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jason1966
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ahsanneural_pakistan-stock-exchange-complete-database-2020-26

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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 16 new columns ({'exchange_rate_usd', 'month', 'exchange_rate_change_pct', 'interest_rate', 'economic_stress_index', 'real_interest_rate', 'year', 'inflation_rate', 'year_month', 'inflation_3m_avg', 'date', 'foreign_reserves_usd_billion', 'oil_price_brent_usd', 'gold_price_pkr_10g', 'quarter', 'exchange_rate_yoy_change'}) and 3 missing columns ({'symbol', 'sector', 'name'}).

This happened while the csv dataset builder was generating data using

hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26/economic_indicators_daily.csv (at revision e9eea927690b19c45bc537da48a8602cb834071b), [/tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/company_metadata.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/company_metadata.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/economic_indicators_daily.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/economic_indicators_daily.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/economic_indicators_monthly.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/economic_indicators_monthly.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/major_events_timeline.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/major_events_timeline.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/psx_stock_prices_daily.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/psx_stock_prices_daily.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/psx_stocks_with_economics.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/psx_stocks_with_economics.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/psx_top_stocks.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/psx_top_stocks.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/sector_performance_monthly.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/sector_performance_monthly.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/stock_summary_statistics.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/stock_summary_statistics.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 1890, in _prepare_split_single
                  writer.write_table(table)
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
                  return cast_table_to_schema(table, schema)
                         ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              date: string
              year_month: string
              inflation_rate: double
              interest_rate: double
              exchange_rate_usd: double
              year: int64
              month: int64
              quarter: int64
              gold_price_pkr_10g: double
              oil_price_brent_usd: int64
              foreign_reserves_usd_billion: double
              real_interest_rate: double
              exchange_rate_change_pct: double
              exchange_rate_yoy_change: double
              inflation_3m_avg: double
              economic_stress_index: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2344
              to
              {'symbol': Value('string'), 'name': Value('string'), 'sector': 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 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 1892, 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 16 new columns ({'exchange_rate_usd', 'month', 'exchange_rate_change_pct', 'interest_rate', 'economic_stress_index', 'real_interest_rate', 'year', 'inflation_rate', 'year_month', 'inflation_3m_avg', 'date', 'foreign_reserves_usd_billion', 'oil_price_brent_usd', 'gold_price_pkr_10g', 'quarter', 'exchange_rate_yoy_change'}) and 3 missing columns ({'symbol', 'sector', 'name'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26/economic_indicators_daily.csv (at revision e9eea927690b19c45bc537da48a8602cb834071b), [/tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/company_metadata.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/company_metadata.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/economic_indicators_daily.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/economic_indicators_daily.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/economic_indicators_monthly.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/economic_indicators_monthly.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/major_events_timeline.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/major_events_timeline.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/psx_stock_prices_daily.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/psx_stock_prices_daily.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/psx_stocks_with_economics.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/psx_stocks_with_economics.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/psx_top_stocks.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/psx_top_stocks.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/sector_performance_monthly.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/sector_performance_monthly.csv), /tmp/hf-datasets-cache/medium/datasets/75323954113006-config-parquet-and-info-jason1966-ahsanneural_pak-b6a83d2d/hub/datasets--jason1966--ahsanneural_pakistan-stock-exchange-complete-database-2020-26/snapshots/e9eea927690b19c45bc537da48a8602cb834071b/stock_summary_statistics.csv (origin=hf://datasets/jason1966/ahsanneural_pakistan-stock-exchange-complete-database-2020-26@e9eea927690b19c45bc537da48a8602cb834071b/stock_summary_statistics.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.

symbol string	name string	sector string
OGDC	Oil & Gas Development Company Limited	Oil & Gas
PPL	Pakistan Petroleum Limited	Oil & Gas
PSO	Pakistan State Oil Company Limited	Oil & Gas
ENGRO	Engro Corporation Limited	Chemicals
FFC	Fauji Fertilizer Company Limited	Fertilizer
FFBL	Fauji Fertilizer Bin Qasim Limited	Fertilizer
LUCK	Lucky Cement Limited	Cement
DGKC	DG Khan Cement Company Limited	Cement
MLCF	Maple Leaf Cement Factory Limited	Cement
HBL	Habib Bank Limited	Banking
UBL	United Bank Limited	Banking
MCB	MCB Bank Limited	Banking
BAFL	Bank Alfalah Limited	Banking
ABL	Allied Bank Limited	Banking
MEBL	Meezan Bank Limited	Banking
HUBC	Hub Power Company Limited	Power
KEL	K-Electric Limited	Power
TRG	TRG Pakistan Limited	Technology
SYS	Systems Limited	Technology
AVN	Avanceon Limited	Technology
NESTLE	Nestle Pakistan Limited	Food
UNITY	Unity Foods Limited	Food
NATF	National Foods Limited	Food
MTL	Millat Tractors Limited	Automobile
INDU	Indus Motor Company Limited	Automobile
PSMC	Pak Suzuki Motor Company Limited	Automobile
SAZEW	Sazgar Engineering Works Limited	Automobile
ISL	International Steels Limited	Steel
AICL	Adamjee Insurance Company Limited	Insurance
ABOT	Abbott Laboratories Pakistan Limited	Pharma
GLAXO	GlaxoSmithKline Pakistan Limited	Pharma
FHAM	Fauji Meat Limited	Food
FLYNG	Flying Cement Company Limited	Cement
NCPL	Nishat Chunian Power Limited	Power
KAPCO	Kot Addu Power Company Limited	Power
SNGP	Sui Northern Gas Pipelines Limited	Oil & Gas
SSGC	Sui Southern Gas Company Limited	Oil & Gas
PIOC	Pioneer Cement Limited	Cement
EFOODS	English Biscuit Manufacturers Limited	Food
PKGS	Packages Limited	Paper & Board
CHCC	Cherat Cement Company Limited	Cement
FCCL	Fauji Cement Company Limited	Cement
TELE	Telecard Limited	Technology
JSCL	Jahangir Siddiqui & Company Limited	Investment
DAWH	Dawood Hercules Corporation Limited	Chemicals
PAEL	Pakistan Aluminium Beverage Cans Limited	Manufacturing
SEARL	The Searle Company Limited	Pharma
HASCOL	Hascol Petroleum Limited	Oil & Gas
APL	Attock Petroleum Limited	Oil & Gas
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End of preview.

Pakistan Stock Exchange Complete Database 2020-26

76K records: 49 stocks, economic indicators, events & 35+ technical features

Dataset Info

Source: Kaggle
Original Size: 23.31 MB
Kaggle Downloads: 128
Files: 9

Files

company_metadata.csv
economic_indicators_daily.csv
economic_indicators_monthly.csv
major_events_timeline.csv
psx_stock_prices_daily.csv
psx_stocks_with_economics.csv
psx_top_stocks.csv
sector_performance_monthly.csv
stock_summary_statistics.csv

Mirrored from Kaggle

Downloads last month: 44

Total file size:

78.4 MB