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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 datasetNeed help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
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 |
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_nameis 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_ruleis 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.invitationsis 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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