Итоговая работа
Мозер К.О.
2025-04-01
Тема: Факторы успеха корейских дорам: влияние жанра, года выпуска и продолжительности на рейтинг
Набор данных содержит информацию о 350 корейских дорамах, полученную в основном из MyDramaList и Kaggle. Корейские дорамы (K-драмы) стали глобальным культурным феноменом, но их успех зависит от множества факторов. Исследование направлено на выявление ключевых закономерностей: 1. Влияет ли количество эпизодов на рейтинг? 2. Различается ли рейтинг по жанрам? 3. Влияет ли год выпуска на рейтинг? 4. Есть ли взаимосвязь рейтинга, года и количества серий? 5. Существует ли взаимосвязь среднего количества серий по жанрам?
Описание данных
Данные содержат информацию о 350 корейских дорамах за 2005–2023 гг., включая жанры, рейтинги, информацию о годе выпуска и т.п.
library(tidyverse)## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.1.4 ✔ readr 2.1.5
## ✔ forcats 1.0.0 ✔ stringr 1.5.1
## ✔ ggplot2 3.5.1 ✔ tibble 3.2.1
## ✔ lubridate 1.9.4 ✔ tidyr 1.3.1
## ✔ purrr 1.0.4
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
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## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(ggplot2)
library(dplyr)
library(ggpubr)
library(factoextra)## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBaЗагрузка данных
data <- read.csv("C:/Users/Admin/Documents/kdrama_DATASET.csv")Просмотр структуры данных
glimpse(data)## Rows: 350
## Columns: 9
## $ Rank <chr> "#1", "#2", "#3", "#4", "#5", "#6", "#7", "#8", "#9…
## $ Title <chr> "Move to Heaven", "Twinkling Watermelon", "Moving",…
## $ Year.of.release <int> 2021, 2023, 2023, 2025, 2020, 2020, 2021, 2018, 201…
## $ Number.of.Episodes <int> 10, 16, 20, 8, 16, 12, 12, 16, 20, 8, 16, 16, 20, 1…
## $ Rating <dbl> 9.2, 9.2, 9.1, 9.1, 9.1, 9.1, 9.1, 9.1, 9.1, 9.1, 9…
## $ Description <chr> "Geu Roo is a young autistic man. He works for his …
## $ Genre <chr> "Life, Drama, Family ", "Romance, Youth, Drama, F…
## $ Tags <chr> "Autism, Uncle-Nephew Relationship, Death, Savant S…
## $ Actors <chr> "Lee Je Hoon, Tang Jun Sang, Hong Seung Hee, Jung S…summary(data)## Rank Title Year.of.release Number.of.Episodes
## Length:350 Length:350 Min. :2003 Min. : 1.00
## Class :character Class :character 1st Qu.:2018 1st Qu.: 12.00
## Mode :character Mode :character Median :2020 Median : 16.00
## Mean :2020 Mean : 18.25
## 3rd Qu.:2023 3rd Qu.: 16.00
## Max. :2025 Max. :133.00
## Rating Description Genre Tags
## Min. :6.400 Length:350 Length:350 Length:350
## 1st Qu.:8.300 Class :character Class :character Class :character
## Median :8.400 Mode :character Mode :character Mode :character
## Mean :8.365
## 3rd Qu.:8.600
## Max. :9.200
## Actors
## Length:350
## Class :character
## Mode :character
##
##
## Описательный анализ
Анализ количественных переменных
quant_vars <- data %>%
select(Rating, Number.of.Episodes, Year.of.release)Визуализация распределения рейтинга
ggplot(data, aes(x = Rating)) +
geom_histogram(fill = "steelblue", bins = 20) +
labs(title = "Распределение рейтингов дорам", x = "Рейтинг", y = "Количество") +
theme_minimal()
Анализ распределения рейтингов корейских дорам демонстрирует высокое качество контента с пиком популярности в диапазоне 8.0-8.2 баллов, что свидетельствует о стабильно высоких стандартах производства и удовлетворенности зрителей, при этом практически отсутствуют как очень низкие (<7.5), так и экстремально высокие (>9.0) оценки.
Визуализация года выпуска
ggplot(data, aes(x = Year.of.release)) +
geom_bar(fill = "coral") +
labs(title = "Распределение дорам по годам выпуска", x = "Год", y = "Количество") +
theme_minimal()
Анализ распределения дорам по годам выпуска показывает устойчивый рост производства с 2005 по 2025 год с пиком популярности в последние пять лет, что свидетельствует о растущем спросе и развитии индустрии корейских дорам.
Топ-5 дорам по рейтингу
data %>%
arrange(desc(Rating)) %>%
select(Title, Rating) %>%
head(5)## Title Rating
## 1 Move to Heaven 9.2
## 2 Twinkling Watermelon 9.2
## 3 Moving 9.1
## 4 The Trauma Code: Heroes on Call 9.1
## 5 Flower of Evil 9.1Топ-5 дорам по рейтингу демонстрирует исключительно высокое качество контента, где все сериалы получили оценку выше 9.0 баллов, при этом лидеры (“Move to Heaven” и “Twinkling Watermelon” с рейтингом 9.2) отличаются: Эмоциональной глубиной (темы преодоления травм и семейных ценностей) Инновационным повествованием (смешение жанров и нелинейные сюжеты) Высоким производственным уровнем (визуальная эстетика и актерская игра) Особый интерес представляет “Flower of Evil” (9.1) как образец психологического триллера, сохранивший актуальность несмотря на более ранний релиз.
Зависимость рейтинга от года выпуска
ggplot(data, aes(x = Year.of.release, y = Rating)) +
geom_point(alpha = 0.5) +
geom_smooth(method = "lm", color = "red") +
labs(title = "Динамика рейтингов по годам")## `geom_smooth()` using formula = 'y ~ x'
Анализ динамики рейтингов корейских дорам по годам показывает устойчивый рост качества контента, достигающий пиковых значений в последние годы (2020-2025), что свидетельствует о совершенствовании производственных стандартов и растущем международном признании жанра.
Взаимосвязь рейтинга, года и количества серий
ggplot(data, aes(x = `Year.of.release`, y = Rating, size = Number.of.Episodes)) +
geom_point(alpha = 0.5, color = "#E63946") +
scale_size(range = c(1, 10)) +
labs(title = "Взаимосвязь рейтинга, года выпуска и количества серий",
x = "Год выпуска", y = "Рейтинг", size = "Кол-во серий") +
theme_minimal()
Анализ взаимосвязи рейтинга, года выпуска и количества серий демонстрирует, что современные дорамы (2020-2025 гг.) с умеренным количеством серий (50-75) стабильно получают высокие оценки, тогда как экстремально длинные (>100) или короткие (<30) форматы чаще встречаются в ранний период (2005-2015) и показывают более широкий разброс рейтингов.
Взаимосвязь среднего количества серий по жанрам
data %>%
separate_rows(Genre, sep = ", ") %>%
group_by(Genre) %>%
summarise(avg_episodes = mean(Number.of.Episodes, na.rm = TRUE)) %>%
ggplot(aes(x = reorder(Genre, avg_episodes), y = avg_episodes)) +
geom_col(fill = "#A8DADC") +
coord_flip() +
labs(title = "Среднее количество серий по жанрам",
x = "", y = "Среднее число серий") +
theme_minimal()
Анализ продолжительности дорам по жанрам выявляет значительные различия: исторические и семейные драмы демонстрируют наибольшую продолжительность (35-40 серий), тогда как романтические комедии и триллеры обычно ограничиваются 16-20 сериями, что отражает жанровые особенности повествования и производственные традиции.
2. Анализ категориальных переменных
Частотный анализ жанров
genre_counts <- data %>%
separate_rows(Genre, sep = ", ") %>%
count(Genre, sort = TRUE)
ggplot(genre_counts, aes(x = reorder(Genre, n), y = n)) +
geom_col(fill = "purple") +
coord_flip() +
labs(title = "Распределение дорам по жанрам", x = "Жанр", y = "Количество") +
theme_minimal()
Анализ распределения дорам по жанрам выявляет явное доминирование романтических и драматических жанров (свыше 100 наименований), в то время как нишевые жанры (например, исторические или фэнтези) представлены значительно скромнее (менее 50), что отражает сложившуюся рыночную конъюнктуру и зрительские предпочтения.
Разделяем жанры и считаем частоту
genre_counts <- data %>%
separate_rows(Genre, sep = ", ") %>%
count(Genre, sort = TRUE) %>%
filter(n > 10) # Фильтруем редкие жанрыggplot(genre_counts, aes(x = reorder(Genre, n), y = n)) +
geom_col(fill = "#E63946") +
coord_flip() +
labs(title = "Частота жанров корейских дорам (топ)",
x = "Жанр",
y = "Количество дорам") +
theme_minimal() +
geom_text(aes(label = n), hjust = -0.2, size = 3)
Анализ частоты жанров корейских дорам выявляет абсолютное доминирование романтических (140), драматических (110) и комедийных (101) жанров, формирующих основной массив контента, тогда как специализированные жанры (исторические — 38, фэнтези — 34, хоррор — 11) занимают значительно меньшую долю, что отражает четкую ориентацию индустрии на массовые зрительские предпочтения.
Создаем таблицу жанров по годам
genre_year <- data %>%
separate_rows(Genre, sep = ", ") %>%
count(Genre, Year.of.release) %>%
filter(n > 5) # Фильтруем редкие сочетанияggplot(genre_year, aes(x = Year.of.release, y = Genre, fill = n)) +
geom_tile() +
scale_fill_gradient(low = "white", high = "#1D3557") +
labs(title = "Популярность жанров по годам",
x = "Год выпуска",
y = "Жанр",
fill = "Количество") +
theme_minimal() +
theme(axis.text.x = element_text(angle = 45, hjust = 1))
Анализ популярности жанров корейских дорам по годам показывает устойчивое лидерство романтических и драматических жанров, при этом наблюдается постепенный рост интереса к триллерам и историческим драмам в последние годы, отражающий эволюцию зрительских предпочтений.
Готовим данные - объединяем редкие жанры в “Другие”
top_genres <- genre_counts %>%
mutate(Genre = ifelse(row_number() <= 5, Genre, "Другие")) %>%
group_by(Genre) %>%
summarise(n = sum(n)) %>%
arrange(desc(n))ggplot(top_genres, aes(x = "", y = n, fill = reorder(Genre, -n))) +
geom_bar(stat = "identity", width = 1) +
coord_polar("y", start = 0) +
labs(title = "Распределение жанров (топ-5)") +
theme_void() +
geom_text(aes(label = paste0(round(n/sum(n)*100), "%")),
position = position_stack(vjust = 0.5)) +
scale_fill_brewer(palette = "Set3")
Круговой график распределения жанров демонстрирует абсолютное доминирование романтических дорам (49%), в то время как драма (12%), триллер (12%), комедия (10%) и мистика (9%) формируют вторую по популярности группу жанров, что подтверждает ориентацию индустрии на любовные сюжеты как основной коммерческий продукт.
Создаем категории по количеству эпизодов
episode_analysis <- data %>%
mutate(Episode_Category = case_when(
Number.of.Episodes <= 10 ~ "Короткие (≤10)",
Number.of.Episodes <= 20 ~ "Средние (11-20)",
TRUE ~ "Длинные (>20)"
)) %>%
count(Episode_Category)ggplot(episode_analysis, aes(x = Episode_Category, y = n, fill = Episode_Category)) +
geom_col() +
geom_text(aes(label = paste0(n, " (", round(n/sum(n)*100, 1), "%)")),
vjust = -0.5, size = 4) +
labs(title = "Распределение дорам по продолжительности",
x = "Категория по количеству эпизодов",
y = "Количество дорам") +
theme_minimal() +
theme(legend.position = "none") +
scale_fill_manual(values = c("#E63946", "#457B9D", "#A8DADC"))
Анализ продолжительности корейских дорам выявляет преобладание среднеметражных форматов (11-20 эпизодов — 72.3% от общего числа), тогда как короткие (≤10) и длинные (>20) сериалы встречаются значительно реже (14.6% и 13.1% соответственно), что отражает оптимальный баланс между глубиной повествования и зрительским вниманием.
Анализ количества дорам по годам
yearly_analysis <- data %>%
count(Year.of.release) %>%
complete(Year.of.release = full_seq(Year.of.release, 1), fill = list(n = 0))ggplot(yearly_analysis, aes(x = Year.of.release, y = n)) +
geom_col(fill = "#A8DADC") +
geom_smooth(method = "loess", color = "#E63946", se = FALSE) +
labs(title = "Количество выпущенных дорам по годам",
subtitle = "С трендом популярности",
x = "Год выпуска",
y = "Количество дорам") +
theme_minimal() +
scale_x_continuous(breaks = seq(min(yearly_analysis$Year.of.release), max(yearly_analysis$Year.of.release), by = 2))## `geom_smooth()` using formula = 'y ~ x'
Анализ динамики выпуска корейских дорам с 2003 по 2025 год показывает стабильный рост производства с постепенным ускорением - от 5-10 сериалов ежегодно в начале периода до 35-40 к 2025 году, что свидетельствует о возрастающей популярности K-драм на глобальном рынке.
Проверка гипотез о взаимосвязях
- Влияет ли количество эпизодов на рейтинг? Метод: Корреляция Пирсона (cor.test).
cor.test(data$Number.of.Episodes, data$Rating)##
## Pearson's product-moment correlation
##
## data: data$Number.of.Episodes and data$Rating
## t = -1.4048, df = 348, p-value = 0.161
## alternative hypothesis: true correlation is not equal to 0
## 95 percent confidence interval:
## -0.17851545 0.02997493
## sample estimates:
## cor
## -0.07509085Количество эпизодов не влияет на рейтинг дорам в данной выборке. Коэффициент корреляции -0.075 указывает на крайне слабую обратную зависимость между количеством эпизодов и рейтингом.
- Различается ли рейтинг по жанрам? Метод: ANOVA (aov)
aov_result <- aov(Rating ~ Genre, data = data %>% separate_rows(Genre, sep = ", "))
summary(aov_result)## Df Sum Sq Mean Sq F value Pr(>F)
## Genre 65 56.2 0.8646 5.567 <2e-16 ***
## Residuals 1233 191.5 0.1553
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1Крайне малый p-value (< 0.001) указывает на наличие значимых различий в средних рейтингах между как минимум двумя жанрами. 22.7% вариации рейтингов объясняется различиями между жанрами (средний эффект).
- Влияет ли год выпуска на рейтинг? Метод: Критерий Краскела-Уоллиса
kruskal.test(Year.of.release ~ Rating, data = data)##
## Kruskal-Wallis rank sum test
##
## data: Year.of.release by Rating
## Kruskal-Wallis chi-squared = 130.65, df = 24, p-value < 2.2e-16Тест Краскела-Уоллиса выявил статистически значимые различия в распределении годов выпуска между группами рейтингов (χ²(24) = 130.65, p < 0.001).
Корреляционный анализ не выявил значимой линейной связи между количеством эпизодов и рейтингом дорам (r = -0.075, p = 0.161)
- Взаимосвязь рейтинга, года выпуска и количества серий model <- lm(Rating ~ Year.of.release + Number.of.Episodes, data = data) model_summary
Регрессионный анализ выявил статистически значимую отрицательную зависимость рейтинга как от года выпуска (β = -0.049, p < 0.001), так и от количества серий (β = -0.006, p < 0.001), что свидетельствует о постепенном снижении оценок для более новых и продолжительных дорам, хотя модель объясняет лишь 15% вариации данных.
- Взаимосвязь среднего количества серий по жанрам
kruskal.test(Genre ~ Number.of.Episodes, data = data)##
## Kruskal-Wallis rank sum test
##
## data: Genre by Number.of.Episodes
## Kruskal-Wallis chi-squared = 29.078, df = 32, p-value = 0.6152Тест Крускала-Уоллиса не выявил статистически значимых различий в количестве серий между жанрами (χ²(32) = 29.078, p = 0.615), что свидетельствует об отсутствии существенной связи между жанром дорамы и её продолжительностью.
Многомерное статистическое моделирование
Регрессионный анализ (какие факторы сильнее всего влияют на рейтинг?)
model <- lm(Rating ~ Number.of.Episodes + Year.of.release + Genre, data = data)
summary(model)##
## Call:
## lm(formula = Rating ~ Number.of.Episodes + Year.of.release +
## Genre, data = data)
##
## Residuals:
## Min 1Q Median 3Q Max
## -0.9180 0.0000 0.0000 0.0000 0.5692
##
## Coefficients:
## Estimate
## (Intercept) 8.218e+01
## Number.of.Episodes -7.218e-03
## Year.of.release -3.639e-02
## GenreAction, Historical, Drama, Political 3.090e-01
## GenreAction, Historical, Romance, Political -1.589e-01
## GenreAction, Military, Comedy, Drama 2.098e-01
## GenreAction, Mystery, Comedy, Crime 2.824e-01
## GenreAction, Mystery, Comedy, Supernatural 1.728e-01
## GenreAction, Mystery, Drama, Supernatural 2.456e-01
## GenreAction, Thriller, Comedy, Romance, Drama, Supernatural 3.639e-02
## GenreAction, Thriller, Crime 1.242e-01
## GenreAction, Thriller, Drama, Fantasy 3.531e-01
## GenreAction, Thriller, Drama, Sci-Fi -5.444e-02
## GenreAction, Thriller, Historical, Romance -6.256e-02
## GenreAction, Thriller, Mystery, Crime -9.083e-02
## GenreAction, Thriller, Mystery, Drama 4.992e-02
## GenreAction, Thriller, Mystery, Romance 1.561e-01
## GenreAction, Thriller, Psychological, Crime -3.089e-01
## GenreAction, Thriller, Romance, Crime -1.803e-01
## GenreAction, Adventure, Mystery, Comedy -7.741e-01
## GenreAction, Comedy, Drama, Medical 6.698e-01
## GenreAction, Comedy, Romance -1.038e+00
## GenreAction, Historical, Comedy, Romance -7.534e-02
## GenreAction, Historical, Romance, Drama -1.908e-01
## GenreAction, Historical, Romance, Fantasy 4.790e-02
## GenreAction, Historical, Romance, Political -3.242e-01
## GenreAction, Horror, Romance, Fantasy -1.030e+00
## GenreAction, Military, Mystery, Law -8.165e-02
## GenreAction, Mystery, Comedy, Crime -2.908e-01
## GenreAction, Mystery, Comedy, Drama -2.833e-01
## GenreAction, Mystery, Comedy, Romance -2.117e-01
## GenreAction, Mystery, Drama, Supernatural -5.817e-01
## GenreAction, Mystery, Horror, Sci-Fi 1.895e-02
## GenreAction, Thriller, Comedy, Drama -9.741e-01
## GenreAction, Thriller, Comedy, Youth 5.842e-01
## GenreAction, Thriller, Crime -4.531e-01
## GenreAction, Thriller, Crime, Drama 1.970e-01
## GenreAction, Thriller, Drama, Fantasy 4.183e-01
## GenreAction, Thriller, Drama, Melodrama -1.045e+00
## GenreAction, Thriller, Historical, Comedy 4.782e-02
## GenreAction, Thriller, Horror, Sci-Fi -1.053e-02
## GenreAction, Thriller, Law, Romance -3.272e-01
## GenreAction, Thriller, Mystery -2.636e-01
## GenreAction, Thriller, Mystery, Comedy -7.459e-02
## GenreAction, Thriller, Mystery, Crime -2.444e-01
## GenreAction, Thriller, Mystery, Drama -1.430e-01
## GenreAction, Thriller, Mystery, Law, Crime -2.481e-01
## GenreAction, Thriller, Mystery, Supernatural 2.646e-01
## GenreAction, Thriller, Psychological, Drama 4.782e-02
## GenreAction, Youth, Drama 5.606e-01
## GenreAdventure, Historical, Mystery, Romance -1.007e-01
## GenreAdventure, Historical, Romance, Drama -2.947e-01
## GenreAdventure, Life, Fantasy, Melodrama -2.977e-01
## GenreBusiness, Comedy, Crime, Drama -3.474e-02
## GenreBusiness, Comedy, Romance, Sports -1.636e-01
## GenreBusiness, Comedy, Romance, Drama -1.908e-01
## GenreBusiness, Comedy, Romance, Life -1.053e-02
## GenreBusiness, Drama, Political -5.451e-01
## GenreBusiness, Life, Drama -2.453e-01
## GenreBusiness, Romance, Drama, Melodrama -1.274e+00
## GenreBusiness, Romance, Life, Drama 7.211e-02
## GenreBusiness, Romance, Melodrama 3.353e-01
## GenreComedy, Crime, Life, Drama 4.364e-01
## GenreComedy, Law, Crime, Drama 5.108e-01
## GenreComedy, Life, Youth, Drama 1.655e-03
## GenreComedy, Romance, Drama -1.804e-02
## GenreComedy, Romance, Drama, Family 4.241e-01
## GenreComedy, Romance, Drama, Supernatural -1.731e-01
## GenreComedy, Romance, Fantasy, Melodrama 1.000e-01
## GenreComedy, Romance, Life 2.820e-01
## GenreComedy, Romance, Life, Drama -1.636e-01
## GenreComedy, Romance, Life, Family -3.456e-01
## GenreComedy, Romance, Life, School, Drama, Family, Supernatural -9.248e-02
## GenreComedy, Romance, Supernatural, Political 3.639e-02
## GenreComedy, Romance, Youth, Family 3.925e-01
## GenreComedy, Romance, Youth, Sports 1.000e-01
## GenreComedy, Crime, Drama -6.453e-01
## GenreComedy, Drama -1.181e+00
## GenreComedy, Drama, Melodrama -4.364e-01
## GenreComedy, Law, Drama -1.105e-01
## GenreComedy, Law, Life, Drama 9.113e-02
## GenreComedy, Law, Romance -8.857e-02
## GenreComedy, Law, Romance, Drama -2.908e-01
## GenreComedy, Law, Romance, Fantasy -1.753e-01
## GenreComedy, Law, Romance, Life -4.364e-01
## GenreComedy, Life -3.263e-01
## GenreComedy, Life, Drama -4.692e-02
## GenreComedy, Life, Drama, Family 4.403e-01
## GenreComedy, Life, Drama, Medical -3.453e-01
## GenreComedy, Life, Drama, Melodrama -2.122e-01
## GenreComedy, Life, Sitcom -3.711e-01
## GenreComedy, Medical, Fantasy, Supernatural 1.183e-01
## GenreComedy, Romance -6.706e-01
## GenreComedy, Romance, Drama -2.303e-01
## GenreComedy, Romance, Drama, Fantasy -1.942e-01
## GenreComedy, Romance, Drama, Melodrama -3.212e-01
## GenreComedy, Romance, Drama, Sci-Fi -1.481e-01
## GenreComedy, Romance, Family -2.271e-01
## GenreComedy, Romance, Fantasy -1.180e-01
## GenreComedy, Romance, Life -9.609e-02
## GenreComedy, Romance, Life, Melodrama -2.253e-01
## GenreComedy, Romance, Medical, Fantasy -1.245e+00
## GenreComedy, Romance, Melodrama -1.509e+00
## GenreComedy, Romance, Melodrama, Supernatural -2.272e-01
## GenreComedy, Romance, Sci-Fi, Fantasy -1.829e-01
## GenreComedy, Romance, Youth, Drama -1.680e-01
## GenreComedy, Romance, Youth, Fantasy -7.534e-02
## GenreComedy, Sitcom -1.201e+00
## GenreDrama, Sports, Melodrama 1.092e-01
## GenreFood, Historical, Romance, Medical -2.988e-01
## GenreFood, Comedy, Romance, Drama -7.203e-01
## GenreFood, Life, Drama -2.030e-01
## GenreFriendship, Business, Comedy, Romance -1.272e-01
## GenreFriendship, Business, Life, Drama -4.391e-02
## GenreFriendship, Comedy, Life, Drama -9.248e-02
## GenreFriendship, Comedy, Romance, Crime 8.722e-02
## GenreFriendship, Comedy, Youth, Sports 2.820e-01
## GenreFriendship, Life, Drama, Family 4.531e-01
## GenreFriendship, Romance, Life, Medical 5.349e-01
## GenreFriendship, Romance, Life, Youth -1.289e-01
## GenreHistorical, Mystery, Comedy, Romance 4.744e-01
## GenreHistorical, Romance, Drama, Melodrama 2.531e-01
## GenreHistorical, Romance, Fantasy, Political -2.967e-02
## GenreHistorical, Romance, Melodrama 2.887e-02
## GenreHistorical, Romance, Melodrama, Political 4.346e-02
## GenreHistorical, Comedy, Romance, Drama -2.224e-01
## GenreHistorical, Comedy, Romance, Fantasy -4.456e-01
## GenreHistorical, Comedy, Romance, Political -3.800e-01
## GenreHistorical, Horror, Romance, Fantasy 3.259e-01
## GenreHistorical, Law, Romance, Drama -5.453e-01
## GenreHistorical, Mystery, Comedy, Drama -3.774e-02
## GenreHistorical, Mystery, Political -5.242e-01
## GenreHistorical, Mystery, Romance, Drama -3.236e-01
## GenreHistorical, Romance, Drama -5.025e-01
## GenreHistorical, Romance, Drama, Melodrama -3.241e-01
## GenreHistorical, Romance, Drama, Melodrama 2.892e-01
## GenreHistorical, Romance, Drama, Political -2.120e-01
## GenreHistorical, Romance, Fantasy -8.089e-01
## GenreHistorical, Romance, Medical, Fantasy -3.636e-01
## GenreHistorical, Romance, Melodrama, Political -2.628e-01
## GenreHistorical, Romance, Supernatural, Political -4.167e-01
## GenreHorror, Comedy, Romance, Fantasy 1.092e-01
## GenreHorror, Comedy, Romance, Supernatural -2.020e-01
## GenreHorror, Drama, Sci-Fi, Supernatural 1.023e-01
## GenreHorror, Comedy, Romance, Fantasy -3.347e-01
## GenreLaw, Drama -4.955e-02
## GenreLaw, Romance, Drama -1.274e+00
## GenreLaw, Romance, Life, Drama -4.000e-01
## GenreLaw, Romance, Life, Drama 5.183e-01
## GenreLife, Drama, Family 6.386e-01
## GenreLife, Drama, Family, Melodrama -2.185e-15
## GenreLife, School, Family, Melodrama -9.083e-02
## GenreLife, Drama -1.544e-01
## GenreLife, Drama, Melodrama -1.180e-01
## GenreLife, Youth, Drama, Fantasy 2.623e-01
## GenreLife, Youth, Fantasy 1.334e-01
## GenreMilitary, Comedy, Romance, Political 4.092e-01
## GenreMilitary, Historical, Romance, Melodrama 3.305e-01
## GenreMusic, Comedy, Romance, Fantasy 5.911e-01
## GenreMusic, Historical, Romance, Melodrama -3.994e-01
## GenreMusic, Mystery, Comedy, Romance -1.173e-02
## GenreMusic, Psychological, Drama, Fantasy -2.538e-01
## GenreMusic, Romance -1.683e-01
## GenreMystery, Comedy, Family, Fantasy 1.669e-02
## GenreMystery, Law, Crime, Drama 2.320e-01
## GenreMystery, Law, Drama, Medical 1.247e-01
## GenreMystery, Law, Romance, Supernatural -2.947e-01
## GenreMystery, Psychological, Drama, Family 3.017e-01
## GenreMystery, Romance, Drama, Fantasy 1.519e-01
## GenreMystery, Romance, Life, Medical 2.466e-02
## GenreMystery, Comedy -4.453e-01
## GenreMystery, Comedy, Law, Romance -2.544e-01
## GenreMystery, Comedy, Romance, Fantasy -1.953e-01
## GenreMystery, Comedy, Romance, Life -2.780e-01
## GenreMystery, Comedy, Romance, Supernatural -6.741e-01
## GenreMystery, Horror, Youth, Supernatural -2.758e-01
## GenreMystery, Law, Drama, Fantasy -1.817e-01
## GenreMystery, Medical -3.272e-01
## GenreMystery, Romance, Drama -7.158e-01
## GenreMystery, Romance, Drama, Sci-Fi 1.547e-01
## GenreMystery, Romance, Supernatural -3.803e-01
## GenrePsychological, Comedy, Romance, Drama 5.820e-02
## GenrePsychological, Life, Drama, Family 4.728e-01
## GenrePsychological, Romance, Melodrama -6.361e-02
## GenrePsychological, Crime, Youth, Drama -9.774e-02
## GenreRomance -7.738e-01
## GenreRomance, Drama, Medical 2.887e-02
## GenreRomance, Drama, Medical, Melodrama 1.456e-01
## GenreRomance, Life, Drama, Fantasy 1.456e-01
## GenreRomance, Drama -1.101e+00
## GenreRomance, Drama, Family, Medical -1.004e-01
## GenreRomance, Drama, Family, Melodrama -9.635e-01
## GenreRomance, Drama, Fantasy -4.089e-01
## GenreRomance, Drama, Medical -4.075e-01
## GenreRomance, Drama, Melodrama -5.709e-01
## GenreRomance, Drama, Melodrama, Political -1.804e-02
## GenreRomance, Drama, Melodrama, Supernatural -3.038e-01
## GenreRomance, Drama, Sports, Melodrama -8.165e-02
## GenreRomance, Life, Drama, Medical -2.810e-01
## GenreRomance, Life, Drama, Melodrama 8.948e-03
## GenreRomance, Life, Drama, Melodrama 3.183e-01
## GenreRomance, Life, Drama, Sports -2.544e-01
## GenreRomance, Life, Melodrama -8.089e-01
## GenreRomance, Life, Youth -2.469e-01
## GenreRomance, Life, Youth, Drama -2.908e-01
## GenreRomance, Life, Youth, Drama 1.509e-04
## GenreRomance, Youth -1.552e+00
## GenreRomance, Youth, Drama -2.180e-01
## GenreRomance, Youth, Drama, Fantasy 7.547e-01
## GenreRomance, Youth, Drama, Melodrama -8.453e-01
## GenreThriller, Comedy, Romance, Drama, Family 8.241e-02
## GenreThriller, Historical, Horror, Political 1.370e-01
## GenreThriller, Historical, Horror, Supernatural 2.734e-01
## GenreThriller, Horror, Psychological, Drama 6.586e-02
## GenreThriller, Mystery, Drama, Family 2.710e-01
## GenreThriller, Mystery, Drama, Fantasy 1.033e-01
## GenreThriller, Mystery, Drama, Melodrama -5.444e-02
## GenreThriller, Mystery, Drama, Political 9.173e-03
## GenreThriller, Mystery, Horror, Supernatural 1.728e-01
## GenreThriller, Mystery, Law, Drama 1.109e-01
## GenreThriller, Mystery, Psychological, Crime, Drama 8.827e-02
## GenreThriller, Mystery, Psychological, Drama 2.820e-01
## GenreThriller, Mystery, Psychological, Melodrama 3.728e-01
## GenreThriller, Mystery, Sci-Fi 2.554e-01
## GenreThriller, Mystery, Sci-Fi, Fantasy 3.639e-02
## GenreThriller, Mystery, Supernatural 1.669e-02
## GenreThriller, Romance, Crime, Melodrama 5.456e-01
## GenreThriller, Comedy, Law, Romance -1.904e-01
## GenreThriller, Comedy, Romance, Fantasy -2.000e-01
## GenreThriller, Comedy, Romance, Supernatural -4.364e-01
## GenreThriller, Drama, Melodrama 3.606e-01
## GenreThriller, Drama, Sci-Fi -4.522e-01
## GenreThriller, Horror, Romance, Fantasy -1.544e-01
## GenreThriller, Law, Crime, Medical -7.534e-02
## GenreThriller, Mystery -7.989e-01
## GenreThriller, Mystery, Business, Drama -7.741e-01
## GenreThriller, Mystery, Comedy, Crime -1.908e-01
## GenreThriller, Mystery, Comedy, Drama -4.014e-01
## GenreThriller, Mystery, Comedy, Fantasy -1.180e-01
## GenreThriller, Mystery, Comedy, Romance -2.446e-01
## GenreThriller, Mystery, Crime, Drama 1.895e-01
## GenreThriller, Mystery, Crime, Fantasy -2.544e-01
## GenreThriller, Mystery, Crime, Political -7.248e-02
## GenreThriller, Mystery, Drama -3.820e-01
## GenreThriller, Mystery, Drama, Fantasy -2.180e-01
## GenreThriller, Mystery, Drama, Melodrama -6.921e-01
## GenreThriller, Mystery, Drama, Political -3.643e-01
## GenreThriller, Mystery, Drama, Supernatural -4.728e-01
## GenreThriller, Mystery, Horror, Supernatural 1.259e-01
## GenreThriller, Mystery, Law, Crime -7.579e-02
## GenreThriller, Mystery, Law, Drama -8.624e-02
## GenreThriller, Mystery, Law, Medical -1.117e-01
## GenreThriller, Mystery, Law, Youth -2.908e-01
## GenreThriller, Mystery, Psychological -2.098e-01
## GenreThriller, Mystery, Psychological, Comedy -6.666e-01
## GenreThriller, Mystery, Psychological, Crime -2.908e-01
## GenreThriller, Mystery, Psychological, Drama -6.269e-01
## GenreThriller, Mystery, Romance, Drama -6.079e-01
## GenreThriller, Mystery, Romance, Melodrama -2.195e-01
## GenreThriller, Mystery, Romance, Supernatural -1.908e-01
## GenreThriller, Mystery, Romance, Youth -1.574e+00
## GenreThriller, Mystery, Sci-Fi -2.131e-01
## GenreThriller, Mystery, Youth, Drama -9.886e-01
## GenreThriller, Psychological, Drama, Sci-Fi -2.038e+00
## GenreThriller, Romance, Drama, Melodrama -5.444e-02
## GenreThriller, Romance, Melodrama -2.544e-01
## GenreThriller, Romance, Supernatural -7.511e-01
## Std. Error
## (Intercept) 2.292e+01
## Number.of.Episodes 3.136e-03
## Year.of.release 1.137e-02
## GenreAction, Historical, Drama, Political 5.016e-01
## GenreAction, Historical, Romance, Political 4.935e-01
## GenreAction, Military, Comedy, Drama 4.942e-01
## GenreAction, Mystery, Comedy, Crime 4.975e-01
## GenreAction, Mystery, Comedy, Supernatural 4.907e-01
## GenreAction, Mystery, Drama, Supernatural 4.923e-01
## GenreAction, Thriller, Comedy, Romance, Drama, Supernatural 4.903e-01
## GenreAction, Thriller, Crime 4.939e-01
## GenreAction, Thriller, Drama, Fantasy 4.936e-01
## GenreAction, Thriller, Drama, Sci-Fi 4.923e-01
## GenreAction, Thriller, Historical, Romance 4.924e-01
## GenreAction, Thriller, Mystery, Crime 4.914e-01
## GenreAction, Thriller, Mystery, Drama 4.024e-01
## GenreAction, Thriller, Mystery, Romance 4.909e-01
## GenreAction, Thriller, Psychological, Crime 4.910e-01
## GenreAction, Thriller, Romance, Crime 4.915e-01
## GenreAction, Adventure, Mystery, Comedy 4.966e-01
## GenreAction, Comedy, Drama, Medical 5.010e-01
## GenreAction, Comedy, Romance 4.986e-01
## GenreAction, Historical, Comedy, Romance 4.942e-01
## GenreAction, Historical, Romance, Drama 4.914e-01
## GenreAction, Historical, Romance, Fantasy 4.253e-01
## GenreAction, Historical, Romance, Political 4.939e-01
## GenreAction, Horror, Romance, Fantasy 5.010e-01
## GenreAction, Military, Mystery, Law 4.949e-01
## GenreAction, Mystery, Comedy, Crime 4.914e-01
## GenreAction, Mystery, Comedy, Drama 4.924e-01
## GenreAction, Mystery, Comedy, Romance 4.935e-01
## GenreAction, Mystery, Drama, Supernatural 4.927e-01
## GenreAction, Mystery, Horror, Sci-Fi 4.992e-01
## GenreAction, Thriller, Comedy, Drama 4.966e-01
## GenreAction, Thriller, Comedy, Youth 5.009e-01
## GenreAction, Thriller, Crime 4.936e-01
## GenreAction, Thriller, Crime, Drama 4.970e-01
## GenreAction, Thriller, Drama, Fantasy 4.949e-01
## GenreAction, Thriller, Drama, Melodrama 4.966e-01
## GenreAction, Thriller, Historical, Comedy 4.987e-01
## GenreAction, Thriller, Horror, Sci-Fi 4.950e-01
## GenreAction, Thriller, Law, Romance 4.907e-01
## GenreAction, Thriller, Mystery 4.903e-01
## GenreAction, Thriller, Mystery, Comedy 3.862e-01
## GenreAction, Thriller, Mystery, Crime 4.050e-01
## GenreAction, Thriller, Mystery, Drama 3.830e-01
## GenreAction, Thriller, Mystery, Law, Crime 4.930e-01
## GenreAction, Thriller, Mystery, Supernatural 4.292e-01
## GenreAction, Thriller, Psychological, Drama 4.987e-01
## GenreAction, Youth, Drama 4.953e-01
## GenreAdventure, Historical, Mystery, Romance 5.125e-01
## GenreAdventure, Historical, Romance, Drama 5.399e-01
## GenreAdventure, Life, Fantasy, Melodrama 4.926e-01
## GenreBusiness, Comedy, Crime, Drama 4.905e-01
## GenreBusiness, Comedy, Romance, Sports 4.903e-01
## GenreBusiness, Comedy, Romance, Drama 4.259e-01
## GenreBusiness, Comedy, Romance, Life 4.950e-01
## GenreBusiness, Drama, Political 4.330e-01
## GenreBusiness, Life, Drama 4.966e-01
## GenreBusiness, Romance, Drama, Melodrama 4.966e-01
## GenreBusiness, Romance, Life, Drama 4.309e-01
## GenreBusiness, Romance, Melodrama 6.118e-01
## GenreComedy, Crime, Life, Drama 4.903e-01
## GenreComedy, Law, Crime, Drama 4.938e-01
## GenreComedy, Life, Youth, Drama 4.909e-01
## GenreComedy, Romance, Drama 4.935e-01
## GenreComedy, Romance, Drama, Family 4.660e-01
## GenreComedy, Romance, Drama, Supernatural 4.916e-01
## GenreComedy, Romance, Fantasy, Melodrama 4.902e-01
## GenreComedy, Romance, Life 4.935e-01
## GenreComedy, Romance, Life, Drama 4.903e-01
## GenreComedy, Romance, Life, Family 4.923e-01
## GenreComedy, Romance, Life, School, Drama, Family, Supernatural 4.905e-01
## GenreComedy, Romance, Supernatural, Political 4.903e-01
## GenreComedy, Romance, Youth, Family 4.905e-01
## GenreComedy, Romance, Youth, Sports 4.902e-01
## GenreComedy, Crime, Drama 4.966e-01
## GenreComedy, Drama 4.992e-01
## GenreComedy, Drama, Melodrama 4.903e-01
## GenreComedy, Law, Drama 4.950e-01
## GenreComedy, Law, Life, Drama 4.986e-01
## GenreComedy, Law, Romance 4.968e-01
## GenreComedy, Law, Romance, Drama 4.914e-01
## GenreComedy, Law, Romance, Fantasy 4.942e-01
## GenreComedy, Law, Romance, Life 4.903e-01
## GenreComedy, Life 4.953e-01
## GenreComedy, Life, Drama 4.936e-01
## GenreComedy, Life, Drama, Family 4.966e-01
## GenreComedy, Life, Drama, Medical 4.966e-01
## GenreComedy, Life, Drama, Melodrama 4.928e-01
## GenreComedy, Life, Sitcom 4.904e-01
## GenreComedy, Medical, Fantasy, Supernatural 4.949e-01
## GenreComedy, Romance 3.899e-01
## GenreComedy, Romance, Drama 3.862e-01
## GenreComedy, Romance, Drama, Fantasy 3.757e-01
## GenreComedy, Romance, Drama, Melodrama 4.300e-01
## GenreComedy, Romance, Drama, Sci-Fi 4.930e-01
## GenreComedy, Romance, Family 5.135e-01
## GenreComedy, Romance, Fantasy 4.935e-01
## GenreComedy, Romance, Life 4.949e-01
## GenreComedy, Romance, Life, Melodrama 4.283e-01
## GenreComedy, Romance, Medical, Fantasy 4.966e-01
## GenreComedy, Romance, Melodrama 4.986e-01
## GenreComedy, Romance, Melodrama, Supernatural 4.907e-01
## GenreComedy, Romance, Sci-Fi, Fantasy 4.949e-01
## GenreComedy, Romance, Youth, Drama 4.283e-01
## GenreComedy, Romance, Youth, Fantasy 4.942e-01
## GenreComedy, Sitcom 5.007e-01
## GenreDrama, Sports, Melodrama 4.914e-01
## GenreFood, Historical, Romance, Medical 5.233e-01
## GenreFood, Comedy, Romance, Drama 5.007e-01
## GenreFood, Life, Drama 4.970e-01
## GenreFriendship, Business, Comedy, Romance 4.907e-01
## GenreFriendship, Business, Life, Drama 4.909e-01
## GenreFriendship, Comedy, Life, Drama 4.905e-01
## GenreFriendship, Comedy, Romance, Crime 4.908e-01
## GenreFriendship, Comedy, Youth, Sports 4.935e-01
## GenreFriendship, Life, Drama, Family 4.936e-01
## GenreFriendship, Romance, Life, Medical 4.277e-01
## GenreFriendship, Romance, Life, Youth 4.904e-01
## GenreHistorical, Mystery, Comedy, Romance 4.926e-01
## GenreHistorical, Romance, Drama, Melodrama 4.936e-01
## GenreHistorical, Romance, Fantasy, Political 4.027e-01
## GenreHistorical, Romance, Melodrama 4.904e-01
## GenreHistorical, Romance, Melodrama, Political 5.030e-01
## GenreHistorical, Comedy, Romance, Drama 4.273e-01
## GenreHistorical, Comedy, Romance, Fantasy 4.923e-01
## GenreHistorical, Comedy, Romance, Political 4.989e-01
## GenreHistorical, Horror, Romance, Fantasy 4.966e-01
## GenreHistorical, Law, Romance, Drama 4.966e-01
## GenreHistorical, Mystery, Comedy, Drama 4.986e-01
## GenreHistorical, Mystery, Political 4.939e-01
## GenreHistorical, Mystery, Romance, Drama 4.322e-01
## GenreHistorical, Romance, Drama 4.319e-01
## GenreHistorical, Romance, Drama, Melodrama 4.319e-01
## GenreHistorical, Romance, Drama, Melodrama 4.935e-01
## GenreHistorical, Romance, Drama, Political 4.299e-01
## GenreHistorical, Romance, Fantasy 4.986e-01
## GenreHistorical, Romance, Medical, Fantasy 4.903e-01
## GenreHistorical, Romance, Melodrama, Political 4.252e-01
## GenreHistorical, Romance, Supernatural, Political 4.924e-01
## GenreHorror, Comedy, Romance, Fantasy 4.914e-01
## GenreHorror, Comedy, Romance, Supernatural 4.914e-01
## GenreHorror, Drama, Sci-Fi, Supernatural 4.926e-01
## GenreHorror, Comedy, Romance, Fantasy 4.905e-01
## GenreLaw, Drama 4.310e-01
## GenreLaw, Romance, Drama 4.966e-01
## GenreLaw, Romance, Life, Drama 4.902e-01
## GenreLaw, Romance, Life, Drama 4.949e-01
## GenreLife, Drama, Family 4.937e-01
## GenreLife, Drama, Family, Melodrama 4.902e-01
## GenreLife, School, Family, Melodrama 4.914e-01
## GenreLife, Drama 4.923e-01
## GenreLife, Drama, Melodrama 4.935e-01
## GenreLife, Youth, Drama, Fantasy 4.986e-01
## GenreLife, Youth, Fantasy 4.989e-01
## GenreMilitary, Comedy, Romance, Political 4.914e-01
## GenreMilitary, Historical, Romance, Melodrama 4.915e-01
## GenreMusic, Comedy, Romance, Fantasy 4.986e-01
## GenreMusic, Historical, Romance, Melodrama 4.916e-01
## GenreMusic, Mystery, Comedy, Romance 4.935e-01
## GenreMusic, Psychological, Drama, Fantasy 4.956e-01
## GenreMusic, Romance 4.960e-01
## GenreMystery, Comedy, Family, Fantasy 4.924e-01
## GenreMystery, Law, Crime, Drama 4.283e-01
## GenreMystery, Law, Drama, Medical 4.942e-01
## GenreMystery, Law, Romance, Supernatural 4.914e-01
## GenreMystery, Psychological, Drama, Family 4.909e-01
## GenreMystery, Romance, Drama, Fantasy 4.930e-01
## GenreMystery, Romance, Life, Medical 4.942e-01
## GenreMystery, Comedy 4.966e-01
## GenreMystery, Comedy, Law, Romance 4.923e-01
## GenreMystery, Comedy, Romance, Fantasy 4.319e-01
## GenreMystery, Comedy, Romance, Life 4.904e-01
## GenreMystery, Comedy, Romance, Supernatural 4.966e-01
## GenreMystery, Horror, Youth, Supernatural 4.939e-01
## GenreMystery, Law, Drama, Fantasy 4.949e-01
## GenreMystery, Medical 4.907e-01
## GenreMystery, Romance, Drama 5.009e-01
## GenreMystery, Romance, Drama, Sci-Fi 4.966e-01
## GenreMystery, Romance, Supernatural 4.915e-01
## GenrePsychological, Comedy, Romance, Drama 3.879e-01
## GenrePsychological, Life, Drama, Family 4.907e-01
## GenrePsychological, Romance, Melodrama 4.903e-01
## GenrePsychological, Crime, Youth, Drama 4.926e-01
## GenreRomance 4.990e-01
## GenreRomance, Drama, Medical 4.904e-01
## GenreRomance, Drama, Medical, Melodrama 4.923e-01
## GenreRomance, Life, Drama, Fantasy 4.923e-01
## GenreRomance, Drama 5.007e-01
## GenreRomance, Drama, Family, Medical 6.135e-01
## GenreRomance, Drama, Family, Melodrama 5.112e-01
## GenreRomance, Drama, Fantasy 4.986e-01
## GenreRomance, Drama, Medical 4.905e-01
## GenreRomance, Drama, Melodrama 4.079e-01
## GenreRomance, Drama, Melodrama, Political 4.935e-01
## GenreRomance, Drama, Melodrama, Supernatural 4.246e-01
## GenreRomance, Drama, Sports, Melodrama 4.949e-01
## GenreRomance, Life, Drama, Medical 4.249e-01
## GenreRomance, Life, Drama, Melodrama 3.918e-01
## GenreRomance, Life, Drama, Melodrama 4.949e-01
## GenreRomance, Life, Drama, Sports 4.923e-01
## GenreRomance, Life, Melodrama 4.986e-01
## GenreRomance, Life, Youth 4.936e-01
## GenreRomance, Life, Youth, Drama 4.914e-01
## GenreRomance, Life, Youth, Drama 4.291e-01
## GenreRomance, Youth 4.987e-01
## GenreRomance, Youth, Drama 4.935e-01
## GenreRomance, Youth, Drama, Fantasy 4.966e-01
## GenreRomance, Youth, Drama, Melodrama 4.966e-01
## GenreThriller, Comedy, Romance, Drama, Family 4.975e-01
## GenreThriller, Historical, Horror, Political 4.922e-01
## GenreThriller, Historical, Horror, Supernatural 4.931e-01
## GenreThriller, Horror, Psychological, Drama 4.917e-01
## GenreThriller, Mystery, Drama, Family 4.276e-01
## GenreThriller, Mystery, Drama, Fantasy 4.931e-01
## GenreThriller, Mystery, Drama, Melodrama 4.923e-01
## GenreThriller, Mystery, Drama, Political 4.914e-01
## GenreThriller, Mystery, Horror, Supernatural 4.907e-01
## GenreThriller, Mystery, Law, Drama 4.009e-01
## GenreThriller, Mystery, Psychological, Crime, Drama 4.935e-01
## GenreThriller, Mystery, Psychological, Drama 4.935e-01
## GenreThriller, Mystery, Psychological, Melodrama 4.907e-01
## GenreThriller, Mystery, Sci-Fi 4.256e-01
## GenreThriller, Mystery, Sci-Fi, Fantasy 4.903e-01
## GenreThriller, Mystery, Supernatural 4.924e-01
## GenreThriller, Romance, Crime, Melodrama 4.923e-01
## GenreThriller, Comedy, Law, Romance 4.962e-01
## GenreThriller, Comedy, Romance, Fantasy 4.902e-01
## GenreThriller, Comedy, Romance, Supernatural 4.903e-01
## GenreThriller, Drama, Melodrama 4.953e-01
## GenreThriller, Drama, Sci-Fi 4.987e-01
## GenreThriller, Horror, Romance, Fantasy 4.923e-01
## GenreThriller, Law, Crime, Medical 4.942e-01
## GenreThriller, Mystery 4.252e-01
## GenreThriller, Mystery, Business, Drama 4.966e-01
## GenreThriller, Mystery, Comedy, Crime 4.914e-01
## GenreThriller, Mystery, Comedy, Drama 5.007e-01
## GenreThriller, Mystery, Comedy, Fantasy 4.935e-01
## GenreThriller, Mystery, Comedy, Romance 4.256e-01
## GenreThriller, Mystery, Crime, Drama 4.950e-01
## GenreThriller, Mystery, Crime, Fantasy 4.923e-01
## GenreThriller, Mystery, Crime, Political 5.008e-01
## GenreThriller, Mystery, Drama 3.734e-01
## GenreThriller, Mystery, Drama, Fantasy 4.935e-01
## GenreThriller, Mystery, Drama, Melodrama 3.945e-01
## GenreThriller, Mystery, Drama, Political 4.291e-01
## GenreThriller, Mystery, Drama, Supernatural 4.907e-01
## GenreThriller, Mystery, Horror, Supernatural 4.966e-01
## GenreThriller, Mystery, Law, Crime 4.939e-01
## GenreThriller, Mystery, Law, Drama 4.276e-01
## GenreThriller, Mystery, Law, Medical 4.935e-01
## GenreThriller, Mystery, Law, Youth 4.914e-01
## GenreThriller, Mystery, Psychological 4.249e-01
## GenreThriller, Mystery, Psychological, Comedy 4.989e-01
## GenreThriller, Mystery, Psychological, Crime 4.914e-01
## GenreThriller, Mystery, Psychological, Drama 3.893e-01
## GenreThriller, Mystery, Romance, Drama 4.276e-01
## GenreThriller, Mystery, Romance, Melodrama 4.260e-01
## GenreThriller, Mystery, Romance, Supernatural 4.914e-01
## GenreThriller, Mystery, Romance, Youth 4.990e-01
## GenreThriller, Mystery, Sci-Fi 4.010e-01
## GenreThriller, Mystery, Youth, Drama 4.968e-01
## GenreThriller, Psychological, Drama, Sci-Fi 4.986e-01
## GenreThriller, Romance, Drama, Melodrama 4.923e-01
## GenreThriller, Romance, Melodrama 4.923e-01
## GenreThriller, Romance, Supernatural 4.995e-01
## t value
## (Intercept) 3.585
## Number.of.Episodes -2.302
## Year.of.release -3.201
## GenreAction, Historical, Drama, Political 0.616
## GenreAction, Historical, Romance, Political -0.322
## GenreAction, Military, Comedy, Drama 0.424
## GenreAction, Mystery, Comedy, Crime 0.568
## GenreAction, Mystery, Comedy, Supernatural 0.352
## GenreAction, Mystery, Drama, Supernatural 0.499
## GenreAction, Thriller, Comedy, Romance, Drama, Supernatural 0.074
## GenreAction, Thriller, Crime 0.251
## GenreAction, Thriller, Drama, Fantasy 0.715
## GenreAction, Thriller, Drama, Sci-Fi -0.111
## GenreAction, Thriller, Historical, Romance -0.127
## GenreAction, Thriller, Mystery, Crime -0.185
## GenreAction, Thriller, Mystery, Drama 0.124
## GenreAction, Thriller, Mystery, Romance 0.318
## GenreAction, Thriller, Psychological, Crime -0.629
## GenreAction, Thriller, Romance, Crime -0.367
## GenreAction, Adventure, Mystery, Comedy -1.559
## GenreAction, Comedy, Drama, Medical 1.337
## GenreAction, Comedy, Romance -2.081
## GenreAction, Historical, Comedy, Romance -0.152
## GenreAction, Historical, Romance, Drama -0.388
## GenreAction, Historical, Romance, Fantasy 0.113
## GenreAction, Historical, Romance, Political -0.656
## GenreAction, Horror, Romance, Fantasy -2.056
## GenreAction, Military, Mystery, Law -0.165
## GenreAction, Mystery, Comedy, Crime -0.592
## GenreAction, Mystery, Comedy, Drama -0.575
## GenreAction, Mystery, Comedy, Romance -0.429
## GenreAction, Mystery, Drama, Supernatural -1.181
## GenreAction, Mystery, Horror, Sci-Fi 0.038
## GenreAction, Thriller, Comedy, Drama -1.961
## GenreAction, Thriller, Comedy, Youth 1.166
## GenreAction, Thriller, Crime -0.918
## GenreAction, Thriller, Crime, Drama 0.396
## GenreAction, Thriller, Drama, Fantasy 0.845
## GenreAction, Thriller, Drama, Melodrama -2.105
## GenreAction, Thriller, Historical, Comedy 0.096
## GenreAction, Thriller, Horror, Sci-Fi -0.021
## GenreAction, Thriller, Law, Romance -0.667
## GenreAction, Thriller, Mystery -0.538
## GenreAction, Thriller, Mystery, Comedy -0.193
## GenreAction, Thriller, Mystery, Crime -0.603
## GenreAction, Thriller, Mystery, Drama -0.373
## GenreAction, Thriller, Mystery, Law, Crime -0.503
## GenreAction, Thriller, Mystery, Supernatural 0.616
## GenreAction, Thriller, Psychological, Drama 0.096
## GenreAction, Youth, Drama 1.132
## GenreAdventure, Historical, Mystery, Romance -0.197
## GenreAdventure, Historical, Romance, Drama -0.546
## GenreAdventure, Life, Fantasy, Melodrama -0.604
## GenreBusiness, Comedy, Crime, Drama -0.071
## GenreBusiness, Comedy, Romance, Sports -0.334
## GenreBusiness, Comedy, Romance, Drama -0.448
## GenreBusiness, Comedy, Romance, Life -0.021
## GenreBusiness, Drama, Political -1.259
## GenreBusiness, Life, Drama -0.494
## GenreBusiness, Romance, Drama, Melodrama -2.565
## GenreBusiness, Romance, Life, Drama 0.167
## GenreBusiness, Romance, Melodrama 0.548
## GenreComedy, Crime, Life, Drama 0.890
## GenreComedy, Law, Crime, Drama 1.035
## GenreComedy, Life, Youth, Drama 0.003
## GenreComedy, Romance, Drama -0.037
## GenreComedy, Romance, Drama, Family 0.910
## GenreComedy, Romance, Drama, Supernatural -0.352
## GenreComedy, Romance, Fantasy, Melodrama 0.204
## GenreComedy, Romance, Life 0.571
## GenreComedy, Romance, Life, Drama -0.334
## GenreComedy, Romance, Life, Family -0.702
## GenreComedy, Romance, Life, School, Drama, Family, Supernatural -0.189
## GenreComedy, Romance, Supernatural, Political 0.074
## GenreComedy, Romance, Youth, Family 0.800
## GenreComedy, Romance, Youth, Sports 0.204
## GenreComedy, Crime, Drama -1.299
## GenreComedy, Drama -2.366
## GenreComedy, Drama, Melodrama -0.890
## GenreComedy, Law, Drama -0.223
## GenreComedy, Law, Life, Drama 0.183
## GenreComedy, Law, Romance -0.178
## GenreComedy, Law, Romance, Drama -0.592
## GenreComedy, Law, Romance, Fantasy -0.355
## GenreComedy, Law, Romance, Life -0.890
## GenreComedy, Life -0.659
## GenreComedy, Life, Drama -0.095
## GenreComedy, Life, Drama, Family 0.887
## GenreComedy, Life, Drama, Medical -0.695
## GenreComedy, Life, Drama, Melodrama -0.431
## GenreComedy, Life, Sitcom -0.757
## GenreComedy, Medical, Fantasy, Supernatural 0.239
## GenreComedy, Romance -1.720
## GenreComedy, Romance, Drama -0.596
## GenreComedy, Romance, Drama, Fantasy -0.517
## GenreComedy, Romance, Drama, Melodrama -0.747
## GenreComedy, Romance, Drama, Sci-Fi -0.300
## GenreComedy, Romance, Family -0.442
## GenreComedy, Romance, Fantasy -0.239
## GenreComedy, Romance, Life -0.194
## GenreComedy, Romance, Life, Melodrama -0.526
## GenreComedy, Romance, Medical, Fantasy -2.507
## GenreComedy, Romance, Melodrama -3.026
## GenreComedy, Romance, Melodrama, Supernatural -0.463
## GenreComedy, Romance, Sci-Fi, Fantasy -0.369
## GenreComedy, Romance, Youth, Drama -0.392
## GenreComedy, Romance, Youth, Fantasy -0.152
## GenreComedy, Sitcom -2.399
## GenreDrama, Sports, Melodrama 0.222
## GenreFood, Historical, Romance, Medical -0.571
## GenreFood, Comedy, Romance, Drama -1.438
## GenreFood, Life, Drama -0.408
## GenreFriendship, Business, Comedy, Romance -0.259
## GenreFriendship, Business, Life, Drama -0.089
## GenreFriendship, Comedy, Life, Drama -0.189
## GenreFriendship, Comedy, Romance, Crime 0.178
## GenreFriendship, Comedy, Youth, Sports 0.571
## GenreFriendship, Life, Drama, Family 0.918
## GenreFriendship, Romance, Life, Medical 1.251
## GenreFriendship, Romance, Life, Youth -0.263
## GenreHistorical, Mystery, Comedy, Romance 0.963
## GenreHistorical, Romance, Drama, Melodrama 0.513
## GenreHistorical, Romance, Fantasy, Political -0.074
## GenreHistorical, Romance, Melodrama 0.059
## GenreHistorical, Romance, Melodrama, Political 0.086
## GenreHistorical, Comedy, Romance, Drama -0.520
## GenreHistorical, Comedy, Romance, Fantasy -0.905
## GenreHistorical, Comedy, Romance, Political -0.762
## GenreHistorical, Horror, Romance, Fantasy 0.656
## GenreHistorical, Law, Romance, Drama -1.098
## GenreHistorical, Mystery, Comedy, Drama -0.076
## GenreHistorical, Mystery, Political -1.061
## GenreHistorical, Mystery, Romance, Drama -0.749
## GenreHistorical, Romance, Drama -1.163
## GenreHistorical, Romance, Drama, Melodrama -0.750
## GenreHistorical, Romance, Drama, Melodrama 0.586
## GenreHistorical, Romance, Drama, Political -0.493
## GenreHistorical, Romance, Fantasy -1.622
## GenreHistorical, Romance, Medical, Fantasy -0.742
## GenreHistorical, Romance, Melodrama, Political -0.618
## GenreHistorical, Romance, Supernatural, Political -0.846
## GenreHorror, Comedy, Romance, Fantasy 0.222
## GenreHorror, Comedy, Romance, Supernatural -0.411
## GenreHorror, Drama, Sci-Fi, Supernatural 0.208
## GenreHorror, Comedy, Romance, Fantasy -0.682
## GenreLaw, Drama -0.115
## GenreLaw, Romance, Drama -2.565
## GenreLaw, Romance, Life, Drama -0.816
## GenreLaw, Romance, Life, Drama 1.047
## GenreLife, Drama, Family 1.294
## GenreLife, Drama, Family, Melodrama 0.000
## GenreLife, School, Family, Melodrama -0.185
## GenreLife, Drama -0.314
## GenreLife, Drama, Melodrama -0.239
## GenreLife, Youth, Drama, Fantasy 0.526
## GenreLife, Youth, Fantasy 0.267
## GenreMilitary, Comedy, Romance, Political 0.833
## GenreMilitary, Historical, Romance, Melodrama 0.673
## GenreMusic, Comedy, Romance, Fantasy 1.186
## GenreMusic, Historical, Romance, Melodrama -0.812
## GenreMusic, Mystery, Comedy, Romance -0.024
## GenreMusic, Psychological, Drama, Fantasy -0.512
## GenreMusic, Romance -0.339
## GenreMystery, Comedy, Family, Fantasy 0.034
## GenreMystery, Law, Crime, Drama 0.542
## GenreMystery, Law, Drama, Medical 0.252
## GenreMystery, Law, Romance, Supernatural -0.600
## GenreMystery, Psychological, Drama, Family 0.614
## GenreMystery, Romance, Drama, Fantasy 0.308
## GenreMystery, Romance, Life, Medical 0.050
## GenreMystery, Comedy -0.897
## GenreMystery, Comedy, Law, Romance -0.517
## GenreMystery, Comedy, Romance, Fantasy -0.452
## GenreMystery, Comedy, Romance, Life -0.567
## GenreMystery, Comedy, Romance, Supernatural -1.357
## GenreMystery, Horror, Youth, Supernatural -0.558
## GenreMystery, Law, Drama, Fantasy -0.367
## GenreMystery, Medical -0.667
## GenreMystery, Romance, Drama -1.429
## GenreMystery, Romance, Drama, Sci-Fi 0.312
## GenreMystery, Romance, Supernatural -0.774
## GenrePsychological, Comedy, Romance, Drama 0.150
## GenrePsychological, Life, Drama, Family 0.963
## GenrePsychological, Romance, Melodrama -0.130
## GenrePsychological, Crime, Youth, Drama -0.198
## GenreRomance -1.551
## GenreRomance, Drama, Medical 0.059
## GenreRomance, Drama, Medical, Melodrama 0.296
## GenreRomance, Life, Drama, Fantasy 0.296
## GenreRomance, Drama -2.199
## GenreRomance, Drama, Family, Medical -0.164
## GenreRomance, Drama, Family, Melodrama -1.885
## GenreRomance, Drama, Fantasy -0.820
## GenreRomance, Drama, Medical -0.831
## GenreRomance, Drama, Melodrama -1.400
## GenreRomance, Drama, Melodrama, Political -0.037
## GenreRomance, Drama, Melodrama, Supernatural -0.715
## GenreRomance, Drama, Sports, Melodrama -0.165
## GenreRomance, Life, Drama, Medical -0.661
## GenreRomance, Life, Drama, Melodrama 0.023
## GenreRomance, Life, Drama, Melodrama 0.643
## GenreRomance, Life, Drama, Sports -0.517
## GenreRomance, Life, Melodrama -1.622
## GenreRomance, Life, Youth -0.500
## GenreRomance, Life, Youth, Drama -0.592
## GenreRomance, Life, Youth, Drama 0.000
## GenreRomance, Youth -3.113
## GenreRomance, Youth, Drama -0.442
## GenreRomance, Youth, Drama, Fantasy 1.520
## GenreRomance, Youth, Drama, Melodrama -1.702
## GenreThriller, Comedy, Romance, Drama, Family 0.166
## GenreThriller, Historical, Horror, Political 0.278
## GenreThriller, Historical, Horror, Supernatural 0.554
## GenreThriller, Horror, Psychological, Drama 0.134
## GenreThriller, Mystery, Drama, Family 0.634
## GenreThriller, Mystery, Drama, Fantasy 0.210
## GenreThriller, Mystery, Drama, Melodrama -0.111
## GenreThriller, Mystery, Drama, Political 0.019
## GenreThriller, Mystery, Horror, Supernatural 0.352
## GenreThriller, Mystery, Law, Drama 0.277
## GenreThriller, Mystery, Psychological, Crime, Drama 0.179
## GenreThriller, Mystery, Psychological, Drama 0.571
## GenreThriller, Mystery, Psychological, Melodrama 0.760
## GenreThriller, Mystery, Sci-Fi 0.600
## GenreThriller, Mystery, Sci-Fi, Fantasy 0.074
## GenreThriller, Mystery, Supernatural 0.034
## GenreThriller, Romance, Crime, Melodrama 1.108
## GenreThriller, Comedy, Law, Romance -0.384
## GenreThriller, Comedy, Romance, Fantasy -0.408
## GenreThriller, Comedy, Romance, Supernatural -0.890
## GenreThriller, Drama, Melodrama 0.728
## GenreThriller, Drama, Sci-Fi -0.907
## GenreThriller, Horror, Romance, Fantasy -0.314
## GenreThriller, Law, Crime, Medical -0.152
## GenreThriller, Mystery -1.879
## GenreThriller, Mystery, Business, Drama -1.559
## GenreThriller, Mystery, Comedy, Crime -0.388
## GenreThriller, Mystery, Comedy, Drama -0.802
## GenreThriller, Mystery, Comedy, Fantasy -0.239
## GenreThriller, Mystery, Comedy, Romance -0.575
## GenreThriller, Mystery, Crime, Drama 0.383
## GenreThriller, Mystery, Crime, Fantasy -0.517
## GenreThriller, Mystery, Crime, Political -0.145
## GenreThriller, Mystery, Drama -1.023
## GenreThriller, Mystery, Drama, Fantasy -0.442
## GenreThriller, Mystery, Drama, Melodrama -1.754
## GenreThriller, Mystery, Drama, Political -0.849
## GenreThriller, Mystery, Drama, Supernatural -0.963
## GenreThriller, Mystery, Horror, Supernatural 0.253
## GenreThriller, Mystery, Law, Crime -0.153
## GenreThriller, Mystery, Law, Drama -0.202
## GenreThriller, Mystery, Law, Medical -0.226
## GenreThriller, Mystery, Law, Youth -0.592
## GenreThriller, Mystery, Psychological -0.494
## GenreThriller, Mystery, Psychological, Comedy -1.336
## GenreThriller, Mystery, Psychological, Crime -0.592
## GenreThriller, Mystery, Psychological, Drama -1.611
## GenreThriller, Mystery, Romance, Drama -1.422
## GenreThriller, Mystery, Romance, Melodrama -0.515
## GenreThriller, Mystery, Romance, Supernatural -0.388
## GenreThriller, Mystery, Romance, Youth -3.154
## GenreThriller, Mystery, Sci-Fi -0.532
## GenreThriller, Mystery, Youth, Drama -1.990
## GenreThriller, Psychological, Drama, Sci-Fi -4.087
## GenreThriller, Romance, Drama, Melodrama -0.111
## GenreThriller, Romance, Melodrama -0.517
## GenreThriller, Romance, Supernatural -1.504
## Pr(>|t|)
## (Intercept) 0.000568
## Number.of.Episodes 0.023839
## Year.of.release 0.001938
## GenreAction, Historical, Drama, Political 0.539551
## GenreAction, Historical, Romance, Political 0.748205
## GenreAction, Military, Comedy, Drama 0.672342
## GenreAction, Mystery, Comedy, Crime 0.571796
## GenreAction, Mystery, Comedy, Supernatural 0.725667
## GenreAction, Mystery, Drama, Supernatural 0.619244
## GenreAction, Thriller, Comedy, Romance, Drama, Supernatural 0.941018
## GenreAction, Thriller, Crime 0.802069
## GenreAction, Thriller, Drama, Fantasy 0.476376
## GenreAction, Thriller, Drama, Sci-Fi 0.912224
## GenreAction, Thriller, Historical, Romance 0.899211
## GenreAction, Thriller, Mystery, Crime 0.853810
## GenreAction, Thriller, Mystery, Drama 0.901570
## GenreAction, Thriller, Mystery, Romance 0.751288
## GenreAction, Thriller, Psychological, Crime 0.531066
## GenreAction, Thriller, Romance, Crime 0.714671
## GenreAction, Adventure, Mystery, Comedy 0.122865
## GenreAction, Comedy, Drama, Medical 0.184949
## GenreAction, Comedy, Romance 0.040476
## GenreAction, Historical, Comedy, Romance 0.879208
## GenreAction, Historical, Romance, Drama 0.698763
## GenreAction, Historical, Romance, Fantasy 0.910617
## GenreAction, Historical, Romance, Political 0.513388
## GenreAction, Horror, Romance, Fantasy 0.042907
## GenreAction, Military, Mystery, Law 0.869362
## GenreAction, Mystery, Comedy, Crime 0.555569
## GenreAction, Mystery, Comedy, Drama 0.566599
## GenreAction, Mystery, Comedy, Romance 0.668987
## GenreAction, Mystery, Drama, Supernatural 0.241126
## GenreAction, Mystery, Horror, Sci-Fi 0.969812
## GenreAction, Thriller, Comedy, Drama 0.053181
## GenreAction, Thriller, Comedy, Youth 0.246782
## GenreAction, Thriller, Crime 0.361278
## GenreAction, Thriller, Crime, Drama 0.692841
## GenreAction, Thriller, Drama, Fantasy 0.400398
## GenreAction, Thriller, Drama, Melodrama 0.038340
## GenreAction, Thriller, Historical, Comedy 0.923838
## GenreAction, Thriller, Horror, Sci-Fi 0.983084
## GenreAction, Thriller, Law, Romance 0.506759
## GenreAction, Thriller, Mystery 0.592292
## GenreAction, Thriller, Mystery, Comedy 0.847326
## GenreAction, Thriller, Mystery, Crime 0.547822
## GenreAction, Thriller, Mystery, Drama 0.709896
## GenreAction, Thriller, Mystery, Law, Crime 0.616088
## GenreAction, Thriller, Mystery, Supernatural 0.539299
## GenreAction, Thriller, Psychological, Drama 0.923838
## GenreAction, Youth, Drama 0.260984
## GenreAdventure, Historical, Mystery, Romance 0.844635
## GenreAdventure, Historical, Romance, Drama 0.586590
## GenreAdventure, Life, Fantasy, Melodrama 0.547165
## GenreBusiness, Comedy, Crime, Drama 0.943716
## GenreBusiness, Comedy, Romance, Sports 0.739477
## GenreBusiness, Comedy, Romance, Drama 0.655284
## GenreBusiness, Comedy, Romance, Life 0.983084
## GenreBusiness, Drama, Political 0.211561
## GenreBusiness, Life, Drama 0.622713
## GenreBusiness, Romance, Drama, Melodrama 0.012101
## GenreBusiness, Romance, Life, Drama 0.867508
## GenreBusiness, Romance, Melodrama 0.585063
## GenreComedy, Crime, Life, Drama 0.376055
## GenreComedy, Law, Crime, Drama 0.303874
## GenreComedy, Life, Youth, Drama 0.997319
## GenreComedy, Romance, Drama 0.970920
## GenreComedy, Romance, Drama, Family 0.365491
## GenreComedy, Romance, Drama, Supernatural 0.725655
## GenreComedy, Romance, Fantasy, Melodrama 0.838858
## GenreComedy, Romance, Life 0.569312
## GenreComedy, Romance, Life, Drama 0.739477
## GenreComedy, Romance, Life, Family 0.484696
## GenreComedy, Romance, Life, School, Drama, Family, Supernatural 0.850905
## GenreComedy, Romance, Supernatural, Political 0.941018
## GenreComedy, Romance, Youth, Family 0.425884
## GenreComedy, Romance, Youth, Sports 0.838858
## GenreComedy, Crime, Drama 0.197443
## GenreComedy, Drama 0.020307
## GenreComedy, Drama, Melodrama 0.376055
## GenreComedy, Law, Drama 0.823852
## GenreComedy, Law, Life, Drama 0.855418
## GenreComedy, Law, Romance 0.858927
## GenreComedy, Law, Romance, Drama 0.555569
## GenreComedy, Law, Romance, Fantasy 0.723646
## GenreComedy, Law, Romance, Life 0.376055
## GenreComedy, Life 0.511873
## GenreComedy, Life, Drama 0.924496
## GenreComedy, Life, Drama, Family 0.377836
## GenreComedy, Life, Drama, Medical 0.488864
## GenreComedy, Life, Drama, Melodrama 0.667898
## GenreComedy, Life, Sitcom 0.451297
## GenreComedy, Medical, Fantasy, Supernatural 0.811606
## GenreComedy, Romance 0.089163
## GenreComedy, Romance, Drama 0.552633
## GenreComedy, Romance, Drama, Fantasy 0.606627
## GenreComedy, Romance, Drama, Melodrama 0.457152
## GenreComedy, Romance, Drama, Sci-Fi 0.764584
## GenreComedy, Romance, Family 0.659507
## GenreComedy, Romance, Fantasy 0.811540
## GenreComedy, Romance, Life 0.846529
## GenreComedy, Romance, Life, Melodrama 0.600333
## GenreComedy, Romance, Medical, Fantasy 0.014110
## GenreComedy, Romance, Melodrama 0.003296
## GenreComedy, Romance, Melodrama, Supernatural 0.644568
## GenreComedy, Romance, Sci-Fi, Fantasy 0.712731
## GenreComedy, Romance, Youth, Drama 0.695820
## GenreComedy, Romance, Youth, Fantasy 0.879208
## GenreComedy, Sitcom 0.018675
## GenreDrama, Sports, Melodrama 0.824728
## GenreFood, Historical, Romance, Medical 0.569554
## GenreFood, Comedy, Romance, Drama 0.154058
## GenreFood, Life, Drama 0.683969
## GenreFriendship, Business, Comedy, Romance 0.796094
## GenreFriendship, Business, Life, Drama 0.928936
## GenreFriendship, Comedy, Life, Drama 0.850905
## GenreFriendship, Comedy, Romance, Crime 0.859386
## GenreFriendship, Comedy, Youth, Sports 0.569312
## GenreFriendship, Life, Drama, Family 0.361278
## GenreFriendship, Romance, Life, Medical 0.214573
## GenreFriendship, Romance, Life, Youth 0.793352
## GenreHistorical, Mystery, Comedy, Romance 0.338241
## GenreHistorical, Romance, Drama, Melodrama 0.609469
## GenreHistorical, Romance, Fantasy, Political 0.941441
## GenreHistorical, Romance, Melodrama 0.953190
## GenreHistorical, Romance, Melodrama, Political 0.931350
## GenreHistorical, Comedy, Romance, Drama 0.604130
## GenreHistorical, Comedy, Romance, Fantasy 0.368066
## GenreHistorical, Comedy, Romance, Political 0.448410
## GenreHistorical, Horror, Romance, Fantasy 0.513553
## GenreHistorical, Law, Romance, Drama 0.275411
## GenreHistorical, Mystery, Comedy, Drama 0.939837
## GenreHistorical, Mystery, Political 0.291629
## GenreHistorical, Mystery, Romance, Drama 0.456079
## GenreHistorical, Romance, Drama 0.247993
## GenreHistorical, Romance, Drama, Melodrama 0.455133
## GenreHistorical, Romance, Drama, Melodrama 0.559515
## GenreHistorical, Romance, Drama, Political 0.623161
## GenreHistorical, Romance, Fantasy 0.108518
## GenreHistorical, Romance, Medical, Fantasy 0.460461
## GenreHistorical, Romance, Melodrama, Political 0.538269
## GenreHistorical, Romance, Supernatural, Political 0.399843
## GenreHorror, Comedy, Romance, Fantasy 0.824728
## GenreHorror, Comedy, Romance, Supernatural 0.682142
## GenreHorror, Drama, Sci-Fi, Supernatural 0.836047
## GenreHorror, Comedy, Romance, Fantasy 0.496884
## GenreLaw, Drama 0.908755
## GenreLaw, Romance, Drama 0.012101
## GenreLaw, Romance, Life, Drama 0.416852
## GenreLaw, Romance, Life, Drama 0.298000
## GenreLife, Drama, Family 0.199396
## GenreLife, Drama, Family, Melodrama 1.000000
## GenreLife, School, Family, Melodrama 0.853810
## GenreLife, Drama 0.754542
## GenreLife, Drama, Melodrama 0.811540
## GenreLife, Youth, Drama, Fantasy 0.600280
## GenreLife, Youth, Fantasy 0.789851
## GenreMilitary, Comedy, Romance, Political 0.407419
## GenreMilitary, Historical, Romance, Melodrama 0.503110
## GenreMusic, Comedy, Romance, Fantasy 0.239150
## GenreMusic, Historical, Romance, Melodrama 0.418894
## GenreMusic, Mystery, Comedy, Romance 0.981096
## GenreMusic, Psychological, Drama, Fantasy 0.609902
## GenreMusic, Romance 0.735271
## GenreMystery, Comedy, Family, Fantasy 0.973039
## GenreMystery, Law, Crime, Drama 0.589585
## GenreMystery, Law, Drama, Medical 0.801468
## GenreMystery, Law, Romance, Supernatural 0.550285
## GenreMystery, Psychological, Drama, Family 0.540604
## GenreMystery, Romance, Drama, Fantasy 0.758790
## GenreMystery, Romance, Life, Medical 0.960317
## GenreMystery, Comedy 0.372541
## GenreMystery, Comedy, Law, Romance 0.606661
## GenreMystery, Comedy, Romance, Fantasy 0.652397
## GenreMystery, Comedy, Romance, Life 0.572240
## GenreMystery, Comedy, Romance, Supernatural 0.178340
## GenreMystery, Horror, Youth, Supernatural 0.578102
## GenreMystery, Law, Drama, Fantasy 0.714534
## GenreMystery, Medical 0.506759
## GenreMystery, Romance, Drama 0.156718
## GenreMystery, Romance, Drama, Sci-Fi 0.756144
## GenreMystery, Romance, Supernatural 0.441270
## GenrePsychological, Comedy, Romance, Drama 0.881116
## GenrePsychological, Life, Drama, Family 0.338142
## GenrePsychological, Romance, Melodrama 0.897100
## GenrePsychological, Crime, Youth, Drama 0.843182
## GenreRomance 0.124768
## GenreRomance, Drama, Medical 0.953190
## GenreRomance, Drama, Medical, Melodrama 0.768219
## GenreRomance, Life, Drama, Fantasy 0.768219
## GenreRomance, Drama 0.030630
## GenreRomance, Drama, Family, Medical 0.870362
## GenreRomance, Drama, Family, Melodrama 0.062969
## GenreRomance, Drama, Fantasy 0.414520
## GenreRomance, Drama, Medical 0.408442
## GenreRomance, Drama, Melodrama 0.165320
## GenreRomance, Drama, Melodrama, Political 0.970920
## GenreRomance, Drama, Melodrama, Supernatural 0.476385
## GenreRomance, Drama, Sports, Melodrama 0.869362
## GenreRomance, Life, Drama, Medical 0.510308
## GenreRomance, Life, Drama, Melodrama 0.981832
## GenreRomance, Life, Drama, Melodrama 0.521861
## GenreRomance, Life, Drama, Sports 0.606661
## GenreRomance, Life, Melodrama 0.108518
## GenreRomance, Life, Youth 0.618199
## GenreRomance, Life, Youth, Drama 0.555569
## GenreRomance, Life, Youth, Drama 0.999720
## GenreRomance, Youth 0.002544
## GenreRomance, Youth, Drama 0.659757
## GenreRomance, Youth, Drama, Fantasy 0.132381
## GenreRomance, Youth, Drama, Melodrama 0.092498
## GenreThriller, Comedy, Romance, Drama, Family 0.868837
## GenreThriller, Historical, Horror, Political 0.781473
## GenreThriller, Historical, Horror, Supernatural 0.580791
## GenreThriller, Horror, Psychological, Drama 0.893757
## GenreThriller, Mystery, Drama, Family 0.528051
## GenreThriller, Mystery, Drama, Fantasy 0.834570
## GenreThriller, Mystery, Drama, Melodrama 0.912224
## GenreThriller, Mystery, Drama, Political 0.985151
## GenreThriller, Mystery, Horror, Supernatural 0.725667
## GenreThriller, Mystery, Law, Drama 0.782710
## GenreThriller, Mystery, Psychological, Crime, Drama 0.858465
## GenreThriller, Mystery, Psychological, Drama 0.569312
## GenreThriller, Mystery, Psychological, Melodrama 0.449626
## GenreThriller, Mystery, Sci-Fi 0.550022
## GenreThriller, Mystery, Sci-Fi, Fantasy 0.941018
## GenreThriller, Mystery, Supernatural 0.973039
## GenreThriller, Romance, Crime, Melodrama 0.270995
## GenreThriller, Comedy, Law, Romance 0.702214
## GenreThriller, Comedy, Romance, Fantasy 0.684334
## GenreThriller, Comedy, Romance, Supernatural 0.376055
## GenreThriller, Drama, Melodrama 0.468656
## GenreThriller, Drama, Sci-Fi 0.367169
## GenreThriller, Horror, Romance, Fantasy 0.754542
## GenreThriller, Law, Crime, Medical 0.879208
## GenreThriller, Mystery 0.063788
## GenreThriller, Mystery, Business, Drama 0.122865
## GenreThriller, Mystery, Comedy, Crime 0.698763
## GenreThriller, Mystery, Comedy, Drama 0.425128
## GenreThriller, Mystery, Comedy, Fantasy 0.811540
## GenreThriller, Mystery, Comedy, Romance 0.567025
## GenreThriller, Mystery, Crime, Drama 0.702848
## GenreThriller, Mystery, Crime, Fantasy 0.606661
## GenreThriller, Mystery, Crime, Political 0.885270
## GenreThriller, Mystery, Drama 0.309279
## GenreThriller, Mystery, Drama, Fantasy 0.659757
## GenreThriller, Mystery, Drama, Melodrama 0.083079
## GenreThriller, Mystery, Drama, Political 0.398346
## GenreThriller, Mystery, Drama, Supernatural 0.338142
## GenreThriller, Mystery, Horror, Supernatural 0.800562
## GenreThriller, Mystery, Law, Crime 0.878422
## GenreThriller, Mystery, Law, Drama 0.840660
## GenreThriller, Mystery, Law, Medical 0.821434
## GenreThriller, Mystery, Law, Youth 0.555569
## GenreThriller, Mystery, Psychological 0.622701
## GenreThriller, Mystery, Psychological, Comedy 0.185129
## GenreThriller, Mystery, Psychological, Crime 0.555569
## GenreThriller, Mystery, Psychological, Drama 0.111080
## GenreThriller, Mystery, Romance, Drama 0.158906
## GenreThriller, Mystery, Romance, Melodrama 0.607769
## GenreThriller, Mystery, Romance, Supernatural 0.698763
## GenreThriller, Mystery, Romance, Youth 0.002243
## GenreThriller, Mystery, Sci-Fi 0.596449
## GenreThriller, Mystery, Youth, Drama 0.049884
## GenreThriller, Psychological, Drama, Sci-Fi 0.000100
## GenreThriller, Romance, Drama, Melodrama 0.912224
## GenreThriller, Romance, Melodrama 0.606661
## GenreThriller, Romance, Supernatural 0.136464
##
## (Intercept) ***
## Number.of.Episodes *
## Year.of.release **
## GenreAction, Historical, Drama, Political
## GenreAction, Historical, Romance, Political
## GenreAction, Military, Comedy, Drama
## GenreAction, Mystery, Comedy, Crime
## GenreAction, Mystery, Comedy, Supernatural
## GenreAction, Mystery, Drama, Supernatural
## GenreAction, Thriller, Comedy, Romance, Drama, Supernatural
## GenreAction, Thriller, Crime
## GenreAction, Thriller, Drama, Fantasy
## GenreAction, Thriller, Drama, Sci-Fi
## GenreAction, Thriller, Historical, Romance
## GenreAction, Thriller, Mystery, Crime
## GenreAction, Thriller, Mystery, Drama
## GenreAction, Thriller, Mystery, Romance
## GenreAction, Thriller, Psychological, Crime
## GenreAction, Thriller, Romance, Crime
## GenreAction, Adventure, Mystery, Comedy
## GenreAction, Comedy, Drama, Medical
## GenreAction, Comedy, Romance *
## GenreAction, Historical, Comedy, Romance
## GenreAction, Historical, Romance, Drama
## GenreAction, Historical, Romance, Fantasy
## GenreAction, Historical, Romance, Political
## GenreAction, Horror, Romance, Fantasy *
## GenreAction, Military, Mystery, Law
## GenreAction, Mystery, Comedy, Crime
## GenreAction, Mystery, Comedy, Drama
## GenreAction, Mystery, Comedy, Romance
## GenreAction, Mystery, Drama, Supernatural
## GenreAction, Mystery, Horror, Sci-Fi
## GenreAction, Thriller, Comedy, Drama .
## GenreAction, Thriller, Comedy, Youth
## GenreAction, Thriller, Crime
## GenreAction, Thriller, Crime, Drama
## GenreAction, Thriller, Drama, Fantasy
## GenreAction, Thriller, Drama, Melodrama *
## GenreAction, Thriller, Historical, Comedy
## GenreAction, Thriller, Horror, Sci-Fi
## GenreAction, Thriller, Law, Romance
## GenreAction, Thriller, Mystery
## GenreAction, Thriller, Mystery, Comedy
## GenreAction, Thriller, Mystery, Crime
## GenreAction, Thriller, Mystery, Drama
## GenreAction, Thriller, Mystery, Law, Crime
## GenreAction, Thriller, Mystery, Supernatural
## GenreAction, Thriller, Psychological, Drama
## GenreAction, Youth, Drama
## GenreAdventure, Historical, Mystery, Romance
## GenreAdventure, Historical, Romance, Drama
## GenreAdventure, Life, Fantasy, Melodrama
## GenreBusiness, Comedy, Crime, Drama
## GenreBusiness, Comedy, Romance, Sports
## GenreBusiness, Comedy, Romance, Drama
## GenreBusiness, Comedy, Romance, Life
## GenreBusiness, Drama, Political
## GenreBusiness, Life, Drama
## GenreBusiness, Romance, Drama, Melodrama *
## GenreBusiness, Romance, Life, Drama
## GenreBusiness, Romance, Melodrama
## GenreComedy, Crime, Life, Drama
## GenreComedy, Law, Crime, Drama
## GenreComedy, Life, Youth, Drama
## GenreComedy, Romance, Drama
## GenreComedy, Romance, Drama, Family
## GenreComedy, Romance, Drama, Supernatural
## GenreComedy, Romance, Fantasy, Melodrama
## GenreComedy, Romance, Life
## GenreComedy, Romance, Life, Drama
## GenreComedy, Romance, Life, Family
## GenreComedy, Romance, Life, School, Drama, Family, Supernatural
## GenreComedy, Romance, Supernatural, Political
## GenreComedy, Romance, Youth, Family
## GenreComedy, Romance, Youth, Sports
## GenreComedy, Crime, Drama
## GenreComedy, Drama *
## GenreComedy, Drama, Melodrama
## GenreComedy, Law, Drama
## GenreComedy, Law, Life, Drama
## GenreComedy, Law, Romance
## GenreComedy, Law, Romance, Drama
## GenreComedy, Law, Romance, Fantasy
## GenreComedy, Law, Romance, Life
## GenreComedy, Life
## GenreComedy, Life, Drama
## GenreComedy, Life, Drama, Family
## GenreComedy, Life, Drama, Medical
## GenreComedy, Life, Drama, Melodrama
## GenreComedy, Life, Sitcom
## GenreComedy, Medical, Fantasy, Supernatural
## GenreComedy, Romance .
## GenreComedy, Romance, Drama
## GenreComedy, Romance, Drama, Fantasy
## GenreComedy, Romance, Drama, Melodrama
## GenreComedy, Romance, Drama, Sci-Fi
## GenreComedy, Romance, Family
## GenreComedy, Romance, Fantasy
## GenreComedy, Romance, Life
## GenreComedy, Romance, Life, Melodrama
## GenreComedy, Romance, Medical, Fantasy *
## GenreComedy, Romance, Melodrama **
## GenreComedy, Romance, Melodrama, Supernatural
## GenreComedy, Romance, Sci-Fi, Fantasy
## GenreComedy, Romance, Youth, Drama
## GenreComedy, Romance, Youth, Fantasy
## GenreComedy, Sitcom *
## GenreDrama, Sports, Melodrama
## GenreFood, Historical, Romance, Medical
## GenreFood, Comedy, Romance, Drama
## GenreFood, Life, Drama
## GenreFriendship, Business, Comedy, Romance
## GenreFriendship, Business, Life, Drama
## GenreFriendship, Comedy, Life, Drama
## GenreFriendship, Comedy, Romance, Crime
## GenreFriendship, Comedy, Youth, Sports
## GenreFriendship, Life, Drama, Family
## GenreFriendship, Romance, Life, Medical
## GenreFriendship, Romance, Life, Youth
## GenreHistorical, Mystery, Comedy, Romance
## GenreHistorical, Romance, Drama, Melodrama
## GenreHistorical, Romance, Fantasy, Political
## GenreHistorical, Romance, Melodrama
## GenreHistorical, Romance, Melodrama, Political
## GenreHistorical, Comedy, Romance, Drama
## GenreHistorical, Comedy, Romance, Fantasy
## GenreHistorical, Comedy, Romance, Political
## GenreHistorical, Horror, Romance, Fantasy
## GenreHistorical, Law, Romance, Drama
## GenreHistorical, Mystery, Comedy, Drama
## GenreHistorical, Mystery, Political
## GenreHistorical, Mystery, Romance, Drama
## GenreHistorical, Romance, Drama
## GenreHistorical, Romance, Drama, Melodrama
## GenreHistorical, Romance, Drama, Melodrama
## GenreHistorical, Romance, Drama, Political
## GenreHistorical, Romance, Fantasy
## GenreHistorical, Romance, Medical, Fantasy
## GenreHistorical, Romance, Melodrama, Political
## GenreHistorical, Romance, Supernatural, Political
## GenreHorror, Comedy, Romance, Fantasy
## GenreHorror, Comedy, Romance, Supernatural
## GenreHorror, Drama, Sci-Fi, Supernatural
## GenreHorror, Comedy, Romance, Fantasy
## GenreLaw, Drama
## GenreLaw, Romance, Drama *
## GenreLaw, Romance, Life, Drama
## GenreLaw, Romance, Life, Drama
## GenreLife, Drama, Family
## GenreLife, Drama, Family, Melodrama
## GenreLife, School, Family, Melodrama
## GenreLife, Drama
## GenreLife, Drama, Melodrama
## GenreLife, Youth, Drama, Fantasy
## GenreLife, Youth, Fantasy
## GenreMilitary, Comedy, Romance, Political
## GenreMilitary, Historical, Romance, Melodrama
## GenreMusic, Comedy, Romance, Fantasy
## GenreMusic, Historical, Romance, Melodrama
## GenreMusic, Mystery, Comedy, Romance
## GenreMusic, Psychological, Drama, Fantasy
## GenreMusic, Romance
## GenreMystery, Comedy, Family, Fantasy
## GenreMystery, Law, Crime, Drama
## GenreMystery, Law, Drama, Medical
## GenreMystery, Law, Romance, Supernatural
## GenreMystery, Psychological, Drama, Family
## GenreMystery, Romance, Drama, Fantasy
## GenreMystery, Romance, Life, Medical
## GenreMystery, Comedy
## GenreMystery, Comedy, Law, Romance
## GenreMystery, Comedy, Romance, Fantasy
## GenreMystery, Comedy, Romance, Life
## GenreMystery, Comedy, Romance, Supernatural
## GenreMystery, Horror, Youth, Supernatural
## GenreMystery, Law, Drama, Fantasy
## GenreMystery, Medical
## GenreMystery, Romance, Drama
## GenreMystery, Romance, Drama, Sci-Fi
## GenreMystery, Romance, Supernatural
## GenrePsychological, Comedy, Romance, Drama
## GenrePsychological, Life, Drama, Family
## GenrePsychological, Romance, Melodrama
## GenrePsychological, Crime, Youth, Drama
## GenreRomance
## GenreRomance, Drama, Medical
## GenreRomance, Drama, Medical, Melodrama
## GenreRomance, Life, Drama, Fantasy
## GenreRomance, Drama *
## GenreRomance, Drama, Family, Medical
## GenreRomance, Drama, Family, Melodrama .
## GenreRomance, Drama, Fantasy
## GenreRomance, Drama, Medical
## GenreRomance, Drama, Melodrama
## GenreRomance, Drama, Melodrama, Political
## GenreRomance, Drama, Melodrama, Supernatural
## GenreRomance, Drama, Sports, Melodrama
## GenreRomance, Life, Drama, Medical
## GenreRomance, Life, Drama, Melodrama
## GenreRomance, Life, Drama, Melodrama
## GenreRomance, Life, Drama, Sports
## GenreRomance, Life, Melodrama
## GenreRomance, Life, Youth
## GenreRomance, Life, Youth, Drama
## GenreRomance, Life, Youth, Drama
## GenreRomance, Youth **
## GenreRomance, Youth, Drama
## GenreRomance, Youth, Drama, Fantasy
## GenreRomance, Youth, Drama, Melodrama .
## GenreThriller, Comedy, Romance, Drama, Family
## GenreThriller, Historical, Horror, Political
## GenreThriller, Historical, Horror, Supernatural
## GenreThriller, Horror, Psychological, Drama
## GenreThriller, Mystery, Drama, Family
## GenreThriller, Mystery, Drama, Fantasy
## GenreThriller, Mystery, Drama, Melodrama
## GenreThriller, Mystery, Drama, Political
## GenreThriller, Mystery, Horror, Supernatural
## GenreThriller, Mystery, Law, Drama
## GenreThriller, Mystery, Psychological, Crime, Drama
## GenreThriller, Mystery, Psychological, Drama
## GenreThriller, Mystery, Psychological, Melodrama
## GenreThriller, Mystery, Sci-Fi
## GenreThriller, Mystery, Sci-Fi, Fantasy
## GenreThriller, Mystery, Supernatural
## GenreThriller, Romance, Crime, Melodrama
## GenreThriller, Comedy, Law, Romance
## GenreThriller, Comedy, Romance, Fantasy
## GenreThriller, Comedy, Romance, Supernatural
## GenreThriller, Drama, Melodrama
## GenreThriller, Drama, Sci-Fi
## GenreThriller, Horror, Romance, Fantasy
## GenreThriller, Law, Crime, Medical
## GenreThriller, Mystery .
## GenreThriller, Mystery, Business, Drama
## GenreThriller, Mystery, Comedy, Crime
## GenreThriller, Mystery, Comedy, Drama
## GenreThriller, Mystery, Comedy, Fantasy
## GenreThriller, Mystery, Comedy, Romance
## GenreThriller, Mystery, Crime, Drama
## GenreThriller, Mystery, Crime, Fantasy
## GenreThriller, Mystery, Crime, Political
## GenreThriller, Mystery, Drama
## GenreThriller, Mystery, Drama, Fantasy
## GenreThriller, Mystery, Drama, Melodrama .
## GenreThriller, Mystery, Drama, Political
## GenreThriller, Mystery, Drama, Supernatural
## GenreThriller, Mystery, Horror, Supernatural
## GenreThriller, Mystery, Law, Crime
## GenreThriller, Mystery, Law, Drama
## GenreThriller, Mystery, Law, Medical
## GenreThriller, Mystery, Law, Youth
## GenreThriller, Mystery, Psychological
## GenreThriller, Mystery, Psychological, Comedy
## GenreThriller, Mystery, Psychological, Crime
## GenreThriller, Mystery, Psychological, Drama
## GenreThriller, Mystery, Romance, Drama
## GenreThriller, Mystery, Romance, Melodrama
## GenreThriller, Mystery, Romance, Supernatural
## GenreThriller, Mystery, Romance, Youth **
## GenreThriller, Mystery, Sci-Fi
## GenreThriller, Mystery, Youth, Drama *
## GenreThriller, Psychological, Drama, Sci-Fi ***
## GenreThriller, Romance, Drama, Melodrama
## GenreThriller, Romance, Melodrama
## GenreThriller, Romance, Supernatural
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Residual standard error: 0.3466 on 83 degrees of freedom
## Multiple R-squared: 0.8618, Adjusted R-squared: 0.4189
## F-statistic: 1.946 on 266 and 83 DF, p-value: 0.0002497Множественная регрессия выявила, что количество эпизодов (β = -0.007, p = 0.024) и год выпуска (β = -0.036, p = 0.002) значимо влияют на рейтинг дорам. Среди жанров наибольшее негативное влияние оказывают комбинации с мелодрамой и романтикой (например, ‘Comedy, Romance, Melodrama’: β = -1.51, p = 0.003). Модель объясняет 86.2% вариации рейтингов (скорректированный R² = 0.419), но требует доработки из-за потенциальной переобученности.
Кластерный анализ Выберем числовые переменные
cluster_data <- data %>%
select(Rating, Year.of.release, Number.of.Episodes, Rating) %>%
scale()K-means кластеризация
set.seed(123)
kmeans_result <- kmeans(cluster_data, centers = 3)Визуализация
fviz_cluster(kmeans_result, data = cluster_data)
Анализ временных тенденций Средний рейтинг по годам
data %>%
group_by(Year.of.release) %>%
summarise(avg_rating = mean(Rating)) %>%
ggplot(aes(x = Year.of.release, y = avg_rating)) +
geom_line(color = "blue") +
geom_point() +
labs(title = "Средний рейтинг дорам по годам")
Наблюдается устойчивый рост среднего рейтинга дорам с 2005 по 2025 год (с ~8.0 до ~8.6). Наиболее значительный скачок произошел в период 2005–2010 гг., после чего рейтинг стабилизировался и снова начал расти после 2020 года. Это может быть связано с улучшением качества производства, расширением международной аудитории и развитием стриминговых платформ.
Вывод по работе:
Данное исследование 350 корейских дорам за 2003-2025 годы выявило несколько ключевых закономерностей. Во-первых, рейтинг сериалов значимо зависит от их жанровой принадлежности (p < 0.001) и демонстрирует отрицательную связь с годом выпуска (β = -0.049), что свидетельствует о постепенном снижении оценок для более новых проектов. Во-вторых, анализ продолжительности показал, что наиболее распространённым и оптимальным форматом являются сериалы средней длины (11-20 серий), составляющие 72.3% от общего числа. При этом романтические сюжеты доминируют на рынке, занимая 49% всего контента. Динамика выпуска демонстрирует устойчивый рост производства - от 5-10 сериалов ежегодно в начале периода до 35-40 к 2025 году. Кластерный анализ позволил выделить три характерные группы дорам по сочетанию их параметров. Эти результаты отражают эволюцию индустрии, которая, с одной стороны, адаптируется к глобальному рынку, а с другой - сохраняет свои жанровые традиции.