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Mary Mcelroy — 1910 US Census Record
Linked across censuses1910 United States Federal Census · Faulkner, Arkansas
Our Model Tree links this Mary Mcelroy across the 1900 and 1910 US Censuses in Faulkner, Arkansas (XGBoost, ~Confirmed) — first a spouse (b.~1869), then head of a 9-person household.
Age 41
b. ~1869
Female
Spouse
Born: Mississippi
Married
1910 Census Record Details
| Census Year | 1910 |
| Location | Faulkner, Arkansas |
| Surname | McElroy |
| Given Name | Mary |
| Relationship to Head | Wife |
| Sex | F |
| Color / Race | White |
| Age | 41 |
| Marital Status | Married |
| Birthplace | Mississippi |
| Years Married | 22 |
| Children Born | 7 |
| Children Living | 7 |
| Father's Birthplace | Mississippi |
| Mother's Birthplace | Mississippi |
| Additional Details | |
| Can Read | Yes |
| Can Write | Yes |
| Speaks English | Yes |
| Birth State | Mississippi |
| Birth Country | United States |
| Birthplace (normalized) | mississippi |
| Township / Ward | Holland Village |
| Est. Birth Year | ~1869 |
Household Members
Census records only state relationship to the household head.
Pairwise kinship is derived (~90–95% accurate), not recorded.
Step/blended families and boarders can break it.
9 people recorded at the same address in the 1910 census.
| Name | Relation to head | Relative to Mary | Age | Birth yr |
|---|---|---|---|---|
| John Mcelroy | Son | — | 15 | ~1895 |
| Henry Mcelroy | Son | — | 12 | ~1898 |
| May Mcelroy | Daughter | — | 7 | ~1903 |
| John Mcelroy | Head | — | 47 | ~1863 |
| Mary Mcelroy | Spouse | — | 41 | ~1869 |
| Edward Mcelroy | Son | — | 21 | ~1889 |
| Georgia Mcelroy | Daughter | — | 7 | ~1903 |
| Essie Mcelroy | Daughter | — | 3 | ~1907 |
| Leonard Mcelroy | Son | — | 18 | ~1892 |
Census Appearances
1900
Faulkner, Arkansas
Spouse, age 31
Faulkner, Arkansas · implied b. ~1869 — 6 household members
●
Primary link
· ~Confirmed · 2 sources
XGBoost
Household
| Surname | McElroy |
| Given Name | Mary E |
| Relationship to Head | Wife |
| Sex | F |
| Color / Race | White |
| Age | 31 |
| Marital Status | Married |
| Birthplace | Mississippi |
| Birth Month | Feb |
| Birth Year | 1869 |
| Father's Birthplace | Mississippi |
| Mother's Birthplace | Mississippi |
| Can Read | Yes |
| Can Write | Yes |
| Speaks English | Yes |
| Birth State | Mississippi |
| Birth Country | United States |
| Birthplace (normalized) | mississippi |
1910
Faulkner, Arkansas
Spouse, age 41
Faulkner, Arkansas · implied b. ~1869 — 9 household members
| Surname | McElroy |
| Given Name | Mary |
| Relationship to Head | Wife |
| Sex | F |
| Color / Race | White |
| Age | 41 |
| Marital Status | Married |
| Birthplace | Mississippi |
| Years Married | 22 |
| Children Born | 7 |
| Children Living | 7 |
| Father's Birthplace | Mississippi |
| Mother's Birthplace | Mississippi |
| Can Read | Yes |
| Can Write | Yes |
| Speaks English | Yes |
| Birth State | Mississippi |
| Birth Country | United States |
| Birthplace (normalized) | mississippi |
Model Tree
An inferred pedigree reconstructed from census links — up to 4 generations within the 1900–1950 window. Closer generations are built from household co-residence; deeper ones are bridged by following a relative to their own childhood census. Confidence compounds and weakens with each generation.
Our Model Tree links Mary Mcelroy across 2 US Census years (1900 and 1910) in Faulkner, Arkansas, using XGBoost record linkage.
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This person
Anchor record
Mary Mcelroy
Spouse · 1910 · age 41 · b. ~1869 · Arkansas
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Confirmed / household (~0.90+)
Probable / derived (~0.65–0.89)
Candidate (<0.65, unverified)
Original Census Page
1910 US Federal Census — Faulkner, Arkansas
Open full size
1910 US Federal Census — Faulkner, Arkansas
Page Contents
24 people indexed on this census page (ia:1910:13thcensus1910po0049unit:1193)
| Line | Name | Age | Relation | Occupation | Birthplace |
|---|---|---|---|---|---|
| 51 | Arnold Withers | 2 | Son | — | Arkansas |
| 52 | Lillie Goode | 13 | Step daughter | — | Arkansas |
| 53 | John W Mcelroy | 47 | Head | Farmer | Mississippi |
| 54 | Mary Mcelroy THIS PERSON | 41 | Wife | — | Mississippi |
| 55 | Edward Mcelroy | 21 | Son | Farm Laborer | Mississippi |
| 56 | Leonard Mcelroy | 18 | Son | Farm Laborer | Mississippi |
| 57 | John Mcelroy | 15 | Son | Farm Laborer | Arkansas |
| 58 | Henry Mcelroy | 12 | Son | — | Arkansas |
| 59 | May Mcelroy | 7 | Daughter | — | Arkansas |
| 60 | Georgia Mcelroy | 7 | Daughter | — | Arkansas |
| 61 | Essie Mcelroy | 3 | Daughter | — | Arkansas |
| 62 | Thomas M Mabry | 30 | Head | Physician | Arkansas |
| 63 | Rosa Mabry | 31 | Wife | — | Arkansas |
| 64 | John Griffin | 13 | Hired boy | Farm Laborer | Arkansas |
| 65 | Mollie E Hall | 47 | Head | Farmer | South Carolina |
| 66 | Sarah Hall | 21 | Daughter | Farm Laborer | Arkansas |
| 67 | Mary E Hall | 12 | Daughter | Farm Laborer | Arkansas |
| 68 | Susan Hall | 8 | Grand daughter | — | Arkansas |
| 69 | Herbert Tytrall | 4 | Grand son | — | Texas |
| 70 | Almon H Surratt | 52 | Head | Farmer | Alabama |
| 71 | Georgia Surratt | 37 | Wife | — | Arkansas |
| 72 | Bertha Surratt | 20 | Daughter | Farm Laborer | Arkansas |
| 73 | John Surratt | 18 | Son | Farm Laborer | Arkansas |
| 74 | Irvin Surratt | 8 | Son | — | Arkansas |
About This Record & Model Tree
This record was independently indexed by YourRoots from the 1910 United States Federal Census (NARA). Our Model Tree links this person across census decades using XGBoost-based record linkage, with per-link confidence scores. Household corroboration strengthens the signal when co-residents appear on the same census pages in multiple years.
Source: National Archives and Records Administration (NARA)