In this project, you’re given a text file with chess tournament results where the information has some structure. The purpose is to create an R Markdown file that generates a .CSV file (that could for example be imported into a SQL database) with the following information for all of the players: Player’s Name, Player’s State, Total Number of Points, Player’s Pre-Rating, and Average Pre Chess Rating of Opponents.
tournamentinfo <- readLines('/Users/Emahayz_Pro/Desktop/Data_Science/Data 607/Week4/tournamentinfo.txt')## Warning in readLines("/Users/Emahayz_Pro/Desktop/Data_Science/Data 607/
## Week4/tournamentinfo.txt"): incomplete final line found on '/Users/
## Emahayz_Pro/Desktop/Data_Science/Data 607/Week4/tournamentinfo.txt'structure(tournamentinfo)## [1] "-----------------------------------------------------------------------------------------"
## [2] " Pair | Player Name |Total|Round|Round|Round|Round|Round|Round|Round| "
## [3] " Num | USCF ID / Rtg (Pre->Post) | Pts | 1 | 2 | 3 | 4 | 5 | 6 | 7 | "
## [4] "-----------------------------------------------------------------------------------------"
## [5] " 1 | GARY HUA |6.0 |W 39|W 21|W 18|W 14|W 7|D 12|D 4|"
## [6] " ON | 15445895 / R: 1794 ->1817 |N:2 |W |B |W |B |W |B |W |"
## [7] "-----------------------------------------------------------------------------------------"
## [8] " 2 | DAKSHESH DARURI |6.0 |W 63|W 58|L 4|W 17|W 16|W 20|W 7|"
## [9] " MI | 14598900 / R: 1553 ->1663 |N:2 |B |W |B |W |B |W |B |"
## [10] "-----------------------------------------------------------------------------------------"
## [11] " 3 | ADITYA BAJAJ |6.0 |L 8|W 61|W 25|W 21|W 11|W 13|W 12|"
## [12] " MI | 14959604 / R: 1384 ->1640 |N:2 |W |B |W |B |W |B |W |"
## [13] "-----------------------------------------------------------------------------------------"
## [14] " 4 | PATRICK H SCHILLING |5.5 |W 23|D 28|W 2|W 26|D 5|W 19|D 1|"
## [15] " MI | 12616049 / R: 1716 ->1744 |N:2 |W |B |W |B |W |B |B |"
## [16] "-----------------------------------------------------------------------------------------"
## [17] " 5 | HANSHI ZUO |5.5 |W 45|W 37|D 12|D 13|D 4|W 14|W 17|"
## [18] " MI | 14601533 / R: 1655 ->1690 |N:2 |B |W |B |W |B |W |B |"
## [19] "-----------------------------------------------------------------------------------------"
## [20] " 6 | HANSEN SONG |5.0 |W 34|D 29|L 11|W 35|D 10|W 27|W 21|"
## [21] " OH | 15055204 / R: 1686 ->1687 |N:3 |W |B |W |B |B |W |B |"
## [22] "-----------------------------------------------------------------------------------------"
## [23] " 7 | GARY DEE SWATHELL |5.0 |W 57|W 46|W 13|W 11|L 1|W 9|L 2|"
## [24] " MI | 11146376 / R: 1649 ->1673 |N:3 |W |B |W |B |B |W |W |"
## [25] "-----------------------------------------------------------------------------------------"
## [26] " 8 | EZEKIEL HOUGHTON |5.0 |W 3|W 32|L 14|L 9|W 47|W 28|W 19|"
## [27] " MI | 15142253 / R: 1641P17->1657P24 |N:3 |B |W |B |W |B |W |W |"
## [28] "-----------------------------------------------------------------------------------------"
## [29] " 9 | STEFANO LEE |5.0 |W 25|L 18|W 59|W 8|W 26|L 7|W 20|"
## [30] " ON | 14954524 / R: 1411 ->1564 |N:2 |W |B |W |B |W |B |B |"
## [31] "-----------------------------------------------------------------------------------------"
## [32] " 10 | ANVIT RAO |5.0 |D 16|L 19|W 55|W 31|D 6|W 25|W 18|"
## [33] " MI | 14150362 / R: 1365 ->1544 |N:3 |W |W |B |B |W |B |W |"
## [34] "-----------------------------------------------------------------------------------------"
## [35] " 11 | CAMERON WILLIAM MC LEMAN |4.5 |D 38|W 56|W 6|L 7|L 3|W 34|W 26|"
## [36] " MI | 12581589 / R: 1712 ->1696 |N:3 |B |W |B |W |B |W |B |"
## [37] "-----------------------------------------------------------------------------------------"
## [38] " 12 | KENNETH J TACK |4.5 |W 42|W 33|D 5|W 38|H |D 1|L 3|"
## [39] " MI | 12681257 / R: 1663 ->1670 |N:3 |W |B |W |B | |W |B |"
## [40] "-----------------------------------------------------------------------------------------"
## [41] " 13 | TORRANCE HENRY JR |4.5 |W 36|W 27|L 7|D 5|W 33|L 3|W 32|"
## [42] " MI | 15082995 / R: 1666 ->1662 |N:3 |B |W |B |B |W |W |B |"
## [43] "-----------------------------------------------------------------------------------------"
## [44] " 14 | BRADLEY SHAW |4.5 |W 54|W 44|W 8|L 1|D 27|L 5|W 31|"
## [45] " MI | 10131499 / R: 1610 ->1618 |N:3 |W |B |W |W |B |B |W |"
## [46] "-----------------------------------------------------------------------------------------"
## [47] " 15 | ZACHARY JAMES HOUGHTON |4.5 |D 19|L 16|W 30|L 22|W 54|W 33|W 38|"
## [48] " MI | 15619130 / R: 1220P13->1416P20 |N:3 |B |B |W |W |B |B |W |"
## [49] "-----------------------------------------------------------------------------------------"
## [50] " 16 | MIKE NIKITIN |4.0 |D 10|W 15|H |W 39|L 2|W 36|U |"
## [51] " MI | 10295068 / R: 1604 ->1613 |N:3 |B |W | |B |W |B | |"
## [52] "-----------------------------------------------------------------------------------------"
## [53] " 17 | RONALD GRZEGORCZYK |4.0 |W 48|W 41|L 26|L 2|W 23|W 22|L 5|"
## [54] " MI | 10297702 / R: 1629 ->1610 |N:3 |W |B |W |B |W |B |W |"
## [55] "-----------------------------------------------------------------------------------------"
## [56] " 18 | DAVID SUNDEEN |4.0 |W 47|W 9|L 1|W 32|L 19|W 38|L 10|"
## [57] " MI | 11342094 / R: 1600 ->1600 |N:3 |B |W |B |W |B |W |B |"
## [58] "-----------------------------------------------------------------------------------------"
## [59] " 19 | DIPANKAR ROY |4.0 |D 15|W 10|W 52|D 28|W 18|L 4|L 8|"
## [60] " MI | 14862333 / R: 1564 ->1570 |N:3 |W |B |W |B |W |W |B |"
## [61] "-----------------------------------------------------------------------------------------"
## [62] " 20 | JASON ZHENG |4.0 |L 40|W 49|W 23|W 41|W 28|L 2|L 9|"
## [63] " MI | 14529060 / R: 1595 ->1569 |N:4 |W |B |W |B |W |B |W |"
## [64] "-----------------------------------------------------------------------------------------"
## [65] " 21 | DINH DANG BUI |4.0 |W 43|L 1|W 47|L 3|W 40|W 39|L 6|"
## [66] " ON | 15495066 / R: 1563P22->1562 |N:3 |B |W |B |W |W |B |W |"
## [67] "-----------------------------------------------------------------------------------------"
## [68] " 22 | EUGENE L MCCLURE |4.0 |W 64|D 52|L 28|W 15|H |L 17|W 40|"
## [69] " MI | 12405534 / R: 1555 ->1529 |N:4 |W |B |W |B | |W |B |"
## [70] "-----------------------------------------------------------------------------------------"
## [71] " 23 | ALAN BUI |4.0 |L 4|W 43|L 20|W 58|L 17|W 37|W 46|"
## [72] " ON | 15030142 / R: 1363 ->1371 | |B |W |B |W |B |W |B |"
## [73] "-----------------------------------------------------------------------------------------"
## [74] " 24 | MICHAEL R ALDRICH |4.0 |L 28|L 47|W 43|L 25|W 60|W 44|W 39|"
## [75] " MI | 13469010 / R: 1229 ->1300 |N:4 |B |W |B |B |W |W |B |"
## [76] "-----------------------------------------------------------------------------------------"
## [77] " 25 | LOREN SCHWIEBERT |3.5 |L 9|W 53|L 3|W 24|D 34|L 10|W 47|"
## [78] " MI | 12486656 / R: 1745 ->1681 |N:4 |B |W |B |W |B |W |B |"
## [79] "-----------------------------------------------------------------------------------------"
## [80] " 26 | MAX ZHU |3.5 |W 49|W 40|W 17|L 4|L 9|D 32|L 11|"
## [81] " ON | 15131520 / R: 1579 ->1564 |N:4 |B |W |B |W |B |W |W |"
## [82] "-----------------------------------------------------------------------------------------"
## [83] " 27 | GAURAV GIDWANI |3.5 |W 51|L 13|W 46|W 37|D 14|L 6|U |"
## [84] " MI | 14476567 / R: 1552 ->1539 |N:4 |W |B |W |B |W |B | |"
## [85] "-----------------------------------------------------------------------------------------"
## [86] " 28 | SOFIA ADINA STANESCU-BELLU |3.5 |W 24|D 4|W 22|D 19|L 20|L 8|D 36|"
## [87] " MI | 14882954 / R: 1507 ->1513 |N:3 |W |W |B |W |B |B |W |"
## [88] "-----------------------------------------------------------------------------------------"
## [89] " 29 | CHIEDOZIE OKORIE |3.5 |W 50|D 6|L 38|L 34|W 52|W 48|U |"
## [90] " MI | 15323285 / R: 1602P6 ->1508P12 |N:4 |B |W |B |W |W |B | |"
## [91] "-----------------------------------------------------------------------------------------"
## [92] " 30 | GEORGE AVERY JONES |3.5 |L 52|D 64|L 15|W 55|L 31|W 61|W 50|"
## [93] " ON | 12577178 / R: 1522 ->1444 | |W |B |B |W |W |B |B |"
## [94] "-----------------------------------------------------------------------------------------"
## [95] " 31 | RISHI SHETTY |3.5 |L 58|D 55|W 64|L 10|W 30|W 50|L 14|"
## [96] " MI | 15131618 / R: 1494 ->1444 | |B |W |B |W |B |W |B |"
## [97] "-----------------------------------------------------------------------------------------"
## [98] " 32 | JOSHUA PHILIP MATHEWS |3.5 |W 61|L 8|W 44|L 18|W 51|D 26|L 13|"
## [99] " ON | 14073750 / R: 1441 ->1433 |N:4 |W |B |W |B |W |B |W |"
## [100] "-----------------------------------------------------------------------------------------"
## [101] " 33 | JADE GE |3.5 |W 60|L 12|W 50|D 36|L 13|L 15|W 51|"
## [102] " MI | 14691842 / R: 1449 ->1421 | |B |W |B |W |B |W |B |"
## [103] "-----------------------------------------------------------------------------------------"
## [104] " 34 | MICHAEL JEFFERY THOMAS |3.5 |L 6|W 60|L 37|W 29|D 25|L 11|W 52|"
## [105] " MI | 15051807 / R: 1399 ->1400 | |B |W |B |B |W |B |W |"
## [106] "-----------------------------------------------------------------------------------------"
## [107] " 35 | JOSHUA DAVID LEE |3.5 |L 46|L 38|W 56|L 6|W 57|D 52|W 48|"
## [108] " MI | 14601397 / R: 1438 ->1392 | |W |W |B |W |B |B |W |"
## [109] "-----------------------------------------------------------------------------------------"
## [110] " 36 | SIDDHARTH JHA |3.5 |L 13|W 57|W 51|D 33|H |L 16|D 28|"
## [111] " MI | 14773163 / R: 1355 ->1367 |N:4 |W |B |W |B | |W |B |"
## [112] "-----------------------------------------------------------------------------------------"
## [113] " 37 | AMIYATOSH PWNANANDAM |3.5 |B |L 5|W 34|L 27|H |L 23|W 61|"
## [114] " MI | 15489571 / R: 980P12->1077P17 | | |B |W |W | |B |W |"
## [115] "-----------------------------------------------------------------------------------------"
## [116] " 38 | BRIAN LIU |3.0 |D 11|W 35|W 29|L 12|H |L 18|L 15|"
## [117] " MI | 15108523 / R: 1423 ->1439 |N:4 |W |B |W |W | |B |B |"
## [118] "-----------------------------------------------------------------------------------------"
## [119] " 39 | JOEL R HENDON |3.0 |L 1|W 54|W 40|L 16|W 44|L 21|L 24|"
## [120] " MI | 12923035 / R: 1436P23->1413 |N:4 |B |W |B |W |B |W |W |"
## [121] "-----------------------------------------------------------------------------------------"
## [122] " 40 | FOREST ZHANG |3.0 |W 20|L 26|L 39|W 59|L 21|W 56|L 22|"
## [123] " MI | 14892710 / R: 1348 ->1346 | |B |B |W |W |B |W |W |"
## [124] "-----------------------------------------------------------------------------------------"
## [125] " 41 | KYLE WILLIAM MURPHY |3.0 |W 59|L 17|W 58|L 20|X |U |U |"
## [126] " MI | 15761443 / R: 1403P5 ->1341P9 | |B |W |B |W | | | |"
## [127] "-----------------------------------------------------------------------------------------"
## [128] " 42 | JARED GE |3.0 |L 12|L 50|L 57|D 60|D 61|W 64|W 56|"
## [129] " MI | 14462326 / R: 1332 ->1256 | |B |W |B |B |W |W |B |"
## [130] "-----------------------------------------------------------------------------------------"
## [131] " 43 | ROBERT GLEN VASEY |3.0 |L 21|L 23|L 24|W 63|W 59|L 46|W 55|"
## [132] " MI | 14101068 / R: 1283 ->1244 | |W |B |W |W |B |B |W |"
## [133] "-----------------------------------------------------------------------------------------"
## [134] " 44 | JUSTIN D SCHILLING |3.0 |B |L 14|L 32|W 53|L 39|L 24|W 59|"
## [135] " MI | 15323504 / R: 1199 ->1199 | | |W |B |B |W |B |W |"
## [136] "-----------------------------------------------------------------------------------------"
## [137] " 45 | DEREK YAN |3.0 |L 5|L 51|D 60|L 56|W 63|D 55|W 58|"
## [138] " MI | 15372807 / R: 1242 ->1191 | |W |B |W |B |W |B |W |"
## [139] "-----------------------------------------------------------------------------------------"
## [140] " 46 | JACOB ALEXANDER LAVALLEY |3.0 |W 35|L 7|L 27|L 50|W 64|W 43|L 23|"
## [141] " MI | 15490981 / R: 377P3 ->1076P10 | |B |W |B |W |B |W |W |"
## [142] "-----------------------------------------------------------------------------------------"
## [143] " 47 | ERIC WRIGHT |2.5 |L 18|W 24|L 21|W 61|L 8|D 51|L 25|"
## [144] " MI | 12533115 / R: 1362 ->1341 | |W |B |W |B |W |B |W |"
## [145] "-----------------------------------------------------------------------------------------"
## [146] " 48 | DANIEL KHAIN |2.5 |L 17|W 63|H |D 52|H |L 29|L 35|"
## [147] " MI | 14369165 / R: 1382 ->1335 | |B |W | |B | |W |B |"
## [148] "-----------------------------------------------------------------------------------------"
## [149] " 49 | MICHAEL J MARTIN |2.5 |L 26|L 20|D 63|D 64|W 58|H |U |"
## [150] " MI | 12531685 / R: 1291P12->1259P17 | |W |W |B |W |B | | |"
## [151] "-----------------------------------------------------------------------------------------"
## [152] " 50 | SHIVAM JHA |2.5 |L 29|W 42|L 33|W 46|H |L 31|L 30|"
## [153] " MI | 14773178 / R: 1056 ->1111 | |W |B |W |B | |B |W |"
## [154] "-----------------------------------------------------------------------------------------"
## [155] " 51 | TEJAS AYYAGARI |2.5 |L 27|W 45|L 36|W 57|L 32|D 47|L 33|"
## [156] " MI | 15205474 / R: 1011 ->1097 | |B |W |B |W |B |W |W |"
## [157] "-----------------------------------------------------------------------------------------"
## [158] " 52 | ETHAN GUO |2.5 |W 30|D 22|L 19|D 48|L 29|D 35|L 34|"
## [159] " MI | 14918803 / R: 935 ->1092 |N:4 |B |W |B |W |B |W |B |"
## [160] "-----------------------------------------------------------------------------------------"
## [161] " 53 | JOSE C YBARRA |2.0 |H |L 25|H |L 44|U |W 57|U |"
## [162] " MI | 12578849 / R: 1393 ->1359 | | |B | |W | |W | |"
## [163] "-----------------------------------------------------------------------------------------"
## [164] " 54 | LARRY HODGE |2.0 |L 14|L 39|L 61|B |L 15|L 59|W 64|"
## [165] " MI | 12836773 / R: 1270 ->1200 | |B |B |W | |W |B |W |"
## [166] "-----------------------------------------------------------------------------------------"
## [167] " 55 | ALEX KONG |2.0 |L 62|D 31|L 10|L 30|B |D 45|L 43|"
## [168] " MI | 15412571 / R: 1186 ->1163 | |W |B |W |B | |W |B |"
## [169] "-----------------------------------------------------------------------------------------"
## [170] " 56 | MARISA RICCI |2.0 |H |L 11|L 35|W 45|H |L 40|L 42|"
## [171] " MI | 14679887 / R: 1153 ->1140 | | |B |W |W | |B |W |"
## [172] "-----------------------------------------------------------------------------------------"
## [173] " 57 | MICHAEL LU |2.0 |L 7|L 36|W 42|L 51|L 35|L 53|B |"
## [174] " MI | 15113330 / R: 1092 ->1079 | |B |W |W |B |W |B | |"
## [175] "-----------------------------------------------------------------------------------------"
## [176] " 58 | VIRAJ MOHILE |2.0 |W 31|L 2|L 41|L 23|L 49|B |L 45|"
## [177] " MI | 14700365 / R: 917 -> 941 | |W |B |W |B |W | |B |"
## [178] "-----------------------------------------------------------------------------------------"
## [179] " 59 | SEAN M MC CORMICK |2.0 |L 41|B |L 9|L 40|L 43|W 54|L 44|"
## [180] " MI | 12841036 / R: 853 -> 878 | |W | |B |B |W |W |B |"
## [181] "-----------------------------------------------------------------------------------------"
## [182] " 60 | JULIA SHEN |1.5 |L 33|L 34|D 45|D 42|L 24|H |U |"
## [183] " MI | 14579262 / R: 967 -> 984 | |W |B |B |W |B | | |"
## [184] "-----------------------------------------------------------------------------------------"
## [185] " 61 | JEZZEL FARKAS |1.5 |L 32|L 3|W 54|L 47|D 42|L 30|L 37|"
## [186] " ON | 15771592 / R: 955P11-> 979P18 | |B |W |B |W |B |W |B |"
## [187] "-----------------------------------------------------------------------------------------"
## [188] " 62 | ASHWIN BALAJI |1.0 |W 55|U |U |U |U |U |U |"
## [189] " MI | 15219542 / R: 1530 ->1535 | |B | | | | | | |"
## [190] "-----------------------------------------------------------------------------------------"
## [191] " 63 | THOMAS JOSEPH HOSMER |1.0 |L 2|L 48|D 49|L 43|L 45|H |U |"
## [192] " MI | 15057092 / R: 1175 ->1125 | |W |B |W |B |B | | |"
## [193] "-----------------------------------------------------------------------------------------"
## [194] " 64 | BEN LI |1.0 |L 22|D 30|L 31|D 49|L 46|L 42|L 54|"
## [195] " MI | 15006561 / R: 1163 ->1112 | |B |W |W |B |W |B |B |"
## [196] "-----------------------------------------------------------------------------------------"head(tournamentinfo)## [1] "-----------------------------------------------------------------------------------------"
## [2] " Pair | Player Name |Total|Round|Round|Round|Round|Round|Round|Round| "
## [3] " Num | USCF ID / Rtg (Pre->Post) | Pts | 1 | 2 | 3 | 4 | 5 | 6 | 7 | "
## [4] "-----------------------------------------------------------------------------------------"
## [5] " 1 | GARY HUA |6.0 |W 39|W 21|W 18|W 14|W 7|D 12|D 4|"
## [6] " ON | 15445895 / R: 1794 ->1817 |N:2 |W |B |W |B |W |B |W |"tail(tournamentinfo)## [1] " 63 | THOMAS JOSEPH HOSMER |1.0 |L 2|L 48|D 49|L 43|L 45|H |U |"
## [2] " MI | 15057092 / R: 1175 ->1125 | |W |B |W |B |B | | |"
## [3] "-----------------------------------------------------------------------------------------"
## [4] " 64 | BEN LI |1.0 |L 22|D 30|L 31|D 49|L 46|L 42|L 54|"
## [5] " MI | 15006561 / R: 1163 ->1112 | |B |W |W |B |W |B |B |"
## [6] "-----------------------------------------------------------------------------------------"library(stringr)
library(DT)
library(dplyr)##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionlibrary(knitr)
library(readr)
library(tidyr)Clean up the raw data
tournamentinfo = str_replace_all(tournamentinfo,"-","")
print(tournamentinfo[1:12])## [1] ""
## [2] " Pair | Player Name |Total|Round|Round|Round|Round|Round|Round|Round| "
## [3] " Num | USCF ID / Rtg (Pre>Post) | Pts | 1 | 2 | 3 | 4 | 5 | 6 | 7 | "
## [4] ""
## [5] " 1 | GARY HUA |6.0 |W 39|W 21|W 18|W 14|W 7|D 12|D 4|"
## [6] " ON | 15445895 / R: 1794 >1817 |N:2 |W |B |W |B |W |B |W |"
## [7] ""
## [8] " 2 | DAKSHESH DARURI |6.0 |W 63|W 58|L 4|W 17|W 16|W 20|W 7|"
## [9] " MI | 14598900 / R: 1553 >1663 |N:2 |B |W |B |W |B |W |B |"
## [10] ""
## [11] " 3 | ADITYA BAJAJ |6.0 |L 8|W 61|W 25|W 21|W 11|W 13|W 12|"
## [12] " MI | 14959604 / R: 1384 >1640 |N:2 |W |B |W |B |W |B |W |"Read the cleaned data to a dataframe
Clean_data = read.delim(textConnection(tournamentinfo),header = F, sep = "|", stringsAsFactors = F)
Clean_data = Clean_data[,-11]This is the headers
data_header = paste(trimws(as.character(Clean_data[1,])), trimws(as.character(Clean_data[2,])))
data_header = make.names(str_sub(data_header, 1,11))Add the header
Clean_data = as.tbl(Clean_data[-1:-2,])
names(Clean_data) = data_headerPlayer ID and names are not even Player states and ranks are even
player_ID = seq(1,nrow(Clean_data),2)
state_rank = seq(2,nrow(Clean_data),2)
players = Clean_data[player_ID,]
state_ranks = select(Clean_data[state_rank,], State = Pair.Num, Pre.Rating = Player.Name)Binding the coumns for wins, losses and draws.
players = bind_cols(players, state_ranks)
kable(players[1:5,])| Pair.Num | Player.Name | Total.Pts | Round.1 | Round.2 | Round.3 | Round.4 | Round.5 | Round.6 | Round.7 | State | Pre.Rating |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | GARY HUA | 6.0 | W 39 | W 21 | W 18 | W 14 | W 7 | D 12 | D 4 | ON | 15445895 / R: 1794 >1817 |
| 2 | DAKSHESH DARURI | 6.0 | W 63 | W 58 | L 4 | W 17 | W 16 | W 20 | W 7 | MI | 14598900 / R: 1553 >1663 |
| 3 | ADITYA BAJAJ | 6.0 | L 8 | W 61 | W 25 | W 21 | W 11 | W 13 | W 12 | MI | 14959604 / R: 1384 >1640 |
| 4 | PATRICK H SCHILLING | 5.5 | W 23 | D 28 | W 2 | W 26 | D 5 | W 19 | D 1 | MI | 12616049 / R: 1716 >1744 |
| 5 | HANSHI ZUO | 5.5 | W 45 | W 37 | D 12 | D 13 | D 4 | W 14 | W 17 | MI | 14601533 / R: 1655 >1690 |
Further cleaning and processing
players = players %>%
mutate(Pre.Rating = str_replace(Pre.Rating,"\\d+\\s+/ R:\\s+","")) %>%
mutate(Pre.Rating = str_replace(Pre.Rating,"^[P].+|>.+","")) %>%
mutate(Pre.Rating = as.integer(str_extract(Pre.Rating, "\\d+"))) Formatting the Total points, Pair.Num, and Player.Name columns
players = players %>%
mutate(Total.Pts = as.numeric(Total.Pts),
Pair.Num = parse_number(Pair.Num),
Player.Name = trimws(Player.Name))Transform data for easier aggregation
players = players %>%
gather("Round","OppPairNum", 4:10) %>%
mutate(OppPairNum = parse_number(OppPairNum))## Warning: 40 parsing failures.
## row col expected actual
## 37 -- a number B
## 44 -- a number B
## 53 -- a number H
## 56 -- a number H
## 123 -- a number B
## ... ... ........ ......
## See problems(...) for more details.Player pre-ratings
playerRatings = select(players, Pair.Num,OppPreRating = Pre.Rating) %>% distinct()
players = left_join(players, playerRatings, by = c("OppPairNum" = "Pair.Num"))## Warning: Column `OppPairNum`/`Pair.Num` has different attributes on LHS and
## RHS of joinkable(players[1:8,] )| Pair.Num | Player.Name | Total.Pts | State | Pre.Rating | Round | OppPairNum | OppPreRating |
|---|---|---|---|---|---|---|---|
| 1 | GARY HUA | 6.0 | ON | 1794 | Round.1 | 39 | 1436 |
| 2 | DAKSHESH DARURI | 6.0 | MI | 1553 | Round.1 | 63 | 1175 |
| 3 | ADITYA BAJAJ | 6.0 | MI | 1384 | Round.1 | 8 | 1641 |
| 4 | PATRICK H SCHILLING | 5.5 | MI | 1716 | Round.1 | 23 | 1363 |
| 5 | HANSHI ZUO | 5.5 | MI | 1655 | Round.1 | 45 | 1242 |
| 6 | HANSEN SONG | 5.0 | OH | 1686 | Round.1 | 34 | 1399 |
| 7 | GARY DEE SWATHELL | 5.0 | MI | 1649 | Round.1 | 57 | 1092 |
| 8 | EZEKIEL HOUGHTON | 5.0 | MI | 1641 | Round.1 | 3 | 1384 |
players = players %>%
group_by(Player.Name) %>%
mutate(AvgOppPreRating = round(mean(OppPreRating, na.rm=T)))Final Chess results
ChessResult = players %>%
select(Player.Name, Player.State = State, Total.Pts, Pre.Rating, AvgOppPreRating) %>%
ungroup() %>%
distinct()
kable(head(ChessResult))| Player.Name | Player.State | Total.Pts | Pre.Rating | AvgOppPreRating |
|---|---|---|---|---|
| GARY HUA | ON | 6.0 | 1794 | 1605 |
| DAKSHESH DARURI | MI | 6.0 | 1553 | 1469 |
| ADITYA BAJAJ | MI | 6.0 | 1384 | 1564 |
| PATRICK H SCHILLING | MI | 5.5 | 1716 | 1574 |
| HANSHI ZUO | MI | 5.5 | 1655 | 1501 |
| HANSEN SONG | OH | 5.0 | 1686 | 1519 |
Write CSV in R
write.csv(ChessResult, file = "ChessResult.csv")