Tidyr
Joshua Hummell
03/14/21
Overview
The goal of this project is to work on three messy datasets given to us by our classmates in the previous discussion by tidying them and running the requested analysis on them.
For this assignment I have chosen the following three datasets.
- My own on NBA Games for the 2020-2021 season (until March, 4, 21), which I ask if there is an advantage to having rest in between games and also if there is a homecourt advantage.
- Vic Chan’s Canadian Unemployment chart where there is no explicit analysis, but I will see the provinces unemployment rates for the past year.
- Claire Meyer’s IMDB Analysis in which she asks whether age has an impact on a movies rating (older the better)
We will accomplish this project in a series of steps which you can find below.
- Downloading the data/copying it into a spreadsheet (as is)
- Uploading the spreadsheet to Github for access by anyone
- Pull each one in and tidy the data
- Run an analysis
Load the Required Packages
library('tidyverse')
library("lubridate")
library("kableExtra")NBA
nba <- read.csv("https://raw.githubusercontent.com/jhumms/DATA607/main/tidyr/basketball.csv",header = TRUE, sep = ",")let’s begin!
- Date - all we need to use is lubridate to parse the date
nba$Date <- mdy(nba$Date)- Now we need to create a new column based on who won
nba$winner <- ifelse(nba$PTS > nba$PTS.1, "home", "visitor")- Let’s keep the following columns then add in an id column and split them
nba <- nba %>% select(Date, Visitor.Neutral, PTS, Home.Neutral, PTS.1, winner)
nba$game_id <- seq.int(nrow(nba))
home <- nba %>% select(game_id, Date, PTS, Home.Neutral, winner)
away <- nba %>% select(game_id, Date, PTS.1, Visitor.Neutral, winner)- Now for each we are going to rename the columns and add in one to say if there were the home team or not.
home <- home %>% rename(date=Date, score=PTS, team = Home.Neutral)
away <- away %>% rename(date=Date, score=PTS.1, team = Visitor.Neutral)
home$court <- "home"
away$court <- "visitor"- Finally, let’s add them back together and add in an id column and reorganize
nba <- rbind(home, away)
nba$id <- seq.int(nrow(nba))
nba_tidy <- nba %>% select(id, date, team, game_id, score, court, winner) Finally, Tidy!
kable(nba_tidy, "html") %>% kable_styling("striped") %>% scroll_box(width = "100%", height = "350px")| id | date | team | game_id | score | court | winner |
|---|---|---|---|---|---|---|
| 1 | 2020-12-22 | Brooklyn Nets | 1 | 99 | home | visitor |
| 2 | 2020-12-22 | Los Angeles Lakers | 2 | 116 | home | home |
| 3 | 2020-12-23 | Cleveland Cavaliers | 3 | 114 | home | visitor |
| 4 | 2020-12-23 | Indiana Pacers | 4 | 107 | home | visitor |
| 5 | 2020-12-23 | Orlando Magic | 5 | 107 | home | visitor |
| 6 | 2020-12-23 | Philadelphia 76ers | 6 | 107 | home | visitor |
| 7 | 2020-12-23 | Toronto Raptors | 7 | 113 | home | home |
| 8 | 2020-12-23 | Boston Celtics | 8 | 121 | home | visitor |
| 9 | 2020-12-23 | Chicago Bulls | 9 | 124 | home | home |
| 10 | 2020-12-23 | Memphis Grizzlies | 10 | 131 | home | home |
| 11 | 2020-12-23 | Minnesota Timberwolves | 11 | 101 | home | visitor |
| 12 | 2020-12-23 | Denver Nuggets | 12 | 124 | home | home |
| 13 | 2020-12-23 | Portland Trail Blazers | 13 | 120 | home | home |
| 14 | 2020-12-23 | Phoenix Suns | 14 | 102 | home | visitor |
| 15 | 2020-12-25 | Miami Heat | 15 | 98 | home | visitor |
| 16 | 2020-12-25 | Milwaukee Bucks | 16 | 99 | home | visitor |
| 17 | 2020-12-25 | Boston Celtics | 17 | 123 | home | home |
| 18 | 2020-12-25 | Los Angeles Lakers | 18 | 115 | home | visitor |
| 19 | 2020-12-25 | Denver Nuggets | 19 | 121 | home | home |
| 20 | 2020-12-26 | Memphis Grizzlies | 20 | 122 | home | home |
| 21 | 2020-12-26 | Charlotte Hornets | 21 | 109 | home | home |
| 22 | 2020-12-26 | Detroit Pistons | 22 | 128 | home | home |
| 23 | 2020-12-26 | Washington Wizards | 23 | 130 | home | home |
| 24 | 2020-12-26 | New York Knicks | 24 | 109 | home | home |
| 25 | 2020-12-26 | Chicago Bulls | 25 | 125 | home | home |
| 26 | 2020-12-26 | San Antonio Spurs | 26 | 114 | home | visitor |
| 27 | 2020-12-26 | Utah Jazz | 27 | 116 | home | home |
| 28 | 2020-12-26 | Portland Trail Blazers | 28 | 126 | home | visitor |
| 29 | 2020-12-26 | Sacramento Kings | 29 | 103 | home | visitor |
| 30 | 2020-12-27 | Los Angeles Clippers | 30 | 124 | home | home |
| 31 | 2020-12-27 | New Orleans Pelicans | 31 | 95 | home | visitor |
| 32 | 2020-12-27 | Washington Wizards | 32 | 120 | home | home |
| 33 | 2020-12-27 | Charlotte Hornets | 33 | 104 | home | visitor |
| 34 | 2020-12-27 | Cleveland Cavaliers | 34 | 94 | home | visitor |
| 35 | 2020-12-27 | New York Knicks | 35 | 110 | home | visitor |
| 36 | 2020-12-27 | Indiana Pacers | 36 | 107 | home | visitor |
| 37 | 2020-12-27 | Chicago Bulls | 37 | 129 | home | home |
| 38 | 2020-12-27 | Sacramento Kings | 38 | 116 | home | home |
| 39 | 2020-12-27 | Los Angeles Lakers | 39 | 91 | home | visitor |
| 40 | 2020-12-28 | Brooklyn Nets | 40 | 116 | home | home |
| 41 | 2020-12-28 | Atlanta Hawks | 41 | 120 | home | visitor |
| 42 | 2020-12-28 | Oklahoma City Thunder | 42 | 110 | home | home |
| 43 | 2020-12-28 | Denver Nuggets | 43 | 111 | home | visitor |
| 44 | 2020-12-28 | Los Angeles Lakers | 44 | 115 | home | home |
| 45 | 2020-12-29 | Cleveland Cavaliers | 45 | 95 | home | home |
| 46 | 2020-12-29 | Detroit Pistons | 46 | 116 | home | home |
| 47 | 2020-12-29 | Indiana Pacers | 47 | 116 | home | home |
| 48 | 2020-12-29 | Washington Wizards | 48 | 115 | home | home |
| 49 | 2020-12-29 | Philadelphia 76ers | 49 | 93 | home | visitor |
| 50 | 2020-12-29 | Miami Heat | 50 | 144 | home | home |
| 51 | 2020-12-29 | Oklahoma City Thunder | 51 | 118 | home | home |
| 52 | 2020-12-29 | Phoenix Suns | 52 | 86 | home | visitor |
| 53 | 2020-12-29 | Sacramento Kings | 53 | 115 | home | visitor |
| 54 | 2020-12-29 | Los Angeles Clippers | 54 | 101 | home | visitor |
| 55 | 2020-12-30 | Miami Heat | 55 | 108 | home | visitor |
| 56 | 2020-12-30 | Brooklyn Nets | 56 | 141 | home | visitor |
| 57 | 2020-12-30 | Boston Celtics | 57 | 107 | home | visitor |
| 58 | 2020-12-30 | Dallas Mavericks | 58 | 118 | home | home |
| 59 | 2020-12-30 | San Antonio Spurs | 59 | 121 | home | home |
| 60 | 2020-12-30 | Los Angeles Clippers | 60 | 105 | home | visitor |
| 61 | 2020-12-31 | Indiana Pacers | 61 | 99 | home | visitor |
| 62 | 2020-12-31 | Washington Wizards | 62 | 133 | home | home |
| 63 | 2020-12-31 | Orlando Magic | 63 | 116 | home | home |
| 64 | 2020-12-31 | Houston Rockets | 64 | 119 | home | visitor |
| 65 | 2020-12-31 | Toronto Raptors | 65 | 83 | home | visitor |
| 66 | 2020-12-31 | Oklahoma City Thunder | 66 | 113 | home | home |
| 67 | 2020-12-31 | Utah Jazz | 67 | 106 | home | home |
| 68 | 2021-01-01 | Charlotte Hornets | 68 | 108 | home | home |
| 69 | 2021-01-01 | Dallas Mavericks | 69 | 83 | home | visitor |
| 70 | 2021-01-01 | Detroit Pistons | 70 | 93 | home | visitor |
| 71 | 2021-01-01 | Brooklyn Nets | 71 | 114 | home | home |
| 72 | 2021-01-01 | Milwaukee Bucks | 72 | 96 | home | visitor |
| 73 | 2021-01-01 | Minnesota Timberwolves | 73 | 130 | home | home |
| 74 | 2021-01-01 | San Antonio Spurs | 74 | 109 | home | home |
| 75 | 2021-01-01 | Denver Nuggets | 75 | 106 | home | home |
| 76 | 2021-01-01 | Utah Jazz | 76 | 100 | home | visitor |
| 77 | 2021-01-01 | Golden State Warriors | 77 | 123 | home | home |
| 78 | 2021-01-02 | Houston Rockets | 78 | 94 | home | visitor |
| 79 | 2021-01-02 | Indiana Pacers | 79 | 106 | home | home |
| 80 | 2021-01-02 | Orlando Magic | 80 | 108 | home | home |
| 81 | 2021-01-02 | Philadelphia 76ers | 81 | 112 | home | visitor |
| 82 | 2021-01-02 | Atlanta Hawks | 82 | 96 | home | home |
| 83 | 2021-01-02 | New Orleans Pelicans | 83 | 116 | home | visitor |
| 84 | 2021-01-03 | Detroit Pistons | 84 | 122 | home | home |
| 85 | 2021-01-03 | Brooklyn Nets | 85 | 123 | home | home |
| 86 | 2021-01-03 | Memphis Grizzlies | 86 | 108 | home | home |
| 87 | 2021-01-03 | Minnesota Timberwolves | 87 | 124 | home | home |
| 88 | 2021-01-03 | San Antonio Spurs | 88 | 130 | home | home |
| 89 | 2021-01-03 | Chicago Bulls | 89 | 108 | home | visitor |
| 90 | 2021-01-03 | Phoenix Suns | 90 | 112 | home | home |
| 91 | 2021-01-03 | Golden State Warriors | 91 | 122 | home | visitor |
| 92 | 2021-01-04 | Orlando Magic | 92 | 83 | home | visitor |
| 93 | 2021-01-04 | Philadelphia 76ers | 93 | 101 | home | visitor |
| 94 | 2021-01-04 | Atlanta Hawks | 94 | 113 | home | home |
| 95 | 2021-01-04 | Miami Heat | 95 | 90 | home | visitor |
| 96 | 2021-01-04 | Toronto Raptors | 96 | 126 | home | home |
| 97 | 2021-01-04 | Houston Rockets | 97 | 113 | home | home |
| 98 | 2021-01-04 | Milwaukee Bucks | 98 | 115 | home | visitor |
| 99 | 2021-01-04 | New Orleans Pelicans | 99 | 118 | home | home |
| 100 | 2021-01-04 | Golden State Warriors | 100 | 106 | home | visitor |
| 101 | 2021-01-05 | Brooklyn Nets | 101 | 96 | home | visitor |
| 102 | 2021-01-05 | Memphis Grizzlies | 102 | 94 | home | home |
| 103 | 2021-01-05 | Denver Nuggets | 103 | 116 | home | visitor |
| 104 | 2021-01-05 | Los Angeles Clippers | 104 | 116 | home | home |
| 105 | 2021-01-05 | Portland Trail Blazers | 105 | 111 | home | home |
| 106 | 2021-01-06 | Indiana Pacers | 106 | 107 | home | visitor |
| 107 | 2021-01-06 | Orlando Magic | 107 | 94 | home | visitor |
| 108 | 2021-01-06 | Philadelphia 76ers | 108 | 136 | home | visitor |
| 109 | 2021-01-06 | Atlanta Hawks | 109 | 102 | home | home |
| 110 | 2021-01-06 | Miami Heat | 110 | 107 | home | home |
| 111 | 2021-01-06 | New York Knicks | 111 | 100 | home | visitor |
| 112 | 2021-01-06 | Milwaukee Bucks | 112 | 115 | home | visitor |
| 113 | 2021-01-06 | New Orleans Pelicans | 113 | 111 | home | home |
| 114 | 2021-01-06 | Phoenix Suns | 114 | 115 | home | visitor |
| 115 | 2021-01-06 | Golden State Warriors | 115 | 108 | home | home |
| 116 | 2021-01-06 | Sacramento Kings | 116 | 124 | home | visitor |
| 117 | 2021-01-07 | Brooklyn Nets | 117 | 109 | home | visitor |
| 118 | 2021-01-07 | Memphis Grizzlies | 118 | 94 | home | home |
| 119 | 2021-01-07 | Denver Nuggets | 119 | 124 | home | home |
| 120 | 2021-01-07 | Los Angeles Lakers | 120 | 118 | home | home |
| 121 | 2021-01-07 | Portland Trail Blazers | 121 | 117 | home | visitor |
| 122 | 2021-01-08 | Detroit Pistons | 122 | 105 | home | visitor |
| 123 | 2021-01-08 | Boston Celtics | 123 | 107 | home | visitor |
| 124 | 2021-01-08 | New Orleans Pelicans | 124 | 118 | home | home |
| 125 | 2021-01-08 | New York Knicks | 125 | 101 | home | home |
| 126 | 2021-01-08 | Houston Rockets | 126 | 90 | home | visitor |
| 127 | 2021-01-08 | Memphis Grizzlies | 127 | 110 | home | visitor |
| 128 | 2021-01-08 | Milwaukee Bucks | 128 | 131 | home | home |
| 129 | 2021-01-08 | Golden State Warriors | 129 | 105 | home | visitor |
| 130 | 2021-01-08 | Los Angeles Lakers | 130 | 115 | home | visitor |
| 131 | 2021-01-08 | Sacramento Kings | 131 | 144 | home | home |
| 132 | 2021-01-09 | Philadelphia 76ers | 132 | 115 | home | home |
| 133 | 2021-01-09 | Charlotte Hornets | 133 | 105 | home | visitor |
| 134 | 2021-01-09 | Indiana Pacers | 134 | 125 | home | home |
| 135 | 2021-01-09 | Washington Wizards | 135 | 128 | home | home |
| 136 | 2021-01-09 | Milwaukee Bucks | 136 | 90 | home | visitor |
| 137 | 2021-01-09 | Minnesota Timberwolves | 137 | 125 | home | home |
| 138 | 2021-01-09 | Dallas Mavericks | 138 | 98 | home | visitor |
| 139 | 2021-01-09 | Sacramento Kings | 139 | 125 | home | home |
| 140 | 2021-01-10 | Detroit Pistons | 140 | 96 | home | home |
| 141 | 2021-01-10 | Los Angeles Clippers | 141 | 127 | home | visitor |
| 142 | 2021-01-10 | Brooklyn Nets | 142 | 129 | home | home |
| 143 | 2021-01-10 | New York Knicks | 143 | 114 | home | home |
| 144 | 2021-01-10 | Houston Rockets | 144 | 120 | home | home |
| 145 | 2021-01-10 | Minnesota Timberwolves | 145 | 88 | home | visitor |
| 146 | 2021-01-10 | Golden State Warriors | 146 | 105 | home | visitor |
| 147 | 2021-01-11 | Charlotte Hornets | 147 | 88 | home | visitor |
| 148 | 2021-01-11 | Cleveland Cavaliers | 148 | 101 | home | home |
| 149 | 2021-01-11 | Orlando Magic | 149 | 121 | home | home |
| 150 | 2021-01-11 | Washington Wizards | 150 | 107 | home | visitor |
| 151 | 2021-01-11 | Atlanta Hawks | 151 | 94 | home | visitor |
| 152 | 2021-01-11 | Portland Trail Blazers | 152 | 111 | home | visitor |
| 153 | 2021-01-11 | Sacramento Kings | 153 | 122 | home | visitor |
| 154 | 2021-01-12 | Philadelphia 76ers | 154 | 134 | home | visitor |
| 155 | 2021-01-12 | Brooklyn Nets | 155 | 116 | home | visitor |
| 156 | 2021-01-12 | Cleveland Cavaliers | 156 | 117 | home | home |
| 157 | 2021-01-12 | Houston Rockets | 157 | 117 | home | home |
| 158 | 2021-01-12 | Oklahoma City Thunder | 158 | 112 | home | home |
| 159 | 2021-01-12 | Golden State Warriors | 159 | 104 | home | home |
| 160 | 2021-01-13 | Charlotte Hornets | 160 | 104 | home | home |
| 161 | 2021-01-13 | Detroit Pistons | 161 | 110 | home | home |
| 162 | 2021-01-13 | New York Knicks | 162 | 116 | home | home |
| 163 | 2021-01-13 | Minnesota Timberwolves | 163 | 118 | home | home |
| 164 | 2021-01-13 | Oklahoma City Thunder | 164 | 128 | home | home |
| 165 | 2021-01-13 | Los Angeles Clippers | 165 | 106 | home | visitor |
| 166 | 2021-01-13 | Sacramento Kings | 166 | 132 | home | home |
| 167 | 2021-01-14 | Philadelphia 76ers | 167 | 108 | home | visitor |
| 168 | 2021-01-14 | San Antonio Spurs | 168 | 109 | home | home |
| 169 | 2021-01-14 | Toronto Raptors | 169 | 108 | home | visitor |
| 170 | 2021-01-14 | Denver Nuggets | 170 | 104 | home | visitor |
| 171 | 2021-01-14 | Portland Trail Blazers | 171 | 111 | home | home |
| 172 | 2021-01-15 | Boston Celtics | 172 | 97 | home | visitor |
| 173 | 2021-01-15 | Cleveland Cavaliers | 173 | 103 | home | visitor |
| 174 | 2021-01-15 | Milwaukee Bucks | 174 | 109 | home | visitor |
| 175 | 2021-01-15 | Oklahoma City Thunder | 175 | 125 | home | visitor |
| 176 | 2021-01-15 | Utah Jazz | 176 | 92 | home | visitor |
| 177 | 2021-01-15 | Los Angeles Lakers | 177 | 95 | home | visitor |
| 178 | 2021-01-15 | Sacramento Kings | 178 | 138 | home | home |
| 179 | 2021-01-16 | San Antonio Spurs | 179 | 91 | home | visitor |
| 180 | 2021-01-16 | Brooklyn Nets | 180 | 115 | home | visitor |
| 181 | 2021-01-16 | Toronto Raptors | 181 | 113 | home | visitor |
| 182 | 2021-01-16 | Memphis Grizzlies | 182 | 104 | home | visitor |
| 183 | 2021-01-16 | Miami Heat | 183 | 120 | home | home |
| 184 | 2021-01-16 | Portland Trail Blazers | 184 | 106 | home | visitor |
| 185 | 2021-01-17 | Boston Celtics | 185 | 105 | home | home |
| 186 | 2021-01-17 | Dallas Mavericks | 186 | 117 | home | home |
| 187 | 2021-01-17 | Denver Nuggets | 187 | 109 | home | home |
| 188 | 2021-01-17 | Sacramento Kings | 188 | 128 | home | home |
| 189 | 2021-01-17 | Los Angeles Clippers | 189 | 96 | home | visitor |
| 190 | 2021-01-18 | New York Knicks | 190 | 84 | home | visitor |
| 191 | 2021-01-18 | Atlanta Hawks | 191 | 97 | home | visitor |
| 192 | 2021-01-18 | Portland Trail Blazers | 192 | 125 | home | home |
| 193 | 2021-01-18 | Memphis Grizzlies | 193 | 104 | home | visitor |
| 194 | 2021-01-18 | Brooklyn Nets | 194 | 123 | home | visitor |
| 195 | 2021-01-18 | Toronto Raptors | 195 | 93 | home | visitor |
| 196 | 2021-01-18 | Chicago Bulls | 196 | 120 | home | visitor |
| 197 | 2021-01-18 | Miami Heat | 197 | 107 | home | visitor |
| 198 | 2021-01-18 | Los Angeles Lakers | 198 | 115 | home | home |
| 199 | 2021-01-19 | Denver Nuggets | 199 | 101 | home | visitor |
| 200 | 2021-01-19 | Utah Jazz | 200 | 102 | home | visitor |
| 201 | 2021-01-20 | Cleveland Cavaliers | 201 | 135 | home | visitor |
| 202 | 2021-01-20 | Indiana Pacers | 202 | 124 | home | home |
| 203 | 2021-01-20 | Philadelphia 76ers | 203 | 109 | home | visitor |
| 204 | 2021-01-20 | Atlanta Hawks | 204 | 115 | home | visitor |
| 205 | 2021-01-20 | Toronto Raptors | 205 | 111 | home | home |
| 206 | 2021-01-20 | Minnesota Timberwolves | 206 | 97 | home | home |
| 207 | 2021-01-20 | Houston Rockets | 207 | 109 | home | home |
| 208 | 2021-01-20 | Golden State Warriors | 208 | 99 | home | visitor |
| 209 | 2021-01-20 | Los Angeles Clippers | 209 | 96 | home | visitor |
| 210 | 2021-01-21 | Milwaukee Bucks | 210 | 113 | home | home |
| 211 | 2021-01-21 | Golden State Warriors | 211 | 119 | home | home |
| 212 | 2021-01-21 | Utah Jazz | 212 | 118 | home | visitor |
| 213 | 2021-01-22 | Charlotte Hornets | 213 | 123 | home | home |
| 214 | 2021-01-22 | Detroit Pistons | 214 | 103 | home | home |
| 215 | 2021-01-22 | Indiana Pacers | 215 | 118 | home | visitor |
| 216 | 2021-01-22 | Cleveland Cavaliers | 216 | 113 | home | visitor |
| 217 | 2021-01-22 | Philadelphia 76ers | 217 | 110 | home | visitor |
| 218 | 2021-01-22 | Toronto Raptors | 218 | 81 | home | visitor |
| 219 | 2021-01-22 | Minnesota Timberwolves | 219 | 116 | home | home |
| 220 | 2021-01-22 | San Antonio Spurs | 220 | 122 | home | home |
| 221 | 2021-01-22 | Los Angeles Clippers | 221 | 106 | home | visitor |
| 222 | 2021-01-22 | Phoenix Suns | 222 | 130 | home | home |
| 223 | 2021-01-22 | Sacramento Kings | 223 | 94 | home | visitor |
| 224 | 2021-01-23 | Brooklyn Nets | 224 | 124 | home | visitor |
| 225 | 2021-01-23 | Detroit Pistons | 225 | 114 | home | home |
| 226 | 2021-01-23 | Minnesota Timberwolves | 226 | 110 | home | visitor |
| 227 | 2021-01-23 | Chicago Bulls | 227 | 101 | home | home |
| 228 | 2021-01-23 | Dallas Mavericks | 228 | 133 | home | home |
| 229 | 2021-01-23 | Phoenix Suns | 229 | 120 | home | home |
| 230 | 2021-01-23 | Utah Jazz | 230 | 108 | home | visitor |
| 231 | 2021-01-24 | Indiana Pacers | 231 | 107 | home | home |
| 232 | 2021-01-24 | Los Angeles Clippers | 232 | 100 | home | visitor |
| 233 | 2021-01-24 | Boston Celtics | 233 | 103 | home | visitor |
| 234 | 2021-01-24 | Orlando Magic | 234 | 107 | home | home |
| 235 | 2021-01-24 | Milwaukee Bucks | 235 | 115 | home | visitor |
| 236 | 2021-01-24 | San Antonio Spurs | 236 | 101 | home | visitor |
| 237 | 2021-01-24 | Portland Trail Blazers | 237 | 113 | home | visitor |
| 238 | 2021-01-25 | Detroit Pistons | 238 | 104 | home | visitor |
| 239 | 2021-01-25 | Indiana Pacers | 239 | 114 | home | visitor |
| 240 | 2021-01-25 | Orlando Magic | 240 | 108 | home | visitor |
| 241 | 2021-01-25 | Brooklyn Nets | 241 | 85 | home | visitor |
| 242 | 2021-01-25 | Cleveland Cavaliers | 242 | 115 | home | home |
| 243 | 2021-01-25 | Dallas Mavericks | 243 | 117 | home | home |
| 244 | 2021-01-25 | Chicago Bulls | 244 | 119 | home | home |
| 245 | 2021-01-25 | Golden State Warriors | 245 | 108 | home | visitor |
| 246 | 2021-01-25 | Portland Trail Blazers | 246 | 125 | home | home |
| 247 | 2021-01-26 | Atlanta Hawks | 247 | 99 | home | visitor |
| 248 | 2021-01-26 | Houston Rockets | 248 | 88 | home | visitor |
| 249 | 2021-01-26 | Utah Jazz | 249 | 94 | home | visitor |
| 250 | 2021-01-27 | Charlotte Hornets | 250 | 116 | home | home |
| 251 | 2021-01-27 | Cleveland Cavaliers | 251 | 107 | home | visitor |
| 252 | 2021-01-27 | Orlando Magic | 252 | 121 | home | home |
| 253 | 2021-01-27 | Atlanta Hawks | 253 | 132 | home | home |
| 254 | 2021-01-27 | Miami Heat | 254 | 109 | home | home |
| 255 | 2021-01-27 | Philadelphia 76ers | 255 | 106 | home | visitor |
| 256 | 2021-01-27 | Toronto Raptors | 256 | 115 | home | home |
| 257 | 2021-01-27 | San Antonio Spurs | 257 | 106 | home | visitor |
| 258 | 2021-01-27 | New Orleans Pelicans | 258 | 106 | home | visitor |
| 259 | 2021-01-27 | Phoenix Suns | 259 | 102 | home | home |
| 260 | 2021-01-27 | Utah Jazz | 260 | 104 | home | visitor |
| 261 | 2021-01-27 | Golden State Warriors | 261 | 111 | home | visitor |
| 262 | 2021-01-28 | Houston Rockets | 262 | 101 | home | visitor |
| 263 | 2021-01-28 | Detroit Pistons | 263 | 92 | home | visitor |
| 264 | 2021-01-28 | Miami Heat | 264 | 109 | home | home |
| 265 | 2021-01-28 | Phoenix Suns | 265 | 93 | home | visitor |
| 266 | 2021-01-29 | Charlotte Hornets | 266 | 105 | home | visitor |
| 267 | 2021-01-29 | Washington Wizards | 267 | 116 | home | home |
| 268 | 2021-01-29 | New Orleans Pelicans | 268 | 126 | home | visitor |
| 269 | 2021-01-29 | New York Knicks | 269 | 81 | home | visitor |
| 270 | 2021-01-29 | Toronto Raptors | 270 | 126 | home | home |
| 271 | 2021-01-29 | Minnesota Timberwolves | 271 | 118 | home | home |
| 272 | 2021-01-29 | Oklahoma City Thunder | 272 | 147 | home | home |
| 273 | 2021-01-29 | Orlando Magic | 273 | 116 | home | home |
| 274 | 2021-01-29 | San Antonio Spurs | 274 | 109 | home | visitor |
| 275 | 2021-01-29 | Utah Jazz | 275 | 101 | home | visitor |
| 276 | 2021-01-30 | Chicago Bulls | 276 | 123 | home | home |
| 277 | 2021-01-30 | Charlotte Hornets | 277 | 114 | home | visitor |
| 278 | 2021-01-30 | Miami Heat | 278 | 104 | home | visitor |
| 279 | 2021-01-30 | New Orleans Pelicans | 279 | 126 | home | home |
| 280 | 2021-01-30 | Boston Celtics | 280 | 96 | home | home |
| 281 | 2021-01-30 | San Antonio Spurs | 281 | 129 | home | home |
| 282 | 2021-01-30 | Dallas Mavericks | 282 | 111 | home | home |
| 283 | 2021-01-30 | Golden State Warriors | 283 | 91 | home | visitor |
| 284 | 2021-01-31 | New York Knicks | 284 | 129 | home | home |
| 285 | 2021-01-31 | Denver Nuggets | 285 | 117 | home | visitor |
| 286 | 2021-01-31 | Indiana Pacers | 286 | 119 | home | home |
| 287 | 2021-01-31 | Toronto Raptors | 287 | 102 | home | visitor |
| 288 | 2021-01-31 | Washington Wizards | 288 | 146 | home | visitor |
| 289 | 2021-01-31 | Minnesota Timberwolves | 289 | 104 | home | visitor |
| 290 | 2021-02-01 | Atlanta Hawks | 290 | 107 | home | home |
| 291 | 2021-02-01 | Miami Heat | 291 | 129 | home | home |
| 292 | 2021-02-01 | Chicago Bulls | 292 | 102 | home | visitor |
| 293 | 2021-02-01 | Cleveland Cavaliers | 293 | 98 | home | visitor |
| 294 | 2021-02-01 | Milwaukee Bucks | 294 | 106 | home | visitor |
| 295 | 2021-02-01 | New Orleans Pelicans | 295 | 118 | home | home |
| 296 | 2021-02-01 | Oklahoma City Thunder | 296 | 136 | home | home |
| 297 | 2021-02-01 | Dallas Mavericks | 297 | 109 | home | home |
| 298 | 2021-02-01 | San Antonio Spurs | 298 | 133 | home | home |
| 299 | 2021-02-02 | Orlando Magic | 299 | 123 | home | home |
| 300 | 2021-02-02 | Brooklyn Nets | 300 | 120 | home | visitor |
| 301 | 2021-02-02 | Indiana Pacers | 301 | 116 | home | visitor |
| 302 | 2021-02-02 | Washington Wizards | 302 | 132 | home | home |
| 303 | 2021-02-02 | Golden State Warriors | 303 | 111 | home | home |
| 304 | 2021-02-02 | Utah Jazz | 304 | 105 | home | visitor |
| 305 | 2021-02-03 | Charlotte Hornets | 305 | 118 | home | home |
| 306 | 2021-02-03 | Milwaukee Bucks | 306 | 110 | home | visitor |
| 307 | 2021-02-03 | Atlanta Hawks | 307 | 122 | home | home |
| 308 | 2021-02-03 | Chicago Bulls | 308 | 107 | home | home |
| 309 | 2021-02-03 | Cleveland Cavaliers | 309 | 121 | home | home |
| 310 | 2021-02-03 | Miami Heat | 310 | 103 | home | home |
| 311 | 2021-02-03 | Oklahoma City Thunder | 311 | 87 | home | visitor |
| 312 | 2021-02-03 | San Antonio Spurs | 312 | 108 | home | visitor |
| 313 | 2021-02-03 | New Orleans Pelicans | 313 | 101 | home | visitor |
| 314 | 2021-02-03 | Sacramento Kings | 314 | 111 | home | visitor |
| 315 | 2021-02-04 | Atlanta Hawks | 315 | 112 | home | home |
| 316 | 2021-02-04 | Dallas Mavericks | 316 | 147 | home | home |
| 317 | 2021-02-04 | Philadelphia 76ers | 317 | 121 | home | home |
| 318 | 2021-02-04 | Memphis Grizzlies | 318 | 115 | home | home |
| 319 | 2021-02-04 | Los Angeles Lakers | 319 | 93 | home | visitor |
| 320 | 2021-02-05 | Indiana Pacers | 320 | 114 | home | home |
| 321 | 2021-02-05 | Orlando Magic | 321 | 119 | home | visitor |
| 322 | 2021-02-05 | Brooklyn Nets | 322 | 123 | home | home |
| 323 | 2021-02-05 | Cleveland Cavaliers | 323 | 123 | home | home |
| 324 | 2021-02-05 | Charlotte Hornets | 324 | 138 | home | home |
| 325 | 2021-02-05 | Miami Heat | 325 | 95 | home | visitor |
| 326 | 2021-02-05 | Oklahoma City Thunder | 326 | 106 | home | home |
| 327 | 2021-02-05 | Phoenix Suns | 327 | 92 | home | visitor |
| 328 | 2021-02-05 | Los Angeles Clippers | 328 | 119 | home | home |
| 329 | 2021-02-06 | New York Knicks | 329 | 99 | home | visitor |
| 330 | 2021-02-06 | Sacramento Kings | 330 | 114 | home | visitor |
| 331 | 2021-02-06 | Orlando Magic | 331 | 118 | home | home |
| 332 | 2021-02-06 | Atlanta Hawks | 332 | 121 | home | visitor |
| 333 | 2021-02-06 | Cleveland Cavaliers | 333 | 124 | home | home |
| 334 | 2021-02-06 | Houston Rockets | 334 | 111 | home | home |
| 335 | 2021-02-06 | Oklahoma City Thunder | 335 | 118 | home | visitor |
| 336 | 2021-02-06 | Philadelphia 76ers | 336 | 108 | home | visitor |
| 337 | 2021-02-06 | Dallas Mavericks | 337 | 132 | home | visitor |
| 338 | 2021-02-06 | New Orleans Pelicans | 338 | 109 | home | visitor |
| 339 | 2021-02-06 | Los Angeles Lakers | 339 | 129 | home | visitor |
| 340 | 2021-02-07 | Charlotte Hornets | 340 | 97 | home | visitor |
| 341 | 2021-02-07 | Indiana Pacers | 341 | 103 | home | home |
| 342 | 2021-02-07 | New York Knicks | 342 | 109 | home | home |
| 343 | 2021-02-07 | Phoenix Suns | 343 | 91 | home | visitor |
| 344 | 2021-02-07 | Los Angeles Clippers | 344 | 113 | home | home |
| 345 | 2021-02-08 | Charlotte Hornets | 345 | 94 | home | visitor |
| 346 | 2021-02-08 | Chicago Bulls | 346 | 105 | home | home |
| 347 | 2021-02-08 | Memphis Grizzlies | 347 | 128 | home | home |
| 348 | 2021-02-08 | Dallas Mavericks | 348 | 122 | home | visitor |
| 349 | 2021-02-08 | San Antonio Spurs | 349 | 100 | home | visitor |
| 350 | 2021-02-08 | Phoenix Suns | 350 | 113 | home | visitor |
| 351 | 2021-02-08 | Denver Nuggets | 351 | 125 | home | home |
| 352 | 2021-02-08 | Los Angeles Lakers | 352 | 112 | home | visitor |
| 353 | 2021-02-09 | Detroit Pistons | 353 | 111 | home | visitor |
| 354 | 2021-02-09 | Miami Heat | 354 | 96 | home | visitor |
| 355 | 2021-02-09 | New Orleans Pelicans | 355 | 101 | home | visitor |
| 356 | 2021-02-09 | San Antonio Spurs | 356 | 114 | home | home |
| 357 | 2021-02-09 | Portland Trail Blazers | 357 | 97 | home | visitor |
| 358 | 2021-02-09 | Sacramento Kings | 358 | 119 | home | home |
| 359 | 2021-02-09 | Utah Jazz | 359 | 108 | home | visitor |
| 360 | 2021-02-10 | Washington Wizards | 360 | 137 | home | home |
| 361 | 2021-02-10 | Dallas Mavericks | 361 | 117 | home | visitor |
| 362 | 2021-02-10 | Brooklyn Nets | 362 | 94 | home | visitor |
| 363 | 2021-02-10 | Memphis Grizzlies | 363 | 114 | home | visitor |
| 364 | 2021-02-10 | Minnesota Timberwolves | 364 | 119 | home | home |
| 365 | 2021-02-10 | Chicago Bulls | 365 | 116 | home | visitor |
| 366 | 2021-02-10 | Denver Nuggets | 366 | 95 | home | visitor |
| 367 | 2021-02-10 | Los Angeles Lakers | 367 | 113 | home | visitor |
| 368 | 2021-02-10 | Phoenix Suns | 368 | 124 | home | visitor |
| 369 | 2021-02-11 | Boston Celtics | 369 | 106 | home | visitor |
| 370 | 2021-02-11 | Houston Rockets | 370 | 101 | home | home |
| 371 | 2021-02-11 | Detroit Pistons | 371 | 111 | home | home |
| 372 | 2021-02-11 | Golden State Warriors | 372 | 105 | home | visitor |
| 373 | 2021-02-11 | Portland Trail Blazers | 373 | 114 | home | visitor |
| 374 | 2021-02-12 | Charlotte Hornets | 374 | 114 | home | visitor |
| 375 | 2021-02-12 | Washington Wizards | 375 | 109 | home | home |
| 376 | 2021-02-12 | Atlanta Hawks | 376 | 125 | home | home |
| 377 | 2021-02-12 | Dallas Mavericks | 377 | 130 | home | visitor |
| 378 | 2021-02-12 | Boston Celtics | 378 | 108 | home | home |
| 379 | 2021-02-12 | Chicago Bulls | 379 | 125 | home | home |
| 380 | 2021-02-12 | Denver Nuggets | 380 | 95 | home | visitor |
| 381 | 2021-02-12 | Utah Jazz | 381 | 115 | home | visitor |
| 382 | 2021-02-12 | Los Angeles Lakers | 382 | 105 | home | visitor |
| 383 | 2021-02-12 | Portland Trail Blazers | 383 | 110 | home | visitor |
| 384 | 2021-02-12 | Sacramento Kings | 384 | 123 | home | home |
| 385 | 2021-02-13 | Phoenix Suns | 385 | 111 | home | visitor |
| 386 | 2021-02-13 | Atlanta Hawks | 386 | 125 | home | home |
| 387 | 2021-02-13 | New York Knicks | 387 | 99 | home | visitor |
| 388 | 2021-02-13 | Golden State Warriors | 388 | 134 | home | home |
| 389 | 2021-02-13 | Utah Jazz | 389 | 94 | home | visitor |
| 390 | 2021-02-14 | Washington Wizards | 390 | 91 | home | visitor |
| 391 | 2021-02-14 | Charlotte Hornets | 391 | 122 | home | home |
| 392 | 2021-02-14 | Detroit Pistons | 392 | 112 | home | visitor |
| 393 | 2021-02-14 | Toronto Raptors | 393 | 116 | home | home |
| 394 | 2021-02-14 | Dallas Mavericks | 394 | 121 | home | home |
| 395 | 2021-02-14 | Oklahoma City Thunder | 395 | 109 | home | visitor |
| 396 | 2021-02-14 | Phoenix Suns | 396 | 90 | home | visitor |
| 397 | 2021-02-14 | Denver Nuggets | 397 | 105 | home | visitor |
| 398 | 2021-02-14 | Los Angeles Clippers | 398 | 111 | home | visitor |
| 399 | 2021-02-14 | Sacramento Kings | 399 | 124 | home | home |
| 400 | 2021-02-15 | Indiana Pacers | 400 | 120 | home | home |
| 401 | 2021-02-15 | Washington Wizards | 401 | 119 | home | visitor |
| 402 | 2021-02-15 | New York Knicks | 402 | 112 | home | visitor |
| 403 | 2021-02-15 | Utah Jazz | 403 | 123 | home | visitor |
| 404 | 2021-02-15 | Golden State Warriors | 404 | 98 | home | visitor |
| 405 | 2021-02-15 | Los Angeles Clippers | 405 | 118 | home | visitor |
| 406 | 2021-02-15 | Sacramento Kings | 406 | 136 | home | home |
| 407 | 2021-02-16 | Boston Celtics | 407 | 99 | home | visitor |
| 408 | 2021-02-16 | Memphis Grizzlies | 408 | 144 | home | home |
| 409 | 2021-02-16 | Milwaukee Bucks | 409 | 124 | home | home |
| 410 | 2021-02-16 | Minnesota Timberwolves | 410 | 112 | home | home |
| 411 | 2021-02-16 | Oklahoma City Thunder | 411 | 115 | home | home |
| 412 | 2021-02-16 | Phoenix Suns | 412 | 128 | home | home |
| 413 | 2021-02-17 | Orlando Magic | 413 | 89 | home | visitor |
| 414 | 2021-02-17 | Boston Celtics | 414 | 122 | home | home |
| 415 | 2021-02-17 | Philadelphia 76ers | 415 | 113 | home | visitor |
| 416 | 2021-02-17 | Chicago Bulls | 416 | 102 | home | visitor |
| 417 | 2021-02-17 | Minnesota Timberwolves | 417 | 134 | home | home |
| 418 | 2021-02-17 | Washington Wizards | 418 | 128 | home | visitor |
| 419 | 2021-02-17 | Memphis Grizzlies | 419 | 113 | home | visitor |
| 420 | 2021-02-17 | New Orleans Pelicans | 420 | 126 | home | home |
| 421 | 2021-02-17 | Golden State Warriors | 421 | 112 | home | visitor |
| 422 | 2021-02-17 | Los Angeles Clippers | 422 | 114 | home | home |
| 423 | 2021-02-18 | Milwaukee Bucks | 423 | 110 | home | home |
| 424 | 2021-02-18 | Los Angeles Lakers | 424 | 109 | home | home |
| 425 | 2021-02-18 | Sacramento Kings | 425 | 118 | home | home |
| 426 | 2021-02-19 | Cleveland Cavaliers | 426 | 120 | home | home |
| 427 | 2021-02-19 | Orlando Magic | 427 | 120 | home | visitor |
| 428 | 2021-02-19 | Boston Celtics | 428 | 109 | home | visitor |
| 429 | 2021-02-19 | Philadelphia 76ers | 429 | 105 | home | visitor |
| 430 | 2021-02-19 | Memphis Grizzlies | 430 | 95 | home | visitor |
| 431 | 2021-02-19 | Milwaukee Bucks | 431 | 85 | home | visitor |
| 432 | 2021-02-19 | New Orleans Pelicans | 432 | 132 | home | home |
| 433 | 2021-02-19 | Minnesota Timberwolves | 433 | 86 | home | home |
| 434 | 2021-02-19 | Los Angeles Clippers | 434 | 112 | home | visitor |
| 435 | 2021-02-20 | Charlotte Hornets | 435 | 100 | home | visitor |
| 436 | 2021-02-20 | Los Angeles Lakers | 436 | 96 | home | home |
| 437 | 2021-02-20 | Chicago Bulls | 437 | 114 | home | visitor |
| 438 | 2021-02-20 | Memphis Grizzlies | 438 | 128 | home | home |
| 439 | 2021-02-20 | Portland Trail Blazers | 439 | 118 | home | home |
| 440 | 2021-02-21 | New Orleans Pelicans | 440 | 115 | home | visitor |
| 441 | 2021-02-21 | Cleveland Cavaliers | 441 | 117 | home | home |
| 442 | 2021-02-21 | New York Knicks | 442 | 99 | home | visitor |
| 443 | 2021-02-21 | Orlando Magic | 443 | 96 | home | visitor |
| 444 | 2021-02-21 | Toronto Raptors | 444 | 103 | home | visitor |
| 445 | 2021-02-21 | Atlanta Hawks | 445 | 115 | home | visitor |
| 446 | 2021-02-21 | Los Angeles Clippers | 446 | 112 | home | home |
| 447 | 2021-02-21 | Milwaukee Bucks | 447 | 115 | home | visitor |
| 448 | 2021-02-22 | Houston Rockets | 448 | 120 | home | home |
| 449 | 2021-02-22 | Dallas Mavericks | 449 | 92 | home | visitor |
| 450 | 2021-02-22 | Oklahoma City Thunder | 450 | 108 | home | home |
| 451 | 2021-02-22 | Phoenix Suns | 451 | 100 | home | visitor |
| 452 | 2021-02-22 | Utah Jazz | 452 | 110 | home | visitor |
| 453 | 2021-02-22 | Los Angeles Lakers | 453 | 127 | home | home |
| 454 | 2021-02-23 | Cleveland Cavaliers | 454 | 111 | home | visitor |
| 455 | 2021-02-23 | Orlando Magic | 455 | 105 | home | home |
| 456 | 2021-02-23 | Brooklyn Nets | 456 | 118 | home | visitor |
| 457 | 2021-02-23 | Dallas Mavericks | 457 | 107 | home | visitor |
| 458 | 2021-02-23 | New York Knicks | 458 | 114 | home | home |
| 459 | 2021-02-23 | Toronto Raptors | 459 | 109 | home | home |
| 460 | 2021-02-23 | Milwaukee Bucks | 460 | 112 | home | visitor |
| 461 | 2021-02-23 | Denver Nuggets | 461 | 106 | home | visitor |
| 462 | 2021-02-23 | Los Angeles Clippers | 462 | 116 | home | visitor |
| 463 | 2021-02-24 | Atlanta Hawks | 463 | 112 | home | visitor |
| 464 | 2021-02-24 | Cleveland Cavaliers | 464 | 96 | home | visitor |
| 465 | 2021-02-24 | Indiana Pacers | 465 | 111 | home | home |
| 466 | 2021-02-24 | Chicago Bulls | 466 | 126 | home | visitor |
| 467 | 2021-02-24 | Miami Heat | 467 | 108 | home | visitor |
| 468 | 2021-02-24 | New Orleans Pelicans | 468 | 118 | home | visitor |
| 469 | 2021-02-24 | Oklahoma City Thunder | 469 | 99 | home | visitor |
| 470 | 2021-02-24 | Phoenix Suns | 470 | 124 | home | home |
| 471 | 2021-02-24 | Utah Jazz | 471 | 89 | home | visitor |
| 472 | 2021-02-25 | Philadelphia 76ers | 472 | 97 | home | visitor |
| 473 | 2021-02-25 | Brooklyn Nets | 473 | 92 | home | visitor |
| 474 | 2021-02-25 | New York Knicks | 474 | 121 | home | visitor |
| 475 | 2021-02-25 | Memphis Grizzlies | 475 | 94 | home | visitor |
| 476 | 2021-02-25 | Denver Nuggets | 476 | 112 | home | home |
| 477 | 2021-02-25 | Milwaukee Bucks | 477 | 125 | home | visitor |
| 478 | 2021-02-26 | Boston Celtics | 478 | 112 | home | visitor |
| 479 | 2021-02-26 | Toronto Raptors | 479 | 111 | home | visitor |
| 480 | 2021-02-26 | Chicago Bulls | 480 | 106 | home | home |
| 481 | 2021-02-26 | Detroit Pistons | 481 | 110 | home | home |
| 482 | 2021-02-26 | Memphis Grizzlies | 482 | 119 | home | home |
| 483 | 2021-02-26 | Miami Heat | 483 | 116 | home | visitor |
| 484 | 2021-02-26 | Oklahoma City Thunder | 484 | 109 | home | visitor |
| 485 | 2021-02-26 | Golden State Warriors | 485 | 121 | home | visitor |
| 486 | 2021-02-26 | Los Angeles Lakers | 486 | 93 | home | visitor |
| 487 | 2021-02-27 | Philadelphia 76ers | 487 | 112 | home | home |
| 488 | 2021-02-27 | Washington Wizards | 488 | 112 | home | visitor |
| 489 | 2021-02-27 | New York Knicks | 489 | 107 | home | visitor |
| 490 | 2021-02-27 | Oklahoma City Thunder | 490 | 126 | home | home |
| 491 | 2021-02-27 | Orlando Magic | 491 | 124 | home | home |
| 492 | 2021-02-27 | San Antonio Spurs | 492 | 114 | home | visitor |
| 493 | 2021-02-27 | Brooklyn Nets | 493 | 115 | home | home |
| 494 | 2021-02-28 | Milwaukee Bucks | 494 | 100 | home | visitor |
| 495 | 2021-02-28 | Boston Celtics | 495 | 110 | home | visitor |
| 496 | 2021-02-28 | Detroit Pistons | 496 | 109 | home | home |
| 497 | 2021-02-28 | Houston Rockets | 497 | 133 | home | home |
| 498 | 2021-02-28 | Los Angeles Lakers | 498 | 91 | home | visitor |
| 499 | 2021-02-28 | Miami Heat | 499 | 99 | home | visitor |
| 500 | 2021-02-28 | Minnesota Timberwolves | 500 | 118 | home | home |
| 501 | 2021-02-28 | Sacramento Kings | 501 | 127 | home | home |
| 502 | 2021-03-01 | Orlando Magic | 502 | 130 | home | home |
| 503 | 2021-03-01 | Philadelphia 76ers | 503 | 114 | home | visitor |
| 504 | 2021-03-01 | Chicago Bulls | 504 | 118 | home | home |
| 505 | 2021-03-01 | New Orleans Pelicans | 505 | 124 | home | visitor |
| 506 | 2021-03-01 | San Antonio Spurs | 506 | 124 | home | home |
| 507 | 2021-03-01 | Houston Rockets | 507 | 101 | home | home |
| 508 | 2021-03-01 | Portland Trail Blazers | 508 | 111 | home | visitor |
| 509 | 2021-03-02 | Washington Wizards | 509 | 125 | home | home |
| 510 | 2021-03-02 | Boston Celtics | 510 | 112 | home | visitor |
| 511 | 2021-03-02 | Miami Heat | 511 | 94 | home | home |
| 512 | 2021-03-02 | San Antonio Spurs | 512 | 93 | home | visitor |
| 513 | 2021-03-02 | Milwaukee Bucks | 513 | 128 | home | home |
| 514 | 2021-03-02 | Los Angeles Lakers | 514 | 114 | home | home |
| 515 | 2021-03-03 | Cleveland Cavaliers | 515 | 114 | home | home |
| 516 | 2021-03-03 | Philadelphia 76ers | 516 | 123 | home | visitor |
| 517 | 2021-03-03 | Toronto Raptors | 517 | 129 | home | home |
| 518 | 2021-03-03 | Houston Rockets | 518 | 132 | home | home |
| 519 | 2021-03-03 | Minnesota Timberwolves | 519 | 135 | home | home |
| 520 | 2021-03-03 | New Orleans Pelicans | 520 | 128 | home | home |
| 521 | 2021-03-03 | Orlando Magic | 521 | 115 | home | home |
| 522 | 2021-03-03 | Dallas Mavericks | 522 | 78 | home | visitor |
| 523 | 2021-03-03 | Portland Trail Blazers | 523 | 106 | home | visitor |
| 524 | 2021-03-03 | Sacramento Kings | 524 | 120 | home | visitor |
| 525 | 2021-03-04 | Boston Celtics | 525 | 125 | home | visitor |
| 526 | 2021-03-04 | Washington Wizards | 526 | 117 | home | visitor |
| 527 | 2021-03-04 | New York Knicks | 527 | 104 | home | visitor |
| 528 | 2021-03-04 | Indiana Pacers | 528 | 113 | home | home |
| 529 | 2021-03-04 | Memphis Grizzlies | 529 | 112 | home | home |
| 530 | 2021-03-04 | New Orleans Pelicans | 530 | 103 | home | home |
| 531 | 2021-03-04 | San Antonio Spurs | 531 | 107 | home | home |
| 532 | 2021-03-04 | Phoenix Suns | 532 | 98 | home | visitor |
| 533 | 2021-03-04 | Portland Trail Blazers | 533 | 119 | home | visitor |
| 534 | 2020-12-22 | Golden State Warriors | 1 | 125 | visitor | visitor |
| 535 | 2020-12-22 | Los Angeles Clippers | 2 | 109 | visitor | home |
| 536 | 2020-12-23 | Charlotte Hornets | 3 | 121 | visitor | visitor |
| 537 | 2020-12-23 | New York Knicks | 4 | 121 | visitor | visitor |
| 538 | 2020-12-23 | Miami Heat | 5 | 113 | visitor | visitor |
| 539 | 2020-12-23 | Washington Wizards | 6 | 113 | visitor | visitor |
| 540 | 2020-12-23 | New Orleans Pelicans | 7 | 99 | visitor | home |
| 541 | 2020-12-23 | Milwaukee Bucks | 8 | 122 | visitor | visitor |
| 542 | 2020-12-23 | Atlanta Hawks | 9 | 104 | visitor | home |
| 543 | 2020-12-23 | San Antonio Spurs | 10 | 119 | visitor | home |
| 544 | 2020-12-23 | Detroit Pistons | 11 | 111 | visitor | visitor |
| 545 | 2020-12-23 | Sacramento Kings | 12 | 122 | visitor | home |
| 546 | 2020-12-23 | Utah Jazz | 13 | 100 | visitor | home |
| 547 | 2020-12-23 | Dallas Mavericks | 14 | 106 | visitor | visitor |
| 548 | 2020-12-25 | New Orleans Pelicans | 15 | 111 | visitor | visitor |
| 549 | 2020-12-25 | Golden State Warriors | 16 | 138 | visitor | visitor |
| 550 | 2020-12-25 | Brooklyn Nets | 17 | 95 | visitor | home |
| 551 | 2020-12-25 | Dallas Mavericks | 18 | 138 | visitor | visitor |
| 552 | 2020-12-25 | Los Angeles Clippers | 19 | 108 | visitor | home |
| 553 | 2020-12-26 | Atlanta Hawks | 20 | 112 | visitor | home |
| 554 | 2020-12-26 | Oklahoma City Thunder | 21 | 107 | visitor | home |
| 555 | 2020-12-26 | Cleveland Cavaliers | 22 | 119 | visitor | home |
| 556 | 2020-12-26 | Orlando Magic | 23 | 120 | visitor | home |
| 557 | 2020-12-26 | Philadelphia 76ers | 24 | 89 | visitor | home |
| 558 | 2020-12-26 | Indiana Pacers | 25 | 106 | visitor | home |
| 559 | 2020-12-26 | Toronto Raptors | 26 | 119 | visitor | visitor |
| 560 | 2020-12-26 | Minnesota Timberwolves | 27 | 111 | visitor | home |
| 561 | 2020-12-26 | Houston Rockets | 28 | 128 | visitor | visitor |
| 562 | 2020-12-26 | Phoenix Suns | 29 | 106 | visitor | visitor |
| 563 | 2020-12-27 | Dallas Mavericks | 30 | 73 | visitor | home |
| 564 | 2020-12-27 | San Antonio Spurs | 31 | 98 | visitor | visitor |
| 565 | 2020-12-27 | Orlando Magic | 32 | 113 | visitor | home |
| 566 | 2020-12-27 | Brooklyn Nets | 33 | 106 | visitor | visitor |
| 567 | 2020-12-27 | Philadelphia 76ers | 34 | 118 | visitor | visitor |
| 568 | 2020-12-27 | Milwaukee Bucks | 35 | 130 | visitor | visitor |
| 569 | 2020-12-27 | Boston Celtics | 36 | 108 | visitor | visitor |
| 570 | 2020-12-27 | Golden State Warriors | 37 | 128 | visitor | home |
| 571 | 2020-12-27 | Phoenix Suns | 38 | 100 | visitor | home |
| 572 | 2020-12-27 | Minnesota Timberwolves | 39 | 127 | visitor | visitor |
| 573 | 2020-12-28 | Memphis Grizzlies | 40 | 111 | visitor | home |
| 574 | 2020-12-28 | Detroit Pistons | 41 | 128 | visitor | visitor |
| 575 | 2020-12-28 | Utah Jazz | 42 | 109 | visitor | home |
| 576 | 2020-12-28 | Houston Rockets | 43 | 124 | visitor | visitor |
| 577 | 2020-12-28 | Portland Trail Blazers | 44 | 107 | visitor | home |
| 578 | 2020-12-29 | New York Knicks | 45 | 86 | visitor | home |
| 579 | 2020-12-29 | Golden State Warriors | 46 | 106 | visitor | home |
| 580 | 2020-12-29 | Boston Celtics | 47 | 111 | visitor | home |
| 581 | 2020-12-29 | Chicago Bulls | 48 | 107 | visitor | home |
| 582 | 2020-12-29 | Toronto Raptors | 49 | 100 | visitor | visitor |
| 583 | 2020-12-29 | Milwaukee Bucks | 50 | 97 | visitor | home |
| 584 | 2020-12-29 | Orlando Magic | 51 | 107 | visitor | home |
| 585 | 2020-12-29 | New Orleans Pelicans | 52 | 111 | visitor | visitor |
| 586 | 2020-12-29 | Denver Nuggets | 53 | 125 | visitor | visitor |
| 587 | 2020-12-29 | Minnesota Timberwolves | 54 | 124 | visitor | visitor |
| 588 | 2020-12-30 | Milwaukee Bucks | 55 | 119 | visitor | visitor |
| 589 | 2020-12-30 | Atlanta Hawks | 56 | 145 | visitor | visitor |
| 590 | 2020-12-30 | Memphis Grizzlies | 57 | 126 | visitor | visitor |
| 591 | 2020-12-30 | Charlotte Hornets | 58 | 99 | visitor | home |
| 592 | 2020-12-30 | Los Angeles Lakers | 59 | 107 | visitor | home |
| 593 | 2020-12-30 | Portland Trail Blazers | 60 | 128 | visitor | visitor |
| 594 | 2020-12-31 | Cleveland Cavaliers | 61 | 119 | visitor | visitor |
| 595 | 2020-12-31 | Chicago Bulls | 62 | 130 | visitor | home |
| 596 | 2020-12-31 | Philadelphia 76ers | 63 | 92 | visitor | home |
| 597 | 2020-12-31 | Sacramento Kings | 64 | 122 | visitor | visitor |
| 598 | 2020-12-31 | New York Knicks | 65 | 100 | visitor | visitor |
| 599 | 2020-12-31 | New Orleans Pelicans | 66 | 80 | visitor | home |
| 600 | 2020-12-31 | Phoenix Suns | 67 | 95 | visitor | home |
| 601 | 2021-01-01 | Memphis Grizzlies | 68 | 93 | visitor | home |
| 602 | 2021-01-01 | Miami Heat | 69 | 93 | visitor | visitor |
| 603 | 2021-01-01 | Boston Celtics | 70 | 96 | visitor | visitor |
| 604 | 2021-01-01 | Atlanta Hawks | 71 | 96 | visitor | home |
| 605 | 2021-01-01 | Chicago Bulls | 72 | 126 | visitor | visitor |
| 606 | 2021-01-01 | Washington Wizards | 73 | 109 | visitor | home |
| 607 | 2021-01-01 | Los Angeles Lakers | 74 | 103 | visitor | home |
| 608 | 2021-01-01 | Phoenix Suns | 75 | 103 | visitor | home |
| 609 | 2021-01-01 | Los Angeles Clippers | 76 | 106 | visitor | visitor |
| 610 | 2021-01-01 | Portland Trail Blazers | 77 | 98 | visitor | home |
| 611 | 2021-01-02 | Sacramento Kings | 78 | 102 | visitor | visitor |
| 612 | 2021-01-02 | New York Knicks | 79 | 102 | visitor | home |
| 613 | 2021-01-02 | Oklahoma City Thunder | 80 | 99 | visitor | home |
| 614 | 2021-01-02 | Charlotte Hornets | 81 | 127 | visitor | visitor |
| 615 | 2021-01-02 | Cleveland Cavaliers | 82 | 91 | visitor | home |
| 616 | 2021-01-02 | Toronto Raptors | 83 | 120 | visitor | visitor |
| 617 | 2021-01-03 | Boston Celtics | 84 | 120 | visitor | home |
| 618 | 2021-01-03 | Washington Wizards | 85 | 122 | visitor | home |
| 619 | 2021-01-03 | Los Angeles Lakers | 86 | 94 | visitor | home |
| 620 | 2021-01-03 | Denver Nuggets | 87 | 109 | visitor | home |
| 621 | 2021-01-03 | Utah Jazz | 88 | 109 | visitor | home |
| 622 | 2021-01-03 | Dallas Mavericks | 89 | 118 | visitor | visitor |
| 623 | 2021-01-03 | Los Angeles Clippers | 90 | 107 | visitor | home |
| 624 | 2021-01-03 | Portland Trail Blazers | 91 | 137 | visitor | visitor |
| 625 | 2021-01-04 | Cleveland Cavaliers | 92 | 103 | visitor | visitor |
| 626 | 2021-01-04 | Charlotte Hornets | 93 | 118 | visitor | visitor |
| 627 | 2021-01-04 | New York Knicks | 94 | 108 | visitor | home |
| 628 | 2021-01-04 | Oklahoma City Thunder | 95 | 118 | visitor | visitor |
| 629 | 2021-01-04 | Boston Celtics | 96 | 114 | visitor | home |
| 630 | 2021-01-04 | Dallas Mavericks | 97 | 100 | visitor | home |
| 631 | 2021-01-04 | Detroit Pistons | 98 | 125 | visitor | visitor |
| 632 | 2021-01-04 | Indiana Pacers | 99 | 116 | visitor | home |
| 633 | 2021-01-04 | Sacramento Kings | 100 | 137 | visitor | visitor |
| 634 | 2021-01-05 | Utah Jazz | 101 | 130 | visitor | visitor |
| 635 | 2021-01-05 | Los Angeles Lakers | 102 | 92 | visitor | home |
| 636 | 2021-01-05 | Minnesota Timberwolves | 103 | 123 | visitor | visitor |
| 637 | 2021-01-05 | San Antonio Spurs | 104 | 113 | visitor | home |
| 638 | 2021-01-05 | Chicago Bulls | 105 | 108 | visitor | home |
| 639 | 2021-01-06 | Houston Rockets | 106 | 114 | visitor | visitor |
| 640 | 2021-01-06 | Cleveland Cavaliers | 107 | 105 | visitor | visitor |
| 641 | 2021-01-06 | Washington Wizards | 108 | 141 | visitor | visitor |
| 642 | 2021-01-06 | Charlotte Hornets | 109 | 94 | visitor | home |
| 643 | 2021-01-06 | Boston Celtics | 110 | 105 | visitor | home |
| 644 | 2021-01-06 | Utah Jazz | 111 | 112 | visitor | visitor |
| 645 | 2021-01-06 | Detroit Pistons | 112 | 130 | visitor | visitor |
| 646 | 2021-01-06 | Oklahoma City Thunder | 113 | 110 | visitor | home |
| 647 | 2021-01-06 | Toronto Raptors | 114 | 123 | visitor | visitor |
| 648 | 2021-01-06 | Los Angeles Clippers | 115 | 101 | visitor | home |
| 649 | 2021-01-06 | Chicago Bulls | 116 | 128 | visitor | visitor |
| 650 | 2021-01-07 | Philadelphia 76ers | 117 | 122 | visitor | visitor |
| 651 | 2021-01-07 | Cleveland Cavaliers | 118 | 90 | visitor | home |
| 652 | 2021-01-07 | Dallas Mavericks | 119 | 117 | visitor | home |
| 653 | 2021-01-07 | San Antonio Spurs | 120 | 109 | visitor | home |
| 654 | 2021-01-07 | Minnesota Timberwolves | 121 | 135 | visitor | visitor |
| 655 | 2021-01-08 | Phoenix Suns | 122 | 110 | visitor | visitor |
| 656 | 2021-01-08 | Washington Wizards | 123 | 116 | visitor | visitor |
| 657 | 2021-01-08 | Charlotte Hornets | 124 | 110 | visitor | home |
| 658 | 2021-01-08 | Oklahoma City Thunder | 125 | 89 | visitor | home |
| 659 | 2021-01-08 | Orlando Magic | 126 | 132 | visitor | visitor |
| 660 | 2021-01-08 | Brooklyn Nets | 127 | 115 | visitor | visitor |
| 661 | 2021-01-08 | Utah Jazz | 128 | 118 | visitor | home |
| 662 | 2021-01-08 | Los Angeles Clippers | 129 | 115 | visitor | visitor |
| 663 | 2021-01-08 | Chicago Bulls | 130 | 117 | visitor | visitor |
| 664 | 2021-01-08 | Toronto Raptors | 131 | 123 | visitor | home |
| 665 | 2021-01-09 | Denver Nuggets | 132 | 103 | visitor | home |
| 666 | 2021-01-09 | Atlanta Hawks | 133 | 113 | visitor | visitor |
| 667 | 2021-01-09 | Phoenix Suns | 134 | 117 | visitor | home |
| 668 | 2021-01-09 | Miami Heat | 135 | 124 | visitor | home |
| 669 | 2021-01-09 | Cleveland Cavaliers | 136 | 100 | visitor | visitor |
| 670 | 2021-01-09 | San Antonio Spurs | 137 | 122 | visitor | home |
| 671 | 2021-01-09 | Orlando Magic | 138 | 112 | visitor | visitor |
| 672 | 2021-01-09 | Portland Trail Blazers | 139 | 99 | visitor | home |
| 673 | 2021-01-10 | Utah Jazz | 140 | 86 | visitor | home |
| 674 | 2021-01-10 | Chicago Bulls | 141 | 130 | visitor | visitor |
| 675 | 2021-01-10 | Oklahoma City Thunder | 142 | 116 | visitor | home |
| 676 | 2021-01-10 | Denver Nuggets | 143 | 89 | visitor | home |
| 677 | 2021-01-10 | Los Angeles Lakers | 144 | 102 | visitor | home |
| 678 | 2021-01-10 | San Antonio Spurs | 145 | 96 | visitor | visitor |
| 679 | 2021-01-10 | Toronto Raptors | 146 | 106 | visitor | visitor |
| 680 | 2021-01-11 | New York Knicks | 147 | 109 | visitor | visitor |
| 681 | 2021-01-11 | Memphis Grizzlies | 148 | 91 | visitor | home |
| 682 | 2021-01-11 | Milwaukee Bucks | 149 | 99 | visitor | home |
| 683 | 2021-01-11 | Phoenix Suns | 150 | 128 | visitor | visitor |
| 684 | 2021-01-11 | Philadelphia 76ers | 151 | 112 | visitor | visitor |
| 685 | 2021-01-11 | Toronto Raptors | 152 | 112 | visitor | visitor |
| 686 | 2021-01-11 | Indiana Pacers | 153 | 127 | visitor | visitor |
| 687 | 2021-01-12 | Miami Heat | 154 | 137 | visitor | visitor |
| 688 | 2021-01-12 | Denver Nuggets | 155 | 122 | visitor | visitor |
| 689 | 2021-01-12 | Utah Jazz | 156 | 87 | visitor | home |
| 690 | 2021-01-12 | Los Angeles Lakers | 157 | 100 | visitor | home |
| 691 | 2021-01-12 | San Antonio Spurs | 158 | 102 | visitor | home |
| 692 | 2021-01-12 | Indiana Pacers | 159 | 95 | visitor | home |
| 693 | 2021-01-13 | Dallas Mavericks | 160 | 93 | visitor | home |
| 694 | 2021-01-13 | Milwaukee Bucks | 161 | 101 | visitor | home |
| 695 | 2021-01-13 | Brooklyn Nets | 162 | 109 | visitor | home |
| 696 | 2021-01-13 | Memphis Grizzlies | 163 | 107 | visitor | home |
| 697 | 2021-01-13 | Los Angeles Lakers | 164 | 99 | visitor | home |
| 698 | 2021-01-13 | New Orleans Pelicans | 165 | 111 | visitor | visitor |
| 699 | 2021-01-13 | Portland Trail Blazers | 166 | 126 | visitor | home |
| 700 | 2021-01-14 | Miami Heat | 167 | 125 | visitor | visitor |
| 701 | 2021-01-14 | Houston Rockets | 168 | 105 | visitor | home |
| 702 | 2021-01-14 | Charlotte Hornets | 169 | 111 | visitor | visitor |
| 703 | 2021-01-14 | Golden State Warriors | 170 | 114 | visitor | visitor |
| 704 | 2021-01-14 | Indiana Pacers | 171 | 87 | visitor | home |
| 705 | 2021-01-15 | Orlando Magic | 172 | 124 | visitor | visitor |
| 706 | 2021-01-15 | New York Knicks | 173 | 106 | visitor | visitor |
| 707 | 2021-01-15 | Dallas Mavericks | 174 | 112 | visitor | visitor |
| 708 | 2021-01-15 | Chicago Bulls | 175 | 127 | visitor | visitor |
| 709 | 2021-01-15 | Atlanta Hawks | 176 | 116 | visitor | visitor |
| 710 | 2021-01-15 | New Orleans Pelicans | 177 | 112 | visitor | visitor |
| 711 | 2021-01-15 | Los Angeles Clippers | 178 | 100 | visitor | home |
| 712 | 2021-01-16 | Houston Rockets | 179 | 103 | visitor | visitor |
| 713 | 2021-01-16 | Orlando Magic | 180 | 122 | visitor | visitor |
| 714 | 2021-01-16 | Charlotte Hornets | 181 | 116 | visitor | visitor |
| 715 | 2021-01-16 | Philadelphia 76ers | 182 | 106 | visitor | visitor |
| 716 | 2021-01-16 | Detroit Pistons | 183 | 100 | visitor | home |
| 717 | 2021-01-16 | Atlanta Hawks | 184 | 112 | visitor | visitor |
| 718 | 2021-01-17 | New York Knicks | 185 | 75 | visitor | home |
| 719 | 2021-01-17 | Chicago Bulls | 186 | 101 | visitor | home |
| 720 | 2021-01-17 | Utah Jazz | 187 | 105 | visitor | home |
| 721 | 2021-01-17 | New Orleans Pelicans | 188 | 123 | visitor | home |
| 722 | 2021-01-17 | Indiana Pacers | 189 | 129 | visitor | visitor |
| 723 | 2021-01-18 | Orlando Magic | 190 | 91 | visitor | visitor |
| 724 | 2021-01-18 | Minnesota Timberwolves | 191 | 108 | visitor | visitor |
| 725 | 2021-01-18 | San Antonio Spurs | 192 | 104 | visitor | home |
| 726 | 2021-01-18 | Phoenix Suns | 193 | 108 | visitor | visitor |
| 727 | 2021-01-18 | Milwaukee Bucks | 194 | 125 | visitor | visitor |
| 728 | 2021-01-18 | Dallas Mavericks | 195 | 116 | visitor | visitor |
| 729 | 2021-01-18 | Houston Rockets | 196 | 125 | visitor | visitor |
| 730 | 2021-01-18 | Detroit Pistons | 197 | 113 | visitor | visitor |
| 731 | 2021-01-18 | Golden State Warriors | 198 | 113 | visitor | home |
| 732 | 2021-01-19 | Oklahoma City Thunder | 199 | 119 | visitor | visitor |
| 733 | 2021-01-19 | New Orleans Pelicans | 200 | 118 | visitor | visitor |
| 734 | 2021-01-20 | Brooklyn Nets | 201 | 147 | visitor | visitor |
| 735 | 2021-01-20 | Dallas Mavericks | 202 | 112 | visitor | home |
| 736 | 2021-01-20 | Boston Celtics | 203 | 117 | visitor | visitor |
| 737 | 2021-01-20 | Detroit Pistons | 204 | 123 | visitor | visitor |
| 738 | 2021-01-20 | Miami Heat | 205 | 102 | visitor | home |
| 739 | 2021-01-20 | Orlando Magic | 206 | 96 | visitor | home |
| 740 | 2021-01-20 | Phoenix Suns | 207 | 103 | visitor | home |
| 741 | 2021-01-20 | San Antonio Spurs | 208 | 121 | visitor | visitor |
| 742 | 2021-01-20 | Sacramento Kings | 209 | 115 | visitor | visitor |
| 743 | 2021-01-21 | Los Angeles Lakers | 210 | 106 | visitor | home |
| 744 | 2021-01-21 | New York Knicks | 211 | 104 | visitor | home |
| 745 | 2021-01-21 | New Orleans Pelicans | 212 | 129 | visitor | visitor |
| 746 | 2021-01-22 | Chicago Bulls | 213 | 110 | visitor | home |
| 747 | 2021-01-22 | Houston Rockets | 214 | 102 | visitor | home |
| 748 | 2021-01-22 | Orlando Magic | 215 | 120 | visitor | visitor |
| 749 | 2021-01-22 | Brooklyn Nets | 216 | 125 | visitor | visitor |
| 750 | 2021-01-22 | Boston Celtics | 217 | 122 | visitor | visitor |
| 751 | 2021-01-22 | Miami Heat | 218 | 101 | visitor | visitor |
| 752 | 2021-01-22 | Atlanta Hawks | 219 | 98 | visitor | home |
| 753 | 2021-01-22 | Dallas Mavericks | 220 | 117 | visitor | home |
| 754 | 2021-01-22 | Oklahoma City Thunder | 221 | 120 | visitor | visitor |
| 755 | 2021-01-22 | Denver Nuggets | 222 | 126 | visitor | home |
| 756 | 2021-01-22 | New York Knicks | 223 | 103 | visitor | visitor |
| 757 | 2021-01-23 | Miami Heat | 224 | 128 | visitor | visitor |
| 758 | 2021-01-23 | Philadelphia 76ers | 225 | 110 | visitor | home |
| 759 | 2021-01-23 | New Orleans Pelicans | 226 | 120 | visitor | visitor |
| 760 | 2021-01-23 | Los Angeles Lakers | 227 | 90 | visitor | home |
| 761 | 2021-01-23 | Houston Rockets | 228 | 108 | visitor | home |
| 762 | 2021-01-23 | Denver Nuggets | 229 | 112 | visitor | home |
| 763 | 2021-01-23 | Golden State Warriors | 230 | 127 | visitor | visitor |
| 764 | 2021-01-24 | Toronto Raptors | 231 | 102 | visitor | home |
| 765 | 2021-01-24 | Oklahoma City Thunder | 232 | 108 | visitor | visitor |
| 766 | 2021-01-24 | Cleveland Cavaliers | 233 | 141 | visitor | visitor |
| 767 | 2021-01-24 | Charlotte Hornets | 234 | 104 | visitor | home |
| 768 | 2021-01-24 | Atlanta Hawks | 235 | 129 | visitor | visitor |
| 769 | 2021-01-24 | Washington Wizards | 236 | 121 | visitor | visitor |
| 770 | 2021-01-24 | New York Knicks | 237 | 116 | visitor | visitor |
| 771 | 2021-01-25 | Philadelphia 76ers | 238 | 119 | visitor | visitor |
| 772 | 2021-01-25 | Toronto Raptors | 239 | 129 | visitor | visitor |
| 773 | 2021-01-25 | Charlotte Hornets | 240 | 117 | visitor | visitor |
| 774 | 2021-01-25 | Miami Heat | 241 | 98 | visitor | visitor |
| 775 | 2021-01-25 | Los Angeles Lakers | 242 | 108 | visitor | home |
| 776 | 2021-01-25 | Denver Nuggets | 243 | 113 | visitor | home |
| 777 | 2021-01-25 | Boston Celtics | 244 | 103 | visitor | home |
| 778 | 2021-01-25 | Minnesota Timberwolves | 245 | 130 | visitor | visitor |
| 779 | 2021-01-25 | Oklahoma City Thunder | 246 | 122 | visitor | home |
| 780 | 2021-01-26 | Los Angeles Clippers | 247 | 108 | visitor | visitor |
| 781 | 2021-01-26 | Washington Wizards | 248 | 107 | visitor | visitor |
| 782 | 2021-01-26 | New York Knicks | 249 | 108 | visitor | visitor |
| 783 | 2021-01-27 | Indiana Pacers | 250 | 106 | visitor | home |
| 784 | 2021-01-27 | Detroit Pistons | 251 | 122 | visitor | visitor |
| 785 | 2021-01-27 | Sacramento Kings | 252 | 107 | visitor | home |
| 786 | 2021-01-27 | Brooklyn Nets | 253 | 128 | visitor | home |
| 787 | 2021-01-27 | Denver Nuggets | 254 | 82 | visitor | home |
| 788 | 2021-01-27 | Los Angeles Lakers | 255 | 107 | visitor | visitor |
| 789 | 2021-01-27 | Milwaukee Bucks | 256 | 108 | visitor | home |
| 790 | 2021-01-27 | Boston Celtics | 257 | 110 | visitor | visitor |
| 791 | 2021-01-27 | Washington Wizards | 258 | 124 | visitor | visitor |
| 792 | 2021-01-27 | Oklahoma City Thunder | 259 | 97 | visitor | home |
| 793 | 2021-01-27 | Dallas Mavericks | 260 | 116 | visitor | visitor |
| 794 | 2021-01-27 | Minnesota Timberwolves | 261 | 123 | visitor | visitor |
| 795 | 2021-01-28 | Portland Trail Blazers | 262 | 104 | visitor | visitor |
| 796 | 2021-01-28 | Los Angeles Lakers | 263 | 107 | visitor | visitor |
| 797 | 2021-01-28 | Los Angeles Clippers | 264 | 105 | visitor | home |
| 798 | 2021-01-28 | Golden State Warriors | 265 | 114 | visitor | visitor |
| 799 | 2021-01-29 | Indiana Pacers | 266 | 108 | visitor | visitor |
| 800 | 2021-01-29 | Atlanta Hawks | 267 | 100 | visitor | home |
| 801 | 2021-01-29 | Milwaukee Bucks | 268 | 131 | visitor | visitor |
| 802 | 2021-01-29 | Cleveland Cavaliers | 269 | 102 | visitor | visitor |
| 803 | 2021-01-29 | Sacramento Kings | 270 | 124 | visitor | home |
| 804 | 2021-01-29 | Philadelphia 76ers | 271 | 94 | visitor | home |
| 805 | 2021-01-29 | Brooklyn Nets | 272 | 125 | visitor | home |
| 806 | 2021-01-29 | Los Angeles Clippers | 273 | 90 | visitor | home |
| 807 | 2021-01-29 | Denver Nuggets | 274 | 119 | visitor | visitor |
| 808 | 2021-01-29 | Dallas Mavericks | 275 | 120 | visitor | visitor |
| 809 | 2021-01-30 | Portland Trail Blazers | 276 | 122 | visitor | home |
| 810 | 2021-01-30 | Milwaukee Bucks | 277 | 126 | visitor | visitor |
| 811 | 2021-01-30 | Sacramento Kings | 278 | 105 | visitor | visitor |
| 812 | 2021-01-30 | Houston Rockets | 279 | 112 | visitor | home |
| 813 | 2021-01-30 | Los Angeles Lakers | 280 | 95 | visitor | home |
| 814 | 2021-01-30 | Memphis Grizzlies | 281 | 112 | visitor | home |
| 815 | 2021-01-30 | Phoenix Suns | 282 | 105 | visitor | home |
| 816 | 2021-01-30 | Detroit Pistons | 283 | 118 | visitor | visitor |
| 817 | 2021-01-31 | Los Angeles Clippers | 284 | 115 | visitor | home |
| 818 | 2021-01-31 | Utah Jazz | 285 | 128 | visitor | visitor |
| 819 | 2021-01-31 | Philadelphia 76ers | 286 | 110 | visitor | home |
| 820 | 2021-01-31 | Orlando Magic | 287 | 115 | visitor | visitor |
| 821 | 2021-01-31 | Brooklyn Nets | 288 | 149 | visitor | visitor |
| 822 | 2021-01-31 | Cleveland Cavaliers | 289 | 109 | visitor | visitor |
| 823 | 2021-02-01 | Los Angeles Lakers | 290 | 99 | visitor | home |
| 824 | 2021-02-01 | Charlotte Hornets | 291 | 121 | visitor | home |
| 825 | 2021-02-01 | New York Knicks | 292 | 110 | visitor | visitor |
| 826 | 2021-02-01 | Minnesota Timberwolves | 293 | 100 | visitor | visitor |
| 827 | 2021-02-01 | Portland Trail Blazers | 294 | 134 | visitor | visitor |
| 828 | 2021-02-01 | Sacramento Kings | 295 | 109 | visitor | home |
| 829 | 2021-02-01 | Houston Rockets | 296 | 106 | visitor | home |
| 830 | 2021-02-01 | Phoenix Suns | 297 | 108 | visitor | home |
| 831 | 2021-02-01 | Memphis Grizzlies | 298 | 102 | visitor | home |
| 832 | 2021-02-02 | Toronto Raptors | 299 | 108 | visitor | home |
| 833 | 2021-02-02 | Los Angeles Clippers | 300 | 124 | visitor | visitor |
| 834 | 2021-02-02 | Memphis Grizzlies | 301 | 134 | visitor | visitor |
| 835 | 2021-02-02 | Portland Trail Blazers | 302 | 121 | visitor | home |
| 836 | 2021-02-02 | Boston Celtics | 303 | 107 | visitor | home |
| 837 | 2021-02-02 | Detroit Pistons | 304 | 117 | visitor | visitor |
| 838 | 2021-02-03 | Philadelphia 76ers | 305 | 111 | visitor | home |
| 839 | 2021-02-03 | Indiana Pacers | 306 | 130 | visitor | visitor |
| 840 | 2021-02-03 | Dallas Mavericks | 307 | 116 | visitor | home |
| 841 | 2021-02-03 | New York Knicks | 308 | 103 | visitor | home |
| 842 | 2021-02-03 | Los Angeles Clippers | 309 | 99 | visitor | home |
| 843 | 2021-02-03 | Washington Wizards | 310 | 100 | visitor | home |
| 844 | 2021-02-03 | Houston Rockets | 311 | 104 | visitor | visitor |
| 845 | 2021-02-03 | Minnesota Timberwolves | 312 | 111 | visitor | visitor |
| 846 | 2021-02-03 | Phoenix Suns | 313 | 123 | visitor | visitor |
| 847 | 2021-02-03 | Boston Celtics | 314 | 116 | visitor | visitor |
| 848 | 2021-02-04 | Utah Jazz | 315 | 91 | visitor | home |
| 849 | 2021-02-04 | Golden State Warriors | 316 | 116 | visitor | home |
| 850 | 2021-02-04 | Portland Trail Blazers | 317 | 105 | visitor | home |
| 851 | 2021-02-04 | Houston Rockets | 318 | 103 | visitor | home |
| 852 | 2021-02-04 | Denver Nuggets | 319 | 114 | visitor | visitor |
| 853 | 2021-02-05 | New Orleans Pelicans | 320 | 113 | visitor | home |
| 854 | 2021-02-05 | Chicago Bulls | 321 | 123 | visitor | visitor |
| 855 | 2021-02-05 | Toronto Raptors | 322 | 117 | visitor | home |
| 856 | 2021-02-05 | Milwaukee Bucks | 323 | 105 | visitor | home |
| 857 | 2021-02-05 | Utah Jazz | 324 | 121 | visitor | home |
| 858 | 2021-02-05 | Washington Wizards | 325 | 122 | visitor | visitor |
| 859 | 2021-02-05 | Minnesota Timberwolves | 326 | 103 | visitor | home |
| 860 | 2021-02-05 | Detroit Pistons | 327 | 109 | visitor | visitor |
| 861 | 2021-02-05 | Boston Celtics | 328 | 115 | visitor | home |
| 862 | 2021-02-06 | Portland Trail Blazers | 329 | 110 | visitor | visitor |
| 863 | 2021-02-06 | Denver Nuggets | 330 | 119 | visitor | visitor |
| 864 | 2021-02-06 | Chicago Bulls | 331 | 92 | visitor | home |
| 865 | 2021-02-06 | Toronto Raptors | 332 | 132 | visitor | visitor |
| 866 | 2021-02-06 | Milwaukee Bucks | 333 | 99 | visitor | home |
| 867 | 2021-02-06 | San Antonio Spurs | 334 | 106 | visitor | home |
| 868 | 2021-02-06 | Minnesota Timberwolves | 335 | 120 | visitor | visitor |
| 869 | 2021-02-06 | Brooklyn Nets | 336 | 124 | visitor | visitor |
| 870 | 2021-02-06 | Golden State Warriors | 337 | 134 | visitor | visitor |
| 871 | 2021-02-06 | Memphis Grizzlies | 338 | 118 | visitor | visitor |
| 872 | 2021-02-06 | Detroit Pistons | 339 | 135 | visitor | visitor |
| 873 | 2021-02-07 | Washington Wizards | 340 | 119 | visitor | visitor |
| 874 | 2021-02-07 | Utah Jazz | 341 | 95 | visitor | home |
| 875 | 2021-02-07 | Miami Heat | 342 | 103 | visitor | home |
| 876 | 2021-02-07 | Boston Celtics | 343 | 100 | visitor | visitor |
| 877 | 2021-02-07 | Sacramento Kings | 344 | 110 | visitor | home |
| 878 | 2021-02-08 | Houston Rockets | 345 | 119 | visitor | visitor |
| 879 | 2021-02-08 | Washington Wizards | 346 | 101 | visitor | home |
| 880 | 2021-02-08 | Toronto Raptors | 347 | 113 | visitor | home |
| 881 | 2021-02-08 | Minnesota Timberwolves | 348 | 127 | visitor | visitor |
| 882 | 2021-02-08 | Golden State Warriors | 349 | 105 | visitor | visitor |
| 883 | 2021-02-08 | Cleveland Cavaliers | 350 | 119 | visitor | visitor |
| 884 | 2021-02-08 | Milwaukee Bucks | 351 | 112 | visitor | home |
| 885 | 2021-02-08 | Oklahoma City Thunder | 352 | 119 | visitor | visitor |
| 886 | 2021-02-09 | Brooklyn Nets | 353 | 122 | visitor | visitor |
| 887 | 2021-02-09 | New York Knicks | 354 | 98 | visitor | visitor |
| 888 | 2021-02-09 | Houston Rockets | 355 | 130 | visitor | visitor |
| 889 | 2021-02-09 | Golden State Warriors | 356 | 91 | visitor | home |
| 890 | 2021-02-09 | Orlando Magic | 357 | 106 | visitor | visitor |
| 891 | 2021-02-09 | Philadelphia 76ers | 358 | 111 | visitor | home |
| 892 | 2021-02-09 | Boston Celtics | 359 | 122 | visitor | visitor |
| 893 | 2021-02-10 | Toronto Raptors | 360 | 115 | visitor | home |
| 894 | 2021-02-10 | Atlanta Hawks | 361 | 118 | visitor | visitor |
| 895 | 2021-02-10 | Indiana Pacers | 362 | 104 | visitor | visitor |
| 896 | 2021-02-10 | Charlotte Hornets | 363 | 130 | visitor | visitor |
| 897 | 2021-02-10 | Los Angeles Clippers | 364 | 112 | visitor | home |
| 898 | 2021-02-10 | New Orleans Pelicans | 365 | 129 | visitor | visitor |
| 899 | 2021-02-10 | Cleveland Cavaliers | 366 | 133 | visitor | visitor |
| 900 | 2021-02-10 | Oklahoma City Thunder | 367 | 114 | visitor | visitor |
| 901 | 2021-02-10 | Milwaukee Bucks | 368 | 125 | visitor | visitor |
| 902 | 2021-02-11 | Toronto Raptors | 369 | 120 | visitor | visitor |
| 903 | 2021-02-11 | Miami Heat | 370 | 94 | visitor | home |
| 904 | 2021-02-11 | Indiana Pacers | 371 | 95 | visitor | home |
| 905 | 2021-02-11 | Orlando Magic | 372 | 111 | visitor | visitor |
| 906 | 2021-02-11 | Philadelphia 76ers | 373 | 118 | visitor | visitor |
| 907 | 2021-02-12 | Minnesota Timberwolves | 374 | 120 | visitor | visitor |
| 908 | 2021-02-12 | New York Knicks | 375 | 91 | visitor | home |
| 909 | 2021-02-12 | San Antonio Spurs | 376 | 114 | visitor | home |
| 910 | 2021-02-12 | New Orleans Pelicans | 377 | 143 | visitor | visitor |
| 911 | 2021-02-12 | Detroit Pistons | 378 | 102 | visitor | home |
| 912 | 2021-02-12 | Los Angeles Clippers | 379 | 106 | visitor | home |
| 913 | 2021-02-12 | Oklahoma City Thunder | 380 | 97 | visitor | visitor |
| 914 | 2021-02-12 | Milwaukee Bucks | 381 | 129 | visitor | visitor |
| 915 | 2021-02-12 | Memphis Grizzlies | 382 | 115 | visitor | visitor |
| 916 | 2021-02-12 | Cleveland Cavaliers | 383 | 129 | visitor | visitor |
| 917 | 2021-02-12 | Orlando Magic | 384 | 112 | visitor | home |
| 918 | 2021-02-13 | Philadelphia 76ers | 385 | 120 | visitor | visitor |
| 919 | 2021-02-13 | Indiana Pacers | 386 | 113 | visitor | home |
| 920 | 2021-02-13 | Houston Rockets | 387 | 121 | visitor | visitor |
| 921 | 2021-02-13 | Brooklyn Nets | 388 | 117 | visitor | home |
| 922 | 2021-02-13 | Miami Heat | 389 | 112 | visitor | visitor |
| 923 | 2021-02-14 | Boston Celtics | 390 | 104 | visitor | visitor |
| 924 | 2021-02-14 | San Antonio Spurs | 391 | 110 | visitor | home |
| 925 | 2021-02-14 | New Orleans Pelicans | 392 | 123 | visitor | visitor |
| 926 | 2021-02-14 | Minnesota Timberwolves | 393 | 112 | visitor | home |
| 927 | 2021-02-14 | Portland Trail Blazers | 394 | 118 | visitor | home |
| 928 | 2021-02-14 | Milwaukee Bucks | 395 | 114 | visitor | visitor |
| 929 | 2021-02-14 | Orlando Magic | 396 | 109 | visitor | visitor |
| 930 | 2021-02-14 | Los Angeles Lakers | 397 | 122 | visitor | visitor |
| 931 | 2021-02-14 | Cleveland Cavaliers | 398 | 128 | visitor | visitor |
| 932 | 2021-02-14 | Memphis Grizzlies | 399 | 110 | visitor | home |
| 933 | 2021-02-15 | Chicago Bulls | 400 | 112 | visitor | home |
| 934 | 2021-02-15 | Houston Rockets | 401 | 131 | visitor | visitor |
| 935 | 2021-02-15 | Atlanta Hawks | 402 | 123 | visitor | visitor |
| 936 | 2021-02-15 | Philadelphia 76ers | 403 | 134 | visitor | visitor |
| 937 | 2021-02-15 | Cleveland Cavaliers | 404 | 129 | visitor | visitor |
| 938 | 2021-02-15 | Miami Heat | 405 | 125 | visitor | visitor |
| 939 | 2021-02-15 | Brooklyn Nets | 406 | 125 | visitor | home |
| 940 | 2021-02-16 | Denver Nuggets | 407 | 112 | visitor | visitor |
| 941 | 2021-02-16 | New Orleans Pelicans | 408 | 113 | visitor | home |
| 942 | 2021-02-16 | Toronto Raptors | 409 | 113 | visitor | home |
| 943 | 2021-02-16 | Los Angeles Lakers | 410 | 104 | visitor | home |
| 944 | 2021-02-16 | Portland Trail Blazers | 411 | 104 | visitor | home |
| 945 | 2021-02-16 | Brooklyn Nets | 412 | 124 | visitor | home |
| 946 | 2021-02-17 | New York Knicks | 413 | 107 | visitor | visitor |
| 947 | 2021-02-17 | Atlanta Hawks | 414 | 114 | visitor | home |
| 948 | 2021-02-17 | Houston Rockets | 415 | 118 | visitor | visitor |
| 949 | 2021-02-17 | Detroit Pistons | 416 | 105 | visitor | visitor |
| 950 | 2021-02-17 | Indiana Pacers | 417 | 128 | visitor | home |
| 951 | 2021-02-17 | Denver Nuggets | 418 | 130 | visitor | visitor |
| 952 | 2021-02-17 | Oklahoma City Thunder | 419 | 122 | visitor | visitor |
| 953 | 2021-02-17 | Portland Trail Blazers | 420 | 124 | visitor | home |
| 954 | 2021-02-17 | Miami Heat | 421 | 120 | visitor | visitor |
| 955 | 2021-02-17 | Utah Jazz | 422 | 96 | visitor | home |
| 956 | 2021-02-18 | Toronto Raptors | 423 | 96 | visitor | home |
| 957 | 2021-02-18 | Brooklyn Nets | 424 | 98 | visitor | home |
| 958 | 2021-02-18 | Miami Heat | 425 | 110 | visitor | home |
| 959 | 2021-02-19 | Denver Nuggets | 426 | 103 | visitor | home |
| 960 | 2021-02-19 | Golden State Warriors | 427 | 124 | visitor | visitor |
| 961 | 2021-02-19 | Atlanta Hawks | 428 | 121 | visitor | visitor |
| 962 | 2021-02-19 | Chicago Bulls | 429 | 112 | visitor | visitor |
| 963 | 2021-02-19 | Detroit Pistons | 430 | 109 | visitor | visitor |
| 964 | 2021-02-19 | Oklahoma City Thunder | 431 | 98 | visitor | visitor |
| 965 | 2021-02-19 | Phoenix Suns | 432 | 114 | visitor | home |
| 966 | 2021-02-19 | Toronto Raptors | 433 | 81 | visitor | home |
| 967 | 2021-02-19 | Utah Jazz | 434 | 116 | visitor | visitor |
| 968 | 2021-02-20 | Golden State Warriors | 435 | 102 | visitor | visitor |
| 969 | 2021-02-20 | Miami Heat | 436 | 94 | visitor | home |
| 970 | 2021-02-20 | Sacramento Kings | 437 | 122 | visitor | visitor |
| 971 | 2021-02-20 | Phoenix Suns | 438 | 97 | visitor | home |
| 972 | 2021-02-20 | Washington Wizards | 439 | 111 | visitor | home |
| 973 | 2021-02-21 | Boston Celtics | 440 | 120 | visitor | visitor |
| 974 | 2021-02-21 | Oklahoma City Thunder | 441 | 101 | visitor | home |
| 975 | 2021-02-21 | Minnesota Timberwolves | 442 | 103 | visitor | visitor |
| 976 | 2021-02-21 | Detroit Pistons | 443 | 105 | visitor | visitor |
| 977 | 2021-02-21 | Philadelphia 76ers | 444 | 110 | visitor | visitor |
| 978 | 2021-02-21 | Denver Nuggets | 445 | 123 | visitor | visitor |
| 979 | 2021-02-21 | Brooklyn Nets | 446 | 108 | visitor | home |
| 980 | 2021-02-21 | Sacramento Kings | 447 | 128 | visitor | visitor |
| 981 | 2021-02-22 | Chicago Bulls | 448 | 100 | visitor | home |
| 982 | 2021-02-22 | Memphis Grizzlies | 449 | 102 | visitor | visitor |
| 983 | 2021-02-22 | Miami Heat | 450 | 94 | visitor | home |
| 984 | 2021-02-22 | Portland Trail Blazers | 451 | 132 | visitor | visitor |
| 985 | 2021-02-22 | Charlotte Hornets | 452 | 132 | visitor | visitor |
| 986 | 2021-02-22 | Washington Wizards | 453 | 124 | visitor | home |
| 987 | 2021-02-23 | Atlanta Hawks | 454 | 112 | visitor | visitor |
| 988 | 2021-02-23 | Detroit Pistons | 455 | 93 | visitor | home |
| 989 | 2021-02-23 | Sacramento Kings | 456 | 127 | visitor | visitor |
| 990 | 2021-02-23 | Boston Celtics | 457 | 110 | visitor | visitor |
| 991 | 2021-02-23 | Golden State Warriors | 458 | 106 | visitor | home |
| 992 | 2021-02-23 | Philadelphia 76ers | 459 | 102 | visitor | home |
| 993 | 2021-02-23 | Minnesota Timberwolves | 460 | 139 | visitor | visitor |
| 994 | 2021-02-23 | Portland Trail Blazers | 461 | 111 | visitor | visitor |
| 995 | 2021-02-23 | Washington Wizards | 462 | 135 | visitor | visitor |
| 996 | 2021-02-24 | Boston Celtics | 463 | 127 | visitor | visitor |
| 997 | 2021-02-24 | Houston Rockets | 464 | 112 | visitor | visitor |
| 998 | 2021-02-24 | Golden State Warriors | 465 | 107 | visitor | home |
| 999 | 2021-02-24 | Minnesota Timberwolves | 466 | 133 | visitor | visitor |
| 1000 | 2021-02-24 | Toronto Raptors | 467 | 116 | visitor | visitor |
| 1001 | 2021-02-24 | Detroit Pistons | 468 | 128 | visitor | visitor |
| 1002 | 2021-02-24 | San Antonio Spurs | 469 | 102 | visitor | visitor |
| 1003 | 2021-02-24 | Charlotte Hornets | 470 | 121 | visitor | home |
| 1004 | 2021-02-24 | Los Angeles Lakers | 471 | 114 | visitor | visitor |
| 1005 | 2021-02-25 | Dallas Mavericks | 472 | 111 | visitor | visitor |
| 1006 | 2021-02-25 | Orlando Magic | 473 | 129 | visitor | visitor |
| 1007 | 2021-02-25 | Sacramento Kings | 474 | 140 | visitor | visitor |
| 1008 | 2021-02-25 | Los Angeles Clippers | 475 | 122 | visitor | visitor |
| 1009 | 2021-02-25 | Washington Wizards | 476 | 110 | visitor | home |
| 1010 | 2021-02-25 | New Orleans Pelicans | 477 | 129 | visitor | visitor |
| 1011 | 2021-02-26 | Indiana Pacers | 478 | 118 | visitor | visitor |
| 1012 | 2021-02-26 | Houston Rockets | 479 | 122 | visitor | visitor |
| 1013 | 2021-02-26 | Phoenix Suns | 480 | 97 | visitor | home |
| 1014 | 2021-02-26 | Sacramento Kings | 481 | 107 | visitor | home |
| 1015 | 2021-02-26 | Los Angeles Clippers | 482 | 99 | visitor | home |
| 1016 | 2021-02-26 | Utah Jazz | 483 | 124 | visitor | visitor |
| 1017 | 2021-02-26 | Atlanta Hawks | 484 | 118 | visitor | visitor |
| 1018 | 2021-02-26 | Charlotte Hornets | 485 | 130 | visitor | visitor |
| 1019 | 2021-02-26 | Portland Trail Blazers | 486 | 102 | visitor | visitor |
| 1020 | 2021-02-27 | Cleveland Cavaliers | 487 | 109 | visitor | home |
| 1021 | 2021-02-27 | Minnesota Timberwolves | 488 | 128 | visitor | visitor |
| 1022 | 2021-02-27 | Indiana Pacers | 489 | 110 | visitor | visitor |
| 1023 | 2021-02-27 | Denver Nuggets | 490 | 96 | visitor | home |
| 1024 | 2021-02-27 | Utah Jazz | 491 | 109 | visitor | home |
| 1025 | 2021-02-27 | New Orleans Pelicans | 492 | 117 | visitor | visitor |
| 1026 | 2021-02-27 | Dallas Mavericks | 493 | 98 | visitor | home |
| 1027 | 2021-02-28 | Los Angeles Clippers | 494 | 105 | visitor | visitor |
| 1028 | 2021-02-28 | Washington Wizards | 495 | 111 | visitor | visitor |
| 1029 | 2021-02-28 | New York Knicks | 496 | 90 | visitor | home |
| 1030 | 2021-02-28 | Memphis Grizzlies | 497 | 84 | visitor | home |
| 1031 | 2021-02-28 | Golden State Warriors | 498 | 117 | visitor | visitor |
| 1032 | 2021-02-28 | Atlanta Hawks | 499 | 109 | visitor | visitor |
| 1033 | 2021-02-28 | Phoenix Suns | 500 | 99 | visitor | home |
| 1034 | 2021-02-28 | Charlotte Hornets | 501 | 126 | visitor | home |
| 1035 | 2021-03-01 | Dallas Mavericks | 502 | 124 | visitor | home |
| 1036 | 2021-03-01 | Indiana Pacers | 503 | 130 | visitor | visitor |
| 1037 | 2021-03-01 | Denver Nuggets | 504 | 112 | visitor | home |
| 1038 | 2021-03-01 | Utah Jazz | 505 | 129 | visitor | visitor |
| 1039 | 2021-03-01 | Brooklyn Nets | 506 | 113 | visitor | home |
| 1040 | 2021-03-01 | Cleveland Cavaliers | 507 | 90 | visitor | home |
| 1041 | 2021-03-01 | Charlotte Hornets | 508 | 123 | visitor | visitor |
| 1042 | 2021-03-02 | Memphis Grizzlies | 509 | 111 | visitor | home |
| 1043 | 2021-03-02 | Los Angeles Clippers | 510 | 117 | visitor | visitor |
| 1044 | 2021-03-02 | Atlanta Hawks | 511 | 80 | visitor | home |
| 1045 | 2021-03-02 | New York Knicks | 512 | 119 | visitor | visitor |
| 1046 | 2021-03-02 | Denver Nuggets | 513 | 97 | visitor | home |
| 1047 | 2021-03-02 | Phoenix Suns | 514 | 104 | visitor | home |
| 1048 | 2021-03-03 | Indiana Pacers | 515 | 111 | visitor | home |
| 1049 | 2021-03-03 | Utah Jazz | 516 | 131 | visitor | visitor |
| 1050 | 2021-03-03 | Detroit Pistons | 517 | 105 | visitor | home |
| 1051 | 2021-03-03 | Brooklyn Nets | 518 | 114 | visitor | home |
| 1052 | 2021-03-03 | Charlotte Hornets | 519 | 102 | visitor | home |
| 1053 | 2021-03-03 | Chicago Bulls | 520 | 124 | visitor | home |
| 1054 | 2021-03-03 | Atlanta Hawks | 521 | 112 | visitor | home |
| 1055 | 2021-03-03 | Oklahoma City Thunder | 522 | 87 | visitor | visitor |
| 1056 | 2021-03-03 | Golden State Warriors | 523 | 108 | visitor | visitor |
| 1057 | 2021-03-03 | Los Angeles Lakers | 524 | 123 | visitor | visitor |
| 1058 | 2021-03-04 | Toronto Raptors | 525 | 132 | visitor | visitor |
| 1059 | 2021-03-04 | Los Angeles Clippers | 526 | 119 | visitor | visitor |
| 1060 | 2021-03-04 | Detroit Pistons | 527 | 114 | visitor | visitor |
| 1061 | 2021-03-04 | Denver Nuggets | 528 | 103 | visitor | home |
| 1062 | 2021-03-04 | Milwaukee Bucks | 529 | 111 | visitor | home |
| 1063 | 2021-03-04 | Miami Heat | 530 | 93 | visitor | home |
| 1064 | 2021-03-04 | Oklahoma City Thunder | 531 | 102 | visitor | home |
| 1065 | 2021-03-04 | Golden State Warriors | 532 | 120 | visitor | visitor |
| 1066 | 2021-03-04 | Sacramento Kings | 533 | 123 | visitor | visitor |
And it looks much more tidy now! It’s time for the analyses.
1. Find out if there was a homecourt advantage
2. Find out if rest in between games gave an advantage
Homecourt Advantage
Let’s find out if there is such a thing as the homecourt advantage.
nba$winner <- as.factor(nba$winner)
kable(nba %>% count(court = nba$winner), "html") %>% kable_styling("striped") %>% scroll_box(width = "100%", height = "350px")| court | n |
|---|---|
| home | 496 |
| visitor | 570 |
The data shows that there is not any homecourt advantage, but, since this is 2020-2021 season and there are very few fans in the audience, maybe it was the fan-base that motivated extra performance. For this I would download all the NBA games from the past ~20 years and see if it makes a difference.
Rest Advantage
This analysis is a bit more complicated, for it we need to measure the time in between games and then see if that helped them win. 1. We need to create a table for all the teams 2. We need to calculate the time in between games and then match it back to the main table
In my opinion the easiest way to do this is create a loop for each team that subtracts the days from each other.
Thanks to greghk for the tip on subtracting rows
nba_time <- data.frame()
for (i in unique(nba$team))
{
team_name <- nba %>%
select(id, date) %>%
filter(nba$team == i) %>%
arrange(desc(date))
team_name <- within(team_name, rest_days <- c(0,diff(date)))
team_name$rest_days <- abs(team_name$rest_days)
nba_time <- rbind(nba_time, team_name)
}
nba_time <- nba_time %>% select('id', 'rest_days')
nba <- inner_join(nba_time, nba, by = c('id'))And now it is time for an analysis!
First, let’s see what typical days off look like.
kable(nba %>% count(court = nba$rest_days), "html") %>% kable_styling("striped") %>% scroll_box(width = "100%", height = "350px")| court | n |
|---|---|
| 0 | 30 |
| 1 | 197 |
| 2 | 681 |
| 3 | 125 |
| 4 | 15 |
| 5 | 8 |
| 6 | 3 |
| 7 | 3 |
| 8 | 1 |
| 10 | 1 |
| 12 | 1 |
| 13 | 1 |
It looks like very few teams have more than three days of rest. So we will clump everyone over three days as 3 and also add in something to show it they won or lost.
nba$rest <- ifelse(nba$rest_days == 0 & nba$winner == nba$court, "won_zero",
ifelse(nba$rest_days == 1 & nba$winner == nba$court, "won_one",
ifelse(nba$rest_days == 2 & nba$winner == nba$court, "won_two",
ifelse(nba$rest_days > 2 & nba$winner == nba$court, "won_three",
ifelse(nba$rest_days == 0 & nba$winner != nba$court, "lost_zero",
ifelse(nba$rest_days == 1 & nba$winner != nba$court, "lost_one",
ifelse(nba$rest_days == 2 & nba$winner != nba$court, "lost_two",
ifelse(nba$rest_days > 2 & nba$winner != nba$court, "lost_three",
NA))))))))
kable(nba %>% count(court = nba$rest)%>% arrange((court)), "html") %>% kable_styling("striped") %>% scroll_box(width = "100%", height = "350px")| court | n |
|---|---|
| lost_one | 98 |
| lost_three | 74 |
| lost_two | 346 |
| lost_zero | 15 |
| won_one | 99 |
| won_three | 84 |
| won_two | 335 |
| won_zero | 15 |
There are some minor differences between having two and three days off, but overall, it does not seem like it would be a factor that determines who wins the game.
Canada Unemployment
canada <- read.csv("https://raw.githubusercontent.com/jhumms/DATA607/main/tidyr/canada_unemplyment.csv",header = TRUE, sep = ",")This is truly an ugly data set, but fortunately, looking at all the columns, all we need are the date, location, the value, and the labor type (in this dataframe, the unemployment rate is already determined, we just have to pull it out).
canada_un <- canada %>% select(1,2,VALUE,Labour.force.characteristics)And that should make it Tidy!
kable(canada_un, "html") %>% kable_styling("striped") %>% scroll_box(width = "100%", height = "350px")| ï..REF_DATE | GEO | VALUE | Labour.force.characteristics |
|---|---|---|---|
| 2020-09 | Canada | 31114.6 | Population |
| 2020-10 | Canada | 31138.8 | Population |
| 2020-11 | Canada | 31161.3 | Population |
| 2020-12 | Canada | 31177.5 | Population |
| 2021-01 | Canada | 31191.2 | Population |
| 2020-09 | Canada | 20246.7 | Labour force |
| 2020-10 | Canada | 20316.2 | Labour force |
| 2020-11 | Canada | 20279.9 | Labour force |
| 2020-12 | Canada | 20258.8 | Labour force |
| 2021-01 | Canada | 20171.0 | Labour force |
| 2020-09 | Canada | 18388.5 | Employment |
| 2020-10 | Canada | 18482.9 | Employment |
| 2020-11 | Canada | 18537.5 | Employment |
| 2020-12 | Canada | 18484.8 | Employment |
| 2021-01 | Canada | 18272.0 | Employment |
| 2020-09 | Canada | 14909.2 | Full-time employment |
| 2020-10 | Canada | 14967.3 | Full-time employment |
| 2020-11 | Canada | 15077.0 | Full-time employment |
| 2020-12 | Canada | 15119.7 | Full-time employment |
| 2021-01 | Canada | 15132.3 | Full-time employment |
| 2020-09 | Canada | 3479.3 | Part-time employment |
| 2020-10 | Canada | 3515.6 | Part-time employment |
| 2020-11 | Canada | 3460.5 | Part-time employment |
| 2020-12 | Canada | 3365.1 | Part-time employment |
| 2021-01 | Canada | 3139.7 | Part-time employment |
| 2020-09 | Canada | 1858.2 | Unemployment |
| 2020-10 | Canada | 1833.2 | Unemployment |
| 2020-11 | Canada | 1742.5 | Unemployment |
| 2020-12 | Canada | 1773.9 | Unemployment |
| 2021-01 | Canada | 1899.0 | Unemployment |
| 2020-09 | Canada | 9.2 | Unemployment rate |
| 2020-10 | Canada | 9.0 | Unemployment rate |
| 2020-11 | Canada | 8.6 | Unemployment rate |
| 2020-12 | Canada | 8.8 | Unemployment rate |
| 2021-01 | Canada | 9.4 | Unemployment rate |
| 2020-09 | Canada | 65.1 | Participation rate |
| 2020-10 | Canada | 65.2 | Participation rate |
| 2020-11 | Canada | 65.1 | Participation rate |
| 2020-12 | Canada | 65.0 | Participation rate |
| 2021-01 | Canada | 64.7 | Participation rate |
| 2020-09 | Canada | 59.1 | Employment rate |
| 2020-10 | Canada | 59.4 | Employment rate |
| 2020-11 | Canada | 59.5 | Employment rate |
| 2020-12 | Canada | 59.3 | Employment rate |
| 2021-01 | Canada | 58.6 | Employment rate |
| 2020-09 | Newfoundland and Labrador | 445.5 | Population |
| 2020-10 | Newfoundland and Labrador | 445.4 | Population |
| 2020-11 | Newfoundland and Labrador | 445.4 | Population |
| 2020-12 | Newfoundland and Labrador | 445.4 | Population |
| 2021-01 | Newfoundland and Labrador | 445.3 | Population |
| 2020-09 | Newfoundland and Labrador | 256.5 | Labour force |
| 2020-10 | Newfoundland and Labrador | 256.9 | Labour force |
| 2020-11 | Newfoundland and Labrador | 258.6 | Labour force |
| 2020-12 | Newfoundland and Labrador | 257.2 | Labour force |
| 2021-01 | Newfoundland and Labrador | 254.5 | Labour force |
| 2020-09 | Newfoundland and Labrador | 217.4 | Employment |
| 2020-10 | Newfoundland and Labrador | 223.5 | Employment |
| 2020-11 | Newfoundland and Labrador | 226.5 | Employment |
| 2020-12 | Newfoundland and Labrador | 224.8 | Employment |
| 2021-01 | Newfoundland and Labrador | 222.1 | Employment |
| 2020-09 | Newfoundland and Labrador | 182.5 | Full-time employment |
| 2020-10 | Newfoundland and Labrador | 186.4 | Full-time employment |
| 2020-11 | Newfoundland and Labrador | 188.8 | Full-time employment |
| 2020-12 | Newfoundland and Labrador | 188.5 | Full-time employment |
| 2021-01 | Newfoundland and Labrador | 185.4 | Full-time employment |
| 2020-09 | Newfoundland and Labrador | 34.9 | Part-time employment |
| 2020-10 | Newfoundland and Labrador | 37.1 | Part-time employment |
| 2020-11 | Newfoundland and Labrador | 37.7 | Part-time employment |
| 2020-12 | Newfoundland and Labrador | 36.3 | Part-time employment |
| 2021-01 | Newfoundland and Labrador | 36.7 | Part-time employment |
| 2020-09 | Newfoundland and Labrador | 39.1 | Unemployment |
| 2020-10 | Newfoundland and Labrador | 33.5 | Unemployment |
| 2020-11 | Newfoundland and Labrador | 32.2 | Unemployment |
| 2020-12 | Newfoundland and Labrador | 32.4 | Unemployment |
| 2021-01 | Newfoundland and Labrador | 32.5 | Unemployment |
| 2020-09 | Newfoundland and Labrador | 15.2 | Unemployment rate |
| 2020-10 | Newfoundland and Labrador | 13.0 | Unemployment rate |
| 2020-11 | Newfoundland and Labrador | 12.5 | Unemployment rate |
| 2020-12 | Newfoundland and Labrador | 12.6 | Unemployment rate |
| 2021-01 | Newfoundland and Labrador | 12.8 | Unemployment rate |
| 2020-09 | Newfoundland and Labrador | 57.6 | Participation rate |
| 2020-10 | Newfoundland and Labrador | 57.7 | Participation rate |
| 2020-11 | Newfoundland and Labrador | 58.1 | Participation rate |
| 2020-12 | Newfoundland and Labrador | 57.7 | Participation rate |
| 2021-01 | Newfoundland and Labrador | 57.2 | Participation rate |
| 2020-09 | Newfoundland and Labrador | 48.8 | Employment rate |
| 2020-10 | Newfoundland and Labrador | 50.2 | Employment rate |
| 2020-11 | Newfoundland and Labrador | 50.9 | Employment rate |
| 2020-12 | Newfoundland and Labrador | 50.5 | Employment rate |
| 2021-01 | Newfoundland and Labrador | 49.9 | Employment rate |
| 2020-09 | Prince Edward Island | 132.8 | Population |
| 2020-10 | Prince Edward Island | 132.9 | Population |
| 2020-11 | Prince Edward Island | 133.0 | Population |
| 2020-12 | Prince Edward Island | 133.1 | Population |
| 2021-01 | Prince Edward Island | 133.1 | Population |
| 2020-09 | Prince Edward Island | 84.7 | Labour force |
| 2020-10 | Prince Edward Island | 86.1 | Labour force |
| 2020-11 | Prince Edward Island | 87.1 | Labour force |
| 2020-12 | Prince Edward Island | 86.0 | Labour force |
| 2021-01 | Prince Edward Island | 85.1 | Labour force |
| 2020-09 | Prince Edward Island | 76.1 | Employment |
| 2020-10 | Prince Edward Island | 77.1 | Employment |
| 2020-11 | Prince Edward Island | 78.2 | Employment |
| 2020-12 | Prince Edward Island | 77.5 | Employment |
| 2021-01 | Prince Edward Island | 78.4 | Employment |
| 2020-09 | Prince Edward Island | 63.2 | Full-time employment |
| 2020-10 | Prince Edward Island | 65.2 | Full-time employment |
| 2020-11 | Prince Edward Island | 64.9 | Full-time employment |
| 2020-12 | Prince Edward Island | 66.2 | Full-time employment |
| 2021-01 | Prince Edward Island | 66.6 | Full-time employment |
| 2020-09 | Prince Edward Island | 12.9 | Part-time employment |
| 2020-10 | Prince Edward Island | 12.0 | Part-time employment |
| 2020-11 | Prince Edward Island | 13.3 | Part-time employment |
| 2020-12 | Prince Edward Island | 11.3 | Part-time employment |
| 2021-01 | Prince Edward Island | 11.8 | Part-time employment |
| 2020-09 | Prince Edward Island | 8.6 | Unemployment |
| 2020-10 | Prince Edward Island | 9.0 | Unemployment |
| 2020-11 | Prince Edward Island | 8.9 | Unemployment |
| 2020-12 | Prince Edward Island | 8.5 | Unemployment |
| 2021-01 | Prince Edward Island | 6.7 | Unemployment |
| 2020-09 | Prince Edward Island | 10.2 | Unemployment rate |
| 2020-10 | Prince Edward Island | 10.5 | Unemployment rate |
| 2020-11 | Prince Edward Island | 10.2 | Unemployment rate |
| 2020-12 | Prince Edward Island | 9.9 | Unemployment rate |
| 2021-01 | Prince Edward Island | 7.9 | Unemployment rate |
| 2020-09 | Prince Edward Island | 63.8 | Participation rate |
| 2020-10 | Prince Edward Island | 64.8 | Participation rate |
| 2020-11 | Prince Edward Island | 65.5 | Participation rate |
| 2020-12 | Prince Edward Island | 64.6 | Participation rate |
| 2021-01 | Prince Edward Island | 63.9 | Participation rate |
| 2020-09 | Prince Edward Island | 57.3 | Employment rate |
| 2020-10 | Prince Edward Island | 58.0 | Employment rate |
| 2020-11 | Prince Edward Island | 58.8 | Employment rate |
| 2020-12 | Prince Edward Island | 58.2 | Employment rate |
| 2021-01 | Prince Edward Island | 58.9 | Employment rate |
| 2020-09 | Nova Scotia | 815.9 | Population |
| 2020-10 | Nova Scotia | 816.5 | Population |
| 2020-11 | Nova Scotia | 816.9 | Population |
| 2020-12 | Nova Scotia | 817.0 | Population |
| 2021-01 | Nova Scotia | 817.2 | Population |
| 2020-09 | Nova Scotia | 487.5 | Labour force |
| 2020-10 | Nova Scotia | 496.1 | Labour force |
| 2020-11 | Nova Scotia | 495.7 | Labour force |
| 2020-12 | Nova Scotia | 498.7 | Labour force |
| 2021-01 | Nova Scotia | 504.8 | Labour force |
| 2020-09 | Nova Scotia | 448.0 | Employment |
| 2020-10 | Nova Scotia | 451.5 | Employment |
| 2020-11 | Nova Scotia | 462.7 | Employment |
| 2020-12 | Nova Scotia | 454.9 | Employment |
| 2021-01 | Nova Scotia | 462.7 | Employment |
| 2020-09 | Nova Scotia | 356.3 | Full-time employment |
| 2020-10 | Nova Scotia | 367.5 | Full-time employment |
| 2020-11 | Nova Scotia | 377.2 | Full-time employment |
| 2020-12 | Nova Scotia | 377.4 | Full-time employment |
| 2021-01 | Nova Scotia | 381.1 | Full-time employment |
| 2020-09 | Nova Scotia | 91.6 | Part-time employment |
| 2020-10 | Nova Scotia | 84.0 | Part-time employment |
| 2020-11 | Nova Scotia | 85.5 | Part-time employment |
| 2020-12 | Nova Scotia | 77.5 | Part-time employment |
| 2021-01 | Nova Scotia | 81.7 | Part-time employment |
| 2020-09 | Nova Scotia | 39.6 | Unemployment |
| 2020-10 | Nova Scotia | 44.7 | Unemployment |
| 2020-11 | Nova Scotia | 33.1 | Unemployment |
| 2020-12 | Nova Scotia | 43.8 | Unemployment |
| 2021-01 | Nova Scotia | 42.1 | Unemployment |
| 2020-09 | Nova Scotia | 8.1 | Unemployment rate |
| 2020-10 | Nova Scotia | 9.0 | Unemployment rate |
| 2020-11 | Nova Scotia | 6.7 | Unemployment rate |
| 2020-12 | Nova Scotia | 8.8 | Unemployment rate |
| 2021-01 | Nova Scotia | 8.3 | Unemployment rate |
| 2020-09 | Nova Scotia | 59.7 | Participation rate |
| 2020-10 | Nova Scotia | 60.8 | Participation rate |
| 2020-11 | Nova Scotia | 60.7 | Participation rate |
| 2020-12 | Nova Scotia | 61.0 | Participation rate |
| 2021-01 | Nova Scotia | 61.8 | Participation rate |
| 2020-09 | Nova Scotia | 54.9 | Employment rate |
| 2020-10 | Nova Scotia | 55.3 | Employment rate |
| 2020-11 | Nova Scotia | 56.6 | Employment rate |
| 2020-12 | Nova Scotia | 55.7 | Employment rate |
| 2021-01 | Nova Scotia | 56.6 | Employment rate |
| 2020-09 | New Brunswick | 647.6 | Population |
| 2020-10 | New Brunswick | 647.8 | Population |
| 2020-11 | New Brunswick | 648.0 | Population |
| 2020-12 | New Brunswick | 648.2 | Population |
| 2021-01 | New Brunswick | 648.4 | Population |
| 2020-09 | New Brunswick | 397.9 | Labour force |
| 2020-10 | New Brunswick | 399.1 | Labour force |
| 2020-11 | New Brunswick | 401.1 | Labour force |
| 2020-12 | New Brunswick | 398.9 | Labour force |
| 2021-01 | New Brunswick | 396.5 | Labour force |
| 2020-09 | New Brunswick | 354.3 | Employment |
| 2020-10 | New Brunswick | 357.5 | Employment |
| 2020-11 | New Brunswick | 361.5 | Employment |
| 2020-12 | New Brunswick | 360.7 | Employment |
| 2021-01 | New Brunswick | 361.8 | Employment |
| 2020-09 | New Brunswick | 300.4 | Full-time employment |
| 2020-10 | New Brunswick | 305.4 | Full-time employment |
| 2020-11 | New Brunswick | 307.9 | Full-time employment |
| 2020-12 | New Brunswick | 303.1 | Full-time employment |
| 2021-01 | New Brunswick | 300.7 | Full-time employment |
| 2020-09 | New Brunswick | 53.8 | Part-time employment |
| 2020-10 | New Brunswick | 52.1 | Part-time employment |
| 2020-11 | New Brunswick | 53.6 | Part-time employment |
| 2020-12 | New Brunswick | 57.6 | Part-time employment |
| 2021-01 | New Brunswick | 61.1 | Part-time employment |
| 2020-09 | New Brunswick | 43.7 | Unemployment |
| 2020-10 | New Brunswick | 41.6 | Unemployment |
| 2020-11 | New Brunswick | 39.6 | Unemployment |
| 2020-12 | New Brunswick | 38.2 | Unemployment |
| 2021-01 | New Brunswick | 34.7 | Unemployment |
| 2020-09 | New Brunswick | 11.0 | Unemployment rate |
| 2020-10 | New Brunswick | 10.4 | Unemployment rate |
| 2020-11 | New Brunswick | 9.9 | Unemployment rate |
| 2020-12 | New Brunswick | 9.6 | Unemployment rate |
| 2021-01 | New Brunswick | 8.8 | Unemployment rate |
| 2020-09 | New Brunswick | 61.4 | Participation rate |
| 2020-10 | New Brunswick | 61.6 | Participation rate |
| 2020-11 | New Brunswick | 61.9 | Participation rate |
| 2020-12 | New Brunswick | 61.5 | Participation rate |
| 2021-01 | New Brunswick | 61.2 | Participation rate |
| 2020-09 | New Brunswick | 54.7 | Employment rate |
| 2020-10 | New Brunswick | 55.2 | Employment rate |
| 2020-11 | New Brunswick | 55.8 | Employment rate |
| 2020-12 | New Brunswick | 55.6 | Employment rate |
| 2021-01 | New Brunswick | 55.8 | Employment rate |
| 2020-09 | Quebec | 7064.0 | Population |
| 2020-10 | Quebec | 7069.2 | Population |
| 2020-11 | Quebec | 7074.0 | Population |
| 2020-12 | Quebec | 7077.7 | Population |
| 2021-01 | Quebec | 7081.0 | Population |
| 2020-09 | Quebec | 4565.4 | Labour force |
| 2020-10 | Quebec | 4563.0 | Labour force |
| 2020-11 | Quebec | 4543.7 | Labour force |
| 2020-12 | Quebec | 4504.3 | Labour force |
| 2021-01 | Quebec | 4496.7 | Labour force |
| 2020-09 | Quebec | 4223.3 | Employment |
| 2020-10 | Quebec | 4210.8 | Employment |
| 2020-11 | Quebec | 4216.0 | Employment |
| 2020-12 | Quebec | 4200.0 | Employment |
| 2021-01 | Quebec | 4102.1 | Employment |
| 2020-09 | Quebec | 3433.6 | Full-time employment |
| 2020-10 | Quebec | 3447.5 | Full-time employment |
| 2020-11 | Quebec | 3456.8 | Full-time employment |
| 2020-12 | Quebec | 3448.3 | Full-time employment |
| 2021-01 | Quebec | 3442.8 | Full-time employment |
| 2020-09 | Quebec | 789.7 | Part-time employment |
| 2020-10 | Quebec | 763.3 | Part-time employment |
| 2020-11 | Quebec | 759.2 | Part-time employment |
| 2020-12 | Quebec | 751.7 | Part-time employment |
| 2021-01 | Quebec | 659.2 | Part-time employment |
| 2020-09 | Quebec | 342.1 | Unemployment |
| 2020-10 | Quebec | 352.2 | Unemployment |
| 2020-11 | Quebec | 327.7 | Unemployment |
| 2020-12 | Quebec | 304.3 | Unemployment |
| 2021-01 | Quebec | 394.6 | Unemployment |
| 2020-09 | Quebec | 7.5 | Unemployment rate |
| 2020-10 | Quebec | 7.7 | Unemployment rate |
| 2020-11 | Quebec | 7.2 | Unemployment rate |
| 2020-12 | Quebec | 6.8 | Unemployment rate |
| 2021-01 | Quebec | 8.8 | Unemployment rate |
| 2020-09 | Quebec | 64.6 | Participation rate |
| 2020-10 | Quebec | 64.5 | Participation rate |
| 2020-11 | Quebec | 64.2 | Participation rate |
| 2020-12 | Quebec | 63.6 | Participation rate |
| 2021-01 | Quebec | 63.5 | Participation rate |
| 2020-09 | Quebec | 59.8 | Employment rate |
| 2020-10 | Quebec | 59.6 | Employment rate |
| 2020-11 | Quebec | 59.6 | Employment rate |
| 2020-12 | Quebec | 59.3 | Employment rate |
| 2021-01 | Quebec | 57.9 | Employment rate |
| 2020-09 | Ontario | 12245.7 | Population |
| 2020-10 | Ontario | 12256.7 | Population |
| 2020-11 | Ontario | 12267.1 | Population |
| 2020-12 | Ontario | 12274.5 | Population |
| 2021-01 | Ontario | 12280.5 | Population |
| 2020-09 | Ontario | 7927.8 | Labour force |
| 2020-10 | Ontario | 7973.6 | Labour force |
| 2020-11 | Ontario | 7970.0 | Labour force |
| 2020-12 | Ontario | 8011.3 | Labour force |
| 2021-01 | Ontario | 7887.9 | Labour force |
| 2020-09 | Ontario | 7168.9 | Employment |
| 2020-10 | Ontario | 7200.6 | Employment |
| 2020-11 | Ontario | 7238.3 | Employment |
| 2020-12 | Ontario | 7239.0 | Employment |
| 2021-01 | Ontario | 7085.5 | Employment |
| 2020-09 | Ontario | 5885.4 | Full-time employment |
| 2020-10 | Ontario | 5891.9 | Full-time employment |
| 2020-11 | Ontario | 5959.6 | Full-time employment |
| 2020-12 | Ontario | 5966.8 | Full-time employment |
| 2021-01 | Ontario | 5965.9 | Full-time employment |
| 2020-09 | Ontario | 1283.4 | Part-time employment |
| 2020-10 | Ontario | 1308.7 | Part-time employment |
| 2020-11 | Ontario | 1278.7 | Part-time employment |
| 2020-12 | Ontario | 1272.3 | Part-time employment |
| 2021-01 | Ontario | 1119.6 | Part-time employment |
| 2020-09 | Ontario | 758.9 | Unemployment |
| 2020-10 | Ontario | 773.0 | Unemployment |
| 2020-11 | Ontario | 731.7 | Unemployment |
| 2020-12 | Ontario | 772.3 | Unemployment |
| 2021-01 | Ontario | 802.4 | Unemployment |
| 2020-09 | Ontario | 9.6 | Unemployment rate |
| 2020-10 | Ontario | 9.7 | Unemployment rate |
| 2020-11 | Ontario | 9.2 | Unemployment rate |
| 2020-12 | Ontario | 9.6 | Unemployment rate |
| 2021-01 | Ontario | 10.2 | Unemployment rate |
| 2020-09 | Ontario | 64.7 | Participation rate |
| 2020-10 | Ontario | 65.1 | Participation rate |
| 2020-11 | Ontario | 65.0 | Participation rate |
| 2020-12 | Ontario | 65.3 | Participation rate |
| 2021-01 | Ontario | 64.2 | Participation rate |
| 2020-09 | Ontario | 58.5 | Employment rate |
| 2020-10 | Ontario | 58.7 | Employment rate |
| 2020-11 | Ontario | 59.0 | Employment rate |
| 2020-12 | Ontario | 59.0 | Employment rate |
| 2021-01 | Ontario | 57.7 | Employment rate |
| 2020-09 | Manitoba | 1048.4 | Population |
| 2020-10 | Manitoba | 1049.1 | Population |
| 2020-11 | Manitoba | 1049.3 | Population |
| 2020-12 | Manitoba | 1049.4 | Population |
| 2021-01 | Manitoba | 1049.4 | Population |
| 2020-09 | Manitoba | 702.3 | Labour force |
| 2020-10 | Manitoba | 701.3 | Labour force |
| 2020-11 | Manitoba | 684.7 | Labour force |
| 2020-12 | Manitoba | 681.8 | Labour force |
| 2021-01 | Manitoba | 685.9 | Labour force |
| 2020-09 | Manitoba | 652.5 | Employment |
| 2020-10 | Manitoba | 651.9 | Employment |
| 2020-11 | Manitoba | 633.4 | Employment |
| 2020-12 | Manitoba | 625.5 | Employment |
| 2021-01 | Manitoba | 631.0 | Employment |
| 2020-09 | Manitoba | 519.1 | Full-time employment |
| 2020-10 | Manitoba | 518.1 | Full-time employment |
| 2020-11 | Manitoba | 514.3 | Full-time employment |
| 2020-12 | Manitoba | 509.8 | Full-time employment |
| 2021-01 | Manitoba | 525.8 | Full-time employment |
| 2020-09 | Manitoba | 133.4 | Part-time employment |
| 2020-10 | Manitoba | 133.8 | Part-time employment |
| 2020-11 | Manitoba | 119.1 | Part-time employment |
| 2020-12 | Manitoba | 115.7 | Part-time employment |
| 2021-01 | Manitoba | 105.3 | Part-time employment |
| 2020-09 | Manitoba | 49.8 | Unemployment |
| 2020-10 | Manitoba | 49.4 | Unemployment |
| 2020-11 | Manitoba | 51.3 | Unemployment |
| 2020-12 | Manitoba | 56.3 | Unemployment |
| 2021-01 | Manitoba | 54.8 | Unemployment |
| 2020-09 | Manitoba | 7.1 | Unemployment rate |
| 2020-10 | Manitoba | 7.0 | Unemployment rate |
| 2020-11 | Manitoba | 7.5 | Unemployment rate |
| 2020-12 | Manitoba | 8.3 | Unemployment rate |
| 2021-01 | Manitoba | 8.0 | Unemployment rate |
| 2020-09 | Manitoba | 67.0 | Participation rate |
| 2020-10 | Manitoba | 66.8 | Participation rate |
| 2020-11 | Manitoba | 65.3 | Participation rate |
| 2020-12 | Manitoba | 65.0 | Participation rate |
| 2021-01 | Manitoba | 65.4 | Participation rate |
| 2020-09 | Manitoba | 62.2 | Employment rate |
| 2020-10 | Manitoba | 62.1 | Employment rate |
| 2020-11 | Manitoba | 60.4 | Employment rate |
| 2020-12 | Manitoba | 59.6 | Employment rate |
| 2021-01 | Manitoba | 60.1 | Employment rate |
| 2020-09 | Saskatchewan | 888.0 | Population |
| 2020-10 | Saskatchewan | 887.9 | Population |
| 2020-11 | Saskatchewan | 888.0 | Population |
| 2020-12 | Saskatchewan | 888.1 | Population |
| 2021-01 | Saskatchewan | 888.2 | Population |
| 2020-09 | Saskatchewan | 598.9 | Labour force |
| 2020-10 | Saskatchewan | 595.6 | Labour force |
| 2020-11 | Saskatchewan | 593.9 | Labour force |
| 2020-12 | Saskatchewan | 592.3 | Labour force |
| 2021-01 | Saskatchewan | 589.7 | Labour force |
| 2020-09 | Saskatchewan | 556.6 | Employment |
| 2020-10 | Saskatchewan | 555.7 | Employment |
| 2020-11 | Saskatchewan | 551.6 | Employment |
| 2020-12 | Saskatchewan | 545.2 | Employment |
| 2021-01 | Saskatchewan | 547.4 | Employment |
| 2020-09 | Saskatchewan | 455.7 | Full-time employment |
| 2020-10 | Saskatchewan | 450.9 | Full-time employment |
| 2020-11 | Saskatchewan | 451.9 | Full-time employment |
| 2020-12 | Saskatchewan | 446.9 | Full-time employment |
| 2021-01 | Saskatchewan | 446.9 | Full-time employment |
| 2020-09 | Saskatchewan | 100.9 | Part-time employment |
| 2020-10 | Saskatchewan | 104.8 | Part-time employment |
| 2020-11 | Saskatchewan | 99.7 | Part-time employment |
| 2020-12 | Saskatchewan | 98.3 | Part-time employment |
| 2021-01 | Saskatchewan | 100.5 | Part-time employment |
| 2020-09 | Saskatchewan | 42.3 | Unemployment |
| 2020-10 | Saskatchewan | 39.9 | Unemployment |
| 2020-11 | Saskatchewan | 42.2 | Unemployment |
| 2020-12 | Saskatchewan | 47.1 | Unemployment |
| 2021-01 | Saskatchewan | 42.3 | Unemployment |
| 2020-09 | Saskatchewan | 7.1 | Unemployment rate |
| 2020-10 | Saskatchewan | 6.7 | Unemployment rate |
| 2020-11 | Saskatchewan | 7.1 | Unemployment rate |
| 2020-12 | Saskatchewan | 8.0 | Unemployment rate |
| 2021-01 | Saskatchewan | 7.2 | Unemployment rate |
| 2020-09 | Saskatchewan | 67.4 | Participation rate |
| 2020-10 | Saskatchewan | 67.1 | Participation rate |
| 2020-11 | Saskatchewan | 66.9 | Participation rate |
| 2020-12 | Saskatchewan | 66.7 | Participation rate |
| 2021-01 | Saskatchewan | 66.4 | Participation rate |
| 2020-09 | Saskatchewan | 62.7 | Employment rate |
| 2020-10 | Saskatchewan | 62.6 | Employment rate |
| 2020-11 | Saskatchewan | 62.1 | Employment rate |
| 2020-12 | Saskatchewan | 61.4 | Employment rate |
| 2021-01 | Saskatchewan | 61.6 | Employment rate |
| 2020-09 | Alberta | 3515.4 | Population |
| 2020-10 | Alberta | 3518.7 | Population |
| 2020-11 | Alberta | 3522.0 | Population |
| 2020-12 | Alberta | 3524.9 | Population |
| 2021-01 | Alberta | 3527.7 | Population |
| 2020-09 | Alberta | 2459.7 | Labour force |
| 2020-10 | Alberta | 2453.1 | Labour force |
| 2020-11 | Alberta | 2446.1 | Labour force |
| 2020-12 | Alberta | 2430.1 | Labour force |
| 2021-01 | Alberta | 2444.1 | Labour force |
| 2020-09 | Alberta | 2162.7 | Employment |
| 2020-10 | Alberta | 2187.7 | Employment |
| 2020-11 | Alberta | 2173.9 | Employment |
| 2020-12 | Alberta | 2160.6 | Employment |
| 2021-01 | Alberta | 2181.4 | Employment |
| 2020-09 | Alberta | 1751.1 | Full-time employment |
| 2020-10 | Alberta | 1764.5 | Full-time employment |
| 2020-11 | Alberta | 1730.8 | Full-time employment |
| 2020-12 | Alberta | 1767.0 | Full-time employment |
| 2021-01 | Alberta | 1766.7 | Full-time employment |
| 2020-09 | Alberta | 411.6 | Part-time employment |
| 2020-10 | Alberta | 423.2 | Part-time employment |
| 2020-11 | Alberta | 443.1 | Part-time employment |
| 2020-12 | Alberta | 393.6 | Part-time employment |
| 2021-01 | Alberta | 414.7 | Part-time employment |
| 2020-09 | Alberta | 297.0 | Unemployment |
| 2020-10 | Alberta | 265.5 | Unemployment |
| 2020-11 | Alberta | 272.3 | Unemployment |
| 2020-12 | Alberta | 269.5 | Unemployment |
| 2021-01 | Alberta | 262.7 | Unemployment |
| 2020-09 | Alberta | 12.1 | Unemployment rate |
| 2020-10 | Alberta | 10.8 | Unemployment rate |
| 2020-11 | Alberta | 11.1 | Unemployment rate |
| 2020-12 | Alberta | 11.1 | Unemployment rate |
| 2021-01 | Alberta | 10.7 | Unemployment rate |
| 2020-09 | Alberta | 70.0 | Participation rate |
| 2020-10 | Alberta | 69.7 | Participation rate |
| 2020-11 | Alberta | 69.5 | Participation rate |
| 2020-12 | Alberta | 68.9 | Participation rate |
| 2021-01 | Alberta | 69.3 | Participation rate |
| 2020-09 | Alberta | 61.5 | Employment rate |
| 2020-10 | Alberta | 62.2 | Employment rate |
| 2020-11 | Alberta | 61.7 | Employment rate |
| 2020-12 | Alberta | 61.3 | Employment rate |
| 2021-01 | Alberta | 61.8 | Employment rate |
| 2020-09 | British Columbia | 4311.3 | Population |
| 2020-10 | British Columbia | 4314.6 | Population |
| 2020-11 | British Columbia | 4317.5 | Population |
| 2020-12 | British Columbia | 4319.2 | Population |
| 2021-01 | British Columbia | 4320.6 | Population |
| 2020-09 | British Columbia | 2766.0 | Labour force |
| 2020-10 | British Columbia | 2791.3 | Labour force |
| 2020-11 | British Columbia | 2798.9 | Labour force |
| 2020-12 | British Columbia | 2798.2 | Labour force |
| 2021-01 | British Columbia | 2825.8 | Labour force |
| 2020-09 | British Columbia | 2528.8 | Employment |
| 2020-10 | British Columbia | 2566.8 | Employment |
| 2020-11 | British Columbia | 2595.4 | Employment |
| 2020-12 | British Columbia | 2596.8 | Employment |
| 2021-01 | British Columbia | 2599.6 | Employment |
| 2020-09 | British Columbia | 1961.7 | Full-time employment |
| 2020-10 | British Columbia | 1970.1 | Full-time employment |
| 2020-11 | British Columbia | 2024.7 | Full-time employment |
| 2020-12 | British Columbia | 2045.9 | Full-time employment |
| 2021-01 | British Columbia | 2050.4 | Full-time employment |
| 2020-09 | British Columbia | 567.1 | Part-time employment |
| 2020-10 | British Columbia | 596.7 | Part-time employment |
| 2020-11 | British Columbia | 570.7 | Part-time employment |
| 2020-12 | British Columbia | 550.9 | Part-time employment |
| 2021-01 | British Columbia | 549.2 | Part-time employment |
| 2020-09 | British Columbia | 237.2 | Unemployment |
| 2020-10 | British Columbia | 224.5 | Unemployment |
| 2020-11 | British Columbia | 203.5 | Unemployment |
| 2020-12 | British Columbia | 201.4 | Unemployment |
| 2021-01 | British Columbia | 226.2 | Unemployment |
| 2020-09 | British Columbia | 8.6 | Unemployment rate |
| 2020-10 | British Columbia | 8.0 | Unemployment rate |
| 2020-11 | British Columbia | 7.3 | Unemployment rate |
| 2020-12 | British Columbia | 7.2 | Unemployment rate |
| 2021-01 | British Columbia | 8.0 | Unemployment rate |
| 2020-09 | British Columbia | 64.2 | Participation rate |
| 2020-10 | British Columbia | 64.7 | Participation rate |
| 2020-11 | British Columbia | 64.8 | Participation rate |
| 2020-12 | British Columbia | 64.8 | Participation rate |
| 2021-01 | British Columbia | 65.4 | Participation rate |
| 2020-09 | British Columbia | 58.7 | Employment rate |
| 2020-10 | British Columbia | 59.5 | Employment rate |
| 2020-11 | British Columbia | 60.1 | Employment rate |
| 2020-12 | British Columbia | 60.1 | Employment rate |
| 2021-01 | British Columbia | 60.2 | Employment rate |
colnames(canada_un) <- c("date", "location", "unemployment_rate","characteristics")
canada_un <- canada_un %>% select_all() %>% filter(characteristics == "Unemployment rate")ggplot(data=canada_un, aes(x=date, y=unemployment_rate, group = location )) +
geom_line(aes(color=location)) +
geom_point(aes(color = location))
And here is the graph showing the unemployment across the different provinces and Canada as a whole.
It looks like Canadian unemployment has gone down overall, but it is trending upwards, it will be interesting to see how it turned out once the data up until March is out.
IMDB Top 250
imdb <- read.csv("https://raw.githubusercontent.com/jhumms/DATA607/main/tidyr/imdb_top.csv",header = FALSE, sep = ",")Another ugly dataframe and this one came without headers, but we will take care of that in a bit.
Here’s the process for this dataframe:
- Split the first column into rank, name, and year
- Analyze for the decades with highly rated movies.
imdb <- imdb %>% separate(1, into = c("rank", "name"), sep = "(?<=\\d)\\.")
imdb <- imdb %>% separate(2, into = c("name", "year"), sep = "\\(")Let’s rename the columns, clean up the year column, and then make sure all the columns are the correct data type.
colnames(imdb) <- c("rank", "name", "year", "rating")
imdb <- imdb %>% mutate(year = as.character(gsub(")","",year)))
imdb$year <- ymd(imdb$year, truncated = 2L)
imdb$rank <- as.numeric(imdb$rank)Finally, Tidy!
kable(imdb, "html") %>% kable_styling("striped") %>% scroll_box(width = "100%", height = "350px")| rank | name | year | rating |
|---|---|---|---|
| 1 | The Shawshank Redemption | 1994-01-01 | 9.2 |
| 2 | The Godfather | 1972-01-01 | 9.1 |
| 3 | The Godfather: Part II | 1974-01-01 | 9.0 |
| 4 | The Dark Knight | 2008-01-01 | 9.0 |
| 5 | 12 Angry Men | 1957-01-01 | 8.9 |
| 6 | Schindler’s List | 1993-01-01 | 8.9 |
| 7 | The Lord of the Rings: The Return of the King | 2003-01-01 | 8.9 |
| 8 | Pulp Fiction | 1994-01-01 | 8.8 |
| 9 | The Good, the Bad and the Ugly | 1966-01-01 | 8.8 |
| 10 | The Lord of the Rings: The Fellowship of the Ring | 2001-01-01 | 8.8 |
| 11 | Fight Club | 1999-01-01 | 8.8 |
| 12 | Forrest Gump | 1994-01-01 | 8.8 |
| 13 | Inception | 2010-01-01 | 8.7 |
| 14 | The Lord of the Rings: The Two Towers | 2002-01-01 | 8.7 |
| 15 | Star Wars: Episode V - The Empire Strikes Back | 1980-01-01 | 8.7 |
| 16 | The Matrix | 1999-01-01 | 8.6 |
| 17 | Goodfellas | 1990-01-01 | 8.6 |
| 18 | One Flew Over the Cuckoo’s Nest | 1975-01-01 | 8.6 |
| 19 | Seven Samurai | 1954-01-01 | 8.6 |
| 20 | Se7en | 1995-01-01 | 8.6 |
| 21 | Life Is Beautiful | 1997-01-01 | 8.6 |
| 22 | City of God | 2002-01-01 | 8.6 |
| 23 | The Silence of the Lambs | 1991-01-01 | 8.6 |
| 24 | It’s a Wonderful Life | 1946-01-01 | 8.6 |
| 25 | Star Wars: Episode IV - A New Hope | 1977-01-01 | 8.6 |
| 26 | Saving Private Ryan | 1998-01-01 | 8.6 |
| 27 | The Green Mile | 1999-01-01 | 8.5 |
| 28 | Spirited Away | 2001-01-01 | 8.5 |
| 29 | Interstellar | 2014-01-01 | 8.5 |
| 30 | Parasite | 2019-01-01 | 8.5 |
| 31 | Léon: The Professional | 1994-01-01 | 8.5 |
| 32 | Hara-Kiri | 1962-01-01 | 8.5 |
| 33 | The Usual Suspects | 1995-01-01 | 8.5 |
| 34 | The Lion King | 1994-01-01 | 8.5 |
| 35 | The Pianist | 2002-01-01 | 8.5 |
| 36 | Back to the Future | 1985-01-01 | 8.5 |
| 37 | Terminator 2: Judgment Day | 1991-01-01 | 8.5 |
| 38 | American History X | 1998-01-01 | 8.5 |
| 39 | Modern Times | 1936-01-01 | 8.5 |
| 40 | Gladiator | 2000-01-01 | 8.5 |
| 41 | Psycho | 1960-01-01 | 8.5 |
| 42 | The Departed | 2006-01-01 | 8.5 |
| 43 | City Lights | 1931-01-01 | 8.5 |
| 44 | The Intouchables | 2011-01-01 | 8.5 |
| 45 | Whiplash | 2014-01-01 | 8.5 |
| 46 | Grave of the Fireflies | 1988-01-01 | 8.5 |
| 47 | The Prestige | 2006-01-01 | 8.5 |
| 48 | Once Upon a Time in the West | 1968-01-01 | 8.4 |
| 49 | Casablanca | 1942-01-01 | 8.4 |
| 50 | Cinema Paradiso | 1988-01-01 | 8.4 |
| 51 | Rear Window | 1954-01-01 | 8.4 |
| 52 | Alien | 1979-01-01 | 8.4 |
| 53 | Apocalypse Now | 1979-01-01 | 8.4 |
| 54 | Memento | 2000-01-01 | 8.4 |
| 55 | The Great Dictator | 1940-01-01 | 8.4 |
| 56 | Indiana Jones and the Raiders of the Lost Ark | 1981-01-01 | 8.4 |
| 57 | Django Unchained | 2012-01-01 | 8.4 |
| 58 | The Lives of Others | 2006-01-01 | 8.4 |
| 59 | Hamilton | 2020-01-01 | 8.4 |
| 60 | Paths of Glory | 1957-01-01 | 8.4 |
| 61 | Joker | 2019-01-01 | 8.4 |
| 62 | WALL·E | 2008-01-01 | 8.4 |
| 63 | The Shining | 1980-01-01 | 8.4 |
| 64 | Avengers: Infinity War | 2018-01-01 | 8.4 |
| 65 | Sunset Blvd. | 1950-01-01 | 8.4 |
| 66 | Witness for the Prosecution | 1957-01-01 | 8.4 |
| 67 | Oldboy | 2003-01-01 | 8.3 |
| 68 | Spider-Man: Into the Spider-Verse | 2018-01-01 | 8.3 |
| 69 | Princess Mononoke | 1997-01-01 | 8.3 |
| 70 | Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb | 1964-01-01 | 8.3 |
| 71 | The Dark Knight Rises | 2012-01-01 | 8.3 |
| 72 | Once Upon a Time in America | 1984-01-01 | 8.3 |
| 73 | Your Name. | 2016-01-01 | 8.3 |
| 74 | Aliens | 1986-01-01 | 8.3 |
| 75 | Coco | 2017-01-01 | 8.3 |
| 76 | Avengers: Endgame | 2019-01-01 | 8.3 |
| 77 | Capernaum | 2018-01-01 | 8.3 |
| 78 | American Beauty | 1999-01-01 | 8.3 |
| 79 | Braveheart | 1995-01-01 | 8.3 |
| 80 | Das Boot | 1981-01-01 | 8.3 |
| 81 | High and Low | 1963-01-01 | 8.3 |
| 82 | Toy Story | 1995-01-01 | 8.3 |
| 83 | 3 Idiots | 2009-01-01 | 8.3 |
| 84 | Amadeus | 1984-01-01 | 8.3 |
| 85 | Inglourious Basterds | 2009-01-01 | 8.3 |
| 86 | Good Will Hunting | 1997-01-01 | 8.3 |
| 87 | Star Wars: Episode VI - Return of the Jedi | 1983-01-01 | 8.3 |
| 88 | Like Stars on Earth | 2007-01-01 | 8.3 |
| 89 | Reservoir Dogs | 1992-01-01 | 8.3 |
| 90 | 2001: A Space Odyssey | 1968-01-01 | 8.3 |
| 91 | Requiem for a Dream | 2000-01-01 | 8.3 |
| 92 | Vertigo | 1958-01-01 | 8.3 |
| 93 | The Hunt | 2012-01-01 | 8.3 |
| 94 | M | 1931-01-01 | 8.3 |
| 95 | Eternal Sunshine of the Spotless Mind | 2004-01-01 | 8.3 |
| 96 | Citizen Kane | 1941-01-01 | 8.3 |
| 97 | Dangal | 2016-01-01 | 8.3 |
| 98 | Singin’ in the Rain | 1952-01-01 | 8.2 |
| 99 | Bicycle Thieves | 1948-01-01 | 8.2 |
| 100 | Full Metal Jacket | 1987-01-01 | 8.2 |
| 101 | The Kid | 1921-01-01 | 8.2 |
| 102 | Come and See | 1985-01-01 | 8.2 |
| 103 | Snatch | 2000-01-01 | 8.2 |
| 104 | North by Northwest | 1959-01-01 | 8.2 |
| 105 | Ikiru | 1952-01-01 | 8.2 |
| 106 | A Clockwork Orange | 1971-01-01 | 8.2 |
| 107 | Scarface | 1983-01-01 | 8.2 |
| 108 | 1917 | 2019-01-01 | 8.2 |
| 109 | Taxi Driver | 1976-01-01 | 8.2 |
| 110 | Incendies | 2010-01-01 | 8.2 |
| 111 | A Separation | 2011-01-01 | 8.2 |
| 112 | Lawrence of Arabia | 1962-01-01 | 8.2 |
| 113 | Toy Story 3 | 2010-01-01 | 8.2 |
| 114 | The Sting | 1973-01-01 | 8.2 |
| 115 | Amélie | 2001-01-01 | 8.2 |
| 116 | Metropolis | 1927-01-01 | 8.2 |
| 117 | The Apartment | 1960-01-01 | 8.2 |
| 118 | For a Few Dollars More | 1965-01-01 | 8.2 |
| 119 | Double Indemnity | 1944-01-01 | 8.2 |
| 120 | To Kill a Mockingbird | 1962-01-01 | 8.2 |
| 121 | Up | 2009-01-01 | 8.2 |
| 122 | Indiana Jones and the Last Crusade | 1989-01-01 | 8.2 |
| 123 | Heat | 1995-01-01 | 8.2 |
| 124 | L.A. Confidential | 1997-01-01 | 8.2 |
| 125 | Green Book | 2018-01-01 | 8.2 |
| 126 | Die Hard | 1988-01-01 | 8.2 |
| 127 | Monty Python and the Holy Grail | 1975-01-01 | 8.2 |
| 128 | Batman Begins | 2005-01-01 | 8.2 |
| 129 | Yojimbo | 1961-01-01 | 8.2 |
| 130 | Rashomon | 1950-01-01 | 8.2 |
| 131 | Downfall | 2004-01-01 | 8.2 |
| 132 | Children of Heaven | 1997-01-01 | 8.2 |
| 133 | Unforgiven | 1992-01-01 | 8.2 |
| 134 | Ran | 1985-01-01 | 8.2 |
| 135 | Some Like It Hot | 1959-01-01 | 8.2 |
| 136 | Howl’s Moving Castle | 2004-01-01 | 8.2 |
| 137 | All About Eve | 1950-01-01 | 8.2 |
| 138 | Casino | 1995-01-01 | 8.2 |
| 139 | A Beautiful Mind | 2001-01-01 | 8.2 |
| 140 | The Wolf of Wall Street | 2013-01-01 | 8.2 |
| 141 | The Great Escape | 1963-01-01 | 8.2 |
| 142 | Pan’s Labyrinth | 2006-01-01 | 8.2 |
| 143 | There Will Be Blood | 2007-01-01 | 8.1 |
| 144 | The Secret in Their Eyes | 2009-01-01 | 8.1 |
| 145 | Lock, Stock and Two Smoking Barrels | 1998-01-01 | 8.1 |
| 146 | Judgment at Nuremberg | 1961-01-01 | 8.1 |
| 147 | My Neighbor Totoro | 1988-01-01 | 8.1 |
| 148 | Raging Bull | 1980-01-01 | 8.1 |
| 149 | The Treasure of the Sierra Madre | 1948-01-01 | 8.1 |
| 150 | Dial M for Murder | 1954-01-01 | 8.1 |
| 151 | Three Billboards Outside Ebbing, Missouri | 2017-01-01 | 8.1 |
| 152 | Shutter Island | 2010-01-01 | 8.1 |
| 153 | The Gold Rush | 1925-01-01 | 8.1 |
| 154 | Chinatown | 1974-01-01 | 8.1 |
| 155 | My Father and My Son | 2005-01-01 | 8.1 |
| 156 | No Country for Old Men | 2007-01-01 | 8.1 |
| 157 | V for Vendetta | 2005-01-01 | 8.1 |
| 158 | Inside Out | 2015-01-01 | 8.1 |
| 159 | The Elephant Man | 1980-01-01 | 8.1 |
| 160 | The Thing | 1982-01-01 | 8.1 |
| 161 | The Seventh Seal | 1957-01-01 | 8.1 |
| 162 | Warrior | 2011-01-01 | 8.1 |
| 163 | The Sixth Sense | 1999-01-01 | 8.1 |
| 164 | Jurassic Park | 1993-01-01 | 8.1 |
| 165 | Klaus | 2019-01-01 | 8.1 |
| 166 | Trainspotting | 1996-01-01 | 8.1 |
| 167 | The Truman Show | 1998-01-01 | 8.1 |
| 168 | Gone with the Wind | 1939-01-01 | 8.1 |
| 169 | Finding Nemo | 2003-01-01 | 8.1 |
| 170 | Stalker | 1979-01-01 | 8.1 |
| 171 | Wild Strawberries | 1957-01-01 | 8.1 |
| 172 | Blade Runner | 1982-01-01 | 8.1 |
| 173 | Kill Bill: Vol. 1 | 2003-01-01 | 8.1 |
| 174 | Memories of Murder | 2003-01-01 | 8.1 |
| 175 | The Bridge on the River Kwai | 1957-01-01 | 8.1 |
| 176 | Fargo | 1996-01-01 | 8.1 |
| 177 | Room | 2015-01-01 | 8.1 |
| 178 | Wild Tales | 2014-01-01 | 8.1 |
| 179 | Gran Torino | 2008-01-01 | 8.1 |
| 180 | Tokyo Story | 1953-01-01 | 8.1 |
| 181 | The Third Man | 1949-01-01 | 8.1 |
| 182 | On the Waterfront | 1954-01-01 | 8.1 |
| 183 | The Deer Hunter | 1978-01-01 | 8.1 |
| 184 | In the Name of the Father | 1993-01-01 | 8.1 |
| 185 | Mary and Max | 2009-01-01 | 8.1 |
| 186 | The Grand Budapest Hotel | 2014-01-01 | 8.1 |
| 187 | Before Sunrise | 1995-01-01 | 8.1 |
| 188 | Gone Girl | 2014-01-01 | 8.1 |
| 189 | Catch Me If You Can | 2002-01-01 | 8.1 |
| 190 | Hacksaw Ridge | 2016-01-01 | 8.1 |
| 191 | Prisoners | 2013-01-01 | 8.1 |
| 192 | Persona | 1966-01-01 | 8.1 |
| 193 | Andhadhun | 2018-01-01 | 8.1 |
| 194 | Sherlock Jr. | 1924-01-01 | 8.1 |
| 195 | The Big Lebowski | 1998-01-01 | 8.1 |
| 196 | Raatchasan | 2018-01-01 | 8.1 |
| 197 | To Be or Not to Be | 1942-01-01 | 8.1 |
| 198 | The General | 1926-01-01 | 8.1 |
| 199 | Barry Lyndon | 1975-01-01 | 8.1 |
| 200 | How to Train Your Dragon | 2010-01-01 | 8.1 |
| 201 | Anand | 1971-01-01 | 8.1 |
| 202 | Autumn Sonata | 1978-01-01 | 8.1 |
| 203 | Ford v Ferrari | 2019-01-01 | 8.1 |
| 204 | 12 Years a Slave | 2013-01-01 | 8.1 |
| 205 | The Bandit | 1996-01-01 | 8.1 |
| 206 | Mr. Smith Goes to Washington | 1939-01-01 | 8.1 |
| 207 | Mad Max: Fury Road | 2015-01-01 | 8.1 |
| 208 | Dead Poets Society | 1989-01-01 | 8.1 |
| 209 | Million Dollar Baby | 2004-01-01 | 8.1 |
| 210 | Stand by Me | 1986-01-01 | 8.1 |
| 211 | Network | 1976-01-01 | 8.1 |
| 212 | Harry Potter and the Deathly Hallows: Part 2 | 2011-01-01 | 8.1 |
| 213 | Ben-Hur | 1959-01-01 | 8.1 |
| 214 | Hachi: A Dog’s Tale | 2009-01-01 | 8.1 |
| 215 | Cool Hand Luke | 1967-01-01 | 8.1 |
| 216 | The Handmaiden | 2016-01-01 | 8.1 |
| 217 | Logan | 2017-01-01 | 8.0 |
| 218 | Platoon | 1986-01-01 | 8.0 |
| 219 | Into the Wild | 2007-01-01 | 8.0 |
| 220 | Soul | 2020-01-01 | 8.0 |
| 221 | Rush | 2013-01-01 | 8.0 |
| 222 | The Wages of Fear | 1953-01-01 | 8.0 |
| 223 | Monty Python’s Life of Brian | 1979-01-01 | 8.0 |
| 224 | La Haine | 1995-01-01 | 8.0 |
| 225 | The 400 Blows | 1959-01-01 | 8.0 |
| 226 | The Passion of Joan of Arc | 1928-01-01 | 8.0 |
| 227 | Spotlight | 2015-01-01 | 8.0 |
| 228 | Hotel Rwanda | 2004-01-01 | 8.0 |
| 229 | Amores Perros | 2000-01-01 | 8.0 |
| 230 | Gangs of Wasseypur | 2012-01-01 | 8.0 |
| 231 | Rocky | 1976-01-01 | 8.0 |
| 232 | Monsters, Inc. | 2001-01-01 | 8.0 |
| 233 | Andrei Rublev | 1966-01-01 | 8.0 |
| 234 | Nausicaä of the Valley of the Wind | 1984-01-01 | 8.0 |
| 235 | Rebecca | 1940-01-01 | 8.0 |
| 236 | Time of the Gypsies | 1988-01-01 | 8.0 |
| 237 | Before Sunset | 2004-01-01 | 8.0 |
| 238 | Rang De Basanti | 2006-01-01 | 8.0 |
| 239 | In the Mood for Love | 2000-01-01 | 8.0 |
| 240 | Rififi | 1955-01-01 | 8.0 |
| 241 | Paris, Texas | 1984-01-01 | 8.0 |
| 242 | Drishyam | 2013-01-01 | 8.0 |
| 243 | Portrait of a Lady on Fire | 2019-01-01 | 8.0 |
| 244 | It Happened One Night | 1934-01-01 | 8.0 |
| 245 | The Invisible Guest | 2016-01-01 | 8.0 |
| 246 | Drishyam | 2015-01-01 | 8.0 |
| 247 | A Silent Voice: The Movie | 2016-01-01 | 8.0 |
| 248 | The Battle of Algiers | 1966-01-01 | 8.0 |
| 249 | The Help | 2011-01-01 | 8.0 |
| 250 | Tangerines | 2013-01-01 | 8.0 |
Let’s make this easy to look at and group the movies by decade and then let’s see how many movies there are in the top 250 by decade. Claire had originally thought that there would be a lot of older movies which were highly ranked because they became classics.
imdb$decade <- floor_date(imdb$year, years(10))
kable(imdb %>% select(decade, rating) %>% group_by(decade) %>% summarise(number_movies = n())%>% arrange((number_movies)), "html") %>% kable_styling("striped") %>% scroll_box(width = "100%", height = "350px")| decade | number_movies |
|---|---|
| 2020-01-01 | 2 |
| 1920-01-01 | 6 |
| 1930-01-01 | 6 |
| 1940-01-01 | 10 |
| 1960-01-01 | 18 |
| 1970-01-01 | 19 |
| 1950-01-01 | 23 |
| 1980-01-01 | 28 |
| 1990-01-01 | 39 |
| 2000-01-01 | 47 |
| 2010-01-01 | 52 |
Interestingly, it seems that the past four decades have a lot of movies in the top 250. This may actually show bias in that younger people who use the internet are more likely to rate movies online (to check this out we would need to get the demographics of reviewers on IMDB).
Let’s see which decades rank the highest.
movie <- imdb %>% select(decade, rating) %>% group_by(decade) %>% summarise(avg_rating = mean(rating)) %>% arrange(desc(avg_rating))
kable(movie, "html") %>% kable_styling("striped") %>% scroll_box(width = "100%", height = "350px")| decade | avg_rating |
|---|---|
| 1990-01-01 | 8.382051 |
| 1970-01-01 | 8.294737 |
| 2000-01-01 | 8.263830 |
| 1960-01-01 | 8.255556 |
| 1930-01-01 | 8.250000 |
| 1940-01-01 | 8.240000 |
| 1950-01-01 | 8.230435 |
| 1980-01-01 | 8.225000 |
| 2020-01-01 | 8.200000 |
| 2010-01-01 | 8.180769 |
| 1920-01-01 | 8.116667 |
Let’s see what it looks like graphed.
ggplot(data=movie, aes(x = reorder(decade, -avg_rating), y=avg_rating)) +
geom_bar(stat='identity') +
coord_flip() +
labs(title="Average Rating of Movies by Decade",
x ="Decade", y = "Average Rating")
This actually shows that the movies from the 90s are the best! Since these are the movies from my childhood and I also am one of the first generations who has widespread access to the internet, I’m going to guess that the user base is younger, and that is also shown by the 2000s being in third. However, it is interesting that 1960-1980 and 1990-2010 are the top four. Must have been good years for movies!