saturn

/home/coolhand/html/datavis/data_trove/joshua-project/archive/extracted_cppi/jp-cppi-cross-reference.csv 19,375 rows sample n=19,375 seed 42 2026-05-01T18:07:40+00:00

Overview

Source/home/coolhand/html/datavis/data_trove/joshua-project/archive/extracted_cppi/jp-cppi-cross-reference.csv
Total rows19,375
Profiled sample19,375
Columns24
Generated2026-05-01T18:07:40+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 (25)
  • 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_011CacJ4gjeBcZKHeaUFDEmR'}
  • column: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_011CacJ4hBBpFM8G2WpQCj6w'}
  • column:PEID: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_011CacJ4hgSwcz5uTt2iKEqo'}
  • column:ROP3: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_011CacJ4iCCzDWkHPy6rrNc5'}
  • column:PeopleID3: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_011CacJ4ijCc3iLinrpQA6fE'}
  • column:ROG3: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_011CacJ4jEiLtyPAYBtnaJ1k'}
  • column:Ctry: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_011CacJ4jjijFqEepHzHfzxj'}
  • column:JPPeopleGroup: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_011CacJ4kC1LtNv8MXKqiedY'}
  • column:JPPopulation: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_011CacJ4kbZiaawdo6PjWUVV'}
  • column:JPIndigenous: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_011CacJ4m56WGLVnKr3LRt1S'}
  • column:JPROL3: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_011CacJ4mnFtoQ9bAGqHP1Y2'}
  • column:JPPrimaryLanguage: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_011CacJ4nEnqXHPWYVMKPxuN'}
  • column:JPRLG3: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_011CacJ4nk45zyRHx9UPhkHH'}
  • column:JPPrimaryReligion: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_011CacJ4oF4iMwiZYh4fcj2N'}
  • column:JPScale: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_011CacJ4oq2yHFPwrj5Nuz1H'}
  • column:JPLeastReached: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_011CacJ4pPmborGeWvBiMrwR'}
  • column:JP%ChristianAdherent: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_011CacJ4pyFN31RrB4PPxsyF'}
  • column:JP%Evangelical: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_011CacJ4qXjQzbUh3zu82hHH'}
  • column:CPPIPeopleGroup: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_011CacJ4r5is3ttDymmHnJNs'}
  • column: CPPIPopulation :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_011CacJ4rfwehTjRK5VayaZD'}
  • column:CPPIROL: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_011CacJ4sAD5JYzfdWxZrTWS'}
  • column:CPPIPrimaryLanguage: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_011CacJ4sjgtB7sxD3EkbQw2'}
  • column:CPPIPrimaryReligion: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_011CacJ4tJv9rsGH3zU4gnp6'}
  • column:CPPIGSEC: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_011CacJ4tquwSaS9RWa2dGFd'}
  • column:CPPIEvangelicalEngagement: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_011CacJ4uMv7ByK5VKEE5zM1'}

Numeric correlation

Languages detected

Per-string language detection across text columns (sampled).

Type numeric

rows19,375
null0 (0.0%)
unique3
min1.000
max3.000
mean1.585
median1.000
std0.679
q11.000
q32.000
iqr1.000
skew0.735
kurtosis-0.601
n_outliers0
outlier_rate0.000
zero_rate0.000

PEID numeric

36.7% null
rows19,375
null7,119 (36.7%)
unique12,256
min1.000
max50,520
mean25,636
median18,378
std16,368
q112,127
q343,289
iqr31,162
skew0.331
kurtosis-1.499
n_outliers0
outlier_rate0.000
zero_rate0.000

ROP3 numeric

rows19,375
null2 (0.0%)
unique11,786
min100,004
max119,498
mean109,261
median109,305
std5,558
q1104,126
q3114,057
iqr9,931
skew0.120
kurtosis-1.159
n_outliers0
outlier_rate0.000
zero_rate0.000

PeopleID3 numeric

rows19,375
null2,108 (10.9%)
unique10,284
min10,119
max22,498
mean15,242
median14,780
std3,413
q112,247
q318,144
iqr5,898
skew0.391
kurtosis-0.966
n_outliers0
outlier_rate0.000
zero_rate0.000

ROG3 categorical

rows19,375
null0 (0.0%)
unique240
top_valueIN
top_rate0.172
cardinality240
entropy6.175
entropy_ratio0.781
Top values (rank 1–20)
  1. IN — 3,330
  2. PP — 919
  3. PK — 851
  4. ID — 806
  5. US — 655
  6. CH — 557
  7. NI — 557
  8. CA — 357
  9. BR — 350
  10. MX — 344
  11. BG — 321
  12. CM — 304
  13. NP — 297
  14. CG — 240
  15. SU — 222
  16. AS — 211
  17. RP — 209
  18. MY — 196
  19. RS — 189
  20. BM — 165

Ctry categorical

rows19,375
null0 (0.0%)
unique240
top_valueIndia
top_rate0.172
cardinality240
entropy6.175
entropy_ratio0.781
Top values (rank 1–20)
  1. India — 3,330
  2. Papua New Guinea — 919
  3. Pakistan — 851
  4. Indonesia — 806
  5. United States — 655
  6. China — 557
  7. Nigeria — 557
  8. Canada — 357
  9. Brazil — 350
  10. Mexico — 344
  11. Bangladesh — 321
  12. Cameroon — 304
  13. Nepal — 297
  14. Congo, Democratic Republic of — 240
  15. Sudan — 222
  16. Australia — 211
  17. Philippines — 209
  18. Malaysia — 196
  19. Russia — 189
  20. Myanmar (Burma) — 165

JPPeopleGroup text

54.1% rows are a single word 38.5% duplicate strings
rows19,375
null2,108 (10.9%)
unique10,624
len_min1
len_max41
len_mean11.350
len_median9.000
len_p9525.000
word_mean1.618
word_median1.000
n_empty0
n_duplicates6,643
duplicate_rate0.385
vocab_size11,428
readability_flesch_mean39.841
emoji_rate0.000
url_rate0.000
one_word_rate0.541
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. Punjabi
  2. Rajput Bachhal (Muslim traditions)
  3. Baloch Jatoi
  4. Zoque, Tabasco
  5. Kamura
  6. Biali
  7. Pasi
  8. Perna (Muslim traditions)
  9. Bayad
  10. Brazilian, White

JPPopulation numeric

skew=+94.92 15.1% rows beyond 1.5 IQR
rows19,375
null2,128 (11.0%)
unique1,731
min10.000
max918,811,000
mean468,378
median16,000
std7,860,708
q13,100
q385,000
iqr81,900
skew94.925
kurtosis10,840
n_outliers2,609
outlier_rate0.151
zero_rate0.000

JPIndigenous categorical

rows19,375
null2,108 (10.9%)
unique2
top_valueY
top_rate0.712
cardinality2
entropy0.866
entropy_ratio0.866
Top values (rank 1–20)
  1. Y — 12,293
  2. N — 4,974

JPROL3 text

100.0% rows are a single word 95th-percentile length under 20 chars 64.3% duplicate strings
rows19,375
null2,108 (10.9%)
unique6,165
len_min3
len_max3
len_mean3.000
len_median3.000
len_p953.000
word_mean1.000
word_median1.000
n_empty0
n_duplicates11,102
duplicate_rate0.643
vocab_size6,164
readability_flesch_mean115.298
emoji_rate0.000
url_rate0.000
one_word_rate1.000
allcaps_rate3.47e-04
boilerplate_rate0.000
Sample values (first 10)
  1. pan
  2. hin
  3. bgp
  4. spa
  5. xla
  6. beh
  7. psq
  8. skr
  9. khk
  10. por

JPPrimaryLanguage text

73.4% rows are a single word 95th-percentile length under 20 chars 64.4% duplicate strings
rows19,375
null2,108 (10.9%)
unique6,152
len_min1
len_max41
len_mean9.088
len_median7.000
len_p9518.000
word_mean1.319
word_median1.000
n_empty0
n_duplicates11,115
duplicate_rate0.644
vocab_size6,236
readability_flesch_mean31.332
emoji_rate0.000
url_rate0.000
one_word_rate0.734
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. Punjabi, Eastern
  2. Hindi
  3. Balochi, Eastern
  4. Spanish
  5. Kamula
  6. Biali
  7. Pasi
  8. Saraiki
  9. Mongolian, Halh
  10. Portuguese

JPRLG3 numeric

rows19,375
null2,108 (10.9%)
unique8
min1.000
max9.000
mean3.367
median4.000
std2.199
q11.000
q36.000
iqr5.000
skew0.096
kurtosis-1.595
n_outliers0
outlier_rate0.000
zero_rate0.000

JPPrimaryReligion categorical

rows19,375
null2,108 (10.9%)
unique8
top_valueChristianity
top_rate0.414
cardinality8
entropy2.166
entropy_ratio0.722
Top values (rank 1–20)
  1. Christianity — 7,140
  2. Islam — 4,003
  3. Ethnic Religions — 2,641
  4. Hinduism — 2,396
  5. Buddhism — 669
  6. Non-Religious — 264
  7. Other / Small — 128
  8. Unknown — 26

JPScale numeric

rows19,375
null2,108 (10.9%)
unique5
min1.000
max5.000
mean2.710
median3.000
std1.623
q11.000
q34.000
iqr3.000
skew0.159
kurtosis-1.637
n_outliers0
outlier_rate0.000
zero_rate0.000

JPLeastReached categorical

62.9% null top value is 100.0% of rows
rows19,375
null12,189 (62.9%)
unique1
top_valueY
top_rate1.000
cardinality1
entropy-0.000
entropy_ratio0.000
Top values (rank 1–20)
  1. Y — 7,186

JP%ChristianAdherent numeric

rows19,375
null2,108 (10.9%)
unique957
min0.000
max100.000
mean37.581
median17.000
std39.335
q10.020
q380.000
iqr79.980
skew0.382
kurtosis-1.602
n_outliers0
outlier_rate0.000
zero_rate0.237

JP%Evangelical numeric

skew=+2.53 9.7% rows beyond 1.5 IQR
rows19,375
null3,332 (17.2%)
unique692
min0.000
max95.000
mean6.279
median1.500
std10.180
q10.000
q38.000
iqr8.000
skew2.535
kurtosis8.378
n_outliers1,561
outlier_rate0.097
zero_rate0.270

CPPIPeopleGroup text

72.7% rows are a single word 36.7% null 95th-percentile length under 20 chars 25.2% duplicate strings
rows19,375
null7,119 (36.7%)
unique9,170
len_min1
len_max38
len_mean8.680
len_median7.000
len_p9518.000
word_mean1.316
word_median1.000
n_empty0
n_duplicates3,086
duplicate_rate0.252
vocab_size8,586
readability_flesch_mean40.963
emoji_rate0.000
url_rate0.000
one_word_rate0.727
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. Munji-Yidgha
  2. Arab, Egyptian
  3. Bania, Agarwal (Punjabi)
  4. Portuguese
  5. Yonaguni
  6. Gasmata
  7. Khmu, Ou
  8. Dhobi (Dogri)
  9. Bemba
  10. Bulba

CPPIPopulation text

5 languages detected in sample 100.0% rows are all-caps 36.7% null 95th-percentile length under 20 chars 86.7% duplicate strings
rows19,375
null7,119 (36.7%)
unique1,629
len_min3
len_max13
len_mean7.838
len_median8.000
len_p9511.000
word_mean3.000
word_median3.000
n_empty0
n_duplicates10,627
duplicate_rate0.867
vocab_size1,629
readability_flesch_mean121.220
emoji_rate0.000
url_rate0.000
one_word_rate0.000
allcaps_rate1.000
boilerplate_rate0.000
Sample values (first 10)
  1. 8,300
  2. 44,000
  3. 72,500
  4. 3,800
  5. 2,200
  6. 650
  7. 769,000
  8. 7,700
  9. 31,500
  10. 3,900

CPPIROL text

100.0% rows are a single word 36.7% null 95th-percentile length under 20 chars 59.1% duplicate strings
rows19,375
null7,119 (36.7%)
unique5,014
len_min3
len_max3
len_mean3.000
len_median3.000
len_p953.000
word_mean1.000
word_median1.000
n_empty0
n_duplicates7,242
duplicate_rate0.591
vocab_size5,014
readability_flesch_mean119.528
emoji_rate0.000
url_rate0.000
one_word_rate1.000
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. mnj
  2. arz
  3. pan
  4. por
  5. yoi
  6. avb
  7. kjg
  8. dgo
  9. bem
  10. bly

CPPIPrimaryLanguage text

76.7% rows are a single word 36.7% null 95th-percentile length under 20 chars 59.1% duplicate strings
rows19,375
null7,119 (36.7%)
unique5,014
len_min1
len_max41
len_mean8.622
len_median7.000
len_p9518.000
word_mean1.288
word_median1.000
n_empty0
n_duplicates7,242
duplicate_rate0.591
vocab_size5,098
readability_flesch_mean37.094
emoji_rate0.000
url_rate0.000
one_word_rate0.767
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. Munji
  2. Egyptian Arabic
  3. Eastern Panjabi
  4. Portuguese
  5. Yonaguni
  6. Avau
  7. Khmu
  8. Dogri
  9. Bemba
  10. Notre

CPPIPrimaryReligion categorical

47.6% null
rows19,375
null9,227 (47.6%)
unique40
top_valueIslam - Sunni
top_rate0.147
cardinality40
entropy3.791
entropy_ratio0.712
Top values (rank 1–20)
  1. Islam - Sunni — 1,495
  2. Christianity - Non-Evangelical Protestant — 1,358
  3. Ethnoreligion — 1,223
  4. Ethnoreligion - Animism — 1,196
  5. Christianity - Roman Catholicism — 978
  6. Hinduism — 820
  7. Christianity - Evangelical Protestant — 738
  8. Islam - Folk — 359
  9. Christianity - Folk Catholicism — 349
  10. Christianity - Eastern Orthodox — 257
  11. Ethnoreligion - Chinese Folk Religion — 252
  12. Hinduism - Folk — 192
  13. Unaffiliated — 176
  14. Christianity - Neo-Pentecostalism — 121
  15. Islam - Shia — 103
  16. Buddhism - Theravada — 103
  17. Buddhism - Tibetan — 97
  18. Judaism — 69
  19. Unaffiliated - Athiesm — 50
  20. Ethnoreligion - Shinbutso-shugo — 34

CPPIGSEC numeric

36.7% null
rows19,375
null7,119 (36.7%)
unique7
min0.000
max6.000
mean2.654
median1.000
std2.058
q11.000
q35.000
iqr4.000
skew0.522
kurtosis-1.432
n_outliers0
outlier_rate0.000
zero_rate0.026

CPPIEvangelicalEngagement categorical

36.7% null
rows19,375
null7,119 (36.7%)
unique2
top_valueEngaged
top_rate0.591
cardinality2
entropy0.976
entropy_ratio0.976
Top values (rank 1–20)
  1. Engaged — 7,238
  2. Unengaged — 5,018