MS
Mary Sparks — 1910 US Census Record
Linked across censuses1910 United States Federal Census · Estill, Kentucky
Our Model Tree links this Mary Sparks across the 1900 and 1910 US Censuses in Estill, Kentucky (XGBoost, ~Confirmed) — first a spouse (b.~1871), then head of a 8-person household.
Age 39
b. ~1871
Female
Spouse
Born: Kentucky
Married
1910 Census Record Details
| Census Year | 1910 |
| Location | Estill, Kentucky |
| Surname | Sparks |
| Given Name | Mary M |
| Relationship to Head | Wife |
| Sex | F |
| Color / Race | White |
| Age | 39 |
| Marital Status | Married |
| Birthplace | Kentucky |
| Years Married | 16 |
| Children Born | 5 |
| Children Living | 5 |
| Father's Birthplace | Kentucky |
| Mother's Birthplace | Kentucky |
| Additional Details | |
| Occupation | none |
| Birth State | Kentucky |
| Birth Country | United States |
| Birthplace (normalized) | kentucky |
| Township / Ward | Fort 3 Marshall Dist |
| Est. Birth Year | ~1871 |
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.
8 people recorded at the same address in the 1910 census.
| Name | Relation to head | Relative to Mary | Age | Birth yr |
|---|---|---|---|---|
| Stephen Sparks | Son | — | 10 | ~1900 |
| Velma Sparks | Daughter | — | 3 | ~1907 |
| Samuel Sparks | Son | — | 13 | ~1897 |
| Mary Sparks | Spouse | — | 39 | ~1871 |
| Lulla Sparks | Daughter | — | 15 | ~1895 |
| Gertrude Sparks | Daughter | — | 12 | ~1898 |
| Julia Vaughn | Other | — | 68 | ~1842 |
| John Sparks | Head | — | 68 | ~1842 |
Census Appearances
1900
Estill, Kentucky
Spouse, age 29
Estill, Kentucky · implied b. ~1871 — 8 household members
●
Primary link
· ~Confirmed · 2 sources
XGBoost
Household
| Surname | Sparks |
| Given Name | Mary |
| Relationship to Head | Wife |
| Sex | F |
| Color / Race | White |
| Age | 28 |
| Marital Status | Married |
| Birthplace | Kentucky |
| Birth Month | July |
| Birth Year | 1871 |
| Father's Birthplace | Kentucky |
| Mother's Birthplace | Kentucky |
| Can Read | Yes |
| Can Write | No |
| Speaks English | Yes |
| Birth State | Kentucky |
| Birth Country | United States |
| Birthplace (normalized) | kentucky |
1910
Estill, Kentucky
Spouse, age 39
Estill, Kentucky · implied b. ~1871 — 8 household members
| Surname | Sparks |
| Given Name | Mary M |
| Relationship to Head | Wife |
| Sex | F |
| Color / Race | White |
| Age | 39 |
| Marital Status | Married |
| Birthplace | Kentucky |
| Years Married | 16 |
| Children Born | 5 |
| Children Living | 5 |
| Father's Birthplace | Kentucky |
| Mother's Birthplace | Kentucky |
| Occupation | none |
| Birth State | Kentucky |
| Birth Country | United States |
| Birthplace (normalized) | kentucky |
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 Sparks across 2 US Census years (1900 and 1910) in Estill, Kentucky, using XGBoost record linkage.
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This person
Anchor record
Mary Sparks
Spouse · 1910 · age 39 · b. ~1871 · Kentucky
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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 — Estill, Kentucky
Open full size
1910 US Federal Census — Estill, Kentucky
Page Contents
50 people indexed on this census page (ia:1910:13thcensus1910po472unit:0410)
| Line | Name | Age | Relation | Occupation | Birthplace |
|---|---|---|---|---|---|
| 51 | Colman Horn | 7 | Son | Laborer | Kentucky |
| 52 | Albert Horn | 14 | Son | None | Missouri |
| 53 | Ernest Horn | 9 | Son | None | Minnesota |
| 54 | Charley Horn | 7 | Son | None | Minnesota |
| 55 | Susan Horn | 5 | Daughter | None | Missouri |
| 56 | Howard Horn | 3 | Son | None | Missouri |
| 57 | Zelma Horn | 0 | Daughter | None | Kentucky |
| 58 | Susan Mrs Howard | 36 | Head | Farmer | Kentucky |
| 59 | Walu Howard | 18 | Son | Laborer | Kentucky |
| 60 | Uncus Howard | 15 | Son | Laborer | Kentucky |
| 61 | Edgar Witt | 29 | Head | Farmer | Kentucky |
| 62 | Stanley Witt | 24 | Wife | None | Kentucky |
| 63 | Ivan Witt | 4 | Son | None | Kentucky |
| 64 | Hargis Allen | 33 | Head | Farmer | Kentucky |
| 65 | Naomi C Allen | 20 | Wife | None | Kentucky |
| 66 | Virgil Allen | 5 | Son | None | Kentucky |
| 67 | Edna Allen | 3 | Daughter | None | Kentucky |
| 68 | Bertha Combs | 17 | Servant | Cook | Kentucky |
| 69 | Robert Frost | 41 | Head | Farmer | Kentucky |
| 70 | Celia Frost | 40 | Wife | None | Kentucky |
| 71 | Martin V Frost | 14 | Son | Laborer | Kentucky |
| 72 | Andrew J Frost | 13 | Son | Laborer | Kentucky |
| 73 | James M Frost | 10 | Son | None | Kentucky |
| 74 | Joseph B Frost | 8 | Son | None | Kentucky |
| 75 | Mary E Frost | 6 | Daughter | None | Kentucky |
| 76 | Aug Vor Frost | 4 | Son | None | Kentucky |
| 77 | John Frost | 2 | Son | None | Kentucky |
| 78 | John W Sparks | 68 | Head | Farmer | Kentucky |
| 79 | Mary M Sparks THIS PERSON | 39 | Wife | None | Kentucky |
| 80 | Lulla Sparks | 15 | Daughter | None | Kentucky |
| 81 | Samuel Sparks | 13 | Son | Laborer | Kentucky |
| 82 | Gertrude Sparks | 12 | Daughter | None | Kentucky |
| 83 | Stephen Sparks | 10 | Son | None | Kentucky |
| 84 | Velma Sparks | 3 | Daughter | None | Kentucky |
| 85 | Julia Vaughn | 68 | Mother-in-law | None | Kentucky |
| 86 | William C Moore | 49 | Head | Farmer | Kentucky |
| 87 | Mollie Moore | 43 | Wife | None | Kentucky |
| 88 | William Jr Moore | 13 | Son | Laborer | Kentucky |
| 89 | Wilbert Moore | 11 | Son | None | Kentucky |
| 90 | William Berryman | 30 | Head | Farmer | Kentucky |
| 91 | Dora Berryman | 23 | Wife | None | Kentucky |
| 92 | Davy Berryman | 4 | Son | None | Kentucky |
| 93 | Bertha Berryman | 3 | Daughter | None | Kentucky |
| 94 | Ortha Berryman | 2 | Son | None | Kentucky |
| 95 | John C Thomas | 28 | Head | Farmer | Kentucky |
| 96 | Pearl Thomas | 27 | Wife | None | Kentucky |
| 97 | Loyd Thomas | 4 | Son | None | Kentucky |
| 98 | William H Rice | 57 | Head | Farmer | Kentucky |
| 99 | Susan R Rice | 42 | Wife | None | Kentucky |
| 100 | Mary B Harris | 68 | Head | Farmer | Kentucky |
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)