saturn

/home/coolhand/datasets/accessibility-atlas/cdc_dhds_disability_prevalence.csv 3,592 rows sample n=3,592 seed 42 2026-05-01T18:05:22+00:00

Overview

Source/home/coolhand/datasets/accessibility-atlas/cdc_dhds_disability_prevalence.csv
Total rows3,592
Profiled sample3,592
Columns30
Generated2026-05-01T18:05:22+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 (31)
  • 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_011CacHtWAdE3GKqXS7EhZ5G'}
  • column:Year: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_011CacHtWg8pDoZXjjDzSdk8'}
  • column:LocationAbbr: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_011CacHtXD8dhNQY3iqCgFL1'}
  • column:LocationDesc: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_011CacHtY2zN3m7AyLPj2Hhu'}
  • column:DataSource: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_011CacHtZSKcDV1sw8MuA3z5'}
  • column:Category: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_011CacHtZw6AXdeHGnRu8GMk'}
  • column:Indicator: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_011CacHtaPsMFtPfxnnyZyHH'}
  • column:Response: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_011CacHtaqAGzbshHTLF1D7L'}
  • column:Data_Value_Unit: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_011CacHtbNerzmQMK23N4jUs'}
  • column:Data_Value_Type: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_011CacHtbwtTPpT77jhujUbk'}
  • column:Data_Value: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_011CacHtcS9v94tQjk6N1kyN'}
  • column:Data_Value_Alt: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_011CacHtcwArrbzQ6GwWx8K6'}
  • column:Data_Value_Footnote_Symbol: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_011CacHtdRC1nvH8iA6nCZhh'}
  • column:Data_Value_Footnote: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_011CacHtdp14zYgJQSHZmqot'}
  • column:Low_Confidence_Limit: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_011CacHteLWCJ6c7UjuNXTGN'}
  • column:High_Confidence_Limit: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_011CacHtesVk6kfmtrqT1qot'}
  • column:Number: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_011CacHtfJJ3Vm8biCcbii3p'}
  • column:WeightedNumber: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_011CacHtfuWQo7zknH3GVPPh'}
  • column:StratificationCategory1: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_011CacHtkrQzhpKFVbxSEYFp'}
  • column:Stratification1: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_011CacHtmJwuQEtfSDLdf8Gm'}
  • column:StratificationCategory2: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_011CacHtmnyMXCsWjT9sRz48'}
  • column:Stratification2: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_011CacHtnQvk1khH3XjkArx5'}
  • column:CategoryID: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_011CacHtnxfpWEcmz2yw9dNQ'}
  • column:IndicatorID: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_011CacHtoWuLMYZ1VpX5QACq'}
  • column:LocationID: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_011CacHtowCtJfiSwyTf79ER'}
  • column:ResponseID: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_011CacHtpQjFJFyWEekkswab'}
  • column:DataValueTypeID: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_011CacHtq1wuKpRGeqE9WRr3'}
  • column:StratificationCategoryID1: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_011CacHtqUEDqCNWsH1GWE9v'}
  • column:StratificationID1: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_011CacHtqsnSJvmokBWxr9Yv'}
  • column:StratificationCategoryID2: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_011CacHtrL575gKSeHGym1gv'}
  • column:StratificationID2: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_011CacHtsqMeSvghxoayAPMh'}

Numeric correlation

Year numeric

rows3,592
null0 (0.0%)
unique7
min2,016
max2,022
mean2,019
median2,019
std2.008
q12,017
q32,021
iqr4.000
skew0.000
kurtosis-1.259
n_outliers0
outlier_rate0.000
zero_rate0.000

LocationAbbr categorical

rows3,592
null0 (0.0%)
unique65
top_valuePA
top_rate0.016
cardinality65
entropy6.017
entropy_ratio0.999
Top values (rank 1–20)
  1. PA — 56
  2. LA — 56
  3. AR — 56
  4. WY — 56
  5. AK — 56
  6. MD — 56
  7. GU — 56
  8. MA — 56
  9. WV — 56
  10. UT — 56
  11. ND — 56
  12. NC — 56
  13. OH — 56
  14. SD — 56
  15. CT — 56
  16. OR — 56
  17. MN — 56
  18. HHS6 — 56
  19. MI — 56
  20. HHS8 — 56

LocationDesc categorical

rows3,592
null0 (0.0%)
unique65
top_valuePennsylvania
top_rate0.016
cardinality65
entropy6.017
entropy_ratio0.999
Top values (rank 1–20)
  1. Pennsylvania — 56
  2. Louisiana — 56
  3. Arkansas — 56
  4. Wyoming — 56
  5. Alaska — 56
  6. Maryland — 56
  7. Guam — 56
  8. Massachusetts — 56
  9. West Virginia — 56
  10. Utah — 56
  11. North Dakota — 56
  12. North Carolina — 56
  13. Ohio — 56
  14. South Dakota — 56
  15. Connecticut — 56
  16. Oregon — 56
  17. Minnesota — 56
  18. HHS Region 6 — 56
  19. Michigan — 56
  20. HHS Region 8 — 56

DataSource categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueBRFSS
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. BRFSS — 3,592

Category categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueDisability Estimates
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. Disability Estimates — 3,592

Indicator categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueDisability status and types among adults 18 years of age or older
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. Disability status and types among adults 18 years of age or older — 3,592

Response categorical

rows3,592
null0 (0.0%)
unique8
top_valueCognitive Disability
top_rate0.125
cardinality8
entropy3.000
entropy_ratio1.000
Top values (rank 1–20)
  1. Cognitive Disability — 449
  2. No Disability — 449
  3. Mobility Disability — 449
  4. Independent Living Disability — 449
  5. Any Disability — 449
  6. Vision Disability — 449
  7. Self-care Disability — 449
  8. Hearing Disability — 449

Data_Value_Unit categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_value%
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. % — 3,592

Data_Value_Type categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueAge-adjusted Prevalence
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. Age-adjusted Prevalence — 3,592

Data_Value numeric

12.5% rows beyond 1.5 IQR
rows3,592
null5 (0.1%)
unique486
min1.800
max81.300
mean18.250
median9.100
std22.163
q15.300
q319.950
iqr14.650
skew1.876
kurtosis2.086
n_outliers450
outlier_rate0.125
zero_rate0.000

Data_Value_Alt numeric

12.5% rows beyond 1.5 IQR
rows3,592
null5 (0.1%)
unique486
min1.800
max81.300
mean18.250
median9.100
std22.163
q15.300
q319.950
iqr14.650
skew1.876
kurtosis2.086
n_outliers450
outlier_rate0.125
zero_rate0.000

Data_Value_Footnote_Symbol categorical

99.9% null top value is 100.0% of rows
rows3,592
null3,587 (99.9%)
unique1
top_value*
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. * — 5

Data_Value_Footnote categorical

99.9% null top value is 100.0% of rows
rows3,592
null3,587 (99.9%)
unique1
top_valueData suppressed
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. Data suppressed — 5

Low_Confidence_Limit numeric

12.6% rows beyond 1.5 IQR
rows3,592
null5 (0.1%)
unique489
min1.100
max80.500
mean17.313
median8.200
std21.889
q14.700
q318.700
iqr14.000
skew1.899
kurtosis2.159
n_outliers451
outlier_rate0.126
zero_rate0.000

High_Confidence_Limit numeric

12.5% rows beyond 1.5 IQR
rows3,592
null5 (0.1%)
unique503
min2.200
max83.000
mean19.264
median10.100
std22.396
q16.000
q321.500
iqr15.500
skew1.851
kurtosis2.011
n_outliers449
outlier_rate0.125
zero_rate0.000

Number numeric

skew=+14.57 10.7% rows beyond 1.5 IQR
rows3,592
null5 (0.1%)
unique2,267
min31.000
max327,817
mean3,780
median978.000
std15,294
q1467.000
q32,750
iqr2,283
skew14.574
kurtosis256.994
n_outliers385
outlier_rate0.107
zero_rate0.000

WeightedNumber numeric

skew=+14.65 12.4% rows beyond 1.5 IQR
rows3,592
null5 (0.1%)
unique3,580
min1,641
max181,223,676
mean2,103,449
median418,252
std9,081,660
q1149,677
q31,303,101
iqr1,153,424
skew14.649
kurtosis262.164
n_outliers444
outlier_rate0.124
zero_rate0.000

StratificationCategory1 categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueOverall
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. Overall — 3,592

Stratification1 categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueOverall
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. Overall — 3,592

StratificationCategory2 unknown

no profiler for kind=unknown
rows3,592
null0 (0.0%)

Stratification2 unknown

no profiler for kind=unknown
rows3,592
null0 (0.0%)

CategoryID categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueDISEST
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. DISEST — 3,592

IndicatorID categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueSTATTYPE
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. STATTYPE — 3,592

LocationID numeric

rows3,592
null0 (0.0%)
unique65
min1.000
max89.000
mean39.690
median36.000
std25.345
q120.000
q354.000
iqr34.000
skew0.505
kurtosis-0.762
n_outliers0
outlier_rate0.000
zero_rate0.000

ResponseID categorical

rows3,592
null0 (0.0%)
unique8
top_valueQ6COG
top_rate0.125
cardinality8
entropy3.000
entropy_ratio1.000
Top values (rank 1–20)
  1. Q6COG — 449
  2. Q6DIS2 — 449
  3. Q6MOB — 449
  4. Q6IND — 449
  5. Q6DIS1 — 449
  6. Q6VIS — 449
  7. Q6SEL — 449
  8. Q6HEAR — 449

DataValueTypeID categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueAGEADJPREV
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. AGEADJPREV — 3,592

StratificationCategoryID1 categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueCAT1
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. CAT1 — 3,592

StratificationID1 categorical

top value is 100.0% of rows
rows3,592
null0 (0.0%)
unique1
top_valueBO1
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. BO1 — 3,592

StratificationCategoryID2 unknown

no profiler for kind=unknown
rows3,592
null0 (0.0%)

StratificationID2 unknown

no profiler for kind=unknown
rows3,592
null0 (0.0%)