business_id
string | rating
float64 | is_open
int64 | latitude
float64 | longitude
float64 | fips
string | pcpi
float64 | poverty_rate
float64 | median_household_income
float64 | unemployment_rate
float64 | avg_weekly_wages
int64 |
|---|---|---|---|---|---|---|---|---|---|---|
Pns2l4eNsfO8kk83dixA6A
| 5
| 0
| 34.426679
| -119.711197
|
06083
| 82,736
| 14.9
| 127,676
| 6.1
| 1,402
|
mpf3x-BjTdTEA3yCZrAYPw
| 3
| 1
| 38.551126
| -90.335695
|
29189
| 101,151
| 9.7
| 122,280
| 4.2
| 1,588
|
tUFrWirKiKi_TAnsVWINQQ
| 3.5
| 0
| 32.223236
| -110.880452
|
04019
| 58,232
| 14
| 89,276
| 5.7
| 1,226
|
MTSW4McQd7CbVtyjqoe9mw
| 4
| 1
| 39.955505
| -75.155564
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
mWMc6_wTdE0EUBKIGXDVfA
| 4.5
| 1
| 40.338183
| -75.471659
|
42091
| 101,172
| 6.9
| 155,405
| 4.4
| 2,003
|
CF33F8-E6oudUQ46HnavjQ
| 2
| 1
| 36.269593
| -87.058943
|
47021
| 59,907
| 8.7
| 96,774
| 3.8
| 1,172
|
n_0UpQx1hsNbnPUSlodU8w
| 2.5
| 1
| 38.627695
| -90.340465
|
29189
| 101,151
| 9.7
| 122,280
| 4.2
| 1,588
|
qkRM_2X51Yqxk3btlwAQIg
| 3.5
| 1
| 27.76659
| -82.732983
|
12103
| 71,904
| 11.3
| 104,418
| 4.6
| 1,377
|
k0hlBqXX-Bt0vf1op7Jr1w
| 3
| 0
| 38.565165
| -90.321087
|
29189
| 101,151
| 9.7
| 122,280
| 4.2
| 1,588
|
bBDDEgkFA1Otx9Lfe7BZUQ
| 1.5
| 1
| 36.208102
| -86.76817
|
47037
| 92,496
| 12.3
| 109,900
| 4.6
| 1,702
|
UJsufbvfyfONHeWdvAHKjA
| 3.5
| 1
| 28.190459
| -82.45738
|
12101
| 56,734
| 10.5
| 99,731
| 4.9
| 1,099
|
eEOYSgkmpB90uNA7lDOMRA
| 4
| 1
| 27.955269
| -82.45632
|
12057
| 63,640
| 13.2
| 108,350
| 4.5
| 1,569
|
il_Ro8jwPlHresjw9EGmBg
| 2.5
| 1
| 39.637133
| -86.127217
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
jaxMSoInw8Poo3XeMJt8lQ
| 5
| 1
| 27.966235
| -82.787412
|
12103
| 71,904
| 11.3
| 104,418
| 4.6
| 1,377
|
0bPLkL0QhhPO5kt1_EXmNQ
| 4.5
| 0
| 27.916116
| -82.760461
|
12103
| 71,904
| 11.3
| 104,418
| 4.6
| 1,377
|
MUTTqe8uqyMdBl186RmNeA
| 4
| 1
| 39.953949
| -75.143226
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
rBmpy_Y1UbBx8ggHlyb7hA
| 4.5
| 1
| 32.229872
| -110.972342
|
04019
| 58,232
| 14
| 89,276
| 5.7
| 1,226
|
M0XSSHqrASOnhgbWDJIpQA
| 4
| 1
| 29.941468
| -90.129953
|
22071
| 67,403
| 23.1
| 96,964
| 7.8
| 1,399
|
8wGISYjYkE2tSqn3cDMu8A
| 3.5
| 1
| 29.981183
| -90.254012
|
22051
| 63,448
| 17.1
| 88,950
| 5.9
| 1,258
|
ROeacJQwBeh05Rqg7F6TCg
| 4.5
| 1
| 39.943223
| -75.162568
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
qhDdDeI3K4jy2KyzwFN53w
| 4
| 1
| 39.91382
| -86.105739
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
kfNv-JZpuN6TVNSO6hHdkw
| 4
| 1
| 39.90432
| -86.05308
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
9OG5YkX1g2GReZM0AskizA
| 2.5
| 1
| 39.476117
| -119.789339
|
32031
| 81,371
| 9.9
| 112,758
| 5
| 1,382
|
4iRzR7OaS-QaSXuvYxEGKA
| 4
| 0
| 36.24857
| -86.719986
|
47037
| 92,496
| 12.3
| 109,900
| 4.6
| 1,702
|
PSo_C1Sfa13JHjzVNW6ziQ
| 5
| 1
| 40.273493
| -74.987496
|
42017
| 92,846
| 6.7
| 146,979
| 4.6
| 1,286
|
noByYNtDLQAra9ccqxdfDw
| 3
| 1
| 34.420209
| -119.70046
|
06083
| 82,736
| 14.9
| 127,676
| 6.1
| 1,402
|
tMkwHmWFUEXrC9ZduonpTg
| 4
| 0
| 36.159886
| -86.773197
|
47037
| 92,496
| 12.3
| 109,900
| 4.6
| 1,702
|
QdN72BWoyFypdGJhhI5r7g
| 4
| 0
| 39.939825
| -75.157447
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
sqSqqLy0sN8n2IZrAbzidQ
| 3.5
| 1
| 36.464747
| -86.659187
|
47147
| 56,484
| 9.9
| 95,497
| 3.5
| 1,052
|
fvWn8oXXwbj2l79cochZyw
| 5
| 1
| 43.616764
| -116.285382
|
16001
| 72,588
| 8
| 118,286
| 3.1
| 1,386
|
Mjboz24M9NlBeiOJKLEd_Q
| 3
| 0
| 40.022466
| -75.218314
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
8sshLb4UU7emeUDvtJWnpA
| 4.5
| 1
| 40.041585
| -75.484953
|
42029
| 108,215
| 6.2
| 165,327
| 3.8
| 1,891
|
kV_Q1oqis8Qli8dUoGpTyQ
| 3.5
| 1
| 40.006707
| -75.289671
|
42091
| 101,172
| 6.9
| 155,405
| 4.4
| 2,003
|
w_AMNoI1iG9eay7ncmc67w
| 3
| 1
| 29.951359
| -90.064672
|
22071
| 67,403
| 23.1
| 96,964
| 7.8
| 1,399
|
aPNXGTDkf-4bjhyMBQxqpQ
| 3.5
| 1
| 39.962582
| -75.135657
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
2xVsWBNFwZOxIOdd9Mwnww
| 2.5
| 0
| 40.029962
| -75.630607
|
42029
| 108,215
| 6.2
| 165,327
| 3.8
| 1,891
|
mGFsPRHdE6SMV1gYQ6GzgQ
| 2
| 1
| 39.822176
| -75.546007
|
10003
| 70,792
| 10.9
| 117,517
| 4.9
| 1,740
|
LcAozWCMLGjwRbokaJAKMg
| 4.5
| 1
| 38.804395
| -89.949733
|
17119
| 60,115
| 11.1
| 99,163
| 4.7
| 1,158
|
fSCNwMtNNQY9QT69Cj9fiA
| 5
| 1
| 39.540155
| -119.748395
|
32031
| 81,371
| 9.9
| 112,758
| 5
| 1,382
|
x1mhq4IpWctQOBM06dU8vg
| 1.5
| 1
| 39.787464
| -86.251421
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
ljxNT9p0y7YMPx0fcNBGig
| 3
| 1
| 38.896563
| -90.186203
|
17119
| 60,115
| 11.1
| 99,163
| 4.7
| 1,158
|
lwItZ1Ck3KtpCgG4CPFmpQ
| 5
| 1
| 39.915478
| -75.016973
|
34007
| 64,987
| 12.3
| 116,259
| 6.9
| 1,372
|
Kq51_lGAgAigqmENITTr-A
| 4
| 1
| 40.00687
| -75.217262
|
42091
| 101,172
| 6.9
| 155,405
| 4.4
| 2,003
|
mglME3E7esPSpIF5bias8w
| 2.5
| 0
| 39.91527
| -75.342681
|
42045
| 83,368
| 10.8
| 128,748
| 6.9
| 1,536
|
wghnIlMb_i5U46HMBGx9ig
| 3
| 0
| 32.132305
| -110.999985
|
04019
| 58,232
| 14
| 89,276
| 5.7
| 1,226
|
lk9IwjZXqUMqqOhM774DtQ
| 3.5
| 0
| 36.148371
| -86.798895
|
47037
| 92,496
| 12.3
| 109,900
| 4.6
| 1,702
|
bCBPXIVfVzBZBEpFu29dcg
| 5
| 1
| 38.517586
| -90.021929
|
17163
| 59,412
| 13.4
| 91,047
| 5.7
| 1,115
|
ABxoFuzZy5mqQ8C5FJJajQ
| 5
| 1
| 40.028358
| -75.238084
|
42091
| 101,172
| 6.9
| 155,405
| 4.4
| 2,003
|
Hwt3_mOEmU-t--ywcemnMg
| 3
| 0
| 27.808339
| -82.636168
|
12103
| 71,904
| 11.3
| 104,418
| 4.6
| 1,377
|
REwfwz-_-CMQ7Np5UVi9Qg
| 5
| 1
| 39.9693
| -86.165002
|
18057
| 99,456
| 4.8
| 158,092
| 2.8
| 1,476
|
0qNpTGTcqPwOLi2hADx4Xw
| 3
| 1
| 28.01036
| -82.430042
|
12057
| 63,640
| 13.2
| 108,350
| 4.5
| 1,569
|
xM6LoUcnpDpMBzXs_7dXAg
| 3
| 1
| 39.856248
| -75.69461
|
42029
| 108,215
| 6.2
| 165,327
| 3.8
| 1,891
|
txyXRytGjwOXvS8s4sc-WA
| 3
| 1
| 32.186794
| -110.954765
|
04019
| 58,232
| 14
| 89,276
| 5.7
| 1,226
|
DQ7PyYlp2bX96WZa7TcaWQ
| 2.5
| 1
| 40.116179
| -75.282525
|
42091
| 101,172
| 6.9
| 155,405
| 4.4
| 2,003
|
uI9XODGY_2_ieTE6xJ0myw
| 4
| 0
| 28.046203
| -82.505053
|
12057
| 63,640
| 13.2
| 108,350
| 4.5
| 1,569
|
JgpnXv_0XhV3SfbfB50nxw
| 4
| 0
| 27.960514
| -82.506127
|
12057
| 63,640
| 13.2
| 108,350
| 4.5
| 1,569
|
Si6LXSR9gvAbmgO5DzV2cw
| 2.5
| 0
| 29.875482
| -90.04938
|
22051
| 63,448
| 17.1
| 88,950
| 5.9
| 1,258
|
seKihQKpGGnCeLuELRQPSQ
| 3.5
| 1
| 39.906295
| -86.047463
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
L_TT0BFmFwORAMaA83K54A
| 2.5
| 0
| 39.869911
| -86.143577
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
mjWvAkNqoA6Y5P03sDSzfA
| 2
| 1
| 27.99545
| -82.508119
|
12057
| 63,640
| 13.2
| 108,350
| 4.5
| 1,569
|
qfWJmJ0g96eM_fWma3ja0g
| 3
| 0
| 39.961542
| -75.603604
|
42029
| 108,215
| 6.2
| 165,327
| 3.8
| 1,891
|
uczmbBk5O3tYhGue13dCDg
| 4
| 1
| 29.958431
| -90.065173
|
22071
| 67,403
| 23.1
| 96,964
| 7.8
| 1,399
|
n7AQvGvNHlmun3kqXeBKVQ
| 5
| 1
| 43.643494
| -116.436
|
16001
| 72,588
| 8
| 118,286
| 3.1
| 1,386
|
eYxGFkxo6m3SYGVTh5m2nQ
| 4.5
| 1
| 32.250324
| -110.903655
|
04019
| 58,232
| 14
| 89,276
| 5.7
| 1,226
|
lOP3HxdUTaq0eXhwR_KC-w
| 4
| 1
| 39.913292
| -86.20083
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
KWA2qtdwVEkMpd5soSKaGA
| 3.5
| 0
| 28.332601
| -82.668107
|
12101
| 56,734
| 10.5
| 99,731
| 4.9
| 1,099
|
gbN4RuUiiBxQ2GBFQ2p3Cw
| 5
| 1
| 39.51397
| -119.847204
|
32031
| 81,371
| 9.9
| 112,758
| 5
| 1,382
|
B2qqjCl_BNNnXvWWfpFiLA
| 1.5
| 1
| 36.103614
| -86.816268
|
47037
| 92,496
| 12.3
| 109,900
| 4.6
| 1,702
|
7PDi_iyik3jraDAzWwwR4Q
| 1.5
| 1
| 39.749361
| -75.643331
|
10003
| 70,792
| 10.9
| 117,517
| 4.9
| 1,740
|
8rb-3VYXE37IZix4yOdskw
| 2.5
| 1
| 39.696801
| -74.999821
|
34015
| 66,061
| 8.4
| 131,250
| 5.2
| 1,152
|
9Rww8yE6Dm4dSMEq09nwXg
| 4.5
| 1
| 27.855347
| -82.736308
|
12103
| 71,904
| 11.3
| 104,418
| 4.6
| 1,377
|
aCDY7vXYMs54EbYuQScsnQ
| 4.5
| 1
| 39.903697
| -75.294981
|
42045
| 83,368
| 10.8
| 128,748
| 6.9
| 1,536
|
-4dYswJy7SPcbcERvitmIg
| 2.5
| 0
| 39.940403
| -75.193297
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
x9K0RfZaT_zlw6DklBDzjw
| 3.5
| 0
| 32.221667
| -110.925833
|
04019
| 58,232
| 14
| 89,276
| 5.7
| 1,226
|
pJfh3Ct8iL58NZa8ta-a5w
| 4.5
| 1
| 28.196252
| -82.380615
|
12101
| 56,734
| 10.5
| 99,731
| 4.9
| 1,099
|
cvP_vh_bOLbCY3eoY1Xw-A
| 4.5
| 0
| 39.958734
| -86.016966
|
18057
| 99,456
| 4.8
| 158,092
| 2.8
| 1,476
|
7clCBgNbd-x2Wj96lZ6Mjw
| 4.5
| 1
| 39.875532
| -86.082857
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
ppFCk9aQkM338Rgwpl2F5A
| 3
| 1
| 39.954573
| -75.194894
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
NZ_bFJma7brQUfln5h1UAg
| 3.5
| 0
| 40.041629
| -74.825821
|
34005
| 74,684
| 6.8
| 136,116
| 5.1
| 1,470
|
eMjnw_7wp-CscyNh6Lu0ZA
| 4.5
| 1
| 40.07233
| -75.048483
|
42101
| 61,829
| 20.3
| 94,988
| 8.4
| 1,702
|
IDtLPgUrqorrpqSLdfMhZQ
| 4
| 1
| 34.414445
| -119.690672
|
06083
| 82,736
| 14.9
| 127,676
| 6.1
| 1,402
|
sE6jSnvMts_MAn-b4OkMAw
| 4
| 1
| 38.716244
| -89.88583
|
17119
| 60,115
| 11.1
| 99,163
| 4.7
| 1,158
|
YNjyv0gfOr2g8lbmUpTnKg
| 4.5
| 1
| 29.950647
| -90.074427
|
22071
| 67,403
| 23.1
| 96,964
| 7.8
| 1,399
|
LhpPSrulqVeTyJeK2xydvQ
| 4.5
| 1
| 39.94669
| -75.123327
|
34007
| 64,987
| 12.3
| 116,259
| 6.9
| 1,372
|
oaboaRBUgGjbo2kfUIKDLQ
| 4.5
| 1
| 36.162649
| -86.775973
|
47037
| 92,496
| 12.3
| 109,900
| 4.6
| 1,702
|
-ZXYcCyDjj1QimnJyGtYtg
| 4.5
| 1
| 39.694993
| -86.423071
|
18063
| 62,305
| 5.6
| 123,094
| 2.5
| 1,083
|
nUqrF-h9S7myCcvNDecOvw
| 4.5
| 1
| 34.41962
| -119.677032
|
06083
| 82,736
| 14.9
| 127,676
| 6.1
| 1,402
|
vR9_bhoszcpXbB_APv6Xlw
| 5
| 1
| 39.770975
| -86.071172
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
RK6-cJ9hj53RzOlCBmpT-g
| 5
| 1
| 27.890814
| -82.502346
|
12057
| 63,640
| 13.2
| 108,350
| 4.5
| 1,569
|
ZM46RDLXaFNo_z6t-j_L4w
| 3.5
| 1
| 40.113121
| -74.914598
|
42017
| 92,846
| 6.7
| 146,979
| 4.6
| 1,286
|
pEm4xNCk8d0TF6A1gi-WDQ
| 3.5
| 1
| 38.613576
| -90.322383
|
29189
| 101,151
| 9.7
| 122,280
| 4.2
| 1,588
|
J_ksUDPpzPwfTGtI4zTRnQ
| 4.5
| 1
| 29.955925
| -90.062962
|
22071
| 67,403
| 23.1
| 96,964
| 7.8
| 1,399
|
knQ4vIgx-r85kjlWVVjcpQ
| 4.5
| 1
| 39.476518
| -119.784037
|
32031
| 81,371
| 9.9
| 112,758
| 5
| 1,382
|
U2Tzy6J9aAAg9pzXsgdkvg
| 5
| 1
| 43.614194
| -116.3525
|
16001
| 72,588
| 8
| 118,286
| 3.1
| 1,386
|
1MeIwdbTnZOBFCKOrgaxuw
| 3.5
| 0
| 38.617272
| -90.212784
|
29510
| 63,316
| 20.1
| 83,494
| 5
| 1,703
|
8KMIT0NXu30Jz5Ojo5uxaw
| 5
| 1
| 40.072204
| -74.96442
|
42017
| 92,846
| 6.7
| 146,979
| 4.6
| 1,286
|
jiLGdnf42eYftkqfU2ze1w
| 3.5
| 1
| 39.913836
| -86.107907
|
18097
| 70,999
| 15.6
| 88,195
| 5.1
| 1,779
|
EuRGgOwJ0g1vTj2R04j37Q
| 2.5
| 1
| 38.601298
| -89.989684
|
17163
| 59,412
| 13.4
| 91,047
| 5.7
| 1,115
|
TLZ3-eDPLhUzfsWO4ad6Ug
| 4
| 1
| 29.955415
| -90.070062
|
22071
| 67,403
| 23.1
| 96,964
| 7.8
| 1,399
|
Dy91wdWkwtI_qgjAIZ0Niw
| 4
| 1
| 39.732089
| -75.625673
|
10003
| 70,792
| 10.9
| 117,517
| 4.9
| 1,740
|
End of preview. Expand
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Yelp Business Economic Indicators Dataset
Dataset Overview
...
Yelp Business Economic Indicators Dataset
Dataset Overview
This dataset combines business information from the Yelp Open Dataset with economic indicators for each business's county. The goal is to provide a structured dataset that can be used for predictive modeling, such as estimating the likelihood of a business remaining open or closed based on local economic conditions.
Each row corresponds to a single business from the Yelp dataset and includes:
- Business attributes (rating, open/closed status, location)
- County-level economic indicators from multiple official sources
Sources
Yelp Open Dataset
Yelp. Yelp Open Dataset. https://www.yelp.com/dataset
Provides business-level information including ratings, open/closed status, latitude/longitude, and basic location metadata.Economic Indicators
BLS Quarterly Census of Employment and Wages (QCEW)
U.S. Bureau of Labor Statistics. https://www.bls.gov/cew/
Contains average weekly wages and other employment data at the county level.FRED – Federal Reserve Economic Data
Federal Reserve Bank of St. Louis. https://fred.stlouisfed.org/
Provides per capita personal income (PCPI) at the county level.U.S. Census Bureau SAIPE / ACS
U.S. Census Bureau. https://www.census.gov/programs-surveys/saipe.html
Contains poverty rates, median household income, and unemployment rates at the county level.
Dataset Columns
| Column | Description |
|---|---|
business_id |
Unique Yelp business identifier |
rating |
Yelp star rating (1–5) |
is_open |
1 if business is currently open, 0 if closed |
latitude |
Latitude of business location |
longitude |
Longitude of business location |
fips |
County FIPS code |
pcpi |
Per capita personal income (USD) |
poverty_rate |
Poverty rate (%) |
median_household_income |
Median household income (USD) |
unemployment_rate |
County unemployment rate (%) |
avg_weekly_wages |
Average weekly wage (USD) |
Usage Notes
- Some rows may contain missing values; consider dropping or imputing them depending on your analysis.
- County-level economic indicators are mapped based on business latitude and longitude.
- The dataset is designed for predictive modeling and exploratory data analysis.
License
This dataset is provided under the CC BY 4.0 License. Users must provide appropriate credit when using this dataset in research or applications.
- Yelp data terms: https://www.yelp.com/dataset/terms
- Economic indicator sources are public domain / government sources.
Example Usage
import pandas as pd
from datasets import load_dataset
# Load Parquet locally
df = pd.read_parquet("yelp_fred_merged.parquet")
print(df.head())
# Or load from Hugging Face
from datasets import load_dataset
dataset = load_dataset("your-username/business-risk-prediction-dataset")
df = dataset['train'].to_pandas()
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