Week 5 Data Dive
2026-02-15
Week 5 Data Dive - Documentation
For this week’s data dive I will be completing the following tasks:
Showing 3 columns of data that were unclear to me until I read the documentation of the data
One element of the data that is still unclear even after reading the data documentation
2 visualizations that show the element of the data that I deemed unclear in the previous task
Showing how many explicitly missing rows, implicitly missing rows, and empty groups there are
Defining what an outlier would be in one of my columns
I will also be providing what insight, significance, and any further questions come from the analysis done in each task.
3 Unclear Columns Before Reading Documentation
Here I am going to display 3 columns (ORB_per_100, DRB_per_100, and TRB_per_100) that I was confused by before I read the documentation for the data. Initially, I was expecting there to be a “REB_per_100” column for the average rebounds per 100 possessions for each team. However, after reading the documentation, I understood that this was broken into offensive rebounds and defensive rebounds. And for anyone who wanted an all encompassing value there is a total rebounds column as well.
summary(nba$ORB_per_100)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 7.80 11.40 12.90 12.83 14.20 19.30summary(nba$DRB_per_100)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 24.8 30.0 32.0 31.8 33.7 40.0summary(nba$TRB_per_100)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 38.00 43.20 44.60 44.62 46.10 52.90head(nba[, c("Team", "Season", "ORB_per_100", "DRB_per_100", "TRB_per_100")])## Team Season ORB_per_100 DRB_per_100 TRB_per_100
## 1 Atlanta Hawks 2023-24 12.4 31.9 44.2
## 2 Boston Celtics 2023-24 10.9 36.4 47.3
## 3 Brooklyn Nets 2023-24 11.7 33.4 45.2
## 4 Chicago Bulls 2023-24 11.4 33.4 44.8
## 5 Charlotte Hornets 2023-24 9.6 31.7 41.3
## 6 Cleveland Cavaliers 2023-24 10.1 34.2 44.3Insight, Significance, and Questions
The insight I gather from this is that it is important to read the documentation for data to clarify any confusion on the columns. This is significant because I was able to ensure I understood these 3 columns and therefore can use them to complete analysis effectively. A question I would have would be why wasn’t there an additional column called “Stocks” that combines Steals and Blocks (similar to Total Rebounds) created?
1 Element that is Unclear After Reading Documentation
Here I am going to display an example of something I am still confused by even after reading the documentation. I found that in the first few seasons of data there are a few teams that are labeled as missing the playoffs despite having made the playoffs in real life. Here is an example of one of those incorrectly labeled teams:
pacers_row <- nba[nba$Team == "Indiana Pacers" &
nba$Season == "2023-24", ]
pacers_row[, c("Team", "Season", "Playoffs")]## Team Season Playoffs
## 12 Indiana Pacers 2023-24 FALSEInsight, Significance, and Questions
The insight I gather from this is that it is important to check your data to see if it is accurate before trusting the analysis you do on it. This is significant because your analysis cannot be trusted unless the data is confirmed to be accurate. This leads me to ask: Are there any other inaccurate entries in the data?
2 Visualizations to Show the Impact of the Element Brought up Previously
Here I am going to display visualizations that emphasize the problem that I identified in the previous task.
The first visualization shows how many teams were labeled as making the playoffs in the 2016-17 and 2023-24 seasons. There are supposed to be 16 playoff teams every year, so we can see that that there are 9 missing playoff teams in 2023-24.
The second visualization shows how many teams are labeled as making the playoffs in the 3 most recent seasons in the dataset (2023-24, 2022-23, and 2021-22). We can see that there are not only 9 missing playoff teams in the 2023-24 season, but the 2022-23 season is missing all 16 of its playoff teams.
season_subset <- nba[nba$Season == "2016-17" |
nba$Season == "2023-24", ]
playoff_counts <- tapply(season_subset$Playoffs == "TRUE",
season_subset$Season,
sum,
na.rm = TRUE)
barplot(playoff_counts,
col = c("skyblue", "orange"),
main = "Number of Teams Labeled as Playoff Teams",
ylab = "Playoff Team Count")
text(x = c(0.7, 1.9),
y = playoff_counts,
labels = playoff_counts,
pos = 3)
first_three <- nba[nba$Season == "2023-24" |
nba$Season == "2022-23" |
nba$Season == "2021-22", ]
first_three_counts <- tapply(first_three$Playoffs == "TRUE",
first_three$Season,
sum,
na.rm = TRUE)
barplot(first_three_counts,
col = "lightgreen",
main = "Playoff Teams in First Three Seasons",
ylab = "Playoff Team Count")
abline(h = 16, col = "red", lty = 2)
Insight, Significance, and Questions
The insight I gather from this is that it pays to check the accuracy of the data for yourself. This is significant in order to perform effective analysis on the data. Once again I would ask: Is there any other inaccurate entries of data in this dataset?
Missing Values in 3 Columns
Here I show the explicitly missing values, implicitly missing values, and empty groups.
There are 119 rows in the X3p_per_100, X3pa_per_100, and X3p_Percent columns that are listed as NA. This is due to the fact that the 3 point line was being introduced into the NBA in the early 1970s. So there are some seasons that there is no 3pt line and there are some teams who chose to not attempt 3s initially when the 3pt line was introduced.
There are also 1471 rows labeled as implicit. However, I expect a great majority of these come from the fact that there weren’t 30 NBA teams until the early 2000s. So for the seasons in the 70s, 80s, and 90s, there are fewer teams and less data.
There are empty groups in the form of there being 9 missing NBA playoff teams in the 2023-24 season and 16 missing playoff teams in the 2022-23 season.
colSums(is.na(nba))## Season League Team Abbreviation Playoffs
## 0 0 0 0 0
## Games Minutes_Played FG_per_100 FGA_per_100 FG_Percent
## 0 0 0 0 0
## X3p_per_100 X3pa_per_100 X3p_Percent X2p_per_100 X2pa_per_100
## 119 119 119 0 0
## X2p_Percent FT_per_100 FTA_per_100 FT_Percent ORB_per_100
## 0 0 0 0 0
## DRB_per_100 TRB_per_100 AST_per_100 STL_per_100 BLK_per_100
## 0 0 0 0 0
## TOV_per_100 PF_per_100 PTS_per_100
## 0 0 0sum(!complete.cases(nba))## [1] 119all_teams <- unique(nba$Team)
all_seasons <- unique(nba$Season)
expected <- expand.grid(Team = all_teams,
Season = all_seasons)
merged <- merge(expected, nba,
by = c("Team", "Season"),
all.x = TRUE)
implicit_missing <- merged[is.na(merged$X3p_per_100), ]
nrow(implicit_missing)## [1] 1471table(nba$Season, nba$Playoffs)##
## FALSE TRUE
## 1973-74 10 17
## 1974-75 10 18
## 1975-76 12 15
## 1976-77 10 12
## 1977-78 10 12
## 1978-79 10 12
## 1979-80 10 12
## 1980-81 11 12
## 1981-82 11 12
## 1982-83 11 12
## 1983-84 7 16
## 1984-85 7 16
## 1985-86 7 16
## 1986-87 7 16
## 1987-88 7 16
## 1988-89 9 16
## 1989-90 11 16
## 1990-91 11 16
## 1991-92 11 16
## 1992-93 11 16
## 1993-94 11 16
## 1994-95 11 16
## 1995-96 13 16
## 1996-97 13 16
## 1997-98 13 16
## 1998-99 13 16
## 1999-00 13 16
## 2000-01 13 16
## 2001-02 13 16
## 2002-03 13 16
## 2003-04 13 16
## 2004-05 14 16
## 2005-06 14 16
## 2006-07 14 16
## 2007-08 14 16
## 2008-09 14 16
## 2009-10 14 16
## 2010-11 14 16
## 2011-12 14 16
## 2012-13 14 16
## 2013-14 14 16
## 2014-15 14 16
## 2015-16 14 16
## 2016-17 14 16
## 2017-18 14 16
## 2018-19 14 16
## 2019-20 14 16
## 2020-21 14 16
## 2021-22 14 16
## 2022-23 30 0
## 2023-24 23 7Insight, Significance, and Questions
The insight I gather from this is that it is important to check your data for all forms of missing data. This is significant since some of the data is intended to be missing, but some of it can negatively impact your analysis. This would lead me to ask: When is it okay to have missing data and when is it not?
Defining an Outlier for a Column
Here I am going to define what I would consider to be an outlier for teams when it comes to statistics related to shooting 3pt shots.
I have defined any team that makes less than two 3pt shots per 100 possessions to be an outlier when considering 3pt analysis. This mostly cuts out NBA teams in the 1970s, 1980s, and a few in the early 1990s.
outliers <- nba[nba$X3p_per_100 < 2, ]
outliers## Season League Team Abbreviation Playoffs Games
## 890 1993-94 NBA Boston Celtics BOS FALSE 82
## 917 1992-93 NBA Boston Celtics BOS TRUE 82
## 922 1992-93 NBA Denver Nuggets DEN FALSE 82
## 927 1992-93 NBA Los Angeles Clippers LAC TRUE 82
## 941 1992-93 NBA Utah Jazz UTA TRUE 82
## 944 1991-92 NBA Boston Celtics BOS TRUE 82
## 945 1991-92 NBA Charlotte Hornets CHH FALSE 82
## 946 1991-92 NBA Chicago Bulls CHI TRUE 82
## 949 1991-92 NBA Denver Nuggets DEN FALSE 82
## 954 1991-92 NBA Los Angeles Clippers LAC TRUE 82
## 955 1991-92 NBA Los Angeles Lakers LAL TRUE 82
## 958 1991-92 NBA Minnesota Timberwolves MIN FALSE 82
## 966 1991-92 NBA San Antonio Spurs SAS TRUE 82
## 969 1991-92 NBA Washington Bullets WSB FALSE 82
## 971 1990-91 NBA Boston Celtics BOS TRUE 82
## 972 1990-91 NBA Charlotte Hornets CHH FALSE 82
## 977 1990-91 NBA Detroit Pistons DET TRUE 82
## 981 1990-91 NBA Los Angeles Clippers LAC FALSE 82
## 983 1990-91 NBA Miami Heat MIA FALSE 82
## 985 1990-91 NBA Minnesota Timberwolves MIN FALSE 82
## 990 1990-91 NBA Phoenix Suns PHO TRUE 82
## 993 1990-91 NBA San Antonio Spurs SAS TRUE 82
## 994 1990-91 NBA Seattle SuperSonics SEA TRUE 82
## 995 1990-91 NBA Utah Jazz UTA TRUE 82
## 996 1990-91 NBA Washington Bullets WSB FALSE 82
## 997 1989-90 NBA Atlanta Hawks ATL FALSE 82
## 998 1989-90 NBA Boston Celtics BOS TRUE 82
## 1006 1989-90 NBA Houston Rockets HOU TRUE 82
## 1008 1989-90 NBA Los Angeles Clippers LAC FALSE 82
## 1010 1989-90 NBA Miami Heat MIA FALSE 82
## 1012 1989-90 NBA Minnesota Timberwolves MIN FALSE 82
## 1013 1989-90 NBA New Jersey Nets NJN FALSE 82
## 1015 1989-90 NBA Orlando Magic ORL FALSE 82
## 1020 1989-90 NBA San Antonio Spurs SAS TRUE 82
## 1023 1989-90 NBA Washington Bullets WSB FALSE 82
## 1024 1988-89 NBA Atlanta Hawks ATL TRUE 82
## 1025 1988-89 NBA Boston Celtics BOS TRUE 82
## 1026 1988-89 NBA Charlotte Hornets CHH FALSE 82
## 1031 1988-89 NBA Detroit Pistons DET TRUE 82
## 1033 1988-89 NBA Houston Rockets HOU TRUE 82
## 1035 1988-89 NBA Los Angeles Clippers LAC FALSE 82
## 1037 1988-89 NBA Miami Heat MIA FALSE 82
## 1045 1988-89 NBA San Antonio Spurs SAS FALSE 82
## 1047 1988-89 NBA Utah Jazz UTA TRUE 82
## 1048 1988-89 NBA Washington Bullets WSB FALSE 82
## 1049 1987-88 NBA Atlanta Hawks ATL TRUE 82
## 1051 1987-88 NBA Chicago Bulls CHI TRUE 82
## 1052 1987-88 NBA Cleveland Cavaliers CLE TRUE 82
## 1053 1987-88 NBA Dallas Mavericks DAL TRUE 82
## 1055 1987-88 NBA Detroit Pistons DET TRUE 82
## 1056 1987-88 NBA Golden State Warriors GSW FALSE 82
## 1057 1987-88 NBA Houston Rockets HOU TRUE 82
## 1059 1987-88 NBA Los Angeles Clippers LAC FALSE 82
## 1060 1987-88 NBA Los Angeles Lakers LAL TRUE 82
## 1061 1987-88 NBA Milwaukee Bucks MIL TRUE 82
## 1062 1987-88 NBA New Jersey Nets NJN FALSE 82
## 1064 1987-88 NBA Philadelphia 76ers PHI FALSE 82
## 1065 1987-88 NBA Phoenix Suns PHO FALSE 82
## 1066 1987-88 NBA Portland Trail Blazers POR TRUE 82
## 1067 1987-88 NBA Sacramento Kings SAC FALSE 82
## 1068 1987-88 NBA San Antonio Spurs SAS TRUE 82
## 1070 1987-88 NBA Utah Jazz UTA TRUE 82
## 1071 1987-88 NBA Washington Bullets WSB TRUE 82
## 1072 1986-87 NBA Atlanta Hawks ATL TRUE 82
## 1074 1986-87 NBA Chicago Bulls CHI TRUE 82
## 1075 1986-87 NBA Cleveland Cavaliers CLE FALSE 82
## 1077 1986-87 NBA Denver Nuggets DEN TRUE 82
## 1078 1986-87 NBA Detroit Pistons DET TRUE 82
## 1079 1986-87 NBA Golden State Warriors GSW TRUE 82
## 1080 1986-87 NBA Houston Rockets HOU TRUE 82
## 1081 1986-87 NBA Indiana Pacers IND TRUE 82
## 1082 1986-87 NBA Los Angeles Clippers LAC FALSE 82
## 1085 1986-87 NBA New Jersey Nets NJN FALSE 82
## 1086 1986-87 NBA New York Knicks NYK FALSE 82
## 1087 1986-87 NBA Philadelphia 76ers PHI TRUE 82
## 1088 1986-87 NBA Phoenix Suns PHO FALSE 82
## 1089 1986-87 NBA Portland Trail Blazers POR TRUE 82
## 1090 1986-87 NBA Sacramento Kings SAC FALSE 82
## 1091 1986-87 NBA San Antonio Spurs SAS FALSE 82
## 1093 1986-87 NBA Utah Jazz UTA TRUE 82
## 1094 1986-87 NBA Washington Bullets WSB TRUE 82
## 1095 1985-86 NBA Atlanta Hawks ATL TRUE 82
## 1096 1985-86 NBA Boston Celtics BOS TRUE 82
## 1097 1985-86 NBA Chicago Bulls CHI TRUE 82
## 1098 1985-86 NBA Cleveland Cavaliers CLE FALSE 82
## 1099 1985-86 NBA Dallas Mavericks DAL TRUE 82
## 1100 1985-86 NBA Denver Nuggets DEN TRUE 82
## 1101 1985-86 NBA Detroit Pistons DET TRUE 82
## 1102 1985-86 NBA Golden State Warriors GSW FALSE 82
## 1103 1985-86 NBA Houston Rockets HOU TRUE 82
## 1104 1985-86 NBA Indiana Pacers IND FALSE 82
## 1105 1985-86 NBA Los Angeles Clippers LAC FALSE 82
## 1106 1985-86 NBA Los Angeles Lakers LAL TRUE 82
## 1107 1985-86 NBA Milwaukee Bucks MIL TRUE 82
## 1108 1985-86 NBA New Jersey Nets NJN TRUE 82
## 1109 1985-86 NBA New York Knicks NYK FALSE 82
## 1110 1985-86 NBA Philadelphia 76ers PHI TRUE 82
## 1111 1985-86 NBA Phoenix Suns PHO FALSE 82
## 1112 1985-86 NBA Portland Trail Blazers POR TRUE 82
## 1113 1985-86 NBA Sacramento Kings SAC TRUE 82
## 1114 1985-86 NBA San Antonio Spurs SAS TRUE 82
## 1115 1985-86 NBA Seattle SuperSonics SEA FALSE 82
## 1116 1985-86 NBA Utah Jazz UTA TRUE 82
## 1117 1985-86 NBA Washington Bullets WSB TRUE 82
## 1118 1984-85 NBA Atlanta Hawks ATL FALSE 82
## 1119 1984-85 NBA Boston Celtics BOS TRUE 82
## 1120 1984-85 NBA Chicago Bulls CHI TRUE 82
## 1121 1984-85 NBA Cleveland Cavaliers CLE TRUE 82
## 1122 1984-85 NBA Dallas Mavericks DAL TRUE 82
## 1123 1984-85 NBA Denver Nuggets DEN TRUE 82
## 1124 1984-85 NBA Detroit Pistons DET TRUE 82
## 1125 1984-85 NBA Golden State Warriors GSW FALSE 82
## 1126 1984-85 NBA Houston Rockets HOU TRUE 82
## 1127 1984-85 NBA Indiana Pacers IND FALSE 82
## 1128 1984-85 NBA Kansas City Kings KCK FALSE 82
## 1129 1984-85 NBA Los Angeles Clippers LAC FALSE 82
## 1130 1984-85 NBA Los Angeles Lakers LAL TRUE 82
## 1131 1984-85 NBA Milwaukee Bucks MIL TRUE 82
## 1132 1984-85 NBA New Jersey Nets NJN TRUE 82
## 1133 1984-85 NBA New York Knicks NYK FALSE 82
## 1134 1984-85 NBA Philadelphia 76ers PHI TRUE 82
## 1135 1984-85 NBA Phoenix Suns PHO TRUE 82
## 1136 1984-85 NBA Portland Trail Blazers POR TRUE 82
## 1137 1984-85 NBA San Antonio Spurs SAS TRUE 82
## 1138 1984-85 NBA Seattle SuperSonics SEA FALSE 82
## 1139 1984-85 NBA Utah Jazz UTA TRUE 82
## 1140 1984-85 NBA Washington Bullets WSB TRUE 82
## 1141 1983-84 NBA Atlanta Hawks ATL TRUE 82
## 1142 1983-84 NBA Boston Celtics BOS TRUE 82
## 1143 1983-84 NBA Chicago Bulls CHI FALSE 82
## 1144 1983-84 NBA Cleveland Cavaliers CLE FALSE 82
## 1145 1983-84 NBA Dallas Mavericks DAL TRUE 82
## 1146 1983-84 NBA Denver Nuggets DEN TRUE 82
## 1147 1983-84 NBA Detroit Pistons DET TRUE 82
## 1148 1983-84 NBA Golden State Warriors GSW FALSE 82
## 1149 1983-84 NBA Houston Rockets HOU FALSE 82
## 1150 1983-84 NBA Indiana Pacers IND FALSE 82
## 1151 1983-84 NBA Kansas City Kings KCK TRUE 82
## 1152 1983-84 NBA Los Angeles Lakers LAL TRUE 82
## 1153 1983-84 NBA Milwaukee Bucks MIL TRUE 82
## 1154 1983-84 NBA New Jersey Nets NJN TRUE 82
## 1155 1983-84 NBA New York Knicks NYK TRUE 82
## 1156 1983-84 NBA Philadelphia 76ers PHI TRUE 82
## 1157 1983-84 NBA Phoenix Suns PHO TRUE 82
## 1158 1983-84 NBA Portland Trail Blazers POR TRUE 82
## 1159 1983-84 NBA San Antonio Spurs SAS FALSE 82
## 1160 1983-84 NBA San Diego Clippers SDC FALSE 82
## 1161 1983-84 NBA Seattle SuperSonics SEA TRUE 82
## 1162 1983-84 NBA Utah Jazz UTA TRUE 82
## 1163 1983-84 NBA Washington Bullets WSB TRUE 82
## 1164 1982-83 NBA Atlanta Hawks ATL TRUE 82
## 1165 1982-83 NBA Boston Celtics BOS TRUE 82
## 1166 1982-83 NBA Chicago Bulls CHI FALSE 82
## 1167 1982-83 NBA Cleveland Cavaliers CLE FALSE 82
## 1168 1982-83 NBA Dallas Mavericks DAL FALSE 82
## 1169 1982-83 NBA Denver Nuggets DEN TRUE 82
## 1170 1982-83 NBA Detroit Pistons DET FALSE 82
## 1171 1982-83 NBA Golden State Warriors GSW FALSE 82
## 1172 1982-83 NBA Houston Rockets HOU FALSE 82
## 1173 1982-83 NBA Indiana Pacers IND FALSE 82
## 1174 1982-83 NBA Kansas City Kings KCK FALSE 82
## 1175 1982-83 NBA Los Angeles Lakers LAL TRUE 82
## 1176 1982-83 NBA Milwaukee Bucks MIL TRUE 82
## 1177 1982-83 NBA New Jersey Nets NJN TRUE 82
## 1178 1982-83 NBA New York Knicks NYK TRUE 82
## 1179 1982-83 NBA Philadelphia 76ers PHI TRUE 82
## 1180 1982-83 NBA Phoenix Suns PHO TRUE 82
## 1181 1982-83 NBA Portland Trail Blazers POR TRUE 82
## 1182 1982-83 NBA San Antonio Spurs SAS TRUE 82
## 1183 1982-83 NBA San Diego Clippers SDC FALSE 82
## 1184 1982-83 NBA Seattle SuperSonics SEA TRUE 82
## 1185 1982-83 NBA Utah Jazz UTA FALSE 82
## 1186 1982-83 NBA Washington Bullets WSB FALSE 82
## 1187 1981-82 NBA Atlanta Hawks ATL TRUE 82
## 1188 1981-82 NBA Boston Celtics BOS TRUE 82
## 1189 1981-82 NBA Chicago Bulls CHI FALSE 82
## 1190 1981-82 NBA Cleveland Cavaliers CLE FALSE 82
## 1191 1981-82 NBA Dallas Mavericks DAL FALSE 82
## 1192 1981-82 NBA Denver Nuggets DEN TRUE 82
## 1193 1981-82 NBA Detroit Pistons DET FALSE 82
## 1194 1981-82 NBA Golden State Warriors GSW FALSE 82
## 1195 1981-82 NBA Houston Rockets HOU TRUE 82
## 1196 1981-82 NBA Indiana Pacers IND FALSE 82
## 1197 1981-82 NBA Kansas City Kings KCK FALSE 82
## 1198 1981-82 NBA Los Angeles Lakers LAL TRUE 82
## 1199 1981-82 NBA Milwaukee Bucks MIL TRUE 82
## 1200 1981-82 NBA New Jersey Nets NJN TRUE 82
## 1201 1981-82 NBA New York Knicks NYK FALSE 82
## 1202 1981-82 NBA Philadelphia 76ers PHI TRUE 82
## 1203 1981-82 NBA Phoenix Suns PHO TRUE 82
## 1204 1981-82 NBA Portland Trail Blazers POR FALSE 82
## 1205 1981-82 NBA San Antonio Spurs SAS TRUE 82
## 1206 1981-82 NBA San Diego Clippers SDC FALSE 82
## 1207 1981-82 NBA Seattle SuperSonics SEA TRUE 82
## 1208 1981-82 NBA Utah Jazz UTA FALSE 82
## 1209 1981-82 NBA Washington Bullets WSB TRUE 82
## 1210 1980-81 NBA Atlanta Hawks ATL FALSE 82
## 1211 1980-81 NBA Boston Celtics BOS TRUE 82
## 1212 1980-81 NBA Chicago Bulls CHI TRUE 82
## 1213 1980-81 NBA Cleveland Cavaliers CLE FALSE 82
## 1214 1980-81 NBA Dallas Mavericks DAL FALSE 82
## 1215 1980-81 NBA Denver Nuggets DEN FALSE 82
## 1216 1980-81 NBA Detroit Pistons DET FALSE 82
## 1217 1980-81 NBA Golden State Warriors GSW FALSE 82
## 1218 1980-81 NBA Houston Rockets HOU TRUE 82
## 1219 1980-81 NBA Indiana Pacers IND TRUE 82
## 1220 1980-81 NBA Kansas City Kings KCK TRUE 82
## 1221 1980-81 NBA Los Angeles Lakers LAL TRUE 82
## 1222 1980-81 NBA Milwaukee Bucks MIL TRUE 82
## 1223 1980-81 NBA New Jersey Nets NJN FALSE 82
## 1224 1980-81 NBA New York Knicks NYK TRUE 82
## 1225 1980-81 NBA Philadelphia 76ers PHI TRUE 82
## 1226 1980-81 NBA Phoenix Suns PHO TRUE 82
## 1227 1980-81 NBA Portland Trail Blazers POR TRUE 82
## 1228 1980-81 NBA San Antonio Spurs SAS TRUE 82
## 1229 1980-81 NBA San Diego Clippers SDC FALSE 82
## 1230 1980-81 NBA Seattle SuperSonics SEA FALSE 82
## 1231 1980-81 NBA Utah Jazz UTA FALSE 82
## 1232 1980-81 NBA Washington Bullets WSB FALSE 82
## 1233 1979-80 NBA Atlanta Hawks ATL TRUE 82
## 1234 1979-80 NBA Boston Celtics BOS TRUE 82
## 1235 1979-80 NBA Chicago Bulls CHI FALSE 82
## 1236 1979-80 NBA Cleveland Cavaliers CLE FALSE 82
## 1237 1979-80 NBA Denver Nuggets DEN FALSE 82
## 1238 1979-80 NBA Detroit Pistons DET FALSE 82
## 1239 1979-80 NBA Golden State Warriors GSW FALSE 82
## 1240 1979-80 NBA Houston Rockets HOU TRUE 82
## 1241 1979-80 NBA Indiana Pacers IND FALSE 82
## 1242 1979-80 NBA Kansas City Kings KCK TRUE 82
## 1243 1979-80 NBA Los Angeles Lakers LAL TRUE 82
## 1244 1979-80 NBA Milwaukee Bucks MIL TRUE 82
## 1245 1979-80 NBA New Jersey Nets NJN FALSE 82
## 1246 1979-80 NBA New York Knicks NYK FALSE 82
## 1247 1979-80 NBA Philadelphia 76ers PHI TRUE 82
## 1248 1979-80 NBA Phoenix Suns PHO TRUE 82
## 1249 1979-80 NBA Portland Trail Blazers POR TRUE 82
## 1250 1979-80 NBA San Antonio Spurs SAS TRUE 82
## 1252 1979-80 NBA Seattle SuperSonics SEA TRUE 82
## 1253 1979-80 NBA Utah Jazz UTA FALSE 82
## 1254 1979-80 NBA Washington Bullets WSB TRUE 82
## NA <NA> <NA> <NA> <NA> NA NA
## NA.1 <NA> <NA> <NA> <NA> NA NA
## NA.2 <NA> <NA> <NA> <NA> NA NA
## NA.3 <NA> <NA> <NA> <NA> NA NA
## NA.4 <NA> <NA> <NA> <NA> NA NA
## NA.5 <NA> <NA> <NA> <NA> NA NA
## NA.6 <NA> <NA> <NA> <NA> NA NA
## NA.7 <NA> <NA> <NA> <NA> NA NA
## NA.8 <NA> <NA> <NA> <NA> NA NA
## NA.9 <NA> <NA> <NA> <NA> NA NA
## NA.10 <NA> <NA> <NA> <NA> NA NA
## NA.11 <NA> <NA> <NA> <NA> NA NA
## NA.12 <NA> <NA> <NA> <NA> NA NA
## NA.13 <NA> <NA> <NA> <NA> NA NA
## NA.14 <NA> <NA> <NA> <NA> NA NA
## NA.15 <NA> <NA> <NA> <NA> NA NA
## NA.16 <NA> <NA> <NA> <NA> NA NA
## NA.17 <NA> <NA> <NA> <NA> NA NA
## NA.18 <NA> <NA> <NA> <NA> NA NA
## NA.19 <NA> <NA> <NA> <NA> NA NA
## NA.20 <NA> <NA> <NA> <NA> NA NA
## NA.21 <NA> <NA> <NA> <NA> NA NA
## NA.22 <NA> <NA> <NA> <NA> NA NA
## NA.23 <NA> <NA> <NA> <NA> NA NA
## NA.24 <NA> <NA> <NA> <NA> NA NA
## NA.25 <NA> <NA> <NA> <NA> NA NA
## NA.26 <NA> <NA> <NA> <NA> NA NA
## NA.27 <NA> <NA> <NA> <NA> NA NA
## NA.28 <NA> <NA> <NA> <NA> NA NA
## NA.29 <NA> <NA> <NA> <NA> NA NA
## NA.30 <NA> <NA> <NA> <NA> NA NA
## NA.31 <NA> <NA> <NA> <NA> NA NA
## NA.32 <NA> <NA> <NA> <NA> NA NA
## NA.33 <NA> <NA> <NA> <NA> NA NA
## NA.34 <NA> <NA> <NA> <NA> NA NA
## NA.35 <NA> <NA> <NA> <NA> NA NA
## NA.36 <NA> <NA> <NA> <NA> NA NA
## NA.37 <NA> <NA> <NA> <NA> NA NA
## NA.38 <NA> <NA> <NA> <NA> NA NA
## NA.39 <NA> <NA> <NA> <NA> NA NA
## NA.40 <NA> <NA> <NA> <NA> NA NA
## NA.41 <NA> <NA> <NA> <NA> NA NA
## NA.42 <NA> <NA> <NA> <NA> NA NA
## NA.43 <NA> <NA> <NA> <NA> NA NA
## NA.44 <NA> <NA> <NA> <NA> NA NA
## NA.45 <NA> <NA> <NA> <NA> NA NA
## NA.46 <NA> <NA> <NA> <NA> NA NA
## NA.47 <NA> <NA> <NA> <NA> NA NA
## NA.48 <NA> <NA> <NA> <NA> NA NA
## NA.49 <NA> <NA> <NA> <NA> NA NA
## NA.50 <NA> <NA> <NA> <NA> NA NA
## NA.51 <NA> <NA> <NA> <NA> NA NA
## NA.52 <NA> <NA> <NA> <NA> NA NA
## NA.53 <NA> <NA> <NA> <NA> NA NA
## NA.54 <NA> <NA> <NA> <NA> NA NA
## NA.55 <NA> <NA> <NA> <NA> NA NA
## NA.56 <NA> <NA> <NA> <NA> NA NA
## NA.57 <NA> <NA> <NA> <NA> NA NA
## NA.58 <NA> <NA> <NA> <NA> NA NA
## NA.59 <NA> <NA> <NA> <NA> NA NA
## NA.60 <NA> <NA> <NA> <NA> NA NA
## NA.61 <NA> <NA> <NA> <NA> NA NA
## NA.62 <NA> <NA> <NA> <NA> NA NA
## NA.63 <NA> <NA> <NA> <NA> NA NA
## NA.64 <NA> <NA> <NA> <NA> NA NA
## NA.65 <NA> <NA> <NA> <NA> NA NA
## NA.66 <NA> <NA> <NA> <NA> NA NA
## NA.67 <NA> <NA> <NA> <NA> NA NA
## NA.68 <NA> <NA> <NA> <NA> NA NA
## NA.69 <NA> <NA> <NA> <NA> NA NA
## NA.70 <NA> <NA> <NA> <NA> NA NA
## NA.71 <NA> <NA> <NA> <NA> NA NA
## 1327 1975-76 ABA Denver Nuggets DNA TRUE 84
## NA.72 <NA> <NA> <NA> <NA> NA NA
## NA.73 <NA> <NA> <NA> <NA> NA NA
## NA.74 <NA> <NA> <NA> <NA> NA NA
## 1332 1975-76 ABA Kentucky Colonels KEN TRUE 84
## NA.75 <NA> <NA> <NA> <NA> NA NA
## NA.76 <NA> <NA> <NA> <NA> NA NA
## NA.77 <NA> <NA> <NA> <NA> NA NA
## 1336 1975-76 ABA New York Nets NYA TRUE 84
## NA.78 <NA> <NA> <NA> <NA> NA NA
## NA.79 <NA> <NA> <NA> <NA> NA NA
## NA.80 <NA> <NA> <NA> <NA> NA NA
## NA.81 <NA> <NA> <NA> <NA> NA NA
## 1341 1975-76 ABA San Antonio Spurs SAA TRUE 84
## 1342 1975-76 ABA San Diego Sails SDS FALSE 11
## NA.82 <NA> <NA> <NA> <NA> NA NA
## 1344 1975-76 ABA Spirits of St. Louis SSL FALSE 84
## 1345 1975-76 ABA Utah Stars UTS FALSE 16
## 1346 1975-76 ABA Virginia Squires VIR FALSE 83
## NA.83 <NA> <NA> <NA> <NA> NA NA
## NA.84 <NA> <NA> <NA> <NA> NA NA
## NA.85 <NA> <NA> <NA> <NA> NA NA
## NA.86 <NA> <NA> <NA> <NA> NA NA
## NA.87 <NA> <NA> <NA> <NA> NA NA
## NA.88 <NA> <NA> <NA> <NA> NA NA
## NA.89 <NA> <NA> <NA> <NA> NA NA
## 1354 1974-75 ABA Denver Nuggets DNA TRUE 84
## NA.90 <NA> <NA> <NA> <NA> NA NA
## NA.91 <NA> <NA> <NA> <NA> NA NA
## NA.92 <NA> <NA> <NA> <NA> NA NA
## 1359 1974-75 ABA Kentucky Colonels KEN TRUE 84
## NA.93 <NA> <NA> <NA> <NA> NA NA
## NA.94 <NA> <NA> <NA> <NA> NA NA
## NA.95 <NA> <NA> <NA> <NA> NA NA
## 1364 1974-75 ABA New York Nets NYA TRUE 84
## NA.96 <NA> <NA> <NA> <NA> NA NA
## NA.97 <NA> <NA> <NA> <NA> NA NA
## NA.98 <NA> <NA> <NA> <NA> NA NA
## NA.99 <NA> <NA> <NA> <NA> NA NA
## 1369 1974-75 ABA San Antonio Spurs SAA TRUE 84
## 1370 1974-75 ABA San Diego Conquistadors SDA FALSE 84
## NA.100 <NA> <NA> <NA> <NA> NA NA
## 1372 1974-75 ABA Spirits of St. Louis SSL TRUE 84
## 1373 1974-75 ABA Utah Stars UTS TRUE 84
## 1374 1974-75 ABA Virginia Squires VIR FALSE 84
## NA.101 <NA> <NA> <NA> <NA> NA NA
## NA.102 <NA> <NA> <NA> <NA> NA NA
## NA.103 <NA> <NA> <NA> <NA> NA NA
## NA.104 <NA> <NA> <NA> <NA> NA NA
## NA.105 <NA> <NA> <NA> <NA> NA NA
## 1380 1973-74 ABA Carolina Cougars CAR TRUE 84
## NA.106 <NA> <NA> <NA> <NA> NA NA
## NA.107 <NA> <NA> <NA> <NA> NA NA
## NA.108 <NA> <NA> <NA> <NA> NA NA
## 1384 1973-74 ABA Denver Rockets DNR TRUE 84
## NA.109 <NA> <NA> <NA> <NA> NA NA
## NA.110 <NA> <NA> <NA> <NA> NA NA
## NA.111 <NA> <NA> <NA> <NA> NA NA
## 1389 1973-74 ABA Kentucky Colonels KEN TRUE 84
## NA.112 <NA> <NA> <NA> <NA> NA NA
## NA.113 <NA> <NA> <NA> <NA> NA NA
## 1392 1973-74 ABA Memphis Tams MMT FALSE 84
## 1393 1973-74 ABA New York Nets NYA TRUE 84
## NA.114 <NA> <NA> <NA> <NA> NA NA
## NA.115 <NA> <NA> <NA> <NA> NA NA
## NA.116 <NA> <NA> <NA> <NA> NA NA
## NA.117 <NA> <NA> <NA> <NA> NA NA
## 1398 1973-74 ABA San Antonio Spurs SAA TRUE 84
## NA.118 <NA> <NA> <NA> <NA> NA NA
## 1401 1973-74 ABA Utah Stars UTS TRUE 84
## 1402 1973-74 ABA Virginia Squires VIR TRUE 84
## Minutes_Played FG_per_100 FGA_per_100 FG_Percent X3p_per_100
## 890 19905 42.0 89.0 0.472 1.7
## 917 19780 44.1 90.7 0.487 1.4
## 922 19830 40.6 88.3 0.460 1.7
## 927 19805 43.3 89.6 0.484 1.6
## 941 19755 42.0 85.9 0.489 1.6
## 944 19780 44.9 91.2 0.492 1.4
## 945 19805 43.1 90.2 0.477 1.4
## 946 19830 46.7 91.9 0.508 1.8
## 949 19780 40.2 90.9 0.442 1.6
## 954 19830 42.0 88.7 0.473 1.8
## 955 19830 41.7 91.3 0.456 1.6
## 958 19805 42.9 93.6 0.458 1.6
## 966 19780 42.6 89.4 0.476 1.5
## 969 19855 41.6 90.3 0.461 1.8
## 971 19805 45.5 88.8 0.512 1.3
## 972 19805 40.9 87.6 0.467 1.6
## 977 19805 42.1 90.6 0.465 1.7
## 981 19805 41.1 88.8 0.464 1.4
## 983 19780 40.1 87.3 0.459 1.7
## 985 19905 42.6 95.0 0.449 1.4
## 990 19730 43.0 86.7 0.496 1.7
## 993 19830 41.9 85.8 0.488 1.0
## 994 19880 43.9 89.3 0.492 1.7
## 995 19780 40.9 83.3 0.492 1.9
## 996 19855 42.0 90.1 0.466 0.7
## 997 19730 43.4 89.1 0.487 1.6
## 998 19705 44.2 88.7 0.498 1.3
## 1006 19805 41.7 86.9 0.480 1.8
## 1008 19805 40.6 83.7 0.484 0.7
## 1010 19730 40.7 88.5 0.461 1.1
## 1012 19855 40.7 91.3 0.446 1.0
## 1013 19705 38.7 91.0 0.426 1.7
## 1015 19805 40.2 87.6 0.459 1.3
## 1020 19730 41.9 86.4 0.484 0.7
## 1023 19830 43.8 92.3 0.475 0.5
## 1024 19805 42.0 89.1 0.472 1.4
## 1025 19780 43.5 88.3 0.493 1.0
## 1026 19780 41.5 89.9 0.461 1.6
## 1031 19830 43.0 87.2 0.494 1.5
## 1033 19855 40.5 85.5 0.474 1.9
## 1035 19855 40.8 86.0 0.475 0.6
## 1037 19855 39.3 86.8 0.453 1.2
## 1045 19755 40.5 86.4 0.468 0.7
## 1047 19730 39.5 81.9 0.482 1.4
## 1048 19855 42.2 91.0 0.464 0.6
## 1049 19780 43.3 89.4 0.485 1.1
## 1051 19855 43.5 88.8 0.490 0.7
## 1052 19780 41.3 84.2 0.490 1.6
## 1053 19755 42.7 90.1 0.475 1.9
## 1055 19780 42.7 86.6 0.493 0.7
## 1056 19780 41.4 88.4 0.468 1.1
## 1057 19680 41.5 88.1 0.471 0.8
## 1059 19805 38.3 86.5 0.443 0.9
## 1060 19805 43.7 86.6 0.505 1.7
## 1061 19780 41.9 88.0 0.475 1.7
## 1062 19780 39.5 84.4 0.468 1.7
## 1064 19905 40.4 85.2 0.474 1.9
## 1065 19730 42.7 87.8 0.486 1.4
## 1066 19730 43.0 87.6 0.491 1.4
## 1067 19780 41.6 88.2 0.471 1.7
## 1068 19805 43.0 87.8 0.490 1.5
## 1070 19705 41.8 85.1 0.491 1.5
## 1071 19880 41.3 88.1 0.468 0.4
## 1072 19730 42.9 89.1 0.481 1.7
## 1074 19830 42.7 90.4 0.473 1.0
## 1075 19755 40.2 85.4 0.470 1.0
## 1077 19780 42.8 90.9 0.471 1.2
## 1078 19830 42.4 86.7 0.490 0.5
## 1079 19905 42.1 87.9 0.479 1.4
## 1080 19780 42.1 88.2 0.477 1.1
## 1081 19930 42.1 89.2 0.472 1.1
## 1082 19780 39.1 86.7 0.452 0.9
## 1085 19855 40.1 84.1 0.476 1.7
## 1086 19780 41.0 86.5 0.474 1.5
## 1087 19880 41.4 84.3 0.491 1.1
## 1088 19855 42.4 85.2 0.497 0.7
## 1089 19805 42.1 83.6 0.504 1.1
## 1090 19780 42.2 88.8 0.475 0.9
## 1091 19805 42.1 88.9 0.474 1.4
## 1093 19755 41.0 88.5 0.464 1.6
## 1094 19705 40.8 89.9 0.454 0.5
## 1095 19805 41.8 85.2 0.490 0.4
## 1096 19855 44.4 87.3 0.508 1.6
## 1097 19855 42.1 87.6 0.481 1.1
## 1098 19780 41.5 86.4 0.480 1.6
## 1099 19805 43.1 86.0 0.501 1.7
## 1100 19755 42.2 89.6 0.471 0.8
## 1101 19780 43.7 90.3 0.484 0.6
## 1102 19780 42.5 88.1 0.482 1.0
## 1103 19755 44.1 90.0 0.490 1.0
## 1104 19755 41.4 86.1 0.481 0.3
## 1105 19755 40.1 84.8 0.473 0.8
## 1106 19830 45.2 86.5 0.522 1.6
## 1107 19805 42.7 86.8 0.493 1.5
## 1108 19805 41.6 85.6 0.486 0.5
## 1109 19805 39.8 86.5 0.460 1.0
## 1110 19905 41.2 84.7 0.487 0.6
## 1111 19805 40.7 80.9 0.503 0.4
## 1112 19855 41.8 84.2 0.496 0.9
## 1113 19780 42.1 85.9 0.490 0.4
## 1114 19805 42.0 82.9 0.506 0.5
## 1115 19930 41.2 87.3 0.472 1.0
## 1116 19780 40.6 83.2 0.488 0.4
## 1117 19855 40.4 87.2 0.463 1.4
## 1118 19855 41.7 86.2 0.484 0.9
## 1119 19705 44.6 87.8 0.508 1.3
## 1120 19805 42.1 84.3 0.500 0.4
## 1121 19780 41.3 87.7 0.471 1.1
## 1122 19855 43.5 89.0 0.489 1.9
## 1123 19830 43.6 89.7 0.486 0.8
## 1124 19830 44.3 92.2 0.480 0.5
## 1125 19855 41.0 88.5 0.463 1.3
## 1126 19830 44.4 88.1 0.504 0.5
## 1127 19780 40.3 84.6 0.476 0.3
## 1128 19755 42.6 84.6 0.504 0.7
## 1129 19730 42.5 85.8 0.495 0.7
## 1130 19755 46.5 85.4 0.545 1.1
## 1131 19805 43.3 88.2 0.491 1.1
## 1132 19755 43.8 89.5 0.490 0.6
## 1133 19830 41.8 86.4 0.484 0.6
## 1134 19805 41.4 84.0 0.492 0.7
## 1135 19805 41.5 84.5 0.491 1.0
## 1136 19880 43.2 86.0 0.503 0.6
## 1137 19780 43.2 84.1 0.513 0.6
## 1138 19705 40.2 84.8 0.474 0.6
## 1139 19755 40.2 84.4 0.476 1.2
## 1140 19855 42.6 89.0 0.479 1.3
## 1141 19855 41.0 86.3 0.474 0.3
## 1142 19955 43.6 87.2 0.500 0.7
## 1143 19980 39.8 84.0 0.474 0.2
## 1144 19855 41.7 89.8 0.465 0.5
## 1145 19955 44.0 87.9 0.500 0.5
## 1146 19805 43.2 87.6 0.493 0.8
## 1147 19905 44.1 91.9 0.480 0.4
## 1148 19830 41.2 88.3 0.467 0.6
## 1149 19755 43.3 87.4 0.495 0.3
## 1150 19780 41.0 84.7 0.483 0.6
## 1151 19755 41.5 85.4 0.486 0.6
## 1152 19780 45.1 84.8 0.532 0.7
## 1153 19905 42.7 86.7 0.492 0.7
## 1154 19805 42.5 85.4 0.498 0.6
## 1155 19855 41.3 83.5 0.495 0.6
## 1156 19955 40.9 82.5 0.495 0.4
## 1157 19780 44.0 86.4 0.509 0.9
## 1158 19805 43.5 86.2 0.505 0.3
## 1159 19980 44.1 87.1 0.506 0.9
## 1160 19730 43.7 88.1 0.496 0.3
## 1161 19780 42.1 86.2 0.488 0.3
## 1162 19780 41.7 83.7 0.498 1.2
## 1163 19905 41.4 85.5 0.484 0.9
## 1164 19780 41.1 87.6 0.469 0.6
## 1165 19830 43.2 87.8 0.492 0.5
## 1166 19905 40.2 83.8 0.480 0.5
## 1167 19755 40.5 87.1 0.465 0.4
## 1168 19730 43.5 89.4 0.487 0.5
## 1169 19730 42.9 86.8 0.494 0.3
## 1170 19880 41.3 86.7 0.477 0.8
## 1171 19780 42.3 87.6 0.483 0.4
## 1172 19730 39.7 88.6 0.448 0.8
## 1173 19830 43.2 89.9 0.480 0.6
## 1174 19780 42.3 85.2 0.497 0.6
## 1175 19730 46.4 88.0 0.528 0.1
## 1176 19830 42.2 86.3 0.489 0.4
## 1177 19705 41.1 83.6 0.492 0.4
## 1178 19805 40.9 84.9 0.482 0.4
## 1179 19830 42.4 85.0 0.499 0.3
## 1180 19730 42.6 85.7 0.497 0.5
## 1181 19755 41.6 85.7 0.486 0.4
## 1182 19780 43.4 86.2 0.504 1.1
## 1183 19830 42.6 89.7 0.475 0.8
## 1184 19805 42.2 85.5 0.494 0.3
## 1185 19755 39.9 83.1 0.480 0.5
## 1186 19805 40.3 86.0 0.468 0.9
## 1187 19880 40.7 86.0 0.474 0.4
## 1188 19780 43.7 87.7 0.499 0.6
## 1189 19880 41.1 82.0 0.501 0.7
## 1190 19805 41.6 89.5 0.464 0.3
## 1191 19730 41.9 89.2 0.469 0.7
## 1192 19830 43.9 84.4 0.520 0.4
## 1193 19830 41.3 85.8 0.482 0.6
## 1194 19780 43.6 87.9 0.496 1.1
## 1195 19780 43.7 91.9 0.476 0.6
## 1196 19830 40.8 87.8 0.465 1.3
## 1197 19880 42.7 86.4 0.495 0.3
## 1198 19855 45.9 88.9 0.517 0.2
## 1199 19805 42.9 85.0 0.505 0.6
## 1200 19780 41.2 85.1 0.484 0.4
## 1201 19830 42.9 87.3 0.491 0.7
## 1202 19855 43.5 83.8 0.518 0.5
## 1203 19830 42.7 86.8 0.491 0.7
## 1204 19780 43.8 86.8 0.505 0.4
## 1205 19755 43.8 90.2 0.486 0.8
## 1206 19755 42.6 85.1 0.500 1.2
## 1207 19830 42.4 86.9 0.488 0.5
## 1208 19780 43.0 87.0 0.494 0.3
## 1209 19830 41.4 87.3 0.474 0.7
## 1210 19930 39.9 83.2 0.479 0.1
## 1211 19780 43.1 85.5 0.504 0.8
## 1212 19780 41.7 83.2 0.501 0.5
## 1213 19780 42.8 91.5 0.467 0.9
## 1214 19780 39.4 85.2 0.462 0.6
## 1215 19955 41.5 87.2 0.475 0.3
## 1216 19755 38.8 83.9 0.463 0.2
## 1217 19730 42.9 87.8 0.489 0.7
## 1218 19805 43.1 88.4 0.487 0.3
## 1219 19730 42.1 87.3 0.482 0.4
## 1220 19830 42.7 85.4 0.500 0.6
## 1221 19805 44.6 87.1 0.512 0.2
## 1222 19755 43.6 87.6 0.498 0.4
## 1223 19805 40.0 84.2 0.475 0.4
## 1224 19830 42.0 86.9 0.483 0.7
## 1225 19855 42.5 82.7 0.514 0.2
## 1226 19755 41.6 85.0 0.490 0.4
## 1227 19855 43.9 88.4 0.496 0.3
## 1228 19805 42.1 85.7 0.491 0.2
## 1229 19730 42.2 88.4 0.477 1.6
## 1230 19780 40.4 86.4 0.468 0.4
## 1231 19730 41.5 85.0 0.488 0.5
## 1232 19780 42.1 89.1 0.472 0.8
## 1233 19780 40.0 86.2 0.464 0.2
## 1234 19880 42.6 86.9 0.490 1.9
## 1235 19905 39.8 82.2 0.484 0.8
## 1236 19930 43.4 91.7 0.474 0.4
## 1237 19830 40.3 87.0 0.463 1.0
## 1238 19780 41.3 86.0 0.480 0.6
## 1239 19880 42.4 87.9 0.482 0.3
## 1240 19930 42.8 89.2 0.480 1.2
## 1241 19855 42.1 89.0 0.473 1.0
## 1242 19805 42.1 87.9 0.478 0.3
## 1243 19880 45.2 85.5 0.529 0.2
## 1244 19805 43.6 89.3 0.488 0.6
## 1245 19805 39.5 85.7 0.461 1.0
## 1246 19780 43.3 87.4 0.496 0.5
## 1247 19855 41.3 84.0 0.492 0.3
## 1248 19755 41.4 83.8 0.493 0.8
## 1249 19780 42.0 88.2 0.476 0.3
## 1250 19755 42.8 85.9 0.498 0.6
## 1252 19830 42.3 89.9 0.470 0.7
## 1253 19805 42.0 84.7 0.496 0.7
## 1254 19880 42.0 91.7 0.458 0.9
## NA NA NA NA NA NA
## NA.1 NA NA NA NA NA
## NA.2 NA NA NA NA NA
## NA.3 NA NA NA NA NA
## NA.4 NA NA NA NA NA
## NA.5 NA NA NA NA NA
## NA.6 NA NA NA NA NA
## NA.7 NA NA NA NA NA
## NA.8 NA NA NA NA NA
## NA.9 NA NA NA NA NA
## NA.10 NA NA NA NA NA
## NA.11 NA NA NA NA NA
## NA.12 NA NA NA NA NA
## NA.13 NA NA NA NA NA
## NA.14 NA NA NA NA NA
## NA.15 NA NA NA NA NA
## NA.16 NA NA NA NA NA
## NA.17 NA NA NA NA NA
## NA.18 NA NA NA NA NA
## NA.19 NA NA NA NA NA
## NA.20 NA NA NA NA NA
## NA.21 NA NA NA NA NA
## NA.22 NA NA NA NA NA
## NA.23 NA NA NA NA NA
## NA.24 NA NA NA NA NA
## NA.25 NA NA NA NA NA
## NA.26 NA NA NA NA NA
## NA.27 NA NA NA NA NA
## NA.28 NA NA NA NA NA
## NA.29 NA NA NA NA NA
## NA.30 NA NA NA NA NA
## NA.31 NA NA NA NA NA
## NA.32 NA NA NA NA NA
## NA.33 NA NA NA NA NA
## NA.34 NA NA NA NA NA
## NA.35 NA NA NA NA NA
## NA.36 NA NA NA NA NA
## NA.37 NA NA NA NA NA
## NA.38 NA NA NA NA NA
## NA.39 NA NA NA NA NA
## NA.40 NA NA NA NA NA
## NA.41 NA NA NA NA NA
## NA.42 NA NA NA NA NA
## NA.43 NA NA NA NA NA
## NA.44 NA NA NA NA NA
## NA.45 NA NA NA NA NA
## NA.46 NA NA NA NA NA
## NA.47 NA NA NA NA NA
## NA.48 NA NA NA NA NA
## NA.49 NA NA NA NA NA
## NA.50 NA NA NA NA NA
## NA.51 NA NA NA NA NA
## NA.52 NA NA NA NA NA
## NA.53 NA NA NA NA NA
## NA.54 NA NA NA NA NA
## NA.55 NA NA NA NA NA
## NA.56 NA NA NA NA NA
## NA.57 NA NA NA NA NA
## NA.58 NA NA NA NA NA
## NA.59 NA NA NA NA NA
## NA.60 NA NA NA NA NA
## NA.61 NA NA NA NA NA
## NA.62 NA NA NA NA NA
## NA.63 NA NA NA NA NA
## NA.64 NA NA NA NA NA
## NA.65 NA NA NA NA NA
## NA.66 NA NA NA NA NA
## NA.67 NA NA NA NA NA
## NA.68 NA NA NA NA NA
## NA.69 NA NA NA NA NA
## NA.70 NA NA NA NA NA
## NA.71 NA NA NA NA NA
## 1327 20310 43.1 85.4 0.505 0.4
## NA.72 NA NA NA NA NA
## NA.73 NA NA NA NA NA
## NA.74 NA NA NA NA NA
## 1332 20435 41.7 88.8 0.470 1.2
## NA.75 NA NA NA NA NA
## NA.76 NA NA NA NA NA
## NA.77 NA NA NA NA NA
## 1336 20385 41.7 90.6 0.460 1.2
## NA.78 NA NA NA NA NA
## NA.79 NA NA NA NA NA
## NA.80 NA NA NA NA NA
## NA.81 NA NA NA NA NA
## 1341 20310 43.0 87.9 0.489 0.3
## 1342 2640 39.1 92.4 0.424 0.5
## NA.82 NA NA NA NA NA
## 1344 20460 42.1 90.8 0.463 0.7
## 1345 3915 42.3 88.6 0.477 1.4
## 1346 20120 38.3 87.5 0.437 0.8
## NA.83 NA NA NA NA NA
## NA.84 NA NA NA NA NA
## NA.85 NA NA NA NA NA
## NA.86 NA NA NA NA NA
## NA.87 NA NA NA NA NA
## NA.88 NA NA NA NA NA
## NA.89 NA NA NA NA NA
## 1354 20335 43.4 85.2 0.509 0.2
## NA.90 NA NA NA NA NA
## NA.91 NA NA NA NA NA
## NA.92 NA NA NA NA NA
## 1359 20360 43.0 89.6 0.480 0.6
## NA.93 NA NA NA NA NA
## NA.94 NA NA NA NA NA
## NA.95 NA NA NA NA NA
## 1364 20385 44.2 90.5 0.488 0.8
## NA.96 NA NA NA NA NA
## NA.97 NA NA NA NA NA
## NA.98 NA NA NA NA NA
## NA.99 NA NA NA NA NA
## 1369 20285 43.4 90.9 0.478 0.5
## 1370 20385 42.9 93.2 0.460 1.4
## NA.100 NA NA NA NA NA
## 1372 20260 42.3 89.8 0.471 0.3
## 1373 20260 40.8 86.3 0.473 1.1
## 1374 20260 39.0 87.2 0.448 0.9
## NA.101 NA NA NA NA NA
## NA.102 NA NA NA NA NA
## NA.103 NA NA NA NA NA
## NA.104 NA NA NA NA NA
## NA.105 NA NA NA NA NA
## 1380 20360 42.3 87.1 0.485 0.3
## NA.106 NA NA NA NA NA
## NA.107 NA NA NA NA NA
## NA.108 NA NA NA NA NA
## 1384 20285 40.7 92.2 0.442 1.2
## NA.109 NA NA NA NA NA
## NA.110 NA NA NA NA NA
## NA.111 NA NA NA NA NA
## 1389 20235 42.2 92.6 0.456 1.1
## NA.112 NA NA NA NA NA
## NA.113 NA NA NA NA NA
## 1392 20260 41.0 89.3 0.459 0.9
## 1393 20285 43.4 90.5 0.480 0.9
## NA.114 NA NA NA NA NA
## NA.115 NA NA NA NA NA
## NA.116 NA NA NA NA NA
## NA.117 NA NA NA NA NA
## 1398 20360 41.5 91.2 0.455 0.6
## NA.118 NA NA NA NA NA
## 1401 20310 42.9 88.8 0.483 1.1
## 1402 20260 38.7 85.6 0.452 0.8
## X3pa_per_100 X3p_Percent X2p_per_100 X2pa_per_100 X2p_Percent FT_per_100
## 890 6.0 0.289 40.3 83.0 0.486 18.4
## 917 4.9 0.287 42.7 85.8 0.498 19.0
## 922 5.5 0.304 39.0 82.8 0.471 21.6
## 927 6.0 0.271 41.7 83.6 0.499 19.1
## 941 5.2 0.314 40.3 80.7 0.500 24.0
## 944 4.5 0.306 43.5 86.6 0.502 19.6
## 945 4.4 0.317 41.7 85.8 0.486 19.5
## 946 5.8 0.304 44.9 86.1 0.522 20.3
## 949 5.1 0.301 38.6 85.7 0.450 18.8
## 954 6.3 0.289 40.2 82.4 0.487 20.1
## 955 5.8 0.267 40.1 85.5 0.469 22.8
## 958 5.0 0.320 41.3 88.6 0.466 17.6
## 966 5.1 0.292 41.1 84.3 0.487 20.8
## 969 6.6 0.272 39.8 83.7 0.476 18.8
## 971 4.3 0.315 44.1 84.5 0.522 20.3
## 972 5.2 0.314 39.3 82.4 0.477 21.5
## 977 5.8 0.298 40.4 84.8 0.476 22.2
## 981 5.3 0.260 39.8 83.5 0.476 19.4
## 983 5.7 0.302 38.4 81.6 0.470 20.2
## 985 5.0 0.283 41.2 90.0 0.458 20.0
## 990 5.2 0.319 41.4 81.5 0.508 24.9
## 993 3.6 0.273 40.9 82.2 0.497 23.1
## 994 5.4 0.319 42.2 84.0 0.503 20.2
## 995 5.8 0.323 39.1 77.4 0.504 24.9
## 996 3.5 0.194 41.3 86.5 0.478 18.3
## 997 5.2 0.302 41.8 83.9 0.498 24.7
## 998 5.0 0.262 42.9 83.7 0.513 22.2
## 1006 5.9 0.312 39.9 81.0 0.493 19.6
## 1008 2.8 0.243 39.9 80.9 0.493 22.2
## 1010 3.6 0.293 39.7 84.9 0.468 16.8
## 1012 3.9 0.248 39.7 87.4 0.455 21.2
## 1013 6.2 0.277 37.0 84.8 0.437 21.5
## 1015 4.6 0.295 38.9 83.0 0.468 24.0
## 1020 2.8 0.239 41.2 83.6 0.492 23.3
## 1023 2.4 0.188 43.4 89.9 0.482 19.5
## 1024 4.9 0.277 40.7 84.2 0.483 26.7
## 1025 3.8 0.252 42.6 84.5 0.504 22.8
## 1026 5.2 0.312 39.8 84.7 0.470 19.1
## 1031 5.1 0.300 41.5 82.1 0.505 23.2
## 1033 6.2 0.314 38.6 79.3 0.487 22.7
## 1035 2.7 0.231 40.2 83.3 0.483 18.6
## 1037 3.6 0.326 38.1 83.2 0.458 18.0
## 1045 3.4 0.215 39.7 83.0 0.479 19.3
## 1047 4.7 0.300 38.1 77.2 0.494 26.2
## 1048 2.9 0.214 41.6 88.1 0.472 21.4
## 1049 3.6 0.301 42.3 85.9 0.492 23.6
## 1051 3.1 0.230 42.8 85.7 0.499 21.3
## 1052 4.2 0.378 39.7 80.0 0.496 22.6
## 1053 6.6 0.293 40.8 83.5 0.489 24.8
## 1055 2.5 0.287 42.0 84.1 0.499 24.4
## 1056 3.7 0.292 40.3 84.7 0.475 20.9
## 1057 3.5 0.237 40.7 84.6 0.481 23.2
## 1059 3.8 0.249 37.4 82.7 0.452 19.8
## 1060 5.8 0.297 42.0 80.7 0.520 23.9
## 1061 5.1 0.324 40.2 82.9 0.485 22.8
## 1062 5.6 0.301 37.8 78.8 0.480 20.7
## 1064 5.9 0.323 38.4 79.3 0.485 26.2
## 1065 4.3 0.331 41.3 83.5 0.494 20.2
## 1066 4.5 0.308 41.6 83.1 0.501 24.4
## 1067 5.4 0.320 39.8 82.8 0.481 21.6
## 1068 4.8 0.323 41.5 83.0 0.500 20.5
## 1070 4.8 0.319 40.2 80.2 0.502 21.6
## 1071 1.7 0.210 40.9 86.5 0.473 23.6
## 1072 5.3 0.318 41.2 83.8 0.491 25.2
## 1074 3.8 0.261 41.7 86.6 0.482 22.2
## 1075 4.1 0.240 39.2 81.4 0.482 21.3
## 1077 4.5 0.271 41.6 86.4 0.481 22.6
## 1078 2.0 0.231 42.0 84.7 0.496 23.8
## 1079 4.3 0.319 40.7 83.6 0.487 23.4
## 1080 3.9 0.275 41.0 84.3 0.487 21.2
## 1081 3.9 0.297 40.9 85.4 0.479 20.7
## 1082 4.1 0.224 38.2 82.5 0.463 22.1
## 1085 5.3 0.323 38.3 78.7 0.487 23.7
## 1086 4.6 0.333 39.4 81.9 0.482 21.2
## 1087 4.2 0.259 40.3 80.1 0.503 24.5
## 1088 3.0 0.242 41.6 82.2 0.506 22.5
## 1089 3.9 0.289 41.0 79.7 0.514 26.2
## 1090 3.7 0.251 41.2 85.1 0.485 23.6
## 1091 4.8 0.290 40.7 84.1 0.484 20.3
## 1093 5.3 0.310 39.4 83.2 0.474 20.4
## 1094 2.7 0.197 40.3 87.3 0.461 23.5
## 1095 2.0 0.199 41.4 83.2 0.497 24.0
## 1096 4.7 0.351 42.8 82.6 0.517 21.3
## 1097 3.8 0.278 41.1 83.7 0.490 23.3
## 1098 4.7 0.338 40.0 81.8 0.489 20.9
## 1099 5.3 0.316 41.4 80.7 0.513 24.3
## 1100 3.5 0.233 41.4 86.1 0.480 22.0
## 1101 2.1 0.302 43.1 88.1 0.489 21.0
## 1102 3.2 0.313 41.5 84.9 0.489 22.3
## 1103 3.6 0.274 43.1 86.4 0.499 20.8
## 1104 1.7 0.161 41.2 84.4 0.488 19.4
## 1105 2.7 0.279 39.3 82.1 0.479 24.5
## 1106 4.8 0.337 43.5 81.7 0.533 21.3
## 1107 4.5 0.327 41.3 82.2 0.502 24.5
## 1108 2.5 0.201 41.1 83.1 0.495 21.2
## 1109 2.9 0.343 38.8 83.5 0.465 18.9
## 1110 2.7 0.228 40.6 82.0 0.495 25.6
## 1111 2.1 0.208 40.2 78.8 0.511 22.5
## 1112 3.2 0.269 40.9 81.1 0.505 24.8
## 1113 1.6 0.224 41.7 84.3 0.495 21.6
## 1114 2.3 0.235 41.4 80.6 0.514 22.0
## 1115 3.7 0.263 40.2 83.5 0.482 22.4
## 1116 2.0 0.207 40.2 81.2 0.494 22.7
## 1117 5.0 0.284 39.0 82.2 0.474 20.8
## 1118 2.8 0.311 40.8 83.4 0.490 21.6
## 1119 3.7 0.356 43.3 84.1 0.515 22.3
## 1120 2.0 0.180 41.8 82.3 0.507 24.2
## 1121 4.0 0.287 40.2 83.7 0.480 22.2
## 1122 5.4 0.343 41.7 83.6 0.498 22.6
## 1123 2.6 0.311 42.8 87.0 0.491 22.7
## 1124 2.3 0.226 43.7 89.9 0.487 20.6
## 1125 4.6 0.282 39.6 83.8 0.473 22.8
## 1126 2.2 0.220 43.9 85.9 0.511 18.7
## 1127 1.8 0.194 39.9 82.8 0.482 21.6
## 1128 2.8 0.265 41.9 81.9 0.512 23.5
## 1129 2.3 0.298 41.8 83.5 0.501 20.2
## 1130 3.5 0.305 45.5 81.9 0.555 20.0
## 1131 3.6 0.303 42.2 84.6 0.499 22.8
## 1132 2.7 0.232 43.2 86.8 0.498 19.6
## 1133 2.4 0.258 41.2 84.0 0.490 20.8
## 1134 2.7 0.263 40.7 81.3 0.500 27.8
## 1135 3.6 0.283 40.4 80.8 0.500 20.8
## 1136 2.4 0.252 42.6 83.6 0.510 23.3
## 1137 2.4 0.272 42.5 81.7 0.520 22.9
## 1138 2.3 0.243 39.7 82.5 0.481 21.8
## 1139 3.5 0.336 39.0 80.8 0.482 21.7
## 1140 4.8 0.274 41.3 84.2 0.490 17.8
## 1141 1.3 0.217 40.7 85.0 0.478 23.3
## 1142 2.8 0.240 42.9 84.5 0.508 23.0
## 1143 1.4 0.171 39.6 82.5 0.479 22.5
## 1144 2.0 0.262 41.2 87.8 0.470 20.1
## 1145 2.2 0.228 43.5 85.7 0.507 21.6
## 1146 2.8 0.302 42.3 84.8 0.499 24.1
## 1147 1.6 0.227 43.7 90.2 0.485 22.9
## 1148 2.6 0.243 40.6 85.6 0.474 22.4
## 1149 1.8 0.195 42.9 85.6 0.501 18.4
## 1150 2.5 0.232 40.4 82.2 0.491 19.3
## 1151 2.2 0.275 40.9 83.1 0.492 22.9
## 1152 2.6 0.257 44.4 82.2 0.540 20.0
## 1153 2.9 0.254 42.0 83.8 0.501 21.7
## 1154 2.7 0.211 41.9 82.6 0.507 20.5
## 1155 2.0 0.285 40.8 81.4 0.500 23.7
## 1156 1.3 0.271 40.5 81.3 0.499 24.7
## 1157 3.5 0.254 43.1 82.9 0.520 20.0
## 1158 1.5 0.194 43.2 84.6 0.511 23.8
## 1159 3.0 0.300 43.2 84.1 0.514 22.2
## 1160 1.5 0.188 43.4 86.6 0.502 21.5
## 1161 1.7 0.193 41.8 84.5 0.494 23.3
## 1162 3.7 0.319 40.5 80.1 0.506 24.5
## 1163 3.5 0.252 40.5 82.0 0.494 20.6
## 1164 2.3 0.239 40.6 85.3 0.475 19.5
## 1165 2.2 0.210 42.7 85.6 0.499 20.1
## 1166 2.4 0.215 39.7 81.4 0.487 22.5
## 1167 1.5 0.250 40.1 85.6 0.469 17.8
## 1168 2.2 0.232 43.0 87.2 0.493 21.9
## 1169 1.4 0.190 42.6 85.4 0.499 23.6
## 1170 3.1 0.265 40.5 83.6 0.484 21.9
## 1171 1.7 0.227 41.9 85.8 0.488 18.9
## 1172 3.2 0.247 38.9 85.4 0.456 16.7
## 1173 2.7 0.212 42.6 87.2 0.488 16.9
## 1174 2.4 0.237 41.8 82.8 0.505 20.9
## 1175 1.1 0.104 46.3 86.9 0.533 17.5
## 1176 2.0 0.219 41.7 84.3 0.495 20.9
## 1177 1.7 0.201 40.8 81.9 0.498 19.0
## 1178 1.6 0.252 40.5 83.2 0.486 20.2
## 1179 1.3 0.229 42.1 83.7 0.503 23.2
## 1180 1.9 0.253 42.1 83.8 0.502 19.5
## 1181 1.8 0.233 41.2 83.9 0.491 22.3
## 1182 3.6 0.305 42.3 82.6 0.512 22.2
## 1183 3.1 0.244 41.9 86.7 0.483 18.7
## 1184 1.6 0.210 41.9 83.8 0.500 21.1
## 1185 2.1 0.240 39.4 81.0 0.486 20.9
## 1186 2.9 0.295 39.4 83.1 0.474 17.7
## 1187 1.6 0.219 40.4 84.4 0.479 23.3
## 1188 2.2 0.266 43.1 85.5 0.505 21.7
## 1189 2.6 0.254 40.4 79.4 0.509 23.8
## 1190 1.7 0.182 41.3 87.9 0.470 19.9
## 1191 2.3 0.289 41.2 86.9 0.474 21.5
## 1192 1.6 0.268 43.4 82.8 0.525 26.1
## 1193 2.5 0.244 40.7 83.3 0.489 22.5
## 1194 3.9 0.280 42.5 84.0 0.506 20.4
## 1195 2.2 0.284 43.1 89.7 0.480 20.2
## 1196 3.9 0.326 39.6 84.0 0.472 19.8
## 1197 1.5 0.200 42.4 84.8 0.500 18.4
## 1198 1.1 0.138 45.8 87.8 0.521 18.2
## 1199 2.0 0.299 42.4 83.0 0.510 21.2
## 1200 1.7 0.205 40.9 83.4 0.490 20.2
## 1201 2.6 0.271 42.2 84.7 0.498 19.5
## 1202 1.7 0.295 43.0 82.1 0.523 22.2
## 1203 2.1 0.310 42.0 84.7 0.496 19.9
## 1204 1.7 0.207 43.5 85.1 0.511 20.8
## 1205 3.0 0.254 43.1 87.2 0.494 21.5
## 1206 4.0 0.293 41.4 81.0 0.511 20.3
## 1207 1.9 0.248 42.0 85.0 0.494 21.1
## 1208 1.1 0.227 42.7 85.9 0.498 20.0
## 1209 2.9 0.250 40.7 84.4 0.482 19.8
## 1210 1.0 0.122 39.8 82.2 0.484 24.4
## 1211 2.9 0.270 42.3 82.6 0.513 21.4
## 1212 2.2 0.212 41.2 81.1 0.508 23.9
## 1213 3.0 0.289 41.9 88.6 0.473 17.9
## 1214 2.0 0.279 38.8 83.2 0.467 23.0
## 1215 1.6 0.207 41.1 85.6 0.480 26.2
## 1216 1.0 0.155 38.7 82.8 0.467 20.3
## 1217 2.5 0.286 42.2 85.2 0.495 22.0
## 1218 1.4 0.178 42.8 87.0 0.492 20.6
## 1219 2.0 0.178 41.7 85.3 0.489 21.9
## 1220 2.0 0.292 42.1 83.4 0.505 18.8
## 1221 1.1 0.181 44.4 86.0 0.516 18.2
## 1222 1.5 0.229 43.3 86.1 0.503 21.1
## 1223 1.6 0.246 39.6 82.6 0.480 20.5
## 1224 2.8 0.237 41.3 84.1 0.491 21.4
## 1225 1.0 0.226 42.3 81.7 0.518 21.8
## 1226 1.9 0.217 41.2 83.1 0.496 21.0
## 1227 1.7 0.169 43.6 86.7 0.503 18.5
## 1228 1.0 0.176 41.9 84.7 0.495 24.2
## 1229 4.9 0.324 40.6 83.4 0.486 20.0
## 1230 1.4 0.274 40.1 85.0 0.471 21.9
## 1231 2.0 0.258 41.0 83.0 0.494 19.9
## 1232 2.9 0.270 41.3 86.3 0.479 17.8
## 1233 0.9 0.173 39.9 85.3 0.467 25.0
## 1234 5.0 0.384 40.6 81.9 0.496 22.4
## 1235 3.3 0.255 39.0 78.9 0.494 23.9
## 1236 2.1 0.193 43.0 89.5 0.481 19.4
## 1237 3.0 0.325 39.4 84.0 0.468 21.8
## 1238 2.5 0.260 40.6 83.6 0.486 18.0
## 1239 1.5 0.223 42.0 86.4 0.486 17.0
## 1240 4.5 0.274 41.6 84.7 0.491 21.2
## 1241 3.6 0.280 41.1 85.3 0.481 20.3
## 1242 1.3 0.219 41.8 86.6 0.482 19.6
## 1243 1.2 0.200 45.0 84.3 0.534 18.8
## 1244 1.8 0.323 43.0 87.5 0.491 19.0
## 1245 3.4 0.285 38.5 82.3 0.468 21.5
## 1246 2.2 0.220 42.8 85.2 0.503 19.3
## 1247 1.5 0.216 41.0 82.5 0.497 22.0
## 1248 3.2 0.243 40.6 80.6 0.504 22.1
## 1249 1.6 0.197 41.6 86.6 0.481 19.2
## 1250 2.3 0.252 42.2 83.6 0.505 22.5
## 1252 2.2 0.312 41.5 87.7 0.474 20.6
## 1253 2.3 0.319 41.3 82.4 0.501 19.5
## 1254 2.8 0.307 41.2 88.9 0.463 18.3
## NA NA NA NA NA NA NA
## NA.1 NA NA NA NA NA NA
## NA.2 NA NA NA NA NA NA
## NA.3 NA NA NA NA NA NA
## NA.4 NA NA NA NA NA NA
## NA.5 NA NA NA NA NA NA
## NA.6 NA NA NA NA NA NA
## NA.7 NA NA NA NA NA NA
## NA.8 NA NA NA NA NA NA
## NA.9 NA NA NA NA NA NA
## NA.10 NA NA NA NA NA NA
## NA.11 NA NA NA NA NA NA
## NA.12 NA NA NA NA NA NA
## NA.13 NA NA NA NA NA NA
## NA.14 NA NA NA NA NA NA
## NA.15 NA NA NA NA NA NA
## NA.16 NA NA NA NA NA NA
## NA.17 NA NA NA NA NA NA
## NA.18 NA NA NA NA NA NA
## NA.19 NA NA NA NA NA NA
## NA.20 NA NA NA NA NA NA
## NA.21 NA NA NA NA NA NA
## NA.22 NA NA NA NA NA NA
## NA.23 NA NA NA NA NA NA
## NA.24 NA NA NA NA NA NA
## NA.25 NA NA NA NA NA NA
## NA.26 NA NA NA NA NA NA
## NA.27 NA NA NA NA NA NA
## NA.28 NA NA NA NA NA NA
## NA.29 NA NA NA NA NA NA
## NA.30 NA NA NA NA NA NA
## NA.31 NA NA NA NA NA NA
## NA.32 NA NA NA NA NA NA
## NA.33 NA NA NA NA NA NA
## NA.34 NA NA NA NA NA NA
## NA.35 NA NA NA NA NA NA
## NA.36 NA NA NA NA NA NA
## NA.37 NA NA NA NA NA NA
## NA.38 NA NA NA NA NA NA
## NA.39 NA NA NA NA NA NA
## NA.40 NA NA NA NA NA NA
## NA.41 NA NA NA NA NA NA
## NA.42 NA NA NA NA NA NA
## NA.43 NA NA NA NA NA NA
## NA.44 NA NA NA NA NA NA
## NA.45 NA NA NA NA NA NA
## NA.46 NA NA NA NA NA NA
## NA.47 NA NA NA NA NA NA
## NA.48 NA NA NA NA NA NA
## NA.49 NA NA NA NA NA NA
## NA.50 NA NA NA NA NA NA
## NA.51 NA NA NA NA NA NA
## NA.52 NA NA NA NA NA NA
## NA.53 NA NA NA NA NA NA
## NA.54 NA NA NA NA NA NA
## NA.55 NA NA NA NA NA NA
## NA.56 NA NA NA NA NA NA
## NA.57 NA NA NA NA NA NA
## NA.58 NA NA NA NA NA NA
## NA.59 NA NA NA NA NA NA
## NA.60 NA NA NA NA NA NA
## NA.61 NA NA NA NA NA NA
## NA.62 NA NA NA NA NA NA
## NA.63 NA NA NA NA NA NA
## NA.64 NA NA NA NA NA NA
## NA.65 NA NA NA NA NA NA
## NA.66 NA NA NA NA NA NA
## NA.67 NA NA NA NA NA NA
## NA.68 NA NA NA NA NA NA
## NA.69 NA NA NA NA NA NA
## NA.70 NA NA NA NA NA NA
## NA.71 NA NA NA NA NA NA
## 1327 1.9 0.230 42.7 83.5 0.511 22.1
## NA.72 NA NA NA NA NA NA
## NA.73 NA NA NA NA NA NA
## NA.74 NA NA NA NA NA NA
## 1332 3.7 0.335 40.5 85.1 0.475 18.9
## NA.75 NA NA NA NA NA NA
## NA.76 NA NA NA NA NA NA
## NA.77 NA NA NA NA NA NA
## 1336 4.1 0.298 40.5 86.5 0.468 19.7
## NA.78 NA NA NA NA NA NA
## NA.79 NA NA NA NA NA NA
## NA.80 NA NA NA NA NA NA
## NA.81 NA NA NA NA NA NA
## 1341 1.4 0.200 42.7 86.5 0.494 21.1
## 1342 2.2 0.250 38.6 90.3 0.428 19.7
## NA.82 NA NA NA NA NA NA
## 1344 2.7 0.272 41.3 88.1 0.469 16.6
## 1345 4.3 0.319 40.9 84.4 0.485 22.8
## 1346 3.1 0.263 37.5 84.5 0.444 21.6
## NA.83 NA NA NA NA NA NA
## NA.84 NA NA NA NA NA NA
## NA.85 NA NA NA NA NA NA
## NA.86 NA NA NA NA NA NA
## NA.87 NA NA NA NA NA NA
## NA.88 NA NA NA NA NA NA
## NA.89 NA NA NA NA NA NA
## 1354 1.1 0.216 43.1 84.0 0.513 22.4
## NA.90 NA NA NA NA NA NA
## NA.91 NA NA NA NA NA NA
## NA.92 NA NA NA NA NA NA
## 1359 2.2 0.283 42.3 87.4 0.484 18.8
## NA.93 NA NA NA NA NA NA
## NA.94 NA NA NA NA NA NA
## NA.95 NA NA NA NA NA NA
## 1364 2.9 0.274 43.4 87.6 0.495 17.1
## NA.96 NA NA NA NA NA NA
## NA.97 NA NA NA NA NA NA
## NA.98 NA NA NA NA NA NA
## NA.99 NA NA NA NA NA NA
## 1369 1.8 0.261 43.0 89.1 0.482 22.1
## 1370 5.2 0.262 41.5 88.0 0.472 15.8
## NA.100 NA NA NA NA NA NA
## 1372 1.5 0.228 42.0 88.3 0.475 17.8
## 1373 3.6 0.313 39.7 82.6 0.480 20.1
## 1374 3.4 0.266 38.1 83.8 0.455 18.6
## NA.101 NA NA NA NA NA NA
## NA.102 NA NA NA NA NA NA
## NA.103 NA NA NA NA NA NA
## NA.104 NA NA NA NA NA NA
## NA.105 NA NA NA NA NA NA
## 1380 1.6 0.179 42.0 85.5 0.491 20.8
## NA.106 NA NA NA NA NA NA
## NA.107 NA NA NA NA NA NA
## NA.108 NA NA NA NA NA NA
## 1384 3.7 0.329 39.5 88.5 0.447 20.4
## NA.109 NA NA NA NA NA NA
## NA.110 NA NA NA NA NA NA
## NA.111 NA NA NA NA NA NA
## 1389 4.0 0.278 41.1 88.6 0.464 17.9
## NA.112 NA NA NA NA NA NA
## NA.113 NA NA NA NA NA NA
## 1392 3.5 0.269 40.0 85.8 0.467 18.2
## 1393 2.9 0.316 42.5 87.7 0.485 15.7
## NA.114 NA NA NA NA NA NA
## NA.115 NA NA NA NA NA NA
## NA.116 NA NA NA NA NA NA
## NA.117 NA NA NA NA NA NA
## 1398 3.0 0.212 40.8 88.2 0.463 18.1
## NA.118 NA NA NA NA NA NA
## 1401 4.1 0.272 41.7 84.6 0.493 18.7
## 1402 3.2 0.262 37.9 82.4 0.459 22.7
## FTA_per_100 FT_Percent ORB_per_100 DRB_per_100 TRB_per_100 AST_per_100
## 890 25.3 0.730 13.1 30.0 43.1 24.3
## 917 24.4 0.777 13.8 31.1 44.9 25.6
## 922 28.6 0.756 15.4 31.1 46.4 21.0
## 927 26.6 0.718 14.5 28.9 43.3 27.4
## 941 31.3 0.766 13.1 31.0 44.1 27.4
## 944 24.3 0.808 13.9 32.7 46.6 26.2
## 945 25.8 0.755 13.9 28.2 42.1 27.2
## 946 27.3 0.744 15.0 31.3 46.3 29.2
## 949 25.4 0.738 16.6 29.0 45.6 19.1
## 954 27.9 0.720 14.2 30.0 44.2 25.7
## 955 29.8 0.766 15.1 28.7 43.9 23.6
## 958 23.7 0.743 14.9 27.6 42.5 25.8
## 966 28.3 0.736 15.5 32.2 47.7 25.4
## 969 24.2 0.778 13.2 29.0 42.2 24.9
## 971 24.6 0.824 13.4 33.2 46.6 26.6
## 972 27.6 0.779 12.8 27.4 40.2 25.2
## 977 29.2 0.763 15.9 32.3 48.2 24.1
## 981 27.6 0.702 15.1 30.3 45.5 25.7
## 983 28.2 0.715 15.1 28.1 43.2 23.3
## 985 27.2 0.735 16.7 27.6 44.2 24.6
## 990 32.3 0.770 13.6 31.3 44.9 26.6
## 993 30.2 0.766 13.9 32.6 46.5 26.3
## 994 26.9 0.750 15.3 27.3 42.6 25.6
## 995 31.5 0.789 11.0 31.5 42.6 28.2
## 996 25.1 0.729 14.5 29.6 44.2 25.8
## 997 32.3 0.764 16.2 27.8 43.9 23.1
## 998 26.7 0.832 13.2 33.6 46.8 30.1
## 1006 27.2 0.720 14.6 31.6 46.2 26.3
## 1008 30.0 0.738 12.9 28.9 41.8 24.2
## 1010 24.4 0.687 15.0 27.9 42.8 23.6
## 1012 28.4 0.747 15.9 27.2 43.1 24.5
## 1013 28.8 0.746 16.7 28.5 45.2 18.1
## 1015 31.7 0.756 15.2 28.7 43.9 23.2
## 1020 31.3 0.745 14.4 30.6 44.9 25.2
## 1023 25.5 0.764 14.6 29.8 44.4 27.0
## 1024 33.4 0.800 16.9 28.5 45.4 24.5
## 1025 29.0 0.783 14.6 30.2 44.8 27.1
## 1026 24.9 0.767 13.8 26.6 40.4 28.1
## 1031 30.2 0.769 14.6 32.3 46.9 25.7
## 1033 30.0 0.755 14.4 30.3 44.7 23.9
## 1035 25.7 0.723 13.4 27.6 41.0 25.6
## 1037 25.7 0.702 16.0 27.0 42.9 23.9
## 1045 27.6 0.698 15.1 25.4 40.5 23.8
## 1047 34.0 0.770 13.0 32.4 45.4 26.2
## 1048 27.8 0.772 15.0 28.2 43.2 24.5
## 1049 30.7 0.767 15.5 30.0 45.4 26.0
## 1051 28.1 0.759 14.8 31.1 46.0 27.2
## 1052 30.4 0.744 12.7 28.5 41.2 25.8
## 1053 31.4 0.789 16.8 31.2 48.0 24.8
## 1055 32.2 0.757 14.6 30.6 45.2 24.8
## 1056 26.3 0.796 13.6 26.9 40.5 23.9
## 1057 29.8 0.780 14.8 30.3 45.2 23.2
## 1059 27.7 0.713 14.3 28.2 42.6 22.7
## 1060 30.3 0.789 13.1 30.5 43.6 28.7
## 1061 29.4 0.775 13.9 29.0 42.9 27.3
## 1062 28.4 0.729 13.2 27.8 41.1 22.1
## 1064 34.3 0.764 15.3 29.0 44.3 23.8
## 1065 26.4 0.764 13.4 28.6 42.0 28.0
## 1066 31.7 0.770 14.7 29.3 43.9 27.1
## 1067 27.9 0.772 14.8 29.6 44.4 25.4
## 1068 28.0 0.733 13.7 27.1 40.9 27.2
## 1070 28.8 0.750 12.8 30.6 43.4 28.9
## 1071 30.5 0.773 15.1 28.3 43.4 23.1
## 1072 33.2 0.759 16.9 30.9 47.8 25.9
## 1074 28.5 0.778 15.8 30.3 46.1 27.1
## 1075 30.6 0.697 15.1 29.0 44.1 22.9
## 1077 29.3 0.769 14.8 27.1 41.8 26.5
## 1078 31.2 0.765 14.9 31.7 46.6 24.2
## 1079 29.9 0.780 14.1 27.9 42.0 24.7
## 1080 28.6 0.741 14.5 30.1 44.6 27.1
## 1081 26.4 0.782 13.8 30.0 43.8 26.4
## 1082 29.7 0.742 14.5 25.3 39.8 23.3
## 1085 30.9 0.767 13.9 28.6 42.5 23.6
## 1086 29.1 0.730 13.6 26.6 40.3 23.9
## 1087 32.5 0.753 14.6 28.9 43.5 24.1
## 1088 29.6 0.760 13.2 28.0 41.2 27.9
## 1089 33.8 0.775 13.6 27.8 41.5 27.2
## 1090 29.7 0.796 15.3 29.2 44.6 26.2
## 1091 27.3 0.742 15.3 28.0 43.3 26.5
## 1093 28.1 0.726 14.1 28.9 43.0 26.4
## 1094 30.8 0.765 15.9 28.1 44.0 21.3
## 1095 32.8 0.732 15.1 29.1 44.3 24.5
## 1096 26.9 0.794 12.6 32.9 45.5 28.5
## 1097 30.3 0.769 15.5 27.6 43.1 24.3
## 1098 27.8 0.752 13.0 29.3 42.3 24.6
## 1099 31.3 0.776 12.6 29.1 41.7 25.0
## 1100 27.5 0.798 13.9 26.4 40.3 24.4
## 1101 26.8 0.783 14.9 28.7 43.5 27.0
## 1102 29.3 0.760 14.8 27.3 42.1 23.5
## 1103 28.6 0.730 15.4 28.6 44.0 27.2
## 1104 26.3 0.739 13.7 31.5 45.2 26.0
## 1105 31.7 0.770 13.7 26.7 40.4 23.3
## 1106 27.4 0.778 13.0 30.1 43.1 28.7
## 1107 32.1 0.764 14.1 28.7 42.8 25.6
## 1108 28.1 0.755 13.9 29.1 43.0 25.0
## 1109 27.5 0.686 13.3 26.7 40.0 23.1
## 1110 33.7 0.758 15.9 28.5 44.4 24.2
## 1111 31.0 0.726 12.0 28.3 40.3 26.3
## 1112 32.4 0.765 13.3 26.8 40.1 25.2
## 1113 27.8 0.778 13.5 28.3 41.8 27.4
## 1114 29.5 0.746 12.5 28.2 40.6 26.4
## 1115 28.8 0.779 14.2 27.9 42.0 24.4
## 1116 31.6 0.716 12.5 29.1 41.7 25.8
## 1117 27.9 0.745 13.0 29.7 42.7 21.3
## 1118 28.7 0.752 14.1 28.4 42.5 24.3
## 1119 27.7 0.806 13.4 31.5 44.9 27.4
## 1120 30.8 0.784 13.1 28.9 41.9 24.3
## 1121 29.7 0.749 14.3 29.1 43.4 25.0
## 1122 28.4 0.793 13.4 28.7 42.1 26.3
## 1123 28.9 0.785 15.0 25.9 40.9 25.5
## 1124 26.1 0.788 16.2 29.2 45.4 26.5
## 1125 29.6 0.768 15.5 25.0 40.6 20.6
## 1126 26.8 0.699 15.7 28.4 44.0 26.5
## 1127 29.1 0.744 13.8 30.3 44.1 22.5
## 1128 30.2 0.779 13.6 27.1 40.7 27.2
## 1129 26.6 0.758 14.0 29.3 43.3 23.3
## 1130 26.3 0.763 12.5 30.0 42.5 30.3
## 1131 30.1 0.757 15.3 28.6 43.9 26.3
## 1132 26.9 0.729 14.8 28.0 42.8 26.0
## 1133 28.6 0.726 13.6 25.6 39.1 24.3
## 1134 34.7 0.803 15.6 28.4 44.0 24.0
## 1135 27.0 0.771 12.1 28.7 40.8 27.6
## 1136 31.1 0.751 14.0 26.8 40.8 25.9
## 1137 30.0 0.763 13.2 28.8 42.0 27.0
## 1138 28.3 0.771 12.5 28.1 40.6 26.8
## 1139 28.1 0.772 12.5 29.5 42.0 24.8
## 1140 24.0 0.743 12.2 28.9 41.1 25.2
## 1141 30.6 0.761 14.1 28.3 42.4 23.2
## 1142 29.0 0.792 14.0 30.6 44.6 25.6
## 1143 30.2 0.746 13.7 27.7 41.4 25.2
## 1144 27.0 0.743 15.1 29.7 44.7 24.0
## 1145 28.6 0.755 13.2 27.5 40.8 26.3
## 1146 29.5 0.818 12.4 26.8 39.2 27.2
## 1147 29.6 0.775 16.6 28.3 44.8 26.2
## 1148 30.2 0.743 16.3 25.4 41.7 21.5
## 1149 24.8 0.740 13.9 28.8 42.7 25.6
## 1150 25.2 0.766 11.9 28.5 40.4 25.8
## 1151 29.5 0.777 13.5 26.8 40.4 26.3
## 1152 26.6 0.754 12.8 29.2 42.1 28.7
## 1153 29.3 0.740 14.1 29.7 43.8 26.3
## 1154 29.3 0.700 14.4 27.2 41.6 25.3
## 1155 30.6 0.775 13.3 27.2 40.5 24.9
## 1156 32.7 0.754 14.3 28.8 43.0 24.5
## 1157 26.4 0.759 12.8 27.5 40.2 26.5
## 1158 31.6 0.754 15.0 26.3 41.3 25.0
## 1159 29.4 0.755 13.9 28.5 42.4 26.6
## 1160 29.2 0.736 15.7 28.7 44.4 23.8
## 1161 29.9 0.780 12.9 28.4 41.3 27.2
## 1162 31.3 0.781 12.7 29.2 41.8 25.8
## 1163 27.2 0.756 12.7 29.5 42.2 27.1
## 1164 25.9 0.751 14.0 29.8 43.8 23.9
## 1165 27.3 0.737 14.8 29.5 44.3 25.8
## 1166 30.6 0.737 14.4 28.7 43.1 23.7
## 1167 24.7 0.721 14.6 30.1 44.7 21.6
## 1168 29.1 0.752 15.3 28.2 43.5 26.4
## 1169 29.3 0.808 13.2 27.4 40.6 25.4
## 1170 29.5 0.742 15.0 28.3 43.2 24.0
## 1171 25.6 0.737 14.9 26.6 41.6 22.9
## 1172 23.0 0.725 14.4 26.9 41.3 23.0
## 1173 22.2 0.758 15.1 26.7 41.8 25.0
## 1174 28.8 0.727 14.3 27.4 41.7 24.5
## 1175 23.8 0.736 14.5 28.5 43.0 29.5
## 1176 27.8 0.753 13.3 30.0 43.2 25.6
## 1177 27.0 0.705 14.8 28.4 43.3 25.1
## 1178 28.5 0.710 13.5 28.3 41.8 25.4
## 1179 31.2 0.742 15.7 30.6 46.3 23.8
## 1180 26.2 0.743 13.1 30.2 43.3 27.5
## 1181 30.2 0.738 14.2 28.6 42.8 24.4
## 1182 29.0 0.765 14.5 30.5 45.0 26.5
## 1183 25.8 0.724 16.4 24.8 41.2 24.5
## 1184 28.9 0.730 13.5 30.2 43.7 26.8
## 1185 27.6 0.756 12.4 28.9 41.2 24.6
## 1186 25.1 0.705 13.4 29.6 43.0 24.9
## 1187 30.3 0.768 14.4 30.1 44.5 23.0
## 1188 29.4 0.740 15.0 29.8 44.7 25.4
## 1189 31.0 0.767 13.7 30.8 44.5 24.9
## 1190 26.6 0.747 14.5 26.5 41.0 22.8
## 1191 29.2 0.735 15.0 27.5 42.5 26.1
## 1192 32.8 0.796 12.7 26.9 39.6 25.0
## 1193 30.0 0.751 15.1 27.2 42.3 23.5
## 1194 28.5 0.717 15.3 29.3 44.7 21.8
## 1195 27.8 0.729 17.5 28.5 46.0 24.7
## 1196 26.7 0.741 14.0 29.1 43.1 23.3
## 1197 25.6 0.719 12.9 27.0 39.9 24.4
## 1198 25.3 0.717 14.7 29.4 44.1 27.6
## 1199 28.2 0.753 14.1 29.3 43.4 27.1
## 1200 27.7 0.728 14.1 27.3 41.4 24.7
## 1201 26.4 0.738 14.2 27.7 41.9 25.2
## 1202 29.7 0.747 12.4 28.7 41.1 27.2
## 1203 26.2 0.758 13.7 30.6 44.3 27.0
## 1204 28.8 0.720 13.8 28.4 42.2 24.8
## 1205 27.7 0.776 14.8 30.1 44.9 26.7
## 1206 28.0 0.723 13.6 26.3 39.9 22.5
## 1207 28.6 0.740 13.3 30.8 44.1 25.4
## 1208 26.7 0.751 13.4 27.6 41.0 22.1
## 1209 25.6 0.772 12.8 31.5 44.2 24.2
## 1210 31.4 0.777 14.6 26.9 41.5 22.4
## 1211 28.5 0.752 13.9 29.2 43.1 26.5
## 1212 30.9 0.774 14.8 29.8 44.6 23.2
## 1213 23.0 0.778 15.1 27.0 42.1 24.1
## 1214 30.6 0.751 13.6 26.8 40.4 24.4
## 1215 33.4 0.783 14.5 27.4 41.9 22.2
## 1216 28.0 0.725 14.4 25.3 39.8 21.8
## 1217 30.3 0.727 16.9 28.5 45.4 24.4
## 1218 26.8 0.770 14.7 28.3 42.9 25.3
## 1219 30.6 0.715 16.0 27.3 43.3 25.2
## 1220 26.3 0.714 12.4 29.3 41.6 27.1
## 1221 24.9 0.729 13.7 29.4 43.1 27.9
## 1222 27.4 0.770 14.8 28.2 43.0 27.2
## 1223 27.3 0.751 12.6 27.3 39.9 23.8
## 1224 28.6 0.747 13.6 26.4 40.0 23.7
## 1225 28.4 0.768 12.8 30.6 43.4 27.7
## 1226 28.2 0.745 14.3 28.9 43.2 25.6
## 1227 25.7 0.718 14.6 28.0 42.6 26.3
## 1228 31.4 0.769 15.4 30.4 45.8 24.1
## 1229 27.3 0.735 14.2 26.0 40.2 25.5
## 1230 28.7 0.763 14.1 29.4 43.6 23.5
## 1231 25.9 0.767 12.0 29.0 40.9 24.3
## 1232 24.6 0.723 13.7 30.0 43.7 25.5
## 1233 32.5 0.771 16.8 29.5 46.3 23.5
## 1234 28.8 0.779 14.4 28.9 43.3 25.9
## 1235 30.7 0.779 13.2 29.2 42.4 25.5
## 1236 25.1 0.772 14.9 27.1 42.0 24.0
## 1237 29.6 0.737 15.3 29.4 44.7 24.2
## 1238 24.3 0.740 13.9 27.4 41.2 22.1
## 1239 23.0 0.738 13.9 29.3 43.1 24.4
## 1240 27.7 0.766 16.6 26.4 43.0 25.6
## 1241 27.0 0.751 16.2 26.9 43.1 24.9
## 1242 26.4 0.743 13.9 28.5 42.5 24.9
## 1243 24.3 0.775 12.6 30.8 43.4 28.0
## 1244 24.9 0.764 14.7 28.3 43.1 26.9
## 1245 27.5 0.782 14.0 29.0 43.0 23.9
## 1246 25.9 0.747 14.1 26.2 40.3 25.8
## 1247 28.5 0.772 13.9 30.9 44.8 26.1
## 1248 28.6 0.773 12.4 28.5 40.9 26.5
## 1249 25.9 0.743 15.9 29.6 45.6 23.4
## 1250 28.1 0.801 12.8 27.9 40.7 25.8
## 1252 26.8 0.768 16.4 30.3 46.7 24.3
## 1253 24.1 0.809 12.0 29.3 41.3 24.9
## 1254 24.1 0.758 15.7 32.0 47.7 25.9
## NA NA NA NA NA NA NA
## NA.1 NA NA NA NA NA NA
## NA.2 NA NA NA NA NA NA
## NA.3 NA NA NA NA NA NA
## NA.4 NA NA NA NA NA NA
## NA.5 NA NA NA NA NA NA
## NA.6 NA NA NA NA NA NA
## NA.7 NA NA NA NA NA NA
## NA.8 NA NA NA NA NA NA
## NA.9 NA NA NA NA NA NA
## NA.10 NA NA NA NA NA NA
## NA.11 NA NA NA NA NA NA
## NA.12 NA NA NA NA NA NA
## NA.13 NA NA NA NA NA NA
## NA.14 NA NA NA NA NA NA
## NA.15 NA NA NA NA NA NA
## NA.16 NA NA NA NA NA NA
## NA.17 NA NA NA NA NA NA
## NA.18 NA NA NA NA NA NA
## NA.19 NA NA NA NA NA NA
## NA.20 NA NA NA NA NA NA
## NA.21 NA NA NA NA NA NA
## NA.22 NA NA NA NA NA NA
## NA.23 NA NA NA NA NA NA
## NA.24 NA NA NA NA NA NA
## NA.25 NA NA NA NA NA NA
## NA.26 NA NA NA NA NA NA
## NA.27 NA NA NA NA NA NA
## NA.28 NA NA NA NA NA NA
## NA.29 NA NA NA NA NA NA
## NA.30 NA NA NA NA NA NA
## NA.31 NA NA NA NA NA NA
## NA.32 NA NA NA NA NA NA
## NA.33 NA NA NA NA NA NA
## NA.34 NA NA NA NA NA NA
## NA.35 NA NA NA NA NA NA
## NA.36 NA NA NA NA NA NA
## NA.37 NA NA NA NA NA NA
## NA.38 NA NA NA NA NA NA
## NA.39 NA NA NA NA NA NA
## NA.40 NA NA NA NA NA NA
## NA.41 NA NA NA NA NA NA
## NA.42 NA NA NA NA NA NA
## NA.43 NA NA NA NA NA NA
## NA.44 NA NA NA NA NA NA
## NA.45 NA NA NA NA NA NA
## NA.46 NA NA NA NA NA NA
## NA.47 NA NA NA NA NA NA
## NA.48 NA NA NA NA NA NA
## NA.49 NA NA NA NA NA NA
## NA.50 NA NA NA NA NA NA
## NA.51 NA NA NA NA NA NA
## NA.52 NA NA NA NA NA NA
## NA.53 NA NA NA NA NA NA
## NA.54 NA NA NA NA NA NA
## NA.55 NA NA NA NA NA NA
## NA.56 NA NA NA NA NA NA
## NA.57 NA NA NA NA NA NA
## NA.58 NA NA NA NA NA NA
## NA.59 NA NA NA NA NA NA
## NA.60 NA NA NA NA NA NA
## NA.61 NA NA NA NA NA NA
## NA.62 NA NA NA NA NA NA
## NA.63 NA NA NA NA NA NA
## NA.64 NA NA NA NA NA NA
## NA.65 NA NA NA NA NA NA
## NA.66 NA NA NA NA NA NA
## NA.67 NA NA NA NA NA NA
## NA.68 NA NA NA NA NA NA
## NA.69 NA NA NA NA NA NA
## NA.70 NA NA NA NA NA NA
## NA.71 NA NA NA NA NA NA
## 1327 28.3 0.779 13.9 29.5 43.4 25.9
## NA.72 NA NA NA NA NA NA
## NA.73 NA NA NA NA NA NA
## NA.74 NA NA NA NA NA NA
## 1332 25.7 0.736 16.3 32.1 48.4 22.9
## NA.75 NA NA NA NA NA NA
## NA.76 NA NA NA NA NA NA
## NA.77 NA NA NA NA NA NA
## 1336 25.9 0.761 16.6 30.6 47.2 20.2
## NA.78 NA NA NA NA NA NA
## NA.79 NA NA NA NA NA NA
## NA.80 NA NA NA NA NA NA
## NA.81 NA NA NA NA NA NA
## 1341 25.9 0.813 14.4 32.4 46.8 23.8
## 1342 25.2 0.781 18.3 31.5 49.8 19.5
## NA.82 NA NA NA NA NA NA
## 1344 22.0 0.756 16.4 31.2 47.6 22.1
## 1345 27.6 0.827 15.7 30.5 46.2 22.4
## 1346 28.3 0.765 16.3 27.4 43.7 19.2
## NA.83 NA NA NA NA NA NA
## NA.84 NA NA NA NA NA NA
## NA.85 NA NA NA NA NA NA
## NA.86 NA NA NA NA NA NA
## NA.87 NA NA NA NA NA NA
## NA.88 NA NA NA NA NA NA
## NA.89 NA NA NA NA NA NA
## 1354 27.9 0.802 14.1 27.8 41.9 26.9
## NA.90 NA NA NA NA NA NA
## NA.91 NA NA NA NA NA NA
## NA.92 NA NA NA NA NA NA
## 1359 25.7 0.730 16.1 33.2 49.3 25.0
## NA.93 NA NA NA NA NA NA
## NA.94 NA NA NA NA NA NA
## NA.95 NA NA NA NA NA NA
## 1364 22.0 0.778 13.8 31.6 45.4 22.9
## NA.96 NA NA NA NA NA NA
## NA.97 NA NA NA NA NA NA
## NA.98 NA NA NA NA NA NA
## NA.99 NA NA NA NA NA NA
## 1369 27.3 0.812 16.8 32.2 49.0 21.5
## 1370 20.6 0.767 15.2 29.8 45.0 23.5
## NA.100 NA NA NA NA NA NA
## 1372 24.0 0.741 17.8 30.4 48.2 23.7
## 1373 26.1 0.770 15.4 32.6 48.0 21.4
## 1374 25.2 0.739 14.9 28.3 43.3 20.0
## NA.101 NA NA NA NA NA NA
## NA.102 NA NA NA NA NA NA
## NA.103 NA NA NA NA NA NA
## NA.104 NA NA NA NA NA NA
## NA.105 NA NA NA NA NA NA
## 1380 27.8 0.746 15.5 28.0 43.5 23.1
## NA.106 NA NA NA NA NA NA
## NA.107 NA NA NA NA NA NA
## NA.108 NA NA NA NA NA NA
## 1384 26.0 0.782 16.7 30.9 47.6 23.0
## NA.109 NA NA NA NA NA NA
## NA.110 NA NA NA NA NA NA
## NA.111 NA NA NA NA NA NA
## 1389 24.0 0.748 17.0 33.7 50.7 24.1
## NA.112 NA NA NA NA NA NA
## NA.113 NA NA NA NA NA NA
## 1392 24.1 0.757 16.7 31.2 47.9 22.8
## 1393 20.9 0.754 15.0 31.2 46.3 22.8
## NA.114 NA NA NA NA NA NA
## NA.115 NA NA NA NA NA NA
## NA.116 NA NA NA NA NA NA
## NA.117 NA NA NA NA NA NA
## 1398 23.3 0.778 15.3 32.8 48.2 22.4
## NA.118 NA NA NA NA NA NA
## 1401 23.7 0.789 13.8 31.6 45.4 22.4
## 1402 29.5 0.768 15.2 29.6 44.8 18.8
## STL_per_100 BLK_per_100 TOV_per_100 PF_per_100 PTS_per_100
## 890 8.5 5.5 15.7 23.3 104.2
## 917 8.3 5.9 15.0 23.8 108.7
## 922 7.9 6.9 17.1 24.7 104.6
## 927 10.4 6.0 16.4 23.5 107.4
## 941 9.4 4.3 16.0 24.7 109.6
## 944 8.1 6.1 14.8 21.4 110.8
## 945 9.8 3.7 15.2 21.7 107.1
## 946 8.6 6.2 13.9 21.7 115.5
## 949 9.5 5.7 17.8 24.4 100.7
## 954 10.3 6.2 15.9 23.5 105.8
## 955 9.9 5.2 14.3 20.2 107.7
## 958 7.9 6.7 14.7 23.8 105.0
## 966 9.2 7.7 16.5 22.7 107.5
## 969 8.8 5.2 15.5 22.9 103.9
## 971 8.3 7.0 16.2 20.9 112.6
## 972 9.5 3.8 16.1 24.2 105.0
## 977 6.4 4.8 15.6 24.6 108.2
## 981 8.8 6.2 17.4 24.8 103.0
## 983 9.2 4.7 19.0 25.4 102.0
## 985 9.3 5.7 13.9 24.3 106.7
## 990 8.3 6.4 15.7 22.3 112.6
## 993 8.2 7.0 17.7 23.3 107.8
## 994 10.8 4.8 17.6 24.8 109.7
## 995 8.3 5.7 16.6 22.9 108.6
## 996 7.3 5.8 16.8 23.9 103.0
## 997 9.1 4.5 16.1 23.7 113.0
## 998 6.7 5.6 15.6 21.3 112.0
## 1006 9.7 6.6 18.1 23.2 104.8
## 1008 9.6 6.2 18.9 22.7 104.0
## 1010 8.9 4.7 18.8 25.6 99.3
## 1012 10.5 4.6 15.9 25.2 103.6
## 1013 9.5 5.9 16.7 23.9 100.7
## 1015 7.2 3.4 16.4 23.0 105.8
## 1020 9.9 6.8 17.3 22.9 107.7
## 1023 6.8 5.2 14.6 23.5 107.5
## 1024 10.1 5.8 16.1 23.2 112.2
## 1025 7.9 5.2 16.5 23.2 110.8
## 1026 8.5 3.2 15.9 25.0 103.7
## 1031 6.6 5.1 16.9 24.6 110.8
## 1033 9.4 6.0 18.6 24.1 105.7
## 1035 9.4 6.1 19.3 22.4 100.8
## 1037 9.1 5.0 21.1 25.9 97.8
## 1045 11.2 4.9 20.0 25.1 100.9
## 1047 8.9 7.2 19.0 23.5 106.6
## 1048 8.3 3.9 15.5 24.6 106.4
## 1049 8.0 6.8 15.4 25.8 111.3
## 1051 9.0 6.0 16.0 23.4 109.0
## 1052 9.1 6.6 17.9 22.9 106.8
## 1053 8.1 5.6 15.7 21.7 112.2
## 1055 7.3 4.9 16.6 24.1 110.5
## 1056 8.8 3.4 16.7 25.7 104.7
## 1057 8.5 6.0 16.4 22.3 107.1
## 1059 8.7 6.2 18.4 22.9 97.4
## 1060 8.2 4.9 16.1 21.0 113.1
## 1061 8.3 4.7 15.9 24.7 108.2
## 1062 8.9 4.7 18.5 25.1 101.4
## 1064 8.4 5.8 18.0 23.4 108.8
## 1065 8.1 4.2 17.0 24.6 107.0
## 1066 8.5 4.1 15.9 24.6 111.8
## 1067 7.0 5.9 17.5 22.8 106.5
## 1068 8.6 5.4 16.5 23.1 108.2
## 1070 9.2 7.5 17.8 23.8 106.8
## 1071 8.6 6.2 17.0 23.6 106.5
## 1072 8.7 6.4 16.0 26.9 112.6
## 1074 8.6 5.5 15.9 24.3 108.6
## 1075 8.1 6.7 19.4 22.2 102.6
## 1077 8.6 4.8 13.9 25.0 109.3
## 1078 7.7 5.2 17.0 24.9 109.2
## 1079 8.5 3.8 16.1 25.3 108.9
## 1080 7.9 6.7 16.8 24.0 106.5
## 1081 8.5 3.8 15.5 25.5 106.0
## 1082 8.9 5.1 17.6 23.7 101.2
## 1085 7.6 4.7 19.2 27.9 105.6
## 1086 8.7 4.9 17.5 25.0 104.8
## 1087 9.5 6.7 18.8 22.0 108.3
## 1088 8.3 4.7 17.8 24.3 108.0
## 1089 8.9 4.5 17.8 24.0 111.5
## 1090 6.1 4.8 16.8 24.0 108.9
## 1091 9.4 3.9 16.8 23.0 105.9
## 1093 9.8 7.4 16.5 24.0 104.1
## 1094 9.2 8.3 15.8 21.6 105.7
## 1095 8.9 5.3 18.0 26.3 107.9
## 1096 7.7 6.1 16.2 21.0 111.8
## 1097 7.4 4.8 17.4 26.2 108.6
## 1098 7.5 5.2 16.8 27.1 105.5
## 1099 7.2 4.4 15.3 20.6 112.1
## 1100 9.4 4.8 15.2 24.6 107.1
## 1101 8.6 4.0 15.6 24.5 109.0
## 1102 8.7 4.1 16.3 23.7 108.3
## 1103 8.7 6.5 16.1 23.4 110.1
## 1104 7.9 4.6 18.2 25.7 102.6
## 1105 8.2 5.9 17.8 22.8 105.4
## 1106 8.2 4.9 17.3 23.9 113.3
## 1107 9.6 5.5 16.2 26.2 111.4
## 1108 8.8 4.0 18.5 25.0 105.0
## 1109 8.8 3.8 17.7 27.2 99.5
## 1110 10.3 5.9 19.1 21.6 108.6
## 1111 8.9 4.4 20.4 26.1 104.3
## 1112 9.9 4.1 17.7 25.5 109.2
## 1113 7.2 4.6 18.2 25.4 106.2
## 1114 9.3 4.6 19.0 24.7 106.5
## 1115 9.2 3.6 17.7 26.8 105.9
## 1116 8.4 7.8 17.8 23.9 104.2
## 1117 7.6 8.7 16.4 21.9 103.0
## 1118 8.1 6.6 17.9 24.8 105.9
## 1119 7.7 5.0 16.0 21.4 112.8
## 1120 7.6 5.7 17.8 25.3 108.7
## 1121 7.4 5.6 16.5 25.9 106.0
## 1122 7.0 4.1 14.5 22.0 111.5
## 1123 10.1 4.8 15.5 24.2 110.7
## 1124 8.0 4.6 15.5 23.9 109.6
## 1125 9.4 3.3 17.1 25.0 106.0
## 1126 8.1 7.1 19.0 24.1 107.9
## 1127 7.2 4.2 18.7 25.8 102.5
## 1128 7.7 3.5 18.5 25.2 109.5
## 1129 6.4 6.0 19.1 22.2 105.8
## 1130 8.2 5.7 18.1 22.7 114.1
## 1131 8.4 5.9 16.8 27.2 110.5
## 1132 9.3 5.0 16.3 24.2 107.9
## 1133 9.2 3.2 17.7 29.2 104.9
## 1134 9.8 6.4 18.9 23.7 111.3
## 1135 8.6 4.1 18.7 24.0 104.7
## 1136 9.6 6.0 17.3 22.8 110.4
## 1137 8.8 5.2 18.0 25.4 109.9
## 1138 8.0 4.2 18.3 24.2 102.8
## 1139 8.2 8.1 18.2 22.7 103.3
## 1140 8.5 4.7 15.5 22.5 104.3
## 1141 7.9 7.1 16.9 26.5 105.5
## 1142 8.1 5.2 17.1 23.5 110.9
## 1143 8.3 5.5 19.0 26.4 102.4
## 1144 7.8 4.7 16.5 27.4 104.1
## 1145 7.0 4.4 15.8 23.2 110.0
## 1146 7.8 3.9 14.7 25.0 111.3
## 1147 8.1 4.8 15.2 25.3 111.5
## 1148 9.7 4.1 17.8 24.7 105.5
## 1149 7.2 6.0 18.1 26.9 105.3
## 1150 9.9 4.7 18.1 24.5 101.8
## 1151 8.4 4.5 17.8 26.0 106.5
## 1152 8.5 5.6 18.5 24.0 110.9
## 1153 8.0 6.1 17.6 27.0 107.8
## 1154 9.6 5.9 18.9 26.4 106.1
## 1155 9.8 4.4 19.4 27.8 107.0
## 1156 9.7 7.9 19.7 24.6 106.8
## 1157 8.3 4.6 17.4 25.7 108.9
## 1158 9.8 4.8 17.8 25.6 111.2
## 1159 7.7 5.5 16.3 24.2 111.2
## 1160 6.8 4.6 18.2 24.3 109.2
## 1161 7.7 4.3 16.6 22.9 107.9
## 1162 8.0 7.0 17.5 22.9 109.0
## 1163 6.9 4.0 17.9 24.6 104.2
## 1164 7.0 8.2 17.5 24.8 102.2
## 1165 9.2 6.1 17.9 24.0 106.9
## 1166 7.6 4.5 19.8 24.9 103.4
## 1167 7.7 3.6 19.1 27.8 99.2
## 1168 6.5 4.1 16.0 24.5 109.4
## 1169 8.6 3.8 16.2 22.7 109.7
## 1170 7.7 6.5 17.8 24.2 105.4
## 1171 10.0 5.0 18.7 24.9 103.9
## 1172 7.7 5.0 18.7 25.4 97.0
## 1173 8.8 4.8 17.9 24.3 103.8
## 1174 8.7 4.7 19.3 27.7 106.2
## 1175 9.9 5.6 18.6 22.6 110.5
## 1176 8.0 6.4 17.5 25.8 105.8
## 1177 10.7 6.9 21.9 25.4 101.6
## 1178 8.8 4.7 18.8 27.2 102.4
## 1179 9.6 6.8 19.2 24.1 108.3
## 1180 9.0 5.9 18.5 24.7 105.1
## 1181 9.0 4.6 18.0 23.6 106.0
## 1182 7.9 5.5 17.7 24.6 110.1
## 1183 9.6 4.8 18.8 26.9 104.7
## 1184 8.0 5.1 18.0 23.1 105.9
## 1185 8.6 6.7 19.1 22.8 101.2
## 1186 8.9 4.9 19.4 23.9 99.1
## 1187 7.7 6.2 17.0 28.8 105.1
## 1188 7.8 6.8 17.4 24.1 109.8
## 1189 7.1 5.9 19.9 24.5 106.6
## 1190 7.7 4.4 16.1 26.8 103.3
## 1191 7.0 3.9 16.3 27.1 105.9
## 1192 7.3 4.1 16.2 23.5 114.3
## 1193 8.6 6.5 18.9 25.1 105.8
## 1194 8.2 4.7 17.0 26.6 108.8
## 1195 8.1 5.4 16.5 23.3 108.3
## 1196 9.2 6.1 17.1 25.0 102.7
## 1197 8.8 4.8 17.9 28.0 104.2
## 1198 9.9 6.1 17.2 23.4 110.2
## 1199 9.2 5.5 19.3 27.6 107.7
## 1200 10.8 5.7 19.4 27.0 103.0
## 1201 8.7 4.1 18.1 26.7 106.0
## 1202 10.3 7.5 17.7 26.2 109.6
## 1203 9.2 5.2 18.6 24.7 105.8
## 1204 8.5 4.4 16.8 24.3 108.8
## 1205 7.1 6.6 15.3 26.3 109.9
## 1206 7.6 3.6 18.8 28.2 106.6
## 1207 8.4 5.6 16.3 24.9 106.4
## 1208 8.2 4.2 16.8 25.7 106.2
## 1209 7.8 4.8 16.9 25.2 103.3
## 1210 9.1 5.7 19.4 27.6 104.3
## 1211 8.2 7.2 19.0 24.0 108.4
## 1212 8.8 6.2 20.2 24.8 107.8
## 1213 7.6 3.9 16.8 24.0 104.3
## 1214 6.9 2.6 17.7 24.7 102.4
## 1215 7.9 4.2 15.8 23.1 109.4
## 1216 10.6 5.9 21.1 25.5 98.1
## 1217 7.4 3.6 18.6 26.0 108.5
## 1218 8.5 4.7 17.5 22.9 107.0
## 1219 10.0 5.8 18.0 24.2 106.4
## 1220 8.6 4.6 17.3 25.0 104.7
## 1221 9.5 6.5 18.4 23.1 107.6
## 1222 10.1 6.2 18.5 25.8 108.7
## 1223 8.6 5.3 19.2 25.4 101.0
## 1224 10.3 3.8 17.5 23.0 106.0
## 1225 10.0 6.9 19.9 24.1 107.0
## 1226 10.2 4.8 20.1 23.2 104.6
## 1227 9.0 5.6 17.8 23.9 106.5
## 1228 8.1 7.6 18.1 24.9 108.5
## 1229 9.3 3.5 17.1 25.2 106.0
## 1230 7.6 5.3 18.4 24.0 103.2
## 1231 7.9 4.8 17.7 26.3 103.4
## 1232 7.6 4.6 16.9 22.5 102.7
## 1233 9.6 6.6 18.3 28.1 105.2
## 1234 9.5 3.6 18.1 23.2 109.4
## 1235 8.3 4.6 19.9 25.4 104.3
## 1236 8.7 3.9 15.6 22.0 106.7
## 1237 8.7 4.7 17.9 22.3 103.4
## 1238 8.9 6.4 19.7 23.4 101.2
## 1239 9.4 4.1 17.9 25.0 102.0
## 1240 9.3 4.4 18.6 22.9 108.1
## 1241 10.4 6.1 17.6 22.8 105.5
## 1242 10.1 4.2 16.9 25.1 104.0
## 1243 9.0 6.3 19.0 20.7 109.5
## 1244 9.2 6.0 17.7 22.9 106.8
## 1245 9.9 6.6 19.4 24.9 101.5
## 1246 10.0 5.2 18.4 24.7 106.5
## 1247 9.3 7.7 20.0 21.8 105.0
## 1248 10.5 4.0 18.9 21.5 105.6
## 1249 8.7 5.8 19.1 24.1 103.4
## 1250 8.6 3.7 17.6 23.3 108.6
## 1252 8.9 5.1 17.8 22.2 105.8
## 1253 8.1 4.5 19.2 24.9 104.2
## 1254 6.2 5.2 16.2 22.3 103.2
## NA NA NA NA NA NA
## NA.1 NA NA NA NA NA
## NA.2 NA NA NA NA NA
## NA.3 NA NA NA NA NA
## NA.4 NA NA NA NA NA
## NA.5 NA NA NA NA NA
## NA.6 NA NA NA NA NA
## NA.7 NA NA NA NA NA
## NA.8 NA NA NA NA NA
## NA.9 NA NA NA NA NA
## NA.10 NA NA NA NA NA
## NA.11 NA NA NA NA NA
## NA.12 NA NA NA NA NA
## NA.13 NA NA NA NA NA
## NA.14 NA NA NA NA NA
## NA.15 NA NA NA NA NA
## NA.16 NA NA NA NA NA
## NA.17 NA NA NA NA NA
## NA.18 NA NA NA NA NA
## NA.19 NA NA NA NA NA
## NA.20 NA NA NA NA NA
## NA.21 NA NA NA NA NA
## NA.22 NA NA NA NA NA
## NA.23 NA NA NA NA NA
## NA.24 NA NA NA NA NA
## NA.25 NA NA NA NA NA
## NA.26 NA NA NA NA NA
## NA.27 NA NA NA NA NA
## NA.28 NA NA NA NA NA
## NA.29 NA NA NA NA NA
## NA.30 NA NA NA NA NA
## NA.31 NA NA NA NA NA
## NA.32 NA NA NA NA NA
## NA.33 NA NA NA NA NA
## NA.34 NA NA NA NA NA
## NA.35 NA NA NA NA NA
## NA.36 NA NA NA NA NA
## NA.37 NA NA NA NA NA
## NA.38 NA NA NA NA NA
## NA.39 NA NA NA NA NA
## NA.40 NA NA NA NA NA
## NA.41 NA NA NA NA NA
## NA.42 NA NA NA NA NA
## NA.43 NA NA NA NA NA
## NA.44 NA NA NA NA NA
## NA.45 NA NA NA NA NA
## NA.46 NA NA NA NA NA
## NA.47 NA NA NA NA NA
## NA.48 NA NA NA NA NA
## NA.49 NA NA NA NA NA
## NA.50 NA NA NA NA NA
## NA.51 NA NA NA NA NA
## NA.52 NA NA NA NA NA
## NA.53 NA NA NA NA NA
## NA.54 NA NA NA NA NA
## NA.55 NA NA NA NA NA
## NA.56 NA NA NA NA NA
## NA.57 NA NA NA NA NA
## NA.58 NA NA NA NA NA
## NA.59 NA NA NA NA NA
## NA.60 NA NA NA NA NA
## NA.61 NA NA NA NA NA
## NA.62 NA NA NA NA NA
## NA.63 NA NA NA NA NA
## NA.64 NA NA NA NA NA
## NA.65 NA NA NA NA NA
## NA.66 NA NA NA NA NA
## NA.67 NA NA NA NA NA
## NA.68 NA NA NA NA NA
## NA.69 NA NA NA NA NA
## NA.70 NA NA NA NA NA
## NA.71 NA NA NA NA NA
## 1327 9.5 5.7 18.6 21.1 108.7
## NA.72 NA NA NA NA NA
## NA.73 NA NA NA NA NA
## NA.74 NA NA NA NA NA
## 1332 7.4 5.8 18.8 25.0 103.5
## NA.75 NA NA NA NA NA
## NA.76 NA NA NA NA NA
## NA.77 NA NA NA NA NA
## 1336 10.2 5.8 17.0 24.6 104.4
## NA.78 NA NA NA NA NA
## NA.79 NA NA NA NA NA
## NA.80 NA NA NA NA NA
## NA.81 NA NA NA NA NA
## 1341 8.4 6.5 17.4 22.5 107.5
## 1342 6.5 6.0 17.8 22.9 98.5
## NA.82 NA NA NA NA NA
## 1344 10.1 6.0 18.5 23.8 101.5
## 1345 6.6 2.3 17.3 27.7 108.8
## 1346 9.3 4.0 19.6 23.9 99.0
## NA.83 NA NA NA NA NA
## NA.84 NA NA NA NA NA
## NA.85 NA NA NA NA NA
## NA.86 NA NA NA NA NA
## NA.87 NA NA NA NA NA
## NA.88 NA NA NA NA NA
## NA.89 NA NA NA NA NA
## 1354 10.7 5.5 20.0 22.7 109.4
## NA.90 NA NA NA NA NA
## NA.91 NA NA NA NA NA
## NA.92 NA NA NA NA NA
## 1359 8.4 5.9 18.2 23.2 105.3
## NA.93 NA NA NA NA NA
## NA.94 NA NA NA NA NA
## NA.95 NA NA NA NA NA
## 1364 10.4 5.9 16.0 22.2 106.3
## NA.96 NA NA NA NA NA
## NA.97 NA NA NA NA NA
## NA.98 NA NA NA NA NA
## NA.99 NA NA NA NA NA
## 1369 8.0 4.3 16.3 23.5 109.5
## 1370 7.7 5.0 16.0 19.8 103.0
## NA.100 NA NA NA NA NA
## 1372 8.8 4.4 19.5 23.0 102.7
## 1373 7.2 4.5 20.2 23.2 102.8
## 1374 7.7 3.4 19.5 25.3 97.6
## NA.101 NA NA NA NA NA
## NA.102 NA NA NA NA NA
## NA.103 NA NA NA NA NA
## NA.104 NA NA NA NA NA
## NA.105 NA NA NA NA NA
## 1380 11.4 3.6 18.7 25.9 105.6
## NA.106 NA NA NA NA NA
## NA.107 NA NA NA NA NA
## NA.108 NA NA NA NA NA
## 1384 6.8 4.7 16.9 23.8 103.1
## NA.109 NA NA NA NA NA
## NA.110 NA NA NA NA NA
## NA.111 NA NA NA NA NA
## 1389 7.4 5.4 16.9 20.3 103.5
## NA.112 NA NA NA NA NA
## NA.113 NA NA NA NA NA
## 1392 7.4 4.1 17.9 24.8 101.1
## 1393 9.3 6.4 18.2 22.3 103.5
## NA.114 NA NA NA NA NA
## NA.115 NA NA NA NA NA
## NA.116 NA NA NA NA NA
## NA.117 NA NA NA NA NA
## 1398 7.4 2.8 16.5 27.3 101.7
## NA.118 NA NA NA NA NA
## 1401 8.4 4.2 17.1 23.2 105.6
## 1402 8.0 4.2 19.3 24.5 100.9hist(nba$X3p_per_100,
breaks = 20,
col = "lightblue",
main = "Distribution of 3-Pointers per 100 Possessions",
xlab = "X3p_per_100")
abline(v = 2, col = "red", lwd = 2, lty = 2)
Insight, Significance, and Questions
The insight I gather from this is that the 3pt shot was not very popular initially and actually took nearly 2 decades before teams even started to take a decent amount of 3pt shots. This is significant because it supports my decision to label teams that make less than two 3s per 100 possessions as outliers. I would be curious to know: What caused NBA teams to start shooting significantly more 3s?