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The International 2017 Qualifiers

Dota 2 World Championships Qualifiers

Median hero bans: 17

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Explain this to me
Winrate shifts are differences in winrate compared to the item's winrate overall. Values are for when the item wasn't bought, early (Q1) and late (Q3) timings (higher is better). Winrate gradient per minute shows how winrate changes with every minute of the item's delayed purchase timing. Item timings values can be used to restore the normal distribution chart, where Q1, median and Q3 mean the first, second and third quantiles respectively.
TotalWinrate shiftsTimings
ItemPickupsPickup rateRankWinrateWhen pickedEarlyLateGradient (%/min)MeanMinQ1MedianQ3MaxStd.Dev
flying_courierFlying Courier60520.17%43.350.25%+5.95%-0.58%-0.58%0.00%03:5103:0003:0203:1303:331:18:3800:22
Columns
TotalWinrate shiftsTimings
HeroPickupsPickup rateRankWinrateWhen pickedEarlyLateGradient (%/min)MeanMinQ1MedianQ3MaxWindowStd.Dev
winter_wyvernWinter Wyvern1100.00%100.0100.00%0.00%0.00%0.00%0.00%04:0204:0204:0204:0204:0204:0200:0000:00
lichLich9100.00%98.166.67%+66.67%-16.67%-66.67%-50.00%03:2503:0203:0603:1403:4204:1000:3600:26
vengefulspiritVengeful Spirit321.43%96.2100.00%+63.64%0.00%0.00%0.00%03:2003:0103:0103:0503:5403:5400:5300:39
night_stalkerNight Stalker1522.73%94.380.00%+32.94%+20.00%-5.00%-25.00%04:3503:0003:0203:1003:3022:1200:2800:20
elder_titanElder Titan228.57%92.5100.00%+80.00%0.00%0.00%0.00%03:5503:3903:3904:1104:1104:1100:3200:23
skywrath_mageSkywrath Mage675.00%90.666.67%+16.67%-16.67%+33.33%50.00%03:5203:1203:3003:5204:1804:2400:4800:35
crystal_maidenCrystal Maiden3472.34%88.758.82%+28.05%+18.96%+16.18%-2.78%03:2003:0003:0103:0903:2305:3600:2200:16
disruptorDisruptor4486.27%86.856.82%-28.89%+25.00%-11.37%-36.37%03:1703:0003:0103:0803:2604:5900:2500:18
rattletrapClockwerk1010.99%84.980.00%+26.91%+20.00%-80.00%-80.00%03:2903:0103:0203:0904:1704:2101:1500:55
shadow_shamanShadow Shaman3879.17%83.055.26%-4.74%+4.74%+11.41%6.67%03:3603:0003:0603:1403:5505:4400:4900:36
treantTreant Protector521.74%81.180.00%+18.89%+20.00%+20.00%0.00%03:3503:0103:0103:0303:0705:4000:0600:04
dazzleDazzle2071.43%79.255.00%-20.00%+25.00%+5.00%-20.00%03:1803:0103:0203:0603:2304:1900:2100:15
tuskTusk633.33%77.466.67%+41.67%-16.67%-66.67%-50.00%03:2003:0203:0303:0503:1904:1200:1600:11
witch_doctorWitch Doctor3888.37%75.547.37%+7.37%+12.63%-2.93%-15.56%03:1703:0003:0103:0803:3004:3000:2900:21
jakiroJakiro3179.49%73.648.39%-14.11%+26.61%-23.39%-50.00%03:2903:0003:0203:1403:2806:0200:2600:19
warlockWarlock5096.15%71.746.00%+46.00%+0.15%-29.33%-29.48%03:1403:0003:0103:0503:1404:1900:1300:09
ancient_apparitionAncient Apparition4581.82%69.846.67%-33.33%-19.40%-1.22%18.18%03:3003:0003:0403:2003:5104:3300:4700:34
chenChen480.00%67.950.00%+50.00%-50.00%+50.00%100.00%03:2903:0403:0403:0903:2604:1600:2200:16
rubickRubick6471.11%66.045.31%-20.07%+4.69%-1.56%-6.25%03:2203:0003:0203:1003:3006:2300:2800:20
baneBane1381.25%64.246.15%+46.15%-12.82%-12.82%0.00%03:3303:0203:0303:2103:4704:2600:4400:32
silencerSilencer4267.74%62.345.24%+5.24%-8.88%+4.76%13.64%03:2703:0103:0603:1803:3304:5800:2700:20
lionLion787.50%60.442.86%+42.86%-42.86%+7.14%50.00%03:1903:0203:0303:0603:1704:0800:1400:10
slardarSlardar414.81%58.575.00%+22.83%+25.00%+25.00%0.00%03:1103:0003:0003:0103:0203:4100:0200:01
oracleOracle758.33%56.642.86%-17.14%-42.86%+7.14%50.00%03:1803:0003:0103:1203:1404:2500:1300:09
sand_kingSand King2416.90%54.745.83%-0.78%-29.16%+20.84%50.00%03:1903:0003:0103:1203:2504:1600:2400:17
wispIo628.57%52.850.00%-16.67%0.00%-50.00%-50.00%03:3503:0203:2303:3303:4704:0500:2400:17
rikiRiki19.09%50.9100.00%0.00%0.00%0.00%0.00%03:2903:2903:2903:2903:2903:2900:0000:00
visageVisage4100.00%49.125.00%+25.00%-25.00%-25.00%0.00%03:1803:0203:0203:0303:2403:4100:2200:16
bounty_hunterBounty Hunter423.53%47.250.00%-19.23%-50.00%-50.00%0.00%03:1803:1403:1403:1503:1703:2400:0300:02
doom_bringerDoom17.14%45.3100.00%0.00%0.00%0.00%0.00%03:2103:2103:2103:2103:2103:2100:0000:00
spirit_breakerSpirit Breaker720.59%43.442.86%-8.99%+7.14%+7.14%0.00%03:5803:0103:0403:3104:1106:1801:0700:49
nyx_assassinNyx Assassin911.25%41.544.44%-10.49%+5.56%+5.56%0.00%03:1303:0203:0203:0503:0704:1000:0500:03
windrunnerWindranger233.33%39.650.00%+25.00%-50.00%0.00%0.00%03:1503:0303:0303:2603:2603:2600:2300:17
phoenixPhoenix880.00%37.725.00%-25.00%+25.00%-25.00%-50.00%04:0303:0003:0003:2303:5906:3600:5900:43
antimageAnti-Mage15.26%35.8100.00%0.00%0.00%0.00%0.00%55:5855:5855:5855:5855:5855:5800:0000:00
kunkkaKunkka715.56%34.042.86%+6.02%+7.14%-42.86%0.00%03:3303:0103:0603:2903:3604:3100:3000:22
earth_spiritEarth Spirit49.76%32.150.00%+4.05%-50.00%-50.00%0.00%03:2303:1403:1403:1603:2003:4100:0600:04
svenSven12.50%30.2100.00%0.00%0.00%0.00%0.00%1:03:501:03:501:03:501:03:501:03:501:03:5000:0000:00
batriderBatrider12.00%28.3100.00%0.00%0.00%0.00%0.00%03:1603:1603:1603:1603:1603:1600:0000:00
bristlebackBristleback11.79%26.4100.00%0.00%0.00%0.00%0.00%1:18:381:18:381:18:381:18:381:18:381:18:3800:0000:00
earthshakerEarthshaker22.44%24.550.00%+15.00%+50.00%0.00%0.00%03:4703:0203:0204:3204:3204:3201:3001:06
linaLina22.35%22.650.00%-5.42%-50.00%0.00%0.00%03:2603:2003:2003:3203:3203:3200:1200:08
queenofpainQueen of Pain21.87%20.850.00%-7.14%-50.00%0.00%0.00%03:1703:0603:0603:2803:2803:2800:2200:16
pugnaPugna120.00%18.90.00%0.00%0.00%0.00%0.00%03:0003:0003:0003:0003:0003:0000:0000:00
ogre_magiOgre Magi133.33%17.00.00%0.00%0.00%0.00%0.00%03:4203:4203:4203:4203:4203:4200:0000:00
keeper_of_the_lightKeeper of the Light990.00%15.10.00%-100.00%0.00%0.00%0.00%03:0903:0003:0203:0403:0603:2800:0400:02
invokerInvoker13.70%13.20.00%0.00%0.00%0.00%0.00%03:0003:0003:0003:0003:0003:0000:0000:00
leshracLeshrac125.00%11.30.00%0.00%0.00%0.00%0.00%05:4105:4105:4105:4105:4105:4100:0000:00
venomancerVenomancer11.59%9.40.00%0.00%0.00%0.00%0.00%03:1603:1603:1603:1603:1603:1600:0000:00
weaverWeaver12.78%7.50.00%0.00%0.00%0.00%0.00%1:03:271:03:271:03:271:03:271:03:271:03:2700:0000:00
naga_sirenNaga Siren150.00%5.70.00%0.00%0.00%0.00%0.00%03:2703:2703:2703:2703:2703:2700:0000:00
enchantressEnchantress240.00%3.80.00%-33.33%0.00%0.00%0.00%03:1403:0103:0103:2703:2703:2700:2600:19
pudgePudge225.00%1.90.00%-33.33%0.00%0.00%0.00%04:1004:0204:0204:1804:1804:1800:1600:11