Datasets:

opendoc-pakistan
/

pakistan_finance_ml_features

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 15 new columns ({'total_facility_amount_million_pkr_rolling_30_obs_avg', 'total_facility_amount_million_pkr_rolling_7_obs_avg', 'net_floor_minus_ceiling_amount_million_pkr_lag_1', 'ceiling_institutions', 'net_floor_minus_ceiling_amount_million_pkr_rolling_7_obs_avg', 'target_next_obs_facility_direction', 'net_floor_minus_ceiling_amount_million_pkr', 'observation_id', 'total_facility_amount_million_pkr_lag_1', 'floor_institutions', 'total_facility_amount_million_pkr', 'net_floor_minus_ceiling_amount_million_pkr_rolling_30_obs_avg', 'target_next_obs_total_facility_amount_million_pkr', 'ceiling_amount_million_pkr', 'floor_amount_million_pkr'}) and 13 missing columns ({'yield_rolling_3_auction_avg_pct', 'target_next_auction_yield_direction', 'yield_lag_3_auction_pct', 'amount_million_pkr', 'target_next_auction_yield_pct', 'tenor', 'instrument', 'weighted_average_yield_pct', 'amount_lag_1_auction_million_pkr', 'auction_number', 'coupon_rate_pct', 'yield_change_from_previous_pct_points', 'yield_lag_1_auction_pct'}).

This happened while the csv dataset builder was generating data using

hf://datasets/opendoc-pakistan/pakistan_finance_ml_features/data/processed/interest_corridor_daily_features.csv (at revision 476b317c8e33789abc919df7a76916c9bcd15287), ['hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data/processed/government_securities_yield_features.csv', 'hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data/processed/interest_corridor_daily_features.csv', 'hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data/processed/monthly_macro_inflation_features.csv', 'hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data/processed/weekly_spi_price_features.csv', 'hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data_dictionary.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 1837, 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 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              observation_id: string
              date: string
              ceiling_amount_million_pkr: int64
              ceiling_institutions: int64
              floor_amount_million_pkr: int64
              floor_institutions: int64
              total_facility_amount_million_pkr: int64
              net_floor_minus_ceiling_amount_million_pkr: int64
              total_facility_amount_million_pkr_lag_1: double
              total_facility_amount_million_pkr_rolling_7_obs_avg: double
              total_facility_amount_million_pkr_rolling_30_obs_avg: double
              net_floor_minus_ceiling_amount_million_pkr_lag_1: double
              net_floor_minus_ceiling_amount_million_pkr_rolling_7_obs_avg: double
              net_floor_minus_ceiling_amount_million_pkr_rolling_30_obs_avg: double
              target_next_obs_total_facility_amount_million_pkr: double
              target_next_obs_facility_direction: string
              split: string
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3129
              to
              {'instrument': Value('string'), 'auction_number': Value('string'), 'date': Value('string'), 'tenor': Value('string'), 'coupon_rate_pct': Value('float64'), 'amount_million_pkr': Value('float64'), 'weighted_average_yield_pct': Value('float64'), 'yield_lag_1_auction_pct': Value('float64'), 'yield_lag_3_auction_pct': Value('float64'), 'yield_change_from_previous_pct_points': Value('float64'), 'yield_rolling_3_auction_avg_pct': Value('float64'), 'amount_lag_1_auction_million_pkr': Value('float64'), 'target_next_auction_yield_pct': Value('float64'), 'target_next_auction_yield_direction': Value('string'), 'split': Value('string')}
              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 1683, 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 1839, 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 15 new columns ({'total_facility_amount_million_pkr_rolling_30_obs_avg', 'total_facility_amount_million_pkr_rolling_7_obs_avg', 'net_floor_minus_ceiling_amount_million_pkr_lag_1', 'ceiling_institutions', 'net_floor_minus_ceiling_amount_million_pkr_rolling_7_obs_avg', 'target_next_obs_facility_direction', 'net_floor_minus_ceiling_amount_million_pkr', 'observation_id', 'total_facility_amount_million_pkr_lag_1', 'floor_institutions', 'total_facility_amount_million_pkr', 'net_floor_minus_ceiling_amount_million_pkr_rolling_30_obs_avg', 'target_next_obs_total_facility_amount_million_pkr', 'ceiling_amount_million_pkr', 'floor_amount_million_pkr'}) and 13 missing columns ({'yield_rolling_3_auction_avg_pct', 'target_next_auction_yield_direction', 'yield_lag_3_auction_pct', 'amount_million_pkr', 'target_next_auction_yield_pct', 'tenor', 'instrument', 'weighted_average_yield_pct', 'amount_lag_1_auction_million_pkr', 'auction_number', 'coupon_rate_pct', 'yield_change_from_previous_pct_points', 'yield_lag_1_auction_pct'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/opendoc-pakistan/pakistan_finance_ml_features/data/processed/interest_corridor_daily_features.csv (at revision 476b317c8e33789abc919df7a76916c9bcd15287), ['hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data/processed/government_securities_yield_features.csv', 'hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data/processed/interest_corridor_daily_features.csv', 'hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data/processed/monthly_macro_inflation_features.csv', 'hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data/processed/weekly_spi_price_features.csv', 'hf://datasets/opendoc-pakistan/pakistan_finance_ml_features@476b317c8e33789abc919df7a76916c9bcd15287/data_dictionary.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.

instrument string	auction_number string	date string	tenor string	coupon_rate_pct null	amount_million_pkr float64	weighted_average_yield_pct float64	yield_lag_1_auction_pct float64	yield_lag_3_auction_pct float64	yield_change_from_previous_pct_points float64	yield_rolling_3_auction_avg_pct float64	amount_lag_1_auction_million_pkr float64	target_next_auction_yield_pct float64	target_next_auction_yield_direction string	split string
Market Treasury Bill	693rd	2025-03-19	1-Month	null	374,760	12.0493	null	null	null	null	null	12.2483	up	test
Market Treasury Bill	694th	2025-03-26	1-Month	null	606,974	12.2483	12.0493	null	0.199	12.1488	374,760	12.2857	up	test
Market Treasury Bill	695th	2025-04-16	1-Month	null	904,213.0753	12.2857	12.2483	null	0.0374	12.194433	606,974	12.1416	down	test
Market Treasury Bill	696th	2025-04-30	1-Month	null	525,685.2457	12.1416	12.2857	12.0493	-0.1441	12.2252	904,213.0753	11.1831	down	test
Market Treasury Bill	697th	2025-05-14	1-Month	null	638,720.4995	11.1831	12.1416	12.2483	-0.9585	11.870133	525,685.2457	11.0998	down	test
Market Treasury Bill	698th	2025-05-27	1-Month	null	719,884.3389	11.0998	11.1831	12.2857	-0.0833	11.474833	638,720.4995	11.0648	down	test
Market Treasury Bill	699th	2025-06-11	1-Month	null	815,139.0226	11.0648	11.0998	12.1416	-0.035	11.1159	719,884.3389	11.2952	up	test
Market Treasury Bill	700th	2025-06-18	1-Month	null	909,409.79	11.2952	11.0648	11.1831	0.2304	11.153267	815,139.0226	11.0003	down	test
Market Treasury Bill	701th	2025-06-25	1-Month	null	322,589.5438	11.0003	11.2952	11.0998	-0.2949	11.1201	909,409.79	11.0804	up	test
Market Treasury Bill	702nd	2025-07-09	1-Month	null	1,413,388.81	11.0804	11.0003	11.0648	0.0801	11.1253	322,589.5438	10.8505	down	test
Market Treasury Bill	703rd	2025-07-23	1-Month	null	408,749.866	10.8505	11.0804	11.2952	-0.2299	10.977067	1,413,388.81	10.8705	up	test
Market Treasury Bill	704th	2025-08-06	1-Month	null	369,584.0337	10.8705	10.8505	11.0003	0.02	10.9338	408,749.866	10.8715	flat	test
Market Treasury Bill	705th	2025-08-20	1-Month	null	491,643.747	10.8715	10.8705	11.0804	0.001	10.864167	369,584.0337	10.7267	down	test
Market Treasury Bill	706th	2025-09-03	1-Month	null	491,108.541	10.7267	10.8715	10.8505	-0.1448	10.8229	491,643.747	10.7443	up	test
Market Treasury Bill	707th	2025-09-17	1-Month	null	194,869.052	10.7443	10.7267	10.8705	0.0176	10.780833	491,108.541	11.0915	up	test
Market Treasury Bill	708th	2025-10-01	1-Month	null	696,289.8534	11.0915	10.7443	10.8715	0.3472	10.854167	194,869.052	11.0891	flat	test
Market Treasury Bill	709th	2025-10-15	1-Month	null	742,115.7516	11.0891	11.0915	10.7267	-0.0024	10.974967	696,289.8534	10.9851	down	test
Market Treasury Bill	710th	2025-10-29	1-Month	null	1,057,403.323	10.9851	11.0891	10.7443	-0.104	11.055233	742,115.7516	10.9735	down	test
Market Treasury Bill	711th	2025-11-12	1-Month	null	478,309.3375	10.9735	10.9851	11.0915	-0.0116	11.0159	1,057,403.323	10.8873	down	test
Market Treasury Bill	712th	2025-11-26	1-Month	null	702,059.8073	10.8873	10.9735	11.0891	-0.0862	10.948633	478,309.3375	10.7857	down	test
Market Treasury Bill	713th	2025-12-10	1-Month	null	916,365.1119	10.7857	10.8873	10.9851	-0.1016	10.882167	702,059.8073	10.3411	down	test
Market Treasury Bill	714th	2025-12-24	1-Month	null	871,536.663	10.3411	10.7857	10.9735	-0.4446	10.671367	916,365.1119	10.1958	down	test
Market Treasury Bill	715th	2026-01-07	1-Month	null	904,787.6866	10.1958	10.3411	10.8873	-0.1453	10.440867	871,536.663	9.8996	down	test
Market Treasury Bill	716th	2026-01-21	1-Month	null	690,848.011	9.8996	10.1958	10.7857	-0.2962	10.1455	904,787.6866	10.1819	up	test
Market Treasury Bill	717th	2026-02-04	1-Month	null	783,608.5246	10.1819	9.8996	10.3411	0.2823	10.092433	690,848.011	10.1401	down	test
Market Treasury Bill	718th	2026-02-18	1-Month	null	650,671.3278	10.1401	10.1819	10.1958	-0.0418	10.073867	783,608.5246	10.3248	up	test
Market Treasury Bill	719th	2026-03-04	1-Month	null	555,017.0426	10.3248	10.1401	9.8996	0.1847	10.2156	650,671.3278	11.0054	up	test
Market Treasury Bill	720th	2026-03-16	1-Month	null	1,024,480.346	11.0054	10.3248	10.1819	0.6806	10.4901	555,017.0426	11.149	up	test
Market Treasury Bill	721st	2026-04-01	1-Month	null	753,260.1961	11.149	11.0054	10.1401	0.1436	10.8264	1,024,480.346	10.6663	down	test
Market Treasury Bill	722nd	2026-04-15	1-Month	null	1,437,085.335	10.6663	11.149	10.3248	-0.4827	10.940233	753,260.1961	11.404	up	test
Market Treasury Bill	723rd	2026-04-29	1-Month	null	1,339,543.767	11.404	10.6663	11.0054	0.7377	11.0731	1,437,085.335	11.3244	down	test
Market Treasury Bill	724th	2026-05-13	1-Month	null	915,575.9507	11.3244	11.404	11.149	-0.0796	11.131567	1,339,543.767	12.0568	up	test
Market Treasury Bill	725th	2026-05-20	1-Month	null	688,069.4125	12.0568	11.3244	10.6663	0.7324	11.595067	915,575.9507	12.0963	up	test
Market Treasury Bill	726th	2026-06-10	1-Month	null	1,901,766.126	12.0963	12.0568	11.404	0.0395	11.825833	688,069.4125	11.7538	down	test
Market Treasury Bill	727th	2026-06-23	1-Month	null	1,157,620.572	11.7538	12.0963	11.3244	-0.3425	11.968967	1,901,766.126	null	null	test
Market Treasury Bill	2nd	1998-07-13	12-Month	null	7,708.23	16	null	null	null	null	null	15.9	down	train
Market Treasury Bill	4th	1998-08-04	12-Month	null	21,261.33	15.9	16	null	-0.1	15.95	7,708.23	15.7803	down	train
Market Treasury Bill	5th	1998-08-17	12-Month	null	19,628.07	15.7803	15.9	null	-0.1197	15.893433	21,261.33	15.3924	down	train
Market Treasury Bill	6th	1998-09-03	12-Month	null	20,526.84	15.3924	15.7803	16	-0.3879	15.6909	19,628.07	15.1701	down	train
Market Treasury Bill	7th	1998-09-28	12-Month	null	9,255.2	15.1701	15.3924	15.9	-0.2223	15.4476	20,526.84	15.1808	up	train
Market Treasury Bill	8th	1998-10-12	12-Month	null	1,910.04	15.1808	15.1701	15.7803	0.0107	15.247767	9,255.2	14.1285	down	train
Market Treasury Bill	10th	1998-11-03	12-Month	null	23,149.34	14.1285	15.1808	15.3924	-1.0523	14.826467	1,910.04	12.9944	down	train
Market Treasury Bill	11th	1998-11-16	12-Month	null	6,981.53	12.9944	14.1285	15.1701	-1.1341	14.101233	23,149.34	12.9944	flat	train
Market Treasury Bill	12th	1998-12-03	12-Month	null	5,998.96	12.9944	12.9944	15.1808	0	13.372433	6,981.53	12.9809	down	train
Market Treasury Bill	13th	1998-12-22	12-Month	null	2,207.54	12.9809	12.9944	14.1285	-0.0135	12.9899	5,998.96	12.9755	flat	train
Market Treasury Bill	14th	1999-01-09	12-Month	null	5,310.86	12.9755	12.9809	12.9944	-0.0054	12.9836	2,207.54	13.1684	up	train
Market Treasury Bill	15th	1999-01-20	12-Month	null	8,364.98	13.1684	12.9755	12.9944	0.1929	13.0416	5,310.86	13.54	up	train
Market Treasury Bill	16th	1999-02-01	12-Month	null	20,217.27	13.54	13.1684	12.9809	0.3716	13.227967	8,364.98	13.8117	up	train
Market Treasury Bill	17th	1999-02-13	12-Month	null	15,086.1	13.8117	13.54	12.9755	0.2717	13.5067	20,217.27	11.8043	down	train
Market Treasury Bill	19th	1999-03-25	12-Month	null	3,860.06	11.8043	13.8117	13.1684	-2.0074	13.052	15,086.1	11.4951	down	train
Market Treasury Bill	20th	1999-04-21	12-Month	null	211.15	11.4951	11.8043	13.54	-0.3092	12.370367	3,860.06	10.0979	down	train
Market Treasury Bill	24th	1999-06-23	12-Month	null	12,580.09	10.0979	11.4951	13.8117	-1.3972	11.132433	211.15	10.3307	up	train
Market Treasury Bill	25th	1999-07-07	12-Month	null	2,063.78	10.3307	10.0979	11.8043	0.2328	10.641233	12,580.09	10.2901	down	train
Market Treasury Bill	26th	1999-07-21	12-Month	null	6,403.1	10.2901	10.3307	11.4951	-0.0406	10.239567	2,063.78	10.1841	down	train
Market Treasury Bill	27th	1999-08-11	12-Month	null	15,569.91	10.1841	10.2901	10.0979	-0.106	10.2683	6,403.1	10.1996	up	train
Market Treasury Bill	28th	1999-08-25	12-Month	null	9,919.75	10.1996	10.1841	10.3307	0.0155	10.2246	15,569.91	10.3234	up	train
Market Treasury Bill	29th	1999-09-08	12-Month	null	17,856.24	10.3234	10.1996	10.2901	0.1238	10.2357	9,919.75	10.7313	up	train
Market Treasury Bill	30th	1999-09-22	12-Month	null	5,428.64	10.7313	10.3234	10.1841	0.4079	10.4181	17,856.24	10.6126	down	train
Market Treasury Bill	33rd	1999-11-03	12-Month	null	26,708.09	10.6126	10.7313	10.1996	-0.1187	10.555767	5,428.64	10.8707	up	train
Market Treasury Bill	34th	1999-11-17	12-Month	null	5,884.4	10.8707	10.6126	10.3234	0.2581	10.7382	26,708.09	10.7721	down	train
Market Treasury Bill	35th	1999-12-01	12-Month	null	1,742.63	10.7721	10.8707	10.7313	-0.0986	10.7518	5,884.4	10.3281	down	train
Market Treasury Bill	36th	1999-12-15	12-Month	null	1,833.81	10.3281	10.7721	10.6126	-0.444	10.656967	1,742.63	10.3061	down	train
Market Treasury Bill	37th	1999-12-29	12-Month	null	201.77	10.3061	10.3281	10.8707	-0.022	10.468767	1,833.81	8.9451	down	train
Market Treasury Bill	39th	2000-01-26	12-Month	null	2,719.69	8.9451	10.3061	10.7721	-1.361	9.859767	201.77	8.4359	down	train
Market Treasury Bill	40th	2000-02-09	12-Month	null	8,746.78	8.4359	8.9451	10.3281	-0.5092	9.229033	2,719.69	7.8965	down	train
Market Treasury Bill	41st	2000-02-23	12-Month	null	2,642.95	7.8965	8.4359	10.3061	-0.5394	8.425833	8,746.78	7.8924	flat	train
Market Treasury Bill	42nd	2000-03-08	12-Month	null	71.35	7.8924	7.8965	8.9451	-0.0041	8.074933	2,642.95	7.8949	flat	train
Market Treasury Bill	43rd	2000-03-22	12-Month	null	870.03	7.8949	7.8924	8.4359	0.0025	7.8946	71.35	7.6851	down	train
Market Treasury Bill	44th	2000-04-05	12-Month	null	8,318.59	7.6851	7.8949	7.8965	-0.2098	7.824133	870.03	7.5916	down	train
Market Treasury Bill	45th	2000-04-19	12-Month	null	4,674.8	7.5916	7.6851	7.8924	-0.0935	7.723867	8,318.59	7.5836	flat	train
Market Treasury Bill	46th	2000-05-03	12-Month	null	20,762.14	7.5836	7.5916	7.8949	-0.008	7.6201	4,674.8	7.6172	up	train
Market Treasury Bill	47th	2000-05-17	12-Month	null	2,263.23	7.6172	7.5836	7.6851	0.0336	7.597467	20,762.14	7.6086	flat	train
Market Treasury Bill	48th	2000-05-31	12-Month	null	1,198.66	7.6086	7.6172	7.5916	-0.0086	7.603133	2,263.23	7.7771	up	train
Market Treasury Bill	52nd	2000-07-26	12-Month	null	7,780.42	7.7771	7.6086	7.5836	0.1685	7.667633	1,198.66	7.9595	up	train
Market Treasury Bill	53rd	2000-08-09	12-Month	null	698.65	7.9595	7.7771	7.6172	0.1824	7.781733	7,780.42	8.0122	up	train
Market Treasury Bill	54th	2000-08-23	12-Month	null	1,520.62	8.0122	7.9595	7.6086	0.0527	7.916267	698.65	8.1039	up	train
Market Treasury Bill	55th	2000-09-06	12-Month	null	255.08	8.1039	8.0122	7.7771	0.0917	8.0252	1,520.62	8.9253	up	train
Market Treasury Bill	56th	2000-09-20	12-Month	null	11,834.92	8.9253	8.1039	7.9595	0.8214	8.347133	255.08	10.9098	up	train
Market Treasury Bill	57th	2000-10-04	12-Month	null	11,036.69	10.9098	8.9253	8.0122	1.9845	9.313	11,834.92	11.4789	up	train
Market Treasury Bill	59th	2000-11-01	12-Month	null	12,790.27	11.4789	10.9098	8.1039	0.5691	10.438	11,036.69	11.4893	up	train
Market Treasury Bill	61st	2000-11-29	12-Month	null	993.03	11.4893	11.4789	8.9253	0.0104	11.292667	12,790.27	11.4893	flat	train
Market Treasury Bill	62nd	2000-12-13	12-Month	null	585.28	11.4893	11.4893	10.9098	0	11.485833	993.03	11.4425	down	train
Market Treasury Bill	65th	2001-02-07	12-Month	null	2,861.88	11.4425	11.4893	11.4789	-0.0468	11.4737	585.28	11.9522	up	train
Market Treasury Bill	68th	2001-03-21	12-Month	null	13,203.74	11.9522	11.4425	11.4893	0.5097	11.628	2,861.88	11.959	flat	train
Market Treasury Bill	69th	2001-04-03	12-Month	null	18,511.96	11.959	11.9522	11.4893	0.0068	11.784567	13,203.74	11.9849	up	train
Market Treasury Bill	70th	2001-04-18	12-Month	null	4,392.58	11.9849	11.959	11.4425	0.0259	11.965367	18,511.96	11.9717	down	train
Market Treasury Bill	71st	2001-05-02	12-Month	null	19,718.56	11.9717	11.9849	11.9522	-0.0132	11.971867	4,392.58	11.9773	flat	train
Market Treasury Bill	72nd	2001-05-16	12-Month	null	4,252.95	11.9773	11.9717	11.959	0.0056	11.977967	19,718.56	11.9905	up	train
Market Treasury Bill	73rd	2001-05-30	12-Month	null	20,613.56	11.9905	11.9773	11.9849	0.0132	11.979833	4,252.95	12.5266	up	train
Market Treasury Bill	74th	2001-06-13	12-Month	null	10,915.78	12.5266	11.9905	11.9717	0.5361	12.1648	20,613.56	12.9353	up	train
Market Treasury Bill	75th	2001-06-27	12-Month	null	15,491.42	12.9353	12.5266	11.9773	0.4087	12.484133	10,915.78	11.9843	down	train
Market Treasury Bill	77th	2001-07-25	12-Month	null	11,315.59	11.9843	12.9353	11.9905	-0.951	12.482067	15,491.42	11.734	down	train
Market Treasury Bill	78th	2001-08-08	12-Month	null	8,415.58	11.734	11.9843	12.5266	-0.2503	12.217867	11,315.59	10.8221	down	train
Market Treasury Bill	79th	2001-08-22	12-Month	null	16,532.72	10.8221	11.734	12.9353	-0.9119	11.513467	8,415.58	10.8392	up	train
Market Treasury Bill	80th	2001-09-05	12-Month	null	11,430.17	10.8392	10.8221	11.9843	0.0171	11.131767	16,532.72	10.8699	up	train
Market Treasury Bill	81st	2001-09-19	12-Month	null	1,178.84	10.8699	10.8392	11.734	0.0307	10.843733	11,430.17	10.7592	down	train
Market Treasury Bill	82nd	2001-10-03	12-Month	null	7,737.85	10.7592	10.8699	10.8221	-0.1107	10.822767	1,178.84	10.7176	down	train
Market Treasury Bill	83rd	2001-10-17	12-Month	null	3,231.11	10.7176	10.7592	10.8392	-0.0416	10.782233	7,737.85	8.9971	down	train
Market Treasury Bill	84th	2001-10-31	12-Month	null	9,208.18	8.9971	10.7176	10.8699	-1.7205	10.157967	3,231.11	8.8986	down	train
Market Treasury Bill	85th	2001-11-14	12-Month	null	7,508.83	8.8986	8.9971	10.7592	-0.0985	9.537767	9,208.18	8.7405	down	train

End of preview.

Pakistan Finance ML Features

Separate machine-learning feature tables for Pakistan finance: monthly macro/inflation features, weekly SPI price features, government securities yield features, and interest corridor facility usage features.

Source: OpenDoc Pakistan

Pakistan Finance ML Features

Summary

This dataset contains separate machine-learning feature tables for Pakistan finance. It is not mixed with the RAG corpus. Tables include monthly inflation/macro features, weekly SPI item-city price features, government securities yield features, and interest corridor facility-usage features.

Dataset Details

Dataset ID: pakistan-finance-ml-features
Version: 0.1.0
Category: Economy and Finance
Tags: machine-learning, forecasting, features, inflation, spi, bonds, yields, interest-rates, pakistan
Language: English
Geography: Pakistan
File Formats: CSV
Records: 35,085 feature rows
Maintainer: OpenDoc Data Stewardship Team

Source and Provenance

Features are derived from the separate curated packages:

pakistan_inflation_and_prices
pakistan_government_securities_auctions
pakistan_interest_rate_corridor
pakistan_macroeconomic_indicators

No RAG chunks or QA text are included in this package.

License

Original License: Mixed official public website sources; explicit open redistribution licenses not found for PBS/SBP, World Bank WDI is CC-BY.
Repository License: LicenseRef-PBS-Public-Website, LicenseRef-SBP-Public-Website, and World Bank WDI attribution.
Attribution Required: Yes, cite the underlying official sources.

Files

monthly_macro_inflation_features.csv: monthly CPI/SPI/WPI features, WDI annual macro joins, lags, rolling averages, and next-month targets.
weekly_spi_price_features.csv: weekly item-city average prices with lag, rolling, next-week price, and direction targets.
government_securities_yield_features.csv: T-bill/PIB auction yield features with lag and next-auction targets.
interest_corridor_daily_features.csv: SBP corridor facility usage features with lag, rolling, and next-observation targets.

ML Notes

Features are time ordered.
Target columns are explicitly prefixed with target_.
Splits are chronological, not random.
Lag/rolling features use prior observations only.
Blank targets at the end of a group are expected where no future observation exists.

Quality Report

Duplicate Primary Keys: 0
Blank Primary Keys: 0
PII Scan: 0 email/phone regex hits.
Known Limitation: Some features inherit source frequency differences: monthly inflation, weekly prices, auction events, and daily/operation corridor records are separate tables by design.

Intended Use

Appropriate for:

Inflation direction and level forecasting.
SPI item/city price anomaly detection.
Auction yield movement modeling.
Liquidity facility usage modeling.

Out of scope:

Retrieval/citation QA; use pakistan_finance_rag_corpus.
Trading or investment advice.

Citation

Pakistan Bureau of Statistics, State Bank of Pakistan, and World Bank WDI sources, curated as "Pakistan Finance ML Features" by OpenDoc Pakistan (OpenDoc), v0.1.0, 2026.

Downloads last month: 49

Total file size:

4.15 MB