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The dataset generation failed
Error code:   DatasetGenerationError
Exception:    ValueError
Message:      Expected object or value
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 291, in _generate_tables
                  pa_table = paj.read_json(
                      io.BytesIO(batch), read_options=paj.ReadOptions(block_size=block_size)
                  )
                File "pyarrow/_json.pyx", line 364, in pyarrow._json.read_json
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
                  raise convert_status(status)
              pyarrow.lib.ArrowInvalid: JSON parse error: Column() changed from object to string in row 0
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1835, in _prepare_split_single
                  for key, table in generator:
                                    ^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 621, in wrapped
                  for item in generator(*args, **kwargs):
                              ~~~~~~~~~^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/packaged_modules/json/json.py", line 306, in _generate_tables
                  batch = json_encode_fields_in_json_lines(original_batch, json_field_paths)
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/json.py", line 111, in json_encode_fields_in_json_lines
                  examples = [ujson_loads(line) for line in original_batch.splitlines()]
                              ~~~~~~~~~~~^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/utils/json.py", line 20, in ujson_loads
                  return pd.io.json.ujson_loads(*args, **kwargs)
                         ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^
              ValueError: Expected object or value
              
              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 1379, 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 956, 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 1702, 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 1887, 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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draw_number
string
draw_date
timestamp[us]
draw_name
string
invitations
int64
crs_cutoff
int64
tie_break_rule
string
distribution_as_of
string
453
2026-10-28T00:00:00
Transport Occupations, 2026-Version 2
150
477
June 4, 2026 at 21:48:22 UTC
October 25, 2026
452
2026-10-27T00:00:00
French-Language proficiency 2026-Version 2
5,000
407
July 13, 2026 at 19:22:00 UTC
October 25, 2026
451
2026-10-26T00:00:00
Provincial Nominee Program
792
761
April 03, 2026 at 18:00:26 UTC
October 25, 2026
450
2026-10-16T00:00:00
French-Language proficiency 2026-Version 2
5,000
435
October 06, 2026 at 21:31:22 UTC
October 12, 2026
449
2026-10-15T00:00:00
Canadian Experience Class
2,500
519
September 21, 2026 at 19:00:47 UTC
October 12, 2026
448
2026-10-13T00:00:00
Provincial Nominee Program
752
772
July 15, 2026 at 13:57:33
October 12, 2026
447
2026-10-01T00:00:00
Trades Occupations, 2026-Version 3
3,500
476
May 28, 2026 at 16:55:23 UTC
September 27, 2026
446
2026-09-29T00:00:00
Canadian Experience Class
2,000
518
February 13, 2026 at 20:48:08 UTC
September 27, 2026
445
2026-09-28T00:00:00
Provincial Nominee Program
733
725
September 17, 2026 at 01:36:17 UTC
September 27, 2026
444
2026-09-16T00:00:00
Senior managers with Canadian Work Experience, 2026-Version 1
250
389
September 01, 2026 at 23:05:13 UTC
September 13, 2026
443
2026-09-15T00:00:00
Canadian Experience Class
2,000
519
March 26, 2026 at 00:16:39 UTC
September 13, 2026
442
2026-09-14T00:00:00
Provincial Nominee Program
576
734
August 29, 2026 at 21:39:50 UTC
September 13, 2026
441
2026-09-04T00:00:00
Healthcare and Social Services Occupations, 2026-Version 3
3,500
475
May 26, 2026 at 00:26:14 UTC
August 30, 2026
440
2026-09-03T00:00:00
Physicians with Canadian Work Experience, 2026-Version 1
229
198
August 06, 2026 at 19:40:38 UTC
August 30, 2026
439
2026-09-01T00:00:00
Canadian Experience Class
2,000
521
August 18, 2026 at 03:24:13 UTC
August 30, 2026
438
2026-08-31T00:00:00
Provincial Nominee Program
562
697
April 12th, 2026 at 04:32:26 UTC
August 30, 2026
437
2026-08-19T00:00:00
French-Language proficiency 2026-Version 2
5,000
382
March 1, 2026 at 18:34:05 UTC
August 16, 2026
436
2026-08-18T00:00:00
Canadian Experience Class
1,000
523
August 17, 2026 at 22:09:00 UTC
August 16, 2026
435
2026-08-17T00:00:00
Provincial Nominee Program
442
760
August 07, 2026 at 18:01:56 UTC
August 16, 2026
434
2026-08-07T00:00:00
Transport Occupations, 2026-Version 2
300
470
October 11, 2025 at 14:55:49 UTC
August 3, 2026
433
2026-08-06T00:00:00
French-Language proficiency 2026-Version 2
5,000
391
March 18, 2026 at 23:32:40 UTC
August 3, 2026
432
2026-08-05T00:00:00
Canadian Experience Class
3,000
516
July 3rd 2026 at 21:35:13 UTC
August 3, 2026
431
2026-08-04T00:00:00
Provincial Nominee Program
507
768
May 15, 2026 at 15:58:19 UTC
August 3, 2026
430
2026-07-23T00:00:00
Skilled Military Recruits, 2026-Version 1
4
368
June 02, 2026 at 20:11:26 UTC
July 19, 2026
429
2026-07-22T00:00:00
French-Language proficiency 2026-Version 2
5,000
399
November 19, 2025 at 21:21:56 UTC
July 19, 2026
428
2026-07-21T00:00:00
Canadian Experience Class
2,000
516
May 26, 2026 at 17:33:03 UTC
July 19, 2026
427
2026-07-20T00:00:00
Provincial Nominee Program
511
744
May 26, 2026 at 18:11:36 UTC
July 19, 2026
426
2026-07-10T00:00:00
Senior managers with Canadian Work Experience, 2026-Version 1
500
392
March 15, 2026 at 01:46:05 UTC
July 5, 2026
425
2026-07-09T00:00:00
French-Language proficiency 2026-Version 2
5,000
420
May 15, 2026 at 08:04:00 UTC
July 5, 2026
424
2026-07-07T00:00:00
Canadian Experience Class
2,000
517
December 29, 2025 at 17:49:27 UTC
July 5, 2026
423
2026-07-06T00:00:00
Provincial Nominee Program
534
708
June 4, 2026 at 14:49:51 UTC
July 5, 2026
422
2026-06-25T00:00:00
Healthcare and Social Services Occupations, 2026-Version 3
4,000
475
May 21, 2026 at 12:14:09 UTC
June 21, 2026
421
2026-06-24T00:00:00
Physicians with Canadian Work Experience, 2026-Version 1
271
223
May 31, 2026 at 18:13:49 UTC
June 21, 2026
420
2026-06-23T00:00:00
Canadian Experience Class
4,000
516
April 14, 2026 at 00:03:10 UTC
June 21, 2026
419
2026-06-22T00:00:00
Provincial Nominee Program
955
730
March 09, 2026 at 01:02:28 UTC
June 21, 2026
418
2026-05-28T00:00:00
French-Language proficiency 2026-Version 2
4,500
409
April 29, 2026 at 22:20:00 UTC
May 24, 2026
417
2026-05-27T00:00:00
Canadian Experience Class
3,000
518
April 30, 2026 at 03:16:01 UTC
May 24, 2026
416
2026-05-25T00:00:00
Provincial Nominee Program
334
805
October 16, 2025 at 18:16:33 UTC
May 10, 2026
415
2026-05-11T00:00:00
Provincial Nominee Program
380
798
January 07, 2026 at 05:23:31 UTC
May 10, 2026
414
2026-04-29T00:00:00
French-Language proficiency 2026-Version 2
4,000
400
April 07, 2026 at 20:13:59 UTC
April 26, 2026
413
2026-04-28T00:00:00
Canadian Experience Class
2,000
514
September 24, 2025 at 14:18:43 UTC
April 26, 2026
412
2026-04-27T00:00:00
Provincial Nominee Program
473
795
April 13, 2026 at 23:10:05 UTC
April 26, 2026
411
2026-04-15T00:00:00
French-Language proficiency 2026-Version 2
4,000
419
November 14, 2025 at 07:14:25 UTC
April 12, 2026
410
2026-04-14T00:00:00
Canadian Experience Class
2,000
515
June 10, 2025 at 02:46:26 UTC
April 12, 2026
409
2026-04-13T00:00:00
Provincial Nominee Program
324
786
November 19, 2025 at 18:53:59 UTC
March 29, 2026
408
2026-04-02T00:00:00
Trades Occupations, 2026-Version 3
3,000
477
February 14, 2026 at 20:53:54 UTC
March 29, 2026
407
2026-03-31T00:00:00
Canadian Experience Class
2,250
509
March 18, 2026 at 08:27:11 UTC
March 29, 2026
406
2026-03-30T00:00:00
Provincial Nominee Program
356
802
February 12, 2026 at 03:54:03 UTC
March 29, 2026
405
2026-03-18T00:00:00
French-Language proficiency 2026-Version 2
4,000
393
December 29, 2025 at 12:47:31 UTC
March 15, 2026
404
2026-03-17T00:00:00
Canadian Experience Class
4,000
507
May 11, 2025 at 18:57:31 UTC
March 15, 2026
403
2026-03-16T00:00:00
Provincial Nominee Program
362
742
October 05, 2025 at 20:35:25 UTC
March 15, 2026
402
2026-03-05T00:00:00
Senior managers with Canadian Work Experience, 2026-Version 1
250
429
August 19, 2025 at 15:10:18 UTC
March 1, 2026
401
2026-03-04T00:00:00
French-Language proficiency 2026-Version 2
5,500
397
October 10, 2025 at 18:18:20 UTC
March 1, 2026
400
2026-03-03T00:00:00
Canadian Experience Class
4,000
508
June 24, 2025 at 22:35:48 UTC
March 1, 2026
399
2026-03-02T00:00:00
Provincial Nominee Program
264
710
August 07, 2025 at 18:02:56 UTC
March 1, 2026
398
2026-02-20T00:00:00
Healthcare and Social Services Occupations, 2026-Version 3
4,000
467
December 09, 2025 at 18:22:06 UTC
February 15, 2026
397
2026-02-19T00:00:00
Physicians with Canadian Work Experience, 2026-Version 1
391
169
January 03, 2026 at 03:25:14 UTC
February 15, 2026
396
2026-02-17T00:00:00
Canadian Experience Class
6,000
508
March 16, 2025 at 09:35:59 UTC
February 15, 2026
395
2026-02-16T00:00:00
Provincial Nominee Program
279
789
September 05, 2025 at 0:59:13 UTC
February 15, 2026
394
2026-02-06T00:00:00
French-Language proficiency 2026-Version 2
8,500
400
February 03, 2026 at 11:11:44 UTC
February 2, 2026
393
2026-02-03T00:00:00
Provincial Nominee Program
423
749
December 16, 2025 at 22:30:36 UTC
February 2, 2026
392
2026-01-21T00:00:00
Canadian Experience Class
6,000
509
October 29, 2025 at 04:35:24 UTC
January 19, 2026
391
2026-01-20T00:00:00
Provincial Nominee Program
681
746
November 19, 2025 at 04:09:11 UTC
January 19, 2026
390
2026-01-07T00:00:00
Canadian Experience Class
8,000
511
June 10, 2025 at 15:59:25 UTC
January 4, 2026
389
2026-01-05T00:00:00
Provincial Nominee Program
574
711
October 06, 2025 at 01:54:31 UTC
January 4, 2026
388
2025-12-17T00:00:00
French language proficiency (Version 1)
6,000
399
August 24, 2025 at 23:43:05 UTC
December 14, 2025
387
2025-12-16T00:00:00
Canadian Experience Class
5,000
515
September 9, 2025 at 18:58:59 UTC
December 14, 2025
386
2025-12-15T00:00:00
Provincial Nominee Program
399
731
October 18, 2025 at 7:18:52 UTC
December 15, 2025
385
2025-12-11T00:00:00
Healthcare and social services occupations (Version 2)
1,000
476
November 26, 2025 at 07:44:30 UTC
December 7, 2025
384
2025-12-10T00:00:00
Canadian Experience Class
6,000
520
July 15, 2025 at 17:30:33 UTC
December 7, 2025
383
2025-12-08T00:00:00
Provincial Nominee Program
1,123
729
March 05, 2025 at 05:10:48
December 7, 2025
382
2025-11-28T00:00:00
French language proficiency (Version 1)
6,000
408
May 26 2025 at 12:28:38 UTC
November 24, 2025
381
2025-11-26T00:00:00
Canadian Experience Class
1,000
531
October 08, 2025 at 19:02:26 UTC
November 24, 2025
380
2025-11-25T00:00:00
Provincial Nominee Program
777
699
September 06, 2025 at 01:16:22 UTC
November 23, 2025
379
2025-11-14T00:00:00
Healthcare and social services occupations (Version 2)
3,500
462
December 02, 2024 at 22:19:41 UTC
November 9, 2025
378
2025-11-12T00:00:00
Canadian Experience Class
1,000
533
October 17, 2025 at 03:39:05 UTC
November 9, 2025
377
2025-11-10T00:00:00
Provincial Nominee Program
714
738
February 22, 2025 at 2:12:01 UTC
November 9, 2025
376
2025-10-29T00:00:00
French language proficiency (Version 1)
6,000
416
September 8, 2025 at 15:27:09 UTC
October 26, 2025
375
2025-10-28T00:00:00
Canadian Experience Class
1,000
533
March 21, 2025 at 04:16:27 UTC
October 26, 2025
374
2025-10-27T00:00:00
Provincial Nominee Program
302
761
September 26, 2025 at 02:14:06 UTC
October 26, 2025
373
2025-10-15T00:00:00
Healthcare and social services occupations (Version 2)
2,500
472
May 12, 2025 at 23:17:30 UTC
October 13, 2025
372
2025-10-14T00:00:00
Provincial Nominee Program
345
778
July 17, 2025 at 19:58:49 UTC
October 13, 2025
371
2025-10-06T00:00:00
French language proficiency (Version 1)
4,500
432
June 13, 2025 at 19:07:01 UTC
September 28, 2025
370
2025-10-01T00:00:00
Canadian Experience Class
1,000
534
February 21, 2025 at 04:01:57 UTC
September 28, 2025
369
2025-09-29T00:00:00
Provincial Nominee Program
291
855
April 08, 2025 at 01:25:29 UTC
September 28, 2025
368
2025-09-18T00:00:00
Trade occupations (Version 2)
1,250
505
November 05, 2024 at 22:36:09 UTC
September 14, 2025
367
2025-09-17T00:00:00
Education occupations (Version 1)
2,500
462
July 09, 2025 at 04:24:19 UTC
September 14, 2025
366
2025-09-15T00:00:00
Provincial Nominee Program
228
746
March 31, 2025 at 13:39:06 UTC
September 14, 2025
365
2025-09-04T00:00:00
French language proficiency (Version 1)
4,500
446
June 16, 2025 at 07:21:06 UTC
September 1, 2025
364
2025-09-03T00:00:00
Canadian Experience Class
1,000
534
August 14, 2025 at 08:28:38 UTC
September 1, 2025
363
2025-09-02T00:00:00
Provincial Nominee Program
249
772
August 28, 2025 at 19:19:18 UTC
September 1, 2025
362
2025-08-19T00:00:00
Healthcare and social services occupations (Version 2)
2,500
470
April 23, 2025 at 20:08:53 UTC
August 17, 2025
361
2025-08-18T00:00:00
Provincial Nominee Program
192
800
February 11, 2025 at 19:17:09 UTC
August 17, 2025
360
2025-08-08T00:00:00
French language proficiency (Version 1)
2,500
481
July 18, 2025 at 05:16:06 UTC
August 5, 2025
359
2025-08-07T00:00:00
Canadian Experience Class
1,000
534
August 03, 2025 at 06:22:02 UTC
August 5, 2025
358
2025-08-06T00:00:00
Provincial Nominee Program
225
739
April 23, 2025 at 06:35:51 UTC
August 5, 2025
357
2025-07-22T00:00:00
Healthcare and social services occupations (Version 2)
4,000
475
March 13, 2025 at 13:08:29 UTC
July 20, 2025
356
2025-07-21T00:00:00
Provincial Nominee Program
202
788
June 05, 2025 at 23:50:45 UTC
July 20, 2025
355
2025-07-08T00:00:00
Canadian Experience Class
3,000
518
October 02, 2024 at 1:48:36 UTC
July 6, 2025
354
2025-07-07T00:00:00
Provincial Nominee Program
356
750
March 19, 2025 at 04:09:09 UTC
July 6, 2025
End of preview.

Express Entry draws (Canada) in CSV and JSON, 2015 to today

Every Express Entry invitation round IRCC has held since the system started on 31 January 2015: draw number, date, program or category, invitations issued and the CRS cut-off score. 454 rounds as of 28 October 2026, including round 91a/91b (the two draws of 30 May 2018).

The numbers come straight from IRCC's own rounds feed (the JSON that feeds the "Rounds of invitations" page on canada.ca). We rebuild the files from that feed, so nothing is typed by hand.

Maintained by the team behind CRS Calculators, where the same data drives the draw history page and the CRS score calculator updated for the November 2026 rules.

Files

File Content
data/express-entry-draws.csv one row per round: draw_number, draw_date, draw_name, invitations, crs_cutoff, tie_break_rule, distribution_as_of
data/express-entry-draws.json same rows as an array of objects
data/ircc_rounds_raw.json untouched copy of IRCC's feed at the time of the last update, with the score distribution fields (dd1 to dd18)

Quick use

const url = 'https://raw.githubusercontent.com/RB9744/express-entry-draws/main/data/express-entry-draws.json';
const draws = await (await fetch(url)).json();
const cec2026 = draws.filter(d => d.draw_name === 'Canadian Experience Class' && d.draw_date.startsWith('2026'));
import pandas as pd
df = pd.read_csv('https://raw.githubusercontent.com/RB9744/express-entry-draws/main/data/express-entry-draws.csv')
df[df.draw_name.str.contains('French')].crs_cutoff.describe()

Notes on the data

  • draw_name is IRCC's wording. Category names changed over the years ("No Program Specified" is what IRCC calls the old all-program draws; "General" was used in 2024).
  • tie_break_rule is the date and time IRCC used to break ties at the cut-off score. It is empty for rounds before November 2017, when IRCC did not publish it.
  • invitations is the number of invitations to apply (ITAs) issued, not the number of people who accepted.
  • Round numbers are IRCC's. 91a and 91b are both dated 30 May 2018.
  • Score distributions (how many candidates sat in each CRS band on the distribution date) are only in the raw file.

Updates

We refresh the files after each round. If a round is missing, open an issue.

License

Data: CC BY 4.0. Credit "CRS Calculators" with a link to https://crscalculators.com/. The source figures are public information published by Immigration, Refugees and Citizenship Canada.

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