Chat with us, powered by LiveChat Median Household income Simple Regression in R Analysis - Credence Writers
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Question Description

Hi,

I have run a simple regression to see how many COVID cases can be explained by my assigned variable alone (which in this case is “income”).

The Hypothesis statement is: Higher income had negative casual effect on COVID-19 rates

. The regression is in the word file (Regression 2- Income as an independent variable on COVID-19 cases.docx) and the data is in the excel file (Data for Stats Project 2

.xslx)


Please check my code to make sure I ran things correctly


, and provide a detailed analysis of the results.

Thanks

countyFIPS
1001
1003
1005
1007
1009
1011
1013
1015
1017
1019
1021
1023
1025
1027
1029
1031
1033
1035
1037
1039
1041
1043
1045
1047
1049
1051
1053
1055
1057
1059
1061
1063
1065
1067
1069
1071
1073
1075
1077
1079
1081
1083
1085
County Name
Autauga County
Baldwin County
Barbour County
Bibb County
Blount County
Bullock County
Butler County
Calhoun County
Chambers County
Cherokee County
Chilton County
Choctaw County
Clarke County
Clay County
Cleburne County
Coffee County
Colbert County
Conecuh County
Coosa County
Covington County
Crenshaw County
Cullman County
Dale County
Dallas County
DeKalb County
Elmore County
Escambia County
Etowah County
Fayette County
Franklin County
Geneva County
Greene County
Hale County
Henry County
Houston County
Jackson County
Jefferson County
Lamar County
Lauderdale County
Lawrence County
Lee County
Limestone County
Lowndes County
State
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
population
Cases as of 8/3/20
55869
1066
223234
3265
24686
612
22394
382
57826
830
10101
446
19448
767
113605
1612
33254
875
26196
263
44428
750
12589
279
23622
509
13235
220
14910
122
52342
736
55241
1111
12067
387
10663
100
37049
823
13772
301
83768
1207
49172
803
37196
1366
71513
1740
81209
1665
36633
1053
102268
1989
16302
182
31362
1213
26271
246
8111
245
14651
468
17205
257
105882
1366
51626
842
658573
12076
13805
204
92729
1079
32924
316
164542
2651
98915
1218
9726
564
1087
1089
1091
1093
1095
1097
1099
1101
1103
1105
1107
1109
1111
1113
1115
1117
1119
1121
1123
1125
1127
1129
1131
1133
2013
2016
2020
2050
2060
2068
2070
2090
2100
2105
2110
2122
2130
2150
2158
2164
2170
2180
2185
2188
Macon County
Madison County
Marengo County
Marion County
Marshall County
Mobile County
Monroe County
Montgomery County
Morgan County
Perry County
Pickens County
Pike County
Randolph County
Russell County
St. Clair County
Shelby County
Sumter County
Talladega County
Tallapoosa County
Tuscaloosa County
Walker County
Washington County
Wilcox County
Winston County
Aleutians East Borough
Aleutians West Census Area
Municipality of Anchorage
Bethel Census Area
Bristol Bay Borough
Denali Borough
Dillingham Census Area
Fairbanks North Star Borough
Haines Borough
Hoonah-Angoon Census Area
City and Borough of Juneau
Kenai Peninsula Borough
Ketchikan Gateway Borough
Kodiak Island Borough
Kusilvak Census Area
Lake and Peninsula Borough
Matanuska-Susitna Borough
Nome Census Area
North Slope Borough
Northwest Arctic Borough
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AL
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
AK
18068
372909
18863
29709
96774
413210
20733
226486
119679
8923
19930
33114
22722
57961
89512
217702
12427
79978
40367
209355
63521
16326
10373
23629
3337
5634
288000
18386
836
2097
4916
96849
2530
2148
31974
58708
13901
12998
8314
1592
108317
10004
9832
7621
319
5116
527
573
3019
9144
442
6347
2257
452
374
676
399
1260
1305
3214
366
1075
865
4048
1500
315
420
442
1
5
1918
22
0
1
1
410
4
7
91
304
35
6
5
6
305
17
15
33
2195
2198
2220
2230
2240
2261
2275
2282
2290
4001
4003
4005
4007
4009
4011
4012
4013
4015
4017
4019
4021
4023
4025
4027
5001
5003
5005
5007
5009
5011
5013
5015
5017
5019
5021
5023
5025
5027
5029
5031
5033
5035
5037
5039
Petersburg Census Area
AK
Prince of Wales-Hyder Census Area
AK
Sitka City and Borough
AK
Skagway Municipality
AK
Southeast Fairbanks Census Area
AK
Valdez-Cordova Census Area AK
Wrangell City and Borough
AK
Yakutat City and Borough
AK
Yukon-Koyukuk Census Area AK
Apache County
AZ
Cochise County
AZ
Coconino County
AZ
Gila County
AZ
Graham County
AZ
Greenlee County
AZ
La Paz County
AZ
Maricopa County
AZ
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AZ
Navajo County
AZ
Pima County
AZ
Pinal County
AZ
Santa Cruz County
AZ
Yavapai County
AZ
Yuma County
AZ
Arkansas County
AR
Ashley County
AR
Baxter County
AR
Benton County
AR
Boone County
AR
Bradley County
AR
Calhoun County
AR
Carroll County
AR
Chicot County
AR
Clark County
AR
Clay County
AR
Cleburne County
AR
Cleveland County
AR
Columbia County
AR
Conway County
AR
Craighead County
AR
Crawford County
AR
Crittenden County
AR
Cross County
AR
Dallas County
AR
3266
6203
8493
1183
6893
9202
2502
579
5230
71887
125922
143476
54018
38837
9498
21108
4485414
212181
110924
1047279
462789
46498
235099
213787
17486
19657
41932
279141
37432
10763
5189
28380
10118
22320
14551
24919
7956
23457
20846
110332
63257
47955
16419
7009
6
8
23
0
14
49
9
0
46
3084
1557
2997
841
490
57
474
120960
3040
5284
16741
8301
2610
1858
11203
201
254
62
4572
176
147
13
340
536
159
109
182
71
202
137
1134
554
1242
172
58
5041
5043
5045
5047
5049
5051
5053
5055
5057
5059
5061
5063
5065
5067
5069
5071
5073
5075
5077
5079
5081
5083
5085
5087
5089
5091
5093
5095
5097
5099
5101
5103
5105
5107
5109
5111
5113
5115
5117
5119
5121
5123
5125
5127
Desha County
Drew County
Faulkner County
Franklin County
Fulton County
Garland County
Grant County
Greene County
Hempstead County
Hot Spring County
Howard County
Independence County
Izard County
Jackson County
Jefferson County
Johnson County
Lafayette County
Lawrence County
Lee County
Lincoln County
Little River County
Logan County
Lonoke County
Madison County
Marion County
Miller County
Mississippi County
Monroe County
Montgomery County
Nevada County
Newton County
Ouachita County
Perry County
Phillips County
Pike County
Poinsett County
Polk County
Pope County
Prairie County
Pulaski County
Randolph County
St. Francis County
Saline County
Scott County
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
11361
18219
126007
17715
12477
99386
18265
45325
21532
33771
13202
37825
13629
16719
66824
26578
6624
16406
8857
13024
12259
21466
73309
16576
16694
43257
40651
6701
8986
8252
7753
23382
10455
17782
10718
23528
19964
64072
8062
391911
17958
24994
122437
10281
160
166
1212
108
29
875
127
393
220
1465
300
398
45
59
1382
636
49
185
890
1186
156
195
452
262
23
470
797
53
26
133
98
81
49
284
81
167
131
1216
74
4893
175
1140
892
44
5129
5131
5133
5135
5137
5139
5141
5143
5145
5147
5149
6001
6003
6005
6007
6009
6011
6013
6015
6017
6019
6021
6023
6025
6027
6029
6031
6033
6035
6037
6039
6041
6043
6045
6047
6049
6051
6053
6055
6057
6059
6061
6063
6065
Searcy County
Sebastian County
Sevier County
Sharp County
Stone County
Union County
Van Buren County
Washington County
White County
Woodruff County
Yell County
Alameda County
Alpine County
Amador County
Butte County
Calaveras County
Colusa County
Contra Costa County
Del Norte County
El Dorado County
Fresno County
Glenn County
Humboldt County
Imperial County
Inyo County
Kern County
Kings County
Lake County
Lassen County
Los Angeles County
Madera County
Marin County
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Mendocino County
Merced County
Modoc County
Mono County
Monterey County
Napa County
Nevada County
Orange County
Placer County
Plumas County
Riverside County
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
AR
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
7881
127827
17007
17442
12506
38682
16545
239187
78753
6320
21341
1671329
1129
39752
219186
45905
21547
1153526
27812
192843
999101
28393
135558
181215
18039
900202
152940
64386
30573
10039107
157327
258826
17203
86749
277680
8841
14444
434061
137744
99755
3175692
398329
18807
2470546
27
1856
939
106
55
435
52
6072
266
20
1030
11846
2
135
980
125
331
8033
90
637
15759
332
236
9448
64
20651
4453
208
65
193788
2075
5115
58
331
4422
0
145
4924
963
312
37813
1938
33
38131
6067
6069
6071
6073
6075
6077
6079
6081
6083
6085
6087
6089
6091
6093
6095
6097
6099
6101
6103
6105
6107
6109
6111
6113
6115
8001
8003
8005
8007
8009
8011
8013
8014
8015
8017
8019
8021
8023
8025
8027
8029
8031
8033
8035
Sacramento County
San Benito County
San Bernardino County
San Diego County
San Francisco County
San Joaquin County
San Luis Obispo County
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CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CA
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
1552058
62808
2180085
3338330
881549
762148
283111
766573
446499
1927852
273213
180080
3005
43539
447643
494336
550660
96971
65084
12285
466195
54478
846006
220500
78668
517421
16233
656590
14029
3581
5577
326196
70465
20356
1831
9700
8205
3887
6061
5068
31162
727211
2055
351154
10122
676
33432
30226
6989
11885
1902
5744
6464
10794
1152
390
2
81
3721
3113
9277
812
246
5
9745
144
7877
1582
512
6115
224
7023
33
14
5
1927
417
287
8
27
23
22
72
10
110
9813
1
1653
8037
8039
8041
8043
8045
8047
8049
8051
8053
8055
8057
8059
8061
8063
8065
8067
8069
8071
8073
8075
8077
8079
8081
8083
8085
8087
8089
8091
8093
8095
8097
8099
8101
8103
8105
8107
8109
8111
8113
8115
8117
8119
8121
8123
Eagle County
Elbert County
El Paso County
Fremont County
Garfield County
Gilpin County
Grand County
Gunnison County
Hinsdale County
Huerfano County
Jackson County
Jefferson County
Kiowa County
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Lake County
La Plata County
Larimer County
Las Animas County
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CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
CO
55127
26729
720403
47839
60061
6243
15734
17462
820
6897
1392
582881
1406
7097
8127
56221
356899
14506
5701
22409
154210
769
13283
26183
42758
29068
18278
4952
18845
4265
17767
12172
168424
6324
11267
25638
6824
728
8179
2248
31011
25388
4908
324492
1069
87
4625
112
721
16
44
257
3
6
8
3971
0
43
73
198
1417
15
6
648
271
18
25
108
283
677
61
12
42
19
172
48
615
8
87
108
107
2
76
11
323
113
47
3552
8125
9001
9003
9005
9007
9009
9011
9013
9015
10001
10003
10005
11001
12001
12003
12005
12007
12009
12011
12013
12015
12017
12019
12021
12023
12027
12029
12031
12033
12035
12037
12039
12041
12043
12045
12047
12049
12051
12053
12055
12057
12059
12061
12063
Yuma County
Fairfield County
Hartford County
Litchfield County
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DE
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FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
10019
943332
891720
180333
162436
854757
265206
150721
116782
180786
558753
234225
705749
269043
29210
174705
28201
601942
1952778
14105
188910
149657
219252
384902
71686
38001
16826
957755
318316
115081
12125
45660
18582
13811
13639
14428
26937
42022
193920
106221
1471968
19617
159923
46414
62
17870
12701
1598
1388
13086
1414
1050
712
2215
6938
5673
12313
3749
403
3701
340
5619
58531
328
2062
1299
2935
9811
2598
1297
277
21830
8125
945
158
1576
331
392
390
586
857
1667
1766
1277
30450
455
2340
1618
12065
12067
12069
12071
12073
12075
12077
12079
12081
12083
12085
12086
12087
12089
12091
12093
12095
12097
12099
12101
12103
12105
12107
12109
12111
12113
12115
12117
12119
12121
12123
12125
12127
12129
12131
12133
13001
13003
13005
13007
13009
13011
13013
13015
Jefferson County
Lafayette County
Lake County
Lee County
Leon County
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FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
FL
GA
GA
GA
GA
GA
GA
GA
GA
14246
8422
367118
770577
293582
41503
8354
18493
403253
365579
161000
2716940
74228
88625
210738
42168
1393452
375751
1496770
553947
974996
724777
74521
264672
328297
184313
433742
471826
132420
44417
21569
15237
553284
33739
74071
25473
18386
8165
11164
3038
44890
19234
83240
107738
363
113
4708
15799
4448
618
412
655
8825
5286
3644
123644
1379
1121
3031
958
29927
8894
34550
6548
16886
13137
1379
3362
5256
3484
5814
6687
1142
1190
396
225
7194
612
1256
597
602
296
415
58
972
244
1127
1618
13017
13019
13021
13023
13025
13027
13029
13031
13033
13035
13037
13039
13043
13045
13047
13049
13051
13053
13055
13057
13059
13061
13063
13065
13067
13069
13071
13073
13075
13077
13079
13081
13083
13085
13087
13089
13091
13093
13095
13097
13099
13101
13103
13105
13107
Ben Hill County
Berrien County
Bibb County
Bleckley County
Brantley County
Brooks County
Bryan County
Bulloch County
Burke County
Butts County
Calhoun County
Camden County
Candler County
Carroll County
Catoosa County
Charlton County
Chatham County
Chattahoochee County
Chattooga County
Cherokee County
Clarke County
Clay County
Clayton County
Clinch County
Cobb County
Coffee County
Colquitt County
Columbia County
Cook County
Coweta County
Crawford County
Crisp County
Dade County
Dawson County
Decatur County
DeKalb County
Dodge County
Dooly County
Dougherty County
Douglas County
Early County
Echols County
Effingham County
Elbert County
Emanuel County
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
16700
19397
153159
12873
19109
15457
39627
79608
22383
24936
6189
54666
10803
119992
67580
13392
289430
10907
24789
258773
128331
2834
292256
6618
760141
43273
45600
156714
17270
148509
12404
22372
16116
26108
26404
759297
20605
13390
87956
146343
10190
4006
64296
19194
22646
351
263
3214
133
228
374
566
1112
415
466
194
689
229
1756
546
389
5051
665
198
2885
1741
80
4557
176
11844
1347
1481
1969
405
1359
89
363
111
301
677
12604
189
242
2621
2331
346
218
651
324
426
13109
13111
13113
13115
13117
13119
13121
13123
13125
13127
13129
13131
13133
13135
13137
13139
13141
13143
13145
13147
13149
13151
13153
13155
13157
13159
13161
13163
13165
13167
13169
13171
13173
13175
13177
13179
13181
13183
13185
13187
13189
13191
13193
13195
13197
13199
13201
Evans County
Fannin County
Fayette County
Floyd County
Forsyth County
Franklin County
Fulton County
Gilmer County
Glascock County
Glynn County
Gordon County
Grady County
Greene County
Gwinnett County
Habersham County
Hall County
Hancock County
Haralson County
Harris County
Hart County
Heard County
Henry County
Houston County
Irwin County
Jackson County
Jasper County
Jeff Davis County
Jefferson County
Jenkins County
Johnson County
Jones County
Lamar County
Lanier County
Laurens County
Lee County
Liberty County
Lincoln County
Long County
Lowndes County
Lumpkin County
McDuffie County
McIntosh County
Macon County
Madison County
Marion County
Meriwether County
Miller County
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
10654
26188
114421
98498
244252
23349
1063937
31369
2971
85292
57963
24633
18324
936250
45328
204441
8457
29792
35236
26205
11923
234561
157863
9416
72977
14219
15115
15362
8676
9643
28735
19077
10423
47546
29992
61435
7921
19559
117406
33610
21312
14378
12947
29880
8359
21167
5718
227
284
980
1283
1942
375
18224
518
23
2330
1026
419
254
17927
1048
5547
283
196
624
269
131
3019
1802
157
958
126
404
449
230
227
270
237
215
762
520
624
129
124
2985
302
296
157
175
341
145
358
129
13205
13207
13209
13211
13213
13215
13217
13219
13221
13223
13225
13227
13229
13231
13233
13235
13237
13239
13241
13243
13245
13247
13249
13251
13253
13255
13257
13259
13261
13263
13265
13267
13269
13271
13273
13275
13277
13279
13281
13283
13285
13287
13289
13291
13293
13295
13297
Mitchell County
Monroe County
Montgomery County
Morgan County
Murray County
Muscogee County
Newton County
Oconee County
Oglethorpe County
Paulding County
Peach County
Pickens County
Pierce County
Pike County
Polk County
Pulaski County
Putnam County
Quitman County
Rabun County
Randolph County
Richmond County
Rockdale County
Schley County
Screven County
Seminole County
Spalding County
Stephens County
Stewart County
Sumter County
Talbot County
Taliaferro County
Tattnall County
Taylor County
Telfair County
Terrell County
Thomas County
Tift County
Toombs County
Towns County
Treutlen County
Troup County
Turner County
Twiggs County
Union County
Upson County
Walker County
Walton County
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
21863
27578
9172
19276
40096
195769
111744
40280
15259
168667
27546
32591
19465
18962
42613
11137
22119
2299
17137
6778
202518
90896
5257
13966
8090
66703
25925
6621
29524
6195
1537
25286
8020
15860
8531
44451
40644
26830
12037
6901
69922
7985
8120
24511
26320
69761
94593
617
428
138
226
538
4368
1618
396
189
1452
334
295
380
195
682
88
384
29
193
261
3786
1176
55
175
145
868
561
250
732
128
13
425
71
254
292
999
1249
649
119
100
2175
227
94
227
488
556
969
13299
13301
13303
13305
13307
13309
13311
13313
13315
13317
13319
13321
15001
15003
15007
15009
16001
16003
16005
16007
16009
16011
16013
16015
16017
16019
16021
16023
16025
16027
16029
16031
16033
16035
16037
16039
16041
16043
16045
16047
16049
16051
16053
16055
16057
16059
16061
Ware County
Warren County
Washington County
Wayne County
Webster County
Wheeler County
White County
Whitfield County
Wilcox County
Wilkes County
Wilkinson County
Worth County
Hawaii County
Honolulu County
Kauai County
Maui County
Ada County
Adams County
Bannock County
Bear Lake County
Benewah County
Bingham County
Blaine County
Boise County
Bonner County
Bonneville County
Boundary County
Butte County
Camas County
Canyon County
Caribou County
Cassia County
Clark County
Clearwater County
Custer County
Elmore County
Franklin County
Fremont County
Gem County
Gooding County
Idaho County
Jefferson County
Jerome County
Kootenai County
Latah County
Lemhi County
Lewis County
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
GA
HI
HI
HI
HI
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
ID
35734
5254
20374
29927
2607
7855
30798
104628
8635
9777
8954
20247
201513
974563
72293
167417
481587
4294
87808
6125
9298
46811
23021
7831
45739
119062
12245
2597
1106
229849
7155
24030
845
8756
4315
27511
13876
13099
18112
15179
16667
29871
24412
165697
40108
8027
3838
1083
55
427
630
37
84
302
3232
167
179
185
427
117
2083
47
178
8069
18
312
7
57
187
570
39
156
774
34
0
1
4959
23
483
3
15
7
201
47
63
159
142
30
146
433
1620
88
12
0
16063
16065
16067
16069
16071
16073
16075
16077
16079
16081
16083
16085
16087
17001
17003
17005
17007
17009
17011
17013
17015
17017
17019
170…
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