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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 6 new columns ({'unemployment_rate_pct', 'households', 'gdp_nominal_usd', 'female_population', 'hdi', 'male_population'}) and 35 missing columns ({'gov_revenue_pct_gdp', 'unemployment_pct', 'exports_pct_gdp_lag2', 'unemployment_pct_lag2', 'remittances_pct_gdp', 'unemployment_pct_lag1', 'trade_balance_pct_gdp', 'hcp_datasets_count', 'internet_users_pct', 'health_expenditure_pct_gdp', 'fdi_pct_gdp', 'imports_pct_gdp_lag2', 'gdp_volatility3', 'gdp_per_capita_usd', 'labor_force_participation', 'exports_pct_gdp', 'cpi_index', 'imf_gdp_growth', 'cpi_inflation_pct_lag1', 'gov_expenditure_pct_gdp', 'fertility_rate', 'education_expenditure_pct_gdp', 'urban_population_pct', 'cpi_inflation_pct', 'current_account_pct_gdp', 'electricity_consumption_pc', 'imports_pct_gdp_lag1', 'gdp_real_growth_pct', 'imports_pct_gdp', 'gov_debt_pct_gdp', 'gdp_current_usd', 'gdp_rolling3', 'cpi_inflation_pct_lag2', 'exports_pct_gdp_lag1', 'renewable_energy_pct'}).
This happened while the csv dataset builder was generating data using
hf://datasets/YsfMO98/morocco-economic-v2/wikidata_morocco.csv (at revision 1e39217c174653c3b35ec6671f3a94093cb05628), ['hf://datasets/YsfMO98/morocco-economic-v2@1e39217c174653c3b35ec6671f3a94093cb05628/morocco_indicators_enhanced.csv', 'hf://datasets/YsfMO98/morocco-economic-v2@1e39217c174653c3b35ec6671f3a94093cb05628/wikidata_morocco.csv']
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 "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1848, in _prepare_split_single
writer.write_table(table)
~~~~~~~~~~~~~~~~~~^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2378, in table_cast
return cast_table_to_schema(table, schema)
File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2306, in cast_table_to_schema
raise CastError(
...<3 lines>...
)
datasets.table.CastError: Couldn't cast
year: int64
population: double
hdi: double
life_expectancy_years: double
gdp_nominal_usd: double
unemployment_rate_pct: double
households: double
female_population: double
male_population: double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1415
to
{'year': Value('int64'), 'gdp_real_growth_pct': Value('float64'), 'gdp_current_usd': Value('float64'), 'gdp_per_capita_usd': Value('float64'), 'cpi_inflation_pct': Value('float64'), 'cpi_index': Value('float64'), 'unemployment_pct': Value('float64'), 'labor_force_participation': Value('float64'), 'exports_pct_gdp': Value('float64'), 'imports_pct_gdp': Value('float64'), 'trade_balance_pct_gdp': Value('float64'), 'current_account_pct_gdp': Value('float64'), 'gov_debt_pct_gdp': Value('float64'), 'gov_expenditure_pct_gdp': Value('float64'), 'gov_revenue_pct_gdp': Value('float64'), 'population': Value('float64'), 'life_expectancy_years': Value('float64'), 'fertility_rate': Value('float64'), 'urban_population_pct': Value('float64'), 'electricity_consumption_pc': Value('float64'), 'renewable_energy_pct': Value('float64'), 'health_expenditure_pct_gdp': Value('float64'), 'education_expenditure_pct_gdp': Value('float64'), 'fdi_pct_gdp': Value('float64'), 'remittances_pct_gdp': Value('float64'), 'internet_users_pct': Value('float64'), 'imf_gdp_growth': Value('float64'), 'hcp_datasets_count': Value('int64'), 'gdp_rolling3': Value('float64'), 'gdp_volatility3': Value('float64'), 'cpi_inflation_pct_lag1': Value('float64'), 'cpi_inflation_pct_lag2': Value('float64'), 'unemployment_pct_lag1': Value('float64'), 'unemployment_pct_lag2': Value('float64'), 'exports_pct_gdp_lag1': Value('float64'), 'exports_pct_gdp_lag2': Value('float64'), 'imports_pct_gdp_lag1': Value('float64'), 'imports_pct_gdp_lag2': Value('float64')}
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 1369, in compute_config_parquet_and_info_response
parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
~~~~~~~~~~~~~~~~~~~~~~~~~^
builder, max_dataset_size_bytes=max_dataset_size_bytes
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
)
^
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1694, in _prepare_split
for job_id, done, content in self._prepare_split_single(
~~~~~~~~~~~~~~~~~~~~~~~~~~^
gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
):
^
File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1850, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
...<4 lines>...
)
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 6 new columns ({'unemployment_rate_pct', 'households', 'gdp_nominal_usd', 'female_population', 'hdi', 'male_population'}) and 35 missing columns ({'gov_revenue_pct_gdp', 'unemployment_pct', 'exports_pct_gdp_lag2', 'unemployment_pct_lag2', 'remittances_pct_gdp', 'unemployment_pct_lag1', 'trade_balance_pct_gdp', 'hcp_datasets_count', 'internet_users_pct', 'health_expenditure_pct_gdp', 'fdi_pct_gdp', 'imports_pct_gdp_lag2', 'gdp_volatility3', 'gdp_per_capita_usd', 'labor_force_participation', 'exports_pct_gdp', 'cpi_index', 'imf_gdp_growth', 'cpi_inflation_pct_lag1', 'gov_expenditure_pct_gdp', 'fertility_rate', 'education_expenditure_pct_gdp', 'urban_population_pct', 'cpi_inflation_pct', 'current_account_pct_gdp', 'electricity_consumption_pc', 'imports_pct_gdp_lag1', 'gdp_real_growth_pct', 'imports_pct_gdp', 'gov_debt_pct_gdp', 'gdp_current_usd', 'gdp_rolling3', 'cpi_inflation_pct_lag2', 'exports_pct_gdp_lag1', 'renewable_energy_pct'}).
This happened while the csv dataset builder was generating data using
hf://datasets/YsfMO98/morocco-economic-v2/wikidata_morocco.csv (at revision 1e39217c174653c3b35ec6671f3a94093cb05628), ['hf://datasets/YsfMO98/morocco-economic-v2@1e39217c174653c3b35ec6671f3a94093cb05628/morocco_indicators_enhanced.csv', 'hf://datasets/YsfMO98/morocco-economic-v2@1e39217c174653c3b35ec6671f3a94093cb05628/wikidata_morocco.csv']
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.
year int64 | gdp_real_growth_pct float64 | gdp_current_usd float64 | gdp_per_capita_usd float64 | cpi_inflation_pct float64 | cpi_index float64 | unemployment_pct float64 | labor_force_participation float64 | exports_pct_gdp float64 | imports_pct_gdp float64 | trade_balance_pct_gdp float64 | current_account_pct_gdp float64 | gov_debt_pct_gdp float64 | gov_expenditure_pct_gdp float64 | gov_revenue_pct_gdp float64 | population float64 | life_expectancy_years float64 | fertility_rate float64 | urban_population_pct float64 | electricity_consumption_pc float64 | renewable_energy_pct float64 | health_expenditure_pct_gdp float64 | education_expenditure_pct_gdp float64 | fdi_pct_gdp float64 | remittances_pct_gdp float64 | internet_users_pct float64 | imf_gdp_growth null | hcp_datasets_count int64 | gdp_rolling3 float64 | gdp_volatility3 float64 | cpi_inflation_pct_lag1 float64 | cpi_inflation_pct_lag2 float64 | unemployment_pct_lag1 float64 | unemployment_pct_lag2 float64 | exports_pct_gdp_lag1 float64 | exports_pct_gdp_lag2 float64 | imports_pct_gdp_lag1 float64 | imports_pct_gdp_lag2 float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1,999 | 1.697061 | 46,266,428,648.1433 | 1,635.656738 | 0.684783 | 82.094365 | 13.94 | 51.314 | 22.634669 | 25.944207 | -3.309538 | -0.360658 | 55.444981 | 19.670847 | 20.606441 | 28,027,179 | 66.404 | 2.882 | 53.278123 | 460.267514 | 15.9 | 3.693046 | 4.62528 | 1.787417 | 4.189011 | 0.176 | null | 49 | 4.000356 | 3.253131 | 0.684783 | 0.684783 | 13.94 | 13.94 | 22.634669 | 22.634669 | 25.944207 | 25.944207 |
2,000 | 2.582181 | 43,017,455,401.8445 | 1,499.107422 | 1.894635 | 83.649753 | 13.58 | 51.322 | 24.196828 | 29.243478 | -5.04665 | -1.10388 | 55.444981 | 19.670847 | 20.606441 | 28,423,435 | 66.794 | 2.774 | 53.587247 | 496.421351 | 15.5 | 3.693046 | 4.62528 | 0.991582 | 5.023455 | 0.693791 | null | 49 | 4.000356 | 3.253131 | 0.684783 | 0.684783 | 13.94 | 13.94 | 22.634669 | 22.634669 | 25.944207 | 25.944207 |
2,001 | 7.721825 | 43,831,480,207.6444 | 1,506.245239 | 0.619802 | 84.168216 | 12.46 | 51.27 | 25.395545 | 28.096026 | -2.70048 | 3.675583 | 55.444981 | 19.670847 | 20.606441 | 28,814,643 | 67.2 | 2.686 | 53.897261 | 530.598279 | 15.3 | 3.816012 | 4.62528 | 6.444129 | 7.439676 | 1.371438 | null | 49 | 4.000356 | 3.253131 | 1.894635 | 0.684783 | 13.58 | 13.94 | 24.196828 | 22.634669 | 29.243478 | 25.944207 |
2,002 | 3.730197 | 47,077,192,187.6418 | 1,596.02063 | 2.79562 | 86.521239 | 11.59 | 50.69 | 25.94438 | 28.365748 | -2.421368 | 3.137188 | 48.475079 | 22.077126 | 20.582923 | 29,198,142 | 67.582 | 2.617 | 54.222746 | 540.719338 | 15.1 | 4.061175 | 4.62528 | 1.020358 | 6.111564 | 2.373253 | null | 49 | 4.678068 | 2.697745 | 0.619802 | 1.894635 | 12.46 | 13.58 | 25.395545 | 24.196828 | 28.096026 | 29.243478 |
2,003 | 6.171102 | 58,029,363,354.2757 | 1,941.872559 | 1.167734 | 87.531577 | 11.92 | 50.673 | 24.676487 | 27.655372 | -2.978885 | 2.725832 | 48.475079 | 20.809532 | 19.670302 | 29,571,415 | 67.958 | 2.606 | 54.578281 | 585.802201 | 16.1 | 4.080375 | 4.62528 | 3.98562 | 6.227738 | 3.353367 | null | 49 | 5.874375 | 2.012289 | 2.79562 | 0.619802 | 11.59 | 12.46 | 25.94438 | 25.395545 | 28.365748 | 28.096026 |
2,004 | 4.57138 | 66,114,145,451.0067 | 2,183.55542 | 1.493444 | 88.838812 | 10.83 | 50.657 | 25.349206 | 30.202433 | -4.853227 | 1.466499 | 48.475079 | 21.368418 | 20.435233 | 29,953,018 | 68.272 | 2.611 | 54.978757 | 559.008778 | 22.4 | 4.232111 | 4.62528 | 1.351186 | 6.384165 | 11.607935 | null | 49 | 4.824227 | 1.239941 | 1.167734 | 2.79562 | 11.92 | 11.59 | 24.676487 | 25.94438 | 27.655372 | 28.365748 |
2,005 | 3.19225 | 68,852,658,068.6673 | 2,242.988281 | 0.982642 | 89.711779 | 11.01 | 50.64 | 27.9959 | 33.497928 | -5.502028 | 1.511296 | 53.666297 | 25.459656 | 22.4203 | 30,358,144 | 68.748 | 2.613 | 55.43978 | 589.693494 | 20 | 4.373507 | 4.62528 | 2.426355 | 6.665286 | 15.084445 | null | 49 | 4.644911 | 1.490787 | 1.493444 | 1.167734 | 10.83 | 11.92 | 25.349206 | 24.676487 | 30.202433 | 27.655372 |
2,006 | 7.79082 | 75,883,823,300.8545 | 2,438.126465 | 3.284762 | 92.658597 | 9.67 | 50.623 | 29.628967 | 35.043231 | -5.414264 | 1.85973 | 49.57461 | 22.944239 | 23.300672 | 30,771,178 | 69.157 | 2.611 | 55.962759 | 641.931875 | 18.2 | 4.565866 | 4.62528 | 3.242835 | 7.183838 | 19.771192 | null | 49 | 5.184817 | 2.35986 | 0.982642 | 1.493444 | 11.01 | 10.83 | 27.9959 | 25.349206 | 33.497928 | 30.202433 |
2,007 | 3.441068 | 86,947,913,286.728 | 2,755.585938 | 2.042085 | 94.550765 | 9.56 | 50.607 | 31.427774 | 39.921873 | -8.494099 | -0.140356 | 46.303538 | 23.331035 | 25.550806 | 31,186,468 | 69.62 | 2.618 | 56.530384 | 663.749418 | 16.6 | 4.80759 | 4.62528 | 3.249993 | 7.74081 | 21.5 | null | 49 | 4.808046 | 2.586152 | 3.284762 | 0.982642 | 9.67 | 11.01 | 29.628967 | 27.9959 | 35.043231 | 33.497928 |
2,008 | 5.684539 | 101,822,906,949.063 | 3,183.200439 | 3.714843 | 98.063177 | 9.57 | 50.59 | 32.472223 | 45.362248 | -12.890025 | -4.447405 | 41.285131 | 24.413214 | 28.091512 | 31,606,767 | 70.051 | 2.612 | 57.125417 | 695.325783 | 14.4 | 4.837892 | 4.85339 | 2.422135 | 6.770861 | 33.1 | null | 49 | 5.638809 | 2.175237 | 2.042085 | 3.284762 | 9.56 | 9.67 | 31.427774 | 29.628967 | 39.921873 | 35.043231 |
2,009 | 3.745769 | 101,154,952,240.881 | 3,119.588623 | 0.971863 | 99.016217 | 8.96 | 50.1 | 25.717178 | 36.653778 | -10.936601 | -4.91457 | 43.625743 | 23.986403 | 25.970798 | 32,030,778 | 70.454 | 2.624 | 57.730619 | 709.255329 | 14.2 | 5.273122 | 4.83119 | 1.947827 | 6.197539 | 41.3 | null | 49 | 4.290459 | 1.216884 | 3.714843 | 2.042085 | 9.57 | 9.56 | 32.472223 | 31.427774 | 45.362248 | 39.921873 |
2,010 | 3.499557 | 100,865,329,473.44 | 3,067.985352 | 0.993557 | 100 | 9.09 | 49.61 | 29.788949 | 39.753031 | -9.964082 | -3.891495 | 47.098266 | 25.028145 | 24.560757 | 32,467,016 | 70.821 | 2.629 | 58.328752 | 732.99006 | 13.9 | 5.418611 | 4.83119 | 1.229982 | 6.367442 | 52 | null | 49 | 4.309955 | 1.196773 | 0.971863 | 3.714843 | 8.96 | 9.57 | 25.717178 | 32.472223 | 36.653778 | 45.362248 |
2,011 | 5.524645 | 110,080,631,332.375 | 3,301.98877 | 0.906925 | 100.906925 | 8.91 | 49.16 | 31.954484 | 44.871387 | -12.916903 | -7.267035 | 51.226322 | 27.063999 | 24.899028 | 32,912,588 | 71.263 | 2.595 | 58.902577 | 783.651532 | 11.8 | 5.370194 | 4.83119 | 2.290468 | 6.591814 | 46.107483 | null | 49 | 4.256657 | 1.104989 | 0.993557 | 0.971863 | 9.09 | 8.96 | 29.788949 | 25.717178 | 39.753031 | 36.653778 |
2,012 | 3.062344 | 106,937,392,311.129 | 3,164.177246 | 1.287122 | 102.205721 | 8.99 | 48.41 | 32.097096 | 46.125006 | -14.02791 | -8.950347 | 51.226322 | 27.36872 | 25.716076 | 33,355,241 | 71.674 | 2.543 | 59.434856 | 835.46091 | 10.9 | 5.39619 | 5.552948 | 2.657587 | 6.085715 | 55.416053 | null | 49 | 4.028849 | 1.313714 | 0.906925 | 0.993557 | 8.91 | 9.09 | 31.954484 | 29.788949 | 44.871387 | 39.753031 |
2,013 | 4.122213 | 115,739,287,305.08 | 3,379.743164 | 1.880655 | 104.127857 | 9.23 | 48.31 | 30.253266 | 43.604491 | -13.351225 | -6.777319 | 51.226322 | 25.698716 | 25.071893 | 33,787,571 | 72.117 | 2.478 | 59.90835 | 850.223889 | 11.6 | 5.255405 | 5.552948 | 2.903863 | 5.945863 | 56 | null | 49 | 4.236401 | 1.235116 | 1.287122 | 0.906925 | 8.99 | 8.91 | 32.097096 | 31.954484 | 46.125006 | 44.871387 |
2,014 | 2.719244 | 119,130,841,411.664 | 3,435.406982 | 0.44231 | 104.588425 | 9.7 | 48.06 | 30.132987 | 41.76058 | -11.627593 | -5.537833 | 51.226322 | 25.417034 | 24.515167 | 34,204,780 | 72.522 | 2.425 | 60.303049 | 882.829827 | 11.1 | 5.416266 | 5.48276 | 2.959254 | 6.537933 | 56.774638 | null | 49 | 3.301267 | 0.731364 | 1.880655 | 1.287122 | 9.23 | 8.99 | 30.253266 | 32.097096 | 43.604491 | 46.125006 |
2,015 | 4.344583 | 110,413,823,841.592 | 3,146.247803 | 1.557907 | 106.217816 | 9.46 | 47.47 | 29.995854 | 37.292822 | -7.296968 | -1.956908 | 51.226322 | 23.060608 | 23.691112 | 34,607,588 | 72.894 | 2.406 | 60.641712 | 886.308517 | 11.2 | 5.104356 | 5.133369 | 2.946111 | 6.252427 | 57.079999 | null | 49 | 3.72868 | 0.881239 | 0.44231 | 1.880655 | 9.7 | 9.23 | 30.132987 | 30.253266 | 41.76058 | 43.604491 |
2,016 | 0.521186 | 111,572,947,004.917 | 3,140.855469 | 1.635311 | 107.954807 | 9.3 | 46.55 | 30.734595 | 40.388065 | -9.65347 | -3.746132 | 51.226322 | 22.768587 | 23.328555 | 35,023,457 | 73.228 | 2.396 | 60.965766 | 903.45165 | 11.1 | 5.092034 | 5.085302 | 1.930005 | 5.721346 | 58.271236 | null | 49 | 2.528338 | 1.918835 | 1.557907 | 0.44231 | 9.46 | 9.7 | 29.995854 | 30.132987 | 37.292822 | 41.76058 |
2,017 | 5.057898 | 118,540,573,367.844 | 3,296.526611 | 0.754663 | 108.769503 | 9.22 | 45.5 | 32.606461 | 41.566897 | -8.960436 | -3.102107 | 51.226322 | 22.679271 | 23.367594 | 35,446,392 | 73.608 | 2.375 | 61.276106 | 931.603984 | 10.4 | 4.989204 | 4.73565 | 2.260922 | 5.755837 | 61.762212 | null | 49 | 3.307889 | 2.439568 | 1.635311 | 1.557907 | 9.3 | 9.46 | 30.734595 | 29.995854 | 40.388065 | 37.292822 |
2,018 | 3.065641 | 127,341,147,581.818 | 3,501.697998 | 1.803917 | 110.731614 | 9.272 | 45.83 | 33.828437 | 43.42645 | -9.598013 | -4.872902 | 51.226322 | 22.857507 | 23.878213 | 35,839,760 | 73.946 | 2.354 | 61.569582 | 923.025154 | 10.9 | 4.945167 | 4.960227 | 2.783379 | 5.433766 | 64.803865 | null | 49 | 2.881575 | 2.27395 | 0.754663 | 1.635311 | 9.22 | 9.3 | 32.606461 | 30.734595 | 41.566897 | 40.388065 |
2,019 | 2.890975 | 128,920,266,409.458 | 3,508.097656 | 0.303386 | 111.067558 | 9.191 | 46.161 | 34.093057 | 41.905058 | -7.812001 | -3.418206 | 51.226322 | 23.387678 | 23.683449 | 36,210,898 | 74.245 | 2.342 | 61.843045 | 940.18657 | 10.7 | 5.020401 | 5.003257 | 1.334798 | 5.400686 | 84.120363 | null | 49 | 3.671505 | 1.203824 | 1.803917 | 0.754663 | 9.272 | 9.22 | 33.828437 | 32.606461 | 43.42645 | 41.566897 |
2,020 | -7.178207 | 121,353,645,057.144 | 3,268.030273 | 0.705969 | 111.85166 | 11.189 | 44.539 | 30.794107 | 38.049696 | -7.255589 | -1.127599 | 51.226322 | 27.210212 | 26.564914 | 36,584,208 | 73.133 | 2.32 | 62.093344 | 916.187662 | 11.1 | 5.789395 | 6.284283 | 1.169073 | 6.109531 | 84.120363 | null | 49 | -0.407197 | 5.864517 | 0.303386 | 1.803917 | 9.191 | 9.272 | 34.093057 | 33.828437 | 41.905058 | 43.42645 |
2,021 | 8.154739 | 142,022,058,447.231 | 3,785.936279 | 1.401959 | 113.419775 | 10.551 | 45.3 | 33.136085 | 42.387332 | -9.251247 | -2.357868 | 51.226322 | 25.630847 | 24.211225 | 36,954,442 | 73.385 | 2.288 | 62.317328 | 950.467605 | 10.9 | 5.453145 | 5.642734 | 1.594223 | 7.679285 | 88.130319 | null | 49 | 1.289169 | 7.790966 | 0.705969 | 0.303386 | 11.189 | 9.191 | 30.794107 | 34.093057 | 38.049696 | 41.905058 |
2,022 | 1.812692 | 131,245,312,804.483 | 3,463.137695 | 6.657042 | 120.970177 | 9.413 | 44.3 | 44.711628 | 56.194682 | -11.483054 | -3.657491 | 51.226322 | 28.144875 | 26.827845 | 37,329,064 | 75.161 | 2.256 | 62.511847 | 978.272587 | 10.9 | 5.75281 | 5.912247 | 1.748143 | 8.511103 | 89.9 | null | 49 | 0.929741 | 7.704513 | 1.401959 | 0.705969 | 10.551 | 11.189 | 33.136085 | 30.794107 | 42.387332 | 38.049696 |
2,023 | 3.655644 | 146,036,093,666.762 | 3,813.726074 | 6.091142 | 128.338641 | 8.896 | 44.224 | 42.417603 | 50.700281 | -8.282678 | -1.047678 | 51.226322 | 26.611138 | 26.152231 | 37,712,505 | 75.313 | 2.23 | 62.673751 | 997.25542 | 10.9 | 6.063962 | 6.020969 | 0.725864 | 8.045684 | 91 | null | 49 | 4.541025 | 3.262409 | 6.657042 | 1.401959 | 9.413 | 10.551 | 44.711628 | 33.136085 | 56.194682 | 42.387332 |
2,024 | 3.793365 | 160,610,994,054.734 | 4,153.194336 | 0.985257 | 129.603106 | 9.103 | 44.129 | 41.998523 | 50.188721 | -8.190198 | -1.230721 | 51.226322 | 26.611138 | 26.152231 | 38,081,173 | 75.493 | 2.208 | 62.799812 | 997.25542 | 10.9 | 6.063962 | 6.020969 | 1.088504 | 7.788403 | 91.2 | null | 49 | 3.087234 | 1.105931 | 6.091142 | 6.657042 | 8.896 | 9.413 | 42.417603 | 44.711628 | 50.700281 | 56.194682 |
2,025 | 4.595243 | 182,374,250,612.28 | 4,672.468262 | 0.701902 | 130.512793 | 9 | 43.941 | 41.969214 | 51.132443 | -9.163229 | -2.498082 | 51.226322 | 26.611138 | 26.152231 | 38,430,770 | 75.493 | 2.208 | 63.127861 | 997.25542 | 10.9 | 6.063962 | 6.020969 | 1.819545 | 7.488222 | 91.2 | null | 49 | 4.014751 | 0.507416 | 0.985257 | 6.091142 | 9.103 | 8.896 | 41.998523 | 42.417603 | 50.188721 | 50.700281 |
2,026 | 4.595243 | 182,374,250,612.28 | 4,672.468262 | 0.701902 | 130.512793 | 9 | 43.941 | 41.969214 | 51.132443 | -9.163229 | -2.498082 | 51.226322 | 26.611138 | 26.152231 | 38,430,770 | 75.493 | 2.208 | 63.127861 | 997.25542 | 10.9 | 6.063962 | 6.020969 | 1.819545 | 7.488222 | 91.2 | null | 49 | 4.327951 | 0.462965 | 0.701902 | 0.985257 | 9 | 9.103 | 41.969214 | 41.998523 | 51.132443 | 50.188721 |
1,960 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 12,328,534 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,961 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 12,687,467 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,962 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 13,039,318 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,963 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 13,387,425 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,964 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 13,737,160 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,965 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 14,092,269 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,966 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 14,454,566 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,967 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 14,822,362 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,968 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 15,191,876 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,969 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 15,557,664 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,970 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 15,916,387 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,971 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 16,266,807 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,972 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 16,611,970 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,973 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 16,958,091 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,974 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 17,313,732 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,975 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 17,685,326 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,976 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 18,074,081 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,977 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 18,478,909 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,978 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 18,900,970 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,979 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 19,340,967 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,980 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 19,798,703 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,981 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 20,274,839 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,982 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 20,767,511 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,983 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 21,270,638 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,984 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 21,776,104 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,985 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 22,277,541 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,986 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 22,772,287 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,987 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 23,260,094 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,988 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 23,739,980 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,989 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 24,211,718 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,990 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 24,674,974 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,991 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 25,128,064 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,992 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 25,569,662 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,993 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 26,000,345 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,994 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 26,421,309 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,995 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 26,833,093 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,996 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 27,237,150 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,997 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 27,632,321 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,998 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 28,013,585 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
1,999 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 28,374,203 | 68.284 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,000 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 28,710,123 | 68.722 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,001 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 29,021,156 | 69.209 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,002 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 29,311,443 | 69.738 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,003 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 29,586,937 | 70.296 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,004 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 29,855,820 | 70.873 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,005 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 30,125,445 | 71.456 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,006 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 30,395,097 | 72.029 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,007 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 30,667,086 | 72.58 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,008 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 30,955,151 | 73.097 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,009 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 31,276,564 | 73.572 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,010 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 31,642,360 | 73.999 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,011 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 32,059,424 | 74.377 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,012 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 32,521,143 | 74.717 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,013 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 33,008,150 | 75.026 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,014 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 33,848,242 | 75.309 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,015 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 75.573 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,016 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 75.821 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,017 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,018 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 36,029,138 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,019 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,020 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,021 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 37,076,584 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,022 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,023 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 75.31 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
2,024 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | 36,828,330 | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null | null |
Morocco Economic V2 (HCP + WB + IMF)
Enhanced Morocco socio-economic dataset with 38 indicators from 3 official sources.
Sources
- World Bank (WDI): 25 indicators (GDP, inflation, trade, FDI, remittances...)
- IMF WEO: GDP growth forecasts
- HCP (data.gov.ma): 49 official Moroccan datasets downloaded
Indicators (38 columns)
- GDP: real growth, current USD, per capita
- Inflation: CPI index, CPI inflation
- Employment: unemployment, labor force participation
- Trade: exports, imports, trade balance
- Fiscal: government debt, expenditure, revenue
- Social: population, life expectancy, fertility, urbanization
- Energy: electricity consumption, renewable energy
- Finance: FDI, remittances, current account
- Digital: internet users
- Features: lag features, rolling averages, volatility
Years: 1999-2026 (28 rows)
Usage
import pandas as pd
df = pd.read_csv("morocco_indicators_enhanced.csv")
License: CC0-1.0
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