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BIRTHS.
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At 7 Richmond Terace, Harrowden Road, Inverness, on the 24th inst., to Mr and Mrs A. Etheridge, a daughter.—Both well.
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MARRIAGES.
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At the Imperial Hotel, Inverness, on 25th inst., by Rev. Dr Pirie, Nairn, assisted by Rev. D. S. Maclennan, Laggan, George Grant Jamieson, M.A., Banff Academy, son of William Jamieson, Meadowbank, Elgin, to Barbara Anne, daughter of Mr and Mrs Mackillop, Braeval, Nairn..
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DEATHS.
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At Sydney, Australia, on 17th August, Captain Colin Macleod, of Ranish, aged 57 years.
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At 15 Duff Stret, Inverness, on the 28th inst., Annie Chisholm, beloved wife of Hugh Chisholm.—Sadly and sorely missed.
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At 30 Hill Terrace, Inverness, on 28th inst. (the residence of her son-in-law), Jessie Bennett, widow of Roderick Chisholm, late of Eskadale and Inverness Slaughter-House, in her 95th year.—R.I.P.
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Suddenly, on the 27th inst., at 77 Muirtown Street, John William, dearly beloved son of Mr and Mrs W. Macdonald, aged 13 months.
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At 5 South Kessock, Inverness, on 28th inst., Jessie, infant daughter of Mr and Mrs J. A. Macmillan.—Deeply regretted.
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At Drumosie, Midmills Road, Inverness, on 25th inst., Simon Macdonald, retired farmer, sometime of Bridgend, Dingwall, and afterwards of Muirtown, Munlochy, Rossshire.
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DIED, at 14 Scotland Street, Stornoway, on 27th August, Angus Macleod, Harbour Collector, husband of Jeanie Macrae, and son of the late Allan Macleod, shoemaker, Stornoway.
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DONALD MACLEAN, FUNERAL UNDERTAKER, 41 TOMNAHURICH STREET. House—Next Door—No. 43
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JOHN FRASER, FUNERAL UNDERTAKER, ACADEMY STREET, INVERNESS. House—Fern Bank, Bruce Gardens. 'Phone 366, Night 'Phone 228. Tel. Ad. "J. Fraser. Undertaker. Inverness."
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CHISHOLMS', FUNERAL UNDERTAKERS, 10 GEORGE STREET, INVERNESS Funerals Conducted Town and Country. Established 1878.
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Tel-grams--"Prompt, Inverness."
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FUNERALS Conducted
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Conducted. CREMATIONS
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CREMATIONS Arranged.
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VALUATIONS FOR PROBAT
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KENNETH MACKENZIE
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15 EASTGATE. INVERNESS
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15 EASTGATE, INVERNESS House: Rowanhill. Denny Street. Invernes
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Rowanhill, Denny Street, Invernes
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---
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FOOTBALLS.
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FOOTBALLS. E.C.I.A.L. BARGAIN P.R.I.
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ECIAL BARGAIN PRI SIZE 5
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SIZE 5- 18s. 15s. 12s ed and 10s each
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18s, 15s, 12s 6d and 10s each SIZE 4-
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SIZE 4 9s each.
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9s each. SIZE 2-
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SIZE 2- 7s 6d each. Postage 9d extra.
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Postage 9d extra. SHINTY GLUBS
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SHINTY CLUBS. BEST HICKORY SHINTY CLCBS—Rubber and Leather Grips. To Clear this Season's Stock
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Leather Grips. To Clear this Season's Stock. 12s.6d each
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12s 6d each. Postage 9d extra.
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Postage 9d extra.
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GRAY & CO.
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Gunmakers.
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STANLEY DENNIS COMMISSION AGENT, 24 Union Street (2 Up),
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SATURDAY, 2nd SEPTEMBER. PENNY TRAIL, 9.30 a.m., at TOWN HALL to be organised by the Inverness
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MONDAY, 4th SEPTEMBER.
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GARDEN PARTY AT HEATHERLEY, commencing 2.30 o'clock—Tennis Tournament, Afternoon Dance, etc. Pipers, the Cameron Depot, Inverness, by kind permission of Colonel A. D. Macpherson, C.M.G.. D.S.O., and Officers. If wet, Entertainment will be held indoors. Admission, 1s; Children, 6d. Tea, 1s.
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TUESDAY, 5th SEPTEMBER AUCTION SALE in MICHIE'S AUCTION ROOMS, ACADEMY STREET, INVERNESS.
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ACADEMY STREET, INVERNESS. WEDNESDAY, 6th SEPTEMBER.
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WEDNESDAY, 6th SEPTEMBER. CRICKET MATCH—Highland Brigade XI. v. North of Scotland League XI., in Northern Meeting Park, commencing 2 o'clock. Band of the 2nd Battalion Gordon Highlanders, by kind permission of Colonel P. W. Brown, C.M.G., D.S.O., and Officers. Admission, 1s; Children, 6d. Tea, 1s. FETE IN THE ISLANDS...
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THURSDAY, 7th SEPTEMBER.
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THURSDAY, 7th SEPTEMBER. CRICKET MATCH—Highland Brigade XI. v. Rossshire. in Northern Meeting Park, commencing 2 o'clock. Band of 2nd Battalion Gordon Highlanders, by kind permission of Colonel P. W. Brown, C.M.G., D.S.O., and Officers. Admission, 1s; Children, 6d. Tea, 1s.
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1s; Children, 6d. Tea, 1s. FRIDAY. 8th SEPTEMBER.
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FRIDAY, 8th SEPTEMBER. ENTERTAINMENT in NORTHERN INFIRMARY PARK. Admission, 1s. Tea, 1s. Cake and
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PARK. Admission, 1s. Tea, 1s. Cake and Candy Stalls, Flower and Produce Stalls. CAKES and SWEETS to be sent to Matron,
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CAKES and SWEETS to be sent to Matron, Northern Infirmary, on Friday Morning. SATURDAY. 9th SEPTEMBER.
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SATURDAY, 9th SEPTEMBER. DECORATED MOTOR CAR PROCESSION.
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An INFIRMARY BALL will be held in the NORTHERN MEETINUG ROOMS on TUESDAY, 26th September. 1922. Particulars later. Tickets, 10s 6d, including Supper.
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ing Supper. Highland Railway Bills for Spee
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INFIRMARY WEEK.
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INFIRMARY WEEK.
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GARDEN PARTY AT HEATHERLEY. WOULD you be so good as to give a Contribution in Money or Kind towards the Tea at the Garden Party on September 4th. Contributions will be received at Heatherley or at Caol Ila, Broadstone Park, either on Saturday evening, 2nd September, or on the morning of the 4th, before 12 o'clock.
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B. H. NEWLANDS, Convener of Tea Committee.
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MORRISON'S & LOVETT'S AMUSEMENTS IN PUBLIC PARK
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Have made arrangements to hand over the whole proceeds of the Evening Drawings on FRIDAY, 1st SEPTEMBER, to LOCAL CHARITIES
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CHARITIES. It is hoped that the Public will respond liberally to the call. Messrs MORRISON and LOVETT will leave no stone unturned to make it a success.
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TYENTY-SIX YEARS' EXPERIENCE OF Gramophone and Photograph Repairing.
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Phonograph Repairing. Gramophones called for locally. If unable to call, please send postcard. All Orders personally attended to.
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USE THE NEW CHROMIC NEEDLE, Only 1s 3d per Box.
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Only 1s 3d per Box. Each Needle Plays Ten Records. JOHN SHARP
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21 KING STREET, INVERNESS. Needles and Records in Stock. Sound Boxes Repaired. All Best Quality Springs fitted to Gramophones and tested before leaving Premises. SOUND BOXES 3s to 5s 3d
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D. Patterson, LADIES' and GENT.'S TAILOR,
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22 HIGH STREET, INVERNESS. Parties' Own Cloth Made Up and Furnished. Keenest Prices. Best Attention.
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Fraser, Kennedy & Fraser, FIRST-CLAS3 FAMILY BUTCHERS, THE ARCADE, 26 UNION STREET, INVERNESS. ONLY THE FINEST OF MEAT. Shooting Lodges, Town and Country Orders receive our best attention personally. A trial solicited.
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CREOSOTING
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CREOSOTING UNDERTAKEN BY
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UNDERTAKEN BY JAMES WALKER AND CO., INVERNESS SAWMILLS AND CREOSOTING
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THE NORTHERN MEETING.
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End of preview. Expand in Data Studio

Document OCR using GLM-OCR

This dataset contains OCR results from images in davanstrien/nls-highland-news-segments-fullres using GLM-OCR, a compact 0.9B OCR model achieving SOTA performance.

Processing Details

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 format
  • inference_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.py \
    davanstrien/nls-highland-news-segments-fullres \
    <output-dataset> \
    --image-column image \
    --batch-size 16 \
    --task ocr

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