ± 0.0486 Share_65
0.0039 ± 0.0069 Added Levels
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State Abbreviation Population 2019 Lockdown Length Density Democrat Republican Added Levels Share_65 state Health Index Unnamed: 0 GDP change 1st quarter Unemployment_Rate Economic Index
0 Alabama AL 4903185 26 93.531179 0 1 1 0.165400 AL -0.057360 0 -4.8 3.200000 -0.049782
1 Alaska AK 731545 27 1.114438 0 1 1 0.116817 AK 0.760608 1 -4.0 2.442308 -1.151499
2 Arizona AZ 7278717 45 63.845034 0 1 1 0.171167 AZ 1.731518 2 -3.6 1.475410 -2.113570
3 Colorado CO 5758736 31 55.319270 1 0 2 0.138015 CO 3.178793 5 -4.1 1.961538 -1.416206
4 Connecticut CT 3565287 58 643.089286 1 0 2 0.165747 CT -2.243104 6 -4.6 2.823529 -0.456010
5 Delaware DE 973764 68 498.343910 1 0 2 0.182686 DE -0.246808 7 -5.6 3.180000 0.508111
6 District of Columbia DC 705749 44 10.732519 1 0 2 0.116976 DC 0.744372 8 -4.0 1.466667 -1.833745
7 Florida FL 21477737 27 361.328662 0 1 0 0.199916 FL 1.337825 9 -4.9 3.113636 -0.038689
8 Georgia GA 10617423 27 971.224204 0 1 1 0.134344 GA 0.077238 10 -4.7 2.043478 -0.929999
9 Hawaii HI 1415872 67 16.941537 1 0 2 0.182259 HI -2.719486 11 -8.1 9.791667 6.918635
10 Idaho ID 1787065 36 30.855088 0 1 1 0.154389 ID -0.390199 12 -4.1 3.600000 -0.270464
11 Illinois IL 12671821 67 347.935777 1 0 2 0.151968 IL 0.430085 13 -5.4 3.642857 0.688808
12 Indiana IN 6732219 38 119.628598 0 1 2 0.150827 IN 0.574761 14 -5.6 4.100000 1.151449
13 Kansas KS 2913314 34 72.092104 0 1 1 0.151566 KS 0.490308 16 -3.1 3.571429 -1.005291
14 Louisiana LA 4648794 54 131.370108 0 1 2 0.150486 LA -1.217387 18 -6.6 2.119403 0.481306
15 Maine ME 1344212 59 108.343032 1 0 2 0.199330 ME -1.416975 19 -6.3 3.133333 0.975872
16 Massachusetts MA 6892503 55 71.196188 1 0 1 0.160037 MA 0.051839 21 -5.1 5.928571 2.072707
17 Michigan MI 9986857 65 114.866717 0 1 1 0.167818 MI 0.602190 22 -6.8 4.953488 2.606093
18 Minnesota MN 5639632 51 116.439526 1 0 2 0.151992 MN 2.159197 23 -4.0 3.413793 -0.472159
19 Mississippi MS 2976149 41 42.693899 0 1 2 0.154889 MS 1.356180 24 -5.2 2.058824 -0.561844
20 Missouri MO 6137428 27 41.738150 0 1 0 0.163028 MO 0.167640 25 -4.7 2.589744 -0.548006
21 Montana MT 1068778 28 13.815998 0 1 2 0.185244 MT -0.479517 26 -5.4 2.500000 -0.110368
22 Nevada NV 3080156 37 329.393220 1 0 2 0.153870 NV 0.199316 28 -8.2 3.666667 2.707033
23 New Hampshire NH 1359711 80 155.894405 1 0 2 0.174416 NH -0.543558 29 -5.7 6.416667 2.842931
24 New Jersey NJ 8882190 80 73.048531 1 0 2 0.157965 NJ -1.391139 30 -5.5 4.162162 1.123432
25 New Mexico NM 2096829 68 38.491583 1 0 1 0.173723 NM 0.257899 31 -3.1 1.444444 -2.492648
26 New York NY 19453561 67 361.449267 1 0 1 0.160084 NY -1.855726 32 -8.2 3.536585 2.616070
27 North Carolina NC 10488084 53 148.337916 0 1 2 0.157140 NC 1.010411 33 -5.1 2.976744 0.008555
28 Ohio OH 11689100 67 167.218860 0 1 2 0.164780 OH -0.316771 35 -5.5 2.396552 -0.111223
29 Oklahoma OK 3956971 43 40.218842 0 1 0 0.151234 OK -1.289426 36 -4.0 4.344828 0.178894
30 Pennsylvania PA 12801989 73 8286.077023 0 1 1 0.175855 PA -1.610385 38 -5.6 2.310345 -0.100021
31 Rhode Island RI 1059361 41 33.097791 1 0 1 0.165151 RI 0.500113 39 -6.2 3.489362 1.153351
32 South Carolina SC 5148714 28 66.761505 0 1 1 0.171100 SC 1.147749 40 -4.8 3.875000 0.422232
33 Tennessee TN 6829174 30 25.424976 0 1 0 0.157369 TN 1.250121 42 -6.2 3.333333 1.044243
34 Texas TX 28995881 30 341.513721 0 1 2 0.121076 TX 0.764713 43 -2.5 2.549020 -2.149150
35 Utah UT 3205958 35 333.432969 0 1 0 0.107063 UT -0.531865 44 -3.1 2.263158 -1.920138
36 Vermont VT 623989 52 14.589750 1 0 1 0.190949 VT -2.548594 45 -6.1 4.129032 1.529174
37 Virginia VA 8535519 78 119.707712 1 0 2 0.151809 VA 0.823239 46 -3.8 2.727273 -1.095199
38 Washington WA 7614893 67 314.262432 1 0 2 0.150071 WA -0.901829 47 -5.0 2.960784 -0.074091
39 West Virginia WV 1792147 41 27.359770 0 1 2 0.196779 WV 0.144014 48 -5.0 2.150000 -0.641056
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OLS Regression Results
Dep. Variable: y R-squared: 0.204
Model: OLS Adj. R-squared: 0.059
Method: Least Squares F-statistic: 1.408
Date: Fri, 09 Oct 2020 Prob (F-statistic): 0.241
Time: 15:00:15 Log-Likelihood: -68.294
No. Observations: 40 AIC: 150.6
Df Residuals: 33 BIC: 162.4
Df Model: 6
Covariance Type: nonrobust
coef std err t P>|t| [0.025 0.975]
Population 2019 -8.91e-09 4.08e-08 -0.219 0.828 -9.18e-08 7.4e-08
Lockdown Length 0.0257 0.019 1.335 0.191 -0.013 0.065
Density -0.0002 0.000 -1.172 0.250 -0.001 0.000
Democrat 0.6455 2.038 0.317 0.753 -3.501 4.792
Republican 0.2597 1.890 0.137 0.892 -3.586 4.105
Added Levels -0.3399 0.380 -0.894 0.378 -1.114 0.434
Share_65 13.9713 11.524 1.212 0.234 -9.475 37.418
Omnibus: 27.563 Durbin-Watson: 1.628
Prob(Omnibus): 0.000 Jarque-Bera (JB): 73.357
Skew: 1.602 Prob(JB): 1.18e-16
Kurtosis: 8.810 Cond. No. 4.48e+08


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 4.48e+08. This might indicate that there are
strong multicollinearity or other numerical problems.
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/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:51: UserWarning:

FixedFormatter should only be used together with FixedLocator
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/usr/local/lib/python3.7/site-packages/ipykernel_launcher.py:51: UserWarning:

FixedFormatter should only be used together with FixedLocator
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Weight Feature
0.2555 ± 0.1124 Share_65
0.0819 ± 0.1943 Population 2019
0.0062 ± 0.0426 Republican
0.0022 ± 0.0423 Added Levels
-0.0090 ± 0.3109 Density
-0.0506 ± 0.0581 Democrat
-0.1608 ± 0.6604 Lockdown Length
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