A vision-language model read each image together with its QA and judged the item. The pass is not a filter that only removes rows — it rewrites answers it finds wrong but salvageable, drops what it cannot salvage, and adds QA where the image supports more than the source provided. Each row carries the judge's own record in clean_meta, including the cleaner identity, the policy it applied, and its per-item scores for legibility, richness and coverage.

The effect is substantive rather than cosmetic. In this pool the pass corrects values, not just wording — a curve's critical point restated from 4.00 to 2.00, a computed ratio from 1 to Approximately 1.33 — and for some families it removed the content entirely, which is why those families are absent here rather than published empty.

`answer` vs `org_answer`

answer — the cleaned answer. Train on this.
org_answer — the pre-cleaning answer from the same (image, question) in the uncleaned pool. It is empty for QA the cleaning pass added, which have no original.

For this family org_answer is empty throughout: recovering it means scanning the whole pre-clean family, which is raw family is 10 GB (> 6 GB cap). The cleaned answer is unaffected.

Where the two differ, the difference is the correction. Keeping both makes every edit auditable instead of asking you to take the cleaning on trust.

This dataset supersedes an earlier upload of the same family that was built from the pre-clean pool. That version carried the uncorrected answers and has been deleted.

Schema

image — HF Image(), renders directly in the dataset viewer
image_sha256 — content hash of the image
n_qa — number of turns attached to this image
qa — list of {question, answer, org_answer}, in source order
family / clean_meta — provenance and the judge's per-row record

A row with more than one entry in qa is a conversation over a single image, not a set of independent questions — the turns depend on each other and the image belongs to all of them. Keep them together and in order when training.

Parquet row groups are written at ~32 MB so the dataset viewer pages without stalling.

What is NOT claimed

No rejection sampling was run against this family: there is no accept/reject verdict per row, and answer is the cleaned reference rather than a model generation that a string verifier confirmed. For that, use the *_RS_think / *_rejected datasets in this org.

Examples

10 rows taken straight from this dataset. Images are the original files as stored here - no downscaling, no recompression - and every turn is shown in full.

Example 1 — 97 turns on one image

#	question	answer
1	How many different coloured dotlines are there? Make the answer very short.	2.
2	Is the number of dotlines equal to the number of legend labels? Your answer should be compact.	Yes.
3	What is the percentage of female population who survived till age of 65 in 1993? Offer a very short reply.	87.42.
4	Across all years, what is the maximum percentage of male population who survived till age of 65? Ensure brevity in your answer.	82.02.
5	Across all years, what is the minimum percentage of male population who survived till age of 65? Your response must be concise.	80.05.
6	What is the total percentage of male population who survived till age of 65 in the graph? Provide a short and direct response.	405.16.
7	What is the difference between the percentage of female population who survived till age of 65 in 1996 and that in 1997? Make the answer very short.	-0.33.
8	What is the difference between the percentage of female population who survived till age of 65 in 1997 and the percentage of male population who survived till age of 65 in 1996? Give a very brief answer.	7.22.
9	What is the average percentage of male population who survived till age of 65 per year? Provide a succinct answer.	81.03.
10	In the year 1993, what is the difference between the percentage of male population who survived till age of 65 and percentage of female population who survived till age of 65? Keep it short and to the point.	-7.38.
11	What is the ratio of the percentage of male population who survived till age of 65 in 1995 to that in 1997? Make the answer very short.	0.99.
12	Is the difference between the percentage of female population who survived till age of 65 in 1993 and 1997 greater than the difference between the percentage of male population who survived till age of 65 in 1993 and 1997? Keep it short and to the point.	Yes.
13	What is the difference between the highest and the second highest percentage of male population who survived till age of 65? Offer a very short reply.	0.49.
14	What is the difference between the highest and the lowest percentage of male population who survived till age of 65? Keep it short and to the point.	1.97.
15	Does the percentage of female population who survived till age of 65 monotonically increase over the years? Your answer should be very brief.	Yes.
16	Is the percentage of female population who survived till age of 65 strictly less than the percentage of male population who survived till age of 65 over the years? Ensure brevity in your answer.	No.
17	How many dotlines are there? Keep it short and to the point.	2.
18	Does the graph contain grids? Your response must be concise.	No.
19	How are the legend labels stacked? Provide a succinct answer.	Vertical.
20	What is the title of the graph? Provide a succinct answer.	Percent of total population of Singapore who survived till the age of 65 years.
21	What is the label or title of the Y-axis? Your response must be concise.	Population(% of cohort).
22	What is the Population(% of cohort) of Age 65(female) in 1993? Your answer should be very brief.	87.42.
23	What is the Population(% of cohort) in Age 65(male) in 1993? Ensure brevity in your answer.	80.05.
24	What is the Population(% of cohort) in Age 65(female) in 1994? Make the answer very short.	87.75.
25	What is the Population(% of cohort) in Age 65(male) in 1994? Make the answer very short.	80.54.
26	What is the Population(% of cohort) of Age 65(female) in 1995? Ensure brevity in your answer.	88.08.
27	What is the Population(% of cohort) of Age 65(male) in 1995? Give a very brief answer.	81.03.
28	What is the Population(% of cohort) of Age 65(female) in 1996? Your answer should be compact.	88.41.
29	What is the Population(% of cohort) in Age 65(male) in 1996? Offer a very short reply.	81.52.
30	What is the Population(% of cohort) in Age 65(female) in 1997? Offer a terse response.	88.74.
31	What is the Population(% of cohort) of Age 65(male) in 1997? Provide a succinct answer.	82.02.
32	Across all years, what is the maximum Population(% of cohort) in Age 65(female)? Provide a succinct answer.	88.74.
33	Across all years, what is the maximum Population(% of cohort) of Age 65(male)? Give a very brief answer.	82.02.
34	Across all years, what is the minimum Population(% of cohort) in Age 65(female)? Your answer should be very brief.	87.42.
35	Across all years, what is the minimum Population(% of cohort) of Age 65(male)? Your response must be concise.	80.05.
36	What is the total Population(% of cohort) in Age 65(female) in the graph? Provide a succinct answer.	440.41.
37	What is the total Population(% of cohort) in Age 65(male) in the graph? Offer a very short reply.	405.16.
38	What is the difference between the Population(% of cohort) in Age 65(female) in 1993 and that in 1994? Give a very brief answer.	-0.33.
39	What is the difference between the Population(% of cohort) in Age 65(male) in 1993 and that in 1994? Offer a terse response.	-0.49.
40	What is the difference between the Population(% of cohort) in Age 65(female) in 1993 and that in 1995? Offer a terse response.	-0.66.

57 further turns on this image are in the data.

Example 2 — 44 turns on one image

#	question	answer
1	How many different coloured dotlines are there? Offer a very short reply.	2.
2	Is the number of dotlines equal to the number of legend labels? Provide a short and direct response.	Yes.
3	What is the percentage of employed children who are attending school in 2007? Your answer should be very brief.	55.
4	Across all years, what is the minimum percentage of employed children who are not attending school? Your answer should be compact.	23.93.
5	What is the total percentage of employed children who are attending school in the graph? Your response must be concise.	131.07.
6	What is the difference between the percentage of employed children who are not attending school in 2007 and that in 2010? Make the answer very short.	21.07.
7	What is the difference between the percentage of employed children who are not attending school in 2007 and the percentage of employed children who are attending school in 2010? Give a very brief answer.	-31.07.
8	What is the average percentage of employed children who are attending school per year? Offer a very short reply.	65.54.
9	In the year 2010, what is the difference between the percentage of employed children who are attending school and percentage of employed children who are not attending school? Provide a short and direct response.	52.15.
10	What is the ratio of the percentage of employed children who are not attending school in 2007 to that in 2010? Your response must be concise.	1.88.
11	Is the percentage of employed children who are attending school strictly greater than the percentage of employed children who are not attending school over the years? Keep it short and to the point.	Yes.
12	What is the difference between two consecutive major ticks on the Y-axis? Provide a succinct answer.	10.
13	Are the values on the major ticks of Y-axis written in scientific E-notation? Ensure brevity in your answer.	No.
14	Does the graph contain any zero values? Your answer should be compact.	No.
15	Does the graph contain grids? Make the answer very short.	Yes.
16	How are the legend labels stacked? Your answer should be very brief.	Vertical.
17	What is the title of the graph? Your answer should be compact.	Schooling information of children involved in an economic activity in Liberia.
18	Does "Education" appear as one of the legend labels in the graph? Your response must be concise.	No.
19	What is the label or title of the Y-axis? Your response must be concise.	% of children in employment.
20	What is the % of children in employment of Attending school in 2007? Your answer should be compact.	55.
21	What is the % of children in employment in Not attending school in 2010? Provide a succinct answer.	23.93.
22	What is the % of children in employment in Attending school in 2010? Your response must be concise.	76.07.
23	Across all years, what is the maximum % of children in employment in Not attending school? Provide a succinct answer.	45.
24	Across all years, what is the maximum % of children in employment in Attending school? Provide a short and direct response.	76.07.
25	Across all years, what is the minimum % of children in employment of Not attending school? Keep it short and to the point.	23.93.
26	Across all years, what is the minimum % of children in employment of Attending school? Offer a terse response.	55.
27	What is the total % of children in employment of Not attending school in the graph? Your response must be concise.	68.93.
28	What is the total % of children in employment in Attending school in the graph? Offer a terse response.	131.07.
29	What is the difference between the % of children in employment in Not attending school in 2007 and that in 2010? Ensure brevity in your answer.	21.07.
30	What is the difference between the % of children in employment of Attending school in 2007 and that in 2010? Offer a terse response.	-21.07.
31	What is the difference between the % of children in employment in Not attending school in 2007 and the % of children in employment in Attending school in 2010? Offer a terse response.	-31.07.
32	What is the average % of children in employment of Not attending school per year? Offer a very short reply.	34.46.
33	What is the average % of children in employment in Attending school per year? Provide a succinct answer.	65.54.
34	In the year 2010, what is the difference between the % of children in employment of Not attending school and % of children in employment of Attending school? Ensure brevity in your answer.	-52.15.
35	What is the ratio of the % of children in employment in Not attending school in 2007 to that in 2010? Your answer should be very brief.	1.88.
36	What is the ratio of the % of children in employment in Attending school in 2007 to that in 2010? Offer a very short reply.	0.72.
37	What is the difference between the highest and the second highest % of children in employment in Not attending school? Offer a very short reply.	21.07.
38	What is the difference between the highest and the second highest % of children in employment of Attending school? Make the answer very short.	21.07.
39	What is the difference between the highest and the lowest % of children in employment in Not attending school? Offer a very short reply.	21.07.
40	What is the difference between the highest and the lowest % of children in employment of Attending school? Your response must be concise.	21.07.

4 further turns on this image are in the data.

Example 3 — 45 turns on one image

#	question	answer
1	What is the population in 1984? Provide a succinct answer.	5.08e+07.
2	Across all years, what is the maximum population? Your response must be concise.	5.11e+07.
3	Across all years, what is the minimum population? Offer a terse response.	5.04e+07.
4	In which year was the population minimum? Ensure brevity in your answer.	1982.
5	What is the sum of the population? Give a very brief answer.	2.54e+08.
6	What is the difference between the population in 1984 and 1985? Keep it short and to the point.	-1.63e+05.
7	What is the average population per year? Provide a short and direct response.	5.07e+07.
8	What is the median population? Offer a very short reply.	5.08e+07.
9	In how many years, is the population greater than 20000000 %? Ensure brevity in your answer.	5.
10	What is the ratio of the population in 1984 to that in 1985? Provide a succinct answer.	1.
11	Is the population in 1983 less than that in 1985? Your answer should be very brief.	Yes.
12	Is the difference between the population in 1985 and 1986 greater than the difference between any two years? Provide a succinct answer.	No.
13	What is the difference between the highest and the second highest population? Give a very brief answer.	1.80e+05.
14	What is the difference between the highest and the lowest population? Provide a short and direct response.	7.13e+05.
15	How many years are there in the graph? Ensure brevity in your answer.	5.
16	What is the difference between two consecutive major ticks on the Y-axis? Ensure brevity in your answer.	1.00e+07.
17	Are the values on the major ticks of Y-axis written in scientific E-notation? Ensure brevity in your answer.	Yes.
18	Does the graph contain any zero values? Give a very brief answer.	No.
19	What is the title of the graph? Your response must be concise.	Distribution of total population in Ukraine
20	What is the label or title of the Y-axis? Give a very brief answer.	Population(%).
21	What is the Population(%) in 1982? Give a very brief answer.	5.04e+07.
22	What is the Population(%) in 1983? Keep it short and to the point.	5.06e+07.
23	What is the Population(%) in 1984? Make the answer very short.	5.08e+07.
24	What is the Population(%) in 1985? Your answer should be very brief.	5.09e+07.
25	What is the Population(%) in 1986? Offer a terse response.	5.11e+07.
26	What is the difference between the Population(%) in 1982 and 1983? Keep it short and to the point.	-1.80e+05.
27	What is the difference between the Population(%) in 1982 and 1984? Provide a succinct answer.	-3.70e+05.
28	What is the difference between the Population(%) in 1982 and 1985? Your answer should be very brief.	-5.33e+05.
29	What is the difference between the Population(%) in 1982 and 1986? Your answer should be very brief.	-7.13e+05.
30	What is the difference between the Population(%) in 1983 and 1985? Your answer should be very brief.	-3.53e+05.
31	What is the difference between the Population(%) in 1983 and 1986? Your response must be concise.	-5.33e+05.
32	What is the difference between the Population(%) in 1984 and 1985? Make the answer very short.	-1.63e+05.
33	What is the difference between the Population(%) in 1984 and 1986? Give a very brief answer.	-3.43e+05.
34	What is the ratio of the Population(%) in 1982 to that in 1983? Ensure brevity in your answer.	1.
35	What is the ratio of the Population(%) in 1982 to that in 1984? Make the answer very short.	0.99.
36	What is the ratio of the Population(%) in 1982 to that in 1985? Give a very brief answer.	0.99.
37	What is the ratio of the Population(%) in 1983 to that in 1985? Your response must be concise.	0.99.
38	What is the ratio of the Population(%) in 1983 to that in 1986? Provide a succinct answer.	0.99.
39	What is the ratio of the Population(%) in 1984 to that in 1985? Make the answer very short.	1.
40	What is the ratio of the Population(%) in 1984 to that in 1986? Keep it short and to the point.	0.99.

5 further turns on this image are in the data.

Example 4 — 38 turns on one image

#	question	answer
1	What is the land under cereal production in 1980? Provide a short and direct response.	7.23e+05.
2	Across all years, what is the maximum land under cereal production? Give a very brief answer.	1.28e+06.
3	Across all years, what is the minimum land under cereal production? Ensure brevity in your answer.	7.23e+05.
4	In which year was the land under cereal production maximum? Your response must be concise.	1978.
5	In which year was the land under cereal production minimum? Give a very brief answer.	1980.
6	What is the sum of the land under cereal production? Your answer should be compact.	3.53e+06.
7	What is the difference between the land under cereal production in 1978 and 1979? Give a very brief answer.	4.90e+05.
8	What is the average land under cereal production per year? Ensure brevity in your answer.	8.83e+05.
9	What is the median land under cereal production? Your answer should be compact.	7.66e+05.
10	In how many years, is the land under cereal production greater than 200000 hectares? Keep it short and to the point.	4.
11	Do a majority of the years between 1980 and 1979 (inclusive) have land under cereal production greater than 520000 hectares? Your response must be concise.	Yes.
12	What is the ratio of the land under cereal production in 1980 to that in 1981? Offer a very short reply.	0.97.
13	Is the difference between the land under cereal production in 1978 and 1981 greater than the difference between any two years? Offer a terse response.	No.
14	What is the difference between the highest and the second highest land under cereal production? Offer a very short reply.	4.90e+05.
15	What is the difference between the highest and the lowest land under cereal production? Your response must be concise.	5.54e+05.
16	Does the land under cereal production monotonically increase over the years? Make the answer very short.	No.
17	Does the graph contain any zero values? Your answer should be compact.	No.
18	What is the title of the graph? Ensure brevity in your answer.	Land under cereal production (hectares) in Uganda.
19	What is the label or title of the X-axis? Your answer should be compact.	Year.
20	What is the label or title of the Y-axis? Ensure brevity in your answer.	Cereal Production (hectares).
21	What is the Cereal Production (hectares) in 1978? Provide a short and direct response.	1.28e+06.
22	What is the Cereal Production (hectares) in 1979? Provide a succinct answer.	7.87e+05.
23	What is the Cereal Production (hectares) in 1980? Offer a very short reply.	7.23e+05.
24	What is the Cereal Production (hectares) in 1981? Offer a very short reply.	7.46e+05.
25	What is the difference between the Cereal Production (hectares) in 1978 and 1979? Offer a very short reply.	4.90e+05.
26	What is the difference between the Cereal Production (hectares) in 1978 and 1980? Your response must be concise.	5.54e+05.
27	What is the difference between the Cereal Production (hectares) in 1978 and 1981? Offer a terse response.	5.31e+05.
28	What is the difference between the Cereal Production (hectares) in 1979 and 1980? Keep it short and to the point.	6.40e+04.
29	What is the difference between the Cereal Production (hectares) in 1979 and 1981? Offer a terse response.	4.10e+04.
30	What is the difference between the Cereal Production (hectares) in 1980 and 1981? Make the answer very short.	-2.30e+04.
31	What is the ratio of the Cereal Production (hectares) in 1978 to that in 1979? Your response must be concise.	1.62.
32	What is the ratio of the Cereal Production (hectares) in 1978 to that in 1980? Provide a succinct answer.	1.77.
33	What is the ratio of the Cereal Production (hectares) in 1978 to that in 1981? Make the answer very short.	1.71.
34	What is the ratio of the Cereal Production (hectares) in 1979 to that in 1980? Your response must be concise.	1.09.
35	What is the ratio of the Cereal Production (hectares) in 1979 to that in 1981? Your answer should be compact.	1.05.
36	What type of chart is displayed in the image?	Scatter plot
37	What color are the data points in the chart?	Cyan
38	What is the maximum value shown on the Y-axis tick marks?	1200000

Example 5 — 90 turns on one image

#	question	answer
1	How many different coloured bars are there? Your response must be concise.	2.
2	Are the number of bars per tick equal to the number of legend labels? Your response must be concise.	No.
3	Are the number of bars on each tick of the Y-axis equal? Offer a very short reply.	No.
4	How many bars are there on the 3rd tick from the top? Provide a short and direct response.	2.
5	How many bars are there on the 2nd tick from the bottom? Make the answer very short.	1.
6	What is the label of the 4th group of bars from the top? Keep it short and to the point.	Seychelles.
7	What is the incurrence of foreign liabilities in Singapore? Ensure brevity in your answer.	0.12.
8	Across all countries, what is the maximum incurrence of domestic liabilities? Offer a terse response.	16.44.
9	In which country was the incurrence of foreign liabilities maximum? Your response must be concise.	Slovenia.
10	What is the total incurrence of foreign liabilities in the graph? Make the answer very short.	5.85.
11	What is the difference between the incurrence of foreign liabilities in Slovak Republic and that in Slovenia? Your answer should be very brief.	-1.87.
12	What is the difference between the incurrence of domestic liabilities in Slovak Republic and the incurrence of foreign liabilities in Slovenia? Your answer should be very brief.	3.73.
13	What is the average incurrence of domestic liabilities per country? Make the answer very short.	7.92.
14	What is the difference between the incurrence of foreign liabilities and incurrence of domestic liabilities in Slovak Republic? Keep it short and to the point.	-5.6.
15	In how many countries, is the incurrence of domestic liabilities greater than 9 %? Your answer should be very brief.	2.
16	What is the ratio of the incurrence of domestic liabilities in Serbia to that in Singapore? Your response must be concise.	0.23.
17	Is the difference between the incurrence of foreign liabilities in Singapore and Slovak Republic greater than the difference between the incurrence of domestic liabilities in Singapore and Slovak Republic? Provide a short and direct response.	No.
18	What is the difference between the highest and the second highest incurrence of domestic liabilities? Make the answer very short.	6.72.
19	Is the sum of the incurrence of domestic liabilities in Serbia and Slovenia greater than the maximum incurrence of foreign liabilities across all countries? Offer a terse response.	Yes.
20	What is the difference between two consecutive major ticks on the X-axis? Your answer should be very brief.	5.
21	Are the values on the major ticks of X-axis written in scientific E-notation? Make the answer very short.	No.
22	Does the graph contain grids? Your answer should be very brief.	No.
23	Where does the legend appear in the graph? Provide a succinct answer.	Bottom right.
24	How many legend labels are there? Ensure brevity in your answer.	2.
25	What is the title of the graph? Your response must be concise.	Total liabilities of an economy as per the report of 2010.
26	Does "Number of departures" appear as one of the legend labels in the graph? Give a very brief answer.	No.
27	What is the label or title of the X-axis? Offer a terse response.	Liability (% of GDP).
28	What is the Liability (% of GDP) of Domestic liabilities in Serbia? Provide a short and direct response.	2.25.
29	What is the Liability (% of GDP) in Foreign liabilities in Serbia? Your response must be concise.	0.
30	What is the Liability (% of GDP) of Domestic liabilities in Seychelles? Ensure brevity in your answer.	16.44.
31	What is the Liability (% of GDP) of Foreign liabilities in Seychelles? Offer a terse response.	0.
32	What is the Liability (% of GDP) in Domestic liabilities in Singapore? Make the answer very short.	9.72.
33	What is the Liability (% of GDP) of Foreign liabilities in Singapore? Your answer should be compact.	0.12.
34	What is the Liability (% of GDP) of Domestic liabilities in Slovak Republic? Offer a terse response.	7.53.
35	What is the Liability (% of GDP) in Foreign liabilities in Slovak Republic? Offer a very short reply.	1.93.
36	What is the Liability (% of GDP) in Domestic liabilities in Slovenia? Make the answer very short.	3.64.
37	What is the Liability (% of GDP) in Foreign liabilities in Slovenia? Provide a succinct answer.	3.8.
38	Across all countries, what is the maximum Liability (% of GDP) in Domestic liabilities? Offer a very short reply.	16.44.
39	Across all countries, what is the maximum Liability (% of GDP) of Foreign liabilities? Your answer should be compact.	3.8.
40	Across all countries, what is the minimum Liability (% of GDP) of Domestic liabilities? Your answer should be compact.	2.25.

50 further turns on this image are in the data.

Example 6 — 48 turns on one image

#	question	answer
1	Are the number of bars per tick equal to the number of legend labels? Provide a succinct answer.	Yes.
2	What is the label of the 1st group of bars from the top? Your response must be concise.	1992.
3	In how many cases, is the number of bars for a given year not equal to the number of legend labels? Give a very brief answer.	0.
4	Across all years, what is the maximum income share held by lowest 20% of the population? Your answer should be very brief.	5.5.
5	Across all years, what is the minimum income share held by highest 20% of the population? Provide a short and direct response.	45.9.
6	In which year was the income share held by highest 20% of the population maximum? Your response must be concise.	1988.
7	In which year was the income share held by lowest 20% of the population minimum? Your response must be concise.	1988.
8	What is the total income share held by lowest 20% of the population in the graph? Ensure brevity in your answer.	10.4.
9	What is the difference between the income share held by highest 20% of the population in 1988 and that in 1992? Your answer should be very brief.	2.07.
10	What is the difference between the income share held by lowest 20% of the population in 1988 and the income share held by highest 20% of the population in 1992? Provide a succinct answer.	-41.
11	What is the average income share held by highest 20% of the population per year? Offer a very short reply.	46.94.
12	In the year 1992, what is the difference between the income share held by lowest 20% of the population and income share held by highest 20% of the population? Provide a short and direct response.	-40.4.
13	What is the ratio of the income share held by highest 20% of the population in 1988 to that in 1992? Offer a very short reply.	1.05
14	Is the difference between the income share held by lowest 20% of the population in 1988 and 1992 greater than the difference between the income share held by highest 20% of the population in 1988 and 1992? Offer a terse response.	No.
15	In how many years, is the income share held by lowest 20% of the population greater than the average income share held by lowest 20% of the population taken over all years? Give a very brief answer.	1.
16	What does the 2nd bar from the top in 1988 represents? Make the answer very short.	Highest 20% of population.
17	What does the 1st bar from the bottom in 1988 represents? Give a very brief answer.	Highest 20% of population.
18	Are all the bars in the graph horizontal? Your answer should be very brief.	Yes.
19	How many years are there in the graph? Ensure brevity in your answer.	2.
20	What is the difference between two consecutive major ticks on the X-axis? Offer a very short reply.	10.
21	Does the graph contain any zero values? Provide a succinct answer.	No.
22	Does the graph contain grids? Provide a short and direct response.	No.
23	How are the legend labels stacked? Offer a terse response.	Vertical.
24	What is the title of the graph? Make the answer very short.	Percentage share of income between different subgroups of population of Trinidad and Tobago.
25	What is the label or title of the X-axis? Your answer should be compact.	Income share held (as % of total income).
26	What is the label or title of the Y-axis? Ensure brevity in your answer.	Year.
27	What is the Income share held (as % of total income) in Highest 20% of population in 1988? Ensure brevity in your answer.	47.97.
28	What is the Income share held (as % of total income) in Lowest 20% of population in 1988? Offer a terse response.	4.9.
29	What is the Income share held (as % of total income) of Highest 20% of population in 1992? Keep it short and to the point.	45.9.
30	Across all years, what is the maximum Income share held (as % of total income) of Highest 20% of population? Ensure brevity in your answer.	47.97.
31	Across all years, what is the minimum Income share held (as % of total income) in Highest 20% of population? Your response must be concise.	45.9.
32	What is the total Income share held (as % of total income) in Highest 20% of population in the graph? Provide a short and direct response.	93.87.
33	What is the total Income share held (as % of total income) in Lowest 20% of population in the graph? Your answer should be very brief.	10.4.
34	What is the difference between the Income share held (as % of total income) of Highest 20% of population in 1988 and that in 1992? Offer a very short reply.	2.07.
35	What is the difference between the Income share held (as % of total income) in Highest 20% of population in 1988 and the Income share held (as % of total income) in Lowest 20% of population in 1992? Ensure brevity in your answer.	42.47.
36	What is the average Income share held (as % of total income) of Highest 20% of population per year? Keep it short and to the point.	46.94.
37	What is the average Income share held (as % of total income) in Lowest 20% of population per year? Make the answer very short.	5.2.
38	In the year 1988, what is the difference between the Income share held (as % of total income) in Highest 20% of population and Income share held (as % of total income) in Lowest 20% of population? Your answer should be compact.	43.07.
39	In the year 1992, what is the difference between the Income share held (as % of total income) of Highest 20% of population and Income share held (as % of total income) of Lowest 20% of population? Your answer should be very brief.	40.4.
40	What is the ratio of the Income share held (as % of total income) in Highest 20% of population in 1988 to that in 1992? Give a very brief answer.	1.05.

8 further turns on this image are in the data.

Example 7 — 30 turns on one image

#	question	answer
1	What is the title of the graph? Make the answer very short.	Long-term unemployment in French Polynesia.
2	What is the label or title of the X-axis? Provide a succinct answer.	Unemployment (% of total unemployment).
3	What is the label or title of the Y-axis? Your answer should be very brief.	Year.
4	What is the long-term unemployment in 1996? Keep it short and to the point.	44.2.
5	Across all years, what is the maximum long-term unemployment? Give a very brief answer.	44.2.
6	Across all years, what is the minimum long-term unemployment? Give a very brief answer.	26.4.
7	In which year was the long-term unemployment minimum? Keep it short and to the point.	2007.
8	What is the sum of the long-term unemployment? Give a very brief answer.	97.2.
9	What is the average long-term unemployment per year? Your answer should be compact.	32.4.
10	What is the median long-term unemployment? Keep it short and to the point.	26.6.
11	In how many years, is the long-term unemployment greater than 26 %? Give a very brief answer.	3.
12	What is the ratio of the long-term unemployment in 1996 to that in 2002? Offer a terse response.	1.66.
13	Is the long-term unemployment in 2002 less than that in 2007? Offer a very short reply.	No.
14	Is the difference between the long-term unemployment in 2002 and 2007 greater than the difference between any two years? Offer a terse response.	No.
15	Is the sum of the long-term unemployment in 2002 and 2007 greater than the maximum long-term unemployment across all years? Your answer should be very brief.	Yes.
16	What is the difference between the highest and the lowest long-term unemployment? Offer a terse response.	17.8.
17	Are all the bars in the graph horizontal? Your response must be concise.	Yes.
18	Are the values on the major ticks of X-axis written in scientific E-notation? Your response must be concise.	No.
19	What is the Unemployment (% of total unemployment) of 1996? Offer a terse response.	44.2.
20	What is the Unemployment (% of total unemployment) in 2002? Offer a terse response.	26.6.
21	What is the Unemployment (% of total unemployment) of 2007? Provide a succinct answer.	26.4.
22	What is the difference between the Unemployment (% of total unemployment) in 2002 and 2007? Provide a short and direct response.	0.2.
23	What is the ratio of the Unemployment (% of total unemployment) in 1996 to that in 2002? Offer a very short reply.	1.66.
24	What is the ratio of the Unemployment (% of total unemployment) in 1996 to that in 2007? Provide a succinct answer.	1.67.
25	What is the ratio of the Unemployment (% of total unemployment) in 2002 to that in 2007? Ensure brevity in your answer.	1.01.
26	How many bars are shown in the graph?	3
27	What color are the bars in the graph?	Blue (cyan)
28	Which years are listed on the Y-axis?	1996, 2002, 2007
29	What are the major tick values on the X-axis?	0, 10, 20, 30, 40
30	In what vertical order (top to bottom) do the years appear on the Y-axis?	2007, 2002, 1996

Example 8 — 37 turns on one image

#	question	answer
1	What is the title of the graph? Offer a terse response.	Number of out-of-school children of primary school age in different countries.
2	What is the label or title of the X-axis? Your response must be concise.	Number of children.
3	What is the number of out-of-school children in Small states? Provide a succinct answer.	6.28e+05.
4	Across all countries, what is the maximum number of out-of-school children? Offer a very short reply.	2.43e+06.
5	Across all countries, what is the minimum number of out-of-school children? Offer a terse response.	1.99e+04.
6	In which country was the number of out-of-school children maximum? Offer a terse response.	OECD members.
7	In which country was the number of out-of-school children minimum? Provide a succinct answer.	Pacific island small states.
8	What is the sum of the number of out-of-school children? Provide a succinct answer.	3.62e+06.
9	What is the difference between the number of out-of-school children in OECD members and Pacific island small states? Keep it short and to the point.	2.41e+06.
10	What is the average number of out-of-school children per country? Give a very brief answer.	9.06e+05
11	What is the median number of out-of-school children? Keep it short and to the point.	5.87e+05.
12	What is the ratio of the number of out-of-school children in Other small states to that in Pacific island small states? Your response must be concise.	27.48.
13	What is the difference between the highest and the second highest number of out-of-school children? Give a very brief answer.	1.80e+06.
14	What is the difference between the highest and the lowest number of out-of-school children? Your answer should be compact.	2.41e+06.
15	In how many countries, is the number of out-of-school children greater than the average number of out-of-school children taken over all countries? Your answer should be very brief.	1.
16	Are all the bars in the graph horizontal? Your response must be concise.	Yes.
17	What is the difference between two consecutive major ticks on the X-axis? Your answer should be very brief.	5.00e+05.
18	What is the Number of children of OECD members? Provide a succinct answer.	2.43e+06.
19	What is the Number of children in Other small states? Give a very brief answer.	5.47e+05.
20	What is the Number of children of Pacific island small states? Offer a very short reply.	1.99e+04.
21	What is the Number of children of Small states? Give a very brief answer.	6.28e+05.
22	What is the difference between the Number of children in OECD members and Other small states? Provide a short and direct response.	1.88e+06.
23	What is the difference between the Number of children in OECD members and Pacific island small states? Offer a terse response.	2.41e+06.
24	What is the difference between the Number of children in OECD members and Small states? Your answer should be compact.	1.80e+06.
25	What is the difference between the Number of children in Other small states and Pacific island small states? Offer a very short reply.	5.27e+05.
26	What is the difference between the Number of children in Other small states and Small states? Give a very brief answer.	-8.10e+04
27	What is the difference between the Number of children in Pacific island small states and Small states? Ensure brevity in your answer.	-6.08e+05.
28	What is the ratio of the Number of children in OECD members to that in Other small states? Ensure brevity in your answer.	4.44.
29	What is the ratio of the Number of children in OECD members to that in Pacific island small states? Provide a succinct answer.	122.11
30	What is the ratio of the Number of children in OECD members to that in Small states? Your response must be concise.	3.86.
31	What is the ratio of the Number of children in Other small states to that in Pacific island small states? Ensure brevity in your answer.	27.48.
32	What is the ratio of the Number of children in Other small states to that in Small states? Your response must be concise.	0.87.
33	What is the ratio of the Number of children in Pacific island small states to that in Small states? Provide a succinct answer.	0.03.
34	What is the label of the Y-axis?	Country
35	How many countries are represented in the bar chart?	4
36	What color are the bars in the chart?	Pink
37	List the countries shown on the Y-axis from top to bottom.	Small states, Pacific island small states, Other small states, OECD members

Example 9 — 81 turns on one image

#	question	answer
1	Are the number of bars on each tick of the X-axis equal? Answer the question using a single word or phrase.	Yes.
2	How many bars are there on the 2nd tick from the left?	3.
3	In how many cases, is the number of bars for a given year not equal to the number of legend labels?	0.
4	What is the proportion of the population that is economically active in Greece in 2003?	52.5.
5	Across all years, what is the maximum proportion of the population that is economically active in Lao PDR?	94.3.
6	Across all years, what is the minimum proportion of the population that is economically active in Lao PDR?	66.6.
7	In which year was the proportion of the population that is economically active in Greece maximum?	2005.
8	What is the total proportion of the population that is economically active in United States in the graph?	198.8.
9	What is the difference between the proportion of the population that is economically active in Greece in 1995 and that in 2003?	-3.3.
10	What is the difference between the proportion of the population that is economically active in Lao PDR in 2003 and the proportion of the population that is economically active in Greece in 1995?	45.1.
11	What is the average proportion of the population that is economically active in Lao PDR per year?	80.77.
12	In the year 2003, what is the difference between the proportion of the population that is economically active in Lao PDR and proportion of the population that is economically active in United States?	28.1.
13	In how many years, is the proportion of the population that is economically active in Lao PDR greater than 36 %?	3.
14	What is the ratio of the proportion of the population that is economically active in Lao PDR in 1995 to that in 2005?	1.22.
15	Is the proportion of the population that is economically active in Greece in 1995 less than that in 2005?	Yes.
16	What is the difference between the highest and the second highest proportion of the population that is economically active in Lao PDR?	12.9.
17	What is the difference between the highest and the lowest proportion of the population that is economically active in Lao PDR?	27.7.
18	What does the 2nd bar from the left in 2005 represents?	Lao PDR.
19	What does the 2nd bar from the right in 1995 represents?	Lao PDR.
20	How many bars are there?	9.
21	Are all the bars in the graph horizontal?	No.
22	How many years are there in the graph?	3.
23	What is the difference between two consecutive major ticks on the Y-axis?	20.
24	Does the graph contain any zero values?	No.
25	Does the graph contain grids?	Yes.
26	Where does the legend appear in the graph?	Bottom right.
27	What is the title of the graph?	Proportion of the population (ages 15+) that is economically active.
28	Does "Latvia" appear as one of the legend labels in the graph?	No.
29	What is the label or title of the Y-axis?	Population (as % of total population).
30	What is the Population (as % of total population) in Greece in 1995?	49.2.
31	What is the Population (as % of total population) of Lao PDR in 1995?	81.4.
32	What is the Population (as % of total population) of United States in 1995?	66.6.
33	What is the Population (as % of total population) in Greece in 2003?	52.5.
34	What is the Population (as % of total population) of Lao PDR in 2003?	94.3.
35	What is the Population (as % of total population) in United States in 2003?	66.2.
36	What is the Population (as % of total population) in Greece in 2005?	53.2.
37	What is the Population (as % of total population) of Lao PDR in 2005?	66.6.
38	Across all years, what is the maximum Population (as % of total population) in Greece?	53.2.
39	Across all years, what is the maximum Population (as % of total population) of Lao PDR?	94.3.
40	Across all years, what is the maximum Population (as % of total population) in United States?	66.6.

41 further turns on this image are in the data.

Example 10 — 28 turns on one image

#	question	answer
1	Does the graph contain grids? Answer the question using a single word or phrase.	No.
2	What is the title of the graph?	Discrepancy in expenditure estimate of GDP of Philippines.
3	What is the label or title of the Y-axis?	Discrepancy in expenditure estimate of GDP (constant LCU).
4	Across all years, what is the maximum discrepancy in expenditure estimate of gdp?	4.67e+10
5	What is the sum of the discrepancy in expenditure estimate of gdp?	1.29e+11.
6	What is the difference between the discrepancy in expenditure estimate of gdp in 1985 and 1987?	4.43e+09.
7	What is the average discrepancy in expenditure estimate of gdp per year?	3.22e+10
8	What is the median discrepancy in expenditure estimate of gdp?	4.11e+10
9	What is the ratio of the discrepancy in expenditure estimate of gdp in 1985 to that in 1988?	1.17.
10	Is the difference between the discrepancy in expenditure estimate of gdp in 1985 and 1988 greater than the difference between any two years?	No.
11	What is the difference between the highest and the second highest discrepancy in expenditure estimate of gdp?	4.43e+09.
12	What is the difference between the highest and the lowest discrepancy in expenditure estimate of gdp?	4.67e+10
13	In how many years, is the discrepancy in expenditure estimate of gdp greater than the average discrepancy in expenditure estimate of gdp taken over all years?	3.
14	Are the values on the major ticks of Y-axis written in scientific E-notation?	Yes.
15	What is the Discrepancy in expenditure estimate of GDP (constant LCU) of 1985?	4.67e+10
16	What is the Discrepancy in expenditure estimate of GDP (constant LCU) in 1987?	4.22e+10
17	What is the Discrepancy in expenditure estimate of GDP (constant LCU) of 1988?	3.99e+10
18	What is the difference between the Discrepancy in expenditure estimate of GDP (constant LCU) in 1985 and 1987?	4.43e+09.
19	What is the difference between the Discrepancy in expenditure estimate of GDP (constant LCU) in 1985 and 1988?	6.79e+09.
20	What is the difference between the Discrepancy in expenditure estimate of GDP (constant LCU) in 1987 and 1988?	2.36e+09.
21	What is the ratio of the Discrepancy in expenditure estimate of GDP (constant LCU) in 1985 to that in 1987?	1.1.
22	What is the ratio of the Discrepancy in expenditure estimate of GDP (constant LCU) in 1985 to that in 1988?	1.17.
23	What is the ratio of the Discrepancy in expenditure estimate of GDP (constant LCU) in 1987 to that in 1988?	1.06.
24	What is the label of the X-axis?	Year
25	What color are the bars in the chart?	Yellow
26	What years are shown on the X-axis?	1985, 1986, 1987, 1988
27	What are the major tick values on the Y-axis from bottom to top?	0.00e+0, 1.00e+10, 2.00e+10, 3.00e+10, 4.00e+10
28	Is there a visible bar for the year 1986?	No

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