saturn

/home/coolhand/datasets/accessibility-atlas/vizwiz_val_annotations.csv 4,319 rows sample n=4,319 seed 42 2026-05-01T18:07:48+00:00

Overview

Source/home/coolhand/datasets/accessibility-atlas/vizwiz_val_annotations.csv
Total rows4,319
Profiled sample4,319
Columns5
Generated2026-05-01T18:07:48+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 (6)
  • 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_011CacJ5L4ibSrXdP635vrJe'}
  • column:image: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_011CacJ5LcD7E6nQRSGkSJ78'}
  • column:question: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_011CacJ5M8i4LDAGw8q4q4xY'}
  • column:answers: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_011CacJ5MbEsMTsr6qRVWgGY'}
  • column:answer_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_011CacJ5N428m8bdUftNYbah'}
  • column:answerable: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_011CacJ5NdFcyLQv2fSYpFSe'}

Languages detected

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

image text

100.0% of rows are unique strings 100.0% rows are a single word
rows4,319
null0 (0.0%)
unique4,319
len_min23
len_max23
len_mean23.000
len_median23.000
len_p9523.000
word_mean1.000
word_median1.000
n_empty0
n_duplicates0
duplicate_rate0.000
vocab_size4,319
readability_flesch_mean-47.980
emoji_rate0.000
url_rate0.000
one_word_rate1.000
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. VizWiz_val_00000005.jpg
  2. VizWiz_val_00003270.jpg
  3. VizWiz_val_00003745.jpg
  4. VizWiz_val_00003570.jpg
  5. VizWiz_val_00001823.jpg
  6. VizWiz_val_00004205.jpg
  7. VizWiz_val_00001890.jpg
  8. VizWiz_val_00003887.jpg
  9. VizWiz_val_00003578.jpg
  10. VizWiz_val_00000160.jpg

question text

9 languages detected in sample 35.2% duplicate strings
rows4,319
null0 (0.0%)
unique2,798
len_min7
len_max264
len_mean35.101
len_median26.000
len_p9595.000
word_mean7.259
word_median5.000
n_empty0
n_duplicates1,521
duplicate_rate0.352
vocab_size2,779
readability_flesch_mean101.690
emoji_rate0.000
url_rate0.000
one_word_rate0.000
allcaps_rate2.55e-03
boilerplate_rate3.47e-03
Sample values (first 10)
  1. What the screen says? Thank you.
  2. What color is this please?
  3. What is that a bottle of?
  4. What kind of dinner bowl is this?
  5. What's this?
  6. What flavor is this?
  7. Please describe this picture.
  8. What is this?
  9. what color is this shirt?
  10. Can you give me an idea of what's on the screen? Thank you.

answers text

99.4% of rows are unique strings
rows4,319
null0 (0.0%)
unique4,295
len_min450
len_max933
len_mean559.675
len_median550.000
len_p95660.100
word_mean47.656
word_median45.000
n_empty0
n_duplicates24
duplicate_rate5.56e-03
vocab_size11,308
readability_flesch_mean-56.499
emoji_rate0.000
url_rate0.000
one_word_rate0.000
allcaps_rate0.000
boilerplate_rate0.000
Sample values (first 10)
  1. [{'answer': 'unsuitable image', 'answer_confidence': 'yes'}, {'answer': 'unsuitable image', 'answer_confidence': 'yes'}, {'answer': 'dell', 'answer_confidence': 'maybe'}, {'answer': 'windows 7', 'answer_confidence': 'yes'}, {'answer': 'windows 7', 'answer_confidence': 'maybe'}, {…
  2. [{'answer_confidence': 'yes', 'answer': 'blue'}, {'answer_confidence': 'maybe', 'answer': 'purple tan'}, {'answer_confidence': 'yes', 'answer': 'purple'}, {'answer_confidence': 'yes', 'answer': 'purple'}, {'answer_confidence': 'maybe', 'answer': 'purple'}, {'answer_confidence': '…
  3. [{'answer': 'unsuitable', 'answer_confidence': 'yes'}, {'answer': 'shampoo', 'answer_confidence': 'maybe'}, {'answer': 'unanswerable', 'answer_confidence': 'yes'}, {'answer': 'shampoo', 'answer_confidence': 'maybe'}, {'answer': 'unsuitable', 'answer_confidence': 'yes'}, {'answer'…
  4. [{'answer_confidence': 'yes', 'answer': 'food item'}, {'answer_confidence': 'maybe', 'answer': 'meatballs sausage marinara'}, {'answer_confidence': 'yes', 'answer': 'meatballs sausage marinara'}, {'answer_confidence': 'yes', 'answer': 'meatballs sausage marinara'}, {'answer_confi…
  5. [{'answer_confidence': 'yes', 'answer': 'water bottle'}, {'answer_confidence': 'yes', 'answer': 'water bottle'}, {'answer_confidence': 'yes', 'answer': 'pink sports bottle'}, {'answer_confidence': 'yes', 'answer': 'cup'}, {'answer_confidence': 'yes', 'answer': 'water bottle'}, {'…
  6. [{'answer_confidence': 'yes', 'answer': 'unsuitable'}, {'answer_confidence': 'no', 'answer': 'unsuitable'}, {'answer_confidence': 'maybe', 'answer': 'unanswerable'}, {'answer_confidence': 'yes', 'answer': 'unsuitable'}, {'answer_confidence': 'yes', 'answer': 'unsuitable'}, {'answ…
  7. [{'answer_confidence': 'yes', 'answer': 'dog nose in bowl'}, {'answer_confidence': 'yes', 'answer': 'little black dog brown legs eating out white cup'}, {'answer_confidence': 'maybe', 'answer': 'dog drinking water'}, {'answer_confidence': 'yes', 'answer': 'black chihuahua'}, {'an…
  8. [{'answer_confidence': 'yes', 'answer': 'unsuitable'}, {'answer_confidence': 'maybe', 'answer': 'unsuitable'}, {'answer_confidence': 'yes', 'answer': 'unsuitable'}, {'answer_confidence': 'yes', 'answer': 'unsuitable'}, {'answer_confidence': 'yes', 'answer': 'unsuitable'}, {'answe…
  9. [{'answer_confidence': 'yes', 'answer': 'this shirt light green blue stripes'}, {'answer_confidence': 'yes', 'answer': 'white small blue stripes'}, {'answer_confidence': 'yes', 'answer': 'blue'}, {'answer_confidence': 'maybe', 'answer': 'blue'}, {'answer_confidence': 'yes', 'answ…
  10. [{'answer': 'links to sites', 'answer_confidence': 'yes'}, {'answer': 'different chrome links like news products', 'answer_confidence': 'yes'}, {'answer': 'menu', 'answer_confidence': 'yes'}, {'answer': 'unsuitable image', 'answer_confidence': 'yes'}, {'answer': 'menu for compute…

answer_type categorical

rows4,319
null0 (0.0%)
unique4
top_valueother
top_rate0.623
cardinality4
entropy1.225
entropy_ratio0.613
Top values (rank 1–20)
  1. other — 2,691
  2. unanswerable — 1,385
  3. yes/no — 195
  4. number — 48

answerable numeric

rows4,319
null0 (0.0%)
unique2
min0.000
max1.000
mean0.679
median1.000
std0.467
q10.000
q31.000
iqr1.000
skew-0.768
kurtosis-1.410
n_outliers0
outlier_rate0.000
zero_rate0.321