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
6,000
24,304,666 combos · 35.8% of 16,754
Sistem: 1/1 2/2 3/3 4/4 5/5 ⓘ Mod auto-selectat: cycle
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 #60 = {61} random

Descriptive

Apariții
4091
Mean ± std
4.09 ± 3.62
CV (std/mean)
0.883
Min/Max gap
1 / 42
Last seen
16752 (gap actual: 2)

Percentile gap-uri

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

Streaks & Pattern

Hot streak (consecutive)
7
Cold streak (max absență)
42
Autocorrelation lag-1
-0.008
Drift (h2-h1)
0.02
Best period T
T=27 (entropy=0.001)

Overdue Status

Current gap
2
vs mean (z-score)
-0.58 σ
vs P95
0.18x

Statistical Test (Chi-square)

chi²
47.88
df
3
p-value
0 NON-RANDOM α=0.05

Backtest 70/30

Train / Test
2863 / 1228 apariții
Mean train
4.04
MAE
2.59
Accuracy
35.9%
Erori per pred
[2,4,3,1,3,1,2,4,4,1,2,2,3,3,2,1,7,2,0,2,2,0,9,3,2,1,3,7,1,2,1,1,2,1,0,3,3,1,2,6,4,6,2,1,3,3,3,1,0,1,3,6,3,3,3,3,0,4,0,2,0,1,1,5,2,0,3,3,2,5,2,3,0,3,3,3,1,2,6,3,2,0,2,1,1,1,1,3,1,2,0,3,3,5,0,3,2,5,3,3,2,3,1,1,12,2,2,1,2,1,2,2,3,4,1,3,2,2,5,1,1,0,1,0,1,0,1,1,3,2,3,2,2,1,5,7,2,10,0,4,4,0,0,4,6,3,4,2,1,5,6,1,3,3,3,4,1,3,1,2,2,2,2,7,2,2,3,2,2,3,4,1,1,1,3,1,1,1,3,2,3,1,3,3,2,4,2,1,1,2,1,3,2,3,2,2,2,5,3,2,1,3,3,0,2,1,0,2,2,1,2,3,1,2,3,3,1,2,14,1,3,3,1,5,2,2,9,3,2,3,3,0,2,1,1,6,3,2,4,1,2,4,1,1,3,2,3,2,1,3,2,2,2,3,1,0,1,1,1,1,6,10,5,0,3,1,1,2,3,0,2,2,12,2,3,8,1,2,4,1,2,6,0,2,3,24,3,0,1,3,2,3,1,2,6,3,6,1,1,1,3,0,3,3,2,3,3,3,3,3,2,0,2,2,1,0,3,2,2,13,1,1,0,3,0,2,9,1,0,1,2,6,6,0,1,2,0,3,1,2,3,3,0,3,2,2,6,7,3,3,3,10,1,3,2,38,2,1,9,3,0,1,2,2,1,0,3,3,4,6,1,16,4,2,3,1,2,1,1,1,3,2,0,10,11,3,0,3,1,1,1,1,5,0,5,0,3,2,6,9,4,1,5,3,3,1,2,3,7,2,2,3,0,9,1,3,1,3,1,2,5,2,1,1,3,3,0,0,0,4,2,1,0,3,3,0,0,3,2,3,3,2,0,5,3,2,1,3,1,2,2,3,1,1,2,0,2,3,2,2,1,12,3,3,0,3,3,4,1,2,1,2,3,0,2,1,0,11,13,6,0,2,9,2,3,1,1,3,3,6,3,2,1,3,5,3,1,3,2,3,1,1,5,2,0,4,0,3,0,1,1,3,2,3,3,7,3,3,1,0,2,3,2,9,0,3,3,2,2,1,1,3,0,2,2,2,4,3,2,0,2,13,2,2,2,3,2,1,2,3,3,0,1,3,2,2,3,4,1,9,0,5,0,15,3,2,1,1,2,3,1,3,5,1,2,1,16,3,2,3,1,3,0,1,3,12,1,2,1,10,4,1,1,1,0,2,2,3,8,3,1,2,3,0,3,1,2,3,3,3,1,2,1,3,5,0,1,3,4,4,2,1,2,3,3,5,2,2,1,3,1,2,1,1,3,11,0,2,3,1,3,2,3,2,3,7,3,3,3,3,0,2,1,0,1,0,6,3,3,4,3,5,4,2,2,1,1,8,3,2,2,1,3,3,1,1,2,1,5,2,1,3,2,3,3,3,2,2,2,2,2,1,3,5,1,1,3,1,1,0,7,3,3,0,1,0,0,0,6,3,7,1,2,0,13,3,6,1,1,3,7,0,2,0,3,3,1,7,3,2,1,1,6,6,2,3,7,2,2,3,1,2,2,3,3,2,2,3,1,2,11,2,2,2,1,1,3,2,3,1,2,3,2,1,2,3,8,1,2,3,2,3,1,3,3,1,2,3,12,1,1,0,1,3,1,0,1,1,1,1,1,2,1,3,3,2,5,3,2,5,8,2,3,7,2,1,1,3,1,4,4,1,2,7,3,1,3,1,4,3,3,3,1,2,2,3,10,5,3,4,3,2,1,1,2,5,0,1,2,2,3,1,0,2,1,2,3,3,3,6,1,8,2,2,2,2,1,3,5,3,3,2,8,3,1,2,5,4,8,3,1,0,2,2,3,3,2,2,13,1,3,2,3,3,3,3,3,2,0,1,3,2,0,3,3,2,2,3,3,1,0,1,3,1,11,1,0,2,1,0,3,2,5,0,6,0,7,0,8,2,3,2,0,0,2,1,4,1,3,3,3,1,2,3,2,3,3,3,0,3,5,3,3,4,2,0,2,2,3,4,2,4,1,4,1,2,1,3,3,3,3,2,2,0,1,2,1,1,2,3,1,5,1,3,3,1,2,1,2,1,2,3,0,12,2,7,3,3,2,1,3,2,4,0,2,3,2,7,3,2,2,1,3,3,2,3,3,3,1,0,0,3,3,3,4,6,0,1,1,0,3,2,1,1,1,2,3,12,1,2,2,3,1,3,2,1,0,1,1,1,4,4,3,3,1,2,3,3,1,0,3,2,3,2,2,2,6,1,3,9,1,3,1,3,1,3,3,10,3,0,0,2,1,1,0,0,0,2,4,2,2,0,1,3,2,0,2,1,2,3,1,1,1,3,2,1,3,3,1,3,2,1,2,1,1,2,0,1,5,2,3,3,9,0,2,2,3,4,2,1,14,3,1,2,3,0,4,1,2,2,2,1,3,2,3,0,0,2,1,1,1,7,3,1,3,3,8,1,0,3,2,3,3,1,2,3,2,5,3,3,2,2,2,12,0,2,0,3,2,0,2,0,2,3,4,0,2,11,6,2,4,2,2,3,4,2,1,1,2,2,2,2,4,1,3,5,3,0,2,1,3,4,1,1,1,3,0,2,3,3,3,0,3,2,2,9,0,1,0,6,0,2,3,0,2,1,3,2]

🏆 Confidence Score

Persistence (0.20)
1
Regularity (0.25)
0.558
Period support (0.20)
0.001
Chi2 evidence (0.15)
1
Backtest acc (0.20)
0.359
Total: 56.2%

🎯 Predicție următoarea apariție

Most likely
draw #16756
±1 sigma window
[16755..16760]
P25-P95 window
[16755..16763]

Timeline apariții — densitate per perioadă

Extrageri 1-83: 25 apariții Extrageri 84-167: 22 apariții Extrageri 168-251: 28 apariții Extrageri 252-335: 18 apariții Extrageri 336-418: 17 apariții Extrageri 419-502: 22 apariții Extrageri 503-586: 25 apariții Extrageri 587-670: 20 apariții Extrageri 671-753: 23 apariții Extrageri 754-837: 27 apariții Extrageri 838-921: 17 apariții Extrageri 922-1005: 21 apariții Extrageri 1006-1089: 20 apariții Extrageri 1090-1172: 16 apariții Extrageri 1173-1256: 18 apariții Extrageri 1257-1340: 15 apariții Extrageri 1341-1424: 17 apariții Extrageri 1425-1507: 21 apariții Extrageri 1508-1591: 29 apariții Extrageri 1592-1675: 19 apariții Extrageri 1676-1759: 18 apariții Extrageri 1760-1842: 20 apariții Extrageri 1843-1926: 23 apariții Extrageri 1927-2010: 19 apariții Extrageri 2011-2094: 15 apariții Extrageri 2095-2178: 20 apariții Extrageri 2179-2261: 23 apariții Extrageri 2262-2345: 17 apariții Extrageri 2346-2429: 21 apariții Extrageri 2430-2513: 21 apariții Extrageri 2514-2596: 20 apariții Extrageri 2597-2680: 17 apariții Extrageri 2681-2764: 22 apariții Extrageri 2765-2848: 18 apariții Extrageri 2849-2931: 19 apariții Extrageri 2932-3015: 26 apariții Extrageri 3016-3099: 16 apariții Extrageri 3100-3183: 31 apariții Extrageri 3184-3267: 15 apariții Extrageri 3268-3350: 15 apariții Extrageri 3351-3434: 21 apariții Extrageri 3435-3518: 24 apariții Extrageri 3519-3602: 20 apariții Extrageri 3603-3685: 12 apariții Extrageri 3686-3769: 23 apariții Extrageri 3770-3853: 15 apariții Extrageri 3854-3937: 21 apariții Extrageri 3938-4020: 20 apariții Extrageri 4021-4104: 13 apariții Extrageri 4105-4188: 29 apariții Extrageri 4189-4272: 24 apariții Extrageri 4273-4356: 24 apariții Extrageri 4357-4439: 17 apariții Extrageri 4440-4523: 28 apariții Extrageri 4524-4607: 25 apariții Extrageri 4608-4691: 20 apariții Extrageri 4692-4774: 20 apariții Extrageri 4775-4858: 22 apariții Extrageri 4859-4942: 17 apariții Extrageri 4943-5026: 23 apariții Extrageri 5027-5109: 14 apariții Extrageri 5110-5193: 17 apariții Extrageri 5194-5277: 19 apariții Extrageri 5278-5361: 11 apariții Extrageri 5362-5445: 22 apariții Extrageri 5446-5528: 29 apariții Extrageri 5529-5612: 25 apariții Extrageri 5613-5696: 13 apariții Extrageri 5697-5780: 30 apariții Extrageri 5781-5863: 20 apariții Extrageri 5864-5947: 22 apariții Extrageri 5948-6031: 25 apariții Extrageri 6032-6115: 24 apariții Extrageri 6116-6198: 19 apariții Extrageri 6199-6282: 28 apariții Extrageri 6283-6366: 19 apariții Extrageri 6367-6450: 18 apariții Extrageri 6451-6534: 24 apariții Extrageri 6535-6617: 16 apariții Extrageri 6618-6701: 22 apariții Extrageri 6702-6785: 16 apariții Extrageri 6786-6869: 20 apariții Extrageri 6870-6952: 24 apariții Extrageri 6953-7036: 16 apariții Extrageri 7037-7120: 19 apariții Extrageri 7121-7204: 16 apariții Extrageri 7205-7287: 25 apariții Extrageri 7288-7371: 23 apariții Extrageri 7372-7455: 20 apariții Extrageri 7456-7539: 16 apariții Extrageri 7540-7623: 17 apariții Extrageri 7624-7706: 16 apariții Extrageri 7707-7790: 16 apariții Extrageri 7791-7874: 23 apariții Extrageri 7875-7958: 21 apariții Extrageri 7959-8041: 24 apariții Extrageri 8042-8125: 19 apariții Extrageri 8126-8209: 20 apariții Extrageri 8210-8293: 20 apariții Extrageri 8294-8377: 27 apariții Extrageri 8378-8460: 26 apariții Extrageri 8461-8544: 24 apariții Extrageri 8545-8628: 21 apariții Extrageri 8629-8712: 19 apariții Extrageri 8713-8795: 18 apariții Extrageri 8796-8879: 16 apariții Extrageri 8880-8963: 31 apariții Extrageri 8964-9047: 20 apariții Extrageri 9048-9130: 23 apariții Extrageri 9131-9214: 21 apariții Extrageri 9215-9298: 18 apariții Extrageri 9299-9382: 22 apariții Extrageri 9383-9466: 25 apariții Extrageri 9467-9549: 13 apariții Extrageri 9550-9633: 16 apariții Extrageri 9634-9717: 19 apariții Extrageri 9718-9801: 20 apariții Extrageri 9802-9884: 19 apariții Extrageri 9885-9968: 23 apariții Extrageri 9969-10052: 27 apariții Extrageri 10053-10136: 22 apariții Extrageri 10137-10219: 20 apariții Extrageri 10220-10303: 22 apariții Extrageri 10304-10387: 21 apariții Extrageri 10388-10471: 23 apariții Extrageri 10472-10555: 26 apariții Extrageri 10556-10638: 22 apariții Extrageri 10639-10722: 24 apariții Extrageri 10723-10806: 23 apariții Extrageri 10807-10890: 23 apariții Extrageri 10891-10973: 19 apariții Extrageri 10974-11057: 25 apariții Extrageri 11058-11141: 21 apariții Extrageri 11142-11225: 20 apariții Extrageri 11226-11308: 18 apariții Extrageri 11309-11392: 18 apariții Extrageri 11393-11476: 19 apariții Extrageri 11477-11560: 27 apariții Extrageri 11561-11644: 21 apariții Extrageri 11645-11727: 18 apariții Extrageri 11728-11811: 23 apariții Extrageri 11812-11895: 21 apariții Extrageri 11896-11979: 21 apariții Extrageri 11980-12062: 22 apariții Extrageri 12063-12146: 16 apariții Extrageri 12147-12230: 17 apariții Extrageri 12231-12314: 22 apariții Extrageri 12315-12397: 23 apariții Extrageri 12398-12481: 20 apariții Extrageri 12482-12565: 18 apariții Extrageri 12566-12649: 20 apariții Extrageri 12650-12733: 19 apariții Extrageri 12734-12816: 15 apariții Extrageri 12817-12900: 24 apariții Extrageri 12901-12984: 22 apariții Extrageri 12985-13068: 13 apariții Extrageri 13069-13151: 14 apariții Extrageri 13152-13235: 15 apariții Extrageri 13236-13319: 16 apariții Extrageri 13320-13403: 21 apariții Extrageri 13404-13486: 22 apariții Extrageri 13487-13570: 24 apariții Extrageri 13571-13654: 14 apariții Extrageri 13655-13738: 21 apariții Extrageri 13739-13822: 19 apariții Extrageri 13823-13905: 20 apariții Extrageri 13906-13989: 21 apariții Extrageri 13990-14073: 15 apariții Extrageri 14074-14157: 15 apariții Extrageri 14158-14240: 22 apariții Extrageri 14241-14324: 17 apariții Extrageri 14325-14408: 21 apariții Extrageri 14409-14492: 15 apariții Extrageri 14493-14575: 27 apariții Extrageri 14576-14659: 20 apariții Extrageri 14660-14743: 15 apariții Extrageri 14744-14827: 19 apariții Extrageri 14828-14911: 24 apariții Extrageri 14912-14994: 22 apariții Extrageri 14995-15078: 16 apariții Extrageri 15079-15162: 19 apariții Extrageri 15163-15246: 20 apariții Extrageri 15247-15329: 18 apariții Extrageri 15330-15413: 21 apariții Extrageri 15414-15497: 24 apariții Extrageri 15498-15581: 15 apariții Extrageri 15582-15664: 24 apariții Extrageri 15665-15748: 27 apariții Extrageri 15749-15832: 15 apariții Extrageri 15833-15916: 23 apariții Extrageri 15917-16000: 22 apariții Extrageri 16001-16083: 20 apariții Extrageri 16084-16167: 21 apariții Extrageri 16168-16251: 28 apariții Extrageri 16252-16335: 15 apariții Extrageri 16336-16418: 19 apariții Extrageri 16419-16502: 23 apariții Extrageri 16503-16586: 17 apariții Extrageri 16587-16670: 25 apariții Extrageri 16671-16754: 22 apariții 0 4189 8377 12566 16754 mean=20.5/bin max=31 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 (20.5 apariții/bin).
Combinația are 4,091 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):
[4, 5, 6, 8, 9, 11, 13, 16, 20, 23, 30, 35, 36, 49, 53, 59, 60, 62, 63, 69, 71, 73, 74, 75, 76, 85, 86, 94, 97, 98, 100, 111, 113, 114, 126, 128, 134, 136, 137, 141, 146, 151, 152, 153, 155, 161, 165, 171, 172, 173, 175, 177, 179, 181, 183, 184, 193, 196, 198, 207, 214, 217, 226, 227, 229, 235, 239, 240, 242, 244, 245, 246, 247, 251, 252, 257, 258, 271, 281, 283, 290, 292, 295, 298, 305, 306, 308, 320, 324, 332, 333, 334, 336, 342, 351, 352, 355, 356, 359, 361, 371, 377, 378, 382, 392, 399, 400, 401, 405, 411, 423, 426, 428, 430, 432, 436, 437, 439, 441, 446, 453, 457, 465, 472, 473, 482, 486, 488, 492, 495, 497, 500, 508, 509, 518, 519, 520, 525, 528, 529, 531, 538, 545, 548, 550, 560, 564, 570, 572, 575, 576, 578, 579, 582, 583, 584, 586, 589, 593, 595, 596, 602, 609, 623, 627, 630, 632, 633, 634, 635, 637, 642, 644, 650, 651, 653, 669, 675, 677, 679, 684, 686, 693, 694, 695, 700, 710, 712, 713, 714, 719, 728, 737, 738, 741, 743, 744, 749, 750, 753, 757, 758, 764, 768, 769, 771, 776, 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Gap-uri:
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