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Datasets:
electricsheepafrica
/
Agricultural-Production-In-Africa-1961-to-2023

Size:
100K<n<1M
Tags:
climate
finance
biology
License:
Dataset card Data Studio Files
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 56 new columns ({'Millet - Yield (kg/ha)', 'Pineapples - Yield (kg/ha)', 'Sesame seed - Area harvested (ha)', 'Cocoa beans - Area harvested (ha)', 'Mangoes, guavas and mangosteens - Area harvested (ha)', 'Sugar cane - Production (t)', 'Sweet potatoes - Area harvested (ha)', 'Cottonseed oil - Production (t)', 'Soya beans - Area harvested (ha)', 'Sugar cane - Yield (kg/ha)', 'Cassava, fresh - Production (t)', 'Cocoa beans - Yield (kg/ha)', 'Sweet potatoes - Production (t)', 'Cashew nuts, in shell - Area harvested (ha)', 'Castor oil seeds - Area harvested (ha)', 'Kenaf, and other textile bast fibres, raw or retted - Production (t)', 'Coffee, green - Yield (kg/ha)', 'Oil of palm kernel - Production (t)', 'Pig fat, rendered - Production (t)', 'Avocados - Yield (kg/ha)', 'Kenaf, and other textile bast fibres, raw or retted - Yield (kg/ha)', 'Sugar cane - Area harvested (ha)', 'Castor oil seeds - Production (t)', 'Sisal, raw - Area harvested (ha)', 'Castor oil seeds - Yield (kg/ha)', 'Cashew nuts, in shell - Yield (kg/ha)', 'Soya beans - Yield (kg/ha)', 'Cassava, fresh - Yield (kg/ha)', 'Mangoes, guavas and mangosteens - Production (t)', 'Cashew nuts, in shell - Production (t)', 'Mangoes, guavas and mangosteens - Yield (kg/ha)', 'Palm oil - Production (t)', 'Palm kernels - Production (t)', 'Avocados - Production (t)', 'Kenaf, and other textile bast fibres, raw or retted - Area harvested (ha)', 'Millet - Area harvested (ha)', 'Sesame seed - Production (t)', 'Oil palm fruit - Yield (kg/ha)', 'Sisal, raw - Production (t)', 'Game meat, fresh, chilled or frozen - Production (t)', 'Pineapples - Area harvested (ha)', 'Sweet potatoes - Yield (kg/ha)', 'Oil palm fruit - Area harvested (ha)', 'Cassava, fresh - Area harvested (ha)', 'Cheese from whole cow milk - Production (t)', 'Soya beans - Production (t)', 'Cocoa beans - Production (t)', 'Beeswax - Production (t)', 'Oil palm fruit - Production (t)', 'Coffee, green - Area harvested (ha)', 'Pineapples - Production (t)', 'Coffee, green - Production (t)', 'Sesame seed - Yield (kg/ha)', 'Millet - Production (t)', 'Avocados - Area harvested (ha)', 'Sisal, raw - Yield (kg/ha)'}) and 165 missing columns ({'Meat of rabbits and hares, fresh or chilled - Yield/Carcass Weight (g/An)', 'Almonds, in shell - Area harvested (ha)', 'Triticale - Area harvested (ha)', 'Vetches - Production (t)', 'Cherries - Area harvested (ha)', 'Cherries - Production (t)', 'Quinces - Production (t)', 'Edible offals of horses and other equines,  fresh, chilled or frozen - Producing Animals/Slaughtered (An)', 'Chillies and peppers, dry (Capsicum spp., Pimenta spp.), raw - Area harvested (ha)', 'Fat of camels - Producing Animals/Slaughtered (An)', 'Lemons and limes - Yield (kg/ha)', 'Apricots - Yield (kg/ha)', 'Rapeseed or canola oil, crude - Production (t)', 'Turkeys - Stocks (1000 An)', 'Camels - Stocks (An)', 'Cauliflowers and broccoli - Yield (kg/ha)', 'Pumpkins, squash and gourds - Yield (kg/ha)', 'Horse meat, fresh or chilled - Production (t)', 'Chillies and peppers, green (Capsicum spp. and Pimenta spp.) - Production (t)', 'Lemons and limes - Area harvested (ha)', 'Raw milk of camel - Production (t)', 'Pomelos and grapefruits - Area harvested (ha)', 'Peas, dry - Yield (kg/ha)', 'Other tropical fruits, n.e.c. - Production (t)', 'Ducks - Stocks (1000 An)', 'Rabbits and hares - Stocks (1000 An)', 'Sugar beet - Production (t)', 'Tangerines, mandarins, clementines - Production (t)', 'Watermelons - Area harvested (ha)', 'Lentils, dry - Production (t)', 'Meat of camels, fresh or chilled - Yield/Carcass Weight (kg/An)', 'Raw milk of sheep - Production (t)', 'Rape or colza seed - Production (t)', 'Peas, gre
...
 'Grapes - Yield (kg/ha)', 'Green tea (not fermented), black tea (fermented) and partly fermented tea, in immediate packings of a content not exceeding 3 kg - Production (t)', 'Other beans, green - Production (t)', 'Chick peas, dry - Yield (kg/ha)', 'Plums and sloes - Yield (kg/ha)', 'Oranges - Yield (kg/ha)', 'Figs - Area harvested (ha)', 'Other pulses n.e.c. - Area harvested (ha)', 'Oranges - Area harvested (ha)', 'Other pulses n.e.c. - Yield (kg/ha)', 'Artichokes - Area harvested (ha)', 'Plums and sloes - Production (t)', 'Apples - Yield (kg/ha)', 'Meat of turkeys, fresh or chilled - Producing Animals/Slaughtered (1000 An)', 'Chillies and peppers, green (Capsicum spp. and Pimenta spp.) - Area harvested (ha)', 'Cherries - Yield (kg/ha)', 'Broad beans and horse beans, green - Area harvested (ha)', 'Grapes - Production (t)', 'Lentils, dry - Area harvested (ha)', 'Lemons and limes - Production (t)', 'Peas, dry - Area harvested (ha)', 'Sugar beet - Yield (kg/ha)', 'Chick peas, dry - Production (t)', 'Meat of rabbits and hares, fresh or chilled - Producing Animals/Slaughtered (1000 An)', 'Eggplants (aubergines) - Area harvested (ha)', 'Olives - Area harvested (ha)', 'Peas, dry - Production (t)', 'Broad beans and horse beans, green - Production (t)', 'Cheese from skimmed cow milk - Production (t)', 'Tangerines, mandarins, clementines - Area harvested (ha)', 'Safflower-seed oil, crude - Production (t)', 'Tangerines, mandarins, clementines - Yield (kg/ha)', 'Figs - Production (t)'}).

This happened while the csv dataset builder was generating data using

hf://datasets/electricsheepafrica/Agricultural-Production-In-Africa-1961-to-2023/Angola_agricultural_data_wide.csv (at revision 8baaa717e6ec54ee05ba481760524e12a0e3afd0)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1871, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 643, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2293, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2241, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Date: string
              Asses - Stocks (An): double
              Avocados - Area harvested (ha): double
              Avocados - Production (t): double
              Avocados - Yield (kg/ha): double
              Bananas - Area harvested (ha): double
              Bananas - Production (t): double
              Bananas - Yield (kg/ha): double
              Beans, dry - Area harvested (ha): double
              Beans, dry - Production (t): double
              Beans, dry - Yield (kg/ha): double
              Beef and Buffalo Meat, primary - Producing Animals/Slaughtered (An): double
              Beef and Buffalo Meat, primary - Production (t): double
              Beef and Buffalo Meat, primary - Yield/Carcass Weight (kg/An): double
              Beer of barley, malted - Production (t): double
              Bees - Stocks (No): double
              Beeswax - Production (t): double
              Butter and Ghee - Production (t): double
              Butter of cow milk - Production (t): double
              Buttermilk, dry - Production (t): double
              Cabbages - Area harvested (ha): double
              Cabbages - Production (t): double
              Cabbages - Yield (kg/ha): double
              Carrots and turnips - Area harvested (ha): double
              Carrots and turnips - Production (t): double
              Carrots and turnips - Yield (kg/ha): double
              Cashew nuts, in shell - Area harvested (ha): double
              Cashew nuts, in shell - Production (t): double
              Cashew nuts, in shell - Yield (kg/ha): double
              Cassava, fresh - Area harvested (ha): double
              Cassava, fresh - Production (t): double
              Cassava, fresh - Yield (kg/ha): double
              Castor oil seeds - Area harvested (ha): double
              Castor oil seeds - Production (t): double
              Castor oil seeds - Yield (kg/ha): double
              Cattle - Stocks (An): double
              Cattle and Buffaloes - Stocks
              ...
              vested (ha): double
              Sorghum - Production (t): double
              Sorghum - Yield (kg/ha): double
              Soya beans - Area harvested (ha): double
              Soya beans - Production (t): double
              Soya beans - Yield (kg/ha): double
              Sugar Crops Primary - Area harvested (ha): double
              Sugar Crops Primary - Production (t): double
              Sugar Crops Primary - Yield (kg/ha): double
              Sugar cane - Area harvested (ha): double
              Sugar cane - Production (t): double
              Sugar cane - Yield (kg/ha): double
              Sunflower seed - Area harvested (ha): double
              Sunflower seed - Production (t): double
              Sunflower seed - Yield (kg/ha): double
              Sunflower-seed oil, crude - Production (t): double
              Sweet potatoes - Area harvested (ha): double
              Sweet potatoes - Production (t): double
              Sweet potatoes - Yield (kg/ha): double
              Swine / pigs - Stocks (An): double
              Tomatoes - Area harvested (ha): double
              Tomatoes - Production (t): double
              Tomatoes - Yield (kg/ha): double
              Treenuts, Total - Area harvested (ha): double
              Treenuts, Total - Production (t): double
              Treenuts, Total - Yield (kg/ha): double
              Unmanufactured tobacco - Area harvested (ha): double
              Unmanufactured tobacco - Production (t): double
              Unmanufactured tobacco - Yield (kg/ha): double
              Vegetables Primary - Area harvested (ha): double
              Vegetables Primary - Production (t): double
              Vegetables Primary - Yield (kg/ha): double
              Wheat - Area harvested (ha): double
              Wheat - Production (t): double
              Wheat - Yield (kg/ha): double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 41708
              to
              {'Date': Value(dtype='string', id=None), 'Almonds, in shell - Area harvested (ha)': Value(dtype='float64', id=None), 'Almonds, in shell - Production (t)': Value(dtype='float64', id=None), 'Almonds, in shell - Yield (kg/ha)': Value(dtype='float64', id=None), 'Apples - Area harvested (ha)': Value(dtype='float64', id=None), 'Apples - Production (t)': Value(dtype='float64', id=None), 'Apples - Yield (kg/ha)': Value(dtype='float64', id=None), 'Apricots - Area harvested (ha)': Value(dtype='float64', id=None), 'Apricots - Production (t)': Value(dtype='float64', id=None), 'Apricots - Yield (kg/ha)': Value(dtype='float64', id=None), 'Artichokes - Area harvested (ha)': Value(dtype='float64', id=None), 'Artichokes - Production (t)': Value(dtype='float64', id=None), 'Artichokes - Yield (kg/ha)': Value(dtype='float64', id=None), 'Asses - Stocks (An)': Value(dtype='float64', id=None), 'Bananas - Area harvested (ha)': Value(dtype='float64', id=None), 'Bananas - Production (t)': Value(dtype='float64', id=None), 'Bananas - Yield (kg/ha)': Value(dtype='float64', id=None), 'Barley - Area harvested (ha)': Value(dtype='float64', id=None), 'Barley - Production (t)': Value(dtype='float64', id=None), 'Barley - Yield (kg/ha)': Value(dtype='float64', id=None), 'Beans, dry - Area harvested (ha)': Value(dtype='float64', id=None), 'Beans, dry - Production (t)': Value(dtype='float64', id=None), 'Beans, dry - Yield (kg/ha)': Value(dtype='float64', id=None), 'Beef and Buffalo Meat, primary - Producing Anima
              ...
              lue(dtype='float64', id=None), 'Treenuts, Total - Production (t)': Value(dtype='float64', id=None), 'Treenuts, Total - Yield (kg/ha)': Value(dtype='float64', id=None), 'Triticale - Area harvested (ha)': Value(dtype='float64', id=None), 'Triticale - Production (t)': Value(dtype='float64', id=None), 'Triticale - Yield (kg/ha)': Value(dtype='float64', id=None), 'Turkeys - Stocks (1000 An)': Value(dtype='float64', id=None), 'Unmanufactured tobacco - Area harvested (ha)': Value(dtype='float64', id=None), 'Unmanufactured tobacco - Production (t)': Value(dtype='float64', id=None), 'Unmanufactured tobacco - Yield (kg/ha)': Value(dtype='float64', id=None), 'Vegetables Primary - Area harvested (ha)': Value(dtype='float64', id=None), 'Vegetables Primary - Production (t)': Value(dtype='float64', id=None), 'Vegetables Primary - Yield (kg/ha)': Value(dtype='float64', id=None), 'Vetches - Area harvested (ha)': Value(dtype='float64', id=None), 'Vetches - Production (t)': Value(dtype='float64', id=None), 'Vetches - Yield (kg/ha)': Value(dtype='float64', id=None), 'Watermelons - Area harvested (ha)': Value(dtype='float64', id=None), 'Watermelons - Production (t)': Value(dtype='float64', id=None), 'Watermelons - Yield (kg/ha)': Value(dtype='float64', id=None), 'Wheat - Area harvested (ha)': Value(dtype='float64', id=None), 'Wheat - Production (t)': Value(dtype='float64', id=None), 'Wheat - Yield (kg/ha)': Value(dtype='float64', id=None), 'Wine - Production (t)': Value(dtype='float64', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1436, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1053, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 925, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1001, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1742, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1873, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 56 new columns ({'Millet - Yield (kg/ha)', 'Pineapples - Yield (kg/ha)', 'Sesame seed - Area harvested (ha)', 'Cocoa beans - Area harvested (ha)', 'Mangoes, guavas and mangosteens - Area harvested (ha)', 'Sugar cane - Production (t)', 'Sweet potatoes - Area harvested (ha)', 'Cottonseed oil - Production (t)', 'Soya beans - Area harvested (ha)', 'Sugar cane - Yield (kg/ha)', 'Cassava, fresh - Production (t)', 'Cocoa beans - Yield (kg/ha)', 'Sweet potatoes - Production (t)', 'Cashew nuts, in shell - Area harvested (ha)', 'Castor oil seeds - Area harvested (ha)', 'Kenaf, and other textile bast fibres, raw or retted - Production (t)', 'Coffee, green - Yield (kg/ha)', 'Oil of palm kernel - Production (t)', 'Pig fat, rendered - Production (t)', 'Avocados - Yield (kg/ha)', 'Kenaf, and other textile bast fibres, raw or retted - Yield (kg/ha)', 'Sugar cane - Area harvested (ha)', 'Castor oil seeds - Production (t)', 'Sisal, raw - Area harvested (ha)', 'Castor oil seeds - Yield (kg/ha)', 'Cashew nuts, in shell - Yield (kg/ha)', 'Soya beans - Yield (kg/ha)', 'Cassava, fresh - Yield (kg/ha)', 'Mangoes, guavas and mangosteens - Production (t)', 'Cashew nuts, in shell - Production (t)', 'Mangoes, guavas and mangosteens - Yield (kg/ha)', 'Palm oil - Production (t)', 'Palm kernels - Production (t)', 'Avocados - Production (t)', 'Kenaf, and other textile bast fibres, raw or retted - Area harvested (ha)', 'Millet - Area harvested (ha)', 'Sesame seed - Production (t)', 'Oil palm fruit - Yield (kg/ha)', 'Sisal, raw - Production (t)', 'Game meat, fresh, chilled or frozen - Production (t)', 'Pineapples - Area harvested (ha)', 'Sweet potatoes - Yield (kg/ha)', 'Oil palm fruit - Area harvested (ha)', 'Cassava, fresh - Area harvested (ha)', 'Cheese from whole cow milk - Production (t)', 'Soya beans - Production (t)', 'Cocoa beans - Production (t)', 'Beeswax - Production (t)', 'Oil palm fruit - Production (t)', 'Coffee, green - Area harvested (ha)', 'Pineapples - Production (t)', 'Coffee, green - Production (t)', 'Sesame seed - Yield (kg/ha)', 'Millet - Production (t)', 'Avocados - Area harvested (ha)', 'Sisal, raw - Yield (kg/ha)'}) and 165 missing columns ({'Meat of rabbits and hares, fresh or chilled - Yield/Carcass Weight (g/An)', 'Almonds, in shell - Area harvested (ha)', 'Triticale - Area harvested (ha)', 'Vetches - Production (t)', 'Cherries - Area harvested (ha)', 'Cherries - Production (t)', 'Quinces - Production (t)', 'Edible offals of horses and other equines,  fresh, chilled or frozen - Producing Animals/Slaughtered (An)', 'Chillies and peppers, dry (Capsicum spp., Pimenta spp.), raw - Area harvested (ha)', 'Fat of camels - Producing Animals/Slaughtered (An)', 'Lemons and limes - Yield (kg/ha)', 'Apricots - Yield (kg/ha)', 'Rapeseed or canola oil, crude - Production (t)', 'Turkeys - Stocks (1000 An)', 'Camels - Stocks (An)', 'Cauliflowers and broccoli - Yield (kg/ha)', 'Pumpkins, squash and gourds - Yield (kg/ha)', 'Horse meat, fresh or chilled - Production (t)', 'Chillies and peppers, green (Capsicum spp. and Pimenta spp.) - Production (t)', 'Lemons and limes - Area harvested (ha)', 'Raw milk of camel - Production (t)', 'Pomelos and grapefruits - Area harvested (ha)', 'Peas, dry - Yield (kg/ha)', 'Other tropical fruits, n.e.c. - Production (t)', 'Ducks - Stocks (1000 An)', 'Rabbits and hares - Stocks (1000 An)', 'Sugar beet - Production (t)', 'Tangerines, mandarins, clementines - Production (t)', 'Watermelons - Area harvested (ha)', 'Lentils, dry - Production (t)', 'Meat of camels, fresh or chilled - Yield/Carcass Weight (kg/An)', 'Raw milk of sheep - Production (t)', 'Rape or colza seed - Production (t)', 'Peas, gre
              ...
               'Grapes - Yield (kg/ha)', 'Green tea (not fermented), black tea (fermented) and partly fermented tea, in immediate packings of a content not exceeding 3 kg - Production (t)', 'Other beans, green - Production (t)', 'Chick peas, dry - Yield (kg/ha)', 'Plums and sloes - Yield (kg/ha)', 'Oranges - Yield (kg/ha)', 'Figs - Area harvested (ha)', 'Other pulses n.e.c. - Area harvested (ha)', 'Oranges - Area harvested (ha)', 'Other pulses n.e.c. - Yield (kg/ha)', 'Artichokes - Area harvested (ha)', 'Plums and sloes - Production (t)', 'Apples - Yield (kg/ha)', 'Meat of turkeys, fresh or chilled - Producing Animals/Slaughtered (1000 An)', 'Chillies and peppers, green (Capsicum spp. and Pimenta spp.) - Area harvested (ha)', 'Cherries - Yield (kg/ha)', 'Broad beans and horse beans, green - Area harvested (ha)', 'Grapes - Production (t)', 'Lentils, dry - Area harvested (ha)', 'Lemons and limes - Production (t)', 'Peas, dry - Area harvested (ha)', 'Sugar beet - Yield (kg/ha)', 'Chick peas, dry - Production (t)', 'Meat of rabbits and hares, fresh or chilled - Producing Animals/Slaughtered (1000 An)', 'Eggplants (aubergines) - Area harvested (ha)', 'Olives - Area harvested (ha)', 'Peas, dry - Production (t)', 'Broad beans and horse beans, green - Production (t)', 'Cheese from skimmed cow milk - Production (t)', 'Tangerines, mandarins, clementines - Area harvested (ha)', 'Safflower-seed oil, crude - Production (t)', 'Tangerines, mandarins, clementines - Yield (kg/ha)', 'Figs - Production (t)'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/electricsheepafrica/Agricultural-Production-In-Africa-1961-to-2023/Angola_agricultural_data_wide.csv (at revision 8baaa717e6ec54ee05ba481760524e12a0e3afd0)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

Date
string
Almonds, in shell - Area harvested (ha)
float64
Almonds, in shell - Production (t)
float64
Almonds, in shell - Yield (kg/ha)
float64
Apples - Area harvested (ha)
float64
Apples - Production (t)
float64
Apples - Yield (kg/ha)
float64
Apricots - Area harvested (ha)
float64
Apricots - Production (t)
float64
Apricots - Yield (kg/ha)
float64
Artichokes - Area harvested (ha)
float64
Artichokes - Production (t)
float64
Artichokes - Yield (kg/ha)
float64
Asses - Stocks (An)
float64
Bananas - Area harvested (ha)
null
Bananas - Production (t)
null
Bananas - Yield (kg/ha)
null
Barley - Area harvested (ha)
float64
Barley - Production (t)
float64
Barley - Yield (kg/ha)
float64
Beans, dry - Area harvested (ha)
float64
Beans, dry - Production (t)
float64
Beans, dry - Yield (kg/ha)
float64
Beef and Buffalo Meat, primary - Producing Animals/Slaughtered (An)
float64
Beef and Buffalo Meat, primary - Production (t)
float64
Beef and Buffalo Meat, primary - Yield/Carcass Weight (kg/An)
float64
Beer of barley, malted - Production (t)
float64
Bees - Stocks (No)
float64
Broad beans and horse beans, dry - Area harvested (ha)
float64
Broad beans and horse beans, dry - Production (t)
float64
Broad beans and horse beans, dry - Yield (kg/ha)
float64
Broad beans and horse beans, green - Area harvested (ha)
float64
Broad beans and horse beans, green - Production (t)
float64
Broad beans and horse beans, green - Yield (kg/ha)
null
Butter and Ghee - Production (t)
float64
Butter of cow milk - Production (t)
float64
Buttermilk, dry - Production (t)
null
Cabbages - Area harvested (ha)
float64
Cabbages - Production (t)
float64
Cabbages - Yield (kg/ha)
null
Camels - Stocks (An)
float64
Carrots and turnips - Area harvested (ha)
float64
Carrots and turnips - Production (t)
float64
Carrots and turnips - Yield (kg/ha)
float64
Cattle - Stocks (An)
float64
Cattle and Buffaloes - Stocks (An)
float64
Cattle fat, unrendered - Producing Animals/Slaughtered (An)
float64
Cattle fat, unrendered - Production (t)
float64
Cauliflowers and broccoli - Area harvested (ha)
float64
Cauliflowers and broccoli - Production (t)
float64
Cauliflowers and broccoli - Yield (kg/ha)
null
Cereals, primary - Area harvested (ha)
float64
Cereals, primary - Production (t)
float64
Cereals, primary - Yield (kg/ha)
float64
Cheese (All Kinds) - Production (t)
float64
Cheese from skimmed cow milk - Production (t)
float64
Cherries - Area harvested (ha)
null
Cherries - Production (t)
float64
Cherries - Yield (kg/ha)
null
Chick peas, dry - Area harvested (ha)
float64
Chick peas, dry - Production (t)
float64
Chick peas, dry - Yield (kg/ha)
float64
Chickens - Stocks (1000 An)
float64
Chillies and peppers, dry (Capsicum spp., Pimenta spp.), raw - Area harvested (ha)
null
Chillies and peppers, dry (Capsicum spp., Pimenta spp.), raw - Production (t)
float64
Chillies and peppers, dry (Capsicum spp., Pimenta spp.), raw - Yield (kg/ha)
null
Chillies and peppers, green (Capsicum spp. and Pimenta spp.) - Area harvested (ha)
float64
Chillies and peppers, green (Capsicum spp. and Pimenta spp.) - Production (t)
float64
Chillies and peppers, green (Capsicum spp. and Pimenta spp.) - Yield (kg/ha)
null
Citrus Fruit, Total - Area harvested (ha)
float64
Citrus Fruit, Total - Production (t)
float64
Citrus Fruit, Total - Yield (kg/ha)
float64
Cotton lint, ginned - Production (t)
float64
Cotton seed - Production (t)
float64
Cucumbers and gherkins - Area harvested (ha)
float64
Cucumbers and gherkins - Production (t)
float64
Cucumbers and gherkins - Yield (kg/ha)
null
Dates - Area harvested (ha)
float64
Dates - Production (t)
float64
Dates - Yield (kg/ha)
float64
Ducks - Stocks (1000 An)
float64
Edible offal of cattle, fresh, chilled or frozen - Producing Animals/Slaughtered (An)
float64
Edible offal of cattle, fresh, chilled or frozen - Production (t)
float64
Edible offal of goat, fresh, chilled or frozen - Producing Animals/Slaughtered (An)
float64
Edible offal of goat, fresh, chilled or frozen - Production (t)
float64
Edible offal of pigs, fresh, chilled or frozen - Producing Animals/Slaughtered (An)
float64
Edible offal of pigs, fresh, chilled or frozen - Production (t)
float64
Edible offal of sheep, fresh, chilled or frozen - Producing Animals/Slaughtered (An)
float64
Edible offal of sheep, fresh, chilled or frozen - Production (t)
float64
Edible offals of camels and other camelids, fresh, chilled or frozen - Producing Animals/Slaughtered (An)
float64
Edible offals of camels and other camelids, fresh, chilled or frozen - Production (t)
float64
Edible offals of horses and other equines, fresh, chilled or frozen - Producing Animals/Slaughtered (An)
float64
Edible offals of horses and other equines, fresh, chilled or frozen - Production (t)
float64
Eggplants (aubergines) - Area harvested (ha)
float64
Eggplants (aubergines) - Production (t)
float64
Eggplants (aubergines) - Yield (kg/ha)
null
Eggs Primary - Laying (1000 An)
float64
Eggs Primary - Production (t)
float64
Eggs Primary - Yield/Carcass Weight (g/An)
float64
Fat of camels - Producing Animals/Slaughtered (An)
float64
Fat of camels - Production (t)
float64
Fat of pigs - Producing Animals/Slaughtered (An)
float64
Fat of pigs - Production (t)
float64
Fibre Crops, Fibre Equivalent - Area harvested (ha)
float64
Fibre Crops, Fibre Equivalent - Production (t)
float64
Fibre Crops, Fibre Equivalent - Yield (kg/ha)
float64
Figs - Area harvested (ha)
float64
Figs - Production (t)
float64
Figs - Yield (kg/ha)
float64
Fruit Primary - Area harvested (ha)
float64
Fruit Primary - Production (t)
float64
Fruit Primary - Yield (kg/ha)
float64
Geese - Stocks (1000 An)
float64
Goat fat, unrendered - Producing Animals/Slaughtered (An)
float64
Goat fat, unrendered - Production (t)
float64
Goats - Stocks (An)
float64
Grapes - Area harvested (ha)
float64
Grapes - Production (t)
float64
Grapes - Yield (kg/ha)
float64
Green garlic - Area harvested (ha)
float64
Green garlic - Production (t)
float64
Green garlic - Yield (kg/ha)
null
Green tea (not fermented), black tea (fermented) and partly fermented tea, in immediate packings of a content not exceeding 3 kg - Production (t)
null
Groundnut oil - Production (t)
float64
Groundnuts, excluding shelled - Area harvested (ha)
float64
Groundnuts, excluding shelled - Production (t)
float64
Groundnuts, excluding shelled - Yield (kg/ha)
null
Hen eggs in shell, fresh - Laying (1000 An)
float64
Hen eggs in shell, fresh - Production (1000 No)
float64
Hen eggs in shell, fresh - Production (t)
float64
Hen eggs in shell, fresh - Yield (No/An)
float64
Hen eggs in shell, fresh - Yield/Carcass Weight (g/An)
float64
Horse meat, fresh or chilled - Producing Animals/Slaughtered (An)
float64
Horse meat, fresh or chilled - Production (t)
float64
Horse meat, fresh or chilled - Yield/Carcass Weight (kg/An)
float64
Horses - Stocks (An)
float64
Lemons and limes - Area harvested (ha)
float64
Lemons and limes - Production (t)
float64
Lemons and limes - Yield (kg/ha)
float64
Lentils, dry - Area harvested (ha)
float64
Lentils, dry - Production (t)
float64
Lentils, dry - Yield (kg/ha)
float64
Locust beans (carobs) - Area harvested (ha)
float64
Locust beans (carobs) - Production (t)
float64
Locust beans (carobs) - Yield (kg/ha)
float64
Maize (corn) - Area harvested (ha)
float64
Maize (corn) - Production (t)
float64
Maize (corn) - Yield (kg/ha)
float64
Margarine and shortening - Production (t)
float64
Meat of camels, fresh or chilled - Producing Animals/Slaughtered (An)
float64
Meat of camels, fresh or chilled - Production (t)
float64
Meat of camels, fresh or chilled - Yield/Carcass Weight (kg/An)
float64
Meat of cattle with the bone, fresh or chilled - Producing Animals/Slaughtered (An)
float64
Meat of cattle with the bone, fresh or chilled - Production (t)
float64
Meat of cattle with the bone, fresh or chilled - Yield/Carcass Weight (kg/An)
float64
Meat of chickens, fresh or chilled - Producing Animals/Slaughtered (1000 An)
float64
Meat of chickens, fresh or chilled - Production (t)
float64
Meat of chickens, fresh or chilled - Yield/Carcass Weight (g/An)
float64
Meat of goat, fresh or chilled - Producing Animals/Slaughtered (An)
float64
Meat of goat, fresh or chilled - Production (t)
float64
Meat of goat, fresh or chilled - Yield/Carcass Weight (kg/An)
float64
Meat of pig with the bone, fresh or chilled - Producing Animals/Slaughtered (An)
float64
Meat of pig with the bone, fresh or chilled - Production (t)
float64
Meat of pig with the bone, fresh or chilled - Yield/Carcass Weight (kg/An)
float64
Meat of rabbits and hares, fresh or chilled - Producing Animals/Slaughtered (1000 An)
float64
Meat of rabbits and hares, fresh or chilled - Production (t)
float64
Meat of rabbits and hares, fresh or chilled - Yield/Carcass Weight (g/An)
float64
Meat of sheep, fresh or chilled - Producing Animals/Slaughtered (An)
float64
Meat of sheep, fresh or chilled - Production (t)
float64
Meat of sheep, fresh or chilled - Yield/Carcass Weight (kg/An)
float64
Meat of turkeys, fresh or chilled - Producing Animals/Slaughtered (1000 An)
float64
Meat of turkeys, fresh or chilled - Production (t)
float64
Meat of turkeys, fresh or chilled - Yield/Carcass Weight (g/An)
float64
Meat, Poultry - Producing Animals/Slaughtered (1000 An)
float64
Meat, Poultry - Production (t)
float64
Meat, Poultry - Yield/Carcass Weight (g/An)
float64
Meat, Total - Production (t)
float64
Milk, Total - Milk Animals (An)
float64
Milk, Total - Production (t)
float64
Molasses - Production (t)
float64
Mules and hinnies - Stocks (An)
float64
Mushrooms and truffles - Production (t)
float64
Natural honey - Production (t)
null
Oats - Area harvested (ha)
float64
Oats - Production (t)
float64
Oats - Yield (kg/ha)
float64
Oilcrops, Cake Equivalent - Area harvested (ha)
float64
Oilcrops, Cake Equivalent - Production (t)
float64
Oilcrops, Cake Equivalent - Yield (kg/ha)
float64
Oilcrops, Oil Equivalent - Area harvested (ha)
float64
Oilcrops, Oil Equivalent - Production (t)
float64
Oilcrops, Oil Equivalent - Yield (kg/ha)
float64
Olive oil - Production (t)
float64
Olives - Area harvested (ha)
float64
Olives - Production (t)
float64
Olives - Yield (kg/ha)
null
Onions and shallots, dry (excluding dehydrated) - Area harvested (ha)
float64
Onions and shallots, dry (excluding dehydrated) - Production (t)
float64
Onions and shallots, dry (excluding dehydrated) - Yield (kg/ha)
float64
Onions and shallots, green - Area harvested (ha)
null
Onions and shallots, green - Production (t)
float64
Onions and shallots, green - Yield (kg/ha)
null
Oranges - Area harvested (ha)
float64
Oranges - Production (t)
float64
Oranges - Yield (kg/ha)
float64
Other beans, green - Area harvested (ha)
float64
Other beans, green - Production (t)
float64
Other beans, green - Yield (kg/ha)
float64
Other citrus fruit, n.e.c. - Area harvested (ha)
null
Other citrus fruit, n.e.c. - Production (t)
float64
Other citrus fruit, n.e.c. - Yield (kg/ha)
null
Other fruits, n.e.c. - Area harvested (ha)
null
Other fruits, n.e.c. - Production (t)
float64
Other fruits, n.e.c. - Yield (kg/ha)
null
Other pulses n.e.c. - Area harvested (ha)
null
Other pulses n.e.c. - Production (t)
null
Other pulses n.e.c. - Yield (kg/ha)
null
Other stone fruits - Area harvested (ha)
null
Other stone fruits - Production (t)
null
Other stone fruits - Yield (kg/ha)
null
Other tropical fruits, n.e.c. - Production (t)
float64
Other vegetables, fresh n.e.c. - Area harvested (ha)
float64
Other vegetables, fresh n.e.c. - Production (t)
float64
Other vegetables, fresh n.e.c. - Yield (kg/ha)
float64
Peaches and nectarines - Area harvested (ha)
float64
Peaches and nectarines - Production (t)
float64
Peaches and nectarines - Yield (kg/ha)
float64
Pears - Area harvested (ha)
float64
Pears - Production (t)
float64
Pears - Yield (kg/ha)
float64
Peas, dry - Area harvested (ha)
float64
Peas, dry - Production (t)
float64
Peas, dry - Yield (kg/ha)
float64
Peas, green - Area harvested (ha)
float64
Peas, green - Production (t)
float64
Peas, green - Yield (kg/ha)
null
Plums and sloes - Area harvested (ha)
float64
Plums and sloes - Production (t)
float64
Plums and sloes - Yield (kg/ha)
float64
Pomelos and grapefruits - Area harvested (ha)
float64
Pomelos and grapefruits - Production (t)
float64
Pomelos and grapefruits - Yield (kg/ha)
float64
Potatoes - Area harvested (ha)
float64
Potatoes - Production (t)
float64
Potatoes - Yield (kg/ha)
float64
Poultry Birds - Stocks (1000 An)
float64
Pulses, Total - Area harvested (ha)
float64
Pulses, Total - Production (t)
float64
Pulses, Total - Yield (kg/ha)
float64
Pumpkins, squash and gourds - Area harvested (ha)
float64
Pumpkins, squash and gourds - Production (t)
float64
Pumpkins, squash and gourds - Yield (kg/ha)
null
Quinces - Area harvested (ha)
null
Quinces - Production (t)
null
Quinces - Yield (kg/ha)
null
Rabbits and hares - Stocks (1000 An)
float64
Rape or colza seed - Area harvested (ha)
float64
Rape or colza seed - Production (t)
float64
Rape or colza seed - Yield (kg/ha)
null
Rapeseed or canola oil, crude - Production (t)
float64
Raw cane or beet sugar (centrifugal only) - Production (t)
float64
Raw hides and skins of cattle - Producing Animals/Slaughtered (An)
float64
Raw hides and skins of cattle - Production (t)
float64
Raw hides and skins of goats or kids - Producing Animals/Slaughtered (An)
float64
Raw hides and skins of goats or kids - Production (t)
float64
Raw hides and skins of sheep or lambs - Producing Animals/Slaughtered (An)
float64
Raw hides and skins of sheep or lambs - Production (t)
float64
Raw milk of camel - Milk Animals (An)
float64
Raw milk of camel - Production (t)
float64
Raw milk of cattle - Milk Animals (An)
float64
Raw milk of cattle - Production (t)
float64
Raw milk of goats - Milk Animals (An)
float64
Raw milk of goats - Production (t)
float64
Raw milk of sheep - Milk Animals (An)
float64
Raw milk of sheep - Production (t)
float64
Rice - Area harvested (ha)
float64
Rice - Production (t)
float64
Rice - Yield (kg/ha)
float64
Roots and Tubers, Total - Area harvested (ha)
float64
Roots and Tubers, Total - Production (t)
float64
Roots and Tubers, Total - Yield (kg/ha)
float64
Safflower-seed oil, crude - Production (t)
float64
Seed cotton, unginned - Area harvested (ha)
float64
Seed cotton, unginned - Production (t)
float64
Seed cotton, unginned - Yield (kg/ha)
float64
Sheep - Stocks (An)
float64
Sheep and Goat Meat - Producing Animals/Slaughtered (An)
float64
Sheep and Goat Meat - Production (t)
float64
Sheep and Goat Meat - Yield/Carcass Weight (kg/An)
float64
Sheep and Goats - Stocks (An)
float64
Sheep fat, unrendered - Producing Animals/Slaughtered (An)
float64
Sheep fat, unrendered - Production (t)
float64
Shorn wool, greasy, including fleece-washed shorn wool - Production (t)
float64
Skim Milk & Buttermilk, Dry - Production (t)
null
Skim milk of cows - Production (t)
float64
Sorghum - Area harvested (ha)
float64
Sorghum - Production (t)
float64
Sorghum - Yield (kg/ha)
float64
Soya bean oil - Production (t)
null
Strawberries - Production (t)
float64
Sugar Crops Primary - Area harvested (ha)
float64
Sugar Crops Primary - Production (t)
float64
Sugar Crops Primary - Yield (kg/ha)
float64
Sugar beet - Area harvested (ha)
float64
Sugar beet - Production (t)
float64
Sugar beet - Yield (kg/ha)
float64
Sunflower seed - Area harvested (ha)
float64
Sunflower seed - Production (t)
float64
Sunflower seed - Yield (kg/ha)
float64
Sunflower-seed oil, crude - Production (t)
float64
Swine / pigs - Stocks (An)
float64
Tangerines, mandarins, clementines - Area harvested (ha)
float64
Tangerines, mandarins, clementines - Production (t)
float64
Tangerines, mandarins, clementines - Yield (kg/ha)
float64
Tomatoes - Area harvested (ha)
float64
Tomatoes - Production (t)
float64
Tomatoes - Yield (kg/ha)
float64
Treenuts, Total - Area harvested (ha)
float64
Treenuts, Total - Production (t)
float64
Treenuts, Total - Yield (kg/ha)
float64
Triticale - Area harvested (ha)
null
Triticale - Production (t)
null
Triticale - Yield (kg/ha)
null
Turkeys - Stocks (1000 An)
float64
Unmanufactured tobacco - Area harvested (ha)
float64
Unmanufactured tobacco - Production (t)
float64
Unmanufactured tobacco - Yield (kg/ha)
float64
Vegetables Primary - Area harvested (ha)
float64
Vegetables Primary - Production (t)
float64
Vegetables Primary - Yield (kg/ha)
float64
Vetches - Area harvested (ha)
float64
Vetches - Production (t)
float64
Vetches - Yield (kg/ha)
float64
Watermelons - Area harvested (ha)
float64
Watermelons - Production (t)
float64
Watermelons - Yield (kg/ha)
float64
Wheat - Area harvested (ha)
float64
Wheat - Production (t)
float64
Wheat - Yield (kg/ha)
float64
Wine - Production (t)
float64
1961-01-01
13,300
6,000
451.1
3,400
15,400
4,529.4
4,200
12,720
3,028.6
5,000
38,000
7,600
315,000
null
null
null
949,583
211,919
223.2
1,303
1,037
795.9
200,000
23,000
115
41,000
100,000
27,000
11,012
407.9
0
0
null
45
45
null
0
0
null
154,000
5,000
40,000
8,000
611,000
611,000
200,000
442.31
0
0
null
2,708,623
937,596
346.2
110
110
null
0
null
14,890
5,390
362
8,000
null
3,000
null
0
0
null
53,200
369,770
6,950.6
870
1,740
0
0
null
38,000
95,000
2,500
20
200,000
3,450
1,000,000
2,000
1,000
4.06
2,300,000
3,783.27
15,000
284.59
11,000
73.92
0
0
null
3,010
7,500
2,492
15,000
57.97
1,000
7.88
5,510
913.5
165.8
41,000
62,000
1,512.2
527,110
2,585,370
4,904.8
10
1,000,000
300
1,946,000
349,000
1,845,000
5,286.5
0
0
null
null
7,232.98
0
0
null
3,010
150,000
7,500
50
2,492
11,000
660
60
137,000
1,500
14,770
9,846.7
20,650
6,340
307
11,000
23,950
2,177.3
5,837
5,689
974.6
500
15,000
1,950
130
200,000
23,000
115
14,140
14,140
1,000
1,000,000
10,000
10
1,000
40
40
3,000
3,000
1,000
2,300,000
29,900
13
30
150
5,000
14,170
14,290
1,008
82,840
5,000,000
347,200
67.2
175,000
0
null
58,649
23,214
395.8
5,560
847.99
152.5
5,560
35,471.29
6,379.7
19,124
0
160,000
null
6,240
62,900
10,080.1
null
0
null
37,000
251,000
6,783.8
2,800
14,000
5,000
null
0
null
null
0
null
null
null
null
null
null
null
0
4,300
27,700
6,441.9
5,500
11,100
2,018.2
2,200
9,000
4,090.9
5,807
3,020
520.1
0
0
null
3,600
10,800
3,000
700
6,000
8,571.4
23,000
244,300
10,621.7
8,057
70,650
27,299
386.4
0
0
null
null
null
null
600
0
0
null
23,434.86
200
200,000
2,786.54
1,000,000
2,000
2,300,000
4,698.57
37,000
4,500
263,000
158,000
1,200,000
97,200
3,500,000
87,500
2,090
9,512
4,551.2
23,000
244,300
10,621.7
0
5,510
2,610
473.7
4,995,000
3,300,000
39,900
12
6,941,000
2,300,000
732.24
5,000
null
950
3,400
1,539
452.6
null
0
400
2,520
6,300
400
2,520
6,300
50
20
400
0
3,000
14,000
98,000
7,000
8,490
139,720
16,457
13,300
6,000
451.1
null
null
null
27
9,060
3,000
331.1
31,830
322,320
10,126.3
1,000
500
500
16,010
130,630
8,159.3
1,689,064
685,723
406
1,363,194
1962-01-01
13,300
6,000
451.1
3,100
14,000
4,516.1
4,600
13,800
3,000
5,000
37,000
7,400
290,000
null
null
null
980,000
818,700
835.4
1,200
1,000
833.3
180,000
21,000
117
41,000
105,000
65,000
16,000
246.2
0
0
null
45
45
null
0
0
null
158,000
5,000
83,000
16,600
610,000
610,000
180,000
403.85
0
0
null
2,911,300
2,369,800
814
110
110
null
0
null
15,000
5,000
333.3
8,600
null
3,000
null
0
0
null
57,150
399,045
6,982.4
850
1,700
0
0
null
40,000
100,000
2,500
25
180,000
3,150
800,000
1,600
1,000
4.06
2,300,000
3,783.27
15,000
284.59
11,000
73.92
0
0
null
3,215
8,000
2,488
15,000
57.97
1,000
7.88
5,000
892.5
178.5
39,000
58,000
1,487.2
528,250
2,429,245
4,598.7
11
800,000
240
1,609,000
346,000
1,668,000
4,820.8
0
0
null
null
5,617.03
0
0
null
3,215
160,000
8,000
50
2,488
11,000
660
60
136,000
1,500
15,030
10,020
15,000
5,500
366.7
9,000
20,000
2,222.2
5,000
2,700
540
500
15,000
1,950
130
180,000
21,000
117
15,460
15,460
1,000
800,000
8,000
10
1,000
40
40
3,000
3,000
1,000
2,300,000
29,900
13
30
150
5,000
15,490
15,610
1,008
80,160
4,600,000
333,000
0
174,000
0
null
48,000
31,400
654.2
5,070
833.41
164.4
5,070
31,729.34
6,258.3
17,000
0
143,000
null
6,000
63,000
10,500
null
0
null
40,000
275,820
6,895.5
2,600
12,900
4,961.5
null
0
null
null
0
null
null
null
null
null
null
null
0
5,100
30,500
5,980.4
5,200
10,400
2,000
2,500
10,000
4,000
6,000
3,800
633.3
0
0
null
3,700
11,000
2,973
650
5,000
7,692.3
25,000
250,000
10,000
8,662
103,200
31,800
308.1
0
0
null
null
null
null
600
0
0
null
16,656.13
0
180,000
2,544.23
800,000
1,600
2,300,000
4,698.57
37,000
4,500
263,000
165,000
1,000,000
81,000
3,300,000
82,500
2,000
8,000
4,000
25,000
250,000
10,000
0
5,000
2,550
510
4,469,000
3,100,000
37,900
12
6,078,000
2,300,000
732.24
5,500
null
950
3,000
2,000
666.7
null
0
0
0
null
0
0
null
70
30
428.6
0
3,000
15,000
103,195
6,879.7
8,000
140,000
17,500
13,300
6,000
451.1
null
null
null
26
8,600
5,500
639.5
31,700
366,400
11,558.4
1,000
500
500
18,000
125,000
6,944.4
1,873,300
1,507,000
804.5
1,500,000
1963-01-01
13,300
6,000
451.1
2,800
13,000
4,642.9
4,000
12,000
3,000
5,000
40,000
8,000
215,000
null
null
null
930,008
691,083
743.1
1,700
1,300
764.7
156,170
19,301
124
36,000
110,000
65,000
17,000
261.5
0
0
null
45
45
null
0
0
null
161,000
5,000
59,000
11,800
525,000
525,000
156,170
371.17
0
0
null
2,891,420
2,324,215
803.8
110
110
null
0
null
17,000
9,200
541.2
9,100
null
3,000
null
0
0
null
59,030
407,980
6,911.4
850
1,700
0
0
null
52,000
130,000
2,500
22
156,170
2,895.15
621,302
1,242.6
1,000
4.06
2,170,518
3,542.86
15,000
284.59
8,000
58.24
0
0
null
3,415
8,500
2,489
15,000
57.97
1,000
7.88
4,600
892.5
194
39,000
59,000
1,512.8
537,330
2,494,480
4,642.4
10
621,302
186.39
1,356,000
346,000
1,696,000
4,901.7
0
0
null
null
3,141.86
0
0
null
3,415
170,000
8,500
50
2,489
8,000
520
65
100,000
1,500
14,980
9,986.7
10,000
4,500
450
9,000
20,000
2,222.2
3,797
4,069
1,071.6
500
15,000
1,950
130
156,170
19,301
124
16,470
16,470
1,000
621,302
6,213.02
10
1,000
40
40
3,000
3,000
1,000
2,170,518
28,000
13
30
150
5,000
16,500
16,620
1,007
75,644.02
4,240,000
321,000
189
120,000
0
null
44,977
30,911
687.3
4,695
838.11
178.5
4,695
32,899.44
7,007.3
17,000
0
148,300
null
6,000
63,000
10,500
null
0
null
42,000
282,000
6,714.3
2,400
13,000
5,416.7
null
0
null
null
1,500
null
null
null
null
null
null
null
0
6,200
34,400
5,548.4
2,000
4,000
2,000
2,200
9,000
4,090.9
6,000
4,200
700
0
0
null
3,300
10,000
3,030.3
530
4,000
7,547.2
22,300
206,200
9,246.6
9,157
100,700
36,700
364.4
0
0
null
null
null
null
600
0
0
null
23,185.83
810
156,170
2,338.39
621,302
1,242.6
2,170,518
4,400
27,000
4,600
263,000
170,000
850,000
68,900
3,100,000
77,500
1,512
6,659
4,404.1
22,300
206,200
9,246.6
0
4,600
2,550
554.3
3,798,000
2,791,820
34,213.02
12
5,154,000
2,170,518
685.71
6,000
null
950
1,923
1,829
951.1
null
0
1,000
7,200
7,200
1,000
7,200
7,200
95
40
421.1
0
3,000
15,000
107,000
7,133.3
8,000
140,000
17,500
13,300
6,000
451.1
null
null
null
25
11,300
7,300
646
32,600
349,400
10,717.8
1,000
500
500
18,000
132,000
7,333.3
1,909,203
1,589,664
832.6
1,257,523
1964-01-01
14,200
6,400
450.7
2,700
12,441
4,607.8
4,200
14,900
3,547.6
4,520
28,000
6,194.7
248,000
null
null
null
562,040
277,266
493.3
2,040
1,510
740.2
180,000
20,600
114
34,000
115,000
22,890
21,083
921.1
0
0
null
90
90
null
0
0
null
175,000
4,860
56,459
11,617.1
531,000
531,000
180,000
396.15
0
0
null
2,805,810
1,487,506
530.2
220
220
null
0
null
18,230
9,347
512.7
9,800
null
3,000
null
0
0
null
66,580
463,683
6,964.3
875
1,750
0
0
null
59,000
177,167
3,002.8
20
180,000
3,090
573,452
1,146.9
2,000
8.12
2,338,038
4,048.98
16,000
303.57
9,000
67.2
0
0
null
3,520
8,800
2,500
16,000
61.84
2,000
15.76
3,950
918.75
232.6
39,000
58,000
1,487.2
560,410
2,312,605
4,126.6
11
573,452
172.04
1,642,000
351,410
1,416,000
4,029.5
0
0
null
null
312.17
0
0
null
3,520
176,000
8,800
50
2,500
9,000
600
67
117,000
1,500
15,435
10,290
8,400
3,075
366.1
9,700
21,338
2,199.8
4,990
5,840
1,170.3
500
16,000
2,080
130
180,000
20,600
114
18,100
18,100
1,000
573,452
5,734.52
10
2,000
80
40
3,000
3,000
1,000
2,338,038
32,000
14
30
150
5,000
18,130
18,250
1,007
82,344.52
4,321,000
352,600
298.17
147,000
0
null
49,310
35,521
720.4
4,070
866.91
213
4,070
32,968.08
8,100.3
17,000
0
148,559
null
9,340
68,230
7,305.1
null
0
null
47,000
320,930
6,828.3
1,840
7,399
4,021.2
null
0
null
null
3,000
null
null
null
null
null
null
null
0
5,400
32,300
5,981.5
4,200
8,400
2,000
1,900
7,937
4,177.4
5,720
3,422
598.3
0
0
null
3,600
11,000
3,055.6
580
4,905
8,456.9
26,700
187,813
7,034.2
9,857
58,460
39,056
668.1
0
0
null
null
null
null
600
0
0
null
20,824.23
1,280
180,000
2,495.77
573,452
1,146.9
2,338,038
5,028.57
32,000
4,600
289,000
192,000
1,000,000
81,000
3,000,000
75,000
1,310
5,014
3,827.5
26,700
187,813
7,034.2
0
3,950
2,625
664.6
3,981,000
2,911,490
37,734.52
13
5,623,000
2,338,038
783.67
7,000
null
1,900
1,800
1,409
782.8
null
0
2,090
11,419
5,463.6
2,090
11,419
5,463.6
120
50
416.7
17.4
3,800
17,500
122,413
6,995
8,260
112,707
13,644.9
14,200
6,400
450.7
null
null
null
26
10,000
9,000
900
34,220
305,095
8,915.7
1,180
619
524.6
18,120
118,739
6,552.9
2,186,360
1,162,456
531.7
1,047,703
1965-01-01
13,800
6,200
449.3
2,900
13,151
4,534.8
4,000
13,709
3,427.3
5,700
44,000
7,719.3
260,000
null
null
null
629,980
378,643
601
1,770
1,088
614.7
200,000
23,500
118
35,000
120,000
23,620
15,906
673.4
0
0
null
90
90
null
0
0
null
176,000
3,560
31,000
8,707.9
602,000
602,000
200,000
451.92
0
0
null
2,862,350
1,735,461
606.3
220
220
null
0
null
30,790
15,427
501
10,600
null
3,000
null
0
0
null
60,060
415,289
6,914.6
978
1,957
0
0
null
44,000
109,824
2,496
20
200,000
3,525
904,403
1,808.81
2,300
9.34
2,251,413
3,846.53
15,000
284.59
13,000
87.36
0
0
null
3,730
9,700
2,601
15,000
57.97
2,300
18.12
3,830
1,027.25
268.2
29,000
43,000
1,482.8
530,194
2,709,978
5,111.3
11
904,403
271.32
1,762,000
345,714
1,902,000
5,501.7
0
0
null
null
1,872.99
0
0
null
3,730
194,000
9,700
52
2,601
13,000
780
60
114,000
1,500
15,164
10,109.3
10,220
3,696
361.6
10,000
22,359
2,235.9
3,800
4,180
1,100
500
15,000
1,950
130
200,000
23,500
118
19,940
19,940
1,000
904,403
9,044.03
10
2,300
92
40
4,000
4,000
1,000
2,251,413
30,400
14
30
150
5,000
19,970
20,090
1,006
89,856.03
4,735,000
384,720
363.51
151,000
0
null
37,020
20,595
556.3
4,030
986.73
244.8
4,030
34,031.16
8,444.5
17,220
0
153,169
null
5,440
34,696
6,377.9
null
0
null
42,000
285,738
6,803.3
1,750
5,727
3,272.6
null
0
null
null
5,000
null
null
null
null
null
null
null
0
5,500
33,000
6,000
4,200
8,391
1,997.9
2,000
8,061
4,030.5
5,690
2,645
464.9
0
0
null
3,500
10,653
3,043.7
560
4,786
8,546.4
28,400
232,650
8,191.9
10,657
73,090
39,362
538.5
0
0
null
null
null
null
800
0
0
null
18,607.05
1,310
200,000
2,847.12
904,403
1,808.81
2,251,413
4,777.14
31,000
4,620
304,000
208,000
1,100,000
89,100
3,300,000
83,000
1,900
5,530
2,910.5
28,400
232,650
8,191.9
0
3,830
2,935
766.3
5,726,000
3,155,816
39,444.03
12
7,488,000
2,251,413
744.49
8,250
null
1,900
1,660
1,273
766.9
null
0
2,600
13,886
5,340.8
2,600
13,886
5,340.8
200
93
465
32.14
4,000
16,000
109,601
6,850.1
6,940
85,260
12,285.3
13,800
6,200
449.3
null
null
null
26
9,000
3,354
372.7
28,890
233,683
8,088.7
1,000
600
600
24,820
158,541
6,387.6
2,187,990
1,325,240
605.7
1,402,600
1966-01-01
12,700
5,700
448.8
2,500
11,208
4,483.2
3,900
11,626
2,981
5,080
31,553
6,211.2
275,000
null
null
null
393,990
129,770
329.4
1,520
935
615.1
230,000
25,300
110
38,400
125,000
21,700
13,901
640.6
0
0
null
135
135
null
0
0
null
175,000
4,040
42,503
10,520.5
700,000
700,000
230,000
486.54
0
0
null
1,921,790
776,122
403.9
330
330
null
0
null
21,150
10,142
479.5
11,300
null
4,000
null
600
1,500
null
58,050
401,982
6,924.8
683
1,361
0
0
null
46,000
115,112
2,502.4
20
230,000
3,795
833,530
1,667.06
900
3.65
2,200,000
3,757.96
16,000
303.57
10,000
67.2
0
0
null
3,840
10,000
2,604
16,000
61.84
900
7.09
4,640
715.4
154.2
31,000
46,069
1,486.1
511,060
1,709,661
3,345.3
11
833,530
250.06
1,771,000
335,240
931,300
2,778
0
0
null
null
180
0
0
null
3,840
200,000
10,000
52
2,604
10,000
600
60
115,000
1,500
15,693
10,462
7,810
2,982
381.8
8,500
18,700
2,200
4,200
3,440
819
500
16,000
2,080
130
230,000
25,300
110
21,570
21,570
1,000
833,530
8,335.3
10
900
36
40
4,000
4,000
1,000
2,200,000
29,700
14
30
150
5,000
21,600
21,720
1,006
91,771.3
4,907,000
416,350
619.5
166,000
0
null
38,810
6,521
168
5,040
732.41
145.3
5,040
31,738.65
6,297.4
14,000
0
143,030
null
7,090
40,698
5,740.2
null
0
null
42,000
282,010
6,714.5
1,620
5,644
3,484
null
0
null
null
7,000
null
null
null
null
null
null
null
5
6,300
37,000
5,873
3,700
7,424
2,006.5
1,900
7,716
4,061.1
4,170
2,356
565
0
0
null
3,000
9,454
3,151.3
550
4,647
8,449.1
25,480
170,124
6,676.8
11,357
56,530
30,461
538.8
0
0
null
null
null
null
800
0
0
null
16,981.91
1,802
230,000
3,065.19
833,530
1,667.06
2,200,000
4,667.14
31,000
4,650
326,000
229,000
1,150,000
94,300
3,400,000
88,400
1,920
5,550
2,890.6
25,480
170,124
6,676.8
0
4,640
2,044
440.5
5,714,000
3,033,530
38,035.3
13
7,485,000
2,200,000
727.35
10,500
null
2,850
1,000
790
790
null
0
2,000
25,000
12,500
2,000
25,000
12,500
400
161
402.5
57.18
3,000
14,000
99,632
7,116.6
7,380
82,493
11,177.9
12,700
5,700
448.8
null
null
null
26
9,000
4,743
527
32,110
241,391
7,517.6
180
145
805.6
17,270
142,065
8,226.1
1,481,870
630,051
425.2
682,229
1967-01-01
12,900
5,818
451
2,500
11,364
4,545.6
4,500
13,095
2,910
4,460
26,945
6,041.5
326,000
null
null
null
558,040
339,619
608.6
1,470
745
506.8
260,000
28,200
108
47,000
127,000
23,180
15,144
653.3
0
0
null
135
135
null
0
0
null
175,000
3,600
38,508
10,696.7
801,000
801,000
260,000
542.31
0
0
null
2,600,270
1,641,700
631.4
330
330
null
0
null
24,630
11,781
478.3
12,000
null
4,000
null
1,200
3,000
null
58,000
400,397
6,903.4
740
1,475
0
0
null
62,000
155,689
2,511.1
20
260,000
4,230
800,000
1,600
1,000
4.06
2,200,000
3,757.96
15,000
284.59
11,000
73.92
0
0
null
4,052
11,000
2,715
15,000
57.97
1,000
7.88
4,310
775.25
179.9
29,000
44,195
1,524
505,160
1,701,254
3,367.8
11
800,000
240
2,321,700
313,670
889,000
2,834.2
0
0
null
null
666.5
0
0
null
4,052
220,000
11,000
54
2,715
11,000
660
60
132,100
1,500
14,706
9,804
9,130
3,532
386.9
8,300
18,300
2,204.8
3,850
4,215
1,094.8
500
15,000
1,950
130
260,000
28,200
108
23,018
23,018
1,000
800,000
8,000
10
1,000
40
40
4,000
4,000
1,000
2,200,000
29,700
14
30
150
5,000
23,048
23,168
1,005
95,718
5,278,000
457,200
1,470
173,000
0
null
36,640
26,441
721.6
4,810
802.86
166.9
4,810
30,704.39
6,383.4
19,290
0
138,189
null
7,550
38,752
5,132.7
null
0
null
42,000
282,277
6,720.9
1,970
6,594
3,347.2
null
0
null
null
9,000
null
null
null
null
null
null
null
5
6,500
38,000
5,846.2
3,800
7,720
2,031.6
2,200
8,992
4,087.3
4,070
2,263
556
0
0
null
2,600
7,820
3,007.7
500
4,315
8,630
32,050
203,520
6,350.1
12,057
63,470
34,268
539.9
0
0
null
null
null
null
800
0
0
null
16,820.27
5,957
260,000
3,416.54
800,000
1,600
2,200,000
4,667.14
36,000
5,400
342,000
246,000
1,400,000
114,800
3,500,000
91,000
1,710
4,558
2,665.5
32,050
203,520
6,350.1
0
4,310
2,215
513.9
7,129,000
3,000,000
37,700
13
9,450,700
2,200,000
727.35
10,500
null
2,850
1,600
1,361
850.6
null
1
2,610
63,000
24,137.9
2,610
63,000
24,137.9
500
194
388
65.72
2,000
14,000
99,099
7,078.5
7,600
69,128
9,095.8
12,900
5,818
451
null
null
null
26
9,000
6,094
677.1
32,880
220,927
6,719.2
990
803
811.1
18,590
135,676
7,298.3
1,998,430
1,265,506
633.3
644,607
1968-01-01
10,000
4,497
449.7
2,300
10,490
4,560.9
3,800
11,483
3,021.8
5,270
31,733
6,021.4
315,390
null
null
null
723,470
537,852
743.4
4,260
1,691
396.9
290,000
32,400
112
51,300
130,000
23,030
13,793
598.9
0
0
null
135
135
null
0
0
null
173,000
3,740
31,634
8,458.3
841,000
841,000
290,000
623.08
0
0
null
3,017,870
2,128,233
705.2
330
330
null
0
null
35,740
16,707
467.5
12,600
null
4,000
null
2,400
6,000
null
60,100
431,637
7,182
814
1,639
0
0
null
59,000
147,680
2,503.1
20
290,000
4,860
900,000
1,800
1,244
5.05
2,571,000
4,541.82
15,000
284.59
9,000
60.48
0
0
null
4,255
11,500
2,703
15,000
57.97
1,244
9.8
4,290
858.55
200.1
29,000
44,713
1,541.8
498,100
2,274,413
4,566.2
11
900,000
270
2,514,850
305,000
1,399,000
4,586.9
0
0
null
null
1,551.53
0
0
null
4,255
230,000
11,500
54
2,703
9,000
540
60
128,660
1,500
14,484
9,656
22,680
8,946
394.4
7,800
17,200
2,205.1
5,830
6,671
1,144.3
500
15,000
1,950
130
290,000
32,400
112
24,520
24,520
1,000
900,000
9,000
10
1,244
49.76
40
4,000
4,000
1,000
2,571,000
35,895
14
30
150
5,000
24,550
24,670
1,005
108,504.76
5,438,000
481,550
1,925
176,130
0
null
60,990
41,372
678.3
5,290
976.15
184.5
5,290
38,171.84
7,215.8
15,390
0
171,639
null
7,380
29,825
4,041.3
null
0
null
44,000
295,944
6,726
2,830
20,468
7,232.5
null
0
null
null
7,000
null
null
null
null
null
null
null
10
6,900
39,000
5,652.2
3,900
7,903
2,026.4
2,400
9,629
4,012.1
4,580
2,099
458.3
0
0
null
3,300
9,687
2,935.5
600
5,165
8,608.3
40,010
272,162
6,802.3
12,657
91,160
43,915
481.7
0
0
null
null
null
null
800
0
0
null
18,408.76
7,600
290,000
3,925.38
900,000
1,800
2,571,000
5,640.64
35,000
5,250
353,000
261,000
1,500,000
123,000
3,550,000
92,300
1,950
6,110
3,133.3
40,010
272,162
6,802.3
0
4,290
2,453
571.8
7,533,600
3,471,000
44,895
13
10,048,450
2,571,000
879.06
12,800
null
2,850
2,430
2,434
1,001.6
null
1
2,880
76,000
26,388.9
2,880
76,000
26,388.9
1,000
400
400
146.64
2,000
14,000
116,044
8,288.9
8,370
84,100
10,047.8
10,000
4,497
449.7
null
null
null
26
9,150
6,135
670.5
36,890
242,760
6,580.6
870
679
780.5
21,500
177,980
8,278.1
2,223,200
1,533,794
689.9
995,000
1969-01-01
5,500
2,466
448.4
2,600
11,877
4,568.1
4,000
12,476
3,119
4,040
29,838
7,385.6
330,000
null
null
null
736,350
466,377
633.4
5,210
1,837
352.6
300,000
33,700
112
54,700
140,000
23,890
14,454
605
1,000
2,000
null
180
180
null
0
0
null
178,020
3,570
26,096
7,309.8
871,000
871,000
300,000
648.08
0
0
null
3,012,480
1,852,429
614.9
330
330
null
0
null
28,930
11,980
414.1
13,200
null
4,000
null
3,000
10,000
null
68,240
491,237
7,198.7
802
1,603
0
0
null
53,000
161,425
3,045.8
21
300,000
5,055
900,000
1,800
1,867
7.58
2,714,000
4,775.64
15,000
284.59
11,000
73.92
0
0
null
4,358
12,000
2,754
15,000
57.97
1,867
14.71
4,170
841.75
201.9
14,000
21,331
1,523.6
489,700
2,184,468
4,460.8
12
900,000
270
2,556,980
308,140
1,237,000
4,014.4
0
0
null
null
2,396.06
0
0
null
4,358
240,000
12,000
55
2,754
11,000
660
60
139,080
1,700
16,962
9,977.6
25,940
11,940
460.3
8,500
18,900
2,223.5
6,160
6,151
998.5
500
15,000
1,950
130
300,000
33,700
112
25,840
25,840
1,000
900,000
9,000
10
1,867
74.68
40
4,000
4,000
1,000
2,714,000
37,743
14
30
150
5,000
25,870
25,990
1,005
113,117.68
5,550,000
512,400
3,294.03
187,230
0
null
66,600
43,733
656.7
4,840
945.69
195.4
102,100
26,551.74
260.1
21,517
97,260
118,902
null
7,010
38,072
5,431.1
null
0
null
50,000
345,367
6,907.3
2,390
7,290
3,050.2
null
0
null
null
8,000
null
null
null
null
null
null
null
15
7,600
41,000
5,394.7
4,000
8,094
2,023.5
2,400
9,682
4,034.2
3,980
1,594
400.5
0
0
null
3,300
9,687
2,935.5
540
4,590
8,500
42,710
224,083
5,246.6
13,259
89,890
42,910
477.4
700
2,000
null
null
null
null
800
0
0
null
19,166.2
10,850
300,000
4,082.88
900,000
1,800
2,714,000
5,931.04
38,000
5,700
372,000
286,000
1,540,000
127,100
3,600,000
93,600
1,970
6,711
3,406.6
42,710
224,083
5,246.6
0
4,170
2,405
576.7
7,668,220
3,614,000
46,743
13
10,225,200
2,714,000
924.32
13,040
null
3,800
3,700
3,267
883
null
3
3,900
114,115
29,260.3
3,900
114,115
29,260.3
670
368
549.3
114.54
4,000
16,000
124,318
7,769.9
8,320
93,107
11,190.7
5,500
2,466
448.4
null
null
null
27
9,630
5,880
610.6
37,630
249,403
6,627.8
1,940
1,105
569.6
21,520
194,741
9,049.3
2,197,700
1,326,190
603.4
871,050
1970-01-01
6,700
3,000
447.8
2,800
12,900
4,607.1
4,000
14,200
3,550
4,000
39,136
9,784
337,440
null
null
null
854,790
571,438
668.5
6,610
1,541
233.1
259,000
29,800
115
60,500
150,000
29,290
17,232
588.3
2,500
5,000
null
225
225
null
0
0
null
183,980
3,620
30,317
8,374.9
885,000
885,000
259,000
573.08
0
0
null
3,228,170
2,058,094
637.5
440
440
null
0
null
23,780
10,745
451.9
13,800
null
4,000
null
3,400
14,000
null
71,100
508,168
7,147.2
220
420
0
0
null
32,000
79,265
2,477
21
259,000
4,470
900,000
1,800
2,000
8.12
2,929,000
5,187.76
16,000
303.57
11,221
77.06
0
0
null
4,560
12,500
2,741
16,000
61.84
2,000
15.76
1,960
224
114.3
33,000
50,411
1,527.6
482,390
2,184,755
4,529
12
900,000
270
2,580,780
299,660
1,275,000
4,254.8
0
0
null
null
3,291.06
0
0
null
4,560
250,000
12,500
55
2,741
11,221
688
61
143,400
1,600
16,275
10,171.9
21,270
6,205
291.7
8,800
19,400
2,204.5
6,290
6,438
1,023.5
700
16,000
2,080
130
259,000
29,800
115
27,060
27,060
1,000
900,000
9,000
10
2,000
80
40
4,000
4,000
1,000
2,929,000
41,000
14
30
150
5,000
27,090
27,210
1,004
113,858
5,513,300
509,700
1,514.56
189,870
0
null
66,780
41,808
626.1
5,740
878.2
153
104,580
30,916.84
295.6
13,000
98,840
137,571
null
6,920
37,848
5,469.4
null
0
null
53,000
360,388
6,799.8
2,400
7,476
3,115
null
0
null
null
8,000
null
null
null
null
null
null
null
10
9,200
45,000
4,891.3
4,200
8,400
2,000
2,400
9,634
4,014.2
5,890
2,017
342.4
0
0
null
3,300
9,680
2,933.3
500
4,442
8,884
41,900
262,050
6,254.2
13,859
89,580
38,909
434.3
1,600
4,000
null
null
null
null
800
0
0
null
17,803.64
5,160
259,000
3,610.38
900,000
1,800
2,929,000
6,442.86
40,000
5,800
364,300
289,100
1,470,000
121,100
3,639,000
93,700
1,370
2,166
1,581
41,900
262,050
6,254.2
0
1,960
640
326.5
7,788,000
3,829,000
50,000
13
10,368,780
2,929,000
1,004.08
12,500
null
4,750
1,980
1,696
856.6
null
3
3,310
65,273
19,719.9
3,310
65,273
19,719.9
3,780
1,431
378.6
512.2
4,000
16,000
127,063
7,941.4
12,500
118,120
9,449.6
6,700
3,000
447.8
null
null
null
27
6,750
3,862
572.1
46,140
300,897
6,521.4
2,740
1,169
426.6
21,130
189,684
8,977
2,296,960
1,434,548
624.5
869,200
End of preview.

Agricultural Production In Africa Dataset

Dataset Overview

  • Dataset Name: Cleaned Agricultural Production Data
  • Source: Food and Agriculture organization (FAO)
  • Dataset Type: Time-series agricultural statistics
  • Number of Rows: ~790,714
  • Format: CSV
  • Size: [File size]

Dataset Description

This dataset contains comprehensive agricultural production statistics, including crop and livestock data across different regions and years. The data has been cleaned and processed for analysis.

Data Dictionary

Column Name Data Type Description
Area String Name of the country or region
Item String Agricultural product or livestock
Year Integer Year of record
Unit String Unit of measurement
Area harvested Float Area harvested (hectares)
Laying Float Number of laying animals
Milk Animals Float Number of milk-producing animals
Producing Animals/Slaughtered Float Number of animals produced/slaughtered
Production Float Quantity produced
Stocks Float Quantity in stock
Yield Float Yield per unit area
Yield/Carcass Weight Float Yield or carcass weight

Data Collection

Source

  • Original Source: [Original data source]
  • Processing: Data has been cleaned and standardized

Time Period

  • Start Year: 1961 (based on sample data)
  • End Year: [Most recent year in dataset]

Geographic Coverage

  • Regions: Global coverage (countries and regions)
  • Geographic Granularity: Country/Region level

Data Quality

Completeness

  • Missing values are present in the dataset and have been handled using the following approach:
    • For each time series (grouped by Area, Item, and Element), missing values are:
      1. Forward filled (using the last valid observation)
      2. Then backward filled (using the next valid observation)
    • This approach helps maintain the continuity of time series data while preserving trends
  • Some metrics are only applicable to specific item types (e.g., milk animals for dairy products)
  • Certain years or regions may have more missing data than others

Consistency

  • Standardized units across all measurements
  • Consistent naming conventions for countries and crop categories
  • Yearly data points from 1961 to the most recent year available
  • Data has been filtered to include only African countries with standardized names

Intended Use

This dataset is suitable for:

  • Agricultural production trend analysis
  • Regional comparison of agricultural output
  • Time-series analysis of agricultural metrics
  • Research in food security and agricultural economics

Limitations

  1. Some entries may have missing values
  2. Data granularity varies by country and year
  3. Some metrics are only applicable to specific agricultural products

Ethical Considerations

  • Data represents aggregate statistics and does not contain personally identifiable information
  • Users should be aware of potential biases in data collection and reporting across different regions

Usage Examples

  1. Analyzing agricultural production trends over time
  2. Comparing crop yields across different regions
  3. Studying the relationship between agricultural practices and output
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