business_state
float64 0
24
| business_latitude
float64 -34.52
90
| business_longitude
float64 -142.47
115
| business_avg_stars
float64 1
5
| business_review_count
float64 10
7.36k
| business_WheelchairAccessible
float64 0
2
| business_BikeParking
float64 0
2
| user_review_count
float64 5
1.93k
⌀ | user_yelping_since
stringlengths 10
10
⌀ | user_average_stars
float64 1
5
⌀ | review_dist_to_centroid
float64 0
38.1
| user_id
int64 0
554k
| business_id
int64 0
36.2k
| review_stars
int64 0
5
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1 | 33.49747 | -111.929602 | 5 | 65 | 1 | 2 | null | null | null | 0 | 554,312 | 20,321 | 0 |
1 | 33.566128 | -112.073411 | 4 | 98 | 2 | 1 | null | null | null | 0 | 554,312 | 3,842 | 0 |
1 | 33.527864 | -111.927074 | 4 | 198 | 1 | 2 | null | null | null | 0 | 554,312 | 10,164 | 0 |
1 | 33.380831 | -111.840745 | 3 | 32 | 1 | 1 | null | null | null | 0 | 554,312 | 13,531 | 0 |
1 | 33.423315 | -111.940274 | 2.5 | 24 | 1 | 2 | null | null | null | 0 | 554,312 | 32,538 | 0 |
1 | 33.529905 | -111.926437 | 4 | 967 | 1 | 1 | null | null | null | 0 | 554,312 | 24,557 | 0 |
1 | 33.492287 | -111.924273 | 4 | 1,659 | 1 | 2 | null | null | null | 0 | 554,312 | 11,945 | 0 |
1 | 33.583425 | -111.976884 | 3 | 70 | 1 | 2 | null | null | null | 0 | 554,312 | 6,867 | 0 |
1 | 33.531192 | -112.064523 | 3.5 | 136 | 1 | 2 | null | null | null | 0 | 554,312 | 28,933 | 0 |
1 | 33.417112 | -111.923024 | 3 | 13 | 1 | 1 | null | null | null | 0 | 554,312 | 21,942 | 0 |
1 | 33.407803 | -111.953753 | 4.5 | 475 | 1 | 2 | null | null | null | 0 | 554,312 | 11,935 | 0 |
1 | 33.509529 | -112.060958 | 4.5 | 607 | 1 | 2 | null | null | null | 0 | 554,312 | 11,114 | 0 |
1 | 33.407203 | -111.927283 | 2 | 23 | 1 | 2 | null | null | null | 0 | 554,312 | 17,631 | 0 |
1 | 33.39344 | -111.877018 | 3.5 | 10 | 2 | 1 | null | null | null | 0 | 554,312 | 15,791 | 0 |
1 | 33.414442 | -111.869593 | 3 | 26 | 2 | 1 | null | null | null | 0 | 554,312 | 11,502 | 0 |
1 | 33.465991 | -112.081645 | 4 | 157 | 1 | 1 | null | null | null | 0 | 554,312 | 6,092 | 0 |
1 | 33.394774 | -111.941121 | 3.5 | 216 | 1 | 1 | null | null | null | 0 | 554,312 | 14,784 | 0 |
1 | 33.510355 | -112.02871 | 1.5 | 14 | 2 | 1 | null | null | null | 0 | 554,312 | 15,984 | 0 |
1 | 33.582504 | -111.926018 | 3.5 | 115 | 2 | 1 | null | null | null | 0 | 554,312 | 10,414 | 0 |
1 | 33.50896 | -112.083414 | 4.5 | 204 | 1 | 1 | null | null | null | 0 | 554,312 | 4,543 | 0 |
1 | 33.383952 | -111.961829 | 3 | 31 | 1 | 2 | null | null | null | 0 | 554,312 | 4,184 | 0 |
1 | 33.497277 | -111.924514 | 4 | 62 | 1 | 2 | null | null | null | 0 | 554,312 | 25,231 | 0 |
1 | 33.391362 | -112.08307 | 5 | 16 | 2 | 1 | null | null | null | 0 | 554,312 | 35,100 | 0 |
1 | 33.458521 | -112.067143 | 5 | 12 | 1 | 2 | null | null | null | 0 | 554,312 | 9,033 | 0 |
1 | 33.414379 | -111.936 | 3 | 28 | 1 | 2 | null | null | null | 0 | 554,312 | 23,951 | 0 |
1 | 33.421567 | -111.942904 | 4 | 209 | 1 | 2 | null | null | null | 0 | 554,312 | 4,050 | 0 |
1 | 33.422175 | -111.945365 | 3.5 | 14 | 1 | 2 | null | null | null | 0 | 554,312 | 3,788 | 0 |
1 | 33.394249 | -111.875047 | 3.5 | 175 | 1 | 2 | null | null | null | 0 | 554,312 | 27,406 | 0 |
1 | 33.418526 | -111.935936 | 3 | 14 | 1 | 2 | null | null | null | 0 | 554,312 | 2,045 | 0 |
1 | 33.45781 | -111.908174 | 4.5 | 113 | 1 | 2 | null | null | null | 0 | 554,312 | 6,697 | 0 |
1 | 33.566636 | -111.918684 | 3.5 | 71 | 1 | 2 | null | null | null | 0 | 554,312 | 6,786 | 0 |
12 | 35.365214 | -80.711418 | 4 | 85 | 2 | 1 | null | null | null | 0 | 554,313 | 23,266 | 0 |
12 | 35.421921 | -80.614446 | 4.5 | 329 | 2 | 1 | null | null | null | 0 | 554,313 | 18,517 | 0 |
12 | 35.421921 | -80.614446 | 4.5 | 329 | 2 | 1 | null | null | null | 0 | 554,313 | 18,517 | 0 |
12 | 35.499009 | -80.848818 | 2.5 | 61 | 1 | 1 | null | null | null | 0 | 554,313 | 26,889 | 0 |
14 | 36.003414 | -115.117512 | 4 | 557 | 1 | 2 | null | null | null | 0 | 554,313 | 10,876 | 0 |
14 | 36.098527 | -115.148446 | 5 | 192 | 2 | 1 | null | null | null | 0 | 554,313 | 27,721 | 0 |
14 | 36.00183 | -115.102958 | 4 | 32 | 2 | 1 | null | null | null | 0 | 554,313 | 6,298 | 0 |
12 | 35.365214 | -80.711418 | 4 | 85 | 2 | 1 | null | null | null | 0 | 554,313 | 23,266 | 0 |
14 | 36.041699 | -115.135485 | 3 | 48 | 2 | 1 | null | null | null | 0 | 554,313 | 26,285 | 0 |
12 | 35.481292 | -80.8844 | 3 | 13 | 1 | 0 | null | null | null | 0 | 554,313 | 16,198 | 0 |
14 | 36.076375 | -115.081755 | 4 | 133 | 1 | 2 | null | null | null | 0 | 554,313 | 7,091 | 0 |
14 | 36.016145 | -115.119408 | 4 | 123 | 1 | 1 | null | null | null | 0 | 554,313 | 23,475 | 0 |
14 | 36.0755 | -115.101247 | 3.5 | 77 | 1 | 1 | null | null | null | 0 | 554,313 | 19,954 | 0 |
12 | 35.37095 | -80.784234 | 2 | 20 | 1 | 1 | null | null | null | 0 | 554,313 | 31,364 | 0 |
12 | 35.37173 | -80.717495 | 4 | 26 | 1 | 1 | null | null | null | 0 | 554,313 | 24,874 | 0 |
14 | 36.009765 | -114.993512 | 4.5 | 160 | 2 | 1 | null | null | null | 0 | 554,313 | 4,757 | 0 |
12 | 35.369993 | -80.664095 | 3.5 | 21 | 2 | 1 | null | null | null | 0 | 554,313 | 5,416 | 0 |
12 | 35.441293 | -80.867231 | 4 | 65 | 1 | 2 | null | null | null | 0 | 554,313 | 19,557 | 0 |
14 | 36.042897 | -115.152055 | 4.5 | 102 | 1 | 1 | null | null | null | 0 | 554,313 | 1,154 | 0 |
14 | 36.082412 | -115.148116 | 3.5 | 53 | 1 | 1 | null | null | null | 0 | 554,313 | 24,375 | 0 |
14 | 36.067896 | -115.177586 | 3.5 | 264 | 1 | 1 | null | null | null | 0 | 554,314 | 13,842 | 0 |
19 | 40.465588 | -79.95428 | 3.5 | 28 | 1 | 2 | null | null | null | 0 | 554,315 | 23,388 | 0 |
19 | 40.47273 | -79.959167 | 3.5 | 20 | 1 | 1 | null | null | null | 0 | 554,315 | 2,096 | 0 |
19 | 40.471828 | -79.959831 | 4 | 21 | 0 | 1 | null | null | null | 0 | 554,315 | 4,869 | 0 |
19 | 40.452254 | -79.952033 | 5 | 11 | 1 | 1 | null | null | null | 0 | 554,315 | 16,727 | 0 |
19 | 40.481381 | -79.974216 | 4 | 80 | 2 | 1 | null | null | null | 0 | 554,315 | 25,372 | 0 |
19 | 40.47631 | -80.03113 | 3 | 15 | 2 | 1 | null | null | null | 0 | 554,315 | 24,488 | 0 |
19 | 40.479674 | -79.955213 | 4 | 107 | 1 | 1 | null | null | null | 0 | 554,315 | 11,613 | 0 |
19 | 40.461868 | -79.948543 | 4.5 | 37 | 1 | 1 | null | null | null | 0 | 554,315 | 20,822 | 0 |
19 | 40.442777 | -79.953151 | 3.5 | 509 | 1 | 1 | null | null | null | 0 | 554,315 | 8,867 | 0 |
19 | 40.467056 | -79.964425 | 4 | 340 | 1 | 2 | null | null | null | 0 | 554,315 | 33,330 | 0 |
19 | 40.451316 | -79.983202 | 4 | 150 | 1 | 0 | null | null | null | 0 | 554,315 | 421 | 0 |
19 | 40.462119 | -79.949462 | 4 | 46 | 1 | 2 | null | null | null | 0 | 554,315 | 27,948 | 0 |
19 | 40.457748 | -79.925494 | 4.5 | 820 | 2 | 1 | null | null | null | 0 | 554,315 | 23,443 | 0 |
19 | 40.458507 | -79.973725 | 4.5 | 148 | 1 | 2 | null | null | null | 0 | 554,315 | 12,896 | 0 |
19 | 40.46256 | -79.950167 | 4 | 98 | 1 | 1 | null | null | null | 0 | 554,315 | 22,882 | 0 |
19 | 40.451316 | -79.983202 | 4 | 150 | 1 | 0 | null | null | null | 0 | 554,315 | 421 | 0 |
19 | 40.463958 | -79.952887 | 3.5 | 85 | 1 | 2 | null | null | null | 0 | 554,315 | 17,603 | 0 |
19 | 40.466752 | -79.982293 | 5 | 44 | 1 | 2 | null | null | null | 0 | 554,315 | 4,643 | 0 |
19 | 40.456365 | -79.930759 | 4 | 69 | 1 | 1 | null | null | null | 0 | 554,315 | 4,923 | 0 |
19 | 40.462039 | -79.949166 | 3.5 | 115 | 1 | 2 | null | null | null | 0 | 554,315 | 23,892 | 0 |
19 | 40.480449 | -79.954143 | 4.5 | 130 | 1 | 1 | null | null | null | 0 | 554,315 | 22,437 | 0 |
19 | 40.482685 | -79.951931 | 4 | 298 | 1 | 2 | null | null | null | 0 | 554,315 | 33,069 | 0 |
19 | 40.462796 | -79.950653 | 4 | 342 | 1 | 1 | null | null | null | 0 | 554,315 | 15,770 | 0 |
19 | 40.464681 | -79.959266 | 4.5 | 54 | 2 | 1 | null | null | null | 0 | 554,315 | 73 | 0 |
19 | 40.462632 | -79.950246 | 4 | 42 | 2 | 1 | null | null | null | 0 | 554,315 | 27,187 | 0 |
19 | 40.502209 | -80.070648 | 4 | 27 | 1 | 1 | null | null | null | 0 | 554,315 | 26,615 | 0 |
19 | 40.496713 | -80.057469 | 3.5 | 22 | 2 | 1 | null | null | null | 0 | 554,315 | 20,948 | 0 |
19 | 40.496663 | -80.057382 | 4 | 47 | 1 | 1 | null | null | null | 0 | 554,315 | 7,081 | 0 |
19 | 40.469473 | -79.961748 | 3.5 | 43 | 1 | 2 | null | null | null | 0 | 554,315 | 7,261 | 0 |
19 | 40.466752 | -79.982293 | 5 | 44 | 1 | 2 | null | null | null | 0 | 554,315 | 4,643 | 0 |
19 | 40.480449 | -79.954143 | 4.5 | 130 | 1 | 1 | null | null | null | 0 | 554,315 | 22,437 | 0 |
19 | 40.442777 | -79.953151 | 3.5 | 509 | 1 | 1 | null | null | null | 0 | 554,315 | 8,867 | 0 |
19 | 40.462241 | -79.964393 | 3.5 | 902 | 1 | 1 | null | null | null | 0 | 554,315 | 24,231 | 0 |
19 | 40.45165 | -79.983172 | 4 | 162 | 1 | 2 | null | null | null | 0 | 554,315 | 7,745 | 0 |
19 | 40.452139 | -79.983804 | 4 | 129 | 2 | 1 | null | null | null | 0 | 554,315 | 24,983 | 0 |
19 | 40.472089 | -79.959026 | 3.5 | 24 | 2 | 1 | null | null | null | 0 | 554,315 | 2,688 | 0 |
19 | 40.456261 | -80.016172 | 3.5 | 29 | 2 | 1 | null | null | null | 0 | 554,315 | 16,211 | 0 |
19 | 40.45369 | -80.000462 | 4.5 | 51 | 2 | 1 | null | null | null | 0 | 554,315 | 25,263 | 0 |
19 | 40.465374 | -79.94452 | 4 | 86 | 1 | 1 | null | null | null | 0 | 554,315 | 33,027 | 0 |
19 | 40.457682 | -79.927911 | 3.5 | 16 | 1 | 1 | null | null | null | 0 | 554,315 | 7,760 | 0 |
19 | 40.460803 | -79.947907 | 4 | 67 | 1 | 2 | null | null | null | 0 | 554,315 | 34,231 | 0 |
19 | 40.472081 | -79.95886 | 3.5 | 15 | 1 | 2 | null | null | null | 0 | 554,315 | 17,011 | 0 |
19 | 40.45369 | -80.000462 | 4.5 | 51 | 2 | 1 | null | null | null | 0 | 554,315 | 25,263 | 0 |
19 | 40.465374 | -79.94452 | 4 | 86 | 1 | 1 | null | null | null | 0 | 554,315 | 33,027 | 0 |
19 | 40.490192 | -79.904442 | 3.5 | 43 | 0 | 1 | null | null | null | 0 | 554,315 | 22,222 | 0 |
19 | 40.450778 | -79.934142 | 3 | 112 | 1 | 1 | null | null | null | 0 | 554,315 | 25,708 | 0 |
19 | 40.443901 | -80.002688 | 4.5 | 135 | 1 | 1 | null | null | null | 0 | 554,315 | 8,250 | 0 |
19 | 40.452473 | -79.981514 | 4 | 250 | 1 | 1 | null | null | null | 0 | 554,315 | 35,666 | 0 |
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