make_data.R 7.77 KB
Newer Older
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
get_player <- function(rcg, name) {
    output <- rcg |>
        dplyr::inner_join(name, by = "side") |>
        dplyr::filter(is.na(stime)) |>
        dplyr::select(
            step,
            team = name,
            unum,
            px = x,
            py = y,
            pvx = vx,
            pvy = vy,
            body,
            neck,
        )

    return(output)
}

get_action <- function(rcl, ball, players) {
    output <- rcl |>
        dplyr::filter(command == "kick" | command == "tackle") |>
        dplyr::mutate(
            x = args |> stringr::str_extract("[0-9\\-\\.]+"),
            l1 = args |> stringr::str_remove(x),
            y = l1 |> stringr::str_extract("[0-9\\-\\.]+"),
            unum = as.numeric(unum)
        ) |>
        dplyr::select(
            step,
            team,
            unum,
            command,
            ax = x,
            ay = y,
        ) |>
        dplyr::inner_join(ball, by = "step") %>%
        dplyr::inner_join(players, by = c("step", "team", "unum")) %>%
        dplyr::mutate(after_team = lead(team)) %>%
        dplyr::mutate(a_sameteam = (after_team == team)) %>%
        dplyr::mutate(tackle_scc = (command == "tackle" & a_sameteam)) %>%
        dplyr::mutate(a_tackle_scc = lead(tackle_scc)) %>%
        dplyr::select(-c(after_team, a_sameteam))

    return(output)
}

get_tackle <- function(action) {
    output <- action %>%
        dplyr::filter(command == "tackle") %>%
        dplyr::select(-c(a_tackle_scc, ax, ay))
    return(output)
}

# get_kick <- function(action) {
#     output <- action %>%
#         dplyr::filter(command == "kick") %>%
#         dplyr::mutate(before_team = lag(team)) %>%
#         dplyr::mutate(before_unum = lag(unum)) %>%
#         dplyr::mutate(after_team = lead(team)) %>%
#         dplyr::mutate(after_unum = lead(unum)) %>%
#         dplyr::mutate(b_sameteam = (before_team == team)) %>%
#         dplyr::mutate(b_sameunum = (before_unum == unum)) %>%
#         dplyr::mutate(a_sameteam = (after_team == team)) %>%
#         dplyr::mutate(a_sameunum = (after_unum == unum))


#     output$b_sameteam[1] <- TRUE
#     output$b_sameunum[1] <- FALSE

#     output <- output %>%
#         dplyr::mutate(dribble = (a_sameteam & a_sameunum)) %>%
#         dplyr::mutate(pass = (a_sameteam & !a_sameunum)) %>%
#         group_by(grc = cumsum(!dribble)) %>%
#         mutate(touch = row_number()) %>%
#         ungroup() %>%
#         select(-c(tackle_scc, grc, before_team, before_unum, b_sameteam, b_sameunum, after_team, after_unum, a_sameteam, a_sameunum))
#     return(output)
# }

get_kick <- function(action) {
    output <- action %>%
        dplyr::filter(command == "kick") %>%
        dplyr::mutate(after_team = lead(team)) %>%
        dplyr::mutate(after_unum = lead(unum)) %>%
        dplyr::mutate(a_sameteam = (after_team == team)) %>%
        dplyr::mutate(a_sameunum = (after_unum == unum)) %>%
        select(-c(command, ax, ay, ball_vx, ball_vy, pvx, pvy, body, neck))


    return(output)
}

94
get_action_Allplayer <- function(players,action){
Takumi Amano's avatar
Takumi Amano committed
95
96
    action <- action  %>% 
        dplyr::select(c("step","ball_x","ball_y","pass_scc"))
97
98
99
100
101
    output <- players  %>% 
        dplyr::inner_join(action,by = "step")
    return(output)
}

102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
get_pass <- function(kick) {
    output <- kick %>%
        dplyr::mutate(pass_scc = (a_sameteam & !a_sameunum)) %>%
        dplyr::mutate(pass = ((a_sameteam & !a_sameunum) | (!a_tackle_scc & !a_sameteam))) %>%
        dplyr::filter(pass) %>%
        select(-c(a_tackle_scc,tackle_scc, pass, a_sameteam, a_sameunum, after_team, after_unum))


    return(output)
}

get_dribble <- function(kick) {
    output <- kick %>%
        dplyr::mutate(dribble = ((!a_sameteam & a_tackle_scc) | (a_sameteam & a_sameunum))) %>%
        dplyr::mutate(dribble_scc = (a_sameteam & a_sameunum)) %>%
        group_by(grc = cumsum(!dribble)) %>%
        mutate(touch = row_number()) %>%
        ungroup() %>%
        dplyr::filter(dribble) %>%
        select(-c(a_tackle_scc,tackle_scc, dribble, a_sameteam, a_sameunum, after_team, after_unum, dribble, grc))

    return(output)
}

read_referee <- function(path_rcl) {
    referee <- path_rcl |>
        readr::read_lines() |>
        tibble::as_tibble() |>
        dplyr::mutate(
            step = value |> stringr::str_extract("\\d+"),
            command = value |>
                stringr::str_extract("referee [a-zA-Z0-9_]*") |>
                stringr::str_remove("referee "),
            step = as.numeric(step),
        ) |>
        dplyr::select(
            step,
            command,
        ) %>%
        tidyr::drop_na()


    return(referee)
}

read_goal <- function(referee, name) {
    goal <- referee |>
        dplyr::filter(stringr::str_detect(command, "goal_[rl]_[0-9]+")) |>
        dplyr::mutate(
            side = command |>
                stringr::str_remove("goal_") |>
                stringr::str_extract("[rl]"),
            score = command |>
                stringr::str_remove("goal_[rl]_") |>
                stringr::str_extract("[0-9]+"),
        ) |>
        dplyr::inner_join(name, by = "side") |>
        dplyr::select(
            step,
            side,
            name,
            score,
        ) %>%
        tidyr::drop_na()

    return(goal)
}

before_goal <- function(kick_log, goal_step, goal_team) {
    playlist <- kick_log %>%
        dplyr::arrange(desc(step)) %>%
        dplyr::filter(
            step > goal_step - 100,
            step < goal_step,
            team == goal_team,
        )
}

get_goal_playlist <- function(kick_log, goal) {
    if (length(goal$step) < 1) {
        return(NA)
    }
    i <- 1
    output <- before_goal(kick_log, goal$step[i], goal$name[i])
    i <- i + 1
    while (i <= length(goal$step)) {
        # print(i)
        i_list <- before_goal(kick_log, goal$step[i], goal$name[i])
        output <- output |> bind_rows(i_list)
        i <- i + 1
    }
    # for(i in goal$step){
    #   i_list <- before_goal(kick_log,goal$step[i],goal$name[i])
    #   output <- output |> bind_rows(i_list)
    #   print(i)
    # }
    return(output)
}

convert_by_step <- function(rcg, rcl) {
    output <- dplyr::inner_join(rcg, rcl, by = "step")
    return(output)
}

get_dribble_point <- function(log_data) {
    output <- log_data %>% filter(dribble == TRUE, pass == FALSE)
    return(output)
}
210

211
212
213
214
215
216
217
218
219
220
221
get_pass_point <- function(log_data) {
    output <- log_data %>% filter(pass == TRUE)
    return(output)
}

get_tackle_point <- function(log_data) {
    output <- log_data %>% filter(tackle == TRUE)
    return(output)
}

get_rcl <- function(path_rcl) {
222
223
224
225
    output <- path_rcl |> read_rcl()
    return(output)
}

226
get_name <- function(path_rcg) {
227
    team_name <- path_rcg |>
228
        stringr::str_extract("[a-zA-Z0-9_-]*.rcg") |>
229
        stringr::str_remove("[0-9]*-") |>
230
        stringr::str_remove(".rcl")
231
232
233
234
235
236
237
238
239
    l_team <- team_name |>
        stringr::str_extract("[a-zA-Z0-9_]*-vs-") |>
        stringr::str_remove("_[0-9]*-vs-")
    r_team <- path_rcg |>
        stringr::str_extract("[a-zA-Z0-9_]*.rcg") |>
        stringr::str_remove("_[0-9]*.rcg")
    name_table <- tibble::tribble(
        ~side, ~name,
        "l", l_team,
240
        "r", r_team,
241
242
243
244
245
    )

    return(name_table)
}

246
247
replase_rcg_to_rcl <- function(path_rcg) {
    output <- path_rcg |> stringr::str_replace(pattern = ".rcg", replacement = ".rcl")
248
}
249
250
replase_rcl_to_rcg <- function(path_rcl) {
    output <- path_rcl |> stringr::str_replace(pattern = ".rcl", replacement = ".rcg")
251
252
253
}


254
kick_dist <- function(rcg) {
255
256
    ball_path <- rcg |>
        dplyr::group_nest(step, ball_x, ball_y) |>
257
258
259
260
261
262
        dplyr::mutate(
            move_dist_x = ball_x - dplyr::lag(ball_x),
            move_dist_y = ball_y - dplyr::lag(ball_y),
            move_dist = sqrt(move_dist_x^2 + move_dist_y^2),
            move_dist = dplyr::if_else(is.na(move_dist), 0, move_dist)
        ) |>
263
        dplyr::filter(move_dist != 0 & move_dist < 40)
264
}