WQD7004-Alternative Assesment 1

Getting Data-Dataset Description

This dataset is a video games sales data containing units of video games sold in fraction of Millions. It was obtained from the kaggle website.

Here the variables names stands for,

Game- Name of the games.

Year- Year of the sales data.

Genre- Genre of the games.

Publisher- Publishers of the games.

North.America- Units sold in North America (in millions)

Europe- Units sold in Europe (in millions)

Japan- Units sold in Japan (in millions)

Rest.of.World- Units sold in Rest of the world (in millions)

Global- Units sold around the World in total (in millions)

Console- Platform where the game is played

1.Choose a dataset either from internet, from R repository, or your own.

Loading the required libraries

library(tidyverse) #for data cleaning

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## v readr   2.1.1     v forcats 0.5.1

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library(tidyr)     #for data cleaning
library(dplyr)     #for data processing
library(kableExtra) #to manipulate table style

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library(janitor)   #for data cleaning

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library(lubridate)#for data cleaning

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library(ggplot2)  #for creating graphics
library(plotly)  #for creating graphics

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library(corrplot) #for creating correlation matrix

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library(data.table) #for fast aggregation of large datasets

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library(gridExtra) #for grid plotting functions

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library(RColorBrewer) #for choosing colors for figures
library(NLP) #for Natural Language Processing

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library(wordcloud) #for creating visual word cloud

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library(tm) #for text mining

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2.Using the dataset, you must show how to do the following using R codes.

a.Four ways to get initial understanding of the data (2 marks)

Loading Video Games Sales Dataset

GameSales<-read.csv(file.choose()) #file.choose() function used for file selecting flexibility

Dimension of the dataset

dim(GameSales)

## [1] 1647   10

Number of Rows and Columns and Length

nrow(GameSales)

## [1] 1647

ncol(GameSales)

## [1] 10

length(GameSales)

## [1] 10

Variable Names

variable.names(GameSales)

##  [1] "Game"          "Year"          "Genre"         "Publisher"    
##  [5] "North.America" "Europe"        "Japan"         "Rest.of.World"
##  [9] "Global"        "Console"

row.names(GameSales)

##    [1] "1"    "2"    "3"    "4"    "5"    "6"    "7"    "8"    "9"    "10"  
##   [11] "11"   "12"   "13"   "14"   "15"   "16"   "17"   "18"   "19"   "20"  
##   [21] "21"   "22"   "23"   "24"   "25"   "26"   "27"   "28"   "29"   "30"  
##   [31] "31"   "32"   "33"   "34"   "35"   "36"   "37"   "38"   "39"   "40"  
##   [41] "41"   "42"   "43"   "44"   "45"   "46"   "47"   "48"   "49"   "50"  
##   [51] "51"   "52"   "53"   "54"   "55"   "56"   "57"   "58"   "59"   "60"  
##   [61] "61"   "62"   "63"   "64"   "65"   "66"   "67"   "68"   "69"   "70"  
##   [71] "71"   "72"   "73"   "74"   "75"   "76"   "77"   "78"   "79"   "80"  
##   [81] "81"   "82"   "83"   "84"   "85"   "86"   "87"   "88"   "89"   "90"  
##   [91] "91"   "92"   "93"   "94"   "95"   "96"   "97"   "98"   "99"   "100" 
##  [101] "101"  "102"  "103"  "104"  "105"  "106"  "107"  "108"  "109"  "110" 
##  [111] "111"  "112"  "113"  "114"  "115"  "116"  "117"  "118"  "119"  "120" 
##  [121] "121"  "122"  "123"  "124"  "125"  "126"  "127"  "128"  "129"  "130" 
##  [131] "131"  "132"  "133"  "134"  "135"  "136"  "137"  "138"  "139"  "140" 
##  [141] "141"  "142"  "143"  "144"  "145"  "146"  "147"  "148"  "149"  "150" 
##  [151] "151"  "152"  "153"  "154"  "155"  "156"  "157"  "158"  "159"  "160" 
##  [161] "161"  "162"  "163"  "164"  "165"  "166"  "167"  "168"  "169"  "170" 
##  [171] "171"  "172"  "173"  "174"  "175"  "176"  "177"  "178"  "179"  "180" 
##  [181] "181"  "182"  "183"  "184"  "185"  "186"  "187"  "188"  "189"  "190" 
##  [191] "191"  "192"  "193"  "194"  "195"  "196"  "197"  "198"  "199"  "200" 
##  [201] "201"  "202"  "203"  "204"  "205"  "206"  "207"  "208"  "209"  "210" 
##  [211] "211"  "212"  "213"  "214"  "215"  "216"  "217"  "218"  "219"  "220" 
##  [221] "221"  "222"  "223"  "224"  "225"  "226"  "227"  "228"  "229"  "230" 
##  [231] "231"  "232"  "233"  "234"  "235"  "236"  "237"  "238"  "239"  "240" 
##  [241] "241"  "242"  "243"  "244"  "245"  "246"  "247"  "248"  "249"  "250" 
##  [251] "251"  "252"  "253"  "254"  "255"  "256"  "257"  "258"  "259"  "260" 
##  [261] "261"  "262"  "263"  "264"  "265"  "266"  "267"  "268"  "269"  "270" 
##  [271] "271"  "272"  "273"  "274"  "275"  "276"  "277"  "278"  "279"  "280" 
##  [281] "281"  "282"  "283"  "284"  "285"  "286"  "287"  "288"  "289"  "290" 
##  [291] "291"  "292"  "293"  "294"  "295"  "296"  "297"  "298"  "299"  "300" 
##  [301] "301"  "302"  "303"  "304"  "305"  "306"  "307"  "308"  "309"  "310" 
##  [311] "311"  "312"  "313"  "314"  "315"  "316"  "317"  "318"  "319"  "320" 
##  [321] "321"  "322"  "323"  "324"  "325"  "326"  "327"  "328"  "329"  "330" 
##  [331] "331"  "332"  "333"  "334"  "335"  "336"  "337"  "338"  "339"  "340" 
##  [341] "341"  "342"  "343"  "344"  "345"  "346"  "347"  "348"  "349"  "350" 
##  [351] "351"  "352"  "353"  "354"  "355"  "356"  "357"  "358"  "359"  "360" 
##  [361] "361"  "362"  "363"  "364"  "365"  "366"  "367"  "368"  "369"  "370" 
##  [371] "371"  "372"  "373"  "374"  "375"  "376"  "377"  "378"  "379"  "380" 
##  [381] "381"  "382"  "383"  "384"  "385"  "386"  "387"  "388"  "389"  "390" 
##  [391] "391"  "392"  "393"  "394"  "395"  "396"  "397"  "398"  "399"  "400" 
##  [401] "401"  "402"  "403"  "404"  "405"  "406"  "407"  "408"  "409"  "410" 
##  [411] "411"  "412"  "413"  "414"  "415"  "416"  "417"  "418"  "419"  "420" 
##  [421] "421"  "422"  "423"  "424"  "425"  "426"  "427"  "428"  "429"  "430" 
##  [431] "431"  "432"  "433"  "434"  "435"  "436"  "437"  "438"  "439"  "440" 
##  [441] "441"  "442"  "443"  "444"  "445"  "446"  "447"  "448"  "449"  "450" 
##  [451] "451"  "452"  "453"  "454"  "455"  "456"  "457"  "458"  "459"  "460" 
##  [461] "461"  "462"  "463"  "464"  "465"  "466"  "467"  "468"  "469"  "470" 
##  [471] "471"  "472"  "473"  "474"  "475"  "476"  "477"  "478"  "479"  "480" 
##  [481] "481"  "482"  "483"  "484"  "485"  "486"  "487"  "488"  "489"  "490" 
##  [491] "491"  "492"  "493"  "494"  "495"  "496"  "497"  "498"  "499"  "500" 
##  [501] "501"  "502"  "503"  "504"  "505"  "506"  "507"  "508"  "509"  "510" 
##  [511] "511"  "512"  "513"  "514"  "515"  "516"  "517"  "518"  "519"  "520" 
##  [521] "521"  "522"  "523"  "524"  "525"  "526"  "527"  "528"  "529"  "530" 
##  [531] "531"  "532"  "533"  "534"  "535"  "536"  "537"  "538"  "539"  "540" 
##  [541] "541"  "542"  "543"  "544"  "545"  "546"  "547"  "548"  "549"  "550" 
##  [551] "551"  "552"  "553"  "554"  "555"  "556"  "557"  "558"  "559"  "560" 
##  [561] "561"  "562"  "563"  "564"  "565"  "566"  "567"  "568"  "569"  "570" 
##  [571] "571"  "572"  "573"  "574"  "575"  "576"  "577"  "578"  "579"  "580" 
##  [581] "581"  "582"  "583"  "584"  "585"  "586"  "587"  "588"  "589"  "590" 
##  [591] "591"  "592"  "593"  "594"  "595"  "596"  "597"  "598"  "599"  "600" 
##  [601] "601"  "602"  "603"  "604"  "605"  "606"  "607"  "608"  "609"  "610" 
##  [611] "611"  "612"  "613"  "614"  "615"  "616"  "617"  "618"  "619"  "620" 
##  [621] "621"  "622"  "623"  "624"  "625"  "626"  "627"  "628"  "629"  "630" 
##  [631] "631"  "632"  "633"  "634"  "635"  "636"  "637"  "638"  "639"  "640" 
##  [641] "641"  "642"  "643"  "644"  "645"  "646"  "647"  "648"  "649"  "650" 
##  [651] "651"  "652"  "653"  "654"  "655"  "656"  "657"  "658"  "659"  "660" 
##  [661] "661"  "662"  "663"  "664"  "665"  "666"  "667"  "668"  "669"  "670" 
##  [671] "671"  "672"  "673"  "674"  "675"  "676"  "677"  "678"  "679"  "680" 
##  [681] "681"  "682"  "683"  "684"  "685"  "686"  "687"  "688"  "689"  "690" 
##  [691] "691"  "692"  "693"  "694"  "695"  "696"  "697"  "698"  "699"  "700" 
##  [701] "701"  "702"  "703"  "704"  "705"  "706"  "707"  "708"  "709"  "710" 
##  [711] "711"  "712"  "713"  "714"  "715"  "716"  "717"  "718"  "719"  "720" 
##  [721] "721"  "722"  "723"  "724"  "725"  "726"  "727"  "728"  "729"  "730" 
##  [731] "731"  "732"  "733"  "734"  "735"  "736"  "737"  "738"  "739"  "740" 
##  [741] "741"  "742"  "743"  "744"  "745"  "746"  "747"  "748"  "749"  "750" 
##  [751] "751"  "752"  "753"  "754"  "755"  "756"  "757"  "758"  "759"  "760" 
##  [761] "761"  "762"  "763"  "764"  "765"  "766"  "767"  "768"  "769"  "770" 
##  [771] "771"  "772"  "773"  "774"  "775"  "776"  "777"  "778"  "779"  "780" 
##  [781] "781"  "782"  "783"  "784"  "785"  "786"  "787"  "788"  "789"  "790" 
##  [791] "791"  "792"  "793"  "794"  "795"  "796"  "797"  "798"  "799"  "800" 
##  [801] "801"  "802"  "803"  "804"  "805"  "806"  "807"  "808"  "809"  "810" 
##  [811] "811"  "812"  "813"  "814"  "815"  "816"  "817"  "818"  "819"  "820" 
##  [821] "821"  "822"  "823"  "824"  "825"  "826"  "827"  "828"  "829"  "830" 
##  [831] "831"  "832"  "833"  "834"  "835"  "836"  "837"  "838"  "839"  "840" 
##  [841] "841"  "842"  "843"  "844"  "845"  "846"  "847"  "848"  "849"  "850" 
##  [851] "851"  "852"  "853"  "854"  "855"  "856"  "857"  "858"  "859"  "860" 
##  [861] "861"  "862"  "863"  "864"  "865"  "866"  "867"  "868"  "869"  "870" 
##  [871] "871"  "872"  "873"  "874"  "875"  "876"  "877"  "878"  "879"  "880" 
##  [881] "881"  "882"  "883"  "884"  "885"  "886"  "887"  "888"  "889"  "890" 
##  [891] "891"  "892"  "893"  "894"  "895"  "896"  "897"  "898"  "899"  "900" 
##  [901] "901"  "902"  "903"  "904"  "905"  "906"  "907"  "908"  "909"  "910" 
##  [911] "911"  "912"  "913"  "914"  "915"  "916"  "917"  "918"  "919"  "920" 
##  [921] "921"  "922"  "923"  "924"  "925"  "926"  "927"  "928"  "929"  "930" 
##  [931] "931"  "932"  "933"  "934"  "935"  "936"  "937"  "938"  "939"  "940" 
##  [941] "941"  "942"  "943"  "944"  "945"  "946"  "947"  "948"  "949"  "950" 
##  [951] "951"  "952"  "953"  "954"  "955"  "956"  "957"  "958"  "959"  "960" 
##  [961] "961"  "962"  "963"  "964"  "965"  "966"  "967"  "968"  "969"  "970" 
##  [971] "971"  "972"  "973"  "974"  "975"  "976"  "977"  "978"  "979"  "980" 
##  [981] "981"  "982"  "983"  "984"  "985"  "986"  "987"  "988"  "989"  "990" 
##  [991] "991"  "992"  "993"  "994"  "995"  "996"  "997"  "998"  "999"  "1000"
## [1001] "1001" "1002" "1003" "1004" "1005" "1006" "1007" "1008" "1009" "1010"
## [1011] "1011" "1012" "1013" "1014" "1015" "1016" "1017" "1018" "1019" "1020"
## [1021] "1021" "1022" "1023" "1024" "1025" "1026" "1027" "1028" "1029" "1030"
## [1031] "1031" "1032" "1033" "1034" "1035" "1036" "1037" "1038" "1039" "1040"
## [1041] "1041" "1042" "1043" "1044" "1045" "1046" "1047" "1048" "1049" "1050"
## [1051] "1051" "1052" "1053" "1054" "1055" "1056" "1057" "1058" "1059" "1060"
## [1061] "1061" "1062" "1063" "1064" "1065" "1066" "1067" "1068" "1069" "1070"
## [1071] "1071" "1072" "1073" "1074" "1075" "1076" "1077" "1078" "1079" "1080"
## [1081] "1081" "1082" "1083" "1084" "1085" "1086" "1087" "1088" "1089" "1090"
## [1091] "1091" "1092" "1093" "1094" "1095" "1096" "1097" "1098" "1099" "1100"
## [1101] "1101" "1102" "1103" "1104" "1105" "1106" "1107" "1108" "1109" "1110"
## [1111] "1111" "1112" "1113" "1114" "1115" "1116" "1117" "1118" "1119" "1120"
## [1121] "1121" "1122" "1123" "1124" "1125" "1126" "1127" "1128" "1129" "1130"
## [1131] "1131" "1132" "1133" "1134" "1135" "1136" "1137" "1138" "1139" "1140"
## [1141] "1141" "1142" "1143" "1144" "1145" "1146" "1147" "1148" "1149" "1150"
## [1151] "1151" "1152" "1153" "1154" "1155" "1156" "1157" "1158" "1159" "1160"
## [1161] "1161" "1162" "1163" "1164" "1165" "1166" "1167" "1168" "1169" "1170"
## [1171] "1171" "1172" "1173" "1174" "1175" "1176" "1177" "1178" "1179" "1180"
## [1181] "1181" "1182" "1183" "1184" "1185" "1186" "1187" "1188" "1189" "1190"
## [1191] "1191" "1192" "1193" "1194" "1195" "1196" "1197" "1198" "1199" "1200"
## [1201] "1201" "1202" "1203" "1204" "1205" "1206" "1207" "1208" "1209" "1210"
## [1211] "1211" "1212" "1213" "1214" "1215" "1216" "1217" "1218" "1219" "1220"
## [1221] "1221" "1222" "1223" "1224" "1225" "1226" "1227" "1228" "1229" "1230"
## [1231] "1231" "1232" "1233" "1234" "1235" "1236" "1237" "1238" "1239" "1240"
## [1241] "1241" "1242" "1243" "1244" "1245" "1246" "1247" "1248" "1249" "1250"
## [1251] "1251" "1252" "1253" "1254" "1255" "1256" "1257" "1258" "1259" "1260"
## [1261] "1261" "1262" "1263" "1264" "1265" "1266" "1267" "1268" "1269" "1270"
## [1271] "1271" "1272" "1273" "1274" "1275" "1276" "1277" "1278" "1279" "1280"
## [1281] "1281" "1282" "1283" "1284" "1285" "1286" "1287" "1288" "1289" "1290"
## [1291] "1291" "1292" "1293" "1294" "1295" "1296" "1297" "1298" "1299" "1300"
## [1301] "1301" "1302" "1303" "1304" "1305" "1306" "1307" "1308" "1309" "1310"
## [1311] "1311" "1312" "1313" "1314" "1315" "1316" "1317" "1318" "1319" "1320"
## [1321] "1321" "1322" "1323" "1324" "1325" "1326" "1327" "1328" "1329" "1330"
## [1331] "1331" "1332" "1333" "1334" "1335" "1336" "1337" "1338" "1339" "1340"
## [1341] "1341" "1342" "1343" "1344" "1345" "1346" "1347" "1348" "1349" "1350"
## [1351] "1351" "1352" "1353" "1354" "1355" "1356" "1357" "1358" "1359" "1360"
## [1361] "1361" "1362" "1363" "1364" "1365" "1366" "1367" "1368" "1369" "1370"
## [1371] "1371" "1372" "1373" "1374" "1375" "1376" "1377" "1378" "1379" "1380"
## [1381] "1381" "1382" "1383" "1384" "1385" "1386" "1387" "1388" "1389" "1390"
## [1391] "1391" "1392" "1393" "1394" "1395" "1396" "1397" "1398" "1399" "1400"
## [1401] "1401" "1402" "1403" "1404" "1405" "1406" "1407" "1408" "1409" "1410"
## [1411] "1411" "1412" "1413" "1414" "1415" "1416" "1417" "1418" "1419" "1420"
## [1421] "1421" "1422" "1423" "1424" "1425" "1426" "1427" "1428" "1429" "1430"
## [1431] "1431" "1432" "1433" "1434" "1435" "1436" "1437" "1438" "1439" "1440"
## [1441] "1441" "1442" "1443" "1444" "1445" "1446" "1447" "1448" "1449" "1450"
## [1451] "1451" "1452" "1453" "1454" "1455" "1456" "1457" "1458" "1459" "1460"
## [1461] "1461" "1462" "1463" "1464" "1465" "1466" "1467" "1468" "1469" "1470"
## [1471] "1471" "1472" "1473" "1474" "1475" "1476" "1477" "1478" "1479" "1480"
## [1481] "1481" "1482" "1483" "1484" "1485" "1486" "1487" "1488" "1489" "1490"
## [1491] "1491" "1492" "1493" "1494" "1495" "1496" "1497" "1498" "1499" "1500"
## [1501] "1501" "1502" "1503" "1504" "1505" "1506" "1507" "1508" "1509" "1510"
## [1511] "1511" "1512" "1513" "1514" "1515" "1516" "1517" "1518" "1519" "1520"
## [1521] "1521" "1522" "1523" "1524" "1525" "1526" "1527" "1528" "1529" "1530"
## [1531] "1531" "1532" "1533" "1534" "1535" "1536" "1537" "1538" "1539" "1540"
## [1541] "1541" "1542" "1543" "1544" "1545" "1546" "1547" "1548" "1549" "1550"
## [1551] "1551" "1552" "1553" "1554" "1555" "1556" "1557" "1558" "1559" "1560"
## [1561] "1561" "1562" "1563" "1564" "1565" "1566" "1567" "1568" "1569" "1570"
## [1571] "1571" "1572" "1573" "1574" "1575" "1576" "1577" "1578" "1579" "1580"
## [1581] "1581" "1582" "1583" "1584" "1585" "1586" "1587" "1588" "1589" "1590"
## [1591] "1591" "1592" "1593" "1594" "1595" "1596" "1597" "1598" "1599" "1600"
## [1601] "1601" "1602" "1603" "1604" "1605" "1606" "1607" "1608" "1609" "1610"
## [1611] "1611" "1612" "1613" "1614" "1615" "1616" "1617" "1618" "1619" "1620"
## [1621] "1621" "1622" "1623" "1624" "1625" "1626" "1627" "1628" "1629" "1630"
## [1631] "1631" "1632" "1633" "1634" "1635" "1636" "1637" "1638" "1639" "1640"
## [1641] "1641" "1642" "1643" "1644" "1645" "1646" "1647"

Type of dataset

class(GameSales)

## [1] "data.frame"

typeof(GameSales)

## [1] "list"

class(GameSales$Game)

## [1] "character"

class(GameSales$Year)

## [1] "character"

class(GameSales$Genre)

## [1] "character"

class(GameSales$Publisher)

## [1] "character"

class(GameSales$North.America)

## [1] "numeric"

class(GameSales$Europe)

## [1] "numeric"

class(GameSales$Japan)

## [1] "numeric"

class(GameSales$Rest.of.World)

## [1] "numeric"

class(GameSales$Global)

## [1] "numeric"

class(GameSales$Console)

## [1] "character"

Structure

str(GameSales)

## 'data.frame':    1647 obs. of  10 variables:
##  $ Game         : chr  "Grand Theft Auto V" "Call of Duty: Black Ops 3" "Red Dead Redemption 2" "Call of Duty: WWII" ...
##  $ Year         : chr  "2014" "2015" "2018" "2017" ...
##  $ Genre        : chr  "Action" "Shooter" "Action-Adventure" "Shooter" ...
##  $ Publisher    : chr  "Rockstar Games" "Activision" "Rockstar Games" "Activision" ...
##  $ North.America: num  6.06 6.18 5.26 4.67 1.27 1.26 4.49 3.64 3.11 2.91 ...
##  $ Europe       : num  9.71 6.05 6.21 6.21 8.64 7.95 3.93 3.39 3.83 3.97 ...
##  $ Japan        : num  0.6 0.41 0.21 0.4 0.15 0.12 0.21 0.32 0.19 0.27 ...
##  $ Rest.of.World: num  3.02 2.44 2.26 2.12 1.73 1.61 1.7 1.41 1.36 1.34 ...
##  $ Global       : num  19.4 15.1 13.9 13.4 11.8 ...
##  $ Console      : chr  "PS4" "PS4" "PS4" "PS4" ...

First 6 rows

head(GameSales)%>%
  kable()%>%
  kable_styling()

Game	Year	Genre	Publisher	North.America	Europe	Japan	Rest.of.World	Global	Console
Grand Theft Auto V	2014	Action	Rockstar Games	6.06	9.71	0.60	3.02	19.39	PS4
Call of Duty: Black Ops 3	2015	Shooter	Activision	6.18	6.05	0.41	2.44	15.09	PS4
Red Dead Redemption 2	2018	Action-Adventure	Rockstar Games	5.26	6.21	0.21	2.26	13.94	PS4
Call of Duty: WWII	2017	Shooter	Activision	4.67	6.21	0.40	2.12	13.40	PS4
FIFA 18	2017	Sports	EA Sports	1.27	8.64	0.15	1.73	11.80	PS4
FIFA 17	2016	Sports	Electronic Arts	1.26	7.95	0.12	1.61	10.94	PS4

Last 6 rows

tail(GameSales)%>%
  kable()%>%
  kable_styling()

	Game	Year	Genre	Publisher	Console
1642	Iron Harvest	2018	Strategy	Unknown	XboxOne
1643	Biomutant	2018	Action	THQ Nordic	XboxOne
1644	Biomutant	2019	Action	THQ Nordic	XboxOne
1645	de Blob	2017	Platform	THQ Nordic	XboxOne
1646	Outcast: Second Contact	2017	Adventure	Bigben Interactive	XboxOne
1647	Code Vein	2019	Action	Bandai Namco Entertainment	XboxOne

Summary

summary(GameSales)

##      Game               Year              Genre            Publisher        
##  Length:1647        Length:1647        Length:1647        Length:1647       
##  Class :character   Class :character   Class :character   Class :character  
##  Mode  :character   Mode  :character   Mode  :character   Mode  :character  
##                                                                             
##                                                                             
##                                                                             
##  North.America        Europe           Japan         Rest.of.World    
##  Min.   :0.0000   Min.   :0.0000   Min.   :0.00000   Min.   :0.00000  
##  1st Qu.:0.0000   1st Qu.:0.0000   1st Qu.:0.00000   1st Qu.:0.00000  
##  Median :0.0400   Median :0.0000   Median :0.00000   Median :0.01000  
##  Mean   :0.2273   Mean   :0.2054   Mean   :0.02143   Mean   :0.07075  
##  3rd Qu.:0.1500   3rd Qu.:0.1150   3rd Qu.:0.01000   3rd Qu.:0.04000  
##  Max.   :6.1800   Max.   :9.7100   Max.   :2.17000   Max.   :3.02000  
##      Global         Console         
##  Min.   : 0.000   Length:1647       
##  1st Qu.: 0.000   Class :character  
##  Median : 0.060   Mode  :character  
##  Mean   : 0.525                     
##  3rd Qu.: 0.360                     
##  Max.   :19.390

View the Data Table

View(GameSales)

b.Four ways of subsetting / choosing row or columns(4 marks)

A. Using Names

Sub-setting Sales Action Genre Games Sales data for PS4

Sales_Action<-GameSales[GameSales$Genre=="Action",]

Sales_Action_PS4<-Sales_Action[Sales_Action$Console=="PS4",]

head(Sales_Action_PS4,10)%>%
  kable()%>%
  kable_styling()

	Game	Year	Genre	Publisher	North.America	Europe	Japan	Rest.of.World	Global	Console
1	Grand Theft Auto V	2014	Action	Rockstar Games	6.06	9.71	0.60	3.02	19.39	PS4
7	Uncharted (PS4)	2016	Action	Sony Interactive Entertainment	4.49	3.93	0.21	1.70	10.33	PS4
18	God of War (PS4)	2018	Action	Sony Interactive Entertainment	2.83	2.17	0.13	1.02	6.15	PS4
19	Horizon: Zero Dawn	2017	Action	Sony Interactive Entertainment	2.20	2.43	0.28	0.92	5.82	PS4
21	Uncharted: The Nathan Drake Collection	2015	Action	Sony Computer Entertainment	2.55	2.11	0.10	0.94	5.70	PS4
25	Monster Hunter: World	2018	Action	Capcom	1.03	1.06	2.17	0.42	4.67	PS4
32	Assassin’s Creed: Unity	2014	Action	Ubisoft	1.25	2.16	0.09	0.65	4.14	PS4
34	Batman: Arkham Knight	2015	Action	Warner Bros. Interactive	1.65	1.68	0.11	0.66	4.11	PS4
35	Assassin’s Creed Origins	2017	Action	Ubisoft	1.22	2.11	0.11	0.63	4.06	PS4
38	Far Cry 5	2018	Action	Ubisoft	1.44	1.73	0.15	0.62	3.95	PS4

B. Indexing Features

Sub-setting Year wise Global Games Sales data for PS4

Sales_PS4act<-Sales_Action_PS4[,c(-3,-4,-10)]
GlobalSales_PS4act<-Sales_PS4act[,c(1:2,7)]

head(GlobalSales_PS4act,10)%>%
  kable()%>%
  kable_styling()

	Game	Year	Global
1	Grand Theft Auto V	2014	19.39
7	Uncharted (PS4)	2016	10.33
18	God of War (PS4)	2018	6.15
19	Horizon: Zero Dawn	2017	5.82
21	Uncharted: The Nathan Drake Collection	2015	5.70
25	Monster Hunter: World	2018	4.67
32	Assassin’s Creed: Unity	2014	4.14
34	Batman: Arkham Knight	2015	4.11
35	Assassin’s Creed Origins	2017	4.06
38	Far Cry 5	2018	3.95

C. Using Subset Function

Sub-setting Year wise Global Games Sales data for PS4 that is greater than 1 million Units

Global_PS4act_1mil<-subset(GameSales,Genre=="Action" & Console=="PS4" & Global>1.00,select = c(Game,Year,Global))

head(Global_PS4act_1mil,10)%>%
  kable()%>%
  kable_styling()

	Game	Year	Global
1	Grand Theft Auto V	2014	19.39
7	Uncharted (PS4)	2016	10.33
18	God of War (PS4)	2018	6.15
19	Horizon: Zero Dawn	2017	5.82
21	Uncharted: The Nathan Drake Collection	2015	5.70
25	Monster Hunter: World	2018	4.67
32	Assassin’s Creed: Unity	2014	4.14
34	Batman: Arkham Knight	2015	4.11
35	Assassin’s Creed Origins	2017	4.06
38	Far Cry 5	2018	3.95

D. Using filter() function from deplyr package

Sub-setting Global Games Sales data greater than 3 million Units by Sports Genre or Publisher EA Sports

Global_EA_Sports<-filter(GameSales,(Publisher=="EA Sports" | Genre=="Sports") & Global>3.00)


head(Global_EA_Sports,10)%>%
  kable()%>%
  kable_styling()

Game	Year	Genre	Publisher	North.America	Europe	Japan	Rest.of.World	Global	Console
FIFA 18	2017	Sports	EA Sports	1.27	8.64	0.15	1.73	11.80	PS4
FIFA 17	2016	Sports	Electronic Arts	1.26	7.95	0.12	1.61	10.94	PS4
FIFA 16	2015	Sports	EA Sports	1.15	5.77	0.07	1.23	8.22	PS4
FIFA 15	2014	Sports	EA Sports	0.83	4.49	0.05	0.94	6.32	PS4
NBA 2K16	2015	Sports	2K Sports	2.56	0.66	0.05	0.71	3.98	PS4
NBA 2K17	2016	Sports	2K Sports	2.28	0.59	0.03	0.63	3.52	PS4
FIFA Soccer 14	2013	Sports	EA Sports	0.62	2.18	0.12	0.51	3.43	PS4
NBA 2K18	2017	Sports	2K Sports	2.13	0.57	0.04	0.59	3.34	PS4
Madden NFL 16	2015	Sports	EA Sports	2.39	0.31	0.00	0.61	3.30	PS4
Madden NFL 17	2016	Sports	EA Sports	2.30	0.37	0.00	0.60	3.28	PS4

c.Four ways to Preprocess data (Cleaning, etc)(4 marks)

A. Cleaning using “janitor” package

##cleaning column names

Gamesales<-GameSales
clean1<-clean_names(Gamesales)

##removing empty column or rows

clean2<-clean1%>%
  remove_empty(which=c("rows"))%>%
  remove_empty(which=c("cols"))


##removing duplicate records

get_dupes(clean2)

## No variable names specified - using all columns.

## No duplicate combinations found of: game, year, genre, publisher, north_america, europe, japan, rest_of_world, global, console

##  [1] game          year          genre         publisher     north_america
##  [6] europe        japan         rest_of_world global        console      
## [11] dupe_count   
## <0 rows> (or 0-length row.names)

head(clean2,10)%>%
  kable()%>%
  kable_styling()

game	year	genre	publisher	north_america	europe	japan	rest_of_world	global	console
Grand Theft Auto V	2014	Action	Rockstar Games	6.06	9.71	0.60	3.02	19.39	PS4
Call of Duty: Black Ops 3	2015	Shooter	Activision	6.18	6.05	0.41	2.44	15.09	PS4
Red Dead Redemption 2	2018	Action-Adventure	Rockstar Games	5.26	6.21	0.21	2.26	13.94	PS4
Call of Duty: WWII	2017	Shooter	Activision	4.67	6.21	0.40	2.12	13.40	PS4
FIFA 18	2017	Sports	EA Sports	1.27	8.64	0.15	1.73	11.80	PS4
FIFA 17	2016	Sports	Electronic Arts	1.26	7.95	0.12	1.61	10.94	PS4
Uncharted (PS4)	2016	Action	Sony Interactive Entertainment	4.49	3.93	0.21	1.70	10.33	PS4
Spider-Man (PS4)	2018	Action-Adventure	Sony Interactive Entertainment	3.64	3.39	0.32	1.41	8.76	PS4
Call of Duty: Infinite Warfare	2016	Shooter	Activision	3.11	3.83	0.19	1.36	8.48	PS4
Fallout 4	2015	Role-Playing	Bethesda Softworks	2.91	3.97	0.27	1.34	8.48	PS4

B. Dealing with missing data using is.na() function

sum(is.na(GameSales))

## [1] 0

clean2[clean2=="N/A"]<-NA
sum(is.na(clean2))

## [1] 317

colSums(is.na(clean2))

##          game          year         genre     publisher north_america 
##             0           317             0             0             0 
##        europe         japan rest_of_world        global       console 
##             0             0             0             0             0

clean3<-clean2[complete.cases(clean2),]

clean3$global[clean3$global==0.00]<-NA

clean4<-clean3[complete.cases(clean3),]

C. Converting the characters to factors using as.factor() function

clean4$genre<-as.factor(clean4$genre)
clean4$console<-as.factor(clean4$console)
clean4$publisher<-as.factor(clean4$publisher)
clean4$game<-as.factor(clean4$game)

D. Converting year to date format using “lubridate” package

class(clean4$year)

## [1] "character"

clean5<-clean4
clean5$year<-as.Date(clean5$year,format = "%Y")
class(clean5$year)

## [1] "Date"

clean5 %>%
  kable()%>%
  kable_styling()

	game	year	genre	publisher	north_america	europe	japan	rest_of_world	global	console
1	Grand Theft Auto V	2014-01-09	Action	Rockstar Games	6.06	9.71	0.60	3.02	19.39	PS4
2	Call of Duty: Black Ops 3	2015-01-09	Shooter	Activision	6.18	6.05	0.41	2.44	15.09	PS4
3	Red Dead Redemption 2	2018-01-09	Action-Adventure	Rockstar Games	5.26	6.21	0.21	2.26	13.94	PS4
4	Call of Duty: WWII	2017-01-09	Shooter	Activision	4.67	6.21	0.40	2.12	13.40	PS4
5	FIFA 18	2017-01-09	Sports	EA Sports	1.27	8.64	0.15	1.73	11.80	PS4
6	FIFA 17	2016-01-09	Sports	Electronic Arts	1.26	7.95	0.12	1.61	10.94	PS4
7	Uncharted (PS4)	2016-01-09	Action	Sony Interactive Entertainment	4.49	3.93	0.21	1.70	10.33	PS4
8	Spider-Man (PS4)	2018-01-09	Action-Adventure	Sony Interactive Entertainment	3.64	3.39	0.32	1.41	8.76	PS4
9	Call of Duty: Infinite Warfare	2016-01-09	Shooter	Activision	3.11	3.83	0.19	1.36	8.48	PS4
10	Fallout 4	2015-01-09	Role-Playing	Bethesda Softworks	2.91	3.97	0.27	1.34	8.48	PS4
11	FIFA 16	2015-01-09	Sports	EA Sports	1.15	5.77	0.07	1.23	8.22	PS4
12	Star Wars Battlefront 2015	2015-01-09	Shooter	Electronic Arts	3.31	3.19	0.23	1.30	8.03	PS4
13	Call of Duty: Advanced Warfare	2014-01-09	Shooter	Activision	2.84	3.34	0.14	1.22	7.53	PS4
14	Battlefield 1	2016-01-09	Shooter	Electronic Arts	2.20	3.65	0.29	1.12	7.26	PS4
15	The Last of Us	2014-01-09	Action-Adventure	Sony Computer Entertainment	2.70	2.86	0.11	1.10	6.77	PS4
16	MineCraft	2014-01-09	Misc	Sony Computer Entertainment	1.89	3.13	0.35	0.96	6.33	PS4
17	FIFA 15	2014-01-09	Sports	EA Sports	0.83	4.49	0.05	0.94	6.32	PS4
18	God of War (PS4)	2018-01-09	Action	Sony Interactive Entertainment	2.83	2.17	0.13	1.02	6.15	PS4
19	Horizon: Zero Dawn	2017-01-09	Action	Sony Interactive Entertainment	2.20	2.43	0.28	0.92	5.82	PS4
20	Destiny	2014-01-09	Shooter	Activision	2.53	2.13	0.16	0.94	5.76	PS4
21	Uncharted: The Nathan Drake Collection	2015-01-09	Action	Sony Computer Entertainment	2.55	2.11	0.10	0.94	5.70	PS4
22	The Witcher 3: Wild Hunt	2015-01-09	Role-Playing	Namco Bandai Games	1.48	2.82	0.28	0.81	5.39	PS4
23	Final Fantasy XV	2016-01-09	Role-Playing	Square Enix	1.81	1.53	1.05	0.68	5.07	PS4
24	Crash Bandicoot N. Sane Trilogy	2017-01-09	Platform	Activision	1.09	2.92	0.07	0.74	4.83	PS4
25	Monster Hunter: World	2018-01-09	Action	Capcom	1.03	1.06	2.17	0.42	4.67	PS4
26	Overwatch	2016-01-09	Shooter	Blizzard Entertainment	1.84	1.80	0.17	0.73	4.54	PS4
27	Star Wars Battlefront II (2017)	2017-01-09	Shooter	Electronic Arts	1.70	1.99	0.12	0.73	4.53	PS4
28	Tom Clancy’s The Division	2016-01-09	Shooter	Ubisoft	1.49	2.04	0.16	0.69	4.37	PS4
29	Tom Clancy’s Rainbow Six: Siege	2015-01-09	Shooter	Ubisoft	1.29	2.06	0.36	0.64	4.36	PS4
30	Watch Dogs	2014-01-09	Action-Adventure	Ubisoft	1.40	2.13	0.11	0.68	4.32	PS4
31	Call of Duty: Ghosts	2013-01-09	Shooter	Activision	1.79	1.64	0.05	0.69	4.17	PS4
32	Assassin’s Creed: Unity	2014-01-09	Action	Ubisoft	1.25	2.16	0.09	0.65	4.14	PS4
33	Destiny 2	2017-01-09	Shooter	Activision	1.92	1.44	0.10	0.69	4.14	PS4
34	Batman: Arkham Knight	2015-01-09	Action	Warner Bros. Interactive	1.65	1.68	0.11	0.66	4.11	PS4
35	Assassin’s Creed Origins	2017-01-09	Action	Ubisoft	1.22	2.11	0.11	0.63	4.06	PS4
36	Far Cry 4	2014-01-09	Shooter	Ubisoft	1.18	2.14	0.11	0.63	4.06	PS4
37	NBA 2K16	2015-01-09	Sports	2K Sports	2.56	0.66	0.05	0.71	3.98	PS4
38	Far Cry 5	2018-01-09	Action	Ubisoft	1.44	1.73	0.15	0.62	3.95	PS4
39	Battlefield 4	2013-01-09	Shooter	Electronic Arts	1.40	1.74	0.19	0.62	3.94	PS4
40	Gran Turismo Sport	2017-01-09	Racing	Sony Interactive Entertainment	0.63	2.35	0.24	0.54	3.77	PS4
41	Assassin’s Creed Syndicate	2015-01-09	Action	Ubisoft	0.90	2.06	0.08	0.55	3.60	PS4
42	NBA 2K17	2016-01-09	Sports	2K Sports	2.28	0.59	0.03	0.63	3.52	PS4
43	Mortal Kombat X	2015-01-09	Fighting	Warner Bros. Interactive Entertainment	1.94	0.94	0.00	0.61	3.49	PS4
44	FIFA Soccer 14	2013-01-09	Sports	EA Sports	0.62	2.18	0.12	0.51	3.43	PS4
45	The Elder Scrolls V: Skyrim	2016-01-09	Role-Playing	Bethesda Softworks	1.24	1.50	0.08	0.54	3.36	PS4
46	Watch Dogs 2	2016-01-09	Action	Ubisoft	0.98	1.74	0.12	0.52	3.36	PS4
47	NBA 2K18	2017-01-09	Sports	2K Sports	2.13	0.57	0.04	0.59	3.34	PS4
48	Resident Evil VII: Biohazard	2017-01-09	Action	Capcom	0.88	1.56	0.41	0.46	3.31	PS4
49	Madden NFL 16	2015-01-09	Sports	EA Sports	2.39	0.31	0.00	0.61	3.30	PS4
50	Madden NFL 17	2016-01-09	Sports	EA Sports	2.30	0.37	0.00	0.60	3.28	PS4
51	Middle-Earth: Shadow of Mordor	2014-01-09	Action	Warner Bros. Interactive Entertainment	1.03	1.60	0.05	0.51	3.19	PS4
52	Assassin’s Creed IV: Black Flag	2013-01-09	Action-Adventure	Ubisoft	1.07	1.55	0.06	0.51	3.19	PS4
53	Tom Clancy’s Ghost Recon Wildlands	2017-01-09	Shooter	Ubisoft	1.07	1.35	0.22	0.47	3.12	PS4
54	Bloodborne	2015-01-09	Role-Playing	Sony Computer Entertainment	1.30	1.05	0.28	0.48	3.11	PS4
55	Metal Gear Solid V: The Phantom Pain	2015-01-09	Action	Konami Digital Entertainment	0.97	1.15	0.50	0.42	3.04	PS4
56	Killzone: Shadow Fall	2013-01-09	Shooter	Sony Computer Entertainment	0.89	1.58	0.08	0.47	3.02	PS4
57	inFAMOUS: Second Son	2014-01-09	Action-Adventure	Sony Computer Entertainment	1.35	1.09	0.07	0.50	3.01	PS4
58	Doom (2016)	2016-01-09	Shooter	Bethesda Softworks	0.93	1.48	0.04	0.46	2.92	PS4
59	Mafia III	2016-01-09	Action-Adventure	2K Games	0.72	1.67	0.04	0.44	2.87	PS4
60	Diablo III	2014-01-09	Role-Playing	Blizzard Entertainment	0.83	1.48	0.08	0.44	2.82	PS4
61	Far Cry: Primal	2016-01-09	Action-Adventure	Ubisoft	0.63	1.61	0.07	0.41	2.73	PS4
62	Need for Speed (2015)	2015-01-09	Racing	Electronic Arts	0.59	1.66	0.06	0.41	2.72	PS4
63	Madden NFL 18	2017-01-09	Sports	EA Sports	1.73	0.42	0.00	0.47	2.62	PS4
64	NBA 2K15	2014-01-09	Sports	2K Sports	1.49	0.55	0.01	0.44	2.49	PS4
65	Dying Light	2015-01-09	Action	Warner Bros. Interactive	1.18	0.74	0.13	0.40	2.45	PS4
66	Dark Souls III	2016-01-09	Role-Playing	Namco Bandai Games	1.00	0.63	0.44	0.34	2.42	PS4
67	Ratchet & Clank (2016)	2016-01-09	Platform	Sony Interactive Entertainment	0.97	0.97	0.06	0.39	2.38	PS4
68	DriveClub	2014-01-09	Racing	Sony Computer Entertainment	0.37	1.63	0.02	0.36	2.37	PS4
69	Uncharted: The Lost Legacy	2017-01-09	Action	Sony Interactive Entertainment	0.58	1.38	0.04	0.36	2.37	PS4
70	Dragon Age III: Inquisition	2014-01-09	Role-Playing	Electronic Arts	1.07	0.80	0.08	0.38	2.34	PS4
71	No Man’s Sky	2016-01-09	Action-Adventure	Hello Games	0.89	0.97	0.04	0.37	2.26	PS4
72	Madden NFL 15	2014-01-09	Sports	EA Sports	1.58	0.25	0.00	0.41	2.25	PS4
73	Need for Speed: Payback	2017-01-09	Racing	Electronic Arts	0.62	1.18	0.04	0.34	2.18	PS4
74	Destiny: The Taken King	2015-01-09	Shooter	Activision	0.97	0.80	0.05	0.36	2.18	PS4
75	Need for Speed Rivals	2013-01-09	Racing	Electronic Arts	0.75	1.04	0.03	0.35	2.17	PS4
76	PlayStation VR Worlds	2016-01-09	Misc	Sony Interactive Entertainment	0.36	1.40	0.09	0.32	2.16	PS4
77	Battlefield: Hardline	2015-01-09	Shooter	Electronic Arts	0.72	0.97	0.14	0.33	2.15	PS4
78	Rise of the Tomb Raider	2016-01-09	Adventure	Square Enix	0.61	1.08	0.05	0.32	2.07	PS4
79	LittleBigPlanet 3	2014-01-09	Platform	Sony Computer Entertainment	0.78	0.93	0.01	0.34	2.06	PS4
80	The Elder Scrolls Online	2015-01-09	MMO	Bethesda Softworks	0.74	0.98	0.00	0.33	2.05	PS4
81	Middle-Earth: Shadow of War	2017-01-09	Action	Warner Bros. Interactive Entertainment	0.82	0.84	0.06	0.33	2.04	PS4
82	Dragon Quest XI	2017-01-09	Role-Playing	Square Enix	0.29	0.22	1.43	0.10	2.04	PS4
83	Rocket League	2016-01-09	Sports	505 Games	0.37	1.34	0.00	0.31	2.02	PS4
84	Just Cause 3	2015-01-09	Action-Adventure	Square Enix	0.53	1.07	0.09	0.30	1.98	PS4
85	Dishonored 2	2016-01-09	Action	Bethesda Softworks	0.62	1.02	0.01	0.31	1.97	PS4
86	Lego Marvel Super Heroes	2013-01-09	Action	Warner Bros. Interactive Entertainment	0.59	1.00	0.01	0.30	1.91	PS4
87	Until Dawn	2015-01-09	Adventure	Sony Computer Entertainment	0.62	0.92	0.06	0.30	1.90	PS4
88	Knack	2013-01-09	Platform	Sony Computer Entertainment	0.45	0.77	0.42	0.23	1.88	PS4
89	The Evil Within	2014-01-09	Action	Bethesda Softworks	0.56	0.90	0.11	0.28	1.86	PS4
90	The Crew	2014-01-09	Racing	Ubisoft	0.44	1.04	0.03	0.27	1.79	PS4
91	Kingdom Hearts 1.5 + 2.5 Remix	2017-01-09	Role-Playing	Square Enix	0.75	0.51	0.23	0.26	1.75	PS4
92	For Honor	2017-01-09	Action	Ubisoft	0.73	0.66	0.07	0.28	1.75	PS4
93	Titanfall 2	2016-01-09	Shooter	Electronic Arts	0.75	0.62	0.06	0.28	1.72	PS4
94	Injustice 2	2017-01-09	Fighting	Warner Bros. Interactive Entertainment	0.88	0.54	0.00	0.29	1.72	PS4
95	NieR Automata	2017-01-09	Role-Playing	Square Enix	0.56	0.51	0.42	0.22	1.71	PS4
96	Tekken 7	2017-01-09	Fighting	Namco Bandai Games	0.60	0.72	0.12	0.26	1.70	PS4
97	Persona 5	2016-01-09	Role-Playing	Deep Silver	0.62	0.34	0.48	0.20	1.64	PS4
98	The Order: 1886	2015-01-09	Shooter	Sony Computer Entertainment	0.44	0.86	0.07	0.25	1.62	PS4
99	Wolfenstein: The New Order	2014-01-09	Shooter	Bethesda Softworks	0.48	0.84	0.03	0.25	1.61	PS4
100	Detroit: Become Human	2018-01-09	Adventure	Sony Interactive Entertainment	0.55	0.67	0.12	0.24	1.57	PS4
101	Naruto Shippuden: Ultimate Ninja Storm 4	2016-01-09	Fighting	Namco Bandai Games	0.71	0.47	0.12	0.24	1.54	PS4
102	NBA 2K14	2013-01-09	Sports	2K Sports	0.91	0.35	0.01	0.27	1.54	PS4
103	Tomb Raider (2013)	2014-01-09	Action-Adventure	Square Enix	0.47	0.74	0.06	0.23	1.51	PS4
104	Dragon Ball: Xenoverse 2	2016-01-09	Action	Namco Bandai Games	0.54	0.59	0.14	0.23	1.50	PS4
105	Rayman Legends	2014-01-09	Platform	Ubisoft	0.22	1.05	0.00	0.23	1.50	PS4
106	Mass Effect: Andromeda	2017-01-09	Role-Playing	Electronic Arts	0.58	0.67	0.00	0.25	1.49	PS4
107	Dragon Ball Fighter Z	2018-01-09	Fighting	Namco Bandai Games	0.61	0.51	0.12	0.23	1.46	PS4
108	South Park: The Fractured But Whole	2017-01-09	Role-Playing	Ubisoft	0.62	0.57	0.00	0.24	1.43	PS4
109	The Sims 4	2017-01-09	Simulation	Electronic Arts	0.44	0.72	0.01	0.22	1.39	PS4
110	Street Fighter V	2016-01-09	Fighting	Capcom	0.64	0.42	0.12	0.22	1.39	PS4
111	Wolfenstein II: The New Colossus	2017-01-09	Shooter	Bethesda Softworks	0.55	0.58	0.01	0.22	1.36	PS4
112	WWE 2K18	2017-01-09	Sports	2K Sports	0.45	0.67	0.00	0.22	1.33	PS4
113	Lego Star Wars: The Force Awakens	2016-01-09	Action-Adventure	Warner Bros. Interactive Entertainment	0.30	0.78	0.02	0.20	1.31	PS4
114	EA Sports UFC 2	2016-01-09	Sports	EA Sports	0.44	0.65	0.00	0.21	1.31	PS4
115	The Last Guardian	2016-01-09	Action-Adventure	Sony Interactive Entertainment	0.40	0.58	0.13	0.19	1.29	PS4
116	WWE 2K16	2015-01-09	Sports	Take-Two Interactive	0.43	0.65	0.00	0.21	1.29	PS4
117	Borderlands: The Handsome Collection	2015-01-09	Shooter	2K Games	0.69	0.34	0.03	0.22	1.28	PS4
118	Project CARS	2015-01-09	Racing	Bandai Namco Games	0.29	0.76	0.04	0.19	1.28	PS4
119	WWE 2K17	2016-01-09	Sports	2K Games	0.32	0.70	0.00	0.19	1.22	PS4
120	Guitar Hero Live	2015-01-09	Music	Activision	0.52	0.49	0.00	0.20	1.21	PS4
121	Metal Gear Solid: Ground Zeroes	2014-01-09	Action-Adventure	Konami Digital Entertainment	0.36	0.50	0.17	0.17	1.20	PS4
122	Mad Max (2013)	2015-01-09	Action	Warner Bros. Interactive Entertainment	0.38	0.59	0.05	0.19	1.20	PS4
123	Shadow of the Colossus	2018-01-09	Action-Adventure	Sony Interactive Entertainment	0.44	0.52	0.05	0.19	1.20	PS4
124	Kingdom Hearts HD 2.8 Final Chapter Prologue	2017-01-09	Role-Playing	Square Enix	0.57	0.25	0.20	0.17	1.20	PS4
125	Dragon Ball: XenoVerse	2015-01-09	Fighting	Namco Bandai Games	0.33	0.55	0.14	0.17	1.19	PS4
126	LEGO Dimensions	2015-01-09	Action	Warner Bros. Interactive Entertainment	0.48	0.50	0.00	0.20	1.18	PS4
127	LEGO Jurassic World	2015-01-09	Action	Warner Bros. Interactive Entertainment	0.41	0.56	0.02	0.19	1.18	PS4
128	WWE 2K15	2014-01-09	Sports	2K Sports	0.40	0.57	0.00	0.19	1.16	PS4
129	MLB The Show 17	2017-01-09	Sports	Sony Interactive Entertainment	0.94	0.00	0.00	0.22	1.16	PS4
130	LEGO Worlds	2017-01-09	Misc	Warner Bros. Interactive Entertainment	0.21	0.72	0.04	0.17	1.14	PS4
131	The Elder Scrolls V: Skyrim PSVR	2017-01-09	Role-Playing	Bethesda Softworks	0.47	0.47	0.01	0.19	1.13	PS4
132	LEGO Marvel Super Heroes 2	2017-01-09	Action	Warner Bros. Interactive Entertainment	0.33	0.60	0.00	0.18	1.11	PS4
133	EA Sports UFC	2014-01-09	Fighting	Electronic Arts	0.49	0.43	0.01	0.18	1.11	PS4
134	Final Fantasy XII: The Zodiac Age	2017-01-09	Role-Playing	Square Enix	0.37	0.41	0.16	0.15	1.10	PS4
135	Alien: Isolation	2014-01-09	Adventure	Sega	0.29	0.59	0.05	0.16	1.09	PS4
136	MLB The Show 18	2018-01-09	Sports	Sony Interactive Entertainment	0.86	0.00	0.00	0.20	1.06	PS4
137	The Evil Within II	2017-01-09	Action	Bethesda Softworks	0.31	0.49	0.09	0.15	1.05	PS4
138	Prey (2017)	2017-01-09	Shooter	Bethesda Softworks	0.25	0.62	0.02	0.16	1.04	PS4
139	Final Fantasy Type-0	2015-01-09	Role-Playing	Square Enix	0.40	0.33	0.16	0.15	1.04	PS4
140	Ni-Oh	2017-01-09	Action	Tecmo Koei	0.34	0.36	0.20	0.14	1.03	PS4
141	MLB 15: The Show	2015-01-09	Sports	Sony Computer Entertainment	0.75	0.08	0.00	0.19	1.01	PS4
142	Steep	2016-01-09	Sports	Ubisoft	0.23	0.60	0.02	0.15	1.01	PS4
143	LEGO Marvel’s Avengers	2016-01-09	Action	Warner Bros. Interactive Entertainment	0.31	0.53	0.01	0.16	1.01	PS4
144	Evolve	2015-01-09	Shooter	2K Games	0.38	0.41	0.05	0.16	1.01	PS4
145	Injustice: Gods Among Us	2013-01-09	Fighting	Warner Bros. Interactive Entertainment	0.46	0.35	0.00	0.17	0.98	PS4
146	EA Sports UFC 3	2018-01-09	Sports	EA Sports	0.40	0.41	0.01	0.16	0.97	PS4
147	Madden NFL 25	2013-01-09	Sports	EA Sports	0.64	0.15	0.00	0.17	0.96	PS4
148	MLB 16: The Show	2016-01-09	Sports	Sony Computer Entertainment	0.78	0.00	0.00	0.18	0.96	PS4
149	Lego Batman 3: Beyond Gotham	2014-01-09	Action	Warner Bros. Interactive Entertainment	0.37	0.42	0.00	0.16	0.94	PS4
150	Final Fantasy X/X-2 HD Remaster	2015-01-09	Role-Playing	Square Enix	0.34	0.36	0.07	0.14	0.90	PS4
151	Ni no Kuni II: Revenant Kingdom	2018-01-09	Role-Playing	Namco Bandai Games	0.33	0.31	0.12	0.13	0.89	PS4
152	God of War III	2015-01-09	Action	Sony Computer Entertainment	0.40	0.33	0.02	0.15	0.89	PS4
153	Fortnite	2017-01-09	Action	Gearbox Software	0.42	0.32	0.00	0.15	0.89	PS4
154	LEGO Harry Potter Collection	2016-01-09	Action	Warner Bros. Interactive Entertainment	0.07	0.68	0.00	0.13	0.88	PS4
155	Minecraft: Story Mode	2015-01-09	Adventure	Mojang	0.31	0.42	0.00	0.14	0.87	PS4
156	BioShock The Collection	2016-01-09	Shooter	2K Games	0.41	0.28	0.03	0.14	0.86	PS4
157	Thief 4	2014-01-09	Action	Square Enix	0.28	0.41	0.03	0.13	0.85	PS4
158	Until Dawn: Rush of Blood	2016-01-09	Shooter	Sony Interactive Entertainment	0.50	0.21	0.00	0.15	0.85	PS4
159	Disney Infinity 3.0	2015-01-09	Action	Disney Interactive Studios	0.31	0.40	0.00	0.14	0.85	PS4
160	Farming Simulator 17	2016-01-09	Simulation	Focus Home Interactive	0.19	0.52	0.01	0.13	0.85	PS4
161	The Crew 2	2018-01-09	Racing	Ubisoft	0.22	0.42	0.05	0.12	0.82	PS4
162	Pro Evolution Soccer 2016	2015-01-09	Sports	Konami Digital Entertainment	0.14	0.43	0.14	0.10	0.82	PS4
163	ARK: Survival Evolved	2017-01-09	Action	Studio Wildcard	0.28	0.29	0.14	0.11	0.81	PS4
164	Dragon Quest Heroes: The World’s Tree Woe and the Blight Below	2015-01-09	Action	Square Enix	0.21	0.14	0.39	0.07	0.81	PS4
165	Assassin’s Creed The Ezio Collection	2016-01-09	Action	Ubisoft	0.14	0.52	0.02	0.12	0.79	PS4
166	Final Fantasy XIV: A Realm Reborn	2014-01-09	MMO	Square Enix	0.35	0.23	0.08	0.12	0.79	PS4
167	Destiny: The Collection	2016-01-09	Shooter	Activision	0.24	0.40	0.02	0.12	0.78	PS4
168	F1 2016 (Codemasters)	2016-01-09	Racing	Codemasters	0.07	0.56	0.03	0.11	0.78	PS4
169	Hitman (2016)	2017-01-09	Action	Square Enix	0.24	0.36	0.06	0.11	0.78	PS4
170	Pro Evolution Soccer 2015	2014-01-09	Sports	Konami Digital Entertainment	0.09	0.45	0.12	0.10	0.76	PS4
171	LEGO City Undercover	2017-01-09	Platform	Warner Bros. Interactive Entertainment	0.17	0.46	0.01	0.12	0.75	PS4
172	Pro Evolution Soccer 2018	2017-01-09	Sports	Konami Digital Entertainment	0.12	0.36	0.19	0.09	0.75	PS4
173	Disney Infinity 2.0: Marvel Super Heroes	2014-01-09	Action-Adventure	Disney Interactive Studios	0.37	0.25	0.00	0.13	0.75	PS4
174	Pro Evolution Soccer 2017	2016-01-09	Sports	Konami Digital Entertainment	0.08	0.41	0.18	0.09	0.75	PS4
175	Sniper Elite 3	2014-01-09	Shooter	505 Games	0.25	0.37	0.00	0.12	0.74	PS4
176	MLB 14 The Show	2014-01-09	Sports	Sony Computer Entertainment	0.59	0.00	0.00	0.14	0.73	PS4
177	WipEout Omega Collection	2017-01-09	Racing	Sony Interactive Entertainment	0.12	0.49	0.00	0.11	0.72	PS4
178	Deus Ex: Mankind Divided	2016-01-09	Role-Playing	Square Enix	0.25	0.34	0.01	0.12	0.72	PS4
179	The LEGO Movie Videogame	2014-01-09	Action-Adventure	Warner Bros. Interactive Entertainment	0.26	0.32	0.01	0.11	0.71	PS4
180	Marvel vs. Capcom: Infinite	2017-01-09	Fighting	Capcom	0.36	0.19	0.04	0.11	0.70	PS4
181	Dark Souls II	2015-01-09	Role-Playing	Namco Bandai Games	0.27	0.23	0.09	0.10	0.69	PS4
182	Yakuza 6	2016-01-09	Adventure	Sega	0.16	0.10	0.38	0.05	0.69	PS4
183	F1 2015	2015-01-09	Racing	Codemasters	0.10	0.45	0.04	0.10	0.68	PS4
184	METRO 2033	2014-01-09	Shooter	Deep Silver	0.22	0.31	0.05	0.10	0.68	PS4
185	Rocksmith 2014	2014-01-09	Music	Ubisoft	0.38	0.17	0.00	0.12	0.67	PS4
186	NHL 16	2015-01-09	Sports	EA Sports	0.38	0.16	0.00	0.12	0.66	PS4
187	Plants vs Zombies: Garden Warfare	2014-01-09	Shooter	Electronic Arts	0.24	0.30	0.01	0.11	0.66	PS4
188	Tales of Berseria	2016-01-09	Role-Playing	Namco Bandai Games	0.22	0.10	0.26	0.07	0.65	PS4
189	Yakuza Zero: The Place of Oath	2015-01-09	Adventure	Sega	0.22	0.16	0.19	0.08	0.65	PS4
190	One Piece: Burning Blood	2016-01-09	Fighting	Namco Bandai Games	0.21	0.26	0.09	0.09	0.65	PS4
191	Batman: Return to Arkham	2016-01-09	Action	Warner Bros. Interactive Entertainment	0.15	0.39	0.01	0.10	0.64	PS4
192	Plants vs. Zombies: Garden Warfare 2	2016-01-09	Shooter	Electronic Arts	0.22	0.31	0.00	0.10	0.63	PS4
193	LEGO The Hobbit	2014-01-09	Action-Adventure	Warner Bros. Interactive Entertainment	0.14	0.39	0.00	0.10	0.62	PS4
194	World of Final Fantasy	2016-01-09	Role-Playing	Square Enix	0.24	0.21	0.09	0.09	0.62	PS4
195	F1 2017	2017-01-09	Racing	Koch Media	0.04	0.47	0.02	0.09	0.62	PS4
196	NHL 15	2014-01-09	Sports	EA Sports	0.32	0.19	0.00	0.11	0.62	PS4
197	Knowledge is Power	2017-01-09	Party	Sony Interactive Entertainment	0.05	0.47	0.00	0.09	0.61	PS4
198	L.A. Noire	2017-01-09	Adventure	Rockstar Games	0.18	0.32	0.00	0.10	0.60	PS4
199	Hidden Agenda	2017-01-09	Adventure	Sony Interactive Entertainment	0.08	0.42	0.00	0.09	0.59	PS4
200	Call of Duty: Modern Warfare Remastered	2017-01-09	Shooter	Activision	0.17	0.30	0.03	0.09	0.58	PS4
201	Dragon Quest Builders: Revive Alefgard	2016-01-09	Role-Playing	Square Enix	0.12	0.17	0.24	0.06	0.58	PS4
202	The Lego Ninjago Movie Videogame	2017-01-09	Action	Warner Bros. Interactive Entertainment	0.16	0.32	0.00	0.09	0.57	PS4
203	Resident Evil: Revelations 2	2015-01-09	Action	Capcom	0.14	0.25	0.11	0.07	0.57	PS4
204	Rock Band 4	2015-01-09	Music	Harmonix Music Systems	0.41	0.06	0.00	0.10	0.57	PS4
205	NHL 18	2017-01-09	Sports	EA Sports	0.31	0.16	0.00	0.10	0.57	PS4
206	Everybody’s Golf	2017-01-09	Sports	Sony Interactive Entertainment	0.12	0.22	0.17	0.06	0.56	PS4
207	The Amazing Spider-Man 2 (2014)	2014-01-09	Action-Adventure	Activision	0.20	0.26	0.02	0.09	0.56	PS4
208	DOOM VFR	2017-01-09	Shooter	Bethesda Softworks	0.22	0.25	0.00	0.09	0.56	PS4
209	Sonic Forces	2017-01-09	Platform	Sega	0.15	0.31	0.01	0.09	0.56	PS4
210	Kingdom Come: Deliverance	2018-01-09	Role-Playing	Deep Silver	0.18	0.28	0.00	0.09	0.56	PS4
211	Lords of the Fallen	2014-01-09	Role-Playing	Square Enix	0.20	0.24	0.02	0.09	0.55	PS4
212	Sniper Elite 4	2017-01-09	Shooter	Rebellion Developments	0.21	0.25	0.00	0.09	0.55	PS4
213	Rory McIlroy PGA Tour	2015-01-09	Sports	Electronic Arts	0.19	0.27	0.00	0.09	0.55	PS4
214	Project CARS 2	2017-01-09	Racing	Namco Bandai Games	0.10	0.35	0.02	0.08	0.55	PS4
215	Skylanders: Trap Team	2014-01-09	Platform	Activision	0.25	0.18	0.00	0.09	0.52	PS4
216	NHL 17	2016-01-09	Sports	EA Sports	0.32	0.11	0.00	0.09	0.52	PS4
217	One Piece: Pirate Warriors 3	2015-01-09	Action	Namco Bandai Games	0.11	0.22	0.11	0.06	0.52	PS4
218	DiRT Rally	2016-01-09	Racing	Codemasters	0.13	0.30	0.00	0.08	0.51	PS4
219	Homefront: The Revolution	2016-01-09	Shooter	Deep Silver	0.11	0.29	0.04	0.07	0.50	PS4
220	Attack on Titan (KOEI)	2016-01-09	Action	Tecmo Koei	0.08	0.24	0.12	0.06	0.50	PS4
221	DiRT 4	2017-01-09	Racing	Codemasters	0.10	0.30	0.02	0.07	0.49	PS4
222	Farpoint	2017-01-09	Shooter	Sony Interactive Entertainment	0.00	0.38	0.04	0.06	0.48	PS4
223	Battleborn	2016-01-09	Shooter	2K Games	0.25	0.12	0.03	0.08	0.48	PS4
224	A Way Out	2018-01-09	Action	Electronic Arts	0.23	0.16	0.00	0.08	0.48	PS4
225	Friday the 13th: The Game	2017-01-09	Action	Gun Media	0.29	0.09	0.03	0.08	0.48	PS4
226	The Walking Dead: A Telltale Games Series	2014-01-09	Adventure	Telltale Games	0.12	0.26	0.03	0.07	0.48	PS4
227	Wolfenstein: The Old Blood	2015-01-09	Shooter	Bethesda Softworks	0.13	0.25	0.02	0.07	0.48	PS4
228	Deadpool	2015-01-09	Action	Activision	0.26	0.13	0.00	0.08	0.47	PS4
229	Dragon Quest Heroes II: Twin Kings and the Prophecy’s End	2016-01-09	Action	Square Enix	0.05	0.09	0.30	0.03	0.47	PS4
230	TrackMania Turbo	2016-01-09	Racing	Ubisoft	0.04	0.35	0.00	0.07	0.47	PS4
231	Knack 2	2017-01-09	Platform	Sony Interactive Entertainment	0.14	0.25	0.01	0.07	0.47	PS4
232	Just Dance 2014	2013-01-09	Music	Ubisoft	0.21	0.18	0.00	0.08	0.47	PS4
233	Dissidia Final Fantasy NT	2018-01-09	Fighting	Square Enix	0.19	0.06	0.16	0.05	0.46	PS4
234	Skylanders: SuperChargers	2015-01-09	Action-Adventure	Activision	0.29	0.09	0.00	0.08	0.45	PS4
235	Yakuza Kiwami	2016-01-09	Adventure	Sega	0.13	0.07	0.21	0.04	0.45	PS4
236	Tales of Zestiria	2015-01-09	Role-Playing	Namco Bandai Games	0.18	0.16	0.04	0.07	0.45	PS4
237	Star Ocean 5: Integrity and Faithlessness	2016-01-09	Role-Playing	Square Enix	0.10	0.13	0.16	0.05	0.45	PS4
238	Sleeping Dogs	2014-01-09	Action	Square Enix	0.16	0.21	0.00	0.07	0.44	PS4
239	Skylanders SWAP Force	2013-01-09	Misc	Activision	0.23	0.14	0.00	0.08	0.44	PS4
240	Skylanders Imaginators	2016-01-09	Platform	Activision	0.18	0.18	0.00	0.07	0.43	PS4
241	Trials Fusion	2014-01-09	Misc	Ubisoft	0.13	0.23	0.01	0.07	0.43	PS4
242	Saints Row IV	2015-01-09	Action	Deep Silver	0.15	0.18	0.03	0.06	0.42	PS4
243	Dishonored	2015-01-09	Action	Bethesda Softworks	0.12	0.21	0.02	0.06	0.42	PS4
244	Mirror’s Edge 2	2016-01-09	Platform	Electronic Arts	0.13	0.19	0.03	0.06	0.42	PS4
245	Farming Simulator 2015	2015-01-09	Simulation	Koch Media	0.13	0.22	0.00	0.07	0.41	PS4
246	Just Dance 2015	2014-01-09	Music	Ubisoft	0.21	0.13	0.00	0.07	0.41	PS4
247	Sword Art Online: Hollow Realization	2016-01-09	Role-Playing	Namco Bandai Games	0.18	0.06	0.12	0.05	0.41	PS4
248	Just Dance 2016	2015-01-09	Music	Ubisoft	0.19	0.13	0.00	0.07	0.39	PS4
249	Batman: Arkham VR	2016-01-09	Action	Warner Bros. Interactive Entertainment	0.32	0.00	0.00	0.07	0.39	PS4
250	Little Nightmares	2017-01-09	Platform	Namco Bandai Games	0.18	0.12	0.02	0.06	0.39	PS4
251	Tropico 5	2015-01-09	Simulation	Kalypso Media	0.07	0.18	0.08	0.05	0.38	PS4
252	Life is Strange	2016-01-09	Adventure	Square Enix	0.11	0.16	0.05	0.05	0.37	PS4
253	Resident Evil Zero	2016-01-09	Action-Adventure	Capcom	0.07	0.18	0.07	0.05	0.37	PS4
254	Yakuza Kiwami 2	2017-01-09	Action	Sega	0.08	0.06	0.19	0.03	0.37	PS4
255	Vampyr	2018-01-09	Role-Playing	Focus Home Interactive	0.12	0.19	0.00	0.06	0.37	PS4
256	Okami	2017-01-09	Action	Capcom	0.16	0.12	0.03	0.06	0.36	PS4
257	Sniper: Ghost Warrior 3	2017-01-09	Shooter	City Interactive	0.14	0.15	0.03	0.06	0.36	PS4
258	Hokuto ga Gotoku	2018-01-09	Action	Sega	0.09	0.05	0.18	0.03	0.36	PS4
259	Sword Art Online: Lost Song	2015-01-09	Role-Playing	Namco Bandai Games	0.19	0.11	0.00	0.06	0.36	PS4
260	Disgaea 5: Alliance of Vengeance	2015-01-09	Role-Playing	NIS America	0.15	0.08	0.07	0.05	0.35	PS4
261	Dead or Alive 5	2015-01-09	Fighting	Tecmo Koei	0.09	0.13	0.09	0.04	0.35	PS4
262	Gravity Rush 2	2017-01-09	Action-Adventure	Sony Interactive Entertainment	0.13	0.05	0.13	0.04	0.35	PS4
263	Odin Sphere: Leifthrasir	2016-01-09	Role-Playing	NIS America	0.14	0.07	0.09	0.04	0.34	PS4
264	Divinity: Original Sin	2015-01-09	Role-Playing	Focus Home Interactive	0.13	0.13	0.04	0.05	0.34	PS4
265	The King of Fighters XIV	2016-01-09	Fighting	Deep Silver	0.21	0.02	0.06	0.05	0.34	PS4
266	Dishonored: Death of the Outsider	2017-01-09	Action	Bethesda Softworks	0.10	0.18	0.00	0.05	0.33	PS4
267	Valkyria Chronicles	2016-01-09	Role-Playing	Sega	0.14	0.08	0.08	0.04	0.33	PS4
268	Murdered: Soul Suspect	2014-01-09	Action-Adventure	Square Enix	0.09	0.17	0.02	0.05	0.33	PS4
269	Payday 2	2015-01-09	Shooter	505 Games	0.12	0.14	0.00	0.05	0.32	PS4
270	UEFA Euro 2016	2016-01-09	Sports	Konami Digital Entertainment	0.00	0.22	0.05	0.04	0.31	PS4
271	DmC: Devil May Cry	2015-01-09	Action	Capcom	0.12	0.13	0.00	0.05	0.31	PS4
272	Sonic Mania	2017-01-09	Platform	Sega	0.10	0.15	0.01	0.05	0.31	PS4
273	J Stars Victory Vs.	2015-01-09	Fighting	Namco Bandai Games	0.11	0.14	0.00	0.05	0.31	PS4
274	XCOM 2	2016-01-09	Strategy	2K Games	0.16	0.10	0.00	0.05	0.31	PS4
275	Dynasty Warriors 8: Xtreme Legends	2014-01-09	Misc	Tecmo Koei	0.09	0.12	0.06	0.04	0.31	PS4
276	Cities: Skylines	2017-01-09	Simulation	Koch Media	0.15	0.07	0.04	0.05	0.30	PS4
277	Saint Seiya: Soldiers’ Soul	2015-01-09	Fighting	Namco Bandai Games	0.00	0.21	0.05	0.04	0.30	PS4
278	Just Dance 2018	2017-01-09	Music	Ubisoft	0.10	0.15	0.00	0.05	0.30	PS4
279	The Walking Dead: Season Two	2014-01-09	Misc	Square Enix	0.13	0.09	0.03	0.05	0.30	PS4
280	Sword Art Online: Fatal Bullet	2018-01-09	Role-Playing	Namco Bandai Games	0.11	0.03	0.13	0.03	0.29	PS4
281	Naruto to Boruto: Shinobi Striker	2018-01-09	Action	Bandai Namco Games	0.19	0.03	0.02	0.05	0.29	PS4
282	Yooka-Laylee	2017-01-09	Platform	Sold Out	0.09	0.16	0.00	0.05	0.29	PS4
283	Cars 3: Driven to Win	2017-01-09	Racing	Warner Bros. Interactive Entertainment	0.06	0.18	0.01	0.04	0.29	PS4
284	Metal Gear Solid V: The Definitive Experience	2016-01-09	Action	Konami Digital Entertainment	0.13	0.08	0.03	0.04	0.29	PS4
285	Sherlock Holmes: Crimes & Punishments	2014-01-09	Adventure	Focus Home Interactive	0.10	0.14	0.00	0.05	0.29	PS4
286	Star Trek Bridge Crew VR	2017-01-09	Action	Ubisoft	0.11	0.12	0.00	0.05	0.28	PS4
287	The Heavy Rain and Beyond: Two Souls Collection	2016-01-09	Action	Sony Computer Entertainment	0.00	0.24	0.00	0.04	0.28	PS4
288	Spintires: MudRunner	2017-01-09	Simulation	Focus Home Interactive	0.11	0.12	0.00	0.05	0.28	PS4
289	Onechanbara Z2: Chaos	2014-01-09	Action	NIS America	0.16	0.03	0.05	0.04	0.28	PS4
290	Secret of Mana	2018-01-09	Role-Playing	Square Enix	0.06	0.12	0.05	0.04	0.28	PS4
291	Gundam Versus	2017-01-09	Action	Namco Bandai Games	0.08	0.00	0.18	0.02	0.28	PS4
292	NBA Live 14	2013-01-09	Sports	EA Sports	0.17	0.05	0.00	0.05	0.27	PS4
293	Bravo Team VR	2018-01-09	Shooter	Sony Interactive Entertainment	0.12	0.09	0.02	0.04	0.27	PS4
294	Killing Floor 2Ê	2016-01-09	Shooter	Tripwire Interactive	0.19	0.03	0.00	0.05	0.27	PS4
295	Robinson: The Journey	2016-01-09	Action-Adventure	Sony Interactive Entertainment	0.14	0.09	0.00	0.05	0.27	PS4
296	DriveClub VR	2016-01-09	Racing	Sony Interactive Entertainment	0.12	0.09	0.01	0.04	0.27	PS4
297	Fate/Extella: The Umbral Star	2016-01-09	Action	PQube	0.12	0.00	0.12	0.03	0.27	PS4
298	Ultimate Marvel vs. Capcom 3	2017-01-09	Fighting	Capcom	0.19	0.00	0.02	0.04	0.26	PS4
299	New Danganronpa V3: Minna no Koroshiai Shin Gakki	2017-01-09	Adventure	NIS America	0.09	0.05	0.07	0.03	0.25	PS4
300	Samurai Warriors 4	2014-01-09	Fighting	Tecmo Koei	0.08	0.07	0.06	0.03	0.25	PS4
301	Darksiders III	2018-01-09	Action	THQ Nordic	0.13	0.07	0.00	0.04	0.25	PS4
302	NBA Live 15	2014-01-09	Sports	Electronic Arts	0.16	0.04	0.00	0.04	0.25	PS4
303	NBA Live 18	2017-01-09	Sports	EA Sports	0.20	0.00	0.00	0.05	0.24	PS4
304	Tearaway Unfolded	2015-01-09	Platform	Sony Computer Entertainment	0.07	0.13	0.00	0.04	0.24	PS4
305	.hack//G.U. Last Recode	2017-01-09	Role-Playing	Namco Bandai Games	0.10	0.04	0.08	0.03	0.24	PS4
306	Ride	2015-01-09	Racing	Milestone S.r.l.	0.04	0.13	0.03	0.03	0.24	PS4
307	Just Dance 2017	2016-01-09	Misc	Ubisoft	0.08	0.12	0.00	0.04	0.24	PS4
308	The Escapists 2	2017-01-09	Action	Sold Out	0.04	0.16	0.00	0.04	0.24	PS4
309	Transformers: Devastation	2015-01-09	Action	Activision	0.11	0.09	0.00	0.04	0.24	PS4
310	Darksiders II	2015-01-09	Action-Adventure	Nordic Games	0.10	0.10	0.00	0.04	0.24	PS4
311	Jikkyou Powerful Pro Baseball 2016	2016-01-09	Sports	Konami Digital Entertainment	0.00	0.00	0.24	0.00	0.24	PS4
312	The Elder Scrolls Online: Morrowind	2017-01-09	MMO	Bethesda Softworks	0.11	0.09	0.00	0.04	0.24	PS4
313	Digimon World: Next Order	2017-01-09	Role-Playing	Namco Bandai Games	0.13	0.05	0.02	0.04	0.24	PS4
314	theHunter: Call of the Wild	2017-01-09	Shooter	Astragon	0.19	0.00	0.00	0.04	0.24	PS4
315	Tony Hawk’s Pro Skater 5	2015-01-09	Sports	Activision	0.11	0.08	0.00	0.04	0.23	PS4
316	Angry Birds: Star Wars	2013-01-09	Puzzle	Activision	0.11	0.09	0.00	0.04	0.23	PS4
317	Elex	2017-01-09	Role-Playing	THQ Nordic	0.03	0.16	0.00	0.04	0.23	PS4
318	RIGS: Mechanized Combat League	2016-01-09	Action	Sony Interactive Entertainment	0.11	0.06	0.02	0.04	0.23	PS4
319	Transformer: Rise of the Dark Spark	2014-01-09	Shooter	Activision	0.08	0.11	0.01	0.04	0.23	PS4
320	Dead Island Definitive Collection	2016-01-09	Action	Deep Silver	0.09	0.08	0.03	0.03	0.23	PS4
321	Metal Gear Survive	2018-01-09	Action	Konami Digital Entertainment	0.08	0.06	0.05	0.03	0.23	PS4
322	Singstar Celebration	2017-01-09	Music	Sony Interactive Entertainment	0.04	0.15	0.00	0.03	0.23	PS4
323	Dead by Daylight	2017-01-09	Action	505 Games	0.11	0.06	0.02	0.04	0.22	PS4
324	Attack on Titan 2	2018-01-09	Action	Koei Tecmo	0.09	0.04	0.06	0.03	0.22	PS4
325	The Wolf Among Us	2014-01-09	Adventure	Telltale Games	0.11	0.07	0.00	0.04	0.22	PS4
326	Micro Machines: World Series	2017-01-09	Racing	Codemasters	0.03	0.16	0.00	0.03	0.22	PS4
327	Bladestorm: Nightmare	2015-01-09	Action	Tecmo Koei	0.11	0.04	0.03	0.03	0.22	PS4
328	Zombie Army Trilogy	2015-01-09	Shooter	Rebellion Developments	0.06	0.13	0.00	0.03	0.22	PS4
329	Outlast Trinity	2017-01-09	Action	Warner Bros. Interactive Entertainment	0.09	0.09	0.00	0.04	0.22	PS4
330	EVE: Valkyrie	2016-01-09	Shooter	Sony Interactive Entertainment	0.11	0.06	0.00	0.04	0.21	PS4
331	Senran Kagura: Peach Beach Splash	2017-01-09	Action	PQube	0.09	0.02	0.08	0.02	0.21	PS4
332	Ys VIII: Lacrimosa of Dana	2017-01-09	Role-Playing	NIS America	0.08	0.04	0.08	0.02	0.21	PS4
333	Bound By Flame	2014-01-09	Action	Focus Home Interactive	0.08	0.09	0.00	0.04	0.21	PS4
334	NBA Live 16	2015-01-09	Sports	EA Sports	0.13	0.05	0.00	0.04	0.21	PS4
335	7 Days to Die	2016-01-09	Action	Telltale Games	0.09	0.08	0.00	0.03	0.21	PS4
336	Dynasty Warriors 8: Empires	2014-01-09	Misc	Tecmo Koei	0.07	0.07	0.04	0.03	0.21	PS4
337	Dragon’s Dogma	2017-01-09	Role-Playing	Capcom	0.07	0.07	0.03	0.03	0.21	PS4
338	Godzilla (2015)	2014-01-09	Action	Namco Bandai Games	0.11	0.03	0.03	0.03	0.20	PS4
339	Eagle Flight	2016-01-09	Adventure	Ubisoft	0.09	0.08	0.00	0.03	0.20	PS4
340	Agents of Mayhem	2017-01-09	Action	Deep Silver	0.08	0.08	0.00	0.03	0.20	PS4
341	MotoGP 14Ê	2014-01-09	Racing	Milestone S.r.l.	0.05	0.11	0.00	0.03	0.20	PS4
342	Elite: Dangerous	2017-01-09	Simulation	Frontier Developments	0.06	0.10	0.00	0.03	0.19	PS4
343	Singstar: Ultimate Party	2014-01-09	Music	Sony Computer Entertainment	0.00	0.16	0.00	0.03	0.19	PS4
344	Toukiden Kiwami	2015-01-09	Action	Tecmo Koei	0.06	0.07	0.03	0.03	0.19	PS4
345	Batman: A Telltale Game Series	2016-01-09	Adventure	Telltale Games	0.09	0.07	0.00	0.03	0.19	PS4
346	The Surge	2017-01-09	Action	Koch Media	0.07	0.08	0.01	0.03	0.19	PS4
347	MotoGP 15	2015-01-09	Racing	Milestone S.r.l.	0.00	0.13	0.04	0.02	0.18	PS4
348	Resident Evil: Revelations	2017-01-09	Action	Capcom	0.06	0.06	0.04	0.02	0.18	PS4
349	Senran Kagura: Estival Versus	2015-01-09	Action	Marvelous Interactive	0.08	0.00	0.09	0.02	0.18	PS4
350	Back to the Future: The Game	2015-01-09	Adventure	Telltale Games	0.10	0.05	0.00	0.03	0.18	PS4
351	The Walking Dead - The Telltale Series: A New Frontier	2017-01-09	Adventure	Warner Bros. Interactive Entertainment	0.11	0.04	0.00	0.03	0.17	PS4
352	Resident Evil 6	2016-01-09	Shooter	Capcom	0.10	0.00	0.05	0.02	0.17	PS4
353	Final Fantasy XIV: Heavensward	2015-01-09	MMO	Square Enix	0.00	0.09	0.06	0.02	0.17	PS4
354	Final Fantasy XIV: Stormblood	2017-01-09	MMO	Square Enix	0.05	0.06	0.04	0.02	0.17	PS4
355	Guilty Gear Xrd: Sign	2014-01-09	Fighting	Arc System Works	0.11	0.00	0.04	0.02	0.17	PS4
356	Prototype: Biohazard Bundle	2016-01-09	Action	Activision	0.14	0.00	0.00	0.03	0.17	PS4
357	BlazBlue Central Fiction	2016-01-09	Fighting	PQube	0.10	0.00	0.05	0.02	0.17	PS4
358	MXGP 3: The Official Motocross Videogame	2017-01-09	Racing	Milestone	0.06	0.08	0.00	0.03	0.17	PS4
359	Ride 2	2016-01-09	Racing	Milestone S.r.l	0.07	0.06	0.01	0.03	0.16	PS4
360	Dead Rising 4	2017-01-09	Action-Adventure	Capcom	0.08	0.05	0.00	0.03	0.16	PS4
361	Putty Squad	2013-01-09	Platform	System 3	0.06	0.07	0.00	0.03	0.16	PS4
362	Digimon Story: Cyber Sleuth - Hacker’s Memory	2017-01-09	Role-Playing	Namco Bandai Games	0.05	0.05	0.04	0.02	0.16	PS4
363	Battlezone	2016-01-09	Action	Sony Interactive Entertainment	0.09	0.04	0.00	0.03	0.16	PS4
364	Naruto Shippuden: Ultimate Ninja Storm Legacy	2017-01-09	Fighting	Namco Bandai Games	0.07	0.04	0.03	0.02	0.16	PS4
365	Berserk and the Band of the Hawk	2016-01-09	Action	Tecmo Koei	0.07	0.02	0.05	0.02	0.16	PS4
366	BlazBlue: Chrono Phantasma Extend	2015-01-09	Fighting	PQube	0.08	0.04	0.02	0.02	0.16	PS4
367	Pillars of Eternity	2017-01-09	Role-Playing	Paradox InteractiveÊ	0.11	0.02	0.00	0.03	0.16	PS4
368	Valkyria: Azure Revolution	2017-01-09	Role-Playing	Deep Silver	0.04	0.03	0.07	0.02	0.16	PS4
369	Gravity Rush Remastered	2015-01-09	Action-Adventure	Sony Computer Entertainment	0.02	0.06	0.05	0.02	0.16	PS4
370	Psycho-Pass: Mandatory Happiness	2016-01-09	Visual Novel	NIS America	0.10	0.02	0.00	0.03	0.15	PS4
371	Brothers: A Tale of Two Sons	2015-01-09	Adventure	505 Games	0.04	0.09	0.00	0.02	0.15	PS4
372	Warriors Orochi 3	2014-01-09	Action	Tecmo Koei	0.04	0.05	0.04	0.02	0.15	PS4
373	Wasteland 2	2015-01-09	Role-Playing	Deep Silver	0.10	0.00	0.03	0.02	0.15	PS4
374	Atelier Sophie: The Alchemist of the Mysterious Book	2015-01-09	Role-Playing	Tecmo Koei	0.04	0.03	0.07	0.01	0.15	PS4
375	NASCAR Heat Evolution	2016-01-09	Racing	Dusenberry Martin Racing	0.12	0.00	0.00	0.03	0.15	PS4
376	Yakuza: Ishin	2014-01-09	Adventure	Sega	0.00	0.00	0.15	0.00	0.15	PS4
377	Toukiden 2	2016-01-09	Action	Tecmo Koei	0.04	0.00	0.10	0.01	0.15	PS4
378	Song of the Deep	2016-01-09	Action	Insomniac Games	0.12	0.00	0.00	0.03	0.15	PS4
379	Super Robot Wars V	2017-01-09	Role-Playing	Namco Bandai Games	0.00	0.00	0.15	0.00	0.15	PS4
380	Blue Reflection: Maboroshi ni Mau - Shoujo no Ken	2017-01-09	Role-Playing	Tecmo Koei	0.07	0.00	0.06	0.02	0.14	PS4
381	Yonmegami Online: Cyber Dimension Neptune	2017-01-09	Role-Playing	Idea Factory International	0.06	0.00	0.07	0.01	0.14	PS4
382	Grand Kingdom	2015-01-09	Role-Playing	NIS America	0.08	0.00	0.04	0.02	0.14	PS4
383	Arslan: The Warriors of Legend	2016-01-09	Action	Tecmo Koei	0.03	0.04	0.06	0.01	0.14	PS4
384	Pro Cycling Manager 2016	2016-01-09	Sports	Focus Home Interactive	0.00	0.12	0.00	0.02	0.14	PS4
385	Shovel Knight	2015-01-09	Platform	Yacht Club Games	0.08	0.04	0.00	0.02	0.14	PS4
386	Adventure Time: Finn & Jake Investigations	2015-01-09	Action	Little Orbit	0.07	0.05	0.00	0.02	0.14	PS4
387	Guilty Gear Xrd -Revelator-	2016-01-09	Fighting	PQube	0.06	0.00	0.07	0.01	0.14	PS4
388	We Happy Few	2018-01-09	Action-Adventure	Gearbox Software	0.08	0.04	0.00	0.02	0.14	PS4
389	Rocksmith 2014 Edition Remastered	2016-01-09	Music	Ubisoft	0.11	0.00	0.00	0.03	0.14	PS4
390	The Crew: Wild Run	2015-01-09	Racing	Ubisoft	0.00	0.12	0.00	0.02	0.14	PS4
391	MXGP 2	2016-01-09	Racing	Milestone S.r.l.	0.05	0.06	0.00	0.02	0.14	PS4
392	MotoGP 17	2017-01-09	Racing	Koch Media	0.04	0.07	0.00	0.02	0.14	PS4
393	Fairy Fencer F: Advent Dark Force	2015-01-09	Role-Playing	Idea Factory International	0.06	0.00	0.06	0.01	0.14	PS4
394	Samurai Warriors 4-II	2015-01-09	Action	Tecmo Koei	0.04	0.02	0.07	0.01	0.13	PS4
395	The Golf Club	2014-01-09	Sports	Ravenscourt	0.09	0.02	0.00	0.02	0.13	PS4
396	Hatsune Miku: Project Diva X	2016-01-09	Music	Sega	0.08	0.00	0.04	0.02	0.13	PS4
397	NASCAR Heat 2	2017-01-09	Racing	505 Games	0.11	0.00	0.00	0.02	0.13	PS4
398	Bulletstorm: Full Clip Edition	2017-01-09	Shooter	Gearbox Software	0.05	0.06	0.00	0.02	0.13	PS4
399	Valentino Rossi: The Game	2016-01-09	Racing	Namco Bandai Games	0.05	0.05	0.00	0.02	0.13	PS4
400	Golf Club 2	2017-01-09	Sports	Maximum Games	0.05	0.06	0.00	0.02	0.13	PS4
401	Akiba’s Trip 2	2014-01-09	Action	Acquire	0.09	0.00	0.02	0.02	0.13	PS4
402	Rugby 15	2015-01-09	Sports	Bigben Interactive	0.05	0.06	0.00	0.02	0.13	PS4
403	Utawarerumono: Futari no Hakuoro	2016-01-09	Visual Novel	Atlus	0.05	0.00	0.07	0.01	0.13	PS4
404	The Legend of Heroes: Trails of Cold Steel III	2017-01-09	Role-Playing	Nihon Falcom Corporation	0.00	0.00	0.13	0.00	0.13	PS4
405	Utawarerumono: Itsuwari no Kamen	2015-01-09	Adventure	Deep Silver	0.05	0.00	0.07	0.01	0.13	PS4
406	The Inpatient	2018-01-09	Action	Sony Interactive Entertainment	0.06	0.05	0.00	0.02	0.13	PS4
407	Don Bradman Cricket 14	2015-01-09	Sports	Tru Blu Entertainment	0.01	0.09	0.00	0.02	0.13	PS4
408	Sword Art Online: Hollow Fragment	2015-01-09	Role-Playing	Namco Bandai Games	0.00	0.11	0.00	0.02	0.12	PS4
409	Teenage Mutant Ninja Turtles: Mutants in Manhattan	2016-01-09	Action	Activision	0.07	0.03	0.00	0.02	0.12	PS4
410	Job Simulator	2017-01-09	Simulation	Sony Interactive Entertainment	0.10	0.00	0.00	0.02	0.12	PS4
411	Portal Knights	2017-01-09	Role-Playing	505 Games	0.02	0.05	0.03	0.01	0.12	PS4
412	Samurai Warriors 4: Empires	2015-01-09	Action	Tecmo Koei	0.03	0.01	0.07	0.01	0.12	PS4
413	Danganronpa 1o2 Reload	2017-01-09	Adventure	NIS America	0.08	0.00	0.02	0.02	0.12	PS4
414	God Eater 2: Rage Burst	2015-01-09	Role-Playing	Namco Bandai Games	0.00	0.01	0.11	0.00	0.12	PS4
415	America’s Greatest Game Shows: Wheel of Fortune & Jeopardy!	2017-01-09	Misc	Ubisoft	0.10	0.00	0.00	0.02	0.12	PS4
416	Marvel’s Guardians of the Galaxy: The Telltale Series	2017-01-09	Adventure	Warner Bros. Interactive Entertainment	0.06	0.04	0.00	0.02	0.12	PS4
417	Digimon Story: Cyber Sleuth	2016-01-09	Role-Playing	Namco Bandai Games	0.00	0.10	0.00	0.02	0.11	PS4
418	Constructor HD	2017-01-09	Strategy	System 3	0.09	0.00	0.00	0.02	0.11	PS4
419	Minecraft: Story Mode - Season Two	2017-01-09	Adventure	Telltale Games	0.09	0.00	0.00	0.02	0.11	PS4
420	Darksiders: Warmastered Edition	2016-01-09	Action-Adventure	THQ Nordic	0.07	0.02	0.00	0.02	0.11	PS4
421	Mighty No. 9	2016-01-09	Platform	Deep Silver	0.09	0.00	0.00	0.02	0.11	PS4
422	The Invisible Hours	2017-01-09	Adventure	GameTrust	0.09	0.00	0.00	0.02	0.11	PS4
423	Monster Energy Supercross - The Official Videogame	2018-01-09	Racing	Milestone S.r.l.	0.08	0.01	0.00	0.02	0.11	PS4
424	The Idolmaster: Platinum Stars	2016-01-09	Simulation	Namco Bandai Games	0.00	0.00	0.11	0.00	0.11	PS4
425	The Witch and the Hundred Knight	2015-01-09	Role-Playing	NIS America	0.03	0.01	0.06	0.01	0.11	PS4
426	SD Gundam G Generation Genesis	2016-01-09	Strategy	Namco Bandai Games	0.00	0.00	0.11	0.00	0.11	PS4
427	Rime	2017-01-09	Adventure	Grey Box	0.02	0.07	0.00	0.02	0.11	PS4
428	Super Robot Wars OG: The Moon Dwellers	2016-01-09	Misc	Namco Bandai Games	0.00	0.00	0.11	0.00	0.11	PS4
429	Gundam Breaker 3	2016-01-09	Action	Namco Bandai Games	0.00	0.00	0.11	0.00	0.11	PS4
430	Earth Defense Force 2025.1: The Shadow of New Despair	2015-01-09	Shooter	D3Publisher	0.00	0.00	0.11	0.00	0.11	PS4
431	Shadow Warrior (2013)	2014-01-09	Shooter	Devolver Digital	0.00	0.09	0.00	0.02	0.11	PS4
432	Assassin’s Creed Chronicles	2016-01-09	Action	Ubisoft	0.02	0.05	0.02	0.01	0.11	PS4
433	Mega Man Legacy Collection	2016-01-09	Platform	Capcom	0.09	0.00	0.00	0.02	0.11	PS4
434	Pac-Man Championship Edition 2 + Arcade Game Series	2017-01-09	Action	Namco Bandai Games	0.08	0.00	0.00	0.02	0.10	PS4
435	Tokyo Xanadu eX+	2016-01-09	Role-Playing	Nihon Falcom Corporation	0.05	0.00	0.05	0.01	0.10	PS4
436	Stardew Valley	2017-01-09	Simulation	505 Games	0.04	0.04	0.00	0.02	0.10	PS4
437	Romance of the Three Kingdoms 13	2015-01-09	Action	Tecmo Koei	0.03	0.00	0.06	0.01	0.10	PS4
438	Musou Stars	2017-01-09	Action	Tecmo Koei	0.03	0.00	0.06	0.01	0.10	PS4
439	Mega Man Legacy Collection 2	2017-01-09	Action	Capcom	0.06	0.00	0.02	0.01	0.10	PS4
440	Final Fantasy XIV Online Complete Edition	2017-01-09	MMO	Square Enix	0.07	0.00	0.02	0.02	0.10	PS4
441	Devil May Cry 4	2015-01-09	Action	Capcom	0.01	0.00	0.09	0.00	0.10	PS4
442	Puyo Puyo Tetris	2014-01-09	Puzzle	Sega	0.05	0.03	0.00	0.02	0.10	PS4
443	Natural Doctrine	2014-01-09	Role-Playing	NIS America	0.05	0.02	0.02	0.01	0.10	PS4
444	Sudden Strike 4	2017-01-09	Strategy	Kalypso Media	0.05	0.03	0.01	0.02	0.10	PS4
445	Accel World vs. Sword Art Online: Millennium Twilight	2017-01-09	Action	Namco Bandai Games	0.00	0.03	0.06	0.01	0.10	PS4
446	Wolfenstein The Two Pack	2017-01-09	Shooter	Bethesda Softworks	0.08	0.00	0.00	0.02	0.10	PS4
447	Guilty Gear Xrd REV 2	2017-01-09	Fighting	PQube	0.04	0.01	0.03	0.01	0.10	PS4
449	Let’s Sing 2016	2015-01-09	Music	Ravenscourt	0.08	0.00	0.00	0.02	0.10	PS4
450	Resident Evil 4 HD	2016-01-09	Action-Adventure	Capcom	0.07	0.00	0.01	0.02	0.10	PS4
451	Nights of Azure 2	2017-01-09	Action	Tecmo Koei	0.04	0.00	0.04	0.01	0.09	PS4
452	The Technomancer	2016-01-09	Role-Playing	Focus Home Interactive	0.04	0.04	0.00	0.02	0.09	PS4
453	Nights of Azure	2015-01-09	Action	Tecmo Koei	0.04	0.04	0.00	0.02	0.09	PS4
454	Taiko no Tatsujin: Drum Session!	2017-01-09	Music	Namco Bandai Games	0.00	0.00	0.09	0.00	0.09	PS4
455	Nobunaga’s Ambition: Sphere of Influence - Sengoku Risshiden	2016-01-09	Strategy	Tecmo Koei	0.03	0.00	0.06	0.01	0.09	PS4
456	Grand Ages: Medieval	2015-01-09	Strategy	Kalypso Media	0.00	0.05	0.03	0.01	0.09	PS4
457	Rugby League Live 4	2017-01-09	Sports	Tru Blu Entertainment	0.00	0.08	0.00	0.01	0.09	PS4
458	Toy Soldiers: War Chest	2015-01-09	Action	Ubisoft	0.07	0.00	0.00	0.02	0.09	PS4
459	God Eater Resurrection	2015-01-09	Action	Namco Bandai Games	0.00	0.00	0.09	0.00	0.09	PS4
460	Paragon	2016-01-09	Action	Sony Interactive Entertainment	0.07	0.00	0.00	0.02	0.09	PS4
461	Summon Night 6: Lost Borders	2016-01-09	Role-Playing	Gaijinworks	0.03	0.00	0.05	0.01	0.09	PS4
462	Black Rose Valkyrie	2016-01-09	Role-Playing	Idea Factory International	0.04	0.00	0.04	0.01	0.09	PS4
463	Duke Nukem 3D: 20th Anniversary World Tour	2016-01-09	Shooter	Gearbox Software	0.07	0.00	0.00	0.02	0.09	PS4
464	ATV Drift & Tricks	2017-01-09	Racing	Funbox Media	0.07	0.00	0.00	0.02	0.09	PS4
465	Yoru no Nai Kuni	2015-01-09	Role-Playing	Tecmo Koei	0.00	0.00	0.09	0.00	0.09	PS4
466	Lara Croft and the Temple of Osiris	2014-01-09	Action	Square Enix	0.00	0.07	0.00	0.01	0.09	PS4
468	Ghostbusters (2016)	2016-01-09	Action	Activision	0.07	0.00	0.00	0.02	0.08	PS4
469	Agatha Christie’s The ABC Murders	2016-01-09	Adventure	Microids	0.05	0.02	0.00	0.02	0.08	PS4
470	Shantae: Half-Genie Hero	2016-01-09	Platform	Xseed Games	0.06	0.00	0.01	0.01	0.08	PS4
471	Earth Defense Force 4.1: The Shadow of New Despair	2015-01-09	Shooter	PQube	0.05	0.02	0.00	0.01	0.08	PS4
472	The Sexy Brutale	2017-01-09	Adventure	Badland Studio	0.05	0.02	0.00	0.01	0.08	PS4
473	Legend of Kay	2015-01-09	Action	Nordic Games	0.03	0.03	0.00	0.01	0.08	PS4
474	Hasbro Family Fun Pack Conquest Edition	2016-01-09	Misc	Ubisoft	0.07	0.00	0.00	0.02	0.08	PS4
475	Loading Human	2016-01-09	Adventure	Maximum Games	0.05	0.02	0.00	0.01	0.08	PS4
476	Rapala Fishing Pro Series	2017-01-09	Simulation	GameMill	0.06	0.00	0.00	0.02	0.08	PS4
477	Atelier Firis: The Alchemist of the Mysterious Journey	2016-01-09	Role-Playing	Tecmo Koei	0.02	0.00	0.05	0.01	0.08	PS4
478	Dead Rising	2016-01-09	Action	Capcom	0.04	0.00	0.02	0.01	0.08	PS4
479	Assetto Corsa	2016-01-09	Racing	505 Games	0.00	0.06	0.01	0.01	0.08	PS4
480	Akiba’s Beat	2016-01-09	Action	PQube	0.05	0.00	0.01	0.01	0.08	PS4
481	WRC 6	2016-01-09	Racing	PQube	0.03	0.02	0.01	0.01	0.08	PS4
482	God Wars: Future Past	2017-01-09	Role-Playing	NIS America	0.03	0.01	0.02	0.01	0.07	PS4
483	Resident Evil 5 HD	2016-01-09	Action	Capcom	0.05	0.00	0.01	0.01	0.07	PS4
484	The Witch and the Hundred Knights 2	2017-01-09	Role-Playing	Nippon Ichi Software	0.03	0.00	0.03	0.01	0.07	PS4
485	Samurai Warriors: Sanada Maru	2016-01-09	Action	Tecmo Koei	0.02	0.00	0.05	0.01	0.07	PS4
486	Project Setsuna	2016-01-09	Role-Playing	Square Enix	0.00	0.00	0.07	0.00	0.07	PS4
487	Has-Been Heroes	2017-01-09	Action	GameTrust	0.06	0.00	0.00	0.01	0.07	PS4
488	Fortune Street: Dragon Quest & Final Fantasy 30th Anniversary	2017-01-09	Misc	Square Enix	0.00	0.00	0.07	0.00	0.07	PS4
489	Styx: Shards of Darknes	2017-01-09	Action	Focus Home Interactive	0.06	0.00	0.00	0.01	0.07	PS4
490	Dead Rising 2	2016-01-09	Action	Capcom	0.04	0.00	0.02	0.01	0.07	PS4
491	The Book of Unwritten Tales 2	2015-01-09	Adventure	Nordic Games	0.00	0.06	0.00	0.01	0.07	PS4
492	Touhou Genso Rondo: Bullet Ballet	2016-01-09	Shooter	NIS America	0.06	0.00	0.00	0.01	0.07	PS4
493	The Walking Dead: A Telltale Series Collection	2017-01-09	Adventure	Warner Bros. Interactive Entertainment	0.06	0.00	0.00	0.01	0.07	PS4
494	The Silver Case	2017-01-09	Visual Novel	NIS America	0.05	0.00	0.01	0.01	0.07	PS4
495	Hunting Simulator	2017-01-09	Shooter	Bigben Interactive	0.06	0.00	0.00	0.01	0.07	PS4
496	WRC 7	2017-01-09	Racing	Bigben Interactive	0.06	0.00	0.00	0.01	0.07	PS4
497	Kamen Rider: Battride War Genesis	2016-01-09	Action	Namco Bandai Games	0.00	0.00	0.07	0.00	0.07	PS4
498	Le Tour de France 2017	2017-01-09	Simulation	Focus Home Interactive	0.00	0.06	0.00	0.01	0.07	PS4
499	City Shrouded in Shadow	2017-01-09	Action-Adventure	Namco Bandai Games	0.00	0.00	0.07	0.00	0.07	PS4
500	SG/ZH: School Girl/Zombie Hunter	2017-01-09	Action	Aksys Games	0.04	0.00	0.02	0.01	0.07	PS4
501	Broken Sword 5: The Serpent’s Curse	2015-01-09	Adventure	Revolution Software	0.00	0.06	0.00	0.01	0.07	PS4
502	Terraria	2014-01-09	Action	505 Games	0.00	0.05	0.01	0.01	0.07	PS4
503	Warhammer: The End Times - Vermintide	2016-01-09	Action	Games Workshop	0.03	0.03	0.00	0.01	0.07	PS4
504	Batman: The Enemy Within	2017-01-09	Adventure	Telltale Games	0.05	0.00	0.00	0.01	0.07	PS4
505	Atari Flashback Classics: Volume 1	2016-01-09	Misc	Atari	0.05	0.00	0.00	0.01	0.07	PS4
506	Legend of Kay Anniversary	2015-01-09	Action	Nordic Games	0.00	0.06	0.00	0.01	0.07	PS4
507	Steins;Gate 0	2015-01-09	Adventure	PQube	0.00	0.00	0.07	0.00	0.07	PS4
508	ZombiU	2016-01-09	Action	Ubisoft	0.00	0.04	0.01	0.01	0.07	PS4
509	Risen 3: Titan Lords	2015-01-09	Role-Playing	Deep Silver	0.00	0.06	0.00	0.01	0.07	PS4
510	Mark McMorris Infinite Air	2016-01-09	Sports	Maximum Games	0.05	0.00	0.00	0.01	0.06	PS4
511	Dead or Alive Xtreme 3: Fortune	2016-01-09	Sports	Tecmo Koei	0.00	0.00	0.06	0.00	0.06	PS4
512	Birthdays the Beginning	2017-01-09	Misc	NIS America	0.05	0.00	0.00	0.01	0.06	PS4
513	Rugby 18	2017-01-09	Sports	Koch Media	0.05	0.00	0.00	0.01	0.06	PS4
514	The Binding of Isaac	2017-01-09	Misc	Nicalis	0.05	0.00	0.00	0.01	0.06	PS4
515	Sherlock Holmes: The Devil’s Daughter	2016-01-09	Adventure	Bigben Interactive	0.05	0.00	0.00	0.01	0.06	PS4
516	Atelier Liddy and Soeur: Alchemists of the Mysterious Painting	2017-01-09	Role-Playing	Tecmo Koei	0.03	0.00	0.03	0.01	0.06	PS4
517	MX vs. ATV Supercross Encore	2015-01-09	Sports	Nordic Games	0.00	0.05	0.00	0.01	0.06	PS4
518	MX vs ATV Supercross Encore 2017 Track Edition	2017-01-09	Racing	THQ Nordic	0.05	0.00	0.00	0.01	0.06	PS4
519	Sword Art Online: Game Director’s Edition	2015-01-09	Role-Playing	Namco Bandai Games	0.00	0.00	0.06	0.00	0.06	PS4
520	Deformers	2017-01-09	Action	Ready at Dawn	0.05	0.00	0.00	0.01	0.06	PS4
521	Nobunaga no Yabou: Souzou	2014-01-09	Strategy	Tecmo Koei	0.00	0.00	0.06	0.00	0.06	PS4
522	Dragon Quest X: All in One Package	2017-01-09	Role-Playing	Square Enix	0.00	0.00	0.06	0.00	0.06	PS4
523	Yomawari: Midnight Shadows	2017-01-09	Action	NIS America	0.02	0.00	0.04	0.00	0.06	PS4
524	Game of Thrones (Telltale)	2015-01-09	Adventure	Telltale Games	0.05	0.00	0.00	0.01	0.06	PS4
525	Atari Flashback Classics: Volume 2	2016-01-09	Misc	Atari	0.05	0.00	0.00	0.01	0.06	PS4
526	Outcast: Second Contact	2017-01-09	Adventure	Maximum Games	0.05	0.00	0.00	0.01	0.06	PS4
527	Cartoon Network Battle Crashers	2016-01-09	Action	Maximum Games	0.05	0.00	0.00	0.01	0.06	PS4
528	Handball 16	2015-01-09	Sports	Bigben Interactive	0.00	0.05	0.00	0.01	0.06	PS4
529	Extinction	2018-01-09	Action	Maximum Games	0.05	0.00	0.00	0.01	0.06	PS4
530	Rugby World Cup 2015	2015-01-09	Sports	Big Ben Interactive	0.00	0.05	0.00	0.01	0.06	PS4
531	Exist Archive: The Other Side of the Sky	2015-01-09	Role-Playing	Aksys Games	0.02	0.00	0.03	0.00	0.06	PS4
532	King’s Quest: The Complete Collection	2016-01-09	Adventure	Activision	0.05	0.00	0.00	0.01	0.06	PS4
533	Sine Mora	2017-01-09	Action	THQ Nordic	0.03	0.01	0.00	0.01	0.06	PS4
534	Aven Colony	2017-01-09	Strategy	Sold Out	0.04	0.01	0.00	0.01	0.06	PS4
535	Battle Chasers: Nightwar	2017-01-09	Role-Playing	THQ Nordic	0.03	0.02	0.00	0.01	0.06	PS4
536	WRC 5: FIA World Rally Championship	2015-01-09	Racing	Bigben Interactive	0.00	0.05	0.00	0.01	0.06	PS4
537	Black Mirror	2017-01-09	Adventure	THQ Nordic	0.04	0.00	0.00	0.01	0.05	PS4
538	Touhou Genso Wanderer	2017-01-09	Action	NIS America	0.04	0.00	0.00	0.01	0.05	PS4
539	Arcania: Gothic 4	2015-01-09	Role-Playing	Nordic Games	0.04	0.00	0.00	0.01	0.05	PS4
540	Starblood Arena VR	2017-01-09	Shooter	Sony Interactive Entertainment	0.04	0.00	0.00	0.01	0.05	PS4
541	Hellblade	2018-01-09	Action-Adventure	505 Games	0.03	0.01	0.00	0.01	0.05	PS4
542	Bubsy: The Woolies Strike Back	2017-01-09	Platform	Accolade	0.04	0.00	0.00	0.01	0.05	PS4
543	Nitroplus Blasterz: Heroines Infinite Duel	2015-01-09	Fighting	Marvelous Interactive	0.01	0.01	0.03	0.00	0.05	PS4
544	Nobunaga’s Ambition: Creation	2014-01-09	Strategy	Tecmo Koei	0.04	0.00	0.00	0.01	0.05	PS4
545	Child of Light	2014-01-09	Role-Playing	Ubisoft	0.00	0.01	0.04	0.00	0.05	PS4
546	Phantasy Star Online 2 Episode 4: Deluxe Package	2017-01-09	Role-Playing	Sega	0.00	0.00	0.05	0.00	0.05	PS4
547	Saints Row: Gat out of Hell	2015-01-09	Action	Deep Silver	0.00	0.04	0.00	0.01	0.05	PS4
548	Werewolves Within	2016-01-09	Misc	Ubisoft	0.04	0.00	0.00	0.01	0.05	PS4
549	Demon Gaze 2	2017-01-09	Role-Playing	NIS America	0.04	0.00	0.00	0.01	0.05	PS4
550	Real Farm	2017-01-09	Simulation	Soedesco	0.04	0.00	0.00	0.01	0.05	PS4
551	Worms: WMD	2016-01-09	Strategy	Team17 Digital Ltd	0.02	0.02	0.00	0.01	0.05	PS4
552	Syberia III	2017-01-09	Adventure	Microids	0.04	0.00	0.00	0.01	0.05	PS4
553	Sengoku Basara: Sanada Yukimura-Den	2016-01-09	Action	Capcom	0.00	0.00	0.05	0.00	0.05	PS4
554	Sengoku Basara 4: Sumeragi	2015-01-09	Action	Capcom	0.00	0.00	0.05	0.00	0.05	PS4
555	SŽbastien Loeb Rally Evo	2016-01-09	Racing	Milestone S.r.l	0.00	0.04	0.00	0.01	0.05	PS4
556	Don’t Starve	2018-01-09	Adventure	505 Games	0.04	0.00	0.00	0.01	0.05	PS4
557	Monster Jam: Crush It	2016-01-09	Racing	GameMill	0.04	0.00	0.00	0.01	0.05	PS4
558	Prison Architect	2016-01-09	Simulation	Introversion Software	0.02	0.02	0.00	0.01	0.05	PS4
559	Assault Suit Leynos	2016-01-09	Shooter	Rising Star Games	0.04	0.00	0.00	0.01	0.05	PS4
560	Tokyo Twilight Ghost Hunters Daybreak: Special Gigs	2016-01-09	Adventure	NIS America	0.04	0.00	0.00	0.01	0.05	PS4
561	Overcooked	2016-01-09	Action	Sold Out	0.04	0.00	0.00	0.01	0.05	PS4
562	Ben 10 (2017)	2017-01-09	Action	Outright Games	0.04	0.00	0.00	0.01	0.05	PS4
563	Dead Alliance	2017-01-09	Shooter	Maximum Games	0.04	0.00	0.00	0.01	0.04	PS4
564	Deer Hunter Reloaded	2017-01-09	Shooter	Maximum Games	0.04	0.00	0.00	0.01	0.04	PS4
565	That’s You	2017-01-09	Party	Sony Interactive Entertainment	0.04	0.00	0.00	0.01	0.04	PS4
566	Raid: World War II	2017-01-09	Shooter	505 Games	0.04	0.00	0.00	0.01	0.04	PS4
567	Hyperdimension Neptunia Victory II	2015-01-09	Role-Playing	Idea Factory International	0.00	0.00	0.04	0.00	0.04	PS4
568	Zero Escape The Nonary Games	2017-01-09	Adventure	Aksys Games	0.03	0.00	0.01	0.01	0.04	PS4
569	Rugby Challenge 3	2016-01-09	Sports	Alternative Software	0.00	0.04	0.00	0.01	0.04	PS4
570	Vikings: Wolves of Midgard	2017-01-09	Action	Kalypso Media	0.03	0.01	0.00	0.01	0.04	PS4
571	INSIDE / LIMBO Double Pack	2017-01-09	Platform	505 Games	0.04	0.00	0.00	0.01	0.04	PS4
572	The Talos Principle	2015-01-09	Puzzle	Nighthawk Interactive	0.00	0.04	0.00	0.01	0.04	PS4
573	Megadimension Neptunia VIIR	2017-01-09	Role-Playing	Compile Heart	0.01	0.00	0.03	0.00	0.04	PS4
574	R.B.I. Baseball 2016	2016-01-09	Sports	MLB.com	0.04	0.00	0.00	0.01	0.04	PS4
575	Pure Farming 2018	2018-01-09	Simulation	Techland	0.02	0.01	0.00	0.01	0.04	PS4
576	Air Conflicts: Secret Wars	2016-01-09	Simulation	Nighthawk Interactive	0.03	0.00	0.00	0.01	0.04	PS4
577	Anima - Gate of Memories	2016-01-09	Action	Avanquest	0.01	0.02	0.00	0.01	0.04	PS4
578	Axiom Verge	2017-01-09	Action	Badland Studio	0.03	0.00	0.00	0.01	0.04	PS4
579	Unbox: Newbie’s Adventure	2017-01-09	Action	Merge Games	0.03	0.00	0.00	0.01	0.04	PS4
580	Here They Lie	2016-01-09	Adventure	Sony Interactive Entertainment	0.00	0.03	0.00	0.01	0.04	PS4
581	Under Night In-Birth Exe:Latest	2017-01-09	Fighting	Arc System Works	0.01	0.00	0.03	0.00	0.04	PS4
582	Aragami	2016-01-09	Action	Maximum Games	0.03	0.00	0.00	0.01	0.04	PS4
583	Yonder: The Cloud Catcher Chronicles	2017-01-09	Action	CokeM Interactive	0.03	0.00	0.00	0.01	0.04	PS4
584	Assassin’s Creed Chronicles: China	2015-01-09	Action-Adventure	Ubisoft	0.00	0.03	0.00	0.01	0.04	PS4
585	JoJo’s Bizarre Adventure: Eyes of Heaven	2015-01-09	Fighting	Namco Bandai Games	0.00	0.00	0.04	0.00	0.04	PS4
586	Dungeons 3	2017-01-09	Strategy	Kalypso Media	0.03	0.00	0.00	0.01	0.04	PS4
587	Tour de France 2014	2014-01-09	Sports	Focus Home Interactive	0.00	0.03	0.00	0.01	0.04	PS4
588	Danganronpa Another Episode: Ultra Despair Girls	2017-01-09	Shooter	NIS America	0.03	0.00	0.01	0.01	0.04	PS4
589	Aegis of Earth: Protonovus Assault	2016-01-09	Action	PQube	0.03	0.01	0.00	0.01	0.04	PS4
590	Just Sing	2016-01-09	Music	Ubisoft	0.03	0.00	0.00	0.01	0.04	PS4
591	Wonder Boy: The Dragon’s Trap (Remake)	2018-01-09	Platform	Nicalis	0.03	0.00	0.00	0.01	0.04	PS4
592	Lumo	2016-01-09	Puzzle	Rising Star Games	0.03	0.00	0.00	0.01	0.04	PS4
593	ABZU	2017-01-09	Adventure	505 Games	0.03	0.00	0.00	0.01	0.04	PS4
594	Shadow Tactics: Blades of the Shogun	2017-01-09	Strategy	Kalypso Media	0.02	0.01	0.00	0.01	0.04	PS4
595	Darkest Dungeon	2018-01-09	Role-Playing	Merge Games	0.02	0.00	0.01	0.01	0.04	PS4
596	R.B.I. Baseball 2017	2017-01-09	Sports	MLB.com	0.03	0.00	0.00	0.01	0.04	PS4
597	Punch Line	2015-01-09	Adventure	5pb	0.03	0.00	0.00	0.01	0.04	PS4
598	VR Karts	2017-01-09	Racing	Perp Games	0.03	0.00	0.00	0.01	0.04	PS4
599	Resident Evil: Umbrella Corps	2016-01-09	Shooter	Capcom	0.00	0.00	0.04	0.00	0.04	PS4
600	Marvel Pinball: Epic Collection Volume 1	2016-01-09	Puzzle	Nighthawk Interactive	0.03	0.00	0.00	0.01	0.04	PS4
601	God Eater Off Shot: Lindow-hen Twin Pack & Animation Vol. 2	2015-01-09	Misc	Namco Bandai Games	0.00	0.00	0.04	0.00	0.04	PS4
602	Infamous: First Light	2014-01-09	Action	Sony Computer Entertainment	0.00	0.03	0.00	0.00	0.03	PS4
603	Raiden V	2017-01-09	Action	UFO Interactive	0.02	0.00	0.00	0.01	0.03	PS4
604	The Peanuts Movie: Snoopy’s Grand Adventure	2015-01-09	Platform	Activision	0.00	0.03	0.00	0.00	0.03	PS4
605	The Dwarves	2016-01-09	Role-Playing	THQ Nordic	0.03	0.00	0.00	0.01	0.03	PS4
606	Dynasty Warriors: Eiketsuden	2016-01-09	Strategy	Tecmo Koei	0.00	0.00	0.03	0.00	0.03	PS4
607	Winning Post 8 2016	2016-01-09	Simulation	Tecmo Koei	0.00	0.00	0.03	0.00	0.03	PS4
608	Dragon’s Dogma Online: Season 2	2016-01-09	Action	Capcom	0.00	0.00	0.03	0.00	0.03	PS4
609	Coven and Labyrinth of Refrain	2017-01-09	Action	Nippon Ichi Software	0.01	0.00	0.01	0.00	0.03	PS4
610	Super Dungeon Bros	2016-01-09	Action	Wired Productions	0.02	0.00	0.00	0.01	0.03	PS4
611	Blade Arcus from Shining EX	2015-01-09	Fighting	Sega	0.00	0.00	0.03	0.00	0.03	PS4
612	Troll and I	2017-01-09	Action	Maximum Games	0.02	0.00	0.00	0.01	0.03	PS4
613	The Pillars of the Earth	2017-01-09	Adventure	Kalypso Media	0.02	0.00	0.00	0.01	0.03	PS4
614	The Lost Child	2017-01-09	Action	Kadokawa Games	0.01	0.00	0.01	0.00	0.03	PS4
615	Romance of the Three Kingdoms 13 with Power-Up Kit	2017-01-09	Misc	Tecmo Koei	0.00	0.00	0.03	0.00	0.03	PS4
616	Koihime Enbu	2016-01-09	Fighting	Yeti	0.00	0.00	0.03	0.00	0.03	PS4
617	Road Rage	2017-01-09	Racing	Maximum Games	0.02	0.00	0.00	0.01	0.03	PS4
618	Winning Post 8 2017	2017-01-09	Misc	Tecmo Koei	0.00	0.00	0.03	0.00	0.03	PS4
619	Dino Dini’s Kick Off Revival	2016-01-09	Sports	Avanquest	0.00	0.02	0.00	0.00	0.03	PS4
620	God Eater Off Shot:Shiou-hen Twin Pack & Animation Vol.5	2016-01-09	Misc	Namco Bandai Games	0.00	0.00	0.03	0.00	0.03	PS4
621	Tumblestone	2016-01-09	Puzzle	Nighthawk Interactive	0.02	0.00	0.00	0.01	0.03	PS4
622	Blackguards 2	2017-01-09	Strategy	Kalypso Media	0.02	0.00	0.00	0.01	0.03	PS4
623	Baja: Edge of Control HD	2017-01-09	Racing	THQ Nordic	0.02	0.00	0.00	0.01	0.03	PS4
624	Crows: Burning Edge	2016-01-09	Action	Namco Bandai Games	0.00	0.00	0.03	0.00	0.03	PS4
625	Geometry Wars 3: Dimensions Evolved	2016-01-09	Action	Activision	0.02	0.00	0.00	0.01	0.03	PS4
626	We Sing (2016)	2016-01-09	Music	THQ Nordic	0.02	0.00	0.00	0.01	0.03	PS4
627	Shin Hayarigami 2	2016-01-09	Adventure	Nippon Ichi Software	0.00	0.00	0.03	0.00	0.03	PS4
628	The Town of Light	2017-01-09	Adventure	Wired Productions	0.02	0.00	0.00	0.01	0.03	PS4
629	OlliOlli: Epic Combo Edition	2016-01-09	Platform	Badland Studio	0.02	0.00	0.00	0.01	0.03	PS4
630	Naruto Shippuden Ultimate Ninja Storm 4: Road to Boruto	2017-01-09	Fighting	Namco Bandai Games	0.00	0.00	0.03	0.00	0.03	PS4
632	Ao no Kanata no Four Rhythm	2017-01-09	Visual Novel	Sprite	0.00	0.00	0.03	0.00	0.03	PS4
633	Zero Escape: Zero Time Dilemma	2017-01-09	Adventure	Aksys Games	0.02	0.00	0.00	0.00	0.03	PS4
634	AereA	2017-01-09	Role-Playing	Soedesco	0.02	0.00	0.00	0.00	0.03	PS4
635	Root Letter	2016-01-09	Visual Novel	PQube	0.00	0.00	0.03	0.00	0.03	PS4
636	ClaDun Sengoku	2017-01-09	Action	NIS America	0.02	0.00	0.00	0.00	0.03	PS4
637	The Girl and the Robot	2017-01-09	Misc	Soedesco	0.02	0.00	0.00	0.00	0.03	PS4
638	Omega Quintet	2014-01-09	Role-Playing	Compile Heart	0.00	0.00	0.02	0.00	0.03	PS4
639	Touhou Kobuto V: Burst Battle	2017-01-09	Shooter	NIS America	0.02	0.00	0.00	0.00	0.03	PS4
640	God Eater Off Shot: Soma Shikkuzaru-hen Twin Pack & Animation Vol.4	2016-01-09	Action	Namco Bandai Games	0.00	0.00	0.02	0.00	0.02	PS4
641	Rugby League Live 3	2015-01-09	Sports	Tru Blu Entertainment	0.00	0.02	0.00	0.00	0.02	PS4
642	Omega Labyrinth Z	2017-01-09	Role-Playing	D3Publisher	0.00	0.00	0.02	0.00	0.02	PS4
643	Lost Sphear	2017-01-09	Role-Playing	Square Enix	0.00	0.00	0.02	0.00	0.02	PS4
644	Superbeat: Xonic	2017-01-09	Music	PM Studios	0.02	0.00	0.00	0.00	0.02	PS4
645	Republique	2016-01-09	Action-Adventure	Gunho Online Entertainment	0.00	0.01	0.01	0.00	0.02	PS4
646	Super Stardust Ultra VR	2016-01-09	Shooter	Sony Interactive Entertainment	0.00	0.02	0.00	0.00	0.02	PS4
647	Redout	2017-01-09	Racing	505 Games	0.02	0.00	0.00	0.00	0.02	PS4
648	Resident Evil: Value Pack	2016-01-09	Action-Adventure	Capcom	0.00	0.00	0.02	0.00	0.02	PS4
649	God Eater Off Shot: Tachibana Sakuya-hen Twin Pack & Animation Vol.7	2016-01-09	Action	Namco Bandai Games	0.00	0.00	0.02	0.00	0.02	PS4
650	PaRappa the Rapper Remastered	2017-01-09	Music	Sony Interactive Entertainment	0.00	0.00	0.02	0.00	0.02	PS4
651	Earth’s Dawn	2016-01-09	Action	Rising Star Games	0.02	0.00	0.00	0.00	0.02	PS4
652	Big Buck Hunter Arcade	2016-01-09	Shooter	GameMill Entertainment	0.02	0.00	0.00	0.00	0.02	PS4
653	Dungeons 2	2016-01-09	Role-Playing	Kalypso Media	0.02	0.00	0.00	0.00	0.02	PS4
654	Tricky Towers	2017-01-09	Puzzle	Soedesco	0.02	0.00	0.00	0.00	0.02	PS4
655	No Heroes Allowed! VR	2017-01-09	Strategy	Sony Interactive Entertainment	0.00	0.00	0.02	0.00	0.02	PS4
656	ArmaGallant: Decks of Destiny	2017-01-09	Strategy	Maximum Games	0.02	0.00	0.00	0.00	0.02	PS4
657	Carmageddon: Max Damage	2016-01-09	Action	Stainless Games	0.02	0.00	0.00	0.00	0.02	PS4
658	Armello	2018-01-09	Strategy	League of Geeks	0.02	0.00	0.00	0.00	0.02	PS4
659	Shaq-Fu: A Legend Reborn	2018-01-09	Action	Wired Productions	0.02	0.00	0.00	0.00	0.02	PS4
660	Patapon Remastered	2017-01-09	Music	Sony Interactive Entertainment	0.00	0.00	0.02	0.00	0.02	PS4
661	Monster Hunter Frontier Z: Beginner’s Package	2016-01-09	Action	Capcom	0.00	0.00	0.02	0.00	0.02	PS4
662	Professional Farmer 2016	2015-01-09	Action	Namco Bandai Games	0.00	0.02	0.00	0.00	0.02	PS4
663	Natsuiro High School: Seishun Hakusho	2015-01-09	Action	D3Publisher	0.00	0.00	0.02	0.00	0.02	PS4
664	The Inner World: The Last Wind Monk	2017-01-09	Puzzle	Kalypso Media	0.02	0.00	0.00	0.00	0.02	PS4
665	SteamWorld Collection	2016-01-09	Misc	Rising Star Games	0.02	0.00	0.00	0.00	0.02	PS4
666	Konoyo no Hate de Koi o Utau Shoujo: Yu-No	2017-01-09	Visual Novel	5pb	0.00	0.00	0.02	0.00	0.02	PS4
667	God Eater Off Shot: Fujiki Kota-hen Twin Pack & Animation Vol.6	2016-01-09	Misc	Namco Bandai Games	0.00	0.00	0.02	0.00	0.02	PS4
668	Genkai Tokki: Castle Panzers	2017-01-09	Role-Playing	Compile Heart	0.00	0.00	0.02	0.00	0.02	PS4
669	Skullgirls: 2nd Encore	2016-01-09	Fighting	Arc System Works	0.00	0.00	0.02	0.00	0.02	PS4
670	This Is The Police	2017-01-09	Simulation	THQ Nordic	0.01	0.00	0.00	0.00	0.02	PS4
671	Rabbids Invasion: The Interactive TV Show	2014-01-09	Misc	Ubisoft	0.00	0.01	0.00	0.00	0.02	PS4
672	FlatOut 4: Total Insanity	2017-01-09	Racing	Bigben Interactive	0.01	0.00	0.00	0.00	0.02	PS4
673	Chaos;Child	2015-01-09	Visual Novel	PQube	0.00	0.00	0.02	0.00	0.02	PS4
674	Touhou Shinhiroku: Urban Legend in Limbo	2016-01-09	Fighting	Mediascape	0.00	0.00	0.02	0.00	0.02	PS4
675	Rogue Trooper: Redux	2017-01-09	Shooter	Rebellion	0.01	0.00	0.00	0.00	0.02	PS4
676	Space Hulk: Deathwing	2015-01-09	Shooter	Focus Home Interactive	0.00	0.01	0.00	0.00	0.02	PS4
677	Pharaonic	2017-01-09	Action	Soedesco	0.01	0.00	0.00	0.00	0.02	PS4
678	White Day	2017-01-09	Action	PQube	0.00	0.01	0.01	0.00	0.02	PS4
679	Torment: Tides of Numenera	2017-01-09	Role-Playing	Techland	0.01	0.00	0.00	0.00	0.01	PS4
680	Let It Die	2017-01-09	Action	GungHo	0.00	0.01	0.01	0.00	0.01	PS4
681	Summer Lesson: Miyamoto Hikari Collection	2017-01-09	Adventure	Namco Bandai Games	0.00	0.00	0.01	0.00	0.01	PS4
682	Raven’s Cry	2015-01-09	Role-Playing	TopWare Interactive	0.00	0.01	0.00	0.00	0.01	PS4
683	New Game! The Challenge Stage!	2017-01-09	Adventure	5pb	0.00	0.00	0.01	0.00	0.01	PS4
684	Hakoniwa Company Works	2017-01-09	Strategy	Nippon Ichi Software	0.00	0.00	0.01	0.00	0.01	PS4
685	DJ Max Respect	2017-01-09	Misc	Arc System Works	0.00	0.00	0.01	0.00	0.01	PS4
686	Battle Worlds: Kronos	2016-01-09	Strategy	Nordic Games	0.01	0.00	0.00	0.00	0.01	PS4
687	Dragon’s Dogma Online: Season 3	2017-01-09	Role-Playing	Capcom	0.00	0.00	0.01	0.00	0.01	PS4
688	Occultic;Nine	2017-01-09	Adventure	5pb	0.00	0.00	0.01	0.00	0.01	PS4
689	Kono Subarashii Sekai ni Shukufuku o! Kono Yokubukai Game ni Shinpan o!	2017-01-09	Adventure	5pb	0.00	0.00	0.01	0.00	0.01	PS4
690	Battle Garegga Rev.2016	2016-01-09	Strategy	M2	0.00	0.00	0.01	0.00	0.01	PS4
691	Yahari Game Demo Ore no Seishun Love-Kome wa Machigatteiru. & Zoku: Oatome Set	2017-01-09	Adventure	5pb	0.00	0.00	0.01	0.00	0.01	PS4
692	Farming 2017 - The Simulation	2016-01-09	Simulation	UIG Entertainment	0.00	0.01	0.00	0.00	0.01	PS4
693	Re:Zero - Kara Hajimeru Isekai Seikatsu - Death or Kiss	2017-01-09	Adventure	5pb	0.00	0.00	0.01	0.00	0.01	PS4
694	Zombie Vikings	2016-01-09	Action	Rising Star Games	0.00	0.01	0.00	0.00	0.01	PS4
695	ATV Renegades	2017-01-09	Racing	Nighthawk Interactive	0.01	0.00	0.00	0.00	0.01	PS4
696	Ziggurat	2016-01-09	Shooter	Soedesco	0.00	0.01	0.00	0.00	0.01	PS4
697	Chaos;Child: Love Chu Chu!!	2017-01-09	Visual Novel	5pb	0.00	0.00	0.01	0.00	0.01	PS4
698	Moto Racer 4	2016-01-09	Racing	PQube	0.01	0.00	0.00	0.00	0.01	PS4
699	LocoRoco Remastered	2017-01-09	Platform	Sony Interactive Entertainment	0.00	0.00	0.01	0.00	0.01	PS4
700	Lock’s Quest	2017-01-09	Strategy	THQ Nordic	0.01	0.00	0.00	0.00	0.01	PS4
701	Gal Gun: Double Peace	2015-01-09	Action	PQube	0.00	0.00	0.01	0.00	0.01	PS4
702	Woodcutter Simulator 2016	2015-01-09	Action	Namco Bandai Games	0.00	0.01	0.00	0.00	0.01	PS4
703	Akiba’s Trip 2+A	2017-01-09	Adventure	Acquire	0.00	0.00	0.01	0.00	0.01	PS4
704	Date-A-Live Twin Edition: Rio Reincarnation	2017-01-09	Adventure	Compile Heart	0.00	0.00	0.01	0.00	0.01	PS4
705	Valhalla Hills	2017-01-09	Strategy	Kalypso Media	0.01	0.00	0.00	0.00	0.01	PS4
706	Deception IV: Blood Ties	2015-01-09	Action	Tecmo Koei	0.00	0.00	0.01	0.00	0.01	PS4
707	One Piece: Unlimited World Red	2017-01-09	Action	Namco Bandai Games	0.00	0.00	0.01	0.00	0.01	PS4
708	Hyper Light Drifter	2017-01-09	Role-Playing	Active Gaming Media	0.00	0.00	0.01	0.00	0.01	PS4
709	Teslagrad	2014-01-09	Platform	Rain Games	0.00	0.01	0.00	0.00	0.01	PS4
710	Darius Burst: Chronicle Saviours	2017-01-09	Action	Kadokawa Games	0.00	0.00	0.01	0.00	0.01	PS4
711	The Escapists: The Walking Dead	2016-01-09	Action	Team17 Software	0.00	0.00	0.00	0.00	0.01	PS4
712	Super Meat Boy	2016-01-09	Platform	Team Meat	0.00	0.00	0.00	0.00	0.01	PS4
1035	Grand Theft Auto V	2014-01-09	Action	Rockstar Games	4.70	3.25	0.01	0.76	8.72	XboxOne
1036	Call of Duty: Black Ops 3	2015-01-09	Shooter	Activision	4.63	2.04	0.02	0.68	7.37	XboxOne
1037	Call of Duty: WWII	2017-01-09	Shooter	Activision	3.75	1.91	0.00	0.57	6.23	XboxOne
1038	Red Dead Redemption 2	2018-01-09	Action-Adventure	Rockstar Games	3.76	1.47	0.00	0.54	5.77	XboxOne
1039	MineCraft	2014-01-09	Misc	Microsoft Studios	3.23	1.71	0.00	0.49	5.43	XboxOne
1040	Call of Duty: Advanced Warfare	2014-01-09	Shooter	Activision	3.25	1.49	0.01	0.48	5.22	XboxOne
1041	Battlefield 1	2016-01-09	Shooter	Electronic Arts	3.37	1.26	0.02	0.48	5.13	XboxOne
1042	Fallout 4	2015-01-09	Role-Playing	Bethesda Softworks	2.94	1.62	0.02	0.45	5.03	XboxOne
1043	Halo 5: Guardians	2015-01-09	Shooter	Microsoft Studios	2.94	1.49	0.03	0.45	4.92	XboxOne
1044	Call of Duty: Infinite Warfare	2016-01-09	Shooter	Activision	2.91	1.44	0.00	0.44	4.79	XboxOne
1045	Star Wars Battlefront (2015)	2015-01-09	Shooter	Electronic Arts	2.49	1.26	0.02	0.38	4.15	XboxOne
1046	Forza Horizon 3	2016-01-09	Racing	Microsoft Studios	1.64	1.96	0.02	0.32	3.93	XboxOne
1047	FIFA 17	2016-01-09	Sports	Electronic Arts	1.04	2.40	0.00	0.27	3.71	XboxOne
1048	Gears of War: Ultimate Edition	2015-01-09	Shooter	Microsoft Studios	2.88	0.37	0.00	0.37	3.62	XboxOne
1049	Assassin’s Creed: Unity	2014-01-09	Action	Ubisoft	2.34	0.90	0.00	0.34	3.58	XboxOne
1050	Halo: The Master Chief Collection	2014-01-09	Shooter	Microsoft Studios	2.06	1.04	0.03	0.31	3.44	XboxOne
1051	Destiny	2014-01-09	Shooter	Activision	2.17	0.92	0.00	0.32	3.41	XboxOne
1052	Gears of War 4	2016-01-09	Shooter	Microsoft Studios	2.17	0.90	0.00	0.32	3.38	XboxOne
1053	FIFA 16	2015-01-09	Sports	EA Sports	0.92	2.10	0.00	0.24	3.25	XboxOne
1054	FIFA 18	2017-01-09	Sports	EA Sports	0.98	1.92	0.00	0.23	3.14	XboxOne
1055	Titanfall	2014-01-09	Shooter	Electronic Arts	1.88	0.91	0.04	0.28	3.11	XboxOne
1056	Call of Duty: Ghosts	2013-01-09	Shooter	Activision	1.92	0.86	0.00	0.28	3.07	XboxOne
1057	Overwatch	2016-01-09	Shooter	Blizzard Entertainment	1.63	0.84	0.00	0.25	2.72	XboxOne
1058	Tom Clancy’s Rainbow Six: Siege	2015-01-09	Shooter	Ubisoft	1.62	0.84	0.00	0.25	2.71	XboxOne
1059	Tom Clancy’s The Division	2016-01-09	Shooter	Ubisoft	1.54	0.82	0.00	0.24	2.59	XboxOne
1060	Assassin’s Creed Origins	2017-01-09	Action	Ubisoft	1.34	0.92	0.00	0.22	2.47	XboxOne
1061	Madden NFL 16	2015-01-09	Sports	EA Sports	2.13	0.08	0.00	0.26	2.47	XboxOne
1062	Madden NFL 17	2016-01-09	Sports	EA Sports	2.14	0.04	0.00	0.26	2.44	XboxOne
1063	NBA 2K16	2015-01-09	Sports	2K Sports	2.01	0.15	0.00	0.25	2.41	XboxOne
1064	Forza Motorsport 5	2013-01-09	Racing	Microsoft Studios	1.28	0.90	0.01	0.21	2.40	XboxOne
1065	Destiny 2	2017-01-09	Shooter	Activision	1.66	0.47	0.00	0.23	2.35	XboxOne
1066	Assassin’s Creed IV: Black Flag	2013-01-09	Action	Ubisoft	1.51	0.59	0.00	0.22	2.32	XboxOne
1067	FIFA 15	2014-01-09	Sports	EA Sports	0.64	1.39	0.00	0.16	2.19	XboxOne
1068	PlayerUnknown’s Battlegrounds	2017-01-09	Shooter	Microsoft Studios	1.29	0.69	0.00	0.20	2.17	XboxOne
1069	Battlefield 4	2013-01-09	Shooter	Electronic Arts	1.26	0.65	0.00	0.19	2.09	XboxOne
1070	NBA 2K17	2016-01-09	Sports	2K Sports	1.70	0.12	0.00	0.21	2.04	XboxOne
1071	Forza Motorsport 6	2015-01-09	Racing	Microsoft Studios	0.90	0.92	0.04	0.16	2.02	XboxOne
1072	NBA 2K18	2017-01-09	Sports	2K Sports	1.67	0.14	0.00	0.21	2.02	XboxOne
1073	Star Wars Battlefront II (2017)	2017-01-09	Shooter	Electronic Arts	1.15	0.59	0.00	0.17	1.92	XboxOne
1074	Madden NFL 18	2017-01-09	Sports	EA Sports	1.63	0.07	0.00	0.20	1.91	XboxOne
1075	The Elder Scrolls V: Skyrim	2016-01-09	Role-Playing	Bethesda Softworks	1.13	0.53	0.00	0.17	1.83	XboxOne
1076	Far Cry 5	2018-01-09	Action	Ubisoft	1.14	0.47	0.00	0.17	1.78	XboxOne
1077	Mortal Kombat X	2015-01-09	Fighting	Warner Bros. Interactive Entertainment	1.34	0.23	0.00	0.18	1.74	XboxOne
1078	NBA 2K15	2014-01-09	Sports	2K Sports	1.39	0.18	0.00	0.18	1.74	XboxOne
1079	The Witcher 3: Wild Hunt	2015-01-09	Role-Playing	Namco Bandai Games	0.97	0.61	0.01	0.15	1.74	XboxOne
1080	Far Cry 4	2014-01-09	Shooter	Ubisoft	0.85	0.68	0.02	0.14	1.68	XboxOne
1081	Watch Dogs	2014-01-09	Action-Adventure	Ubisoft	0.91	0.59	0.00	0.15	1.64	XboxOne
1082	Dead Rising 3	2013-01-09	Action	Microsoft Studios	1.06	0.40	0.01	0.15	1.63	XboxOne
1083	Tom Clancy’s Ghost Recon Wildlands	2017-01-09	Shooter	Ubisoft	0.98	0.48	0.00	0.15	1.61	XboxOne
1084	Madden NFL 15	2014-01-09	Sports	EA Sports	1.34	0.10	0.00	0.17	1.60	XboxOne
1085	Rise of the Tomb Raider	2015-01-09	Adventure	Square Enix	0.61	0.82	0.03	0.12	1.58	XboxOne
1086	Batman: Arkham Knight	2015-01-09	Action	Warner Bros. Interactive Entertainment	0.97	0.46	0.00	0.14	1.58	XboxOne
1087	Forza Motorsport 7	2017-01-09	Racing	Microsoft Studios	0.58	0.81	0.01	0.12	1.52	XboxOne
1088	Dying Light	2015-01-09	Action	Warner Bros. Interactive Entertainment	1.01	0.31	0.01	0.14	1.47	XboxOne
1089	Ryse	2013-01-09	Action	Microsoft Studios	0.84	0.49	0.00	0.13	1.47	XboxOne
1090	Forza Horizon 2	2014-01-09	Racing	Microsoft Studios	0.56	0.79	0.01	0.11	1.46	XboxOne
1091	Doom (2016)	2016-01-09	Shooter	Bethesda Softworks	0.76	0.57	0.00	0.13	1.45	XboxOne
1092	Assassin’s Creed Syndicate	2015-01-09	Action	Ubisoft	0.71	0.61	0.00	0.12	1.44	XboxOne
1093	Middle-Earth: Shadow of Mordor	2014-01-09	Action	Warner Bros. Interactive Entertainment	0.77	0.52	0.01	0.12	1.42	XboxOne
1094	Rocket League	2016-01-09	Sports	505 Games	0.52	0.75	0.00	0.11	1.38	XboxOne
1095	The Elder Scrolls Online	2015-01-09	MMO	Bethesda Softworks	0.86	0.39	0.00	0.13	1.38	XboxOne
1096	Titanfall 2	2016-01-09	Shooter	Electronic Arts	0.88	0.37	0.00	0.13	1.37	XboxOne
1097	Watch Dogs 2	2016-01-09	Action	Ubisoft	0.71	0.53	0.00	0.12	1.35	XboxOne
1098	FIFA Soccer 14	2013-01-09	Sports	EA Sports	0.44	0.78	0.00	0.10	1.31	XboxOne
1099	Destiny: The Taken King	2015-01-09	Shooter	Activision	0.91	0.23	0.00	0.12	1.27	XboxOne
1100	Battlefield: Hardline	2015-01-09	Shooter	Electronic Arts	0.73	0.39	0.01	0.11	1.24	XboxOne
1101	Sunset Overdrive	2014-01-09	Action	Microsoft Studios	0.64	0.42	0.00	0.10	1.16	XboxOne
1102	Middle-Earth: Shadow of War	2017-01-09	Action	Warner Bros. Interactive Entertainment	0.75	0.29	0.00	0.11	1.15	XboxOne
1103	Lego Marvel Super Heroes	2013-01-09	Action	Warner Bros. Interactive Entertainment	0.61	0.44	0.00	0.10	1.15	XboxOne
1104	Final Fantasy XV	2016-01-09	Role-Playing	Square Enix	0.72	0.30	0.01	0.11	1.14	XboxOne
1105	Mafia III	2016-01-09	Action-Adventure	2K Games	0.54	0.48	0.00	0.09	1.11	XboxOne
1106	Diablo III	2014-01-09	Role-Playing	Blizzard Entertainment	0.62	0.32	0.00	0.09	1.04	XboxOne
1107	Just Cause 3	2015-01-09	Action-Adventure	Square Enix	0.52	0.41	0.00	0.09	1.01	XboxOne
1108	Far Cry: Primal	2016-01-09	Action-Adventure	Ubisoft	0.51	0.41	0.00	0.09	1.00	XboxOne
1109	Dragon Age III: Inquisition	2014-01-09	Role-Playing	Electronic Arts	0.63	0.27	0.00	0.09	0.99	XboxOne
1110	Sea of Thieves	2018-01-09	Action-Adventure	Microsoft Studios	0.60	0.27	0.00	0.09	0.96	XboxOne
1111	NBA 2K14	2013-01-09	Sports	2K Sports	0.72	0.12	0.00	0.09	0.94	XboxOne
1112	Monster Hunter: World	2018-01-09	Action	Capcom	0.67	0.17	0.00	0.09	0.93	XboxOne
1113	Injustice 2	2017-01-09	Fighting	Warner Bros. Interactive Entertainment	0.65	0.16	0.00	0.09	0.89	XboxOne
1114	Resident Evil VII: Biohazard	2017-01-09	Action	Capcom	0.51	0.30	0.00	0.08	0.89	XboxOne
1115	For Honor	2017-01-09	Action	Ubisoft	0.57	0.21	0.00	0.08	0.87	XboxOne
1116	Dishonored 2	2016-01-09	Action	Bethesda Softworks	0.47	0.31	0.00	0.08	0.86	XboxOne
1117	Plants vs. Zombies: Garden Warfare 2	2016-01-09	Shooter	Electronic Arts	0.47	0.32	0.00	0.08	0.86	XboxOne
1118	Madden NFL 25	2013-01-09	Sports	EA Sports	0.69	0.06	0.00	0.09	0.83	XboxOne
1119	Metal Gear Solid V: The Phantom Pain	2015-01-09	Action	Konami Digital Entertainment	0.49	0.25	0.02	0.07	0.83	XboxOne
1120	Guitar Hero Live	2015-01-09	Music	Activision	0.52	0.23	0.00	0.08	0.83	XboxOne
1121	Dark Souls III	2016-01-09	Role-Playing	Namco Bandai Games	0.56	0.15	0.00	0.08	0.79	XboxOne
1122	LEGO Jurassic World	2015-01-09	Action	Warner Bros. Interactive Entertainment	0.44	0.27	0.00	0.07	0.78	XboxOne
1123	Rare Replay	2015-01-09	Misc	Microsoft Studios	0.42	0.27	0.01	0.07	0.78	XboxOne
1124	Mass Effect: Andromeda	2017-01-09	Role-Playing	Electronic Arts	0.50	0.20	0.00	0.07	0.78	XboxOne
1125	Minecraft: Story Mode	2015-01-09	Adventure	Mojang	0.46	0.24	0.00	0.07	0.77	XboxOne
1126	Fortnite	2017-01-09	Action	Gearbox Software	0.60	0.09	0.00	0.08	0.77	XboxOne
1127	Quantum Break	2016-01-09	Action	Microsoft Studios	0.42	0.25	0.02	0.07	0.76	XboxOne
1128	Wolfenstein: The New Order	2014-01-09	Shooter	Bethesda Softworks	0.39	0.30	0.00	0.06	0.75	XboxOne
1129	Rock Band 4	2015-01-09	Music	Harmonix Music Systems	0.62	0.05	0.00	0.08	0.75	XboxOne
1130	Need for Speed (2015)	2015-01-09	Racing	Electronic Arts	0.35	0.33	0.00	0.06	0.74	XboxOne
1131	The Sims 4	2017-01-09	Simulation	Electronic Arts	0.42	0.24	0.00	0.07	0.73	XboxOne
1132	Need for Speed: Payback	2017-01-09	Racing	Electronic Arts	0.42	0.24	0.00	0.07	0.73	XboxOne
1133	Dead Rising 4	2016-01-09	Action-Adventure	Microsoft Studios	0.41	0.25	0.00	0.06	0.73	XboxOne
1134	LEGO Dimensions	2015-01-09	Action	Warner Bros. Interactive Entertainment	0.47	0.18	0.00	0.07	0.72	XboxOne
1135	The Crew	2014-01-09	Racing	Ubisoft	0.32	0.34	0.00	0.06	0.71	XboxOne
1136	Plants vs Zombies: Garden Warfare	2014-01-09	Shooter	Electronic Arts	0.39	0.25	0.00	0.06	0.71	XboxOne
1137	Need for Speed Rivals	2013-01-09	Racing	Electronic Arts	0.45	0.19	0.00	0.07	0.70	XboxOne
1138	Wolfenstein II: The New Colossus	2017-01-09	Shooter	Bethesda Softworks	0.45	0.19	0.00	0.07	0.70	XboxOne
1139	The Evil Within	2014-01-09	Misc	Bethesda Softworks	0.36	0.27	0.00	0.06	0.69	XboxOne
1140	LEGO Worlds	2017-01-09	Misc	Warner Bros. Interactive Entertainment	0.28	0.35	0.00	0.05	0.69	XboxOne
1141	Borderlands: The Handsome Collection	2015-01-09	Shooter	2K Games	0.49	0.13	0.00	0.07	0.68	XboxOne
1142	Evolve	2015-01-09	Shooter	2K Games	0.40	0.20	0.00	0.06	0.67	XboxOne
1143	WWE 2K18	2017-01-09	Sports	2K Sports	0.35	0.25	0.00	0.06	0.66	XboxOne
1144	Tomb Raider (2013)	2014-01-09	Action-Adventure	Square Enix	0.38	0.22	0.00	0.06	0.66	XboxOne
1145	The LEGO Movie Videogame	2014-01-09	Action-Adventure	Warner Bros. Interactive Entertainment	0.42	0.17	0.00	0.06	0.65	XboxOne
1146	WWE 2K16	2015-01-09	Sports	Take-Two Interactive	0.34	0.24	0.00	0.06	0.63	XboxOne
1147	Kinect Sports Rivals	2014-01-09	Sports	Microsoft Studios	0.30	0.25	0.02	0.05	0.62	XboxOne
1148	South Park: The Fractured But Whole	2017-01-09	Role-Playing	Ubisoft	0.40	0.17	0.00	0.06	0.62	XboxOne
1149	WWE 2K15	2014-01-09	Sports	2K Sports	0.32	0.23	0.00	0.05	0.61	XboxOne
1150	EA Sports UFC 2	2016-01-09	Sports	EA Sports	0.36	0.19	0.00	0.06	0.61	XboxOne
1151	NHL 17	2016-01-09	Sports	EA Sports	0.52	0.01	0.00	0.06	0.60	XboxOne
1152	Tekken 7	2017-01-09	Fighting	Namco Bandai Games	0.30	0.23	0.00	0.05	0.58	XboxOne
1153	LEGO Marvel Super Heroes 2	2017-01-09	Action	Warner Bros. Interactive Entertainment	0.32	0.20	0.00	0.05	0.57	XboxOne
1154	WWE 2K17	2016-01-09	Sports	2K Games	0.26	0.26	0.00	0.05	0.57	XboxOne
1155	Disney Infinity 2.0: Marvel Super Heroes	2014-01-09	Action-Adventure	Disney Interactive Studios	0.35	0.15	0.00	0.05	0.55	XboxOne
1156	Just Dance 2015	2014-01-09	Music	Ubisoft	0.36	0.13	0.00	0.05	0.54	XboxOne
1157	Dragon Ball Fighter Z	2018-01-09	Fighting	Namco Bandai Games	0.38	0.09	0.00	0.05	0.52	XboxOne
1158	Alien: Isolation	2014-01-09	Adventure	Sega	0.23	0.25	0.00	0.04	0.52	XboxOne
1159	Halo Wars 2	2017-01-09	Strategy	Microsoft Studios	0.31	0.15	0.00	0.05	0.51	XboxOne
1160	NHL 16	2015-01-09	Sports	EA Sports	0.41	0.05	0.00	0.05	0.51	XboxOne
1161	Lego Star Wars: The Force Awakens	2016-01-09	Action-Adventure	Warner Bros. Interactive Entertainment	0.24	0.22	0.00	0.04	0.50	XboxOne
1162	Mad Max (2013)	2015-01-09	Action	Warner Bros. Interactive Entertainment	0.29	0.16	0.00	0.05	0.50	XboxOne
1163	LEGO Marvel’s Avengers	2016-01-09	Action	Warner Bros. Interactive Entertainment	0.26	0.18	0.00	0.04	0.48	XboxOne
1164	Zoo Tycoon (2013)	2013-01-09	Simulation	Microsoft Studios	0.25	0.18	0.00	0.04	0.48	XboxOne
1165	Steep	2016-01-09	Sports	Ubisoft	0.24	0.20	0.00	0.04	0.48	XboxOne
1166	Thief 4	2014-01-09	Action	Square Enix	0.26	0.17	0.00	0.04	0.48	XboxOne
1167	Just Dance 2014	2013-01-09	Music	Ubisoft	0.31	0.12	0.00	0.04	0.48	XboxOne
1168	EA Sports UFC	2014-01-09	Fighting	Electronic Arts	0.30	0.13	0.00	0.04	0.48	XboxOne
1169	BioShock The Collection	2016-01-09	Shooter	2K Games	0.35	0.08	0.00	0.05	0.48	XboxOne
1170	Dragon Ball: Xenoverse 2	2016-01-09	Action	Namco Bandai Games	0.33	0.09	0.00	0.05	0.47	XboxOne
1171	ARK: Survival Evolved	2017-01-09	Action-Adventure	Studio Wildcard	0.30	0.12	0.00	0.04	0.46	XboxOne
1172	Disney Infinity 3.0	2015-01-09	Action	Disney Interactive Studios	0.30	0.12	0.00	0.04	0.46	XboxOne
1173	Prey (2017)	2017-01-09	Shooter	Bethesda Softworks	0.21	0.20	0.00	0.04	0.45	XboxOne
1174	Skylanders: Trap Team	2014-01-09	Platform	Activision	0.34	0.07	0.00	0.04	0.45	XboxOne
1175	Lego Batman 3: Beyond Gotham	2014-01-09	Action	Warner Bros. Interactive Entertainment	0.24	0.17	0.00	0.04	0.44	XboxOne
1176	EA Sports UFC 3	2018-01-09	Sports	EA Sports	0.30	0.10	0.00	0.04	0.44	XboxOne
1177	Rocksmith 2014	2014-01-09	Music	Ubisoft	0.31	0.08	0.00	0.04	0.43	XboxOne
1178	Sniper Elite 3	2014-01-09	Shooter	505 Games	0.27	0.12	0.00	0.04	0.43	XboxOne
1179	Hello Neighbor	2017-01-09	Action	Gearbox Software	0.27	0.11	0.00	0.04	0.42	XboxOne
1180	NHL 15	2014-01-09	Sports	EA Sports	0.32	0.06	0.00	0.04	0.42	XboxOne
1181	Project CARS	2015-01-09	Racing	Bandai Namco Games	0.21	0.16	0.00	0.04	0.41	XboxOne
1182	Destiny: The Collection	2016-01-09	Shooter	Activision	0.25	0.12	0.00	0.04	0.41	XboxOne
1183	Skylanders: SuperChargers	2015-01-09	Action-Adventure	Activision	0.31	0.05	0.00	0.04	0.40	XboxOne
1184	Deus Ex: Mankind Divided	2016-01-09	Role-Playing	Square Enix	0.25	0.11	0.00	0.04	0.39	XboxOne
1185	NHL 18	2017-01-09	Sports	EA Sports	0.32	0.03	0.00	0.04	0.39	XboxOne
1186	The Evil Within II	2017-01-09	Action	Bethesda Softworks	0.25	0.10	0.00	0.04	0.39	XboxOne
1187	Rayman Legends	2014-01-09	Platform	Ubisoft	0.13	0.22	0.00	0.03	0.38	XboxOne
1188	Just Dance 2016	2015-01-09	Music	Ubisoft	0.30	0.04	0.00	0.04	0.38	XboxOne
1189	Skylanders SWAP Force	2013-01-09	Misc	Activision	0.25	0.07	0.00	0.03	0.35	XboxOne
1190	Naruto Shippuden: Ultimate Ninja Storm 4	2016-01-09	Fighting	Namco Bandai Games	0.25	0.07	0.00	0.03	0.35	XboxOne
1191	Dragon Ball: XenoVerse	2015-01-09	Fighting	Namco Bandai Games	0.21	0.11	0.00	0.03	0.35	XboxOne
1192	Marvel vs. Capcom: Infinite	2017-01-09	Fighting	Capcom	0.26	0.05	0.00	0.03	0.34	XboxOne
1193	Just Dance 2017	2016-01-09	Music	Ubisoft	0.25	0.05	0.00	0.03	0.34	XboxOne
1194	The Lego Ninjago Movie Videogame	2017-01-09	Action	Warner Bros. Interactive Entertainment	0.21	0.09	0.00	0.03	0.33	XboxOne
1195	The Crew 2	2018-01-09	Racing	Ubisoft	0.20	0.10	0.00	0.03	0.33	XboxOne
1196	Farming Simulator 17	2016-01-09	Simulation	Focus Home Interactive	0.19	0.11	0.00	0.03	0.33	XboxOne
1197	METRO 2033	2014-01-09	Shooter	Deep Silver	0.15	0.14	0.00	0.03	0.31	XboxOne
1198	Hitman (2016)	2017-01-09	Action	Square Enix	0.20	0.08	0.00	0.03	0.31	XboxOne
1199	LEGO City Undercover	2017-01-09	Platform	Warner Bros. Interactive Entertainment	0.15	0.12	0.00	0.03	0.30	XboxOne
1200	Final Fantasy Type-0	2015-01-09	Role-Playing	Square Enix	0.20	0.07	0.00	0.03	0.30	XboxOne
1201	Sniper Elite 4	2017-01-09	Shooter	Rebellion Developments	0.18	0.09	0.00	0.03	0.30	XboxOne
1202	Sonic Forces	2017-01-09	Platform	Sega	0.15	0.11	0.00	0.03	0.29	XboxOne
1203	Dark Souls II	2015-01-09	Role-Playing	Namco Bandai Games	0.19	0.07	0.00	0.03	0.28	XboxOne
1204	Battleborn	2016-01-09	Shooter	2K Games	0.20	0.05	0.00	0.03	0.28	XboxOne
1205	Rory McIlroy PGA Tour	2015-01-09	Sports	Electronic Arts	0.16	0.09	0.00	0.02	0.28	XboxOne
1206	Assassin’s Creed The Ezio Collection	2016-01-09	Action	Ubisoft	0.13	0.12	0.00	0.02	0.27	XboxOne
1207	LEGO The Hobbit	2014-01-09	Action-Adventure	Warner Bros. Interactive Entertainment	0.13	0.13	0.00	0.02	0.27	XboxOne
1208	Metal Gear Solid: Ground Zeroes	2014-01-09	Action-Adventure	Konami Digital Entertainment	0.13	0.13	0.00	0.02	0.27	XboxOne
1209	Minecraft: Story Mode - Season Two	2017-01-09	Adventure	Telltale Games	0.17	0.08	0.00	0.02	0.27	XboxOne
1210	Skylanders Imaginators	2016-01-09	Platform	Activision	0.19	0.05	0.00	0.03	0.27	XboxOne
1211	Friday the 13th: The Game	2017-01-09	Action	Gun Media	0.21	0.03	0.00	0.03	0.27	XboxOne
1212	ReCore	2016-01-09	Action-Adventure	Microsoft Studios	0.16	0.06	0.01	0.02	0.26	XboxOne
1213	F1 2015	2015-01-09	Racing	Codemasters	0.09	0.15	0.00	0.02	0.25	XboxOne
1214	L.A. Noire	2017-01-09	Adventure	Rockstar Games	0.14	0.09	0.00	0.02	0.25	XboxOne
1215	Trials Fusion	2014-01-09	Racing	Ubisoft	0.12	0.10	0.00	0.02	0.25	XboxOne
1216	Call of Duty: Modern Warfare Remastered	2017-01-09	Shooter	Activision	0.16	0.06	0.00	0.02	0.24	XboxOne
1217	Zumba Fitness: World Party	2013-01-09	Misc	Majesco Entertainment	0.17	0.05	0.00	0.02	0.24	XboxOne
1218	Saints Row IV	2015-01-09	Action	Deep Silver	0.13	0.09	0.00	0.02	0.24	XboxOne
1219	Farming Simulator 2015	2015-01-09	Simulation	Koch Media	0.13	0.09	0.00	0.02	0.24	XboxOne
1220	A Way Out	2018-01-09	Action	Electronic Arts	0.17	0.05	0.00	0.02	0.24	XboxOne
1221	NBA Live 14	2013-01-09	Sports	EA Sports	0.19	0.02	0.00	0.02	0.24	XboxOne
1222	Payday 2	2015-01-09	Shooter	505 Games	0.14	0.07	0.00	0.02	0.23	XboxOne
1223	DiRT 4	2017-01-09	Racing	Codemasters	0.11	0.10	0.00	0.02	0.23	XboxOne
1224	NBA Live 15	2014-01-09	Sports	Electronic Arts	0.18	0.02	0.00	0.02	0.22	XboxOne
1225	F1 2016 (Codemasters)	2016-01-09	Racing	Codemasters	0.09	0.12	0.00	0.02	0.22	XboxOne
1226	Deadpool	2015-01-09	Action	Activision	0.17	0.03	0.00	0.02	0.22	XboxOne
1227	The Amazing Spider-Man 2 (2014)	2014-01-09	Action-Adventure	Activision	0.12	0.08	0.00	0.02	0.22	XboxOne
1228	Kingdom Come: Deliverance	2018-01-09	Role-Playing	Deep Silver	0.14	0.06	0.00	0.02	0.22	XboxOne
1229	Lords of the Fallen	2014-01-09	Role-Playing	Square Enix	0.10	0.10	0.00	0.02	0.22	XboxOne
1230	Super Lucky’s Tale	2017-01-09	Platform	Microsoft Studios	0.13	0.07	0.00	0.02	0.22	XboxOne
1231	DiRT Rally	2016-01-09	Racing	Codemasters	0.12	0.08	0.00	0.02	0.21	XboxOne
1232	Just Dance 2018	2017-01-09	Music	Ubisoft	0.15	0.04	0.00	0.02	0.21	XboxOne
1233	Homefront: The Revolution	2016-01-09	Shooter	Deep Silver	0.10	0.09	0.00	0.02	0.21	XboxOne
1234	State of Decay	2015-01-09	Action-Adventure	Microsoft Studios	0.14	0.05	0.00	0.02	0.21	XboxOne
1235	NBA Live 18	2017-01-09	Sports	EA Sports	0.18	0.00	0.00	0.02	0.21	XboxOne
1236	theHunter: Call of the Wild	2017-01-09	Shooter	Astragon	0.18	0.00	0.00	0.02	0.21	XboxOne
1237	Sleeping Dogs	2014-01-09	Action-Adventure	Square Enix	0.10	0.09	0.00	0.02	0.20	XboxOne
1238	Project CARS 2	2017-01-09	Racing	Namco Bandai Games	0.01	0.18	0.00	0.01	0.20	XboxOne
1239	Batman: Return to Arkham	2016-01-09	Action	Warner Bros. Interactive Entertainment	0.12	0.06	0.00	0.02	0.20	XboxOne
1240	Dishonored	2015-01-09	Action	Bethesda Softworks	0.13	0.05	0.00	0.02	0.19	XboxOne
1241	One Piece: Burning Blood	2016-01-09	Fighting	Namco Bandai Games	0.11	0.07	0.00	0.02	0.19	XboxOne
1242	Fantasia: Music Evolved	2014-01-09	Music	Disney Interactive Studios	0.14	0.03	0.00	0.02	0.19	XboxOne
1243	Mirror’s Edge 2	2016-01-09	Platform	Electronic Arts	0.11	0.06	0.00	0.02	0.19	XboxOne
1245	Naruto to Boruto: Shinobi Striker	2018-01-09	Action	Bandai Namco Games	0.17	0.00	0.00	0.02	0.19	XboxOne
1246	XCOM 2	2016-01-09	Strategy	2K Games	0.15	0.02	0.00	0.02	0.19	XboxOne
1247	F1 2017	2017-01-09	Racing	Koch Media	0.04	0.13	0.00	0.01	0.19	XboxOne
1248	Shape Up	2014-01-09	Sports	Ubisoft	0.08	0.09	0.00	0.01	0.18	XboxOne
1249	Cities: Skylines	2017-01-09	Simulation	Deep Silver	0.13	0.03	0.00	0.02	0.18	XboxOne
1250	Sniper: Ghost Warrior 3	2017-01-09	Shooter	City Interactive	0.11	0.05	0.00	0.02	0.18	XboxOne
1251	Project Spark (Working Title)	2014-01-09	Misc	Microsoft Studios	0.11	0.05	0.00	0.02	0.17	XboxOne
1252	Rush: A Disney Pixar Adventure	2017-01-09	Adventure	Microsoft Studios	0.15	0.00	0.00	0.02	0.17	XboxOne
1253	Fighter Within	2013-01-09	Fighting	Ubisoft	0.08	0.07	0.00	0.01	0.17	XboxOne
1254	Murdered: Soul Suspect	2014-01-09	Action-Adventure	Square Enix	0.08	0.07	0.00	0.01	0.17	XboxOne
1255	Pac-Man Championship Edition 2 + Arcade Game Series	2016-01-09	Action	Namco Bandai Games	0.15	0.00	0.00	0.02	0.16	XboxOne
1256	Angry Birds: Star Wars	2013-01-09	Puzzle	Activision	0.11	0.04	0.00	0.02	0.16	XboxOne
1257	Little Nightmares	2017-01-09	Platform	Namco Bandai Games	0.12	0.03	0.00	0.02	0.16	XboxOne
1258	The Walking Dead: Season One	2014-01-09	Adventure	Telltale Games	0.08	0.06	0.00	0.01	0.16	XboxOne
1259	Wolfenstein: The Old Blood	2015-01-09	Shooter	Bethesda Softworks	0.07	0.07	0.00	0.01	0.15	XboxOne
1260	Pro Evolution Soccer 2015	2014-01-09	Sports	Konami Digital Entertainment	0.04	0.10	0.00	0.01	0.15	XboxOne
1261	Transformer: Rise of the Dark Spark	2014-01-09	Shooter	Activision	0.10	0.03	0.00	0.01	0.15	XboxOne
1262	The Escapists 2	2017-01-09	Action	Sold Out	0.05	0.08	0.00	0.01	0.15	XboxOne
1263	Transformers: Devastation	2015-01-09	Action	Activision	0.10	0.04	0.00	0.01	0.15	XboxOne
1264	Spintires: MudRunner	2017-01-09	Simulation	Focus Home Interactive	0.11	0.02	0.00	0.01	0.15	XboxOne
1265	DmC: Devil May Cry	2015-01-09	Action	Capcom	0.09	0.04	0.00	0.01	0.15	XboxOne
1266	Attack on Titan (KOEI)	2016-01-09	Action	Tecmo Koei	0.06	0.07	0.00	0.01	0.15	XboxOne
1267	Tony Hawk’s Pro Skater 5	2015-01-09	Sports	Activision	0.11	0.02	0.00	0.01	0.14	XboxOne
1268	Naruto Shippuden: Ultimate Ninja Storm Legacy	2017-01-09	Fighting	Namco Bandai Games	0.11	0.02	0.00	0.01	0.14	XboxOne
1269	The Walking Dead: Season Two	2014-01-09	Misc	Telltale Games	0.08	0.05	0.00	0.01	0.14	XboxOne
1270	Resident Evil: Revelations 2	2015-01-09	Action	Capcom	0.10	0.02	0.00	0.01	0.14	XboxOne
1271	Dishonored: Death of the Outsider	2017-01-09	Action	Bethesda Softworks	0.07	0.06	0.00	0.01	0.14	XboxOne
1272	Ultimate Marvel vs. Capcom 3	2017-01-09	Fighting	Capcom	0.12	0.00	0.00	0.01	0.14	XboxOne
1273	The Elder Scrolls Online: Morrowind	2017-01-09	MMO	Bethesda Softworks	0.09	0.03	0.00	0.01	0.14	XboxOne
1274	Hasbro Family Fun Pack	2015-01-09	Misc	Ubisoft	0.10	0.02	0.00	0.01	0.13	XboxOne
1275	Rocksmith 2014 Edition Remastered	2016-01-09	Music	Ubisoft	0.12	0.00	0.00	0.01	0.13	XboxOne
1276	Song of the Deep	2016-01-09	Action	Insomniac Games	0.12	0.00	0.00	0.01	0.13	XboxOne
1277	NBA Live 16	2015-01-09	Sports	EA Sports	0.11	0.01	0.00	0.01	0.13	XboxOne
1278	Outlast Trinity	2017-01-09	Action	Warner Bros. Interactive Entertainment	0.10	0.02	0.00	0.01	0.13	XboxOne
1279	Sonic Mania	2017-01-09	Platform	Sega	0.09	0.03	0.00	0.01	0.13	XboxOne
1280	Dead by Daylight	2017-01-09	Action	505 Games	0.08	0.03	0.00	0.01	0.12	XboxOne
1281	Darksiders III	2018-01-09	Action	THQ Nordic	0.11	0.00	0.00	0.01	0.12	XboxOne
1282	Vampyr	2018-01-09	Role-Playing	Focus Home Interactive	0.07	0.04	0.00	0.01	0.12	XboxOne
1283	The Walking Dead - The Telltale Series: A New Frontier	2017-01-09	Adventure	Warner Bros. Interactive Entertainment	0.10	0.01	0.00	0.01	0.12	XboxOne
1284	NASCAR Heat 2	2017-01-09	Racing	505 Games	0.11	0.00	0.00	0.01	0.12	XboxOne
1285	Life is Strange	2016-01-09	Adventure	Square Enix	0.08	0.03	0.00	0.01	0.12	XboxOne
1286	Wolfenstein The Two Pack	2017-01-09	Shooter	Bethesda Softworks	0.11	0.00	0.00	0.01	0.12	XboxOne
1287	The Surge	2017-01-09	Action	Koch Media	0.07	0.04	0.00	0.01	0.12	XboxOne
1288	Naruto Shippuden Ultimate Ninja Storm 4: Road to Boruto	2017-01-09	Fighting	Namco Bandai Games	0.11	0.00	0.00	0.01	0.12	XboxOne
1289	Pro Evolution Soccer 2016	2015-01-09	Sports	Konami Digital Entertainment	0.05	0.06	0.00	0.01	0.12	XboxOne
1290	Pro Evolution Soccer 2018	2017-01-09	Sports	Konami Digital Entertainment	0.06	0.05	0.00	0.01	0.12	XboxOne
1291	7 Days to Die	2016-01-09	Action	Telltale Games	0.09	0.02	0.00	0.01	0.12	XboxOne
1292	Zombie Army Trilogy	2015-01-09	Shooter	Rebellion Developments	0.05	0.05	0.00	0.01	0.12	XboxOne
1293	Prototype: Biohazard Bundle	2016-01-09	Action	Activision	0.10	0.00	0.00	0.01	0.11	XboxOne
1294	Ride	2015-01-09	Racing	Milestone S.r.l.	0.05	0.05	0.00	0.01	0.11	XboxOne
1295	Agents of Mayhem	2017-01-09	Action	Deep Silver	0.07	0.03	0.00	0.01	0.11	XboxOne
1296	Metal Gear Solid V: The Definitive Experience	2016-01-09	Action	Konami Digital Entertainment	0.10	0.00	0.00	0.01	0.11	XboxOne
1297	Killer Instinct (2013)	2014-01-09	Fighting	Microsoft Studios	0.07	0.03	0.00	0.01	0.11	XboxOne
1298	MXGP 2	2016-01-09	Racing	Milestone S.r.l.	0.07	0.02	0.00	0.01	0.10	XboxOne
1299	NASCAR Heat Evolution	2016-01-09	Racing	Dusenberry Martin Racing	0.09	0.00	0.00	0.01	0.10	XboxOne
1300	TrackMania Turbo	2016-01-09	Racing	Ubisoft	0.05	0.04	0.00	0.01	0.10	XboxOne
1301	Divinity: Original Sin	2015-01-09	Role-Playing	Focus Home Interactive	0.06	0.03	0.00	0.01	0.10	XboxOne
1302	Dead or Alive 5	2015-01-09	Fighting	Tecmo Koei	0.05	0.03	0.01	0.01	0.10	XboxOne
1303	Pro Evolution Soccer 2017	2016-01-09	Sports	Konami Digital Entertainment	0.05	0.03	0.00	0.01	0.10	XboxOne
1304	Resident Evil Zero	2016-01-09	Action-Adventure	Capcom	0.07	0.02	0.00	0.01	0.10	XboxOne
1305	Sword Art Online: Fatal Bullet	2018-01-09	Role-Playing	Namco Bandai Games	0.09	0.00	0.00	0.01	0.10	XboxOne
1306	Yooka-Laylee	2017-01-09	Platform	Sold Out	0.05	0.04	0.00	0.01	0.10	XboxOne
1307	Real Farm	2017-01-09	Simulation	Soedesco	0.08	0.00	0.00	0.01	0.10	XboxOne
1308	We Happy Few	2018-01-09	Action-Adventure	Gearbox Software	0.07	0.01	0.00	0.01	0.09	XboxOne
1309	Duke Nukem 3D: 20th Anniversary World Tour	2016-01-09	Shooter	Gearbox Software	0.08	0.00	0.00	0.01	0.09	XboxOne
1310	The Wolf Among Us	2014-01-09	Adventure	Telltale Games	0.06	0.02	0.00	0.01	0.09	XboxOne
1311	Attack on Titan 2	2018-01-09	Action	Koei Tecmo	0.08	0.00	0.00	0.01	0.09	XboxOne
1312	Rugby 15	2015-01-09	Sports	Bigben Interactive	0.03	0.05	0.00	0.01	0.09	XboxOne
1313	MXGP 3: The Official Motocross Videogame	2017-01-09	Racing	Milestone	0.06	0.02	0.00	0.01	0.09	XboxOne
1314	Bladestorm: Nightmare	2015-01-09	Action	Tecmo Koei	0.06	0.02	0.00	0.01	0.08	XboxOne
1315	Monster Energy Supercross - The Official Videogame	2018-01-09	Racing	Milestone S.r.l.	0.08	0.00	0.00	0.01	0.08	XboxOne
1316	America’s Greatest Game Shows: Wheel of Fortune & Jeopardy!	2017-01-09	Misc	Ubisoft	0.08	0.00	0.00	0.01	0.08	XboxOne
1317	Dead Island Definitive Collection	2016-01-09	Action	Deep Silver	0.05	0.03	0.00	0.01	0.08	XboxOne
1318	Ride 2	2016-01-09	Racing	Milestone S.r.l	0.06	0.01	0.00	0.01	0.08	XboxOne
1319	Elite: Dangerous	2017-01-09	Simulation	Frontier Developments	0.07	0.00	0.00	0.01	0.08	XboxOne
1320	Just Dance: Disney Party 2	2015-01-09	Music	Ubisoft	0.06	0.01	0.00	0.01	0.08	XboxOne
1321	Bulletstorm: Full Clip Edition	2017-01-09	Shooter	Gearbox Software	0.06	0.01	0.00	0.01	0.08	XboxOne
1322	Micro Machines: World Series	2017-01-09	Racing	Codemasters	0.02	0.05	0.00	0.01	0.08	XboxOne
1323	Darksiders II	2015-01-09	Action-Adventure	Nordic Games	0.05	0.03	0.00	0.01	0.08	XboxOne
1324	Sherlock Holmes: Crimes & Punishments	2014-01-09	Adventure	Focus Home Interactive	0.03	0.04	0.00	0.01	0.08	XboxOne
1325	Toy Soldiers: War Chest	2015-01-09	Action	Ubisoft	0.07	0.00	0.00	0.01	0.08	XboxOne
1326	BlazBlue: Chrono Phantasma Extend	2015-01-09	Fighting	PQube	0.06	0.01	0.00	0.01	0.08	XboxOne
1327	Metal Gear Survive	2018-01-09	Action	Konami Digital Entertainment	0.05	0.01	0.00	0.01	0.08	XboxOne
1328	The Golf Club	2015-01-09	Sports	Ravenscourt	0.07	0.00	0.00	0.01	0.07	XboxOne
1329	Batman: A Telltale Game Series	2016-01-09	Adventure	Telltale Games	0.06	0.01	0.00	0.01	0.07	XboxOne
1330	Constructor HD	2017-01-09	Strategy	System 3	0.07	0.00	0.00	0.01	0.07	XboxOne
1331	Teenage Mutant Ninja Turtles: Mutants in Manhattan	2016-01-09	Action	Activision	0.05	0.01	0.00	0.01	0.07	XboxOne
1332	Valentino Rossi: The Game	2016-01-09	Racing	Namco Bandai Games	0.05	0.02	0.00	0.01	0.07	XboxOne
1333	Disneyland Adventures	2017-01-09	Action-Adventure	Microsoft Studios	0.05	0.01	0.00	0.01	0.07	XboxOne
1334	Dynasty Warriors 8: Empires	2014-01-09	Action	Tecmo Koei	0.04	0.02	0.00	0.01	0.07	XboxOne
1335	Resident Evil 6	2016-01-09	Shooter	Capcom	0.06	0.00	0.00	0.01	0.07	XboxOne
1336	Ghostbusters (2016)	2016-01-09	Action	Activision	0.06	0.00	0.00	0.01	0.07	XboxOne
1337	R.B.I. Baseball 2017	2017-01-09	Sports	MLB.com	0.06	0.00	0.00	0.01	0.07	XboxOne
1338	Aven Colony	2017-01-09	Strategy	Sold Out	0.06	0.00	0.00	0.01	0.06	XboxOne
1339	Adventure Time: Finn & Jake Investigations	2015-01-09	Action	Little Orbit	0.04	0.02	0.00	0.01	0.06	XboxOne
1340	Atari Flashback Classics: Volume 1	2016-01-09	Misc	Atari	0.06	0.00	0.00	0.01	0.06	XboxOne
1341	MotoGP 17	2017-01-09	Racing	Koch Media	0.04	0.02	0.00	0.01	0.06	XboxOne
1342	Wasteland 2	2015-01-09	Role-Playing	Deep Silver	0.05	0.01	0.00	0.01	0.06	XboxOne
1343	MX vs ATV Supercross Encore 2017 Track Edition	2017-01-09	Racing	THQ Nordic	0.05	0.00	0.00	0.01	0.06	XboxOne
1344	Cartoon Network Battle Crashers	2016-01-09	Action	Maximum Games	0.05	0.01	0.00	0.01	0.06	XboxOne
1345	Hasbro Family Fun Pack Conquest Edition	2016-01-09	Misc	Ubisoft	0.05	0.00	0.00	0.01	0.06	XboxOne
1346	Sherlock Holmes: The Devil’s Daughter	2016-01-09	Adventure	Bigben Interactive	0.05	0.00	0.00	0.01	0.06	XboxOne
1347	MX vs. ATV Supercross Encore	2015-01-09	Sports	Nordic Games	0.05	0.00	0.00	0.01	0.06	XboxOne
1348	Killing Floor 2Ê	2017-01-09	Shooter	Tripwire Interactive	0.05	0.00	0.00	0.01	0.06	XboxOne
1349	R.B.I. Baseball 2016	2016-01-09	Sports	MLB.com	0.05	0.00	0.00	0.01	0.06	XboxOne
1350	Okami	2017-01-09	Action	Capcom	0.05	0.00	0.00	0.01	0.06	XboxOne
1351	Rapala Fishing Pro Series	2017-01-09	Simulation	GameMill	0.05	0.00	0.00	0.01	0.06	XboxOne
1352	Arslan: The Warriors of Legend	2016-01-09	Action	Tecmo Koei	0.05	0.00	0.00	0.01	0.06	XboxOne
1353	Golf Club 2	2017-01-09	Sports	Maximum Games	0.05	0.00	0.00	0.01	0.06	XboxOne
1354	Mark McMorris Infinite Air	2016-01-09	Sports	Maximum Games	0.05	0.00	0.00	0.01	0.06	XboxOne
1355	Atari Flashback Classics: Volume 2	2016-01-09	Misc	Atari	0.05	0.00	0.00	0.01	0.06	XboxOne
1356	Hunting Simulator	2017-01-09	Shooter	Bigben Interactive	0.05	0.00	0.00	0.01	0.06	XboxOne
1357	Styx: Shards of Darknes	2017-01-09	Action	Focus Home Interactive	0.05	0.00	0.00	0.01	0.06	XboxOne
1358	Marvel’s Guardians of the Galaxy: The Telltale Series	2017-01-09	Adventure	Warner Bros. Interactive Entertainment	0.05	0.00	0.00	0.01	0.05	XboxOne
1359	Baja: Edge of Control HD	2017-01-09	Racing	THQ Nordic	0.05	0.00	0.00	0.01	0.05	XboxOne
1360	Agatha Christie’s The ABC Murders	2016-01-09	Adventure	Microids	0.04	0.00	0.00	0.01	0.05	XboxOne
1361	Brothers: A Tale of Two Sons	2015-01-09	Adventure	505 Games	0.04	0.01	0.00	0.01	0.05	XboxOne
1362	The Walking Dead: A Telltale Series Collection	2017-01-09	Adventure	Warner Bros. Interactive Entertainment	0.05	0.00	0.00	0.01	0.05	XboxOne
1363	Rugby 18	2017-01-09	Sports	Koch Media	0.04	0.00	0.00	0.01	0.05	XboxOne
1364	Has-Been Heroes	2017-01-09	Action	GameTrust	0.04	0.00	0.00	0.01	0.05	XboxOne
1365	Deformers	2017-01-09	Action	Ready at Dawn	0.04	0.00	0.00	0.01	0.05	XboxOne
1366	Extinction	2018-01-09	Action	Maximum Games	0.04	0.00	0.00	0.01	0.05	XboxOne
1367	Resident Evil 4 HD	2016-01-09	Action-Adventure	Capcom	0.04	0.00	0.00	0.01	0.05	XboxOne
1368	The Technomancer	2016-01-09	Role-Playing	Focus Home Interactive	0.03	0.02	0.00	0.00	0.05	XboxOne
1369	Cars 3: Driven to Win	2017-01-09	Racing	Warner Bros. Interactive Entertainment	0.04	0.00	0.00	0.01	0.05	XboxOne
1370	Pillars of Eternity	2017-01-09	Role-Playing	Paradox InteractiveÊ	0.04	0.00	0.00	0.01	0.05	XboxOne
1371	Just Sing	2016-01-09	Music	Ubisoft	0.04	0.00	0.00	0.01	0.05	XboxOne
1372	Mighty No. 9	2016-01-09	Platform	Deep Silver	0.04	0.00	0.00	0.01	0.05	XboxOne
1373	Batman: The Enemy Within	2017-01-09	Adventure	Telltale Games	0.04	0.00	0.00	0.01	0.05	XboxOne
1374	WRC 7	2017-01-09	Racing	Bigben Interactive	0.04	0.00	0.00	0.01	0.05	XboxOne
1375	King’s Quest: The Complete Collection	2016-01-09	Adventure	Activision	0.04	0.00	0.00	0.01	0.05	XboxOne
1376	Marvel Pinball: Epic Collection Volume 1	2016-01-09	Puzzle	Nighthawk Interactive	0.04	0.00	0.00	0.01	0.05	XboxOne
1377	Road Rage	2017-01-09	Racing	Maximum Games	0.04	0.00	0.00	0.00	0.04	XboxOne
1378	Dragon’s Dogma	2017-01-09	Role-Playing	Capcom	0.04	0.00	0.00	0.00	0.04	XboxOne
1379	Deer Hunter Reloaded	2017-01-09	Shooter	GameMill Entertainment	0.04	0.00	0.00	0.00	0.04	XboxOne
1380	Overcooked	2016-01-09	Action	Sold Out	0.04	0.00	0.00	0.00	0.04	XboxOne
1381	Resident Evil 5 HD	2016-01-09	Action	Capcom	0.04	0.00	0.00	0.00	0.04	XboxOne
1382	Darksiders: Warmastered Edition	2016-01-09	Action-Adventure	THQ Nordic	0.04	0.00	0.00	0.00	0.04	XboxOne
1383	Valkyria: Azure Revolution	2017-01-09	Role-Playing	Deep Silver	0.04	0.00	0.00	0.00	0.04	XboxOne
1384	Game of Thrones (Telltale)	2015-01-09	Adventure	Telltale Games	0.04	0.00	0.00	0.00	0.04	XboxOne
1385	Terraria	2014-01-09	Action	505 Games	0.00	0.04	0.00	0.00	0.04	XboxOne
1386	Elex	2017-01-09	Role-Playing	THQ Nordic	0.04	0.00	0.00	0.00	0.04	XboxOne
1387	Battle Chasers: Nightwar	2017-01-09	Role-Playing	THQ Nordic	0.04	0.00	0.00	0.00	0.04	XboxOne
1388	Don’t Starve	2018-01-09	Adventure	505 Games	0.04	0.00	0.00	0.00	0.04	XboxOne
1389	Dead Rising 2	2016-01-09	Action	Capcom	0.03	0.00	0.00	0.00	0.04	XboxOne
1390	Don Bradman Cricket 14	2015-01-09	Sports	Tru Blu Entertainment	0.00	0.04	0.00	0.00	0.04	XboxOne
1391	Monster Jam: Crush It	2016-01-09	Racing	GameMill	0.03	0.00	0.00	0.00	0.04	XboxOne
1392	Shadow Warrior (2013)	2014-01-09	Shooter	Devolver Digital	0.00	0.04	0.00	0.00	0.04	XboxOne
1393	Dead Alliance	2017-01-09	Shooter	Maximum Games	0.03	0.00	0.00	0.00	0.04	XboxOne
1394	Warriors Orochi 3	2014-01-09	Action	Tecmo Koei	0.01	0.03	0.00	0.00	0.04	XboxOne
1395	Dead Rising	2016-01-09	Action	Capcom	0.03	0.00	0.00	0.00	0.04	XboxOne
1396	Sine Mora	2017-01-09	Action	THQ Nordic	0.03	0.00	0.00	0.00	0.04	XboxOne
1397	WRC 6	2016-01-09	Racing	PQube	0.03	0.00	0.00	0.00	0.03	XboxOne
1398	Black Mirror	2017-01-09	Adventure	THQ Nordic	0.03	0.00	0.00	0.00	0.03	XboxOne
1399	Pure Farming 2018	2018-01-09	Simulation	Techland	0.03	0.00	0.00	0.00	0.03	XboxOne
1400	MotoGP 15	2015-01-09	Racing	Milestone S.r.l.	0.00	0.03	0.00	0.00	0.03	XboxOne
1401	Raid: World War II	2017-01-09	Shooter	505 Games	0.03	0.00	0.00	0.00	0.03	XboxOne
1402	Carmageddon: Max Damage	2016-01-09	Action	Stainless Games	0.02	0.01	0.00	0.00	0.03	XboxOne
1403	INSIDE / LIMBO Double Pack	2017-01-09	Platform	505 Games	0.03	0.00	0.00	0.00	0.03	XboxOne
1404	Warhammer: The End Times - Vermintide	2016-01-09	Action	Games Workshop	0.03	0.00	0.00	0.00	0.03	XboxOne
1405	Stardew Valley	2017-01-09	Simulation	505 Games	0.02	0.00	0.00	0.00	0.03	XboxOne
1406	Ben 10 (2017)	2017-01-09	Action	Outright Games	0.02	0.00	0.00	0.00	0.03	XboxOne
1407	The Pillars of the Earth	2017-01-09	Adventure	Kalypso Media	0.02	0.00	0.00	0.00	0.03	XboxOne
1408	Rime	2017-01-09	Adventure	Grey Box	0.02	0.00	0.00	0.00	0.03	XboxOne
1409	Worms: WMD	2016-01-09	Strategy	Team17 Digital Ltd	0.02	0.00	0.00	0.00	0.02	XboxOne
1410	Syberia III	2017-01-09	Adventure	Microids	0.02	0.00	0.00	0.00	0.02	XboxOne
1411	Moto Racer 4	2016-01-09	Racing	PQube	0.02	0.00	0.00	0.00	0.02	XboxOne
1412	Rugby League Live 4	2017-01-09	Sports	Tru Blu Entertainment	0.00	0.02	0.00	0.00	0.02	XboxOne
1413	ABZU	2017-01-09	Adventure	505 Games	0.02	0.00	0.00	0.00	0.02	XboxOne
1414	Pharaonic	2017-01-09	Action	Soedesco	0.02	0.00	0.00	0.00	0.02	XboxOne
1415	Geometry Wars 3: Dimensions Evolved	2016-01-09	Action	Activision	0.02	0.00	0.00	0.00	0.02	XboxOne
1416	Resident Evil: Revelations	2017-01-09	Action	Capcom	0.02	0.00	0.00	0.00	0.02	XboxOne
1417	Broken Sword 5: The Serpent’s Curse	2015-01-09	Adventure	Revolution Software	0.00	0.02	0.00	0.00	0.02	XboxOne
1418	Rugby World Cup 2015	2015-01-09	Sports	Big Ben Interactive	0.00	0.02	0.00	0.00	0.02	XboxOne
1419	The Crew: Wild Run	2015-01-09	Racing	Ubisoft	0.00	0.02	0.00	0.00	0.02	XboxOne
1420	Prison Architect	2016-01-09	Simulation	Introversion Software	0.02	0.00	0.00	0.00	0.02	XboxOne
1421	The Dwarves	2016-01-09	Role-Playing	THQ Nordic	0.02	0.00	0.00	0.00	0.02	XboxOne
1422	Big Buck Hunter Arcade	2017-01-09	Shooter	GameMill	0.02	0.00	0.00	0.00	0.02	XboxOne
1423	Redout	2017-01-09	Racing	505 Games	0.02	0.00	0.00	0.00	0.02	XboxOne
1424	Troll and I	2017-01-09	Action	Maximum Games	0.02	0.00	0.00	0.00	0.02	XboxOne
1425	Portal Knights	2017-01-09	Role-Playing	505 Games	0.02	0.00	0.00	0.00	0.02	XboxOne
1426	Shaq-Fu: A Legend Reborn	2018-01-09	Action	Wired Productions	0.02	0.00	0.00	0.00	0.02	XboxOne
1427	Psycho-Pass	2014-01-09	Visual Novel	5pb	0.00	0.00	0.02	0.00	0.02	XboxOne
1428	Tropico 5	2016-01-09	Simulation	Kalypso Media	0.02	0.00	0.00	0.00	0.02	XboxOne
1429	Back to the Future: The Game	2015-01-09	Adventure	Telltale Games	0.00	0.02	0.00	0.00	0.02	XboxOne
1430	Saints Row: Gat out of Hell	2015-01-09	Action	Deep Silver	0.00	0.02	0.00	0.00	0.02	XboxOne
1431	Mega Man Legacy Collection 2	2017-01-09	Action	Capcom	0.02	0.00	0.00	0.00	0.02	XboxOne
1432	Dungeons 3	2017-01-09	Strategy	Kalypso Media	0.02	0.00	0.00	0.00	0.02	XboxOne
1433	Blackguards 2	2017-01-09	Strategy	Kalypso Media	0.02	0.00	0.00	0.00	0.02	XboxOne
1434	Rogue Trooper: Redux	2017-01-09	Shooter	Rebellion	0.02	0.00	0.00	0.00	0.02	XboxOne
1435	Vikings: Wolves of Midgard	2017-01-09	Action	Kalypso Media	0.01	0.00	0.00	0.00	0.02	XboxOne
1436	The Inner World: The Last Wind Monk	2017-01-09	Puzzle	Kalypso Media	0.01	0.00	0.00	0.00	0.02	XboxOne
1437	Assetto Corsa	2016-01-09	Racing	505 Games	0.00	0.01	0.00	0.00	0.02	XboxOne
1438	Le Tour de France 2017	2017-01-09	Simulation	Focus Home Interactive	0.00	0.01	0.00	0.00	0.02	XboxOne
1439	Lock’s Quest	2017-01-09	Strategy	THQ Nordic	0.01	0.00	0.00	0.00	0.02	XboxOne
1440	WRC 5: FIA World Rally Championship	2015-01-09	Racing	Bigben Interactive	0.00	0.01	0.00	0.00	0.02	XboxOne
1441	FlatOut 4: Total Insanity	2017-01-09	Racing	Bigben Interactive	0.01	0.00	0.00	0.00	0.01	XboxOne
1442	Shadow Tactics: Blades of the Shogun	2017-01-09	Strategy	Kalypso Media	0.01	0.00	0.00	0.00	0.01	XboxOne
1443	The Town of Light	2017-01-09	Adventure	THQ Nordic	0.01	0.00	0.00	0.00	0.01	XboxOne
1444	Goat Simulator	2016-01-09	Simulation	Koch Media	0.00	0.01	0.00	0.00	0.01	XboxOne
1445	Rugby League Live 3	2015-01-09	Sports	Tru Blu Entertainment	0.00	0.01	0.00	0.00	0.01	XboxOne
1446	Assassin’s Creed Chronicles	2016-01-09	Action	Ubisoft	0.00	0.01	0.00	0.00	0.01	XboxOne
1447	SŽbastien Loeb Rally Evo	2016-01-09	Racing	Milestone S.r.l	0.00	0.01	0.00	0.00	0.01	XboxOne
1448	Rugby Challenge 3	2016-01-09	Sports	Alternative Software	0.00	0.01	0.00	0.00	0.01	XboxOne
1449	Rabbids Invasion: The Interactive TV Show	2014-01-09	Misc	Ubisoft	0.00	0.01	0.00	0.00	0.01	XboxOne
1450	ZombiU	2016-01-09	Action	Ubisoft	0.00	0.01	0.00	0.00	0.01	XboxOne
1451	This War of Mine	2016-01-09	Action	11 bit studios	0.00	0.01	0.00	0.00	0.01	XboxOne
1452	Battle Worlds: Kronos	2016-01-09	Strategy	Nordic Games	0.01	0.00	0.00	0.00	0.01	XboxOne
1453	ScreamRide	2015-01-09	Simulation	Microsoft Studios	0.00	0.01	0.00	0.00	0.01	XboxOne
1454	Torment: Tides of Numenera	2017-01-09	Role-Playing	Techland	0.01	0.00	0.00	0.00	0.01	XboxOne
1455	Ziggurat	2016-01-09	Shooter	Soedesco	0.00	0.01	0.00	0.00	0.01	XboxOne
1456	ATV Renegades	2017-01-09	Racing	Nighthawk Interactive	0.00	0.00	0.00	0.00	0.01	XboxOne
1457	This Is The Police	2017-01-09	Simulation	THQ Nordic	0.00	0.00	0.00	0.00	0.01	XboxOne

glimpse(clean5)

## Rows: 1,131
## Columns: 10
## $ game          <fct> Grand Theft Auto V, Call of Duty: Black Ops 3, Red Dead ~
## $ year          <date> 2014-01-09, 2015-01-09, 2018-01-09, 2017-01-09, 2017-01~
## $ genre         <fct> Action, Shooter, Action-Adventure, Shooter, Sports, Spor~
## $ publisher     <fct> Rockstar Games, Activision, Rockstar Games, Activision, ~
## $ north_america <dbl> 6.06, 6.18, 5.26, 4.67, 1.27, 1.26, 4.49, 3.64, 3.11, 2.~
## $ europe        <dbl> 9.71, 6.05, 6.21, 6.21, 8.64, 7.95, 3.93, 3.39, 3.83, 3.~
## $ japan         <dbl> 0.60, 0.41, 0.21, 0.40, 0.15, 0.12, 0.21, 0.32, 0.19, 0.~
## $ rest_of_world <dbl> 3.02, 2.44, 2.26, 2.12, 1.73, 1.61, 1.70, 1.41, 1.36, 1.~
## $ global        <dbl> 19.39, 15.09, 13.94, 13.40, 11.80, 10.94, 10.33, 8.76, 8~
## $ console       <fct> PS4, PS4, PS4, PS4, PS4, PS4, PS4, PS4, PS4, PS4, PS4, P~

E. Filtering Data games using “deplyr” package

clean6<-clean5 %>%
  select(game,north_america,europe,japan,rest_of_world,global) %>%
  filter(north_america!=0.00 & europe!=0.00 & japan!=0.00 & rest_of_world!=0.00 & global!=0.00)

clean6 %>%
  kable()%>%
  kable_styling()

game	north_america	europe	japan	rest_of_world	global
Grand Theft Auto V	6.06	9.71	0.60	3.02	19.39
Call of Duty: Black Ops 3	6.18	6.05	0.41	2.44	15.09
Red Dead Redemption 2	5.26	6.21	0.21	2.26	13.94
Call of Duty: WWII	4.67	6.21	0.40	2.12	13.40
FIFA 18	1.27	8.64	0.15	1.73	11.80
FIFA 17	1.26	7.95	0.12	1.61	10.94
Uncharted (PS4)	4.49	3.93	0.21	1.70	10.33
Spider-Man (PS4)	3.64	3.39	0.32	1.41	8.76
Call of Duty: Infinite Warfare	3.11	3.83	0.19	1.36	8.48
Fallout 4	2.91	3.97	0.27	1.34	8.48
FIFA 16	1.15	5.77	0.07	1.23	8.22
Star Wars Battlefront 2015	3.31	3.19	0.23	1.30	8.03
Call of Duty: Advanced Warfare	2.84	3.34	0.14	1.22	7.53
Battlefield 1	2.20	3.65	0.29	1.12	7.26
The Last of Us	2.70	2.86	0.11	1.10	6.77
MineCraft	1.89	3.13	0.35	0.96	6.33
FIFA 15	0.83	4.49	0.05	0.94	6.32
God of War (PS4)	2.83	2.17	0.13	1.02	6.15
Horizon: Zero Dawn	2.20	2.43	0.28	0.92	5.82
Destiny	2.53	2.13	0.16	0.94	5.76
Uncharted: The Nathan Drake Collection	2.55	2.11	0.10	0.94	5.70
The Witcher 3: Wild Hunt	1.48	2.82	0.28	0.81	5.39
Final Fantasy XV	1.81	1.53	1.05	0.68	5.07
Crash Bandicoot N. Sane Trilogy	1.09	2.92	0.07	0.74	4.83
Monster Hunter: World	1.03	1.06	2.17	0.42	4.67
Overwatch	1.84	1.80	0.17	0.73	4.54
Star Wars Battlefront II (2017)	1.70	1.99	0.12	0.73	4.53
Tom Clancy’s The Division	1.49	2.04	0.16	0.69	4.37
Tom Clancy’s Rainbow Six: Siege	1.29	2.06	0.36	0.64	4.36
Watch Dogs	1.40	2.13	0.11	0.68	4.32
Call of Duty: Ghosts	1.79	1.64	0.05	0.69	4.17
Assassin’s Creed: Unity	1.25	2.16	0.09	0.65	4.14
Destiny 2	1.92	1.44	0.10	0.69	4.14
Batman: Arkham Knight	1.65	1.68	0.11	0.66	4.11
Assassin’s Creed Origins	1.22	2.11	0.11	0.63	4.06
Far Cry 4	1.18	2.14	0.11	0.63	4.06
NBA 2K16	2.56	0.66	0.05	0.71	3.98
Far Cry 5	1.44	1.73	0.15	0.62	3.95
Battlefield 4	1.40	1.74	0.19	0.62	3.94
Gran Turismo Sport	0.63	2.35	0.24	0.54	3.77
Assassin’s Creed Syndicate	0.90	2.06	0.08	0.55	3.60
NBA 2K17	2.28	0.59	0.03	0.63	3.52
FIFA Soccer 14	0.62	2.18	0.12	0.51	3.43
The Elder Scrolls V: Skyrim	1.24	1.50	0.08	0.54	3.36
Watch Dogs 2	0.98	1.74	0.12	0.52	3.36
NBA 2K18	2.13	0.57	0.04	0.59	3.34
Resident Evil VII: Biohazard	0.88	1.56	0.41	0.46	3.31
Middle-Earth: Shadow of Mordor	1.03	1.60	0.05	0.51	3.19
Assassin’s Creed IV: Black Flag	1.07	1.55	0.06	0.51	3.19
Tom Clancy’s Ghost Recon Wildlands	1.07	1.35	0.22	0.47	3.12
Bloodborne	1.30	1.05	0.28	0.48	3.11
Metal Gear Solid V: The Phantom Pain	0.97	1.15	0.50	0.42	3.04
Killzone: Shadow Fall	0.89	1.58	0.08	0.47	3.02
inFAMOUS: Second Son	1.35	1.09	0.07	0.50	3.01
Doom (2016)	0.93	1.48	0.04	0.46	2.92
Mafia III	0.72	1.67	0.04	0.44	2.87
Diablo III	0.83	1.48	0.08	0.44	2.82
Far Cry: Primal	0.63	1.61	0.07	0.41	2.73
Need for Speed (2015)	0.59	1.66	0.06	0.41	2.72
NBA 2K15	1.49	0.55	0.01	0.44	2.49
Dying Light	1.18	0.74	0.13	0.40	2.45
Dark Souls III	1.00	0.63	0.44	0.34	2.42
Ratchet & Clank (2016)	0.97	0.97	0.06	0.39	2.38
DriveClub	0.37	1.63	0.02	0.36	2.37
Uncharted: The Lost Legacy	0.58	1.38	0.04	0.36	2.37
Dragon Age III: Inquisition	1.07	0.80	0.08	0.38	2.34
No Man’s Sky	0.89	0.97	0.04	0.37	2.26
Need for Speed: Payback	0.62	1.18	0.04	0.34	2.18
Destiny: The Taken King	0.97	0.80	0.05	0.36	2.18
Need for Speed Rivals	0.75	1.04	0.03	0.35	2.17
PlayStation VR Worlds	0.36	1.40	0.09	0.32	2.16
Battlefield: Hardline	0.72	0.97	0.14	0.33	2.15
Rise of the Tomb Raider	0.61	1.08	0.05	0.32	2.07
LittleBigPlanet 3	0.78	0.93	0.01	0.34	2.06
Middle-Earth: Shadow of War	0.82	0.84	0.06	0.33	2.04
Dragon Quest XI	0.29	0.22	1.43	0.10	2.04
Just Cause 3	0.53	1.07	0.09	0.30	1.98
Dishonored 2	0.62	1.02	0.01	0.31	1.97
Lego Marvel Super Heroes	0.59	1.00	0.01	0.30	1.91
Until Dawn	0.62	0.92	0.06	0.30	1.90
Knack	0.45	0.77	0.42	0.23	1.88
The Evil Within	0.56	0.90	0.11	0.28	1.86
The Crew	0.44	1.04	0.03	0.27	1.79
Kingdom Hearts 1.5 + 2.5 Remix	0.75	0.51	0.23	0.26	1.75
For Honor	0.73	0.66	0.07	0.28	1.75
Titanfall 2	0.75	0.62	0.06	0.28	1.72
NieR Automata	0.56	0.51	0.42	0.22	1.71
Tekken 7	0.60	0.72	0.12	0.26	1.70
Persona 5	0.62	0.34	0.48	0.20	1.64
The Order: 1886	0.44	0.86	0.07	0.25	1.62
Wolfenstein: The New Order	0.48	0.84	0.03	0.25	1.61
Detroit: Become Human	0.55	0.67	0.12	0.24	1.57
Naruto Shippuden: Ultimate Ninja Storm 4	0.71	0.47	0.12	0.24	1.54
NBA 2K14	0.91	0.35	0.01	0.27	1.54
Tomb Raider (2013)	0.47	0.74	0.06	0.23	1.51
Dragon Ball: Xenoverse 2	0.54	0.59	0.14	0.23	1.50
Dragon Ball Fighter Z	0.61	0.51	0.12	0.23	1.46
The Sims 4	0.44	0.72	0.01	0.22	1.39
Street Fighter V	0.64	0.42	0.12	0.22	1.39
Wolfenstein II: The New Colossus	0.55	0.58	0.01	0.22	1.36
Lego Star Wars: The Force Awakens	0.30	0.78	0.02	0.20	1.31
The Last Guardian	0.40	0.58	0.13	0.19	1.29
Borderlands: The Handsome Collection	0.69	0.34	0.03	0.22	1.28
Project CARS	0.29	0.76	0.04	0.19	1.28
Metal Gear Solid: Ground Zeroes	0.36	0.50	0.17	0.17	1.20
Mad Max (2013)	0.38	0.59	0.05	0.19	1.20
Shadow of the Colossus	0.44	0.52	0.05	0.19	1.20
Kingdom Hearts HD 2.8 Final Chapter Prologue	0.57	0.25	0.20	0.17	1.20
Dragon Ball: XenoVerse	0.33	0.55	0.14	0.17	1.19
LEGO Jurassic World	0.41	0.56	0.02	0.19	1.18
LEGO Worlds	0.21	0.72	0.04	0.17	1.14
The Elder Scrolls V: Skyrim PSVR	0.47	0.47	0.01	0.19	1.13
EA Sports UFC	0.49	0.43	0.01	0.18	1.11
Final Fantasy XII: The Zodiac Age	0.37	0.41	0.16	0.15	1.10
Alien: Isolation	0.29	0.59	0.05	0.16	1.09
The Evil Within II	0.31	0.49	0.09	0.15	1.05
Prey (2017)	0.25	0.62	0.02	0.16	1.04
Final Fantasy Type-0	0.40	0.33	0.16	0.15	1.04
Ni-Oh	0.34	0.36	0.20	0.14	1.03
Steep	0.23	0.60	0.02	0.15	1.01
LEGO Marvel’s Avengers	0.31	0.53	0.01	0.16	1.01
Evolve	0.38	0.41	0.05	0.16	1.01
EA Sports UFC 3	0.40	0.41	0.01	0.16	0.97
Final Fantasy X/X-2 HD Remaster	0.34	0.36	0.07	0.14	0.90
Ni no Kuni II: Revenant Kingdom	0.33	0.31	0.12	0.13	0.89
God of War III	0.40	0.33	0.02	0.15	0.89
BioShock The Collection	0.41	0.28	0.03	0.14	0.86
Thief 4	0.28	0.41	0.03	0.13	0.85
Farming Simulator 17	0.19	0.52	0.01	0.13	0.85
The Crew 2	0.22	0.42	0.05	0.12	0.82
Pro Evolution Soccer 2016	0.14	0.43	0.14	0.10	0.82
ARK: Survival Evolved	0.28	0.29	0.14	0.11	0.81
Dragon Quest Heroes: The World’s Tree Woe and the Blight Below	0.21	0.14	0.39	0.07	0.81
Assassin’s Creed The Ezio Collection	0.14	0.52	0.02	0.12	0.79
Final Fantasy XIV: A Realm Reborn	0.35	0.23	0.08	0.12	0.79
Destiny: The Collection	0.24	0.40	0.02	0.12	0.78
F1 2016 (Codemasters)	0.07	0.56	0.03	0.11	0.78
Hitman (2016)	0.24	0.36	0.06	0.11	0.78
Pro Evolution Soccer 2015	0.09	0.45	0.12	0.10	0.76
LEGO City Undercover	0.17	0.46	0.01	0.12	0.75
Pro Evolution Soccer 2018	0.12	0.36	0.19	0.09	0.75
Pro Evolution Soccer 2017	0.08	0.41	0.18	0.09	0.75
Deus Ex: Mankind Divided	0.25	0.34	0.01	0.12	0.72
The LEGO Movie Videogame	0.26	0.32	0.01	0.11	0.71
Marvel vs. Capcom: Infinite	0.36	0.19	0.04	0.11	0.70
Dark Souls II	0.27	0.23	0.09	0.10	0.69
Yakuza 6	0.16	0.10	0.38	0.05	0.69
F1 2015	0.10	0.45	0.04	0.10	0.68
METRO 2033	0.22	0.31	0.05	0.10	0.68
Plants vs Zombies: Garden Warfare	0.24	0.30	0.01	0.11	0.66
Tales of Berseria	0.22	0.10	0.26	0.07	0.65
Yakuza Zero: The Place of Oath	0.22	0.16	0.19	0.08	0.65
One Piece: Burning Blood	0.21	0.26	0.09	0.09	0.65
Batman: Return to Arkham	0.15	0.39	0.01	0.10	0.64
World of Final Fantasy	0.24	0.21	0.09	0.09	0.62
F1 2017	0.04	0.47	0.02	0.09	0.62
Call of Duty: Modern Warfare Remastered	0.17	0.30	0.03	0.09	0.58
Dragon Quest Builders: Revive Alefgard	0.12	0.17	0.24	0.06	0.58
Resident Evil: Revelations 2	0.14	0.25	0.11	0.07	0.57
Everybody’s Golf	0.12	0.22	0.17	0.06	0.56
The Amazing Spider-Man 2 (2014)	0.20	0.26	0.02	0.09	0.56
Sonic Forces	0.15	0.31	0.01	0.09	0.56
Lords of the Fallen	0.20	0.24	0.02	0.09	0.55
Project CARS 2	0.10	0.35	0.02	0.08	0.55
One Piece: Pirate Warriors 3	0.11	0.22	0.11	0.06	0.52
Homefront: The Revolution	0.11	0.29	0.04	0.07	0.50
Attack on Titan (KOEI)	0.08	0.24	0.12	0.06	0.50
DiRT 4	0.10	0.30	0.02	0.07	0.49
Battleborn	0.25	0.12	0.03	0.08	0.48
Friday the 13th: The Game	0.29	0.09	0.03	0.08	0.48
The Walking Dead: A Telltale Games Series	0.12	0.26	0.03	0.07	0.48
Wolfenstein: The Old Blood	0.13	0.25	0.02	0.07	0.48
Dragon Quest Heroes II: Twin Kings and the Prophecy’s End	0.05	0.09	0.30	0.03	0.47
Knack 2	0.14	0.25	0.01	0.07	0.47
Dissidia Final Fantasy NT	0.19	0.06	0.16	0.05	0.46
Yakuza Kiwami	0.13	0.07	0.21	0.04	0.45
Tales of Zestiria	0.18	0.16	0.04	0.07	0.45
Star Ocean 5: Integrity and Faithlessness	0.10	0.13	0.16	0.05	0.45
Trials Fusion	0.13	0.23	0.01	0.07	0.43
Saints Row IV	0.15	0.18	0.03	0.06	0.42
Dishonored	0.12	0.21	0.02	0.06	0.42
Mirror’s Edge 2	0.13	0.19	0.03	0.06	0.42
Sword Art Online: Hollow Realization	0.18	0.06	0.12	0.05	0.41
Little Nightmares	0.18	0.12	0.02	0.06	0.39
Tropico 5	0.07	0.18	0.08	0.05	0.38
Life is Strange	0.11	0.16	0.05	0.05	0.37
Resident Evil Zero	0.07	0.18	0.07	0.05	0.37
Yakuza Kiwami 2	0.08	0.06	0.19	0.03	0.37
Okami	0.16	0.12	0.03	0.06	0.36
Sniper: Ghost Warrior 3	0.14	0.15	0.03	0.06	0.36
Hokuto ga Gotoku	0.09	0.05	0.18	0.03	0.36
Disgaea 5: Alliance of Vengeance	0.15	0.08	0.07	0.05	0.35
Dead or Alive 5	0.09	0.13	0.09	0.04	0.35
Gravity Rush 2	0.13	0.05	0.13	0.04	0.35
Odin Sphere: Leifthrasir	0.14	0.07	0.09	0.04	0.34
Divinity: Original Sin	0.13	0.13	0.04	0.05	0.34
The King of Fighters XIV	0.21	0.02	0.06	0.05	0.34
Valkyria Chronicles	0.14	0.08	0.08	0.04	0.33
Murdered: Soul Suspect	0.09	0.17	0.02	0.05	0.33
Sonic Mania	0.10	0.15	0.01	0.05	0.31
Dynasty Warriors 8: Xtreme Legends	0.09	0.12	0.06	0.04	0.31
Cities: Skylines	0.15	0.07	0.04	0.05	0.30
The Walking Dead: Season Two	0.13	0.09	0.03	0.05	0.30
Sword Art Online: Fatal Bullet	0.11	0.03	0.13	0.03	0.29
Naruto to Boruto: Shinobi Striker	0.19	0.03	0.02	0.05	0.29
Cars 3: Driven to Win	0.06	0.18	0.01	0.04	0.29
Metal Gear Solid V: The Definitive Experience	0.13	0.08	0.03	0.04	0.29
Onechanbara Z2: Chaos	0.16	0.03	0.05	0.04	0.28
Secret of Mana	0.06	0.12	0.05	0.04	0.28
Bravo Team VR	0.12	0.09	0.02	0.04	0.27
DriveClub VR	0.12	0.09	0.01	0.04	0.27
New Danganronpa V3: Minna no Koroshiai Shin Gakki	0.09	0.05	0.07	0.03	0.25
Samurai Warriors 4	0.08	0.07	0.06	0.03	0.25
.hack//G.U. Last Recode	0.10	0.04	0.08	0.03	0.24
Ride	0.04	0.13	0.03	0.03	0.24
Digimon World: Next Order	0.13	0.05	0.02	0.04	0.24
RIGS: Mechanized Combat League	0.11	0.06	0.02	0.04	0.23
Transformer: Rise of the Dark Spark	0.08	0.11	0.01	0.04	0.23
Dead Island Definitive Collection	0.09	0.08	0.03	0.03	0.23
Metal Gear Survive	0.08	0.06	0.05	0.03	0.23
Dead by Daylight	0.11	0.06	0.02	0.04	0.22
Attack on Titan 2	0.09	0.04	0.06	0.03	0.22
Bladestorm: Nightmare	0.11	0.04	0.03	0.03	0.22
Senran Kagura: Peach Beach Splash	0.09	0.02	0.08	0.02	0.21
Ys VIII: Lacrimosa of Dana	0.08	0.04	0.08	0.02	0.21
Dynasty Warriors 8: Empires	0.07	0.07	0.04	0.03	0.21
Dragon’s Dogma	0.07	0.07	0.03	0.03	0.21
Godzilla (2015)	0.11	0.03	0.03	0.03	0.20
Toukiden Kiwami	0.06	0.07	0.03	0.03	0.19
The Surge	0.07	0.08	0.01	0.03	0.19
Resident Evil: Revelations	0.06	0.06	0.04	0.02	0.18
Final Fantasy XIV: Stormblood	0.05	0.06	0.04	0.02	0.17
Ride 2	0.07	0.06	0.01	0.03	0.16
Digimon Story: Cyber Sleuth - Hacker’s Memory	0.05	0.05	0.04	0.02	0.16
Naruto Shippuden: Ultimate Ninja Storm Legacy	0.07	0.04	0.03	0.02	0.16
Berserk and the Band of the Hawk	0.07	0.02	0.05	0.02	0.16
BlazBlue: Chrono Phantasma Extend	0.08	0.04	0.02	0.02	0.16
Valkyria: Azure Revolution	0.04	0.03	0.07	0.02	0.16
Gravity Rush Remastered	0.02	0.06	0.05	0.02	0.16
Warriors Orochi 3	0.04	0.05	0.04	0.02	0.15
Atelier Sophie: The Alchemist of the Mysterious Book	0.04	0.03	0.07	0.01	0.15
Arslan: The Warriors of Legend	0.03	0.04	0.06	0.01	0.14
Samurai Warriors 4-II	0.04	0.02	0.07	0.01	0.13
Portal Knights	0.02	0.05	0.03	0.01	0.12
Samurai Warriors 4: Empires	0.03	0.01	0.07	0.01	0.12
The Witch and the Hundred Knight	0.03	0.01	0.06	0.01	0.11
Assassin’s Creed Chronicles	0.02	0.05	0.02	0.01	0.11
Natural Doctrine	0.05	0.02	0.02	0.01	0.10
Sudden Strike 4	0.05	0.03	0.01	0.02	0.10
Guilty Gear Xrd REV 2	0.04	0.01	0.03	0.01	0.10
WRC 6	0.03	0.02	0.01	0.01	0.08
God Wars: Future Past	0.03	0.01	0.02	0.01	0.07
Grand Theft Auto V	4.70	3.25	0.01	0.76	8.72
Call of Duty: Black Ops 3	4.63	2.04	0.02	0.68	7.37
Call of Duty: Advanced Warfare	3.25	1.49	0.01	0.48	5.22
Battlefield 1	3.37	1.26	0.02	0.48	5.13
Fallout 4	2.94	1.62	0.02	0.45	5.03
Halo 5: Guardians	2.94	1.49	0.03	0.45	4.92
Star Wars Battlefront (2015)	2.49	1.26	0.02	0.38	4.15
Forza Horizon 3	1.64	1.96	0.02	0.32	3.93
Halo: The Master Chief Collection	2.06	1.04	0.03	0.31	3.44
Titanfall	1.88	0.91	0.04	0.28	3.11
Forza Motorsport 5	1.28	0.90	0.01	0.21	2.40
Forza Motorsport 6	0.90	0.92	0.04	0.16	2.02
The Witcher 3: Wild Hunt	0.97	0.61	0.01	0.15	1.74
Far Cry 4	0.85	0.68	0.02	0.14	1.68
Dead Rising 3	1.06	0.40	0.01	0.15	1.63
Rise of the Tomb Raider	0.61	0.82	0.03	0.12	1.58
Forza Motorsport 7	0.58	0.81	0.01	0.12	1.52
Dying Light	1.01	0.31	0.01	0.14	1.47
Forza Horizon 2	0.56	0.79	0.01	0.11	1.46
Middle-Earth: Shadow of Mordor	0.77	0.52	0.01	0.12	1.42
Battlefield: Hardline	0.73	0.39	0.01	0.11	1.24
Final Fantasy XV	0.72	0.30	0.01	0.11	1.14
Metal Gear Solid V: The Phantom Pain	0.49	0.25	0.02	0.07	0.83
Rare Replay	0.42	0.27	0.01	0.07	0.78
Quantum Break	0.42	0.25	0.02	0.07	0.76
Kinect Sports Rivals	0.30	0.25	0.02	0.05	0.62
ReCore	0.16	0.06	0.01	0.02	0.26
Dead or Alive 5	0.05	0.03	0.01	0.01	0.10

d.Write one function and use the function for the dataset(4 marks)

My_AvgSales() function takes 3 input arguments. One dataset,second the column by which you want to group the output and the mean of the column you want to return.

My_AvgSales <- function(dataset, group_col,mean_col){
  group_col <- enquo(group_col)
  mean_col<- enquo(mean_col)
  
  message(paste("The average unit of games sold in "),mean_col, paste(" by "),group_col)
  
  dataset %>%
    group_by((!!group_col)) %>%
    summarise(mean((!!mean_col)))
  
}


AverageSales<-My_AvgSales(clean5,genre,japan)

## Warning: Using `as.character()` on a quosure is deprecated as of rlang 0.3.0.
## Please use `as_label()` or `as_name()` instead.
## This warning is displayed once per session.

## The average unit of games sold in ~japan by ~genre

AverageSales

## # A tibble: 17 x 2
##    genre            `mean(japan)`
##    <fct>                    <dbl>
##  1 Action                 0.0386 
##  2 Action-Adventure       0.0323 
##  3 Adventure              0.0190 
##  4 Fighting               0.035  
##  5 Misc                   0.0237 
##  6 MMO                    0.025  
##  7 Music                  0.00567
##  8 Party                  0      
##  9 Platform               0.0168 
## 10 Puzzle                 0      
## 11 Racing                 0.00934
## 12 Role-Playing           0.0781 
## 13 Shooter                0.0353 
## 14 Simulation             0.00778
## 15 Sports                 0.0161 
## 16 Strategy               0.0106 
## 17 Visual Novel           0.0233

3.What information can the dataset provide. You are free to use any R codes. (You may include statistical information, descriptive analysis, EDA, etc)(10 marks)

Exploratory Data Analysis

Game Sales Yearly distribution

clean7<-clean4
clean7$year<-as.integer(clean7$year)

ggplot(clean7)+geom_histogram(aes(x=year),color="black",fill="light blue",binwidth =1)+
  ggtitle("Game Sales yearly distrbution")+
  ylab("")+
  xlab("Year")+
  scale_x_continuous(breaks=seq(2012,2019,1))

Yearly Game Sales distribution by Genre

ggplot(clean7,aes(x=year,fill=genre))+
  geom_histogram(binwidth =1,alpha=0.7)+
  ggtitle("Yearly Global Sales distrbution by Genre")+
  ylab("")+
  xlab("Year")+
  scale_x_continuous(breaks=seq(2012,2019,1))

Yearly Game Sales distribution by Console

ggplot(clean7,aes(x=year,fill=console))+
  geom_histogram(binwidth =1,alpha=0.7)+
  ggtitle("Yearly Global Sales distrbution by console")+
  ylab("")+
  xlab("Year")+
  scale_x_continuous(breaks=seq(2012,2019,1))

Boxplots for different region sales count

ggplot(clean7,aes(x='',y=north_america))+
  geom_boxplot()+
  ggtitle("Boxplot of North Amrican Sales")+
  ylab("North America")+
  xlab("Sales Count")

ggplot(clean7,aes(x='',y=europe))+
  geom_boxplot()+
  ggtitle("Boxplot of Europe Sales")+
  ylab("Europe")+
  xlab("Sales Count")

ggplot(clean7,aes(x='',y=japan))+
  geom_boxplot()+
  ggtitle("Boxplot of Japan Sales")+
  ylab("Japan")+
  xlab("Sales Count")

ggplot(clean7,aes(x='',y=rest_of_world))+
  geom_boxplot()+
  ggtitle("Boxplot of Rest of the World Sales")+
  ylab("Rest of the world")+
  xlab("Sales Count")

ggplot(clean7,aes(x='',y=global))+
  geom_boxplot()+
  ggtitle("Boxplot of Global sales")+
  ylab("Global Sales")+
  xlab("Sales Count")

Top Twenty Games by Genre

top_20_games<-aggregate(list(clean4$global),list(clean4$game,clean4$genre),mean)
colnames(top_20_games)<-c("Games","Genre","Average_Unit_Sold")
top_20_games<-top_20_games[order(top_20_games$Average_Unit_Sold),]
top_20_games<-tail(top_20_games,22)
top_20_games<-head(top_20_games,20)

r<-c()
for (i in 20:1) {r<-c(r,i)}
row.names(top_20_games)<-r
top_20_games

##                                     Games            Genre Average_Unit_Sold
## 20                                Destiny          Shooter             4.585
## 19        Crash Bandicoot N. Sane Trilogy         Platform             4.830
## 18                      Halo 5: Guardians          Shooter             4.920
## 17 Uncharted: The Nathan Drake Collection           Action             5.700
## 16                                FIFA 16           Sports             5.735
## 15                     Horizon: Zero Dawn           Action             5.820
## 14                              MineCraft             Misc             5.880
## 13                       God of War (PS4)           Action             6.150
## 12                          Battlefield 1          Shooter             6.195
## 11         Call of Duty: Advanced Warfare          Shooter             6.375
## 10         Call of Duty: Infinite Warfare          Shooter             6.635
## 9                               Fallout 4     Role-Playing             6.755
## 8                          The Last of Us Action-Adventure             6.770
## 7                                 FIFA 17           Sports             7.325
## 6                                 FIFA 18           Sports             7.470
## 5              Star Wars Battlefront 2015          Shooter             8.030
## 4                        Spider-Man (PS4) Action-Adventure             8.760
## 3                      Call of Duty: WWII          Shooter             9.815
## 2                   Red Dead Redemption 2 Action-Adventure             9.855
## 1                         Uncharted (PS4)           Action            10.330

plot_TopGames<-ggplot(data = top_20_games, mapping = aes(x = reorder(Games, -Average_Unit_Sold), y = Average_Unit_Sold)) +
  geom_bar(stat = "identity", mapping = aes(fill = Genre, color = Genre), alpha = .8, size = 1.5) +
  coord_flip() +
  geom_label(mapping = aes(label = round(Average_Unit_Sold, 1)), size = 4, fill = "#F5FFFA", fontface = "bold") + ggtitle("Top 20 Games by Genre")

plot_TopGames

Finding the Pairwise Relationship between different Regional Sales

GamesPair<-clean6
pairs(GamesPair)

Finding the Correlation between Regional Sales and Global Sales

Reg_Cor<-cor(clean6[-1])
Reg_Cor

##               north_america    europe     japan rest_of_world    global
## north_america     1.0000000 0.7498523 0.2190400     0.8721008 0.9098510
## europe            0.7498523 1.0000000 0.2291198     0.9466911 0.9514346
## japan             0.2190400 0.2291198 1.0000000     0.2795964 0.3120973
## rest_of_world     0.8721008 0.9466911 0.2795964     1.0000000 0.9834081
## global            0.9098510 0.9514346 0.3120973     0.9834081 1.0000000

corrplot(Reg_Cor,method="number")

Word Cloud of Game Names

text<-clean5$game
docs<-Corpus(VectorSource(text))

docs<- docs %>%
  tm_map(removeNumbers) %>%
  tm_map(removePunctuation) %>%
  tm_map(stripWhitespace)

## Warning in tm_map.SimpleCorpus(., removeNumbers): transformation drops documents

## Warning in tm_map.SimpleCorpus(., removePunctuation): transformation drops
## documents

## Warning in tm_map.SimpleCorpus(., stripWhitespace): transformation drops
## documents

docs<-tm_map(docs,content_transformer(tolower))

## Warning in tm_map.SimpleCorpus(docs, content_transformer(tolower)):
## transformation drops documents

docs<-tm_map(docs,removeWords,stopwords("english"))

## Warning in tm_map.SimpleCorpus(docs, removeWords, stopwords("english")):
## transformation drops documents

dtm<-TermDocumentMatrix(docs)
matrix<-as.matrix(dtm)
words<-sort(rowSums(matrix),decreasing = TRUE)
df<-data.frame(word=names(words),freq=words)

set.seed(1234)  #for reproducibility 

wordcloud(words=df$word,freq=df$freq,min.freq=1,max.words = 100,rot.per = 0.35,colors=brewer.pal(8,"Dark2"))

## Warning in wordcloud(words = df$word, freq = df$freq, min.freq = 1, max.words =
## 100, : war could not be fit on page. It will not be plotted.

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