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The International 2017 Qualifiers

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Average Roshan kills per game by Radiant: 1.1367

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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
hand_of_midasHand of Midas34311.43%26.948.69%+1.05%+7.12%-4.50%-1.44%16:1704:3911:2914:5319:3442:2205:59
Columns
TotalWinrate shiftsTimings
HeroPickupsPickup rateRankWinrateWhen pickedEarlyLateGradient (%/min)MeanMinQ1MedianQ3MaxWindowStd.Dev
necrolyteNecrophos520.00%100.0100.00%+70.00%0.00%0.00%0.00%12:2107:5207:5212:3914:0616:3706:1404:37
furionNature's Prophet1551.72%98.173.33%+16.19%+26.67%-48.33%-14.33%15:2008:5312:4016:0017:5420:2805:1403:52
enigmaEnigma2095.24%96.260.00%+60.00%+20.00%-20.00%-23.08%11:3808:5810:3511:5812:1914:5501:4401:17
skeleton_kingWraith King360.00%94.366.67%-33.33%+33.33%0.00%-10.42%06:3204:3904:3907:0507:5107:5103:1202:22
life_stealerLifestealer1952.78%92.557.89%-6.82%+42.11%-37.89%-12.21%13:5108:0309:4012:5616:1322:5006:3304:51
arc_wardenArc Warden2100.00%90.650.00%+50.00%-50.00%0.00%50.00%12:5112:3312:3313:0913:0913:0900:3600:26
nyx_assassinNyx Assassin1923.75%88.763.16%+12.34%+16.84%-43.16%-11.80%19:1915:0316:2319:0521:2824:0805:0503:45
lone_druidLone Druid1392.86%86.846.15%-53.85%+20.52%-12.82%-14.50%09:1706:1007:2808:5909:4615:1502:1801:42
obsidian_destroyerOutworld Destroyer1664.00%84.950.00%-16.67%0.00%0.00%0.00%13:0409:1511:0512:5414:1716:5803:1202:22
ancient_apparitionAncient Apparition916.36%83.066.67%+16.67%-16.67%-66.67%-6.88%26:1919:0619:5324:4627:0937:5307:1605:22
tinyTiny125.00%81.1100.00%0.00%0.00%0.00%0.00%15:5315:5315:5315:5315:5315:5300:0000:00
bloodseekerBloodseeker2268.75%79.245.45%-24.55%+21.22%-45.45%-18.69%13:0308:5510:2912:2314:0325:0403:3402:38
puckPuck33.03%77.4100.00%+53.12%0.00%0.00%0.00%22:4621:1121:1122:4324:2324:2303:1202:22
abaddonAbaddon847.06%75.550.00%-5.56%0.00%+50.00%8.24%14:4910:5511:5212:4617:5619:1606:0404:29
faceless_voidFaceless Void1431.11%73.650.00%-1.61%+25.00%-16.67%-12.14%14:3009:2012:0214:1615:2825:1803:2602:32
undyingUndying457.14%71.750.00%-50.00%+50.00%-50.00%-11.19%24:2817:4517:4524:5526:4128:3208:5606:37
magnataurMagnus327.27%69.866.67%-8.33%+33.33%0.00%0.00%24:3523:2623:2624:2125:5825:5802:3201:52
venomancerVenomancer2031.75%67.945.00%+0.81%-5.00%-5.00%0.00%15:1707:4011:4415:4118:0721:0606:2304:43
chaos_knightChaos Knight758.33%66.042.86%+2.86%+7.14%-42.86%-13.04%12:0606:2008:3912:2012:2918:1103:5002:50
warlockWarlock713.46%64.257.14%+14.92%-7.14%-57.14%-9.20%24:1619:3620:5824:2926:2430:0805:2604:01
rattletrapClockwerk99.89%62.355.56%-0.54%+44.44%-5.56%-6.24%20:2313:2515:1119:5723:1228:3308:0105:56
zuusZeus112.50%60.4100.00%0.00%0.00%0.00%0.00%14:0914:0914:0914:0914:0914:0900:0000:00
lycanLycan820.00%58.550.00%0.00%0.00%0.00%0.00%10:3708:3608:5010:2311:0813:4002:1801:42
rubickRubick22.22%56.6100.00%+50.00%0.00%0.00%0.00%21:2415:1215:1227:3527:3527:3512:2309:10
medusaMedusa550.00%54.740.00%0.00%-40.00%+60.00%9.84%16:2108:5008:5017:4519:0019:4510:1007:31
phoenixPhoenix550.00%52.840.00%+20.00%-40.00%+60.00%18.18%24:2621:5821:5822:3927:2827:5605:3004:04
invokerInvoker2385.19%50.926.09%-23.91%+23.91%-9.42%-15.04%10:5607:3809:3611:0411:4914:4702:1301:38
weaverWeaver38.33%49.166.67%+21.22%-66.67%0.00%0.00%13:5212:0812:0814:1915:0915:0903:0102:14
silencerSilencer1320.97%47.238.46%-6.44%-5.13%-38.46%-2.04%22:0510:3311:3519:1927:5642:2216:2112:06
tidehunterTidehunter15.88%45.3100.00%0.00%0.00%0.00%0.00%22:4122:4122:4122:4122:4122:4100:0000:00
enchantressEnchantress480.00%43.425.00%+25.00%-25.00%-25.00%0.00%14:4011:4411:4413:1413:5419:4902:1001:36
spirit_breakerSpirit Breaker926.47%41.533.33%-22.67%+16.67%+16.67%0.00%26:5021:4723:5827:0129:0330:0005:0503:45
night_stalkerNight Stalker812.12%39.637.50%-19.40%+12.50%-37.50%-24.39%19:1313:2518:0818:2420:1124:2002:0301:31
witch_doctorWitch Doctor12.33%37.7100.00%0.00%0.00%0.00%0.00%30:2330:2330:2330:2330:2330:2300:0000:00
omniknightOmniknight1350.00%35.823.08%-23.07%+10.25%-23.08%-10.58%16:1412:3214:3916:4417:4819:0503:0902:20
viperViper214.29%34.050.00%+8.33%+50.00%0.00%0.00%13:2410:1510:1516:3316:3316:3306:1804:40
doom_bringerDoom321.43%32.133.33%-12.12%-33.33%0.00%0.00%14:0013:4313:4314:0314:1414:1400:3100:22
ursaUrsa25.71%30.250.00%+4.55%-50.00%0.00%0.00%13:2009:5109:5116:4916:4916:4906:5805:09
earth_spiritEarth Spirit24.88%28.350.00%+3.85%+50.00%0.00%0.00%27:2226:2326:2328:2028:2028:2001:5701:26
crystal_maidenCrystal Maiden24.26%26.450.00%-1.11%-50.00%0.00%0.00%26:3424:0124:0129:0729:0729:0705:0603:46
legion_commanderLegion Commander22.99%24.550.00%-2.31%+50.00%0.00%0.00%25:5422:2122:2129:2629:2629:2607:0505:14
razorRazor35.66%22.633.33%-16.67%+66.67%0.00%0.00%13:0207:1207:1214:0617:4817:4810:3607:51
rikiRiki19.09%20.80.00%0.00%0.00%0.00%0.00%30:4930:4930:4930:4930:4930:4900:0000:00
sand_kingSand King10.70%18.90.00%0.00%0.00%0.00%0.00%18:5318:5318:5318:5318:5318:5300:0000:00
lionLion112.50%17.00.00%0.00%0.00%0.00%0.00%21:5621:5621:5621:5621:5621:5600:0000:00
slardarSlardar27.41%15.10.00%-60.00%0.00%0.00%0.00%20:5309:3709:3732:0832:0832:0822:3116:40
keeper_of_the_lightKeeper of the Light110.00%13.20.00%0.00%0.00%0.00%0.00%32:2132:2132:2132:2132:2132:2100:0000:00
dragon_knightDragon Knight13.03%11.30.00%0.00%0.00%0.00%0.00%15:0615:0615:0615:0615:0615:0600:0000:00
broodmotherBroodmother116.67%9.40.00%0.00%0.00%0.00%0.00%12:3512:3512:3512:3512:3512:3500:0000:00
gyrocopterGyrocopter15.88%7.50.00%0.00%0.00%0.00%0.00%15:0915:0915:0915:0915:0915:0900:0000:00
vengefulspiritVengeful Spirit17.14%5.70.00%0.00%0.00%0.00%0.00%21:2721:2721:2721:2721:2721:2700:0000:00
disruptorDisruptor11.96%3.80.00%0.00%0.00%0.00%0.00%38:2538:2538:2538:2538:2538:2500:0000:00
treantTreant Protector14.35%1.90.00%0.00%0.00%0.00%0.00%26:1026:1026:1026:1026:1026:1000:0000:00