saturn

/home/coolhand/datasets/us-inequality-atlas/merged/inequality_master.csv 3,222 rows sample n=3,222 seed 42 2026-05-01T17:52:39+00:00

Overview

Source/home/coolhand/datasets/us-inequality-atlas/merged/inequality_master.csv
Total rows3,222
Profiled sample3,222
Columns28
Generated2026-05-01T17:52:39+00:00

Insights opt-in

Model-generated narrative. These are opinions, not facts — the stats below are what saturn measured. Generated by: anthropic:claude-opus-4-7.

Errors during insight pass (29)
  • dataset:__global__:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvKwuXMWcRjvNyzfps'}
  • column:fips:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvLU9uVTXjRSaLog8x'}
  • column:county_name:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvLyv4SKLESJGEBQ4X'}
  • column:state:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvMXQT4SvqfGtyNNiA'}
  • column:total_pop:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvN68wnYAY5yrxH1yr'}
  • column:composite_index:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvNbtfZxbAi2Cogbmc'}
  • column:economic_score:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvP8eJzurGKyHaDo8C'}
  • column:education_score:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvPh8dkkm75Nzj7mEP'}
  • column:healthcare_score:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvQCdoSw5C5NxVir3F'}
  • column:housing_score:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvQgQzGDKFtyhkGMmJ'}
  • column:food_score:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvRG8t9pHRq9tKLAoj'}
  • column:disability_score:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvRuLBnjDiqQ9B3UHg'}
  • column:poverty_rate:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvSRafbB7eEb3knWAw'}
  • column:no_vehicle_pct:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvSwqabHS59dCz7Xb6'}
  • column:uninsured_rate:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvTXpAxgQ5gRse2sjn'}
  • column:hospital_closure_risk:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvTyMQuDohTV8WLs8U'}
  • column:pct_rent_burdened_30:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvUQtsUJvgnVSCZDg1'}
  • column:pct_rent_burdened_50:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvUxdYN3ntYryiNbcH'}
  • column:median_gross_rent:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvVTQJDAt86rvBLs2a'}
  • column:rent_to_income_ratio:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvW4cdRTCFy7bcxyes'}
  • column:gini_index:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvWZNdPhNCue9DCXEU'}
  • column:unemployment_rate:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvX8rEGnf9ju7c3hUk'}
  • column:labor_force_participation:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvXipnf4R4JgHj3DFp'}
  • column:pct_deep_poverty:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvYEac7aX6PFrqhrPh'}
  • column:pct_poverty:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvYnaAZSNDQ7brbqRY'}
  • column:pct_near_poverty:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvZSWWzQgBmii7HzvY'}
  • column:pct_hs_or_higher:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvZvXrgWKnp8owTgsz'}
  • column:pct_bachelors_or_higher:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvaP4pJrmd3sQWukja'}
  • column:disability_rate:anthropic:claude-opus-4-7: BadRequestError — Error code: 400 - {'type': 'error', 'error': {'type': 'invalid_request_error', 'message': 'Your credit balance is too low to access the Anthropic API. Please go to Plans & Billing to upgrade or purchase credits.'}, 'request_id': 'req_011CacGvatpZSTEbmeqd7jmf'}

Numeric correlation

fips numeric

rows3,222
null0 (0.0%)
unique3,222
min1,001
max72,153
mean31,378
median30,022
std16,300
q119,030
q346,104
iqr27,075
skew0.157
kurtosis-0.631
n_outliers0
outlier_rate0.000
zero_rate0.000

county_name text

100.0% of rows are unique strings
rows3,222
null0 (0.0%)
unique3,222
len_min16
len_max59
len_mean24.324
len_median24.000
len_p9531.000
word_mean3.248
word_median3.000
n_empty0
n_duplicates0
duplicate_rate0.000
vocab_size1,990
readability_flesch_mean10.284
emoji_rate0.000
url_rate0.000
one_word_rate0.000
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. Bibb County, Alabama
  2. Cheatham County, Tennessee
  3. Piute County, Utah
  4. Lamb County, Texas
  5. Martin County, Minnesota
  6. Sheridan County, Wyoming
  7. Chickasaw County, Mississippi
  8. Rockingham County, Virginia
  9. Liberty County, Texas
  10. Clark County, Arkansas

state categorical

rows3,222
null0 (0.0%)
unique52
top_valueTX
top_rate0.079
cardinality52
entropy5.314
entropy_ratio0.932
Top values (rank 1–20)
  1. TX — 254
  2. GA — 159
  3. VA — 133
  4. KY — 120
  5. MO — 115
  6. KS — 105
  7. IL — 102
  8. NC — 100
  9. IA — 99
  10. TN — 95
  11. NE — 93
  12. IN — 92
  13. OH — 88
  14. MN — 87
  15. MI — 83
  16. MS — 82
  17. PR — 78
  18. OK — 77
  19. AR — 75
  20. WI — 72

total_pop numeric

skew=+13.36 13.9% rows beyond 1.5 IQR
rows3,222
null0 (0.0%)
unique3,173
min47.000
max9,782,602
mean101,340
median25,174
std324,628
q110,589
q365,006
iqr54,417
skew13.364
kurtosis297.593
n_outliers449
outlier_rate0.139
zero_rate0.000

composite_index numeric

rows3,222
null0 (0.0%)
unique650
min10.100
max90.100
mean49.990
median49.500
std15.294
q138.400
q361.500
iqr23.100
skew0.129
kurtosis-0.666
n_outliers0
outlier_rate0.000
zero_rate0.000

economic_score numeric

rows3,222
null0 (0.0%)
unique908
min0.300
max99.900
mean50.001
median49.600
std23.148
q132.200
q367.675
iqr35.475
skew0.084
kurtosis-0.826
n_outliers0
outlier_rate0.000
zero_rate0.000

education_score numeric

rows3,222
null0 (0.0%)
unique1,001
min0.000
max100.000
mean50.000
median50.000
std28.881
q125.000
q375.000
iqr50.000
skew1.20e-17
kurtosis-1.200
n_outliers0
outlier_rate0.000
zero_rate6.21e-04

healthcare_score numeric

rows3,222
null0 (0.0%)
unique808
min4.300
max98.200
mean50.000
median48.600
std20.190
q133.900
q364.575
iqr30.675
skew0.238
kurtosis-0.752
n_outliers0
outlier_rate0.000
zero_rate0.000

housing_score numeric

rows3,222
null0 (0.0%)
unique937
min0.000
max99.900
mean49.932
median49.850
std24.473
q130.725
q368.700
iqr37.975
skew0.014
kurtosis-0.881
n_outliers0
outlier_rate0.000
zero_rate3.10e-04

food_score numeric

rows3,222
null0 (0.0%)
unique941
min0.100
max99.500
mean50.000
median50.000
std25.475
q129.600
q369.800
iqr40.200
skew0.029
kurtosis-0.965
n_outliers0
outlier_rate0.000
zero_rate0.000

disability_score numeric

rows3,222
null0 (0.0%)
unique1,001
min0.000
max100.000
mean50.000
median50.000
std28.881
q125.000
q375.000
iqr50.000
skew1.20e-17
kurtosis-1.200
n_outliers0
outlier_rate0.000
zero_rate6.21e-04

poverty_rate numeric

skew=+2.10
rows3,222
null0 (0.0%)
unique1,719
min1.600
max66.320
mean15.100
median13.550
std7.706
q110.160
q317.910
iqr7.750
skew2.096
kurtosis6.891
n_outliers137
outlier_rate0.043
zero_rate0.000

no_vehicle_pct numeric

skew=+6.98
rows3,222
null0 (0.0%)
unique1,065
min0.000
max85.940
mean6.197
median5.410
std4.538
q13.980
q37.360
iqr3.380
skew6.976
kurtosis86.230
n_outliers140
outlier_rate0.043
zero_rate3.72e-03

uninsured_rate numeric

skew=+4.10 7.1% rows beyond 1.5 IQR
rows3,222
null0 (0.0%)
unique152
min0.000
max3.700
mean0.200
median0.120
std0.283
q10.040
q30.250
iqr0.210
skew4.095
kurtosis27.703
n_outliers230
outlier_rate0.071
zero_rate0.175

hospital_closure_risk numeric

rows3,222
null0 (0.0%)
unique3
min0.000
max50.000
mean21.695
median25.000
std16.338
q10.000
q325.000
iqr25.000
skew0.141
kurtosis-0.695
n_outliers0
outlier_rate0.000
zero_rate0.288

pct_rent_burdened_30 numeric

rows3,222
null0 (0.0%)
unique2,146
min0.000
max64.960
mean36.443
median37.360
std10.009
q130.670
q343.480
iqr12.810
skew-0.567
kurtosis0.503
n_outliers58
outlier_rate0.018
zero_rate2.48e-03

pct_rent_burdened_50 numeric

rows3,222
null0 (0.0%)
unique1,769
min0.000
max64.960
mean17.353
median17.620
std6.577
q113.072
q321.630
iqr8.557
skew0.054
kurtosis0.982
n_outliers47
outlier_rate0.015
zero_rate9.31e-03

median_gross_rent numeric

7.0% rows beyond 1.5 IQR
rows3,222
null10 (0.3%)
unique983
min297.000
max2,805
mean890.919
median818.000
std283.365
q1718.000
q3978.000
iqr260.000
skew1.763
kurtosis4.550
n_outliers225
outlier_rate0.070
zero_rate0.000

rent_to_income_ratio numeric

skew=+53.98
rows3,222
null9 (0.3%)
unique1,269
min6.100
max1,200
mean17.890
median17.060
std21.201
q115.100
q319.390
iqr4.290
skew53.980
kurtosis3,007
n_outliers107
outlier_rate0.033
zero_rate0.000

gini_index numeric

rows3,222
null0 (0.0%)
unique1,317
min0.274
max0.721
mean0.448
median0.446
std0.038
q10.422
q30.471
iqr0.049
skew0.500
kurtosis1.634
n_outliers56
outlier_rate0.017
zero_rate0.000

unemployment_rate numeric

skew=+2.55
rows3,222
null0 (0.0%)
unique950
min0.000
max31.990
mean5.127
median4.690
std2.926
q13.420
q36.080
iqr2.660
skew2.545
kurtosis12.812
n_outliers154
outlier_rate0.048
zero_rate5.59e-03

labor_force_participation numeric

rows3,222
null0 (0.0%)
unique1,944
min18.630
max84.040
mean57.891
median58.725
std8.041
q152.970
q363.665
iqr10.695
skew-0.577
kurtosis0.450
n_outliers38
outlier_rate0.012
zero_rate0.000

pct_deep_poverty numeric

skew=+2.67 5.5% rows beyond 1.5 IQR
rows3,222
null0 (0.0%)
unique1,131
min0.000
max34.700
mean6.743
median5.820
std4.154
q14.270
q37.918
iqr3.648
skew2.665
kurtosis10.402
n_outliers176
outlier_rate0.055
zero_rate9.31e-04

pct_poverty numeric

skew=+2.10
rows3,222
null0 (0.0%)
unique1,719
min1.600
max66.320
mean15.100
median13.550
std7.706
q110.160
q317.910
iqr7.750
skew2.096
kurtosis6.891
n_outliers137
outlier_rate0.043
zero_rate0.000

pct_near_poverty numeric

rows3,222
null0 (0.0%)
unique1,237
min0.580
max49.140
mean9.813
median9.380
std3.644
q17.330
q311.760
iqr4.430
skew1.190
kurtosis5.729
n_outliers82
outlier_rate0.025
zero_rate0.000

pct_hs_or_higher numeric

rows3,222
null0 (0.0%)
unique1,612
min33.330
max99.690
mean88.078
median89.390
std5.970
q184.900
q392.468
iqr7.567
skew-1.328
kurtosis3.742
n_outliers86
outlier_rate0.027
zero_rate0.000

pct_bachelors_or_higher numeric

rows3,222
null0 (0.0%)
unique1,982
min0.000
max78.870
mean23.499
median21.070
std9.983
q116.590
q327.848
iqr11.258
skew1.357
kurtosis2.306
n_outliers141
outlier_rate0.044
zero_rate3.10e-04

disability_rate numeric

skew=+2.17
rows3,222
null0 (0.0%)
unique305
min0.000
max9.170
mean1.145
median1.070
std0.622
q10.770
q31.420
iqr0.650
skew2.167
kurtosis15.238
n_outliers117
outlier_rate0.036
zero_rate0.017