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Answers that stay attached to their questions

A form is two documents printed on one sheet: the questions, boxes and small-print instructions that were there before anyone touched it, and the answers somebody added afterwards. Read it as flat text and the two layers interleave into nonsense — a surname next to the words “Family name”, a tick with nothing to tick. Evidano keeps them apart, pairs each response with the field it belongs to, and tells you when a box was left empty rather than quietly skipping it.

Sample pages

A blank NHS combined pathology request form with tick boxes, a block-capitals box for the surname and green office-use panels
Sample 1. A blank combined pathology request form from Homerton University Hospital, photographed in 2020. Modern form furniture at its densest: a surname box marked Block capitals, an M/F choice, tick boxes for discipline and for ethnic origin arranged in two columns, an instruction printed sideways down the left edge, and a panel marked “For laboratory use”.

Source · CC BY-SA 4.0 · Photograph by Admiral Rolland

Evidano Transcription

HAVE YOU LABELLED THE
SPECIMEN CORRECTLY?

PRESS FIRMLY ON EACH END
TO ENSURE A LEAKPROOF
SPECIMEN CARRIER

TEAR

ALTHOUGH A SINGLE REQUEST FORM CAN BE USED,
SEPARATE APPROPRIATE BLOOD SAMPLES MUST BE
SENT FOR EACH DISCIPLINE

JB-12901

COMBINED PATHOLOGY REQUEST
Homerton Row
London E9 6SR
TEL: (020) 8510 7889
Homerton University Hospitals NHS
NHS Foundation Trust

Referring G.P. or Consultant PLEASE PRESS FIRMLY USING A BALL POINT PEN IF LABELS USED APPLY BELOW AND TO COPIES
Ward / Practice Address Surname (Block capitals) Date of Birth Sex M / F
Forename(s) Unit Number
NHS Number Dr's Name Bleep No.
Date and Time of Collection Hrs. Date of last Blood Transfusion
Private ☐ CAT II ☐ NHS ☐ TRIAL ☐ Ethnic Origin (Not place of birth) N. European ☐ African ☐ Indian Subcontinent ☐ Other (Specify) ☐ Greek ☐ Turkish ☐ Chinese ☐ Afro/Caribbean ☐
Tick Box Specimen Type DETAILS OF ANTIBIOTIC THERAPY
CHEMICAL PATHOLOGY
HAEMATOLOGY
MICROBIOLOGY
Test (s) required: Relevant clinical details travel history & treatment FOR LABORATORY USE

PLEASE USE APPROPRIATE FORM FOR TRANSFUSION, ANTENATAL, VIROLOGY, IMMUNOLOGY AND HISTOLOGY / CYTOLOGY

Generated by Evidano’s advanced model; not yet checked against a published edition.

A 1917 United States draft registration card with twelve numbered questions answered in ink and large clerical numbers written across it
Sample 2. The First World War draft registration card completed by Joseph F. Keaton — the film comedian Buster Keaton — on 5 June 1917. Twelve numbered questions, several with bracketed sub-labels under the rule; items 6, 9, 11 and 12 are left blank, the occupation runs over the end of its line, and a clerk has written the huge figures “28” and “1272” diagonally across the answers.

National Archives and Records Administration, 5 June 1917 · Source · Public domain

Evidano Transcription

Form 1 REGISTRATION CARD No. 100

Question Answer
1 Name in full (Given name) (Family name) 2737 Joseph F Keaton
Age, in yrs. 21
2 Home address (No.) (Street) (City) (State) 368 W 10 · Ny · Ny
3 Date of birth (Month) (Day) (Year) 10 · 4 · 1895
4 Are you (1) a natural-born citizen, (2) a naturalized citizen, (3) an alien, (4) or have you declared your intention (specify which)? Native Born
5 Where were you born? (Town) (State) (Nation) Picquy · Kan. · U.S.a
6 If not a citizen, of what country are you a citizen or subject?
7 What is your present trade, occupation, or office? 28 Motion Picture Perf.
8 By whom employed? Rosco Arbucle
Where employed? 43[illegible] Broway
9 Have you a father, mother, wife, child under 12, or a sister or brother under 12, solely dependent on you for support (specify which)?
10 Married or single (which)? Single
Race (specify which)? Caucasian
11 What military service have you had? Rank; branch; years; Nation or State 1272
12 Do you claim exemption from draft (specify grounds)?

I affirm that I have verified above answers and that they are true.

Joseph F Keaton
(Signature or mark)

If person is of African descent, tear off this corner

Generated by Evidano’s advanced model; not yet checked against a published edition.

An 1894 printed application for a plumber’s licence in Seattle, completed in ink, with a red annotation added at the top left
Sample 3. An application for a plumber’s licence made to the Health Officer of the City of Seattle, 18 September 1894. The questions run on as printed prose with dotted rules for the answers, so the responses sit inside the sentences; the field “This Application is” was never completed, and the office has added “License No. 406. Issued Sept. 18th 1894” in red at the top left, beside the heading.

Seattle Municipal Archives, 18 September 1894 · Source · CC BY 2.0 · Seattle Municipal Archives, via Flickr

Evidano Transcription

License No. 406.
Issued Sept. 18th 1894

992222

APPLICATION FOR PLUMBER'S LICENSE.

To the HEALTH OFFICER OF THE CITY OF SEATTLE:
In accordance with Ordinance 2281, of the City of Seattle,

I F. E. Rautman

residing at No. 1321. 3rd - Street
in the City of Seattle, hereby apply for License to carry on the business
of Plumbing in the City of Seattle, and submit the following statement:

That I am 26 years of age.

That I have resided in the City of Seattle for a period of 4 years.

That I served an apprenticeship of 3 years with
W. E. Goodman in the
City of Milwauku Wis

That I worked as journeyman // 3 years with
C Rundle Oshkosh Wis

And I agree to comply with all laws, rules and ordinances that are or
may be established by the said City.

F. E. Rautman

This Application is

Geo H. Sparling MD
Thos K Bairds
J K Malan

Board of
Examiners.

F. E. Rautman

This Application is ...................................................

Geo. H. T. Sparling M.D. Board of
[illegible] Examiners.
[illegible]

Generated by Evidano’s advanced model; not yet checked against a published edition.

A partly completed 1941 United States individual income tax return, with pencil amounts in dollars-and-cents columns and four figures crossed out
Sample 4. Form 1040, the United States individual income tax return for the calendar year 1941, filled in partly in pencil. The name and address block is empty; amounts are entered against numbered items in split dollars-and-cents columns, four entries have been struck through and rewritten, and the boxes headed “Do not use these spaces” at the top right are reserved for the collector’s office.

Internal Revenue Service, tax year 1941 · Source · Public domain

Evidano Transcription

FORM 1040
Treasury Department
Internal Revenue Service
(Auditor's Stamp)

UNITED STATES
INDIVIDUAL INCOME TAX RETURN

OPTIONAL FORM 1040A MAY BE FILED INSTEAD OF THIS FORM IF GROSS INCOME IS NOT
MORE THAN $3,000 AND CONSISTS WHOLLY OF SALARIES, WAGES, OTHER COMPENSA-
TION FOR PERSONAL SERVICES, DIVIDENDS, INTEREST, RENT, ANNUITIES, OR ROYALTIES.

For Calendar Year 1941
or fiscal year beginning ____________________, 1941, and ending ____________________, 1942

To be filed with the Collector of Internal Revenue for your district not later than the 15th day of the third
month following the close of your taxable year

PRINT NAME AND ADDRESS PLAINLY. (See Instruction C)


(Name) (Use given names of both husband and wife, if this is a joint return)


(Street and number, or rural route)


(Post office) (County) (State)

Page 1
1941

(Do not use these spaces)
File
Code
Serial
No.
District
(Cashier's Stamp)

Cash—Check—M. O.
First Payment
$________________________

Item and Instruction No. INCOME
1. Salaries and other compensation for personal services, $ [cancelled: 3457.25] \3481.25/ Deductible Expenses (Attach itemized statement) $ _________ $ 3481 25
2. Dividends [cancelled: 42.06] 42 06
3. Interest on (a) bank deposits, notes, etc., $ _________ ; (b) corporation bonds, $ _________
4. Interest on Government obligations, etc.:
(a) From line (h), Schedule A, $ _________ ; (b) from line (i), Schedule A, $ _________
5. Rents and royalties. (From Schedule B)
6. Annuities
ITEMS 7, 8, AND 9, BELOW (AND PAGES 3 AND 4) NEED NOT BE CONSIDERED UNLESS YOU HAVE INCOME (OR LOSSES) IN ADDITION TO ITEMS ABOVE.
7. (a) Net short-term gain from sale or exchange of capital assets. (From Schedule F)
(b) Net long-term gain (or loss) from sale or exchange of capital assets. (From Schedule F)
(c) Net gain (or loss) from sale or exchange of property other than capital assets. (From Schedule G)
8. Net profit (or loss) from business or profession. (From Schedule H)
(State total receipts, from line 1, Schedule H, $ _________ )
9. Income (or loss) from partnerships; fiduciary income; and other income. (From Schedule I)
10. Total income in items 1 to 9 $ 3523 31
DEDUCTIONS
11. Contributions paid. (Explain in Schedule C) $ 19 00
12. Interest. (Explain in Schedule C) 216 00
13. Taxes. (Explain in Schedule C) 170 76
14. Losses from fire, storm, shipwreck, or other casualty, or theft. (Explain in Schedule C)
15. Bad debts. (Explain in Schedule C)
16. Other deductions authorized by law. (Explain in Schedule C)
17. Total deductions in items 11 to 16 [cancelled: 405] [cancelled: 76] 405 76
18. Net income (item 10 minus item 17) $ 3117 55

COMPUTATION OF TAX

19. Net income (item 18 above) $ 3117 55
20. Less: Personal exemption. (From Schedule D-1) $ 1500 00
21. Credit for dependents. (From Schedule D-2) 800 00 2300 00
22. Balance (surtax net income) $ 817 55
23. Less: Item 4 (a) above $ _________
24. Earned income credit. (From Schedule E-1 or E-2) 311 75 311 75
25. Balance subject to normal tax $ 505 80
26. Normal tax (4% of item 25) $ 20 23
27. Surtax on item 22. (See Instruction 27) 49 05
28. Total (item 26 plus item 27) $ 69 28
29. Total tax (item 28 or line 16, Schedule F) $ 69 28
30. Less: Income tax paid at source $ _________
31. Income tax paid to a foreign country or U.S. possession. (Attach Form 1116) _________
32. Balance of tax (item 29 minus items 30 and 31) $ 69 28

I/we swear (or affirm) that this return (including any accompanying schedules and statements) has been examined by me/us, and to the best of my/our knowledge and belief is a true, correct, and complete return, made in good faith, for the taxable year stated, pursuant to the Internal Revenue Code and the regulations issued under authority thereof.

Subscribed and sworn to by ________________________________________________________________________________
                                                                      (Signature) (See Instruction E)
before me this _______________ day of ____________________________, 194


(Signature and title of officer administering oath) (Signature)
A return made by an agent must be accompanied by power of attorney. (See Instruction E.) If this is a joint return (not made by agent), it must be signed by both husband and wife. It must be sworn to before a proper officer by the spouse preparing the return.
(IF THIS RETURN WAS PREPARED FOR YOU BY SOME OTHER PERSON, THE AFFIDAVIT ON PAGE 4 MUST BE EXECUTED)
                                                                                                                                                            16-24246

Generated by Evidano’s advanced model; not yet checked against a published edition.

Detail of a blank 1940 United States census population schedule showing multi-level column headings in very small type above rows of blank ruling
Sample 5. The left-hand half of a blank population schedule for the Sixteenth Census of the United States, 1940. Column headings are stacked three deep and carry their own instructions in type barely a millimetre high, the columns are numbered so the enumerator can find them again, and the supplementary questions printed at the foot of the sheet, below this detail, were asked only of the people written on lines 14 and 29.

United States Census Bureau, 1940 · Source · Public domain

Evidano Transcription

Your report is required by Act of Congress. This Act makes it unla[illegible]
collected will be used solely for preparing statistical information con[illegible]

DEPA[illegible]
SIXTEEN[illegible]

Incorporated place ................ Ward of city ................ Unincorporated place ................
(Name of unincorporated place having 100 or more inhabitants)
Township or other division of county ................ Block Nos. ................ Institution ................
(Name of institution and lines on which entries are made)

Col. Heading
6 [illegible]TA — Does this household live on a farm? (Yes or No)
7 NAME — Name of each person whose usual place of residence on April 1, 1940, was in this household. BE SURE TO INCLUDE: 1. Persons temporarily absent from household. Write "Ab" after names of such persons. 2. Children under 1 year of age. Write "Infant" if child has not been given a first name. Enter ⊗ after name of person furnishing information.
8 RELATION — Relationship of this person to the head of the household, as wife, daughter, father, mother-in-law, grandson, lodger, lodger's wife, servant, hired hand, etc.
A CODE (Leave blank)
9 PERSONAL DESCRIPTION — Sex—Male (M), Female (F)
10 Color or race
11 Age at last birthday
12 Marital status—Single (S), Married (M), Widowed (Wd), Divorced (D)
13 EDUCATION — Attended school or college any time since March 1, 1940? (Yes or No)
14 Highest grade of school completed
B CODE (Leave blank)
15 PLACE OF BIRTH — If born in the United States, give State, Territory, or possession. If foreign born, give country in which birthplace was situated on January 1, 1937. Distinguish Canada-French from Canada-English and Irish Free State (Eire) from Northern Ireland.
C CODE (Leave blank)
16 CITIZENSHIP — Citizenship of the foreign born
17 RESIDENCE, APRIL 1, 1935 — City, town, or village having 2,500 or more inhabitants. Enter "R" for all other places.
18 COUNTY
19 STATE (or Territory or foreign country)
[illegible] On a farm[illegible]

Residence, April 1, 1935 — instructions:
IN WHAT PLACE DID THIS PERSON LIVE ON APRIL 1, [illegible]
For a person who, on April 1, 1935, was living in the same house as at p[illegible]
Col. 17 "Same house," and for one living in a different house but in t[illegible]
town, enter, "Same place," leaving Cols. 18, 19, and 20 blank, in both i[illegible]
For a person who lived in a different place, enter city or town, county[illegible]
directed in the Instructions. (Enter actual place of residence, which [illegible]
mail address.)

Generated by Evidano’s advanced model; not yet checked against a published edition.

The two layers on a completed form

The printed layer is dense and highly structured. A form usually carries a title and a form number, a block of instructions in smaller type, numbered items, field labels with sub-labels in brackets underneath the rule (“(Given name)”, “(Street and number)”), comb boxes that take one character per cell, tick boxes and radio circles, rating scales, and one or more panels reserved for the office that will process the sheet. Some of the printed text is rotated ninety degrees along the edge; some of it is a conditional instruction that applies only to certain lines, as on a census schedule where supplementary questions are asked only of the people entered on two particular rows.

The response layer is whatever the person in front of the form did. Block capitals for a name, joined writing for the rest, a tick or a cross or a diagonal stroke or a circle round the chosen option, a figure written over another figure without the first being crossed out, a dash or “N/A” or nothing at all where a question did not apply. Answers routinely leave their boxes: a long address wraps into the field below, an explanation carries on up the margin with a bracket, an amount is written across the dollars-and-cents divider rather than either side of it.

Then there is everything added after the form was handed in. A rubber stamp with a date, a reference number written diagonally across the sheet in a different pen, an approval initialled in red, a coding mark made by a clerk preparing the data for punching, a note that the licence was issued and when. These belong to the file rather than to the respondent, and a transcription that treats them as answers will attach a clerk’s reference number to whichever question it happens to overlap.

Why ordinary OCR struggles here

The label and the answer are separate things

Plain text extraction returns the words in the order they appear on the page, which mixes the questionnaire with its responses. What you actually want is a pairing: item 7 asks for the present trade or occupation, the answer is “Motion Picture Perf”. Without the pairing you cannot load the sheet into a spreadsheet, and you cannot tell a printed example answer from a real one.

Empty boxes carry meaning

A blank field can mean the question did not apply, that the respondent refused, that the enumerator skipped it under an instruction, or that the form was never finished. Silently dropping empty fields destroys all four possibilities, and makes an incomplete return look like a complete one. Blanks have to be reported as blanks, and distinguished from fields the model could not read.

Marks are not characters

Ticks, crosses, dots, filled bubbles and circles drawn round a printed word are answers, but no letter corresponds to them. Add the human tendency to put the mark between two boxes, or to tick and then cross out, and the interesting cases are exactly the ones a character recogniser cannot represent at all.

Writing that will not stay in its box

Comb boxes assume one letter per cell and long names ignore them. An explanation runs past the ruled line into the next question. A pencilled correction sits above the figure it replaces. Deciding which field a stray line of writing belongs to needs the geometry of the blank form, not just the ink on this copy.

Who works with this material

Records teams digitising a back-file

Licence applications, permits, membership forms and registration cards sit in boxes because keying them costs more than they are worth one at a time. Field-and-value output turns a run of identical sheets into rows, and the exceptions — a form filled in wrongly, an unsigned declaration — surface instead of being averaged away.

Survey and evaluation teams

Paper questionnaires still come back from clinics, classrooms and doorsteps. What matters is that a rating is read as the point on the scale that was marked, that free-text comments stay attached to the question that prompted them, and that partially completed returns are visibly partial when they reach the analysis.

Genealogists and archive indexers

Census schedules, enlistment papers and registration cards are the backbone of family history, and their value depends on names, ages and places being read exactly. An indexer wants the enumerator’s own spelling, the crossings-out, and a flag on anything doubtful, not a tidied version.

Administrators handling sensitive returns

Medical request forms, benefit claims and consent forms carry identifiers that most downstream uses do not need. Being able to capture the clinical or operational fields while holding back names, numbers and dates of birth is often the difference between a usable workflow and one that cannot be approved.

Getting the best transcription

    Step 1

    Show the blank form first

    If you have an unused copy of the same form, transcribe that before the completed ones. It gives you the printed layer on its own — every label, every instruction, the position of every box — so the completed sheets can be read as answers against a known template rather than deciphered from scratch each time.

    Step 2

    Ask for pairs, not paragraphs

    Request the output as field and value, one per line or as JSON, and say what an untouched field should look like: an empty string, the word “blank”, or an explicit note that the enumerator was told to skip it. That single decision is what makes a stack of forms loadable into a spreadsheet.

    Step 3

    Spell out how marks should be reported

    Say whether a tick, a cross and a circled option should all come back as “checked”, and what should happen when a mark straddles two boxes or an option is ticked and then struck out. Ambiguous marks are better reported as ambiguous than resolved by a coin toss.

    Step 4

    Decide about personal data before you start

    Forms are the most identity-dense documents most people scan. Say in the prompt which fields should be redacted or replaced by a placeholder — name, address, date of birth, reference numbers — and check that they really are absent from the first few outputs before you run the batch.

Frequently asked questions

How does it know which answer belongs to which question?
From the geometry of the sheet: the position of the writing relative to the rule, the box and the label, and the numbering of the items. On a form where the questions run on as sentences, the answer is the writing inside the sentence, and it is returned against the printed wording that surrounds it.
Are ticks, crosses and circled options recognised?
Yes, and they are reported as the state of the field rather than as characters. A ticked box, a crossed box, a filled circle and a ring drawn round a printed word are all treated as a selection; a mark that sits between two options or that has been struck out again is flagged rather than assigned.
Can it tell an empty field from one it could not read?
These are reported differently. An empty field comes back as empty; writing that is present but illegible is marked as unread, so a person can go back to the image. Conflating the two is how partly completed forms turn into confident, wrong data.
What happens when the answer runs outside its box?
The writing is assigned to the field it started in, and the overflow is kept with it rather than split between two fields or moved into the answer below. Where a comb box has been ignored and a name written straight across the cells, the name is read as a word.
Can names and identifiers be kept out of the transcription?
Yes. You can ask for named fields to be redacted or replaced with a placeholder so that the structure and the substantive answers survive without the identity. This is worth doing on any batch of medical, benefit or membership forms before the text goes anywhere else.

Related scripts and pages

Turn a box of completed forms into rows

Upload a blank form and a filled one, choose Forms and Questionnaires, and check the field pairing before you run the rest of the batch.