{"id":473,"date":"2023-07-29T19:13:06","date_gmt":"2023-07-29T19:13:06","guid":{"rendered":"https:\/\/statorials.org\/my\/ggplot2-%e1%80%80%e1%80%ad%e1%80%af-%e1%80%a1%e1%80%9e%e1%80%af%e1%80%b6%e1%80%b8%e1%80%95%e1%80%bc%e1%80%af%e1%81%8d-r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba-%e1%80%80%e1%80%bd%e1%80%80%e1%80%ba\/"},"modified":"2023-07-29T19:13:06","modified_gmt":"2023-07-29T19:13:06","slug":"ggplot2-%e1%80%80%e1%80%ad%e1%80%af-%e1%80%a1%e1%80%9e%e1%80%af%e1%80%b6%e1%80%b8%e1%80%95%e1%80%bc%e1%80%af%e1%81%8d-r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba-%e1%80%80%e1%80%bd%e1%80%80%e1%80%ba","status":"publish","type":"post","link":"https:\/\/statorials.org\/my\/ggplot2-%e1%80%80%e1%80%ad%e1%80%af-%e1%80%a1%e1%80%9e%e1%80%af%e1%80%b6%e1%80%b8%e1%80%95%e1%80%bc%e1%80%af%e1%81%8d-r-%e1%80%90%e1%80%bd%e1%80%84%e1%80%ba-%e1%80%80%e1%80%bd%e1%80%80%e1%80%ba\/","title":{"rendered":"Ggplot2 \u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d r \u1010\u103d\u1004\u103a \u101e\u1000\u103a\u1010\u1031\u102c\u1004\u1037\u103a\u101e\u1000\u103a\u101e\u102c \u1007\u102c\u1010\u103a\u1000\u103d\u1000\u103a\u1010\u1005\u103a\u1001\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038"},"content":{"rendered":"

<\/p>\n

\n

\u1021 \u1016\u102f\u1021\u1011\u1005\u103a\u1007\u101a\u102c\u1038<\/strong> \u101e\u100a\u103a \u1021\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u1021\u101c\u1032\u1015\u1019\u102c\u100f\u1011\u1000\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038\u104f\u1021\u1005\u102e\u1021\u1005\u1025\u103a\u1000\u102d\u102f \u1021\u101c\u1031\u1038\u1015\u1031\u1038\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1015\u1000\u1010\u102d\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1021\u1005\u102c\u1038 \u1021\u1001\u103b\u102d\u1014\u103a\u1000\u103c\u102c\u101c\u102c\u101e\u100a\u103a\u1014\u103e\u1004\u1037\u103a\u1021\u1019\u103b\u103e \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038\u104f \u1021\u1006\u1004\u1037\u103a\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u1037\u103a\u1007\u101a\u102c\u1038\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n

\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a ggplot2 \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d R \u1010\u103d\u1004\u103a \u1000\u103d\u1000\u103a\u1010\u102d\u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b<\/span><\/p>\n

\u1025\u1015\u1019\u102c- \u101e\u1000\u103a\u1010\u1031\u102c\u1004\u1037\u103a\u101e\u1000\u103a\u101e\u102c \u1002\u101b\u1015\u103a\u1016\u1005\u103a \u1016\u1014\u103a\u1010\u102e\u1038\u1001\u103c\u1004\u103a\u1038\u104b<\/span><\/strong><\/h2>\n

R \u1010\u103d\u1004\u103a \u1021\u1016\u102f\u1021\u1011\u1005\u103a\u1007\u101a\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1015\u1011\u1019\u1026\u1038\u1005\u103d\u102c \u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1010\u1004\u103a\u101b\u1014\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u101e\u100a\u103a- dplyr<\/strong> \u1014\u103e\u1004\u1037\u103a ggplot2<\/strong> :<\/span><\/p>\n

 library(ggplot2) #for creating bump chart<\/span>\nlibrary(dplyr) #for manipulating data<\/span><\/strong><\/pre>\n
 \u1011\u102d\u102f\u1037\u1014\u1031\u102c\u1000\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1014\u103e\u1004\u1037\u103a \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a \u1012\u1031\u1010\u102c\u1021\u1001\u103b\u102d\u102f\u1037\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u1019\u100a\u103a\u104b<\/span><\/p>\n
 #set the seed to make this example reproducible<\/span>\nset.seed(10)\n\ndata <- data.frame(team = rep(LETTERS[1:5], each = 10),\n                   random_num = runif(50),\n                   day = rep(1:10, 5))\n\ndata <- data %>%\n  group_by(day) %>%\n  arrange(day, desc(random_num), team) %>% \n  mutate(rank = row_number()) %>%\n  A group()\n\nhead(data)\n\n# team random_num day rank          \n#1 C 0.865 1 1\n#2 B 0.652 1 2\n#3 D 0.536 1 3\n#4 A 0.507 1 4\n#5 E 0.275 1 5\n#6 C 0.615 2 1<\/strong><\/pre>\n
 \u1024\u1012\u1031\u1010\u102c\u1018\u1031\u1037\u1005\u103a\u101e\u100a\u103a 10 \u101b\u1000\u103a\u1010\u102c\u1000\u102c\u101c\u1021\u1010\u103d\u1004\u103a\u1038\u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u101e\u1004\u103a\u1038\u1004\u102b\u1038\u1001\u102f\u104f “ \u1021\u1006\u1004\u1037\u103a\u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1001\u103b\u1000\u103a\u1019\u103b\u102c\u1038”  \u1000\u102d\u102f\u1015\u103c\u101e\u100a\u103a\u104b<\/span><\/p>\n
 \u1024\u1000\u102c\u101c\u1021\u1010\u103d\u1004\u103a\u1038 \u1021\u1016\u103d\u1032\u1037\u1010\u1005\u103a\u1016\u103d\u1032\u1037\u1001\u103b\u1004\u103a\u1038\u1005\u102e\u104f \u1021\u1006\u1004\u1037\u103a\u1019\u103b\u102c\u1038\u1000\u102d\u102f \u1019\u103c\u1004\u103a\u101e\u102c\u1005\u1031\u101b\u1014\u103a \u1010\u102d\u102f\u1038\u1010\u1000\u103a\u1019\u103e\u102f\u1007\u101a\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a ggplot2 \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
 ggplot(data, aes(x = day, y = rank, group = team)) +\n  geom_line(aes(color = team, alpha = 1), size = 2) +\n  geom_point(aes(color = team, alpha = 1), size = 4) +\n  scale_y_reverse(breaks = 1:nrow(data))<\/strong><\/pre>\n
 \u1024\u1021\u1016\u102f\u1021\u1011\u1005\u103a\u1007\u101a\u102c\u1038\u101e\u100a\u103a \u101e\u1004\u103a\u101c\u102d\u102f\u1001\u103b\u1004\u103a\u101e\u100a\u1037\u103a\u1015\u102f\u1036\u1005\u1036\u1016\u103c\u1004\u1037\u103a \u1012\u1031\u1010\u102c\u1000\u102d\u102f\u1015\u103c\u101e\u1015\u1031\u1038\u101e\u1031\u102c\u103a\u101c\u100a\u103a\u1038 \u104e\u1004\u103a\u1038\u101e\u100a\u103a \u1021\u101c\u103d\u1014\u103a\u101b\u102f\u1015\u103a\u1006\u102d\u102f\u1038\u1015\u102b\u101e\u100a\u103a\u104b \u1021\u101c\u103e\u1021\u1015\u1006\u102d\u102f\u1004\u103a\u101b\u102c \u1015\u103c\u1031\u102c\u1004\u103a\u1038\u101c\u1032\u1019\u103e\u102f \u1021\u1014\u100a\u103a\u1038\u1004\u101a\u103a\u1016\u103c\u1004\u1037\u103a \u1024\u1015\u1014\u103a\u1038\u1001\u103b\u102e\u1000\u102c\u1038\u1000\u102d\u102f \u1019\u103b\u102c\u1038\u1005\u103d\u102c \u1015\u102d\u102f\u1019\u102d\u102f\u1000\u1031\u102c\u1004\u103a\u1038\u1019\u103d\u1014\u103a\u1021\u1031\u102c\u1004\u103a \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b<\/span><\/p>\n
 \u1021\u1016\u102f\u1021\u1011\u1005\u103a \u1002\u101b\u1015\u103a\u1016\u1005\u103a\u1000\u102d\u102f \u1015\u102f\u1036\u1005\u1036\u1011\u102f\u1010\u103a\u1015\u102b\u104b<\/span><\/strong><\/h2>\n
 \u1007\u101a\u102c\u1038\u104f\u1021\u101e\u103d\u1004\u103a\u1021\u1015\u103c\u1004\u103a\u1000\u102d\u102f \u1019\u103c\u103e\u1004\u1037\u103a\u1010\u1004\u103a\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a Dominik Koch<\/a> \u1019\u103e \u1016\u1014\u103a\u1010\u102e\u1038\u1011\u102c\u1038\u101e\u1031\u102c \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1021\u1001\u1004\u103a\u1038\u1021\u1000\u103b\u1004\u103a\u1038\u1000\u102d\u102f \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1014\u102d\u102f\u1004\u103a\u1015\u102b\u101e\u100a\u103a\u104b<\/span><\/p>\n
 my_theme <- function() {\n\n  # Colors\n  color.background = \"white\"\n  color.text = \"#22211d\"\n\n  # Begin construction of chart\n  theme_bw(base_size=15) +\n\n    # Format background colors\n    theme(panel.background = element_rect(fill=color.background,\n                                          color=color.background)) +\n    theme(plot.background = element_rect(fill=color.background,\n                                          color=color.background)) +\n    theme(panel.border = element_rect(color=color.background)) +\n    theme(strip.background = element_rect(fill=color.background,\n                                          color=color.background)) +\n\n    # Format the grid\n    theme(panel.grid.major.y = element_blank()) +\n    theme(panel.grid.minor.y = element_blank()) +\n    theme(axis.ticks = element_blank()) +\n\n    # Format the legend\n    theme(legend.position = \"none\") +\n\n    # Format title and axis labels\n    theme(plot.title = element_text(color=color.text, size=20, face = \"bold\")) +\n    theme(axis.title.x = element_text(size=14, color=\"black\", face = \"bold\")) +\n    theme(axis.title.y = element_text(size=14, color=\"black\", face = \"bold\",\n                                          vjust=1.25)) +\n    theme(axis.text.x = element_text(size=10, vjust=0.5, hjust=0.5,\n                                          color = color.text)) +\n    theme(axis.text.y = element_text(size=10, color = color.text)) +\n    theme(strip.text = element_text(face = \"bold\")) +\n\n    # Plot margins\n    theme(plot.margin = unit(c(0.35, 0.2, 0.3, 0.35), \"cm\"))\n}<\/strong><\/pre>\n
 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1021\u1016\u102f\u1021\u1011\u1005\u103a\u1007\u101a\u102c\u1038\u1000\u102d\u102f \u1011\u1015\u103a\u1019\u1036\u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u1019\u100a\u103a\u104a \u101e\u102d\u102f\u1037\u101e\u1031\u102c\u103a \u1024\u1010\u1005\u103a\u1000\u103c\u102d\u1019\u103a\u1010\u103d\u1004\u103a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1012\u100f\u1039\u100d\u102c\u101b\u102e\u1000\u102d\u102f \u1016\u101a\u103a\u101b\u103e\u102c\u1038\u1019\u100a\u103a\u1016\u103c\u1005\u103a\u1015\u103c\u102e\u1038\u104a \u1007\u101a\u102c\u1038\u1021\u100a\u103d\u103e\u1014\u103a\u1038\u1021\u1001\u103b\u102d\u102f\u1037\u1000\u102d\u102f \u1011\u100a\u1037\u103a\u1000\u102c \u1021\u1011\u1000\u103a\u1000\u102f\u1012\u103a\u1010\u103d\u1004\u103a \u101e\u1010\u103a\u1019\u103e\u1010\u103a\u1011\u102c\u1038\u101e\u100a\u1037\u103a \u1021\u1015\u103c\u1004\u103a\u1021\u1006\u1004\u103a\u1000\u102d\u102f \u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u1015\u102b\u101c\u102d\u1019\u1037\u103a\u1019\u100a\u103a-<\/span><\/p>\n
 ggplot(data, aes(x = as.factor(day), y = rank, group = team)) +\n  geom_line(aes(color = team, alpha = 1), size = 2) +\n  geom_point(aes(color = team, alpha = 1), size = 4) +\n  geom_point(color = \"#FFFFFF\", size = 1) +\n  scale_y_reverse(breaks = 1:nrow(data)) + \n  scale_x_discrete(breaks = 1:10) +\n  theme(legend.position = 'none') +\n  geom_text(data = data %>% filter(day == \"1\"),\n            aes(label = team, x = 0.5), hjust = .5,\n            fontface = \"bold\", color = \"#888888\", size = 4) +\n  geom_text(data = data %>% filter(day == \"10\"),\n            aes(label = team, x = 10.5), hjust = 0.5,\n            fontface = \"bold\", color = \"#888888\", size = 4) +\n  labs(x = 'Day', y = 'Rank', title = 'Team Ranking by Day') +\n  my_theme()<\/strong><\/pre>\n
 scale_color_manual()<\/strong> \u1021\u1000\u103c\u1031\u102c\u1004\u103a\u1038\u1015\u103c\u1001\u103b\u1000\u103a\u1000\u102d\u102f \u1011\u100a\u1037\u103a\u1001\u103c\u1004\u103a\u1038\u1016\u103c\u1004\u1037\u103a \u1021\u1010\u1014\u103a\u1038\u1019\u103b\u102c\u1038\u1011\u1032\u1019\u103e \u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1021\u101c\u103d\u101a\u103a\u1010\u1000\u1030 \u1019\u102e\u1038\u1019\u1031\u102c\u1004\u103a\u1038\u1011\u102d\u102f\u1038\u1015\u103c\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c\u1021\u102c\u1038\u1016\u103c\u1004\u1037\u103a\u104a \u1021\u1031\u102c\u1000\u103a\u1015\u102b\u1000\u102f\u1012\u103a\u1010\u103d\u1004\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a Team A \u104f\u101c\u102d\u102f\u1004\u103a\u1038\u1001\u101b\u1019\u103a\u1038\u101b\u1031\u102c\u1004\u103a\u1014\u103e\u1004\u1037\u103a \u1021\u1001\u103c\u102c\u1038\u101c\u102d\u102f\u1004\u103a\u1038\u1021\u102c\u1038\u101c\u102f\u1036\u1038\u1000\u102d\u102f \u1019\u102e\u1038\u1001\u102d\u102f\u1038\u101b\u1031\u102c\u1004\u103a\u1016\u103c\u1005\u103a\u1021\u1031\u102c\u1004\u103a \u1015\u103c\u102f\u101c\u102f\u1015\u103a\u101e\u100a\u103a-<\/span><\/p>\n
 ggplot(data, aes(x = as.factor(day), y = rank, group = team)) +\n  geom_line(aes(color = team, alpha = 1), size = 2) +\n  geom_point(aes(color = team, alpha = 1), size = 4) +\n  geom_point(color = \"#FFFFFF\", size = 1) +\n  scale_y_reverse(breaks = 1:nrow(data)) + \n  scale_x_discrete(breaks = 1:10) +\n  theme(legend.position = 'none') +\n  geom_text(data = data %>% filter(day == \"1\"),\n            aes(label = team, x = 0.5), hjust = .5,\n            fontface = \"bold\", color = \"#888888\", size = 4) +\n  geom_text(data = data %>% filter(day == \"10\"),\n            aes(label = team, x = 10.5), hjust = 0.5,\n            fontface = \"bold\", color = \"#888888\", size = 4) +\n  labs(x = 'Day', y = 'Rank', title = 'Team Ranking by Day') +\n  my_theme() +\n  scale_color_manual(values = c('purple', 'grey', 'grey', 'grey', 'grey'))<\/span><\/strong><\/pre>\n
 \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037 \u1021\u101c\u102d\u102f\u101b\u103e\u102d\u1015\u102b\u1000 \u1019\u103b\u1009\u103a\u1038\u1019\u103b\u102c\u1038\u1005\u103d\u102c\u1000\u102d\u102f \u1019\u102e\u1038\u1019\u1031\u102c\u1004\u103a\u1038\u1011\u102d\u102f\u1038\u1015\u103c\u1014\u102d\u102f\u1004\u103a\u101e\u100a\u103a-<\/span><\/p>\n
 ggplot(data, aes(x = as.factor(day), y = rank, group = team)) +\n  geom_line(aes(color = team, alpha = 1), size = 2) +\n  geom_point(aes(color = team, alpha = 1), size = 4) +\n  geom_point(color = \"#FFFFFF\", size = 1) +\n  scale_y_reverse(breaks = 1:nrow(data)) + \n  scale_x_discrete(breaks = 1:10) +\n  theme(legend.position = 'none') +\n  geom_text(data = data %>% filter(day == \"1\"),\n            aes(label = team, x = 0.5), hjust = .5,\n            fontface = \"bold\", color = \"#888888\", size = 4) +\n  geom_text(data = data %>% filter(day == \"10\"),\n            aes(label = team, x = 10.5), hjust = 0.5,\n            fontface = \"bold\", color = \"#888888\", size = 4) +\n  labs(x = 'Day', y = 'Rank', title = 'Team Ranking by Day') +\n  my_theme() +\n  scale_color_manual(values = c('purple', 'steelblue', 'grey', 'grey', 'grey'))<\/span><\/strong><\/pre>\n","protected":false},"excerpt":{"rendered":"
\u1021 \u1016\u102f\u1021\u1011\u1005\u103a\u1007\u101a\u102c\u1038 \u101e\u100a\u103a \u1021\u1015\u103c\u1031\u102c\u1004\u103a\u1038\u1021\u101c\u1032\u1015\u1019\u102c\u100f\u1011\u1000\u103a \u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038\u104f\u1021\u1005\u102e\u1021\u1005\u1025\u103a\u1000\u102d\u102f \u1021\u101c\u1031\u1038\u1015\u1031\u1038\u101b\u1014\u103a\u1021\u1010\u103d\u1000\u103a \u1015\u1000\u1010\u102d\u1010\u1014\u103a\u1016\u102d\u102f\u1038\u1019\u103b\u102c\u1038\u1021\u1005\u102c\u1038 \u1021\u1001\u103b\u102d\u1014\u103a\u1000\u103c\u102c\u101c\u102c\u101e\u100a\u103a\u1014\u103e\u1004\u1037\u103a\u1021\u1019\u103b\u103e \u1019\u1010\u1030\u100a\u102e\u101e\u1031\u102c\u1021\u102f\u1015\u103a\u1005\u102f\u1019\u103b\u102c\u1038\u104f \u1021\u1006\u1004\u1037\u103a\u1000\u102d\u102f\u1015\u103c\u101e\u101e\u100a\u1037\u103a\u1007\u101a\u102c\u1038\u1021\u1019\u103b\u102d\u102f\u1038\u1021\u1005\u102c\u1038\u1016\u103c\u1005\u103a\u101e\u100a\u103a\u104b \u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a ggplot2 \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d R \u1010\u103d\u1004\u103a \u1000\u103d\u1000\u103a\u1010\u102d\u1000\u103d\u1000\u103a\u1000\u103d\u1000\u103a\u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038\u1000\u102d\u102f \u101b\u103e\u1004\u103a\u1038\u1015\u103c\u1011\u102c\u1038\u101e\u100a\u103a\u104b \u1025\u1015\u1019\u102c- \u101e\u1000\u103a\u1010\u1031\u102c\u1004\u1037\u103a\u101e\u1000\u103a\u101e\u102c \u1002\u101b\u1015\u103a\u1016\u1005\u103a \u1016\u1014\u103a\u1010\u102e\u1038\u1001\u103c\u1004\u103a\u1038\u104b R \u1010\u103d\u1004\u103a \u1021\u1016\u102f\u1021\u1011\u1005\u103a\u1007\u101a\u102c\u1038\u1010\u1005\u103a\u1001\u102f\u1016\u1014\u103a\u1010\u102e\u1038\u101b\u1014\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u101e\u100a\u103a \u1015\u1011\u1019\u1026\u1038\u1005\u103d\u102c \u1015\u1000\u103a\u1000\u1031\u1037\u1002\u103b\u103a\u1014\u103e\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1010\u1004\u103a\u101b\u1014\u103a \u101c\u102d\u102f\u1021\u1015\u103a\u101e\u100a\u103a- dplyr \u1014\u103e\u1004\u1037\u103a ggplot2 : library(ggplot2) #for creating bump chart library(dplyr) #for manipulating data \u1011\u102d\u102f\u1037\u1014\u1031\u102c\u1000\u103a\u104a \u1000\u103b\u103d\u1014\u103a\u102f\u1015\u103a\u1010\u102d\u102f\u1037\u1014\u103e\u1004\u1037\u103a \u101c\u102f\u1015\u103a\u1006\u1031\u102c\u1004\u103a\u101b\u1014\u103a \u1012\u1031\u1010\u102c\u1021\u1001\u103b\u102d\u102f\u1037\u1000\u102d\u102f \u1016\u1014\u103a\u1010\u102e\u1038\u1015\u102b\u1019\u100a\u103a\u104b #set the seed to make this example reproducible […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"yoast_head":"\nggplot2 - Statorials \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d R \u1010\u103d\u1004\u103a Bump Chart \u1010\u1005\u103a\u1001\u102f\u1000\u102d\u102f \u1021\u101c\u103d\u101a\u103a\u1010\u1000\u1030\u1016\u1014\u103a\u1010\u102e\u1038\u1014\u100a\u103a\u1038<\/title>\n<meta name=\"description\" content=\"\u1024\u101e\u1004\u103a\u1001\u1014\u103a\u1038\u1005\u102c\u1010\u103d\u1004\u103a ggplot2 \u1000\u102d\u102f\u1021\u101e\u102f\u1036\u1038\u1015\u103c\u102f\u104d R \u1010\u103d\u1004\u103a 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