width int32 6.3k 6.66k | height int32 8.45k 9.17k | title stringclasses 12
values | page_number int32 1 8 | total_pages int32 4 8 | canvas_label stringclasses 8
values | date stringclasses 12
values | year stringdate 1895-01-01 00:00:00 1922-01-01 00:00:00 | publisher stringclasses 2
values | place stringclasses 1
value | source_manifest stringclasses 12
values | image imagewidth (px) 6.3k 6.66k | markdown stringlengths 708 10.8k | inference_info stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
6,627 | 8,628 | Highland News issue: 2031 | 1 | 8 | 1 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | HIGHLAND NEWS
TWOPENCE
No. 2031
INVERNESS, SATURDAY, SEPTEMBER 2, 1922
INFIRMARY WEEK
IN INVERNESS,
SATURDAY, 2nd September,
TO
Programme for Week.
SATURDAY, 2nd SEPTEMBER.
PENNY TRAIL, 9.30 a.m., at TOWN HALL to be organised by the Inverness Boys' Brigade.
CRICKET MATCH—Curtion C.C. (Edinburgh) v Northern County Cr... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,627 | 8,628 | Highland News issue: 2031 | 2 | 8 | 2 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | HIGHLAND NEWS, SATURDAY, SEPTEMBER 2, 1922
Enjoy Summer
To enjoy the hot summer days one must keep healthy and to keep healthy remember that light fare is the right fare.
Summer Dishes Recipe Book should be in every home. His obtainable from Brown Lochail, Paisley, in exchange for one penny stamp to cover postage.
S... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,512 | 8,488 | Highland News issue: 2031 | 3 | 8 | 3 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | SHOW AT COLSPIE.
SUCCESSFUL EXHIBITION.
SUTHERLAND FAMILY AND THE ENCOURAGEMENT OF AGENCIATURE.
The 79th annual show of stock, dairy produce, and implements took place at Dunrobin, Golspie, on Saturday. Ideal weather favoured the event, which was attended by large crowds of people, many arriving by the special trains.... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,463 | 8,584 | Highland News issue: 2031 | 4 | 8 | 4 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | COIR YARN.
WE BEG TO INTIMATE TO OUR CUSTOMERS AND OTHERS THAT THIS SEASON'S PURCHASE OF COIR YARN HAS JUST ARRIVED, AND ORDERS ARE BEING BOOKED NOW FOR DELIVERY AT KEENEST CASH PRICES. WHOLESALE ONLY.
KENNETH MACLENNAN & CO., Ltd., 6 NORTH BEACH STREET, STORNOWAY.
FOR QUALITY ROYAL CREAM OF BEN WYVIS WHISKY
Has st... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,519 | 8,572 | Highland News issue: 2031 | 5 | 8 | 5 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | EARLY EDITION
THURSDAY EVENING.
STORNOWAY.
TIDE TABLE—HIGH WATER.
SEPTEMBER.
Morning. Evening.
Sunday ... 3 511 527
Monday ... 4 556 67
Tuesday ... 5 633 64
Wednesday ... 7 818 718
Thursday ... 7 438 748
Thursday ... 7 438 748
Saturday ... 8 390 850
The bowling green, tennis court, and putting green continue to be w... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,514 | 8,481 | Highland News issue: 2031 | 6 | 8 | 6 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | HERE AND THERE.
SCURVY TREATMENT.
Representatives of the Press engaged in what is often very difficult work continue to be gratuitously insisted by the local Bismarces, who are forging weapons for their own destruction. There was a flower show at Inverness, which was not only an event but also a possible prosperity w... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,539 | 8,634 | Highland News issue: 2031 | 7 | 8 | 7 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | A LONDON LETTER.
THE PREMIER'S NEW HOME.
When the Prime Minister returns from his beloved fastnesses in Wales he will go, not to Spain, as was rumoured, but to Spain which has been built for him a house that is square and squat and comfortable. It is not a bit like any other house I have seen, yet, in its larger way,... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,514 | 8,554 | Highland News issue: 2031 | 8 | 8 | 8 | Saturday 02/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732960/manifest.json | GLASGOW NOTES
A fortnight hence—on Friday, September 15, to be opened with a concert of Gaeli and English songs, which are arranged in the museum of the Glasgow Celtic Season. It is announced that the secretary, Mr Archd. N. Currie, M.A., B.Sc., has added the islands of Colonsay and Gigha to the list comprising the In... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,528 | 8,584 | Highland News issue: 2032 | 1 | 8 | 1 | Saturday 09/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732961/manifest.json | HIGHLAND NEWS
TWOPENCE
No. 2032 INVERNESS, SATURDAY, SEPTEMBER 9, 1922 REGISTERED AT THE GENERAL POST OFFICE AS A NEWSPAPER.
LEAGUE OF NATIONS' UNION.
A PUBLIC MEETING
Will be held at 7.30 p.m.
On WEDNESDAY, 20TH SEPTEMBER,
In the TOWN HALL, INVERNESS.
An Address will be given by His Grace
THE DUKE OF SUTHERLAND.
Ch... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,541 | 8,596 | Highland News issue: 2032 | 2 | 8 | 2 | Saturday 09/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732961/manifest.json | HIGHLAND NEWS, SATURDAY, SEPTEMBER 9, 1922
Hair and Skin Beauty PreservedByCuticura
If you use Cucicura Soap for every day toilet purposes, with touches of Cucicura Ointment is needed to soothe and heal the first pimples or scalp irritation, you will have as clear a complexion and as good hair as it is possible to ha... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,504 | 8,523 | Highland News issue: 2032 | 3 | 8 | 3 | Saturday 09/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732961/manifest.json | THE LOCH MAREE POISONING TRAGEDY
INQUIRY AT DINGWALL
TERRIBLE HAVOC BY GERMS
Dr. Munro, Professor of Medicine at Glasgow University, made some interesting statements about botulism at the inquiry which opened at the Sheriff Court at Dingwall, on Tuesday, into the deaths of six visitors and two ghillies after the vic... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,514 | 8,591 | Highland News issue: 2032 | 4 | 8 | 4 | Saturday 09/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732961/manifest.json | HIGHLAND NEWS, SATURDAY, SEPTEMBER 9, 1922
FOR SALE, by private bargain, Dwelling-House Property No. 12 Plantation Road, Stormoway, all as occupied by the Proprietor, Mr Angus Maciver, Accommodation—Five Rooms, Kitchen, Bathroom, small shop and Outhouses. Early possession guaranteed. Offers to be lodged with J.M. Smal... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,497 | 8,629 | Highland News issue: 2032 | 5 | 8 | 5 | Saturday 09/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732961/manifest.json | HIGHLAND NEWS, SATURDAY, SEPTEMBER 9, 1922
EARLY EDITION
THURSDAY EVENING.
STORNOWAY R.T.C.
PRESENTATION TO MR G. LUKE.
The members of the Stornoway Red Triangle Club and their lady friends met on Saturday evening of last week to take leave of Mr G. Luke, manager of the local Employment Bureau, and a prominent member... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,571 | 8,714 | Highland News issue: 2032 | 6 | 8 | 6 | Saturday 09/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732961/manifest.json | THE SHEPHERD OF STONEHENCE
A SHORT STORY.
(By Ian Macdugall, author of "Brothers," etc.)
"Yes," said our friend the antiquary, there is no doubt that Stonehenge is the finest example of a Cromlech or 'Stone Circle' in the kingdom. It is also an undisputed fact that the evidence of the work of stones by primitive peo... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,397 | 8,603 | Highland News issue: 2032 | 7 | 8 | 7 | Saturday 09/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732961/manifest.json | "SUPREME AND CLORIOUS SACRIFICE."
GOLSIE WAR MEMORIAL UNVEILED.
The Golsiie War Memorial was unveiled on Wednesday. The Duke of Sutherland, who was accompanied by the Duchess of Sutherland, presided at the ceremony, and the memorial was unveiled by the Lady Millicent Hawes. The ceremony was initiated by the whole gat... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,551 | 8,548 | Highland News issue: 2032 | 8 | 8 | 8 | Saturday 09/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732961/manifest.json | SKYE.
Messrs Hamilton and Co., Dingwall, are holding their usual sales of cattle and horse at Dunvegan, Uig, and Portree this week.
The s.s. Claymore, with passengers and cargo, arrived at Portree on Wednesday. She had to lie out for some time owing to the tide. The weather was on its best behaviour, and the tourists... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,569 | 8,539 | Highland News issue: 2033 | 1 | 8 | 1 | Saturday 16/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732962/manifest.json | HIGHLAND NEWS
TWOPENCE
No. 2033
INVERNESS, SATURDAY, SEPTEMBER 16, 1922
REGISTERED AT THE GENERAL POST OFFICE AS A NEWSPAPER.
THE NORTHERN MEETING.
Games and Balls
ON Thursday and Friday,
21st and 22nd SEPTEMBER.
Dancing and Piping
BY THE BOYS of the QUEEN VICTORIA SCHOOL,
DUNBLANE.
Foot and Cycle Races, Etc.
Gymnast... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,526 | 8,545 | Highland News issue: 2033 | 2 | 8 | 2 | Saturday 16/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732962/manifest.json | HIGHLAND NEWS, SATURDAY, SEPTEMBER 16, 1922
ROSS-SHIRE TEACHERS
PROTECT AGAINST ENGLISH "DOMINATION."
At the meeting of the Ross-shire branch of the Educational Institute at Dingwall on Saturday, Mr. Boulton presided. With the agenda of the annual meeting to be held in Edinburgh on Saturday came to be considered, it ... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,492 | 8,533 | Highland News issue: 2033 | 3 | 8 | 3 | Saturday 16/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732962/manifest.json | ERUPTIONS ON HEAD AND BACK
Of Dry Nature, Caused Irritation and Burning, Cuticura Healed.
"I had a breaking out of little sore eruptions on my head and back. They were of dry nature and very scoury causing much irritation and also burning. My hair fell out around the affected parts and I lost my rest at night.
"I tr... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,486 | 8,570 | Highland News issue: 2033 | 4 | 8 | 4 | Saturday 16/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732962/manifest.json | COIR YARN.
WE BEG TO INTIMATE TO OUR CUSTOMERS AND OTHERS THAT THIS SEASON'S PURCHASE OF COIR YARN HAS JUST ARRIVED, AND ORDERS ARE BEING BOOKED NOW FOR DELIVERY AT KEENEST CASH PRICES. WHOLESALE ONLY.
KENNETH MACLENNAN & CO., Ltd., 6 NORTH BEACH STREET, STORNOWAY.
WE BEG TO INTIMATE TO OUR CUSTOMERS AND OTHERS THAT... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,512 | 8,600 | Highland News issue: 2033 | 5 | 8 | 5 | Saturday 16/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732962/manifest.json | EARLY EDITION
THURSDAY EVENING.
STORNOWAY.
TIDE TABLE—HIGH WATER.
SEPTEMBER
BOWLING CLUB BAZAAR—Laddies who have entered the Brown and Polson baking competition in connection with the above are reminded to hand in their cakes at the Drill Hall on the day before the bazaar (Tuesday, 19th September), between 3 and 5 o'... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] | |
6,514 | 8,549 | Highland News issue: 2033 | 6 | 8 | 6 | Saturday 16/09/1922 | 1922 | Highland News, Limited | Inverness | https://view.nls.uk/manifest/2437/3296/243732962/manifest.json | THE WORLD OF WOMEN.
(By CLAUDINE.
I always like the story of the little boy who was given an essay to write on the earth and began: "The earth revolves on its axis 365 times in the year; it goes round so fast that it perspires, and that's called dew."
Of course," observed Marjorie placidly, her lap full if the famil... | [{"model_id": "zai-org/GLM-OCR", "model_name": "GLM-OCR", "column_name": "markdown", "timestamp": "2026-02-20T17:11:11.785433", "task": "ocr", "temperature": 0.01, "top_p": 1e-05, "repetition_penalty": 1.1, "max_tokens": 8192}] |
End of preview. Expand in Data Studio
Document OCR using GLM-OCR
This dataset contains OCR results from images in davanstrien/nls-highland-news-sample using GLM-OCR, a compact 0.9B OCR model achieving SOTA performance.
Processing Details
- Source Dataset: davanstrien/nls-highland-news-sample
- Model: zai-org/GLM-OCR
- Task: text recognition
- Number of Samples: 68
- Processing Time: 23.0 min
- Processing Date: 2026-02-20 17:32 UTC
Configuration
- Image Column:
image - Output Column:
markdown - Dataset Split:
train - Batch Size: 16
- Max Model Length: 8,192 tokens
- Max Output Tokens: 8,192
- Temperature: 0.01
- Top P: 1e-05
- GPU Memory Utilization: 80.0%
Model Information
GLM-OCR is a compact, high-performance OCR model:
- 0.9B parameters
- 94.62% on OmniDocBench V1.5
- CogViT visual encoder + GLM-0.5B language decoder
- Multi-Token Prediction (MTP) loss for efficiency
- Multilingual: zh, en, fr, es, ru, de, ja, ko
- MIT licensed
Dataset Structure
The dataset contains all original columns plus:
markdown: The extracted text in markdown formatinference_info: JSON list tracking all OCR models applied to this dataset
Reproduction
uv run https://huggingface.co/datasets/uv-scripts/ocr/raw/main/glm-ocr-v2.py \
davanstrien/nls-highland-news-sample \
<output-dataset> \
--image-column image \
--batch-size 16 \
--task ocr
Generated with UV Scripts (glm-ocr-v2.py)
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