LotoPolo Stats — Pattern Analysis

Source: datasn · 16,751 draws (max inner_id=16754) · Last: 2026-04-30 23:00:00 · Reference: 16754 (procesate) · 🎯 Live Prospective Validation →
⚠️ Niciun model nu bate statistic random pe acest dataset
Walk-forward validation pe 1000 extrageri + paired bootstrap (n=2000) confirmă că nicio strategie (HOT, DOW Aware, Anti-Corr, Smart, Mean Rev) NU are advantaj robust peste hazard — toate p-values > 0.14, CI 95% conține zero. Diferențele observate (+0.1 — +0.3 pp) sunt în limita de fluctuație random.

Ce înseamnă pentru tine: Folosește acest sistem ca instrument descriptiv (vezi cele mai frecvente, overdue, bursty, pattern-uri DOW), NU ca instrument de predicție garantată. Loto polonez Multi este matematic indistingabil de un proces aleator când evaluăm capacitatea de a prezice top-30 combinații.

Ce e adevărat: Anti-corelațiile la nivel de pereche (ex: {1,9} cu chi²=30) există ca fenomen statistic, dar nu se traduc în advantaj predictiv exploatabil la nivel de selecție top-N.
🧪 Detalii rezultate riguros statistice (walk-forward + paired bootstrap) (click pentru tabel complet)
Test SYSTEM 2 (perechi) — walk-forward pe 1000 extrageri, baseline random=5.92%:
Strategie Δ vs rand CI 95% (pp) p-boot Robust?
dow_aware+0.31 pp[-0.12, +0.72]0.144✗ nu robust
hot+0.25 pp[-0.13, +0.62]0.239✗ nu robust
smart+0.16 pp[-0.19, +0.53]0.376✗ nu robust
anti_corr+0.11 pp[-0.31, +0.55]0.581✗ nu robust
Interpretare statistică: Pentru ✓ ROBUST trebuie: CI 95% inferior > 0 ȘI p_bootstrap < 0.05. Niciun rezultat nu trece.

De ce a părut anterior că HOT bate random cu +0.95 pp? Multiple testing bias (am testat 8+ strategii — era inevitabil ca una să "câștige" prin hazard) + single split bias (un seed nefavorabil pentru random) + selection bias (am ales strategiile post-hoc). Walk-forward + paired bootstrap eliminat aceste bias-uri.
📊 Backtest inițial (cu bias-uri) — pentru transparență (click)
⚠️ Aceste rezultate au fost contaminat de bias-uri statistice — paired walk-forward de mai sus arată că nu se reproduc. Păstrate pentru transparență istorică.

Strategie Sys 1 Sys 2 Sys 3 Câștigător la
🏆 HOT +0.21 pp +0.95 pp -0.15 pp Sys 2
🧠 Smart (pure confidence) +0.57 pp +0.76 pp -0.01 pp Sys 1
⚖️ Mean Reversion -0.07 pp +0.72 pp +0.11 pp Sys 3
📍 Recent Active +0.56 pp +0.31 pp -0.17 pp top 2 Sys 1
⭐ FEATURES NOI (doar sys 1):
🔗 Anti-Corr (corelații chi²) +0.47 pp +0.76 pp N/A sys 1+2 (nou)
🗓️ DOW Aware (zi × ora) +0.41 pp +0.83 pp N/A sys 1+2 (nou)
Random baseline 24.73% 5.45% 1.45%
🚫 Predict (vechi) +0.01 pp +0.23 pp -0.13 pp — nu folosi
Anti-predict +0.07 pp -0.07 pp -0.49 pp — sub random
📌 Recomandare per sistem: Sys 1 → 🧠 Smart | Sys 2 → 🏆 HOT | Sys 3 → ⚖️ Mean Rev (modurile se selectează automat când schimbi sistemul)

⚠️ Disclaimer onest: Improvement-urile sunt mici în absolut (sub 1 pp). Nu garantează câștig — ridică doar probabilitatea cu ~17% relativ peste hazard pe sys 2. Loto rămâne fundamental aleator. Sistemul ajută la informare, nu la siguranță.
SYS 1/1
16,754
80 combos · 100% of 16,754
SYS 2/2
16,754
3,160 combos · 100% of 16,754
SYS 3/3
16,754
82,173 combos · 100% of 16,754
SYS 4/4
16,754
1,470,317 combos · 100% of 16,754
SYS 5/5
5,990
24,304,310 combos · 35.8% of 16,754
Sistem: 1/1 2/2 3/3 4/4 5/5 ⓘ Mod auto-selectat: cold
Mod: 🚀 Imediat: 🚀 Iminent ⚠️ Sortări (experimentale, nu robust): 🏆 HOT 🧠 Smart ⚖️ Mean Rev 📍 Recent Doar sys 1: 🗓️ DOW 🔗 Anti-Corr
📊 Descriptive (informativ): ⏰ Overdue ❄️ Cold 💥 Bursty 📈 Drifting 📐 Periodic 🔄 Ciclic 🧪 Non-random
⚠️ Vechi (sub random): 🚫 Predict (vechi)

← Înapoi la lista

Combinație #6 = {7} random

Descriptive

Apariții
4086
Mean ± std
4.1 ± 3.52
CV (std/mean)
0.859
Min/Max gap
1 / 33
Last seen
16751 (gap actual: 3)

Percentile gap-uri

P25 / mediana / P75
2 / 3 / 5
P90 / P95
9 / 11
IQR
3

Streaks & Pattern

Hot streak (consecutive)
6
Cold streak (max absență)
33
Autocorrelation lag-1
0.009
Drift (h2-h1)
0.1
Best period T
T=27 (entropy=0.001)

Overdue Status

Current gap
3
vs mean (z-score)
-0.31 σ
vs P95
0.27x

Statistical Test (Chi-square)

chi²
38.02
df
3
p-value
0 NON-RANDOM α=0.05

Backtest 70/30

Train / Test
2860 / 1226 apariții
Mean train
4.06
MAE
2.66
Accuracy
34.4%
Erori per pred
[3,1,1,8,4,3,3,0,1,2,3,2,2,1,1,3,2,2,1,3,3,6,1,3,9,5,3,3,3,3,1,2,2,2,1,11,3,2,2,4,1,2,2,0,2,7,2,3,3,2,1,3,3,3,1,2,2,3,3,3,6,0,1,3,1,0,2,10,2,0,1,1,1,1,3,3,0,10,10,3,3,5,3,0,0,3,0,2,3,1,9,1,1,3,7,1,9,0,1,3,2,0,4,1,2,3,3,0,1,2,3,3,1,2,1,1,1,2,2,3,5,0,11,10,1,10,3,3,1,9,0,0,13,7,1,5,3,1,3,2,3,3,3,2,3,0,1,1,2,5,2,2,1,29,0,2,3,1,1,2,2,1,1,2,3,3,2,3,2,1,1,1,5,0,7,2,2,6,3,3,2,2,1,1,3,4,7,3,2,3,3,1,2,2,5,2,2,3,3,9,4,0,2,1,2,2,2,3,0,2,2,0,0,3,3,4,2,0,1,5,9,2,3,3,4,3,3,3,3,2,1,1,3,2,1,1,3,0,3,3,0,21,3,3,2,3,3,1,3,3,2,0,0,3,3,2,0,1,3,1,3,1,3,3,1,11,1,2,1,3,2,0,2,3,11,0,2,3,3,1,3,6,2,2,2,1,1,0,6,2,5,2,1,5,3,3,3,3,2,1,3,4,2,2,3,3,2,0,3,3,2,1,2,2,0,11,1,1,2,0,4,2,1,1,3,3,3,2,0,3,2,1,1,0,2,3,3,2,1,2,2,1,3,2,3,2,1,7,2,3,2,1,2,1,6,6,3,1,4,3,0,2,3,2,4,14,0,0,6,3,3,2,3,0,0,1,3,3,0,3,3,2,3,8,1,1,3,16,3,2,3,2,9,2,5,1,2,3,2,1,1,3,3,3,1,3,3,2,3,3,2,2,1,1,2,3,7,1,3,2,1,0,1,0,5,8,1,1,3,1,2,3,2,8,1,10,1,3,3,7,2,6,1,3,1,3,3,0,3,3,2,2,2,13,3,1,3,3,2,10,1,0,3,2,3,1,5,3,4,0,12,3,1,2,1,3,2,1,1,1,2,3,1,0,3,3,1,0,1,1,3,2,2,2,2,2,4,0,0,2,2,3,3,3,1,2,1,0,3,1,2,2,2,3,3,4,3,3,3,1,2,2,3,3,3,1,12,2,1,3,2,2,1,3,0,6,4,0,0,2,3,3,2,4,3,2,3,1,1,3,3,6,1,1,1,1,1,1,1,0,1,0,7,3,3,2,2,3,2,1,2,1,1,10,3,2,4,2,1,11,1,1,1,1,7,3,1,3,3,11,1,3,1,2,1,3,3,3,1,9,3,3,1,0,3,2,3,3,1,1,1,2,1,2,2,3,1,6,2,1,5,1,1,8,0,3,3,2,2,3,3,2,3,1,4,3,0,2,2,2,2,2,1,3,1,1,1,0,4,1,3,3,2,5,1,1,1,9,0,2,3,3,2,0,10,1,5,2,2,2,3,1,3,2,3,2,2,0,3,3,0,3,2,2,3,3,3,9,2,3,3,3,8,2,7,2,3,1,1,2,1,2,2,0,2,1,3,3,3,8,2,2,8,3,0,0,3,3,1,3,3,0,4,18,6,3,4,0,2,8,7,3,1,0,3,3,1,1,12,0,5,1,1,3,3,3,2,1,8,3,3,6,1,1,2,2,0,3,1,0,3,2,1,2,3,3,2,1,2,2,3,3,1,3,1,1,9,2,2,1,2,0,0,0,0,1,3,1,2,0,1,0,1,2,3,1,3,1,3,0,7,2,3,8,2,3,1,0,4,1,0,3,1,2,3,5,1,3,0,2,3,2,4,3,2,2,3,3,9,0,3,2,6,2,2,3,3,3,1,1,3,7,3,2,2,3,3,1,3,2,8,3,3,3,2,2,1,3,2,3,1,10,2,1,4,0,4,3,3,2,5,1,0,0,1,2,3,6,1,2,3,3,1,0,2,6,2,3,2,4,1,2,2,0,3,1,2,17,1,2,1,3,5,2,1,2,8,2,2,6,0,2,2,1,2,1,9,3,0,2,3,1,6,2,1,1,1,2,3,3,2,2,3,1,3,4,3,0,3,2,4,3,7,3,3,3,1,3,3,6,3,1,3,3,0,1,2,2,3,3,3,0,3,1,3,2,1,1,2,3,3,2,3,4,2,3,1,3,0,0,3,2,0,3,2,2,4,3,5,4,8,1,2,5,1,3,2,11,1,3,3,4,2,3,0,5,4,5,1,2,2,6,2,2,7,1,2,3,3,3,3,2,2,0,0,3,10,1,1,3,1,1,2,3,4,10,1,2,3,3,2,1,2,1,3,2,3,3,2,1,3,3,1,0,3,3,1,3,3,4,7,1,3,1,2,1,1,1,1,9,5,13,3,2,1,5,2,1,5,4,3,3,0,1,5,3,2,2,0,2,1,3,4,2,0,1,3,2,0,1,1,2,5,2,15,2,2,3,2,3,3,2,0,2,2,3,2,0,3,1,1,2,5,3,2,1,2,1,12,0,1,0,8,0,5,18,0,3,2,5,4,3,1,1,1,3,1,1,1,4,7,2,11,1,2,6,2,2,2,7,0,2,1,4,2,3,3,1,3,5,3,0,1,4,1,0,3,2,3,2,2,2,2,2,0,1,2,3,2,1,6,11,1,2,1,3,2,6,3,2,1,3,5,3,1,3,1,1,3,2,1,3,3,3,10,3,2,3,1,2,3,2,1,2,0,0]

🏆 Confidence Score

Persistence (0.20)
1
Regularity (0.25)
0.57
Period support (0.20)
0.001
Chi2 evidence (0.15)
1
Backtest acc (0.20)
0.344
Total: 56.2%

🎯 Predicție următoarea apariție

Most likely
draw #16755
±1 sigma window
[16755..16759]
P25-P95 window
[16755..16762]

Timeline apariții — densitate per perioadă

Extrageri 1-83: 16 apariții Extrageri 84-167: 24 apariții Extrageri 168-251: 21 apariții Extrageri 252-335: 23 apariții Extrageri 336-418: 17 apariții Extrageri 419-502: 22 apariții Extrageri 503-586: 19 apariții Extrageri 587-670: 17 apariții Extrageri 671-753: 24 apariții Extrageri 754-837: 28 apariții Extrageri 838-921: 16 apariții Extrageri 922-1005: 18 apariții Extrageri 1006-1089: 17 apariții Extrageri 1090-1172: 18 apariții Extrageri 1173-1256: 16 apariții Extrageri 1257-1340: 18 apariții Extrageri 1341-1424: 20 apariții Extrageri 1425-1507: 22 apariții Extrageri 1508-1591: 24 apariții Extrageri 1592-1675: 23 apariții Extrageri 1676-1759: 22 apariții Extrageri 1760-1842: 26 apariții Extrageri 1843-1926: 13 apariții Extrageri 1927-2010: 19 apariții Extrageri 2011-2094: 22 apariții Extrageri 2095-2178: 24 apariții Extrageri 2179-2261: 20 apariții Extrageri 2262-2345: 21 apariții Extrageri 2346-2429: 21 apariții Extrageri 2430-2513: 24 apariții Extrageri 2514-2596: 20 apariții Extrageri 2597-2680: 18 apariții Extrageri 2681-2764: 21 apariții Extrageri 2765-2848: 19 apariții Extrageri 2849-2931: 21 apariții Extrageri 2932-3015: 22 apariții Extrageri 3016-3099: 22 apariții Extrageri 3100-3183: 15 apariții Extrageri 3184-3267: 16 apariții Extrageri 3268-3350: 19 apariții Extrageri 3351-3434: 24 apariții Extrageri 3435-3518: 21 apariții Extrageri 3519-3602: 20 apariții Extrageri 3603-3685: 13 apariții Extrageri 3686-3769: 23 apariții Extrageri 3770-3853: 25 apariții Extrageri 3854-3937: 20 apariții Extrageri 3938-4020: 23 apariții Extrageri 4021-4104: 26 apariții Extrageri 4105-4188: 19 apariții Extrageri 4189-4272: 24 apariții Extrageri 4273-4356: 20 apariții Extrageri 4357-4439: 19 apariții Extrageri 4440-4523: 22 apariții Extrageri 4524-4607: 16 apariții Extrageri 4608-4691: 16 apariții Extrageri 4692-4774: 18 apariții Extrageri 4775-4858: 22 apariții Extrageri 4859-4942: 19 apariții Extrageri 4943-5026: 22 apariții Extrageri 5027-5109: 26 apariții Extrageri 5110-5193: 23 apariții Extrageri 5194-5277: 24 apariții Extrageri 5278-5361: 20 apariții Extrageri 5362-5445: 19 apariții Extrageri 5446-5528: 25 apariții Extrageri 5529-5612: 22 apariții Extrageri 5613-5696: 22 apariții Extrageri 5697-5780: 15 apariții Extrageri 5781-5863: 28 apariții Extrageri 5864-5947: 18 apariții Extrageri 5948-6031: 14 apariții Extrageri 6032-6115: 23 apariții Extrageri 6116-6198: 23 apariții Extrageri 6199-6282: 21 apariții Extrageri 6283-6366: 24 apariții Extrageri 6367-6450: 18 apariții Extrageri 6451-6534: 23 apariții Extrageri 6535-6617: 21 apariții Extrageri 6618-6701: 21 apariții Extrageri 6702-6785: 14 apariții Extrageri 6786-6869: 21 apariții Extrageri 6870-6952: 13 apariții Extrageri 6953-7036: 20 apariții Extrageri 7037-7120: 19 apariții Extrageri 7121-7204: 16 apariții Extrageri 7205-7287: 26 apariții Extrageri 7288-7371: 20 apariții Extrageri 7372-7455: 28 apariții Extrageri 7456-7539: 27 apariții Extrageri 7540-7623: 24 apariții Extrageri 7624-7706: 26 apariții Extrageri 7707-7790: 19 apariții Extrageri 7791-7874: 21 apariții Extrageri 7875-7958: 26 apariții Extrageri 7959-8041: 17 apariții Extrageri 8042-8125: 23 apariții Extrageri 8126-8209: 20 apariții Extrageri 8210-8293: 19 apariții Extrageri 8294-8377: 26 apariții Extrageri 8378-8460: 21 apariții Extrageri 8461-8544: 14 apariții Extrageri 8545-8628: 25 apariții Extrageri 8629-8712: 22 apariții Extrageri 8713-8795: 24 apariții Extrageri 8796-8879: 14 apariții Extrageri 8880-8963: 16 apariții Extrageri 8964-9047: 22 apariții Extrageri 9048-9130: 19 apariții Extrageri 9131-9214: 19 apariții Extrageri 9215-9298: 18 apariții Extrageri 9299-9382: 19 apariții Extrageri 9383-9466: 22 apariții Extrageri 9467-9549: 20 apariții Extrageri 9550-9633: 15 apariții Extrageri 9634-9717: 22 apariții Extrageri 9718-9801: 28 apariții Extrageri 9802-9884: 22 apariții Extrageri 9885-9968: 16 apariții Extrageri 9969-10052: 19 apariții Extrageri 10053-10136: 35 apariții Extrageri 10137-10219: 19 apariții Extrageri 10220-10303: 22 apariții Extrageri 10304-10387: 23 apariții Extrageri 10388-10471: 17 apariții Extrageri 10472-10555: 17 apariții Extrageri 10556-10638: 22 apariții Extrageri 10639-10722: 26 apariții Extrageri 10723-10806: 19 apariții Extrageri 10807-10890: 21 apariții Extrageri 10891-10973: 19 apariții Extrageri 10974-11057: 18 apariții Extrageri 11058-11141: 19 apariții Extrageri 11142-11225: 22 apariții Extrageri 11226-11308: 18 apariții Extrageri 11309-11392: 21 apariții Extrageri 11393-11476: 17 apariții Extrageri 11477-11560: 22 apariții Extrageri 11561-11644: 22 apariții Extrageri 11645-11727: 24 apariții Extrageri 11728-11811: 23 apariții Extrageri 11812-11895: 19 apariții Extrageri 11896-11979: 17 apariții Extrageri 11980-12062: 21 apariții Extrageri 12063-12146: 14 apariții Extrageri 12147-12230: 16 apariții Extrageri 12231-12314: 13 apariții Extrageri 12315-12397: 23 apariții Extrageri 12398-12481: 18 apariții Extrageri 12482-12565: 20 apariții Extrageri 12566-12649: 20 apariții Extrageri 12650-12733: 19 apariții Extrageri 12734-12816: 21 apariții Extrageri 12817-12900: 18 apariții Extrageri 12901-12984: 23 apariții Extrageri 12985-13068: 23 apariții Extrageri 13069-13151: 18 apariții Extrageri 13152-13235: 19 apariții Extrageri 13236-13319: 14 apariții Extrageri 13320-13403: 27 apariții Extrageri 13404-13486: 14 apariții Extrageri 13487-13570: 20 apariții Extrageri 13571-13654: 17 apariții Extrageri 13655-13738: 24 apariții Extrageri 13739-13822: 29 apariții Extrageri 13823-13905: 19 apariții Extrageri 13906-13989: 24 apariții Extrageri 13990-14073: 14 apariții Extrageri 14074-14157: 17 apariții Extrageri 14158-14240: 24 apariții Extrageri 14241-14324: 24 apariții Extrageri 14325-14408: 18 apariții Extrageri 14409-14492: 27 apariții Extrageri 14493-14575: 20 apariții Extrageri 14576-14659: 14 apariții Extrageri 14660-14743: 16 apariții Extrageri 14744-14827: 23 apariții Extrageri 14828-14911: 24 apariții Extrageri 14912-14994: 21 apariții Extrageri 14995-15078: 22 apariții Extrageri 15079-15162: 26 apariții Extrageri 15163-15246: 16 apariții Extrageri 15247-15329: 22 apariții Extrageri 15330-15413: 14 apariții Extrageri 15414-15497: 22 apariții Extrageri 15498-15581: 22 apariții Extrageri 15582-15664: 28 apariții Extrageri 15665-15748: 15 apariții Extrageri 15749-15832: 16 apariții Extrageri 15833-15916: 22 apariții Extrageri 15917-16000: 25 apariții Extrageri 16001-16083: 14 apariții Extrageri 16084-16167: 18 apariții Extrageri 16168-16251: 16 apariții Extrageri 16252-16335: 23 apariții Extrageri 16336-16418: 13 apariții Extrageri 16419-16502: 16 apariții Extrageri 16503-16586: 24 apariții Extrageri 16587-16670: 20 apariții Extrageri 16671-16754: 22 apariții 0 4189 8377 12566 16754 mean=20.4/bin max=35 apariții/bin
Histogram: fiecare bară = un interval de 84 extrageri. Înălțime = nr apariții în acel interval. Galben deschis → portocaliu = mai multe apariții. Linie albastră întreruptă = densitatea medie (20.4 apariții/bin).
Combinația are 4,086 apariții — prea multe pentru afișare individuală (s-ar suprapune). Histogramul de mai sus arată variațiile de densitate temporală.

Distribuția gap-urilor

Bare = gap-uri consecutive. Verde = sub P25, galben = mediu, roșu = peste P75. Linie albastră = mean.

Date brute

Aparitii (draw_id):
[3, 13, 29, 31, 32, 38, 45, 50, 54, 55, 60, 67, 73, 75, 79, 84, 91, 93, 96, 97, 100, 102, 104, 106, 109, 112, 116, 122, 125, 126, 133, 137, 138, 140, 141, 147, 151, 157, 164, 166, 172, 174, 176, 177, 178, 179, 181, 182, 188, 190, 192, 212, 221, 226, 230, 231, 232, 234, 245, 246, 247, 253, 254, 260, 264, 271, 276, 277, 280, 284, 289, 292, 298, 300, 302, 303, 304, 312, 313, 317, 319, 327, 328, 330, 344, 346, 347, 349, 355, 360, 365, 368, 369, 372, 377, 387, 402, 406, 408, 413, 419, 427, 428, 429, 432, 442, 445, 447, 449, 451, 455, 458, 462, 466, 467, 469, 470, 473, 476, 494, 499, 501, 502, 505, 507, 514, 528, 529, 532, 538, 540, 549, 552, 557, 558, 565, 566, 573, 577, 579, 582, 587, 591, 606, 608, 616, 618, 621, 624, 631, 636, 642, 645, 654, 659, 661, 662, 666, 669, 675, 680, 681, 684, 685, 692, 702, 704, 719, 722, 723, 725, 726, 727, 729, 730, 732, 734, 739, 744, 746, 747, 748, 752, 755, 759, 760, 762, 764, 768, 772, 773, 776, 778, 785, 787, 789, 792, 797, 798, 799, 804, 808, 809, 812, 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Gap-uri:
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