Datasets:

hashan-7
/

drug-demand-dataset

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 7 new columns ({'Month', 'Month_Cos', 'Rolling_Mean_3', 'Month_Sin', 'Lag_1', 'Year', 'Lag_12'}) and 8 missing columns ({'Shortage_Flag', 'Strength', 'Closing_Stock', 'Date', 'Received_Qty', 'Opening_Stock', 'Drug_Name', 'Lead_Time'}).

This happened while the csv dataset builder was generating data using

hf://datasets/hashan-7/drug-demand-dataset/drugs_featured.csv (at revision ab3d92c86c9ab59ba14203af12428b051ad93c87), [/tmp/hf-datasets-cache/medium/datasets/70501448342940-config-parquet-and-info-hashan-7-drug-demand-data-38bc8e4f/hub/datasets--hashan-7--drug-demand-dataset/snapshots/ab3d92c86c9ab59ba14203af12428b051ad93c87/drugs.csv (origin=hf://datasets/hashan-7/drug-demand-dataset@ab3d92c86c9ab59ba14203af12428b051ad93c87/drugs.csv), /tmp/hf-datasets-cache/medium/datasets/70501448342940-config-parquet-and-info-hashan-7-drug-demand-data-38bc8e4f/hub/datasets--hashan-7--drug-demand-dataset/snapshots/ab3d92c86c9ab59ba14203af12428b051ad93c87/drugs_featured.csv (origin=hf://datasets/hashan-7/drug-demand-dataset@ab3d92c86c9ab59ba14203af12428b051ad93c87/drugs_featured.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/python3.12/site-packages/datasets/builder.py", line 1893, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/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/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2281, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2227, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              Brand_Name: string
              Year: int64
              Month: int64
              Month_Sin: double
              Month_Cos: double
              USD_Rate: double
              Lag_1: double
              Lag_12: double
              Rolling_Mean_3: double
              Issued_Qty: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1423
              to
              {'Date': Value('string'), 'Drug_Name': Value('string'), 'Brand_Name': Value('string'), 'Strength': Value('string'), 'Opening_Stock': Value('float64'), 'Received_Qty': Value('float64'), 'Issued_Qty': Value('float64'), 'Closing_Stock': Value('float64'), 'Shortage_Flag': Value('int64'), 'Lead_Time': Value('float64'), 'USD_Rate': 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 1347, 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 980, in convert_to_parquet
                  builder.download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
                  self._download_and_prepare(
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1895, 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 7 new columns ({'Month', 'Month_Cos', 'Rolling_Mean_3', 'Month_Sin', 'Lag_1', 'Year', 'Lag_12'}) and 8 missing columns ({'Shortage_Flag', 'Strength', 'Closing_Stock', 'Date', 'Received_Qty', 'Opening_Stock', 'Drug_Name', 'Lead_Time'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/hashan-7/drug-demand-dataset/drugs_featured.csv (at revision ab3d92c86c9ab59ba14203af12428b051ad93c87), [/tmp/hf-datasets-cache/medium/datasets/70501448342940-config-parquet-and-info-hashan-7-drug-demand-data-38bc8e4f/hub/datasets--hashan-7--drug-demand-dataset/snapshots/ab3d92c86c9ab59ba14203af12428b051ad93c87/drugs.csv (origin=hf://datasets/hashan-7/drug-demand-dataset@ab3d92c86c9ab59ba14203af12428b051ad93c87/drugs.csv), /tmp/hf-datasets-cache/medium/datasets/70501448342940-config-parquet-and-info-hashan-7-drug-demand-data-38bc8e4f/hub/datasets--hashan-7--drug-demand-dataset/snapshots/ab3d92c86c9ab59ba14203af12428b051ad93c87/drugs_featured.csv (origin=hf://datasets/hashan-7/drug-demand-dataset@ab3d92c86c9ab59ba14203af12428b051ad93c87/drugs_featured.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.

Date string	Drug_Name string	Brand_Name string	Strength string	Opening_Stock float64	Received_Qty float64	Issued_Qty float64	Closing_Stock float64	Lead_Time float64	USD_Rate float64
2020-01-01	Metformin	Glilcomet	500mg	500	4,288	4,084	704	7	181.3
2020-02-01	Metformin	Glilcomet	500mg	704	2,888	2,750	842	8	181.5
2020-03-01	Metformin	Glilcomet	500mg	842	3,329	3,170	1,001	6	185.3
2020-04-01	Metformin	Glilcomet	500mg	1,001	4,293	4,089	1,205	9	192.5
2020-05-01	Metformin	Glilcomet	500mg	1,205	4,122	3,926	1,401	7	188.2
2020-06-01	Metformin	Glilcomet	500mg	1,401	4,343	4,136	1,608	10	186.4
2020-07-01	Metformin	Glilcomet	500mg	1,608	3,783	3,603	1,788	8	185.9
2020-08-01	Metformin	Glilcomet	500mg	1,788	4,767	4,540	2,015	7	184.2
2020-09-01	Metformin	Glilcomet	500mg	2,015	4,521	4,306	2,230	9	184.8
2020-10-01	Metformin	Glilcomet	500mg	2,230	3,921	3,734	2,417	6	184.5
2020-11-01	Metformin	Glilcomet	500mg	2,417	4,494	4,280	2,631	8	185.1
2020-12-01	Metformin	Glilcomet	500mg	2,631	4,065	3,871	2,825	11	186.7
2021-01-01	Metformin	Glilcomet	500mg	2,825	3,403	3,241	2,987	9	190.2
2021-02-01	Metformin	Glilcomet	500mg	2,987	4,251	4,049	3,189	10	194.5
2021-03-01	Metformin	Glilcomet	500mg	3,189	3,644	3,470	3,363	12	198.1
2021-04-01	Metformin	Glilcomet	500mg	3,363	4,995	4,757	3,601	8	201.3
2021-05-01	Metformin	Glilcomet	500mg	3,601	4,460	4,248	3,813	11	200.5
2021-06-01	Metformin	Glilcomet	500mg	3,813	4,403	4,193	4,023	7	201.8
2021-07-01	Metformin	Glilcomet	500mg	4,023	4,036	3,844	4,215	9	202.4
2021-08-01	Metformin	Glilcomet	500mg	4,215	5,217	4,969	4,463	8	203.1
2021-09-01	Metformin	Glilcomet	500mg	4,463	4,087	3,892	4,658	10	203.5
2021-10-01	Metformin	Glilcomet	500mg	4,658	3,784	3,604	4,838	11	203.2
2021-11-01	Metformin	Glilcomet	500mg	4,838	3,742	3,564	5,016	7	203.8
2021-12-01	Metformin	Glilcomet	500mg	5,016	4,267	4,064	5,219	13	204.5
2022-01-01	Metformin	Glilcomet	500mg	5,219	4,251	4,049	5,421	14	205.1
2022-02-01	Metformin	Glilcomet	500mg	5,421	4,450	4,238	5,633	11	208.4
2022-03-01	Metformin	Glilcomet	500mg	5,633	4,666	4,444	5,855	15	290.5
2022-04-01	Metformin	Glilcomet	500mg	5,855	6,276	5,977	6,154	18	320.1
2022-05-01	Metformin	Glilcomet	500mg	6,154	4,395	4,186	6,363	14	355.4
2022-06-01	Metformin	Glilcomet	500mg	6,363	4,358	4,150	6,571	12	360.2
2022-07-01	Metformin	Glilcomet	500mg	6,571	4,113	3,917	6,767	11	362.5
2022-08-01	Metformin	Glilcomet	500mg	6,767	4,952	4,716	7,003	15	361.8
2022-09-01	Metformin	Glilcomet	500mg	7,003	5,150	4,905	7,248	10	363.2
2022-10-01	Metformin	Glilcomet	500mg	7,248	4,124	3,928	7,444	9	365.1
2022-11-01	Metformin	Glilcomet	500mg	7,444	3,615	3,443	7,616	12	366.5
2022-12-01	Metformin	Glilcomet	500mg	7,616	3,619	3,447	7,788	13	368.2
2023-01-01	Metformin	Glilcomet	500mg	7,788	4,613	4,393	8,008	14	365.4
2023-02-01	Metformin	Glilcomet	500mg	8,008	4,860	4,629	8,239	12	362.1
2023-03-01	Metformin	Glilcomet	500mg	8,239	4,933	4,698	8,474	11	340.5
2023-04-01	Metformin	Glilcomet	500mg	8,474	4,282	4,078	8,678	15	325.2
2023-05-01	Metformin	Glilcomet	500mg	8,678	5,030	4,790	8,918	8	315.8
2023-06-01	Metformin	Glilcomet	500mg	8,918	4,978	4,741	9,155	9	310.4
2023-07-01	Metformin	Glilcomet	500mg	9,155	4,992	4,754	9,393	7	312.1
2023-08-01	Metformin	Glilcomet	500mg	9,393	5,349	5,094	9,648	8	315.6
2023-09-01	Metformin	Glilcomet	500mg	9,648	4,675	4,452	9,871	7	318.9
2023-10-01	Metformin	Glilcomet	500mg	9,871	4,829	4,599	10,101	10	320.5
2023-11-01	Metformin	Glilcomet	500mg	10,101	4,307	4,102	10,306	11	322.1
2023-12-01	Metformin	Glilcomet	500mg	10,306	4,447	4,235	10,518	9	324.5
2024-01-01	Metformin	Glilcomet	500mg	10,518	4,782	4,554	10,746	10	323.8
2024-02-01	Metformin	Glilcomet	500mg	10,746	3,633	3,460	10,919	12	318.2
2024-03-01	Metformin	Glilcomet	500mg	10,919	4,506	4,291	11,134	14	310.5
2024-04-01	Metformin	Glilcomet	500mg	11,134	4,584	4,366	11,352	15	305.1
2024-05-01	Metformin	Glilcomet	500mg	11,352	4,587	4,369	11,570	18	302.4
2024-06-01	Metformin	Glilcomet	500mg	11,570	4,880	4,648	11,802	12	300.8
2024-07-01	Metformin	Glilcomet	500mg	11,802	6,284	5,985	12,101	10	304.5
2024-08-01	Metformin	Glilcomet	500mg	12,101	4,285	4,081	12,305	9	302.1
2024-09-01	Metformin	Glilcomet	500mg	12,305	5,434	5,175	12,564	11	300.5
2024-10-01	Metformin	Glilcomet	500mg	12,564	3,523	3,355	12,732	10	305.8
2024-11-01	Metformin	Glilcomet	500mg	12,732	4,215	4,014	12,933	9	310.2
2024-12-01	Metformin	Glilcomet	500mg	12,933	4,536	4,320	13,149	11	315.4
2025-01-01	Metformin	Glilcomet	500mg	13,149	4,937	4,702	13,384	12	320.1
2025-02-01	Metformin	Glilcomet	500mg	13,384	5,228	4,979	13,633	14	322.5
2025-03-01	Metformin	Glilcomet	500mg	13,633	5,535	5,271	13,897	12	325.8
2025-04-01	Metformin	Glilcomet	500mg	13,897	4,853	4,622	14,128	11	328.1
2025-05-01	Metformin	Glilcomet	500mg	14,128	4,897	4,664	14,361	10	330.4
2025-06-01	Metformin	Glilcomet	500mg	14,361	9,471	9,020	14,812	14	332.1
2025-07-01	Metformin	Glilcomet	500mg	14,812	1,685	1,605	14,892	15	335.2
2025-08-01	Metformin	Glilcomet	500mg	14,892	2,292	2,183	15,001	12	338.5
2025-09-01	Metformin	Glilcomet	500mg	15,001	5,361	5,106	15,256	10	340.2
2025-10-01	Metformin	Glilcomet	500mg	15,256	3,205	3,052	15,409	11	342.1
2025-11-01	Metformin	Glilcomet	500mg	15,409	7,085	6,748	15,746	13	345.5
2025-12-01	Metformin	Glilcomet	500mg	15,746	6,263	5,965	16,044	14	348.9
2026-01-01	Metformin	Glilcomet	500mg	16,044	5,434	5,175	16,303	10	310.5
2020-01-01	Metformin	Metfogen-XR	500mg	1,000	6,614	6,299	1,315	7	181.3
2020-02-01	Metformin	Metfogen-XR	500mg	1,315	7,202	6,859	1,658	8	181.5
2020-03-01	Metformin	Metfogen-XR	500mg	1,658	7,130	6,790	1,998	6	185.3
2020-04-01	Metformin	Metfogen-XR	500mg	1,998	7,199	6,856	2,341	9	192.5
2020-05-01	Metformin	Metfogen-XR	500mg	2,341	6,198	5,903	2,636	7	188.2
2020-06-01	Metformin	Metfogen-XR	500mg	2,636	5,687	5,416	2,907	10	186.4
2020-07-01	Metformin	Metfogen-XR	500mg	2,907	5,821	5,544	3,184	8	185.9
2020-08-01	Metformin	Metfogen-XR	500mg	3,184	4,531	4,315	3,400	7	184.2
2020-09-01	Metformin	Metfogen-XR	500mg	3,400	4,763	4,536	3,627	9	184.8
2020-10-01	Metformin	Metfogen-XR	500mg	3,627	5,018	4,779	3,866	6	184.5
2020-11-01	Metformin	Metfogen-XR	500mg	3,866	5,507	5,245	4,128	8	185.1
2020-12-01	Metformin	Metfogen-XR	500mg	4,128	7,092	6,754	4,466	11	186.7
2021-01-01	Metformin	Metfogen-XR	500mg	4,466	6,023	5,736	4,753	9	190.2
2021-02-01	Metformin	Metfogen-XR	500mg	4,753	6,617	6,302	5,068	10	194.5
2021-03-01	Metformin	Metfogen-XR	500mg	5,068	8,467	8,064	5,471	12	198.1
2021-04-01	Metformin	Metfogen-XR	500mg	5,471	6,454	6,147	5,778	8	201.3
2021-05-01	Metformin	Metfogen-XR	500mg	5,778	7,343	6,993	6,128	11	200.5
2021-06-01	Metformin	Metfogen-XR	500mg	6,128	5,505	5,243	6,390	7	201.8
2021-07-01	Metformin	Metfogen-XR	500mg	6,390	5,969	5,685	6,674	9	202.4
2021-08-01	Metformin	Metfogen-XR	500mg	6,674	5,289	5,037	6,926	8	203.1
2021-09-01	Metformin	Metfogen-XR	500mg	6,926	5,877	5,597	7,206	10	203.5
2021-10-01	Metformin	Metfogen-XR	500mg	7,206	7,254	6,909	7,551	12	203.2
2021-11-01	Metformin	Metfogen-XR	500mg	7,551	5,159	4,913	7,797	7	203.8
2021-12-01	Metformin	Metfogen-XR	500mg	7,797	7,450	7,095	8,152	13	204.5
2022-01-01	Metformin	Metfogen-XR	500mg	8,152	7,472	7,116	8,508	14	205.1
2022-02-01	Metformin	Metfogen-XR	500mg	8,508	6,695	6,376	8,827	11	208.4
2022-03-01	Metformin	Metfogen-XR	500mg	8,827	5,862	5,583	9,106	15	290.5

End of preview.

Drug Demand Dataset

This dataset is used for medical inventory demand forecasting.

Files

drugs.csv
Raw historical dataset containing stock, issued quantity, and inventory data.
drugs_featured.csv
Feature-engineered dataset used for model training and forecasting.

Description

This dataset includes:

Monthly inventory data for multiple drug brands
Stock levels, issued quantities, and received quantities
Time-series features such as lag values and rolling statistics

Use Case

This dataset is designed for:

Time series forecasting
Machine learning models
Deep learning models
Inventory optimization systems

Downloads last month: 27

Total file size:

374 kB

Drug Demand Dataset

Files

Description

Use Case

Space using hashan-7/drug-demand-dataset 1