Pick 3 runs twice daily — a pick 3 live draw at midday and evening — but state lotteries treat their archives very differently. Some publish clean CSVs going back to the 1990s. Others bury results in PDFs. A few publish nothing at all. Before any digit analysis is possible, you need to know what exists and where to find it.
Why Is Pick 3 Draw History Harder to Collect Than Powerball Data?
Powerball and Mega Millions are administered by MUSL (Multi-State Lottery Association), which maintains one authoritative record. Pick 3 is different: it's a state-by-state game with no shared archival standard. Across 40+ active state lotteries, each producing up to 730 draw events per year, the data lives in dozens of separate systems with formats ranging from well-structured CSV to buried PDF to nothing at all.
The twice-daily structure creates a specific problem. A pick 3 draw at midday and the pick 3 evening draw are separate events. A dataset that strips session context collapses two distinct draws into an unordered list — and if you're comparing digit frequency by time of day, you've already lost the signal. Always verify that your source labels sessions before building any analysis on top of it.
State lottery websites also change without warning. An archive that was clean in 2018 may now have a broken download link or a gap from a site migration. Build your gap check before you trust the data.
Which States Publish Machine-Readable Pick 3 Archives?
The landscape falls into three tiers. Formats and availability are as of mid-2026 — check each state lottery's official results or past winning numbers page directly before downloading.
Tier 1: CSV or XLSX with Multi-Decade Depth
| State | Approximate depth | Format | Session labels |
|---|---|---|---|
| Ohio | 1970s–present | CSV | Midday / Evening |
| Illinois | 1980s–present | CSV | Midday / Evening |
| New York | 1980s–present | CSV | Midday / Evening |
| Florida | Late 1980s–present | CSV | Midday / Evening |
| Virginia | ~2000–present | CSV | Midday / Evening |
| Texas | ~2010–present | CSV / XLSX | Day / Night |
Tier 2: PDF or Query-Based HTML
Connecticut (one of the longest-running Pick 3 programs in the US), California (Daily 3), Indiana, Missouri, and Kansas all publish results — but not as bulk downloads. Connecticut and California results often appear in PDFs or HTML that require conversion. Indiana and Missouri are query-based: you can look up specific draw dates, but there's no export-everything option.
Tier 3: No Public Archive
Some states have never built a public draw archive. Mississippi — a state with regular pick 3 evening draw activity — returns no bulk history through publicly available channels. When active pick 3 draw results surface in search for these states, they're current-day results only, not downloadable history.
How Do I Download, Clean, and Validate Pick 3 Data?
Once you have a file, the validation workflow is three steps.
1. Column audit. A usable Pick 3 export needs at minimum: draw date, session label (midday vs. evening), and three digit columns — or a single concatenated three-digit string you'll split. Some exports use a single string like "347" without separating positions. Split before any positional analysis. Watch for exports in local time with no timezone label; normalize to UTC when merging across states.
2. Gap check. Sort by date, then compute the difference between consecutive rows. For a twice-daily state, the maximum expected gap is one day (evening draw to next-morning midday draw). Gaps larger than that are either suspended draw days — holidays or equipment issues — or data truncation artifacts. Some states have documented session gaps during program transitions. Always run a gap log before trusting row counts; a missing midday session in an otherwise daily file is easy to miss and hard to recover from.
3. Digit sanity check. Each of the three positions must contain a digit 0–9. Run MIN and MAX on each column. Values outside that range indicate a parsing error — common in PDF-scraped data where OCR misreads 0 as O or 1 as l. Discard or correct those rows before analysis.
Pick 3 draw times vary by state. Midday draws typically fall between 12:29 PM and 1:00 PM local time. Pick 3 evening draw times range from roughly 6:59 PM to 11:00 PM depending on the state. If your analysis depends on pick 3 draw time precision, store both the session label and the exact draw timestamp where available.
What Does a Multi-State Digit Frequency Table Actually Show?
With a clean dataset, digit frequency by position is the standard first analysis. The table below shows the format and expected scale of variation for a 12-month window of twice-daily draws (~730 draws per state). Values are illustrative — simulated to demonstrate expected variance, not sourced from live state data. Run the same analysis on your own clean CSV to generate actual counts.
| Digit | Ohio (pos. 1) | Virginia (pos. 1) | Florida (pos. 1) | Texas (pos. 1) | New York (pos. 1) | Expected |
|---|---|---|---|---|---|---|
| 0 | 68 | 74 | 70 | 76 | 72 | 73 |
| 1 | 76 | 71 | 75 | 72 | 74 | 73 |
| 2 | 71 | 77 | 73 | 69 | 76 | 73 |
| 3 | 79 | 68 | 74 | 75 | 70 | 73 |
| 4 | 70 | 76 | 71 | 73 | 75 | 73 |
| 5 | 74 | 73 | 78 | 71 | 72 | 73 |
| 6 | 72 | 75 | 69 | 78 | 73 | 73 |
| 7 | 75 | 70 | 76 | 70 | 77 | 73 |
| 8 | 69 | 74 | 72 | 74 | 69 | 73 |
| 9 | 77 | 72 | 72 | 72 | 72 | 73 |
The pattern is immediately apparent: deviations are small, no digit dominates, none disappears. Each column sums to approximately 730. This is what randomness looks like at this sample size.
Does Any Digit Skew Survive a Chi-Square Test?
Null hypothesis: Each digit (0–9) appears with equal probability (p = 0.1) in position 1 across all draws.
Using the illustrative Ohio column above, with expected count = 73 per digit:
χ² = Σ (Observed − Expected)² / Expected = (25 + 9 + 4 + 36 + 9 + 1 + 1 + 4 + 16 + 16) / 73 = 121 / 73 ≈ 1.66
Degrees of freedom: 9 (10 digits − 1). Critical value at α = 0.05: 16.92.
Result: χ² = 1.66, p ≈ 0.99. Fail to reject the null hypothesis.
In plain terms: there is no statistically significant digit skew. The variation visible in the table is exactly what you'd expect from random draws. State lotteries undergo independent auditing; published audit reports consistently confirm that Pick 3 digit distributions pass uniformity tests. The chi-square result isn't surprising — it's the expected outcome of a properly randomized system.
One caveat on sample size: 730 draws provides moderate statistical power. A genuine deviation of 1–2 percentage points could be invisible at this scale. Detection of subtle bias would require multiple years of data per state — and even then, a well-audited lottery should show none. Lotteries are random; that's the honest conclusion the data supports.
If you want to work through multi-state Pick 3 draw history without building your own pipeline, Jackpot Teller's data tools let you query digit frequency, cross-state comparisons, and gap analysis in one place. Signup is free — no purchase required. Start here: https://jackpotteller.com/w/data?utm_source=organic_search&utm_medium=seo
Frequently Asked Questions
Where can I download Pick 3 draw history?
Ohio, Illinois, New York, Florida, Virginia, and Texas all publish Pick 3 draw history as downloadable CSV or XLSX files from their official lottery results pages. Search "[state] lottery past winning numbers" to find the download link. Connecticut and California have long archives but only in PDF or HTML format, which require conversion before analysis.
Which state has the longest Pick 3 archive?
Connecticut has operated one of the longest-running Pick 3 programs in the US, dating back to the early 1970s. However, its archive is not available for bulk download — results are in HTML and PDF. For machine-readable depth, Ohio and Illinois have the longest CSV-downloadable archives, spanning back to the 1970s and 1980s respectively.
Is Pick 3 draw data reliable for analysis?
Pick 3 draw data from Tier 1 states — Ohio, Illinois, Florida, Texas, Virginia, and New York — is reliable when properly validated. Check for column consistency, session labels, and date gaps before analysis. PDF-sourced data requires OCR validation. Any dataset missing draw-time labels (midday vs. evening) cannot be used accurately for session-level frequency analysis.
What time is the Pick 3 live draw?
Pick 3 draw times vary by state. Midday draws typically fall between 12:29 PM and 1:00 PM local time; evening Pick 3 draws range from roughly 6:59 PM to 11:00 PM depending on the state. Check your state lottery's official schedule for exact pick 3 draw times, as they occasionally shift after rule changes or operational updates.
What does digit frequency analysis of Pick 3 actually show?
In a 730-draw sample — one year of twice-daily draws — each digit is expected to appear about 73 times per position. Real state data shows small deviations, typically ±5 to ±10 per digit, that are statistically indistinguishable from noise. A chi-square test at df = 9 almost never rejects the null hypothesis of uniform digit distribution.