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questions.md
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| 1 |
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# Core questions (no hcat)
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* What are the average field sizes of each country in the baltics?
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* How many fields are there in Latvia?
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* What's the total area of devoted to agriculture in Latvia?
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* Is the average field size larger in lithuania or latvia?
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* How many fields are there that are under 1 hectare?
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* Show a map with the 10 largestfields
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* What percent of fields are under 2 hectares?
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* Show a map with the largest field in Estonia
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* Show a map with the ten largest fields
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* Which country has the most area covered by fields?
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* what is the average field size of the largest 10 percent of fields?
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* what percent of fields are over 20 hectares?
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* how big on average are the largest 20% of fields?
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* can you print me a table that calculates deciles of field area?
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* can you print me a table that shows the average field area by decile?
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## More coding / prompting needed
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### Maps with more
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* Show a map with the largest fields
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*seems to have a limit of 100, but nothing shows up*
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### Percent of total area
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* What precent of Latvia is used for agriculture?
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(just need to put in total area of latvia, etc. somewhere)
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### Quantiles / deciles
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* Can you make a table with quantiles / deciles of the field sizes?
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```
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SELECT NTILE(10) OVER (ORDER BY area) AS decile, MIN(area) AS min_size, MAX(area) AS max_size, AVG(area) AS avg_size FROM crops GROUP BY decile ORDER BY decile;
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```
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*GROUP BY clause cannot contain window functions!*
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- need to teach the right duckdb calculation for this.
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### Graphs / charts
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* Show a chart of field size by decile/quantile
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* Show a chart of field size by decile, with the most common crop for that decile (hcat)
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### Admin 2 level questions
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- Need to pre-process admin 2 names for each row.
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* How many fields are there in each county of Estonia?
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* What state/county has the highest percent of its land as agriculture?
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# hcat / crop questions
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* Show a map with the ten largest sugar beet fields
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* What are the top ten crops by area for Lithuania?
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* What are the top ten crops by number of fields for Lithuania?
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* What are the top ten crops that have a field size over 10 hectares in the baltics?
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- sometimes gets this TODO: teach manual sum of rows for 'number of fields' and field count', 'what are the most common crops'
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* What is the percent of wheat in the baltics?
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* what percent of latvia agricultural area is corn?
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* what is the average field size of corn in latvia?
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* what crop has the smallest average field size in latvia?
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* what are the ten crops with the smallest average field sizes in latvia?
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* what are the ten crops with the smallest average field sizes (with at least 20 fields) in latvia?
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* What percent of latvia is strawberries?
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* what are the ten crops with the largest average field sizes (with at least 20 fields) in latvia?
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* how many fields plant vetches in Latvia?
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* how many fields of corn are there in each of the baltic states?
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* what's the total area of corn in each of the baltic states?
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* what percent of lithuania is corn?
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* what is the average field size for wheat in the baltics?
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* What is the most common crop on fields over 5 hectares?
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* what is the most common crop on fields over 10 hectares in estonia?
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* What percent of sugar beet fields are over 10 hectares?
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- 45.74898785425101
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* what are the ten most common crops by number of fields?
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* What are the top 5 flowers in the baltics?
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* what are the top 5 legumes by field count in the baltics?
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* What are the top 5 legumes in the baltics?
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* what are the average field sizes of peas in the baltics?
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* what are the average field sizes of beans in the baltics?
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* what percent of estonia is not fallow or pasture?
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* What percent of latvia is fallow?
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* what are the sizes of strawberry fields by quantile in latvia?
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* what are the sizes of wheat fields by quantile in latvia?
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## More coding / prompting needed
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- *this is using the percent of the country, not the percent of the fields*
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* what is the percent of wheat in each country?
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- `SELECT collection, SUM(area) / 4346727 * 100 AS percent_wheat FROM crops WHERE crop_type IN ('common_soft_wheat', 'durum_hard_wheat') GROUP BY collection;` - should use percent of the country, not the total area. Also this doesn't return any results.
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* What are the average field sizes of the top ten crops by area?
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- Tried to teach it about not using windowed functions like row_number(), but seems like we need to explicitly train it for this type of query like we did for quantiles.
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* Which country has the largest area of arable crops (crop code starts with 3301)?
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* Which country has the largest area of grassland (crop code starts with 3302)?
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* Which country has the largest area of Permanent perenniel crops (crop code starts with 3303)?
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What is the most unique crop type for each country?
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- returned the values with the crop_type for each one.
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* What percent of sugar in the baltics is sugar beet?
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# Ideas needing more coding
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- show a chart or a graph
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- Natural language processing of responses, particularly when there's only one result.
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- decide on what to use of map, table, graph, answer
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- give more common names in output - ie clean up some of the weird quirks of eurocrops.- multi-step analysis, like get complex results from each country and then compare / analyze- pre-process country level stats
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- total area, total perimeter
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- by crop stats - total area, total percent of fields, total percent of overall land
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- add admin 2 (state) level attribute to each field
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- update the table when starting up? Save the new table?
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- do admin 2 level stats like country level ones- geospatial queries (should wait for duckdb 1.1 support)
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- like bounding box / polygon- joins with environmental data, etc.
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