{"id":3785,"date":"2023-07-15T13:42:37","date_gmt":"2023-07-15T13:42:37","guid":{"rendered":"https:\/\/statorials.org\/my\/ggplot2-%e1%80%80%e1%80%bc%e1%80%b6%e1%80%85%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%af-%e1%80%a1%e1%80%93%e1%80%ad%e1%80%95%e1%80%b9%e1%80%95%e1%80%ab%e1%80%9a%e1%80%ba%e1%80%94%e1%80%be%e1%80%84\/"},"modified":"2023-07-15T13:42:37","modified_gmt":"2023-07-15T13:42:37","slug":"ggplot2-%e1%80%80%e1%80%bc%e1%80%b6%e1%80%85%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%af-%e1%80%a1%e1%80%93%e1%80%ad%e1%80%95%e1%80%b9%e1%80%95%e1%80%ab%e1%80%9a%e1%80%ba%e1%80%94%e1%80%be%e1%80%84","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/ggplot2-%e1%80%80%e1%80%bc%e1%80%b6%e1%80%85%e1%80%8a%e1%80%ba%e1%80%99%e1%80%be%e1%80%af-%e1%80%a1%e1%80%93%e1%80%ad%e1%80%95%e1%80%b9%e1%80%95%e1%80%ab%e1%80%9a%e1%80%ba%e1%80%94%e1%80%be%e1%80%84\/","title":{"rendered":"Ggplot2 \u1010\u103d\u1004\u103a mean \u1014\u103e\u1004\u1037\u103a standard deviation \u1000\u102d\u102f \u1018\u101a\u103a\u101c\u102d\u102f\u1006\u103d\u1032\u1019\u101c\u1032\u104b"},"content":{"rendered":"

<\/p>\n

\n

\u1019\u1000\u103c\u102c\u1001\u100f ggplot2 \u1010\u103d\u1004\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1021\u101c\u102d\u102f\u1000\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u1004\u1037\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u101e\u1004\u103a\u1000\u103c\u1036\u1005\u100a\u103a\u101c\u102d\u102f\u1015\u1031\u1019\u100a\u103a\u104b<\/span><\/p>\n

\u1000\u1036\u1000\u1031\u102c\u1004\u103a\u1038\u1011\u1031\u102c\u1000\u103a\u1019\u1005\u103d\u102c\u104a \u104e\u1004\u103a\u1038\u101e\u100a\u103a ggplot2 \u101b\u103e\u102d geom_point()<\/strong> \u1014\u103e\u1004\u1037\u103a geom_errorbar()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a \u101c\u103d\u101a\u103a\u1000\u1030\u101e\u100a\u103a\u104b<\/span><\/p>\n

\u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\u101e\u100a\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c \u1018\u1010\u103a\u1005\u1000\u1000\u103a\u1018\u1031\u102c\u1021\u101e\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1019\u103e \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u1004\u1037\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u1037\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1002\u101b\u1015\u103a\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a \u1024\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a-<\/span> <\/p>\n

\"ggplot2<\/p>\n

\u1025\u1015\u1019\u102c- ggplot2 \u101b\u103e\u102d \u1006\u102d\u102f\u101c\u102d\u102f\u101b\u1004\u103a\u1038\u1014\u103e\u1004\u1037\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f \u1000\u103c\u1036\u1005\u100a\u103a\u1001\u103c\u1004\u103a\u1038\u104b<\/strong><\/span><\/h2>\n

\u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u101e\u1004\u103a\u1038\u101e\u102f\u1036\u1038\u101e\u1004\u103a\u1038\u1019\u103e \u1018\u1010\u103a\u1005\u1000\u1000\u103a\u1018\u1031\u102c\u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u1019\u103e \u101b\u1019\u103e\u1010\u103a\u1021\u101b\u1031\u1021\u1010\u103d\u1000\u103a\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1021\u1001\u103b\u1000\u103a\u1021\u101c\u1000\u103a\u1019\u103b\u102c\u1038\u1015\u102b\u101b\u103e\u102d\u101e\u1031\u102c R \u1010\u103d\u1004\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1012\u1031\u1010\u102c\u1018\u1031\u102c\u1004\u103a\u1010\u1005\u103a\u1001\u102f\u101b\u103e\u102d\u101e\u100a\u103a\u1006\u102d\u102f\u1015\u102b\u1005\u102d\u102f\u1037\u104b<\/span><\/p>\n

 #create data frame<\/span>\ndf <- data. frame<\/span> (team=rep(c(' A<\/span> ', ' B<\/span> ', ' C<\/span> '), each= 6<\/span> ),\n                 points=c(8, 10, 12, 12, 14, 15, 10, 11, 12,\n                          18, 22, 24, 3, 5, 5, 6, 7, 9))\n\n#view head of data frame\n<\/span>head(df)\n\n  team points\n1 to 8\n2 to 10\n3 to 12\n4 to 12\n5 to 14\n6 to 15<\/strong><\/span><\/pre>\n
 \u1021\u1016\u103d\u1032\u1037\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101b\u103e\u102d \u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u1019\u103e \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u1004\u1037\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u101c\u103b\u1004\u103a\u1019\u103c\u1014\u103a\u1005\u103d\u102c\u1010\u103d\u1000\u103a\u1001\u103b\u1000\u103a\u101b\u1014\u103a dplyr<\/strong> \u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a\u101b\u103e\u102d \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n
 library<\/span> (dplyr)\n\n#calculate mean and sd of points by team\n<\/span>df_mean_std <- df %>%\n  group_by(team) %>%\n  summarise_at(vars(points), list(mean=mean, sd=sd)) %>% \n  as. data<\/span> . frame<\/span> ()\n\n#view results\n<\/span>df_mean_std\n\n  team mean sd\n1 A 11.833333 2.562551\n2 B 16.166667 6.013873\n3 C 5.833333 2.041241\n<\/strong><\/span><\/pre>\n
 \u1014\u1031\u102c\u1000\u103a\u1006\u102f\u1036\u1038\u1010\u103d\u1004\u103a\u104a \u1021\u101e\u1004\u103a\u1038\u1010\u1005\u103a\u101e\u1004\u103a\u1038\u1005\u102e\u101b\u103e\u102d \u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u1019\u103e \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u1004\u1037\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1019\u103c\u1004\u103a\u101e\u102c\u1005\u1031\u101b\u1014\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b ggplot2<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span> <\/p>\n
 library<\/span> (ggplot2)\n\n#plot mean and standard deviation of points by team\n<\/span>ggplot(df_mean_std, aes(x=team, y=mean)) + \n  geom_errorbar(aes(ymin=mean-sd, ymax=mean+sd), width= .3<\/span> ) +\n  geom_point(size= 2<\/span> )<\/strong><\/span> <\/pre>\n
\"ggplot2<\/p>\n
 \u101b\u101c\u1012\u103a\u1002\u101b\u1015\u103a\u101e\u100a\u103a \u1021\u101e\u1004\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u101b\u103e\u102d \u1000\u1005\u102c\u1038\u101e\u1019\u102c\u1038\u1019\u103b\u102c\u1038\u1019\u103e \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u1004\u1037\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a\u104b<\/span><\/p>\n
 \u1005\u1000\u103a\u101d\u102d\u102f\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u101e\u100a\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u1015\u103c\u102e\u1038 \u1005\u1000\u103a\u101d\u102d\u102f\u1004\u103a\u1038\u1010\u1005\u103a\u1001\u102f\u1005\u102e\u104f \u1021\u1011\u1000\u103a\u1014\u103e\u1004\u1037\u103a\u1021\u1031\u102c\u1000\u103a \u1018\u102c\u1038\u1019\u103b\u102c\u1038\u104f \u1021\u101b\u103e\u100a\u103a\u101e\u100a\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1000\u102d\u102f\u101a\u103a\u1005\u102c\u1038\u1015\u103c\u102f\u101e\u100a\u103a\u104b<\/span><\/p>\n
 \u1019\u103e\u1010\u103a\u1001\u103b\u1000\u103a<\/strong> – geom_errorbar()<\/strong> \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u101b\u103e\u102d width<\/strong> argument \u101e\u100a\u103a error bars \u1019\u103b\u102c\u1038\u104f width \u1000\u102d\u102f \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1015\u1031\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1000\u103d\u1000\u103a\u101c\u1015\u103a\u101b\u103e\u102d \u1021\u1019\u103e\u102c\u1038\u1021\u101a\u103d\u1004\u103a\u1038\u1018\u102c\u1038\u1019\u103b\u102c\u1038\u104f \u1021\u1000\u103b\u101a\u103a\u1000\u102d\u102f \u1001\u103b\u102d\u1014\u103a\u100a\u103e\u102d\u101b\u1014\u103a \u1024\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1000\u102d\u102f \u101c\u103d\u1010\u103a\u101c\u1015\u103a\u1005\u103d\u102c\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u102b\u104b<\/span><\/p>\n
 \u1011\u1015\u103a\u101c\u1031\u102c\u1004\u103a\u1038\u1021\u101b\u1004\u103a\u1038\u1021\u1019\u103c\u1005\u103a\u1019\u103b\u102c\u1038<\/strong><\/span><\/h2>\n
 \u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1019\u103b\u102c\u1038\u101e\u100a\u103a ggplot2 \u1010\u103d\u1004\u103a \u1021\u1001\u103c\u102c\u1038\u1018\u102f\u1036\u1021\u101c\u102f\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1019\u100a\u103a\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u101e\u100a\u103a-<\/span><\/p>\n
 ggplot2 \u1000\u103d\u1000\u103a\u1019\u103b\u102c\u1038\u101e\u102d\u102f\u1037 \u1012\u100f\u1039\u100d\u102c\u101b\u102e\u1011\u100a\u1037\u103a\u1014\u100a\u103a\u1038<\/a>
 ggplot2 \u1010\u103d\u1004\u103a \u1016\u1031\u102c\u1004\u1037\u103a\u1021\u101b\u103d\u101a\u103a\u1021\u1005\u102c\u1038\u1000\u102d\u102f \u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u100a\u103a\u1014\u100a\u103a\u1038\u104b<\/a>
 ggplot2 \u1010\u103d\u1004\u103a\u1012\u100f\u1039\u100d\u102c\u101b\u102e\u1000\u102d\u102f\u1019\u100a\u103a\u101e\u102d\u102f\u1037\u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1014\u100a\u103a\u1038<\/a>
 ggplot2 \u1010\u103d\u1004\u103a \u101d\u1004\u103a\u101b\u102d\u102f\u1038\u1010\u1036\u1006\u102d\u1015\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u101c\u103e\u100a\u1037\u103a\u1014\u100a\u103a\u1038<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"
\u1019\u1000\u103c\u102c\u1001\u100f ggplot2 \u1010\u103d\u1004\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1021\u101c\u102d\u102f\u1000\u103a \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u1004\u1037\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u101e\u1004\u103a\u1000\u103c\u1036\u1005\u100a\u103a\u101c\u102d\u102f\u1015\u1031\u1019\u100a\u103a\u104b \u1000\u1036\u1000\u1031\u102c\u1004\u103a\u1038\u1011\u1031\u102c\u1000\u103a\u1019\u1005\u103d\u102c\u104a \u104e\u1004\u103a\u1038\u101e\u100a\u103a ggplot2 \u101b\u103e\u102d geom_point() \u1014\u103e\u1004\u1037\u103a geom_errorbar() \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a \u101c\u103d\u101a\u103a\u1000\u1030\u101e\u100a\u103a\u104b \u1021\u1031\u102c\u1000\u103a\u1016\u1031\u102c\u103a\u1015\u103c\u1015\u102b \u1025\u1015\u1019\u102c\u101e\u100a\u103a \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c \u1018\u1010\u103a\u1005\u1000\u1000\u103a\u1018\u1031\u102c\u1021\u101e\u1004\u103a\u1038\u1019\u103b\u102c\u1038\u1019\u103e \u101b\u1019\u103e\u1010\u103a\u1019\u103b\u102c\u1038\u104f \u1015\u103b\u1019\u103a\u1038\u1019\u103b\u103e\u1014\u103e\u1004\u1037\u103a \u1005\u1036\u101e\u103d\u1031\u1016\u100a\u103a\u1019\u103e\u102f\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u1037\u103a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1002\u101b\u1015\u103a\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a \u1024\u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u1015\u103c\u101e\u101e\u100a\u103a- \u1025\u1015\u1019\u102c- ggplot2 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