Datasets:

letrinhan
/

vn-provinces-labor-productivity

Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Failed to parse string: 'R6' as a scalar of type int64
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 2312, in cast_table_to_schema
                  cast_array_to_feature(
                  ~~~~~~~~~~~~~~~~~~~~~^
                      table[name] if name in table_column_names else pa.array([None] * len(table), type=schema.field(name).type),
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                      feature,
                      ^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1861, in wrapper
                  return pa.chunked_array([func(chunk, *args, **kwargs) for chunk in array.chunks])
                                           ~~~~^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2152, in cast_array_to_feature
                  return array_cast(
                      array,
                  ...<2 lines>...
                      allow_decimal_to_str=allow_decimal_to_str,
                  )
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 1863, in wrapper
                  return func(array, *args, **kwargs)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2015, in array_cast
                  return array.cast(pa_type)
                         ~~~~~~~~~~^^^^^^^^^
                File "pyarrow/array.pxi", line 1161, in pyarrow.lib.Array.cast
                File "/usr/local/lib/python3.14/site-packages/pyarrow/compute.py", line 414, in cast
                  return call_function("cast", [arr], options, memory_pool)
                File "pyarrow/_compute.pyx", line 604, in pyarrow._compute.call_function
                  return func.call(args, options=options, memory_pool=memory_pool,
                File "pyarrow/_compute.pyx", line 399, in pyarrow._compute.Function.call
                  result = GetResultValue(
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                  return check_status(status)
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
                  raise convert_status(status)
              pyarrow.lib.ArrowInvalid: Failed to parse string: 'R6' as a scalar of type int64
              
              The above exception was the direct cause of the following exception:
              
              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 1880, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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geo_code int64	geo_name string	geo_short string	geo_system string	year int64	value float64	value_status string	unit string
0	Viet Nam	VN	national	2,018	129.1	final	million_vnd_per_worker
0	Viet Nam	VN	national	2,019	141	final	million_vnd_per_worker
0	Viet Nam	VN	national	2,020	150.1	final	million_vnd_per_worker
0	Viet Nam	VN	national	2,021	173	final	million_vnd_per_worker
0	Viet Nam	VN	national	2,022	188.7	final	million_vnd_per_worker
0	Viet Nam	VN	national	2,023	201.2	final	million_vnd_per_worker
0	Viet Nam	VN	national	2,024	221.9	preliminary	million_vnd_per_worker
1	Ha Noi	HN	historical_63	2,018	215.5	final	million_vnd_per_worker
1	Ha Noi	HN	historical_63	2,019	240.5	final	million_vnd_per_worker
1	Ha Noi	HN	historical_63	2,020	251.7	final	million_vnd_per_worker
1	Ha Noi	HN	historical_63	2,021	278.4	final	million_vnd_per_worker
1	Ha Noi	HN	historical_63	2,022	304.1	final	million_vnd_per_worker
1	Ha Noi	HN	historical_63	2,023	319	final	million_vnd_per_worker
1	Ha Noi	HN	historical_63	2,024	345.6	preliminary	million_vnd_per_worker
2	Ha Giang	HG	historical_63	2,018	41.9	final	million_vnd_per_worker
2	Ha Giang	HG	historical_63	2,019	45.8	final	million_vnd_per_worker
2	Ha Giang	HG	historical_63	2,020	49.5	final	million_vnd_per_worker
2	Ha Giang	HG	historical_63	2,021	77.8	final	million_vnd_per_worker
2	Ha Giang	HG	historical_63	2,022	83.4	final	million_vnd_per_worker
2	Ha Giang	HG	historical_63	2,023	85.3	final	million_vnd_per_worker
2	Ha Giang	HG	historical_63	2,024	92.5	preliminary	million_vnd_per_worker
4	Cao Bang	CB	historical_63	2,018	46.7	final	million_vnd_per_worker
4	Cao Bang	CB	historical_63	2,019	50.4	final	million_vnd_per_worker
4	Cao Bang	CB	historical_63	2,020	55.2	final	million_vnd_per_worker
4	Cao Bang	CB	historical_63	2,021	123.6	final	million_vnd_per_worker
4	Cao Bang	CB	historical_63	2,022	104.2	final	million_vnd_per_worker
4	Cao Bang	CB	historical_63	2,023	101.9	final	million_vnd_per_worker
4	Cao Bang	CB	historical_63	2,024	108.3	preliminary	million_vnd_per_worker
6	Bac Kan	BK	historical_63	2,018	51.7	final	million_vnd_per_worker
6	Bac Kan	BK	historical_63	2,019	57.5	final	million_vnd_per_worker
6	Bac Kan	BK	historical_63	2,020	63.6	final	million_vnd_per_worker
6	Bac Kan	BK	historical_63	2,021	98.1	final	million_vnd_per_worker
6	Bac Kan	BK	historical_63	2,022	103.2	final	million_vnd_per_worker
6	Bac Kan	BK	historical_63	2,023	113.9	final	million_vnd_per_worker
6	Bac Kan	BK	historical_63	2,024	123.1	preliminary	million_vnd_per_worker
8	Tuyen Quang	TQ	historical_63	2,018	59.8	final	million_vnd_per_worker
8	Tuyen Quang	TQ	historical_63	2,019	64.4	final	million_vnd_per_worker
8	Tuyen Quang	TQ	historical_63	2,020	72.7	final	million_vnd_per_worker
8	Tuyen Quang	TQ	historical_63	2,021	98.9	final	million_vnd_per_worker
8	Tuyen Quang	TQ	historical_63	2,022	110.7	final	million_vnd_per_worker
8	Tuyen Quang	TQ	historical_63	2,023	118.2	final	million_vnd_per_worker
8	Tuyen Quang	TQ	historical_63	2,024	132	preliminary	million_vnd_per_worker
10	Lao Cai	LCA	historical_63	2,018	102.4	final	million_vnd_per_worker
10	Lao Cai	LCA	historical_63	2,019	116.7	final	million_vnd_per_worker
10	Lao Cai	LCA	historical_63	2,020	126	final	million_vnd_per_worker
10	Lao Cai	LCA	historical_63	2,021	150.9	final	million_vnd_per_worker
10	Lao Cai	LCA	historical_63	2,022	169.5	final	million_vnd_per_worker
10	Lao Cai	LCA	historical_63	2,023	169.8	final	million_vnd_per_worker
10	Lao Cai	LCA	historical_63	2,024	187.3	preliminary	million_vnd_per_worker
11	Dien Bien	DB	historical_63	2,018	51.1	final	million_vnd_per_worker
11	Dien Bien	DB	historical_63	2,019	55.3	final	million_vnd_per_worker
11	Dien Bien	DB	historical_63	2,020	57.7	final	million_vnd_per_worker
11	Dien Bien	DB	historical_63	2,021	73.6	final	million_vnd_per_worker
11	Dien Bien	DB	historical_63	2,022	76.4	final	million_vnd_per_worker
11	Dien Bien	DB	historical_63	2,023	82.4	final	million_vnd_per_worker
11	Dien Bien	DB	historical_63	2,024	90.3	preliminary	million_vnd_per_worker
12	Lai Chau	LC	historical_63	2,018	67.7	final	million_vnd_per_worker
12	Lai Chau	LC	historical_63	2,019	63.8	final	million_vnd_per_worker
12	Lai Chau	LC	historical_63	2,020	71.9	final	million_vnd_per_worker
12	Lai Chau	LC	historical_63	2,021	129.5	final	million_vnd_per_worker
12	Lai Chau	LC	historical_63	2,022	117.1	final	million_vnd_per_worker
12	Lai Chau	LC	historical_63	2,023	115.3	final	million_vnd_per_worker
12	Lai Chau	LC	historical_63	2,024	129.3	preliminary	million_vnd_per_worker
14	Son La	SL	historical_63	2,018	67.1	final	million_vnd_per_worker
14	Son La	SL	historical_63	2,019	64.9	final	million_vnd_per_worker
14	Son La	SL	historical_63	2,020	71.9	final	million_vnd_per_worker
14	Son La	SL	historical_63	2,021	103.6	final	million_vnd_per_worker
14	Son La	SL	historical_63	2,022	110	final	million_vnd_per_worker
14	Son La	SL	historical_63	2,023	111.6	final	million_vnd_per_worker
14	Son La	SL	historical_63	2,024	126.6	preliminary	million_vnd_per_worker
15	Yen Bai	YB	historical_63	2,018	53.2	final	million_vnd_per_worker
15	Yen Bai	YB	historical_63	2,019	60.1	final	million_vnd_per_worker
15	Yen Bai	YB	historical_63	2,020	64	final	million_vnd_per_worker
15	Yen Bai	YB	historical_63	2,021	99.5	final	million_vnd_per_worker
15	Yen Bai	YB	historical_63	2,022	112.1	final	million_vnd_per_worker
15	Yen Bai	YB	historical_63	2,023	118.3	final	million_vnd_per_worker
15	Yen Bai	YB	historical_63	2,024	130.8	preliminary	million_vnd_per_worker
17	Hoa Binh	HB	historical_63	2,018	84.8	final	million_vnd_per_worker
17	Hoa Binh	HB	historical_63	2,019	84.5	final	million_vnd_per_worker
17	Hoa Binh	HB	historical_63	2,020	94	final	million_vnd_per_worker
17	Hoa Binh	HB	historical_63	2,021	111.1	final	million_vnd_per_worker
17	Hoa Binh	HB	historical_63	2,022	117.6	final	million_vnd_per_worker
17	Hoa Binh	HB	historical_63	2,023	122.9	final	million_vnd_per_worker
17	Hoa Binh	HB	historical_63	2,024	139.7	preliminary	million_vnd_per_worker
19	Thai Nguyen	TNG	historical_63	2,018	145.6	final	million_vnd_per_worker
19	Thai Nguyen	TNG	historical_63	2,019	153.1	final	million_vnd_per_worker
19	Thai Nguyen	TNG	historical_63	2,020	162.8	final	million_vnd_per_worker
19	Thai Nguyen	TNG	historical_63	2,021	224.1	final	million_vnd_per_worker
19	Thai Nguyen	TNG	historical_63	2,022	243.9	final	million_vnd_per_worker
19	Thai Nguyen	TNG	historical_63	2,023	245.9	final	million_vnd_per_worker
19	Thai Nguyen	TNG	historical_63	2,024	255.4	preliminary	million_vnd_per_worker
20	Lang Son	LS	historical_63	2,018	61.3	final	million_vnd_per_worker
20	Lang Son	LS	historical_63	2,019	67.3	final	million_vnd_per_worker
20	Lang Son	LS	historical_63	2,020	72.7	final	million_vnd_per_worker
20	Lang Son	LS	historical_63	2,021	125.3	final	million_vnd_per_worker
20	Lang Son	LS	historical_63	2,022	136.5	final	million_vnd_per_worker
20	Lang Son	LS	historical_63	2,023	148.1	final	million_vnd_per_worker
20	Lang Son	LS	historical_63	2,024	158.2	preliminary	million_vnd_per_worker
22	Quang Ninh	QN	historical_63	2,018	229.2	final	million_vnd_per_worker
22	Quang Ninh	QN	historical_63	2,019	265	final	million_vnd_per_worker

End of preview.

Vietnam provinces labor productivity

Provincial and regional labor productivity (million VND per worker). Coverage 2018-2024. Year 2024 is preliminary. Tables cover provinces, regions and national total. Geographic labels are English (UN/GSO style ASCII romanization). Province names follow ar_core.vn_geo (historical 63-province system).

Files

provinces (441 rows)

data/provinces.csv
data/provinces.dta
data/provinces.xlsx

regions (42 rows)

data/regions.csv
data/regions.dta
data/regions.xlsx

national (7 rows)

data/national.csv
data/national.dta
data/national.xlsx

Load

Stata:

use "data/provinces.dta", clear

df <- read.csv("data/provinces.csv")

SPSS: open the .xlsx or .csv file.

Source

National Statistics Office of Vietnam (NSO/GSO). Original table title: Nang suat lao dong phan theo dia phuong. Cleaned long panel for research use. Geographic units are Vietnam provinces (and regions / national where present).

Raw originals

Unmodified upstream source files are under raw/ for verification (see raw/README.md). Clean tables remain under data/.

Citation

@misc{nso_provinces_labor_productivity,
  title = {Vietnam provinces labor productivity},
  author = {{National Statistics Office of Vietnam}},
  note = {Cleaned long panel. Unit: million VND per worker.},
  year = {2024}
}

Built 2026-09-14 UTC.

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