Как изучить студию с помощью Scratch API
Материал из Поле цифровой дидактики
| Описание | Мы хотим изучить деятельность участников, которые разместили свои проекты внутри конкретной студии Scratch |
|---|---|
| Область знаний | Информатика, Статистика, Моделирование |
| Область использования (ISTE) | |
| Возрастная категория | 14
|
| Поясняющее видео | |
| Близкие рецепту понятия | Социограмма, Сетевой анализ |
| Среды и средства для приготовления рецепта: | R, Scratch API, VOSviewer, NetLogo |
История
В среде Scratch есть студии, которые объединяют проекты разных скретчеров. Мы хотим изучить отношения авторов этой студии, используя возможности Scrtatch API
Последовательность исследования
Логика сбора данных
- Perplexy.AI
- PlantUML
Логика исследования
В результате мы получаем два слоя данных — внутренний срез конкурсной студии (кто и с какими проектами участвует) и внешний слой окружения этих авторов (в какие ещё студии они выкладывают свои проекты). Это позволяет видеть не только «жизнь внутри конкурса», но и более широкие траектории участия скретчеров в сообществе.
R скрипт сбора данных
###############################################
# Анализ авторов и студий Scratch на R
# (пример на студии 4789981 — Collab Challenge)
###############################################
# Пакеты ----
library(httr)
library(jsonlite)
library(dplyr)
library(purrr)
library(tidyr)
library(igraph)
###############################################
# 1. Функция для получения проектов студии
###############################################
# Использует API:
# https://api.scratch.mit.edu/studios/<studio_id>/projects?limit=&offset=
# Возвращает data.frame:
# project_id, title, creator_id, username
get_studio_projects <- function(studio_id, limit = 40, verbose = TRUE) {
offset <- 0
all_projects <- list()
page <- 1
repeat {
url <- paste0(
"https://api.scratch.mit.edu/studios/",
studio_id,
"/projects?limit=", limit,
"&offset=", offset
)
if (verbose) message("Studio ", studio_id,
": page ", page,
" (offset = ", offset, ")")
resp <- GET(url)
if (status_code(resp) != 200) {
warning("Non-200 status code: ", status_code(resp),
" at offset ", offset)
break
}
txt <- content(resp, as = "text", encoding = "UTF-8")
dat <- fromJSON(txt, flatten = TRUE)
if (length(dat) == 0) break
all_projects[[length(all_projects) + 1]] <- dat
if (nrow(dat) < limit) break
offset <- offset + limit
page <- page + 1
}
if (length(all_projects) == 0) return(NULL)
bind_rows(all_projects) |>
transmute(
project_id = id,
title = title,
creator_id = creator_id,
username = username
) |>
distinct()
}
###############################################
# 2. Проекты пользователя
###############################################
# API:
# https://api.scratch.mit.edu/users/<username>/projects?limit=&offset=
# Возвращает data.frame:
# project_id, title, username
get_user_projects <- function(username, limit = 40, max_pages = 10, verbose = TRUE) {
offset <- 0
all <- list()
page <- 1
repeat {
if (page > max_pages) break
url <- paste0(
"https://api.scratch.mit.edu/users/",
username,
"/projects?limit=", limit,
"&offset=", offset
)
if (verbose) message("User ", username,
": page ", page,
" (offset = ", offset, ")")
resp <- GET(url)
if (status_code(resp) != 200) break
txt <- content(resp, as = "text", encoding = "UTF-8")
dat <- fromJSON(txt, flatten = TRUE)
if (length(dat) == 0) break
all[[length(all) + 1]] <- dat
if (nrow(dat) < limit) break
offset <- offset + limit
page <- page + 1
}
if (length(all) == 0) return(NULL)
res <- bind_rows(all)
res |>
transmute(
project_id = id,
title = title,
username = username # аргумент функции
) |>
distinct()
}
###############################################
# 3. Студии одного проекта пользователя
###############################################
# ВАЖНО: используем путь:
# https://api.scratch.mit.edu/users/<username>/projects/<project_id>/studios
# а не /projects/<id>/studios, потому что второй вариант
# часто не работает.
#
# Возвращает data.frame:
# studio_id, studio_name
###############################################
get_project_studios <- function(username, project_id,
limit = 40, max_pages = 10,
verbose = TRUE) {
user_name <- as.character(username)[1]
offset <- 0
all <- list()
page <- 1
repeat {
if (page > max_pages) break
url <- paste0(
"https://api.scratch.mit.edu/users/",
user_name,
"/projects/",
project_id,
"/studios?limit=", limit,
"&offset=", offset
)
if (verbose) {
message("User ", user_name,
", project ", project_id,
": page ", page,
" (offset = ", offset, ")")
}
resp <- GET(url)
if (status_code(resp) != 200) {
return(NULL)
}
txt <- content(resp, as = "text", encoding = "UTF-8")
dat <- fromJSON(txt, flatten = TRUE)
if (length(dat) == 0) break
all[[length(all) + 1]] <- dat
if (nrow(dat) < limit) break
offset <- offset + limit
page <- page + 1
}
if (length(all) == 0) return(NULL)
res <- bind_rows(all)
if (!("id" %in% names(res)) || !("title" %in% names(res))) return(NULL)
res |>
transmute(
studio_id = id,
studio_name = title
) |>
distinct()
}
###############################################
# 4. Автор → его проекты → студии этих проектов
###############################################
# Возвращает data.frame:
# username, project_id, project_title, studio_id, studio_name
get_user_project_studios <- function(username, verbose = TRUE) {
user_projects <- get_user_projects(username, verbose = verbose)
if (is.null(user_projects) || nrow(user_projects) == 0) return(NULL)
proj_studios <- user_projects |>
mutate(
studios = map(
project_id,
~ get_project_studios(username, .x, verbose = verbose)
)
)
proj_studios_nonempty <- proj_studios |>
filter(!map_lgl(studios, is.null))
if (nrow(proj_studios_nonempty) == 0) return(NULL)
proj_studios_nonempty |>
tidyr::unnest(cols = studios) |>
transmute(
username,
project_id,
project_title = title,
studio_id,
studio_name
) |>
distinct()
}
###############################################
# 5. От студии → к авторам → к студиям авторов
###############################################
# Возвращает список:
# $studio_projects — проекты внутри исходной студии
# $author_studios — студии, где встречаются проекты её авторов
get_studio_author_studios <- function(studio_id, verbose = TRUE) {
# Проекты студии
studio_projects <- get_studio_projects(studio_id, verbose = verbose)
if (is.null(studio_projects) || nrow(studio_projects) == 0) return(NULL)
# Авторы этих проектов
authors <- unique(studio_projects$username)
# Для каждого автора — его проекты и студии этих проектов
author_studios <- purrr::map_df(
authors,
~ {
if (verbose) message("Author: ", .x)
get_user_project_studios(.x, verbose = verbose)
}
)
list(
studio_projects = studio_projects,
author_studios = author_studios
)
}
###############################################
# 6. Пример: анализ студии 4789981
###############################################
# 6.1. Собираем данные
res_4789981 <- get_studio_author_studios(4789981, verbose = TRUE)
studio_projects <- res_4789981$studio_projects
author_studios <- res_4789981$author_studios
# 6.2. Активность авторов внутри студии:
authors_in_4789981 <- studio_projects |>
count(username, name = "projects_in_studio") |>
arrange(desc(projects_in_studio))
head(authors_in_4789981)
# 6.3. Пересечения студий по авторам и проектам:
studio_author_counts <- author_studios |>
group_by(studio_id, studio_name) |>
summarise(
authors_from_4789981 = n_distinct(username),
projects_from_4789981 = n_distinct(project_id),
.groups = "drop"
) |>
arrange(desc(authors_from_4789981))
head(studio_author_counts, 20)
###############################################
# 7. Построение двудольного графа автор–студия
###############################################
# Узлы: авторы и студии.
# Рёбра: автор ↔ студия (если хотя бы один проект автора в студии).
author_studios_simple <- author_studios |>
distinct(username, studio_id, studio_name)
# Узлы-авторы
author_nodes <- author_studios_simple |>
distinct(name = username) |>
mutate(
type = "author",
label = name
)
# Узлы-студии
studio_nodes <- author_studios_simple |>
distinct(
studio_id,
studio_name
) |>
transmute(
name = as.character(studio_id),
type = "studio",
label = studio_name
)
nodes <- bind_rows(author_nodes, studio_nodes)
# Рёбра: автор → студия
edges <- author_studios_simple |>
transmute(
from = username,
to = as.character(studio_id)
)
# Граф
g_bip <- graph_from_data_frame(
d = edges,
vertices = nodes,
directed = FALSE
)
# Простейший просмотр структуры:
g_bip
vcount(g_bip)
ecount(g_bip)
table(V(g_bip)$type)
###############################################
# 8. Экспорт nodes и edges в CSV
# (для VOSviewer, NetLogo, Gephi и др.)
###############################################
nodes_export <- tibble(
id = V(g_bip)$name,
type = V(g_bip)$type,
label = V(g_bip)$label
)
edges_export <- as_data_frame(g_bip, what = "edges") |>
as_tibble() |>
rename(
from = from,
to = to
)
write.csv(nodes_export,
"scratch_studios_nodes.csv",
row.names = FALSE,
fileEncoding = "UTF-8")
write.csv(edges_export,
"scratch_studios_edges.csv",
row.names = FALSE,
fileEncoding = "UTF-8")
###############################################
# 9. Простая визуализация в R
###############################################
# Быстрый "черновой" рисунок:
plot(g_bip,
vertex.size = ifelse(V(g_bip)$type == "studio", 6, 3),
vertex.color = ifelse(V(g_bip)$type == "studio", "tomato", "skyblue"),
vertex.label = NA,
edge.color = "grey80")
Данные студии
Ребра
| От кого | К кому |
|---|---|
| timur1985 | 4789981 |
| timur1985 | 33969674 |
| timur1985 | 36279833 |
| AlexVladTr | 4940699 |
| AlexVladTr | 4789981 |
| AlexVladTr | 4999520 |
| clanit | 4789981 |
| clanit | 4924246 |
| clanit | 4924506 |
| clanit | 4789730 |
| helga112112 | 4789981 |
| helga112112 | 4938671 |
| loktevalr | 4789981 |
| ScratchSofi | 4789981 |
| ScratchSofi | 5041781 |
| ScratchSofi | 4426915 |
| zhuza | 4789981 |
| chetvertnayavarvara | 4789981 |
| kod-u | 4789981 |
| DenFlash | 4789981 |
| school_12_ui | 4789981 |
| Grishka | 26971376 |
| Grishka | 28046702 |
| Grishka | 4789981 |
| v_parf | 4789981 |
| v_parf | 5038623 |
| Karina0905 | 4789981 |
| OlgaPatrikeeva | 31180173 |
| OlgaPatrikeeva | 5038133 |
| OlgaPatrikeeva | 4789981 |
| galiya_galia | 4789981 |
| Coraline2K | 4789981 |
| Coraline2K | 5032852 |
| taskaev_rostislav | 4789981 |
| fedotov_sergey | 4789981 |
| scratch_master444 | 4789981 |
| scratch_master444 | 5038680 |
| shurupov_andrey | 4789981 |
| kolinichenko_andrey | 4789981 |
| Vladislav08 | 4789981 |
| kirilov_arseniy | 4789981 |
| Eva_S_Eva | 4789981 |
| Eva_S_Eva | 5038679 |
| Eva_S_Eva | 5038702 |
| ISArus | 5038537 |
| ISArus | 4789981 |
| Mr_Optiy | 4789981 |
| Mr_Optiy | 5038616 |
| SonyaP | 4789981 |
| SonyaP | 5035894 |
| XeniaKov | 4789981 |
| XeniaKov | 5035894 |
| Gibiskus | 4789981 |
| yana2004 | 4789981 |
| yana2004 | 5038355 |
| yana2004 | 1727645 |
| yana2004 | 514924 |
| Joanalittlefox | 4789981 |
| Joanalittlefox | 5035729 |
| Olenegorsk | 4789981 |
| Olenegorsk | 5000097 |
| Olenegorsk | 35597821 |
| AkaiDoragon | 5038028 |
| AkaiDoragon | 6057635 |
| AkaiDoragon | 4789981 |
| AkaiDoragon | 5038041 |
| AkaiDoragon | 4983724 |
| Wyntiano | 4789981 |
| IvanSayansk | 4789981 |
| IvanSayansk | 5038055 |
| sch4_210 | 4789981 |
| sch4_210 | 5035265 |
| sch4_210 | 5037347 |
| sch4_210 | 5035269 |
| Zeway_YT | 4789981 |
| Zeway_YT | 4911414 |
| lopper2005 | 4789981 |
| lopper2005 | 5036102 |
| User001007 | 4789981 |
| Myhluk | 4789981 |
| Myhluk | 5035851 |
| V2501 | 4789981 |
| DaniilG2018 | 4789981 |
| DaniilG2018 | 5035757 |
| kokokola2 | 4570926 |
| kokokola2 | 4789981 |
| Triolon | 4789981 |
| TacticalPotatos-1 | 4789981 |
| TacticalPotatos-1 | 5035342 |
| Lisik-Mark | 4789981 |
| AnyaArgokova1 | 4789981 |
| AnyaArgokova1 | 5035347 |
| razcmser | 4789981 |
| Falkomen | 4789981 |
| Falkomen | 4918455 |
| Falkomen | 4947381 |
| Falkomen | 33506010 |
| Falkomen | 33534212 |
| Falkomen | 5342951 |
| Strekosa | 4789981 |
| ksucha2002 | 5032026 |
| ksucha2002 | 5037950 |
| ksucha2002 | 4789981 |
| Foxter-26 | 4789981 |
| Foxter-26 | 4951492 |
| Foxter-26 | 4908556 |
| Street_12 | 4789981 |
| Street_12 | 5007197 |
| Proventus | 4789981 |
| Proventus | 5035602 |
| Proventus | 1103074 |
| Proventus | 627218 |
| Proventus | 841440 |
| Proventus | 905102 |
| Proventus | 915980 |
| Proventus | 1024886 |
| Proventus | 1166608 |
| Proventus | 1218256 |
| Proventus | 1236086 |
| Proventus | 1238430 |
| Proventus | 1264134 |
| Proventus | 1303794 |
| Proventus | 1356162 |
| Proventus | 1359576 |
| Proventus | 1378610 |
| Proventus | 1378624 |
| Proventus | 1401096 |
| Proventus | 1542722 |
| Proventus | 1582380 |
| Proventus | 1756688 |
| Proventus | 1403402 |
| Proventus | 1232186 |
| Proventus | 708062 |
| Proventus | 1218436 |
| Proventus | 4384390 |
| Proventus | 1206808 |
| Danil_6 | 4789981 |
| Sultanov | 4789981 |
| lopana | 4789981 |
| ckjtyjr | 4789981 |
| ckjtyjr | 5039795 |
| Stepan108 | 4789981 |
| GSM-MAGISTR | 5015884 |
| GSM-MAGISTR | 4789981 |
| supermark64 | 4908198 |
| supermark64 | 4789981 |
| TITANIKstudios | 5038068 |
| TITANIKstudios | 5038078 |
| TITANIKstudios | 4789981 |
| TITANIKstudios | 5038064 |
| riiiple | 4789981 |
| riiiple | 5015829 |
| GUAN2888 | 4789981 |
| GUAN2888 | 475547 |
| GUAN2888 | 475517 |
| Tirlikurindui | 4789981 |
| Tirlikurindui | 5037753 |
| RStyle_ | 9684952 |
| RStyle_ | 4789981 |
| RStyle_ | 4918455 |
| RStyle_ | 4947381 |
| RStyle_ | 4968804 |
| RStyle_ | 31533515 |
| __Viktoria__ | 4789981 |
| Street_11 | 4789981 |
| Street_11 | 5007197 |
| roge1337 | 4789981 |
| roge1337 | 4973542 |
| SonyaDonut | 5010761 |
| SonyaDonut | 4789981 |
| ilyakcom | 4789981 |
| ilyakcom | 5035946 |
| cubefine | 3707989 |
| cubefine | 4940699 |
| cubefine | 4789981 |
| cubefine | 4951464 |
| lusi2017 | 4789981 |
| lyapinandreyknd | 4789981 |
| lyapinandreyknd | 5006465 |
| sAnya220 | 6015330 |
| sAnya220 | 4985168 |
| sAnya220 | 4789981 |
| _Nikivas_ | 4789981 |
| _Nikivas_ | 4999523 |
| bizarerose1918 | 4789981 |
| PoLiSaraf | 4789981 |
| PoLiSaraf | 4999554 |
| 376886874 | 4789981 |
| palevooooo | 4789981 |
| ZSan4eZ | 4789981 |
| ZSan4eZ | 4999507 |
| kibertex | 4789981 |
| kibertex | 5006989 |
| Fm07v | 4789981 |
| MarkeRq | 4789981 |
| Dmitry188 | 4940699 |
| Dmitry188 | 4789981 |
| Dmitry188 | 4968210 |
| fcz113 | 4789981 |
| stud62 | 4991233 |
| stud62 | 4789981 |
| stud62 | 4973149 |
| Men_X | 4789981 |
| Men_X | 4987782 |
| Men_X | 4966330 |
| last_hranitel | 4966330 |
| last_hranitel | 4789981 |
| NataKaz | 4985168 |
| NataKaz | 4987735 |
| NataKaz | 4789981 |
| NataKaz | 5025083 |
| matveysh | 4789981 |
| matveysh | 4987764 |
| matveysh | 4966330 |
| Darrinius | 4789981 |
| Kolyat | 4789981 |
| Kolyat | 4971356 |
| Paravil | 4789981 |
| Paravil | 4984485 |
| Dex2_0 | 4789981 |
| Dex2_0 | 4984505 |
| olpl2411 | 4789981 |
| fongol | 4789981 |
| fongol | 4998981 |
| TheCreator13347 | 4789981 |
| GoOSeY_PiPe_ | 4789981 |
| GoOSeY_PiPe_ | 4983484 |
| GoOSeY_PiPe_ | 27675749 |
| kamazZZZ | 4789981 |
| kamazZZZ | 4959462 |
| dima150909 | 29489658 |
| dima150909 | 4789981 |
| dima150909 | 4947381 |
| dima150909 | 4951219 |
| Veron_Elma | 4789981 |
| Veron_Elma | 4973043 |
| spidypool | 4789981 |
| spidypool | 4973043 |
| amaliyasupermilk | 4789981 |
| amaliyasupermilk | 4973043 |
| Pendolina | 4789981 |
| Pendolina | 4973043 |
| ya_artem | 5021554 |
| ya_artem | 4789981 |
| ya_artem | 4971356 |
| ya_artem | 5035819 |
| ya_artem | 35597821 |
| dima_pragrammist | 4789981 |
| dima_pragrammist | 4951321 |
| dima_pragrammist | 36279833 |
| Sokolinyj_glaz | 4789981 |
| Sokolinyj_glaz | 4947381 |
| Sokolinyj_glaz | 4970883 |
| ffcvgc1 | 4789981 |
| ffcvgc1 | 4970889 |
| Endro2018 | 4789981 |
| Endro2018 | 4947381 |
| Endro2018 | 4971044 |
| RUNLION | 4789981 |
| vovan283 | 4223465 |
| vovan283 | 4789981 |
| vovan283 | 5038816 |
| vovan283 | 5038819 |
| vovan283 | 5038827 |
| vovan283 | 153652 |
| vovan283 | 5285623 |
| vovan283 | 27926932 |
| vovan283 | 28315759 |
| vovan283 | 30603248 |
| vovan283 | 32723027 |
| 79tgl | 4959546 |
| 79tgl | 4789981 |
| delik_csh | 4789981 |
| delik_csh | 4944242 |
| delik_csh | 5261935 |
| delik_csh | 4944231 |
| alin-malin | 4789981 |
| Badros | 4789981 |
| Duolex | 1155878 |
| Duolex | 4789981 |
| Duolex | 26976871 |
| oksana-chigir | 31488157 |
| oksana-chigir | 28597037 |
| oksana-chigir | 28639769 |
| oksana-chigir | 4789981 |
| oksana-chigir | 4126184 |
| swimmer158 | 4789981 |
| ToriNN06 | 4789981 |
| ERTAsoN | 6923588 |
| ERTAsoN | 4419041 |
| ERTAsoN | 5587418 |
| ERTAsoN | 5587645 |
| ERTAsoN | 28616593 |
| ERTAsoN | 1989363 |
| ERTAsoN | 4789981 |
| ERTAsoN | 36279833 |
| Almirynia | 4789981 |
| Almirynia | 4956224 |
| Almirynia | 5003204 |
| Almirynia | 5003208 |
| Velanr | 4789981 |
| krylgala | 29049472 |
| krylgala | 29049438 |
| krylgala | 25909111 |
| krylgala | 25909110 |
| krylgala | 6034113 |
| krylgala | 30293950 |
| krylgala | 1924057 |
| krylgala | 4885488 |
| krylgala | 4885477 |
| krylgala | 3853257 |
| krylgala | 1924076 |
| krylgala | 19412345 |
| krylgala | 1027000 |
| krylgala | 4789981 |
| krylgala | 3620103 |
| krylgala | 374716 |
| krylgala | 374702 |
| krylgala | 212862 |
| krylgala | 4286300 |
| krylgala | 33696154 |
| krylgala | 34038806 |
| krylgala | 36092327 |
| krylgala | 37080388 |
| krylgala | 193945 |
| krylgala | 331715 |
| krylgala | 193944 |
| krylgala | 488294 |
| krylgala | 25203959 |
| krylgala | 33624580 |
| krylgala | 33640550 |
| krylgala | 33838114 |
| krylgala | 33969674 |
| krylgala | 33071448 |
| krylgala | 156318 |
| krylgala | 156317 |
| krylgala | 115492 |
| krylgala | 3778830 |
| krylgala | 76086 |
| Maag2091 | 4789981 |
| Maag2091 | 5036819 |
| Onego-San | 4789981 |
| Onego-San | 5323832 |
| Renat123 | 4789981 |
| andreym2006 | 16346 |
| andreym2006 | 24379 |
| andreym2006 | 28276 |
| andreym2006 | 31796 |
| andreym2006 | 55641 |
| andreym2006 | 105751 |
| andreym2006 | 135894 |
| andreym2006 | 139364 |
| andreym2006 | 174525 |
| andreym2006 | 188015 |
| andreym2006 | 190841 |
| andreym2006 | 206056 |
| andreym2006 | 207794 |
| andreym2006 | 218419 |
| andreym2006 | 218753 |
| andreym2006 | 237148 |
| andreym2006 | 276656 |
| andreym2006 | 279942 |
| andreym2006 | 723930 |
| andreym2006 | 812936 |
| andreym2006 | 1829565 |
| andreym2006 | 1941066 |
| andreym2006 | 1989363 |
| andreym2006 | 2016750 |
| andreym2006 | 2080098 |
| andreym2006 | 2087244 |
| andreym2006 | 3962343 |
| andreym2006 | 4968835 |
| andreym2006 | 4981031 |
| andreym2006 | 5138936 |
| andreym2006 | 5197472 |
| andreym2006 | 5265301 |
| andreym2006 | 5639477 |
| andreym2006 | 5652011 |
| andreym2006 | 209938 |
| andreym2006 | 9555649 |
| andreym2006 | 12114043 |
| andreym2006 | 14334780 |
| andreym2006 | 14552423 |
| andreym2006 | 25084976 |
| andreym2006 | 25225554 |
| andreym2006 | 25272866 |
| andreym2006 | 25317073 |
| andreym2006 | 25390272 |
| andreym2006 | 25413344 |
| andreym2006 | 25413840 |
| andreym2006 | 25449050 |
| andreym2006 | 25496614 |
| andreym2006 | 25524255 |
| andreym2006 | 25530203 |
| andreym2006 | 25532062 |
| andreym2006 | 25541896 |
| andreym2006 | 25598666 |
| andreym2006 | 25671371 |
| andreym2006 | 25672405 |
| andreym2006 | 25676304 |
| andreym2006 | 25676767 |
| andreym2006 | 25682567 |
| andreym2006 | 25870437 |
| andreym2006 | 25984572 |
| andreym2006 | 16409 |
| andreym2006 | 54257 |
| andreym2006 | 226862 |
| andreym2006 | 236356 |
| andreym2006 | 245147 |
| andreym2006 | 272822 |
| andreym2006 | 1261988 |
| andreym2006 | 1682135 |
| andreym2006 | 1743560 |
| andreym2006 | 1801732 |
| andreym2006 | 56 |
| andreym2006 | 342467 |
| andreym2006 | 837830 |
| andreym2006 | 2978264 |
| andreym2006 | 4789981 |
| andreym2006 | 5689987 |
| andreym2006 | 5695326 |
| andreym2006 | 5698505 |
| andreym2006 | 7301352 |
| UserDen | 4789981 |
| UserDen | 4852111 |
| Tim_0508 | 3951893 |
| Tim_0508 | 4306254 |
| Tim_0508 | 4362949 |
| Tim_0508 | 4431618 |
| Tim_0508 | 4601678 |
| Tim_0508 | 4852170 |
| Tim_0508 | 4969020 |
| Tim_0508 | 4495204 |
| Tim_0508 | 1801732 |
| Tim_0508 | 25273127 |
| Tim_0508 | 25993016 |
| Tim_0508 | 10235543 |
| Tim_0508 | 4647910 |
| Tim_0508 | 26513358 |
| Tim_0508 | 26547853 |
| Tim_0508 | 5801323 |
| Tim_0508 | 5804065 |
| Tim_0508 | 4439315 |
| Tim_0508 | 4592690 |
| Tim_0508 | 5261935 |
| Tim_0508 | 5600047 |
| Tim_0508 | 5029548 |
| Tim_0508 | 5256490 |
| Tim_0508 | 5277982 |
| Tim_0508 | 5970593 |
| Tim_0508 | 5209415 |
| Tim_0508 | 5261204 |
| Tim_0508 | 5255964 |
| Tim_0508 | 3707989 |
| Tim_0508 | 5209414 |
| Tim_0508 | 5257941 |
| Tim_0508 | 5210238 |
| Tim_0508 | 4522321 |
| Tim_0508 | 4533384 |
| Tim_0508 | 31992168 |
| Tim_0508 | 4592161 |
| Tim_0508 | 5073915 |
| Tim_0508 | 5047558 |
| Tim_0508 | 4595529 |
| Tim_0508 | 4789981 |
| Tim_0508 | 4981407 |
| Tim_0508 | 5039903 |
| Tim_0508 | 4991184 |
| Tim_0508 | 26286594 |
| Tim_0508 | 4993296 |
| Tim_0508 | 1817758 |
| Tim_0508 | 3467282 |
| Tim_0508 | 3849860 |
| Tim_0508 | 4609736 |
| Tim_0508 | 6222077 |
| Tim_0508 | 6259983 |
| Tim_0508 | 50899513 |
| Tim_0508 | 4868070 |
| Tim_0508 | 263835 |
| Tim_0508 | 1690329 |
| Tim_0508 | 2106443 |
| Tim_0508 | 4274766 |
| Tim_0508 | 30603248 |
| Tim_0508 | 4228481 |
| Tim_0508 | 4432377 |
| Tim_0508 | 4492914 |
| Tim_0508 | 33195832 |
| Tim_0508 | 25874558 |
| Tim_0508 | 3643149 |
| Tim_0508 | 3917230 |
| Tim_0508 | 4313704 |
| Tim_0508 | 4520271 |
| Tim_0508 | 33257754 |
| Tim_0508 | 33588564 |
| Tim_0508 | 33588568 |
| Tim_0508 | 36008976 |
| Tim_0508 | 4404350 |
| Tim_0508 | 4510259 |
| Tim_0508 | 4569452 |
| Tim_0508 | 4431697 |
| Tim_0508 | 4595321 |
| Tim_0508 | 4596842 |
| Tim_0508 | 4506396 |
| Tim_0508 | 4554208 |
| Tim_0508 | 4108162 |
| Tim_0508 | 4508618 |
| Tim_0508 | 488294 |
| Tim_0508 | 3527412 |
| Tim_0508 | 4412934 |
| Tim_0508 | 4412953 |
| Tim_0508 | 4505532 |
| Tim_0508 | 28136195 |
| Tim_0508 | 30607092 |
| Tim_0508 | 3997354 |
| Tim_0508 | 4431720 |
| Tim_0508 | 3472117 |
| Tim_0508 | 4216801 |
| Tim_0508 | 4333395 |
| Tim_0508 | 4372785 |
| Alex_Alex | 4789981 |
| Alex_Alex | 1935185 |
| Alex_Alex | 73443 |
| tata18y12 | 4789981 |
| tata18y12 | 4947381 |
| tata18y12 | 4991073 |
| GalaxyanAs | 4789981 |
| VisualClony | 3686793 |
| VisualClony | 3849860 |
| VisualClony | 499222 |
| VisualClony | 3473658 |
| VisualClony | 4628161 |
| VisualClony | 4789981 |
| VisualClony | 4526656 |
| VisualClony | 3931608 |
| VisualClony | 3984688 |
| VisualClony | 4228481 |
| VisualClony | 3755311 |
| VisualClony | 218419 |
| VisualClony | 2976891 |
| VisualClony | 3678832 |
| VisualClony | 2216480 |
| VisualClony | 3671197 |
| VisualClony | 28276 |
| VisualClony | 279942 |
| VisualClony | 3010481 |
| VisualClony | 4658637 |
| VisualClony | 2056528 |
| VisualClony | 2926472 |
| VisualClony | 2999297 |
| VisualClony | 3459744 |
| VisualClony | 2945059 |
| VisualClony | 259979 |
| VisualClony | 1738309 |
| VisualClony | 1841787 |
| hanterr_mav | 50599386 |
| hanterr_mav | 5077316 |
| hanterr_mav | 4789981 |
| hanterr_mav | 5035772 |
| Pylenok_Sasha | 4789981 |
| Pylenok_Sasha | 4983490 |
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| Tigrenok275 | 5098054 |
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| Tigrenok275 | 4789981 |
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| Sema0304 | 4663659 |
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| Sema0304 | 4932517 |
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| marina4213567 | 4789981 |
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| KillFoxed | 4789981 |
| LoL_KeK_Chebyrek_1 | 4789981 |
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| Gromozek | 5010030 |
| -Elik- | 4789981 |
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| tyolson | 3940863 |
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| tyolson | 2030555 |
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| tyolson | 3638415 |
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| tyolson | 3678004 |
| tyolson | 3688030 |
| tyolson | 3773272 |
| tyolson | 3894522 |
| tyolson | 4017271 |
| tyolson | 413372 |
| tyolson | 527140 |
| tyolson | 2248265 |
| tyolson | 2539000 |
| tyolson | 3661877 |
| tyolson | 3707989 |
| tyolson | 25161354 |
| tyolson | 348393 |
| tyolson | 487504 |
| tyolson | 492952 |
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| tyolson | 4053531 |
| tyolson | 4789981 |
| Danacat1 | 4956263 |
| Danacat1 | 4973149 |
| Danacat1 | 4789981 |
| Oganisyan_TE | 4789981 |
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| ermolov_i | 4789981 |
| ermolov_i | 5033120 |
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| JV_D | 1682135 |
| JV_D | 1989363 |
| JV_D | 2031180 |
| JV_D | 4859165 |
| JV_D | 5294573 |
| JV_D | 5621706 |
| JV_D | 5749372 |
| JV_D | 6259983 |
| JV_D | 19385719 |
| JV_D | 25031957 |
| JV_D | 25091111 |
| JV_D | 25246708 |
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| JV_D | 25990125 |
| JV_D | 26180415 |
| JV_D | 26474597 |
| JV_D | 26808162 |
| JV_D | 26517912 |
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| JV_D | 26679832 |
| JV_D | 31687619 |
| JV_D | 25482444 |
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| JV_D | 26562900 |
| JV_D | 26746541 |
| JV_D | 2019180 |
| JV_D | 29563712 |
| JV_D | 32071650 |
| JV_D | 26756891 |
| JV_D | 279942 |
| JV_D | 4843675 |
| JV_D | 5267935 |
| JV_D | 5816204 |
| JV_D | 27628196 |
| JV_D | 32693730 |
| JV_D | 256756 |
| JV_D | 25281896 |
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| JV_D | 27716228 |
| JV_D | 31796 |
| JV_D | 337342 |
| JV_D | 1687299 |
| JV_D | 3687039 |
| JV_D | 3817180 |
| JV_D | 3917230 |
| JV_D | 4077407 |
| JV_D | 4262017 |
| JV_D | 5686342 |
| JV_D | 7106171 |
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| JV_D | 8133270 |
| JV_D | 25074391 |
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| JV_D | 31502869 |
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| JV_D | 26384357 |
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| JV_D | 27628493 |
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| JV_D | 36717522 |
| JV_D | 4053531 |
| JV_D | 6236657 |
| JV_D | 11920146 |
| JV_D | 25417046 |
| JV_D | 27494292 |
| JV_D | 4590962 |
| JV_D | 5673172 |
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| JV_D | 25091241 |
| JV_D | 25208021 |
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| JV_D | 25354416 |
| JV_D | 25380628 |
| JV_D | 25837203 |
| JV_D | 30633409 |
| JV_D | 33700122 |
| JV_D | 4362949 |
| JV_D | 5342557 |
| JV_D | 25353283 |
| JV_D | 30128093 |
| JV_D | 30133447 |
| JV_D | 26279942 |
| JV_D | 26620044 |
| JV_D | 26713403 |
| JV_D | 27127907 |
| JV_D | 26471342 |
| JV_D | 28906186 |
| JV_D | 30611186 |
| JV_D | 30953719 |
| JV_D | 31018928 |
| JV_D | 31110745 |
| JV_D | 31152470 |
| JV_D | 31401754 |
| JV_D | 31902003 |
| JV_D | 33010398 |
| JV_D | 4439315 |
| JV_D | 5261935 |
| JV_D | 4789981 |
| JV_D | 29215337 |
| JV_D | 31266392 |
| JV_D | 5292289 |
| JV_D | 5304412 |
| JV_D | 36279833 |
| JV_D | 27801919 |
| JV_D | 27802700 |
| JV_D | 27852771 |
| JONIK15001 | 4789981 |
| kartashovaann | 4789981 |
| LeonardoDaKing | 4789981 |
| LeonardoDaKing | 5036493 |
| LeonardoDaKing | 6049070 |
| mikcvr12 | 4789981 |
| XyGGiRaH | 4789981 |
| MaksNogliki | 4789981 |
| MaksNogliki | 5002836 |
| School_3 | 4789981 |
| School_3 | 4924246 |
| School_3 | 5036094 |
| VaDiKs | 4789981 |
| VaDiKs | 5022108 |
| Kalipsonic | 4789981 |
| Kalipsonic | 5033647 |
| Pasha2004 | 4789981 |
| CoolTurtle648 | 4789981 |
| CoolTurtle648 | 4987728 |
| Homadoma | 4789981 |
| pavlin_ | 4789981 |
| pavlin_ | 5007015 |
| beliaeffmark | 4789981 |
| beliaeffmark | 5026859 |
| SoVa150607 | 5097100 |
| SoVa150607 | 5035819 |
| SoVa150607 | 4789981 |
| SoVa150607 | 4996100 |
| __Kiss_ka__ | 4789981 |
| __Kiss_ka__ | 4999652 |
| __Kiss_ka__ | 4980766 |
| sofibelom | 4789981 |
| sofibelom | 5010028 |
| sofibelom | 4526958 |
| sofibelom | 4885488 |
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| Artem_15 | 4789981 |
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| zadiri | 4789981 |
| zadiri | 4962570 |
| zadiri | 4973149 |
| zadiri | 4959549 |
| December01312 | 4789981 |
| LeraPolezhaeva | 4789981 |
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| Miron_154 | 5030938 |
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| biatv | 5033916 |
| school_korotch6 | 4789981 |
| stepan_a | 4789981 |
| stepan_a | 5033120 |
| rjn333 | 4789981 |
| rjn333 | 5018416 |
| rjn333 | 5518069 |
| rjn333 | 4868074 |
| rjn333 | 438992 |
| rjn333 | 4572776 |
| rjn333 | 36279833 |
| nature_cat | 4789981 |
| nature_cat | 5032891 |
| VariaKotek | 4789981 |
| VariaKotek | 5022411 |
| firedank | 4789981 |
| firedank | 5016811 |
| MariChik | 4789981 |
| MariChik | 5018475 |
| dariasi | 4789981 |
| dariasi | 5032410 |
| Lisichko | 5057797 |
| Lisichko | 4789981 |
| Lisichko | 5007022 |
| s_tchikin | 4789981 |
| s_tchikin | 5032831 |
| Sonia376 | 4789981 |
| Rapirus | 4789981 |
| Rapirus | 4987817 |
| Dakinson05 | 4789981 |
| Dakinson05 | 4923008 |
| Dakinson05 | 3666092 |
| Dakinson05 | 3545750 |
| Dakinson05 | 3584130 |
| Dakinson05 | 3584009 |
| Dakinson05 | 3534231 |
| zsedx | 4789981 |
| zsedx | 5035819 |
| zsedx | 488267 |
| zsedx | 475517 |
| zsedx | 475527 |
| ALEX005KRYT | 4789981 |
| ALEX005KRYT | 5010353 |
| semsmir228 | 4789981 |
| semsmir228 | 4965659 |
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| Anna0304Anna | 5055472 |
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| lopdop91 | 5051441 |
| lopdop91 | 4789981 |
| AndreyPlyashchenko | 4906016 |
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| georgu_klass3 | 4984491 |
| Russiu1ru | 4959845 |
| Russiu1ru | 4789981 |
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| Robot70 | 4590330 |
| Robot70 | 4789981 |
| Robot70 | 4984491 |
| Robot70 | 5027027 |
| Robot70 | 5083355 |
| Colibri-1 | 25604096 |
| Colibri-1 | 25716524 |
| Colibri-1 | 4789981 |
| Ivann7950 | 4789981 |
| Ivann7950 | 5014520 |
| anna2111 | 3530020 |
| anna2111 | 4789981 |
| KamillaMatviiv | 4789981 |
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| Lankle | 5015857 |
| tuleninov | 3707989 |
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| tuleninov | 4499991 |
| tuleninov | 4586101 |
| tuleninov | 4844756 |
| tuleninov | 4948409 |
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| tuleninov | 5501479 |
| tuleninov | 5770573 |
| tuleninov | 5792587 |
| tuleninov | 5801047 |
| tuleninov | 4537975 |
| tuleninov | 4783718 |
| tuleninov | 4970960 |
| tuleninov | 5043134 |
| tuleninov | 5059315 |
| tuleninov | 5515302 |
| tuleninov | 5520998 |
| tuleninov | 5642961 |
| tuleninov | 5642968 |
| tuleninov | 5806686 |
| tuleninov | 4945381 |
| tuleninov | 4789981 |
| tuleninov | 4223465 |
| tuleninov | 4969020 |
| tuleninov | 4699014 |
| tuleninov | 27707565 |
| tuleninov | 28852619 |
| ClassicNastya | 4789981 |
| ClassicNastya | 5022349 |
| Peterfireleft228 | 4789981 |
| Peterfireleft228 | 5022364 |
| StepanidaK | 5067760 |
| StepanidaK | 25146855 |
| StepanidaK | 5019751 |
| StepanidaK | 4931838 |
| StepanidaK | 4789981 |
| StepanidaK | 4918826 |
| StepanidaK | 4985033 |
| Danikdanik10 | 4789981 |
| Danikdanik10 | 5261935 |
| Pavel7 | 4789981 |
| Pavel7 | 3822758 |
| Ivan-007 | 4789981 |
| Alex_Coder | 4789981 |
| SoNyA15101221 | 4789981 |
| Vally1234 | 4789981 |
| Vally1234 | 4996100 |
| KAKASHK | 4789981 |
| Orel2575 | 4789981 |
| FiXPlay | 4789981 |
| FiXPlay | 4906120 |
| FiXPlay | 33275810 |
| lic40 | 4789981 |
| rathood2000 | 4931791 |
| rathood2000 | 4970861 |
| rathood2000 | 4789981 |
| rathood2000 | 4931711 |
| rathood2000 | 4947381 |
| Nastya0007 | 7829198 |
| Nastya0007 | 5106250 |
| Nastya0007 | 4789981 |
| Nastya0007 | 4947381 |
| Nastya0007 | 4951216 |
| Nastya0007 | 4951218 |
| trololoshka19012009 | 4931711 |
| trololoshka19012009 | 4789981 |
| trololoshka19012009 | 4947381 |
| trololoshka19012009 | 4931707 |
| trololoshka19012009 | 4968525 |
| Timurkin | 5721603 |
| Timurkin | 4951242 |
| Timurkin | 5106249 |
| Timurkin | 4789981 |
| Timurkin | 4947381 |
| Ksy18V | 4789981 |
| Ksy18V | 4947381 |
| Ksy18V | 4970889 |
| Ksy18V | 4991073 |
| Veliky_Bars_8 | 4789981 |
| Veliky_Bars_8 | 5015622 |
| Larion17 | 4789981 |
| Larion17 | 5000064 |
| Larion17 | 4526958 |
| Larion17 | 4885488 |
| Larion17 | 1924076 |
| Larion17 | 1778005 |
| tedi1233 | 4789981 |
| tedi1233 | 4929645 |
| tedi1233 | 4947381 |
| tedi1233 | 4968806 |
| HappyPirate007 | 4789981 |
| HappyPirate007 | 4825860 |
| Dena228 | 35857187 |
| Dena228 | 3530020 |
| Dena228 | 4789981 |
| Dena228 | 3959044 |
| Dena228 | 36279833 |
| xypmunka | 3530020 |
| xypmunka | 4789981 |
| van4ik | 3530020 |
| van4ik | 4789981 |
| van4ik | 1887946 |
| van4ik | 3778683 |
| van4ik | 25193896 |
| van4ik | 25684322 |
| van4ik | 25933652 |
| van4ik | 26177411 |
| Arkangoo1 | 4987819 |
| Arkangoo1 | 4987817 |
| Arkangoo1 | 4789981 |
| Oxik24 | 4789981 |
| Nikitka32 | 4789981 |
| Nikitka32 | 4947495 |
| Shaihatarov | 1320302 |
| Shaihatarov | 4789981 |
| Shaihatarov | 5035819 |
| Shaihatarov | 1475738 |
| gamehunt1 | 4789981 |
| gamehunt1 | 4944543 |
| Dima-57 | 9940083 |
| Dima-57 | 7829198 |
| Dima-57 | 4789981 |
| Dima-57 | 4947381 |
| Dima-57 | 4951321 |
| Xrenmorjovii1337 | 4956226 |
| Xrenmorjovii1337 | 4789981 |
| Baron_is_Bro | 4789981 |
| Baron_is_Bro | 4956209 |
| Baron_is_Bro | 27549754 |
| lod07 | 4789981 |
| lod07 | 4977057 |
| kotowilliam | 4789981 |
| kotowilliam | 4947381 |
| kotowilliam | 4951215 |
| zyabr | 4789981 |
| nikman89 | 4789981 |
| KEFIR12 | 4789981 |
| bezzubik | 4789981 |
| bezzubik | 488267 |
| bezzubik | 487504 |
| bezzubik | 475543 |
| bezzubik | 475517 |
| bezzubik | 4373707 |
| bezzubik | 475527 |
| bezzubik | 475523 |
| Noskov01 | 4789981 |
| Noskov01 | 4999569 |
| LeraShooll | 4789981 |
| lizsamor | 26322475 |
| lizsamor | 25334084 |
| lizsamor | 5872272 |
| lizsamor | 5944332 |
| lizsamor | 5920382 |
| lizsamor | 5616633 |
| lizsamor | 6013112 |
| lizsamor | 5540176 |
| lizsamor | 25703510 |
| lizsamor | 35445332 |
| lizsamor | 35461688 |
| lizsamor | 25745681 |
| lizsamor | 5077316 |
| lizsamor | 5322379 |
| lizsamor | 25283877 |
| lizsamor | 5073390 |
| lizsamor | 5067517 |
| lizsamor | 5035772 |
| lizsamor | 4941320 |
| lizsamor | 4789981 |
| lizsamor | 4947897 |
| Max0789 | 4789981 |
| SEApps | 5830017 |
| SEApps | 4789981 |
| SEApps | 4968587 |
| AzazazinKreed | 4789981 |
| AzazazinKreed | 4985033 |
| YanYaroslavskiy2 | 4789981 |
| YanYaroslavskiy2 | 4554763 |
| Nadia_Golovina | 4789981 |
| Nadia_Golovina | 4951643 |
| NINDZIA2008 | 4789981 |
| hjccbz | 4789981 |
| hjccbz | 33015669 |
| KriIva | 4789981 |
| MAXIMUSLU | 4789981 |
| MAXIMUSLU | 4999699 |
| Daniil2701 | 4789981 |
| Russian_boys | 4962624 |
| Russian_boys | 4789981 |
| Mishamaster | 4789981 |
| Mishamaster | 4947381 |
| Mishamaster | 4947495 |
| uragan123 | 4779964 |
| uragan123 | 4789981 |
| uragan123 | 4295949 |
| uragan123 | 4666235 |
| Orel706 | 4968665 |
| Orel706 | 4789981 |
| Orel706 | 4947381 |
| Orel706 | 5037521 |
| Orel706 | 5922797 |
| Vanya-Pro | 4789981 |
| Vanya-Pro | 4947381 |
| Vanya-Pro | 4970865 |
| Vanya-Pro | 4949490 |
| Frouzen1337 | 4789981 |
| Frouzen1337 | 4985168 |
| Frouzen1337 | 4987711 |
| pelmesh | 4789981 |
| pelmesh | 4957117 |
| _roeb_ | 4789981 |
| _roeb_ | 4906361 |
| isoftcmg | 4562751 |
| isoftcmg | 4789981 |
| sergei-chi | 28639769 |
| sergei-chi | 4789981 |
| sergei-chi | 4944242 |
| Marina_Ut | 4789981 |
| ybivashka | 4789981 |
| ybivashka | 4926292 |
| ybivashka | 5035819 |
Узлы
