# 1. Define report end dates to calculate the exact age of content
report_dates <- tibble(
report = c("2023Jul-Dec", "2024Jan-Jun", "2024Jul-Dec", "2025Jan-Jun"),
report_end_date = ymd(c(
"2023-12-31",
"2024-06-30",
"2024-12-31",
"2025-06-30"
))
)
# 2. Extract the top 500 unique movies by total viewership
top_movies_list <- movies %>%
group_by(title) %>%
summarize(total_hours = sum(hours_viewed, na.rm = TRUE)) %>%
slice_max(total_hours, n = 500) %>%
pull(title)
# 3. OMDB API Function
get_omdb_metadata <- function(movie_title, api_key = "d0d3ea01") {
query_url <- paste0(
"http://www.omdbapi.com/?t=",
URLencode(movie_title),
"&apikey=",
api_key
)
response <- tryCatch(GET(query_url), error = function(e) NULL)
if (!is.null(response) && status_code(response) == 200) {
data <- fromJSON(content(response, as = "text", encoding = "UTF-8"))
if (data$Response == "True") {
primary_genre <- str_split(data$Genre, ",")[[1]][1]
primary_lang <- str_split(data$Language, ",")[[1]][1]
return(tibble(
title = movie_title,
genre = primary_genre,
language = primary_lang
))
}
}
return(tibble(title = movie_title, genre = NA, language = NA))
}
# 4. API Caching Logic
cache_file <- "data/omdb_cache.rds"
if (file.exists(cache_file)) {
omdb_data <- read_rds(cache_file)
} else {
omdb_data <- map_dfr(top_movies_list, get_omdb_metadata) %>%
filter(!is.na(genre))
write_rds(omdb_data, cache_file)
}
# 5. Build the final longitudinal dataset
q1_longitudinal_data <- movies %>%
inner_join(omdb_data, by = "title") %>%
left_join(report_dates, by = "report") %>%
mutate(
months_active = time_length(
interval(release_date, report_end_date),
"months"
),
periods_since_release = ceiling(months_active / 6),
language_group = if_else(
str_detect(language, "English"),
"English",
"Non-English"
)
) %>%
filter(periods_since_release > 0, periods_since_release <= 10) %>%
filter(genre %in% c("Action", "Animation", "Comedy", "Drama"))Netflix Content Longevity & Global Reach
Introduction
Netflix invests billions of dollars annually in content acquisition and production, yet not all titles deliver equal long-term value. While some films generate massive viewership at launch only to fade within weeks, others quietly sustain engagement for years. Understanding which types of content transition into “evergreen” catalog assets — and whether strategic decisions like global distribution amplify engagement — is critical for optimizing content investment.
This project analyzes Netflix Engagement Reports spanning late 2023 through mid-2025, covering over 36,000 movie records and 27,000 show records across four reporting periods. The dataset includes key variables such as hours_viewed, release_date, available_globally, and runtime, sourced from the TidyTuesday Netflix dataset.
We investigate two research questions:
- How do post-release “hype curves” differ across genres and languages? Do viewing hours follow a predictable decay? Which genres are most resilient over time?
- Is global availability associated with higher engagement? Does worldwide release independently predict stronger viewership after adjusting for exposure time?
Question 1: How do post-release hype curves differ across genres and languages?
Introduction
This section explores the longevity of Netflix films by tracking their “hype curves” — the trajectory of viewing hours as a title ages. Rather than relying on a single snapshot in time, we utilize longitudinal data spanning four reporting periods (from late 2023 to mid-2025). We aim to determine if viewing hours follow a predictable decay curve and whether certain officially designated genres or languages demonstrate higher resilience. This question is compelling because it shifts the focus from short-term hit-making to long-term catalog value, revealing what types of content successfully transition into “evergreen” assets that sustain subscriber retention.
Approach
To achieve a robust longitudinal analysis, we first align all movies onto a standardized temporal axis. We calculate periods_since_release by measuring the time gap between a film’s release date and the end of each reporting period. This allows us to compare a movie released in 2021 with one released in 2023 at the exact same point in their lifecycles.
To overcome the severe inaccuracies of keyword-based genre guessing, we implement an automated pipeline using the OMDb (Open Movie Database) API. We extract the official Genre and Language metadata for a sample of the top 500 most-watched movies across our dataset.
We use two line plots with LOESS smoothing to visualize the decay trajectories. The x-axis represents the 6-month periods since release, and the y-axis uses a log-transformed scale for hours viewed to handle the massive variance between blockbusters and standard titles. The first plot facets the decay curves by primary genre, while the second compares English vs. Non-English content.
Analysis
The following code processes the movie dataset, fetches genre/language metadata from OMDB, and builds the longitudinal dataset for analysis.
Plot 1: Viewership Decay Curves by Genre
ggplot(q1_longitudinal_data, aes(x = periods_since_release, y = hours_viewed)) +
geom_jitter(alpha = 0.15, width = 0.2, color = "grey50") +
geom_smooth(
aes(color = genre, fill = genre),
method = "loess",
se = TRUE,
alpha = 0.2,
linewidth = 1.2
) +
scale_y_log10(labels = label_number(scale_cut = cut_short_scale())) +
scale_x_continuous(breaks = 1:10, labels = paste0("P", 1:10)) +
facet_wrap(~genre, ncol = 2) +
labs(
title = "Content Longevity: Viewership Decay Curves by Genre",
subtitle = "Tracking top titles over 6-month periods post-release (P1 = first 6 months)",
x = "Periods Since Release",
y = "Hours Viewed (Log Scale)",
color = "Genre",
fill = "Genre"
) +
theme_minimal(base_size = 13) +
theme(legend.position = "none", panel.grid.minor = element_blank())
Plot 2: English vs. Non-English Decay Rates
ggplot(
q1_longitudinal_data,
aes(x = periods_since_release, y = hours_viewed, color = language_group)
) +
geom_smooth(
method = "loess",
se = TRUE,
alpha = 0.15,
linewidth = 1.5,
aes(fill = language_group)
) +
scale_y_log10(labels = label_number(scale_cut = cut_short_scale())) +
scale_x_continuous(breaks = 1:10, labels = paste0("P", 1:10)) +
labs(
title = "The Language Factor: English vs. Non-English Decay Rates",
x = "Periods Since Release",
y = "Hours Viewed (Log Scale)",
color = "Language",
fill = "Language"
) +
theme_minimal(base_size = 13) +
theme(legend.position = "bottom")
Discussion
The longitudinal analysis reveals a universal “hype curve” across all content, where viewership peaks during the first six months (Period 1) and sharply declines by Period 3. However, the long-term endurance of these titles is heavily dependent on their genre. Action and Comedy experience a rapid drop and settle into a flat baseline, suggesting they rely heavily on upfront novelty and marketing. In stark contrast, Animation demonstrates a unique resurgence between Periods 6 and 8. This measurable “second wind” confirms that family-oriented animated features possess high re-watchability, functioning as true evergreen assets that continually draw engagement years after their initial release.
When examining the language factor, a distinct disparity in long-term catalog value emerges. English-language content not only captures a higher initial peak but also settles into a remarkably stable, predictable baseline from Period 4 onwards, acting as the structural backbone of Netflix’s retention strategy. Conversely, Non-English titles suffer a steeper initial decay and exhibit extreme volatility in later periods, as evidenced by the drastically widening confidence intervals. This indicates that while the platform can successfully launch international hits, the long-term endurance of Non-English content is highly inconsistent and driven primarily by rare outliers rather than a reliable catalog floor.
Question 2: Is global availability associated with higher engagement?
Introduction
This section explores whether global availability is associated with higher engagement on Netflix. We focus on the relationship between available_globally and engagement metrics such as hours_viewed. Since older titles have had more time to accumulate engagement, we adjust for timing using release_date.
To reduce exposure bias, we calculate months_since_release and create a time-adjusted metric, normalized_hours, defined as hours viewed divided by months since release. Movies and shows are analyzed separately because their viewing structures differ: films are typically consumed in a single session, while series involve multiple episodes and longer engagement cycles.
This question is important because global distribution is a strategic decision. If globally available titles consistently perform better, it suggests that worldwide release plays a meaningful role in driving engagement.
Approach
We utilize two distinct visualization strategies. First, a faceted boxplot compares the distribution of time-adjusted engagement (normalized_hours) between globally available and regionally restricted titles. By faceting by content type, we can observe whether the effect of global availability differs between movies and shows. A log scale is essential because engagement levels are highly right-skewed.
Second, a scatter plot examines the relationship between runtime and normalized engagement, with color mapping based on available_globally. While the boxplot is superior for comparing group summaries, the scatter plot excels at showing patterns across continuous variables. This combination allows us to see both overall engagement differences and how global distribution relates to performance across runtime ranges.
Finally, we estimate the marginal effect of global availability using a regression model (normalized_hours ~ available_globally + runtime + months_since_release), fitted separately for movies and shows, to determine whether global availability independently predicts engagement after controlling for exposure time and content length.
Analysis
First, we create the time-related variables needed for normalization.
movies_q2 <- movies %>%
mutate(
report_end = ymd("2025-06-30"),
months_since_release = interval(release_date, report_end) %/% months(1),
normalized_hours = hours_viewed / months_since_release
) %>%
filter(months_since_release > 0)
shows_q2 <- shows %>%
mutate(
report_end = ymd("2025-06-30"),
months_since_release = interval(release_date, report_end) %/% months(1),
normalized_hours = hours_viewed / months_since_release
) %>%
filter(months_since_release > 0)
movies_q2$content_type <- "Movie"
shows_q2$content_type <- "Show"
combined_q2 <- bind_rows(movies_q2, shows_q2)Plot 1: Distribution of Time-Adjusted Engagement
We compare the distribution of normalized_hours between globally available and regionally restricted titles. A log scale is applied because engagement is highly right-skewed.
ggplot(
combined_q2,
aes(x = available_globally, y = normalized_hours, fill = available_globally)
) +
geom_boxplot(outlier.alpha = 0.1) +
scale_y_log10(labels = label_number(scale_cut = cut_short_scale())) +
facet_wrap(~content_type) +
labs(
title = "Time-Adjusted Engagement by Global Availability",
x = "Available Globally",
y = "Normalized Hours (Log Scale)"
) +
theme_minimal(base_size = 13) +
theme(legend.position = "none")
Plot 2: Normalized Engagement vs Runtime
We examine whether globally available titles show higher normalized engagement across different runtime ranges.
ggplot(combined_q2, aes(x = runtime, y = normalized_hours, color = available_globally)) +
geom_point(alpha = 0.15, size = 0.8) +
scale_y_log10(labels = label_number(scale_cut = cut_short_scale())) +
facet_wrap(~content_type) +
labs(
title = "Normalized Engagement vs Runtime by Global Availability",
x = "Runtime (Minutes)",
y = "Normalized Hours (Log Scale)",
color = "Availability"
) +
theme_minimal(base_size = 13) +
theme(legend.position = "bottom")
Regression Analysis
We estimate the marginal contribution of global availability after controlling for exposure time and runtime. Separate models are fitted because the engagement structure of films and series differs substantially.
model_movies <- lm(
normalized_hours ~ available_globally + runtime + months_since_release,
data = movies_q2
)
summary(model_movies)
Call:
lm(formula = normalized_hours ~ available_globally + runtime +
months_since_release, data = movies_q2)
Residuals:
Min 1Q Median 3Q Max
-4155125 -762061 -265711 263554 106654966
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1026306 3362249 0.305 0.760
available_globallyYes 120066 109907 1.092 0.275
runtime11M 0S -834152 4116435 -0.203 0.839
runtime12M 0S 498608 3477194 0.143 0.886
runtime13M 0S 28637 3563117 0.008 0.994
runtime14M 0S -71423 3523372 -0.020 0.984
runtime15M 0S 256936 3878928 0.066 0.947
runtime16M 0S 49431 3591178 0.014 0.989
runtime18M 0S -531209 3477308 -0.153 0.879
runtime19M 0S -427177 3477256 -0.123 0.902
runtime1H 0M 0S 832147 4115674 0.202 0.840
runtime1H 10M 0S 161082 3442235 0.047 0.963
runtime1H 11M 0S 227890 3434824 0.066 0.947
runtime1H 12M 0S 299313 3442270 0.087 0.931
runtime1H 13M 0S 215826 3428584 0.063 0.950
runtime1H 14M 0S 647030 3438475 0.188 0.851
runtime1H 15M 0S 626648 3563084 0.176 0.860
runtime1H 16M 0S -394468 3755841 -0.105 0.916
runtime1H 17M 0S 240981 3431494 0.070 0.944
runtime1H 18M 0S 174805 3462685 0.050 0.960
runtime1H 19M 0S -28815 3425773 -0.008 0.993
runtime1H 1M 0S 259151 3477357 0.075 0.941
runtime1H 20M 0S 440711 3397259 0.130 0.897
runtime1H 21M 0S 447950 3396545 0.132 0.895
runtime1H 22M 0S 547410 3403210 0.161 0.872
runtime1H 23M 0S 444377 3388690 0.131 0.896
runtime1H 24M 0S 542758 3385433 0.160 0.873
runtime1H 25M 0S 692408 3389763 0.204 0.838
runtime1H 26M 0S 445530 3378142 0.132 0.895
runtime1H 27M 0S 624596 3378341 0.185 0.853
runtime1H 28M 0S 737945 3382278 0.218 0.827
runtime1H 29M 0S 981912 3375059 0.291 0.771
runtime1H 30M 0S 688389 3369607 0.204 0.838
runtime1H 31M 0S 490555 3370475 0.146 0.884
runtime1H 32M 0S 637585 3371065 0.189 0.850
runtime1H 33M 0S 498498 3370927 0.148 0.882
runtime1H 34M 0S 536968 3371247 0.159 0.873
runtime1H 35M 0S 522532 3366959 0.155 0.877
runtime1H 36M 0S 432829 3367977 0.129 0.898
runtime1H 37M 0S 532894 3366784 0.158 0.874
runtime1H 38M 0S 718504 3368198 0.213 0.831
runtime1H 39M 0S 543129 3369087 0.161 0.872
runtime1H 3M 0S 215707 3679943 0.059 0.953
runtime1H 40M 0S 568897 3367257 0.169 0.866
runtime1H 41M 0S 729676 3369002 0.217 0.829
runtime1H 42M 0S 873050 3368156 0.259 0.795
runtime1H 43M 0S 764095 3369720 0.227 0.821
runtime1H 44M 0S 633519 3372318 0.188 0.851
runtime1H 45M 0S 621197 3370646 0.184 0.854
runtime1H 46M 0S 522054 3368428 0.155 0.877
runtime1H 47M 0S 1630031 3369431 0.484 0.629
runtime1H 48M 0S 758351 3375240 0.225 0.822
runtime1H 49M 0S 1431918 3371469 0.425 0.671
runtime1H 4M 0S 2758997 3680875 0.750 0.454
runtime1H 50M 0S 698830 3370256 0.207 0.836
runtime1H 51M 0S 162120 3373264 0.048 0.962
runtime1H 52M 0S 565816 3375396 0.168 0.867
runtime1H 53M 0S 1004161 3374015 0.298 0.766
runtime1H 54M 0S 1725843 3371456 0.512 0.609
runtime1H 55M 0S 802614 3389896 0.237 0.813
runtime1H 56M 0S 404309 3378658 0.120 0.905
runtime1H 57M 0S 541378 3390908 0.160 0.873
runtime1H 58M 0S 894480 3377737 0.265 0.791
runtime1H 59M 0S 437900 3376664 0.130 0.897
runtime1H 5M 0S 16683 3523504 0.005 0.996
runtime1H 8M 0S 1452510 3679945 0.395 0.693
runtime1H 9M 0S -208976 3755767 -0.056 0.956
runtime20M 0S 40249 3878915 0.010 0.992
runtime21M 0S -329584 3628452 -0.091 0.928
runtime22M 0S 437284 3755835 0.116 0.907
runtime23M 0S 459571 3456721 0.133 0.894
runtime24M 0S 516616 3431617 0.151 0.880
runtime25M 0S 279857 3414806 0.082 0.935
runtime26M 0S 598351 3591366 0.167 0.868
runtime27M 0S 238688 3878938 0.062 0.951
runtime28M 0S 322490 3486100 0.093 0.926
runtime29M 0S 484077 3680002 0.132 0.895
runtime2H 0M 0S 1693535 3383238 0.501 0.617
runtime2H 10M 0S 728634 3394825 0.215 0.830
runtime2H 11M 0S 358358 3420884 0.105 0.917
runtime2H 12M 0S 1901228 3431506 0.554 0.580
runtime2H 13M 0S 371603 3403161 0.109 0.913
runtime2H 14M 0S 891767 3496850 0.255 0.799
runtime2H 15M 0S 372511 3401012 0.110 0.913
runtime2H 16M 0S 1045274 3418786 0.306 0.760
runtime2H 17M 0S 1660049 3404513 0.488 0.626
runtime2H 18M 0S 296298 3446806 0.086 0.931
runtime2H 19M 0S 334066 3402126 0.098 0.922
runtime2H 1M 0S 503574 3383194 0.149 0.882
runtime2H 20M 0S 637732 3462637 0.184 0.854
runtime2H 21M 0S 286121 3462626 0.083 0.934
runtime2H 22M 0S 1279656 3418736 0.374 0.708
runtime2H 23M 0S 348643 3477154 0.100 0.920
runtime2H 24M 0S 299951 3563030 0.084 0.933
runtime2H 25M 0S 2120253 3628401 0.584 0.559
runtime2H 26M 0S 2064997 3508845 0.589 0.556
runtime2H 27M 0S 543022 3541131 0.153 0.878
runtime2H 28M 0S 540098 3755761 0.144 0.886
runtime2H 29M 0S 436701 3496406 0.125 0.901
runtime2H 2M 0S 2437664 3395044 0.718 0.473
runtime2H 30M 0S 478559 3523310 0.136 0.892
runtime2H 31M 0S 365866 3755808 0.097 0.922
runtime2H 32M 0S 862145 3563197 0.242 0.809
runtime2H 34M 0S -55870 3757522 -0.015 0.988
runtime2H 36M 0S 564744 3563180 0.158 0.874
runtime2H 39M 0S 77474 3496418 0.022 0.982
runtime2H 3M 0S 648185 3396451 0.191 0.849
runtime2H 40M 0S -324269 4750724 -0.068 0.946
runtime2H 42M 0S -55414 3628410 -0.015 0.988
runtime2H 47M 0S 177972 3496418 0.051 0.959
runtime2H 4M 0S 732450 3382523 0.217 0.829
runtime2H 53M 0S 610440 4114569 0.148 0.882
runtime2H 5M 0S 3685018 3421040 1.077 0.281
runtime2H 6M 0S 495891 3387653 0.146 0.884
runtime2H 7M 0S 310378 3406913 0.091 0.927
runtime2H 8M 0S 1720682 3403259 0.506 0.613
runtime2H 9M 0S 344162 3418717 0.101 0.920
runtime30M 0S 292862 3462674 0.085 0.933
runtime31M 0S 359983 3628591 0.099 0.921
runtime32M 0S 369086 3486118 0.106 0.916
runtime33M 0S 110590 3508665 0.032 0.975
runtime34M 0S 744031 4114558 0.181 0.857
runtime35M 0S 1505667 4115270 0.366 0.714
runtime36M 0S -263381 3523261 -0.075 0.940
runtime37M 0S 157115 3628403 0.043 0.965
runtime38M 0S 730579 4114465 0.178 0.859
runtime3H 11M 0S -241842 3755854 -0.064 0.949
runtime3H 20M 0S -359406 3755818 -0.096 0.924
runtime3H 24M 0S 770440 4114569 0.187 0.851
runtime3H 29M 0S 1033350 3755982 0.275 0.783
runtime3H 6M 0S 8301 3755743 0.002 0.998
runtime40M 0S 743382 3423523 0.217 0.828
runtime41M 0S -11869 3438292 -0.003 0.997
runtime42M 0S 376466 3563084 0.106 0.916
runtime43M 0S -770400 4752652 -0.162 0.871
runtime44M 0S 521588 4114603 0.127 0.899
runtime45M 0S 508100 3563291 0.143 0.887
runtime46M 0S 547195 3423382 0.160 0.873
runtime47M 0S 301938 3756129 0.080 0.936
runtime48M 0S 195046 3628410 0.054 0.957
runtime49M 0S 868076 3756136 0.231 0.817
runtime51M 0S 1136198 3756404 0.302 0.762
runtime52M 0S 273626 3591215 0.076 0.939
runtime53M 0S -300936 3755798 -0.080 0.936
runtime54M 0S 205147 3496428 0.059 0.953
runtime55M 0S 216188 3755767 0.058 0.954
runtime57M 0S 373678 3486104 0.107 0.915
runtime58M 0S 176531 3523616 0.050 0.960
runtime59M 0S 402091 3423288 0.117 0.907
runtime5H 12M 0S 112658 4114216 0.027 0.978
runtime9M 0S 323727 3755798 0.086 0.931
months_since_release -27181 1698 -16.006 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 3359000 on 6556 degrees of freedom
Multiple R-squared: 0.06006, Adjusted R-squared: 0.03841
F-statistic: 2.774 on 151 and 6556 DF, p-value: < 2.2e-16model_shows <- lm(
normalized_hours ~ available_globally + runtime + months_since_release,
data = shows_q2
)
summary(model_shows)
Call:
lm(formula = normalized_hours ~ available_globally + runtime +
months_since_release, data = shows_q2)
Residuals:
Min 1Q Median 3Q Max
-34063545 -957635 -210518 442093 246117868
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 1.218e+06 2.934e+06 0.415 0.677916
available_globallyYes 7.872e+05 1.360e+05 5.788 7.30e-09 ***
runtime10H 10M 0S 2.710e+05 3.588e+06 0.076 0.939784
runtime10H 13M 0S 2.395e+06 4.144e+06 0.578 0.563341
runtime10H 14M 0S 2.595e+06 3.590e+06 0.723 0.469783
runtime10H 15M 0S 5.637e+05 3.297e+06 0.171 0.864251
runtime10H 16M 0S 1.330e+06 4.143e+06 0.321 0.748265
runtime10H 17M 0S 6.401e+06 4.143e+06 1.545 0.122342
runtime10H 18M 0S 1.419e+06 6.551e+06 0.217 0.828459
runtime10H 1M 0S 1.106e+06 3.466e+06 0.319 0.749625
runtime10H 20M 0S 1.403e+06 4.143e+06 0.339 0.734781
runtime10H 21M 0S 1.173e+06 4.143e+06 0.283 0.777062
runtime10H 22M 0S 1.561e+06 4.143e+06 0.377 0.706280
runtime10H 23M 0S 2.035e+06 3.933e+06 0.517 0.604909
runtime10H 24M 0S 8.468e+06 5.074e+06 1.669 0.095152 .
runtime10H 26M 0S 2.855e+06 4.477e+06 0.638 0.523677
runtime10H 27M 0S -1.748e+05 5.074e+06 -0.034 0.972515
runtime10H 28M 0S 1.844e+06 4.143e+06 0.445 0.656261
runtime10H 2M 0S 7.464e+05 3.385e+06 0.221 0.825470
runtime10H 30M 0S 4.427e+05 4.142e+06 0.107 0.914897
runtime10H 33M 0S 1.755e+06 5.076e+06 0.346 0.729483
runtime10H 35M 0S 1.717e+06 3.673e+06 0.468 0.640118
runtime10H 36M 0S 1.600e+06 3.930e+06 0.407 0.683864
runtime10H 38M 0S 1.091e+06 4.143e+06 0.263 0.792218
runtime10H 39M 0S 1.800e+05 4.144e+06 0.043 0.965356
runtime10H 3M 0S 2.034e+07 3.674e+06 5.536 3.15e-08 ***
runtime10H 40M 0S 6.133e+05 4.142e+06 0.148 0.882298
runtime10H 41M 0S 4.355e+06 4.148e+06 1.050 0.293854
runtime10H 43M 0S 1.580e+06 3.672e+06 0.430 0.666971
runtime10H 47M 0S 5.590e+05 4.142e+06 0.135 0.892659
runtime10H 49M 0S 1.170e+06 4.144e+06 0.282 0.777762
runtime10H 4M 0S 2.460e+06 3.933e+06 0.625 0.531736
runtime10H 50M 0S 7.124e+05 5.076e+06 0.140 0.888378
runtime10H 52M 0S 2.623e+06 4.144e+06 0.633 0.526857
runtime10H 53M 0S 1.951e+06 3.352e+06 0.582 0.560584
runtime10H 55M 0S 2.097e+06 4.144e+06 0.506 0.612886
runtime10H 59M 0S 7.583e+05 3.588e+06 0.211 0.832611
runtime10H 6M 0S 1.575e+06 3.590e+06 0.439 0.660827
runtime10H 7M 0S 8.537e+06 5.074e+06 1.683 0.092494 .
runtime10H 8M 0S 3.795e+05 4.142e+06 0.092 0.926998
runtime10H 9M 0S 4.845e+05 4.142e+06 0.117 0.906895
runtime112H 45M 0S 2.752e+07 6.551e+06 4.201 2.67e-05 ***
runtime11H 10M 0S 1.601e+07 3.672e+06 4.358 1.32e-05 ***
runtime11H 11M 0S 1.273e+06 4.145e+06 0.307 0.758825
runtime11H 12M 0S 1.916e+06 4.145e+06 0.462 0.643837
runtime11H 13M 0S 2.100e+06 4.145e+06 0.507 0.612459
runtime11H 14M 0S 3.756e+06 4.147e+06 0.906 0.365039
runtime11H 18M 0S 1.669e+06 5.076e+06 0.329 0.742330
runtime11H 21M 0S 1.776e+06 4.143e+06 0.429 0.668172
runtime11H 22M 0S 2.563e+07 6.550e+06 3.913 9.15e-05 ***
runtime11H 23M 0S 2.807e+05 4.475e+06 0.063 0.949976
runtime11H 24M 0S 1.085e+06 4.145e+06 0.262 0.793524
runtime11H 25M 0S 2.062e+05 3.588e+06 0.057 0.954179
runtime11H 26M 0S 1.549e+06 3.589e+06 0.432 0.666030
runtime11H 2M 0S 3.267e+06 4.146e+06 0.788 0.430652
runtime11H 30M 0S 1.998e+06 3.588e+06 0.557 0.577643
runtime11H 32M 0S 1.389e+06 3.672e+06 0.378 0.705218
runtime11H 33M 0S 5.223e+05 4.145e+06 0.126 0.899709
runtime11H 34M 0S -4.561e+04 3.589e+06 -0.013 0.989861
runtime11H 37M 0S 5.730e+05 3.588e+06 0.160 0.873112
runtime11H 44M 0S 1.584e+06 4.145e+06 0.382 0.702371
runtime11H 45M 0S 7.007e+06 5.076e+06 1.381 0.167426
runtime11H 47M 0S 2.063e+06 4.144e+06 0.498 0.618585
runtime11H 48M 0S -9.157e+04 4.475e+06 -0.020 0.983674
runtime11H 49M 0S 3.286e+05 4.142e+06 0.079 0.936764
runtime11H 4M 0S 8.930e+05 3.590e+06 0.249 0.803546
runtime11H 50M 0S 3.530e+05 4.144e+06 0.085 0.932116
runtime11H 59M 0S 8.728e+05 4.477e+06 0.195 0.845422
runtime11H 5M 0S -1.423e+05 4.145e+06 -0.034 0.972603
runtime11H 6M 0S 3.984e+05 4.144e+06 0.096 0.923404
runtime11H 7M 0S 7.523e+05 4.142e+06 0.182 0.855891
runtime12H 10M 0S 9.309e+04 4.144e+06 0.022 0.982077
runtime12H 11M 0S 1.011e+06 4.143e+06 0.244 0.807247
runtime12H 14M 0S 4.204e+05 3.587e+06 0.117 0.906712
runtime12H 16M 0S 3.622e+06 4.147e+06 0.873 0.382443
runtime12H 17M 0S 1.874e+06 4.143e+06 0.452 0.651090
runtime12H 18M 0S 1.145e+06 4.143e+06 0.276 0.782287
runtime12H 25M 0S 6.466e+05 4.144e+06 0.156 0.876032
runtime12H 27M 0S 8.841e+05 4.142e+06 0.213 0.830997
runtime12H 28M 0S 7.778e+05 4.142e+06 0.188 0.851055
runtime12H 29M 0S 3.754e+06 4.146e+06 0.905 0.365283
runtime12H 2M 0S 3.181e+06 4.143e+06 0.768 0.442584
runtime12H 30M 0S -5.298e+05 6.551e+06 -0.081 0.935541
runtime12H 34M 0S 2.090e+06 4.145e+06 0.504 0.614017
runtime12H 35M 0S 2.597e+06 4.145e+06 0.626 0.531042
runtime12H 36M 0S 2.226e+07 6.550e+06 3.399 0.000679 ***
runtime12H 37M 0S 1.625e+07 5.074e+06 3.202 0.001368 **
runtime12H 38M 0S 5.031e+04 4.142e+06 0.012 0.990310
runtime12H 3M 0S 1.946e+06 4.142e+06 0.470 0.638552
runtime12H 43M 0S 5.047e+05 3.672e+06 0.137 0.890683
runtime12H 45M 0S -3.556e+05 4.143e+06 -0.086 0.931593
runtime12H 46M 0S 1.273e+06 4.144e+06 0.307 0.758771
runtime12H 53M 0S -7.670e+05 4.142e+06 -0.185 0.853103
runtime12H 57M 0S 1.185e+06 4.143e+06 0.286 0.774846
runtime12H 58M 0S 3.232e+06 4.146e+06 0.779 0.435722
runtime12H 8M 0S 1.540e+06 3.782e+06 0.407 0.683888
runtime13H 0M 0S 3.643e+05 4.142e+06 0.088 0.929919
runtime13H 13M 0S 5.944e+06 3.587e+06 1.657 0.097584 .
runtime13H 16M 0S 2.816e+06 4.144e+06 0.679 0.496880
runtime13H 17M 0S 1.506e+06 5.075e+06 0.297 0.766681
runtime13H 20M 0S 3.288e+06 4.145e+06 0.793 0.427642
runtime13H 21M 0S -2.450e+04 3.588e+06 -0.007 0.994551
runtime13H 23M 0S 1.591e+06 4.145e+06 0.384 0.700995
runtime13H 24M 0S 3.908e+05 4.142e+06 0.094 0.924841
runtime13H 27M 0S 1.055e+06 4.144e+06 0.254 0.799124
runtime13H 33M 0S 1.732e+07 4.475e+06 3.872 0.000109 ***
runtime13H 3M 0S 3.456e+05 4.144e+06 0.083 0.933530
runtime13H 43M 0S -2.516e+05 4.142e+06 -0.061 0.951569
runtime13H 44M 0S 8.420e+05 4.143e+06 0.203 0.838944
runtime13H 46M 0S 1.506e+06 4.144e+06 0.363 0.716270
runtime13H 48M 0S 9.944e+05 4.142e+06 0.240 0.810296
runtime13H 4M 0S 2.462e+06 4.142e+06 0.594 0.552365
runtime13H 52M 0S 1.394e+06 4.145e+06 0.336 0.736678
runtime13H 54M 0S 9.927e+05 4.142e+06 0.240 0.810616
runtime13H 57M 0S 8.781e+05 3.672e+06 0.239 0.811021
runtime13H 59M 0S 1.841e+06 4.144e+06 0.444 0.656921
runtime13H 7M 0S 2.269e+06 3.384e+06 0.671 0.502482
runtime13M 0S -5.470e+05 4.143e+06 -0.132 0.894957
runtime14H 10M 0S 6.932e+04 4.142e+06 0.017 0.986649
runtime14H 12M 0S 3.200e+06 4.475e+06 0.715 0.474589
runtime14H 16M 0S 8.524e+05 3.466e+06 0.246 0.805753
runtime14H 18M 0S 2.580e+05 4.476e+06 0.058 0.954046
runtime14H 19M 0S 6.126e+06 4.477e+06 1.368 0.171183
runtime14H 22M 0S -5.233e+05 6.551e+06 -0.080 0.936340
runtime14H 28M 0S -1.445e+05 3.588e+06 -0.040 0.967877
runtime14H 30M 0S 2.791e+06 5.076e+06 0.550 0.582414
runtime14H 37M 0S 2.856e+06 4.146e+06 0.689 0.490849
runtime14H 42M 0S 5.922e+07 6.550e+06 9.041 < 2e-16 ***
runtime14H 45M 0S 8.012e+05 4.145e+06 0.193 0.846718
runtime14H 48M 0S 2.026e+06 3.589e+06 0.565 0.572413
runtime14H 4M 0S 2.368e+05 4.142e+06 0.057 0.954405
runtime14H 54M 0S 1.160e+06 4.143e+06 0.280 0.779521
runtime14H 58M 0S 1.690e+06 5.075e+06 0.333 0.739182
runtime14H 59M 0S 4.812e+05 4.145e+06 0.116 0.907572
runtime14H 5M 0S -2.930e+05 4.142e+06 -0.071 0.943610
runtime14H 6M 0S 1.938e+06 4.143e+06 0.468 0.639916
runtime14H 7M 0S 5.786e+06 5.074e+06 1.140 0.254119
runtime14H 9M 0S 3.461e+05 3.930e+06 0.088 0.929820
runtime14M 0S 2.049e+05 3.781e+06 0.054 0.956783
runtime15H 10M 0S 2.245e+06 3.588e+06 0.626 0.531593
runtime15H 15M 0S -1.966e+05 4.142e+06 -0.047 0.962137
runtime15H 16M 0S 1.226e+06 3.522e+06 0.348 0.727746
runtime15H 23M 0S 1.425e+07 5.076e+06 2.808 0.004985 **
runtime15H 27M 0S 1.856e+06 4.143e+06 0.448 0.654280
runtime15H 28M 0S 2.640e+06 3.589e+06 0.735 0.462073
runtime15H 29M 0S 2.086e+06 4.145e+06 0.503 0.614821
runtime15H 2M 0S 3.874e+07 6.550e+06 5.915 3.41e-09 ***
runtime15H 30M 0S 9.616e+05 3.588e+06 0.268 0.788709
runtime15H 32M 0S 2.569e+06 4.145e+06 0.620 0.535442
runtime15H 33M 0S 5.176e+05 3.587e+06 0.144 0.885286
runtime15H 34M 0S 4.952e+06 3.930e+06 1.260 0.207623
runtime15H 35M 0S 1.081e+06 4.142e+06 0.261 0.794212
runtime15H 47M 0S 1.191e+08 6.550e+06 18.188 < 2e-16 ***
runtime15H 59M 0S 2.691e+05 4.143e+06 0.065 0.948206
runtime16H 14M 0S 1.341e+06 4.143e+06 0.324 0.746163
runtime16H 21M 0S 5.153e+05 4.142e+06 0.124 0.901008
runtime16H 22M 0S 8.492e+07 6.550e+06 12.965 < 2e-16 ***
runtime16H 23M 0S 5.396e+07 6.551e+06 8.236 < 2e-16 ***
runtime16H 27M 0S 3.364e+05 4.143e+06 0.081 0.935277
runtime16H 28M 0S 8.621e+04 4.142e+06 0.021 0.983396
runtime16H 2M 0S 9.179e+05 4.142e+06 0.222 0.824634
runtime16H 34M 0S 6.177e+05 3.587e+06 0.172 0.863299
runtime16H 35M 0S 1.904e+08 6.550e+06 29.075 < 2e-16 ***
runtime16H 36M 0S 1.438e+07 6.550e+06 2.196 0.028101 *
runtime16H 38M 0S 1.087e+06 4.143e+06 0.262 0.793051
runtime16H 3M 0S -6.640e+05 4.142e+06 -0.160 0.872651
runtime16H 43M 0S 8.590e+05 4.144e+06 0.207 0.835815
runtime16H 47M 0S -5.233e+05 6.551e+06 -0.080 0.936340
runtime16H 49M 0S 8.840e+05 4.142e+06 0.213 0.831016
runtime16H 4M 0S 4.433e+05 3.587e+06 0.124 0.901654
runtime16H 55M 0S 1.009e+06 4.142e+06 0.244 0.807570
runtime16H 57M 0S 2.803e+06 4.143e+06 0.677 0.498585
runtime16H 5M 0S 6.625e+03 4.142e+06 0.002 0.998724
runtime16H 7M 0S 7.240e+04 4.142e+06 0.017 0.986055
runtime17H 11M 0S 9.659e+05 4.142e+06 0.233 0.815640
runtime17H 12M 0S 5.031e+05 4.142e+06 0.121 0.903331
runtime17H 13M 0S 3.315e+06 3.781e+06 0.877 0.380641
runtime17H 16M 0S 1.015e+06 4.143e+06 0.245 0.806417
runtime17H 18M 0S 1.595e+06 3.587e+06 0.445 0.656624
runtime17H 31M 0S 1.074e+06 4.143e+06 0.259 0.795404
runtime17H 35M 0S 7.067e+06 4.475e+06 1.579 0.114272
runtime17H 41M 0S 3.082e+05 4.142e+06 0.074 0.940690
runtime17H 45M 0S -3.120e+05 4.142e+06 -0.075 0.939960
runtime17H 51M 0S 1.734e+05 4.142e+06 0.042 0.966604
runtime17H 56M 0S 3.183e+05 4.142e+06 0.077 0.938754
runtime17H 57M 0S 2.278e+06 3.672e+06 0.620 0.534995
runtime17H 59M 0S 1.889e+06 4.145e+06 0.456 0.648498
runtime17H 8M 0S 8.524e+05 4.143e+06 0.206 0.836979
runtime17H 9M 0S 8.757e+05 4.142e+06 0.211 0.832570
runtime18H 10M 0S -6.628e+04 4.142e+06 -0.016 0.987233
runtime18H 17M 0S -4.757e+05 6.551e+06 -0.073 0.942118
runtime18H 19M 0S 2.337e+04 4.142e+06 0.006 0.995498
runtime18H 22M 0S 1.594e+05 4.142e+06 0.038 0.969305
runtime18H 25M 0S 1.514e+06 3.932e+06 0.385 0.700221
runtime18H 26M 0S 2.191e+05 3.587e+06 0.061 0.951300
runtime18H 2M 0S 6.012e+07 6.552e+06 9.176 < 2e-16 ***
runtime18H 35M 0S 3.704e+06 4.475e+06 0.828 0.407819
runtime18H 37M 0S 5.221e+05 4.142e+06 0.126 0.899694
runtime18H 40M 0S 2.554e+06 4.145e+06 0.616 0.537876
runtime18H 44M 0S -5.642e+04 4.142e+06 -0.014 0.989133
runtime18H 47M 0S 1.228e+06 4.142e+06 0.296 0.766923
runtime18H 49M 0S -2.109e+05 4.142e+06 -0.051 0.959389
runtime18H 4M 0S -2.736e+05 4.142e+06 -0.066 0.947341
runtime18H 51M 0S 5.571e+05 4.142e+06 0.134 0.893025
runtime18H 55M 0S 2.780e+05 4.142e+06 0.067 0.946486
runtime18H 56M 0S -2.687e+05 4.142e+06 -0.065 0.948281
runtime18H 8M 0S 2.387e+05 4.142e+06 0.058 0.954049
runtime18M 0S -4.033e+05 4.474e+06 -0.090 0.928175
runtime19H 0M 0S 6.757e+06 3.588e+06 1.883 0.059704 .
runtime19H 10M 0S 2.670e+06 4.146e+06 0.644 0.519537
runtime19H 21M 0S 6.642e+05 4.142e+06 0.160 0.872609
runtime19H 24M 0S 8.716e+05 4.142e+06 0.210 0.833341
runtime19H 27M 0S 9.945e+03 4.142e+06 0.002 0.998084
runtime19H 2M 0S -2.442e+05 4.142e+06 -0.059 0.952989
runtime19H 41M 0S 7.673e+05 4.142e+06 0.185 0.853057
runtime19H 44M 0S 1.383e+06 6.550e+06 0.211 0.832717
runtime19H 55M 0S 3.979e+05 4.142e+06 0.096 0.923484
runtime19H 5M 0S 1.806e+06 4.475e+06 0.404 0.686433
runtime19M 0S 1.424e+05 3.466e+06 0.041 0.967215
runtime1H 0M 0S 5.558e+05 2.987e+06 0.186 0.852364
runtime1H 10M 0S 7.208e+05 3.126e+06 0.231 0.817655
runtime1H 11M 0S 1.097e+06 3.077e+06 0.357 0.721384
runtime1H 12M 0S 1.351e+06 3.323e+06 0.407 0.684265
runtime1H 13M 0S 1.265e+06 3.225e+06 0.392 0.694931
runtime1H 14M 0S 1.159e+06 3.098e+06 0.374 0.708369
runtime1H 15M 0S 9.208e+05 3.257e+06 0.283 0.777365
runtime1H 16M 0S -1.506e+04 3.155e+06 -0.005 0.996192
runtime1H 17M 0S 1.303e+06 3.468e+06 0.376 0.707015
runtime1H 18M 0S 9.046e+05 3.133e+06 0.289 0.772775
runtime1H 19M 0S -1.108e+05 3.211e+06 -0.035 0.972479
runtime1H 1M 0S 8.281e+05 3.011e+06 0.275 0.783290
runtime1H 20M 0S 5.198e+05 3.384e+06 0.154 0.877943
runtime1H 21M 0S 1.063e+06 3.256e+06 0.326 0.744120
runtime1H 22M 0S 8.228e+05 3.351e+06 0.246 0.806041
runtime1H 23M 0S 1.708e+06 3.467e+06 0.493 0.622170
runtime1H 24M 0S 1.527e+06 3.421e+06 0.446 0.655349
runtime1H 26M 0S 3.524e+05 3.589e+06 0.098 0.921795
runtime1H 27M 0S 1.811e+06 3.351e+06 0.540 0.588874
runtime1H 28M 0S 1.470e+06 3.589e+06 0.410 0.682051
runtime1H 29M 0S 2.832e+06 4.477e+06 0.633 0.526987
runtime1H 2M 0S 1.165e+06 3.037e+06 0.383 0.701385
runtime1H 30M 0S 1.582e+06 4.143e+06 0.382 0.702501
runtime1H 31M 0S 4.916e+05 3.382e+06 0.145 0.884438
runtime1H 32M 0S 2.365e+06 3.385e+06 0.699 0.484675
runtime1H 33M 0S -2.282e+05 4.144e+06 -0.055 0.956081
runtime1H 34M 0S -4.441e+04 3.783e+06 -0.012 0.990634
runtime1H 35M 0S 2.649e+05 3.321e+06 0.080 0.936434
runtime1H 36M 0S 1.470e+06 3.783e+06 0.389 0.697514
runtime1H 37M 0S 1.079e+06 3.185e+06 0.339 0.734759
runtime1H 38M 0S 1.818e+05 3.521e+06 0.052 0.958815
runtime1H 39M 0S 1.303e+06 3.239e+06 0.402 0.687441
runtime1H 3M 0S 6.716e+05 3.010e+06 0.223 0.823434
runtime1H 40M 0S 5.094e+03 3.466e+06 0.001 0.998827
runtime1H 41M 0S 2.048e+06 4.144e+06 0.494 0.621187
runtime1H 42M 0S 4.809e+05 3.164e+06 0.152 0.879200
runtime1H 43M 0S 2.178e+05 3.196e+06 0.068 0.945656
runtime1H 44M 0S 1.493e+06 5.076e+06 0.294 0.768593
runtime1H 45M 0S 7.859e+04 3.466e+06 0.023 0.981908
runtime1H 46M 0S 5.389e+05 3.587e+06 0.150 0.880588
runtime1H 47M 0S -6.379e+04 3.196e+06 -0.020 0.984078
runtime1H 48M 0S 1.398e+06 5.074e+06 0.276 0.782849
runtime1H 49M 0S 1.077e+06 3.350e+06 0.321 0.747915
runtime1H 4M 0S 9.990e+05 3.013e+06 0.332 0.740194
runtime1H 50M 0S 1.022e+06 3.350e+06 0.305 0.760409
runtime1H 51M 0S 3.376e+05 3.155e+06 0.107 0.914786
runtime1H 52M 0S -1.453e+05 3.420e+06 -0.042 0.966113
runtime1H 53M 0S 8.642e+05 3.322e+06 0.260 0.794753
runtime1H 54M 0S 1.564e+05 3.059e+06 0.051 0.959235
runtime1H 55M 0S -9.120e+04 3.092e+06 -0.029 0.976472
runtime1H 56M 0S 2.962e+05 3.256e+06 0.091 0.927513
runtime1H 57M 0S -6.589e+04 3.782e+06 -0.017 0.986100
runtime1H 58M 0S 2.779e+06 3.209e+06 0.866 0.386473
runtime1H 59M 0S 1.364e+05 3.587e+06 0.038 0.969661
runtime1H 5M 0S 5.337e+05 3.085e+06 0.173 0.862659
runtime1H 6M 0S 9.915e+05 3.010e+06 0.329 0.741831
runtime1H 7M 0S 1.076e+06 3.046e+06 0.353 0.723808
runtime1H 8M 0S 3.300e+05 3.103e+06 0.106 0.915302
runtime1H 9M 0S 5.165e+05 3.186e+06 0.162 0.871207
runtime20H 0M 0S -1.348e+05 4.142e+06 -0.033 0.974032
runtime20H 16M 0S 1.147e+06 4.142e+06 0.277 0.781892
runtime20H 22M 0S 1.933e+06 4.143e+06 0.467 0.640778
runtime20H 52M 0S 1.052e+06 4.142e+06 0.254 0.799599
runtime20H 6M 0S 1.065e+06 5.074e+06 0.210 0.833726
runtime20H 7M 0S 4.145e+05 4.142e+06 0.100 0.920287
runtime20M 0S 2.926e+04 4.142e+06 0.007 0.994364
runtime21H 15M 0S 2.615e+07 5.074e+06 5.154 2.59e-07 ***
runtime21H 1M 0S 1.300e+05 4.142e+06 0.031 0.974964
runtime21H 21M 0S 5.819e+05 4.142e+06 0.140 0.888281
runtime21H 22M 0S 8.476e+05 4.142e+06 0.205 0.837886
runtime21H 32M 0S 7.420e+05 4.142e+06 0.179 0.857840
runtime21H 53M 0S 6.234e+05 4.142e+06 0.150 0.880374
runtime21M 0S 2.794e+05 3.781e+06 0.074 0.941099
runtime22H 1M 0S -1.407e+05 4.142e+06 -0.034 0.972896
runtime22H 28M 0S 2.261e+06 4.142e+06 0.546 0.585155
runtime23H 13M 0S 1.583e+05 4.142e+06 0.038 0.969525
runtime23H 18M 0S -1.300e+05 4.142e+06 -0.031 0.974972
runtime23H 22M 0S 2.017e+07 4.475e+06 4.508 6.60e-06 ***
runtime23H 49M 0S 8.488e+05 4.142e+06 0.205 0.837643
runtime23M 0S 4.107e+05 3.350e+06 0.123 0.902411
runtime24H 24M 0S 1.547e+06 4.143e+06 0.373 0.708830
runtime24H 52M 0S 1.335e+06 4.142e+06 0.322 0.747287
runtime24M 0S 8.399e+04 3.238e+06 0.026 0.979307
runtime25H 2M 0S 1.788e+06 4.143e+06 0.432 0.666097
runtime25H 47M 0S -3.769e+05 6.551e+06 -0.058 0.954123
runtime25M 0S 5.329e+04 3.112e+06 0.017 0.986338
runtime26H 38M 0S -3.079e+04 4.142e+06 -0.007 0.994069
runtime26M 0S 6.996e+05 3.350e+06 0.209 0.834571
runtime27H 0M 0S 1.273e+06 4.142e+06 0.307 0.758563
runtime27H 15M 0S 3.823e+05 4.145e+06 0.092 0.926516
runtime27M 0S -1.682e+06 5.074e+06 -0.331 0.740276
runtime28H 55M 0S 1.981e+06 4.145e+06 0.478 0.632712
runtime28M 0S -3.190e+05 3.275e+06 -0.097 0.922393
runtime29H 52M 0S 8.741e+07 6.552e+06 13.342 < 2e-16 ***
runtime29M 0S 7.534e+05 3.321e+06 0.227 0.820567
runtime2H 0M 0S 1.106e+06 3.080e+06 0.359 0.719556
runtime2H 10M 0S 5.382e+04 3.209e+06 0.017 0.986618
runtime2H 11M 0S -1.292e+05 3.275e+06 -0.039 0.968523
runtime2H 12M 0S 2.642e+05 3.112e+06 0.085 0.932344
runtime2H 13M 0S 2.674e+05 3.321e+06 0.080 0.935843
runtime2H 14M 0S 1.406e+06 3.139e+06 0.448 0.654251
runtime2H 15M 0S 3.423e+05 3.184e+06 0.107 0.914410
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runtime5H 55M 0S 4.787e+04 3.147e+06 0.015 0.987861
runtime5H 56M 0S 4.722e+05 3.112e+06 0.152 0.879409
runtime5H 57M 0S 5.372e+06 3.174e+06 1.693 0.090517 .
runtime5H 58M 0S 7.029e+05 3.131e+06 0.224 0.822410
runtime5H 59M 0S 7.869e+05 3.132e+06 0.251 0.801620
runtime5H 5M 0S 1.039e+06 3.063e+06 0.339 0.734493
runtime5H 6M 0S 1.493e+06 3.065e+06 0.487 0.626169
runtime5H 7M 0S 1.434e+06 3.009e+06 0.477 0.633639
runtime5H 8M 0S 8.428e+05 3.038e+06 0.277 0.781459
runtime5H 9M 0S 2.665e+06 3.088e+06 0.863 0.388159
runtime62H 36M 0S 2.592e+06 4.145e+06 0.625 0.531687
runtime63H 33M 0S 1.367e+06 4.145e+06 0.330 0.741461
runtime65H 49M 0S 2.222e+06 4.145e+06 0.536 0.591853
runtime67H 45M 0S 2.055e+06 4.145e+06 0.496 0.619983
runtime6H 0M 0S 6.010e+05 3.146e+06 0.191 0.848527
runtime6H 10M 0S 1.638e+05 3.131e+06 0.052 0.958284
runtime6H 11M 0S 3.825e+06 3.155e+06 1.213 0.225322
runtime6H 12M 0S 1.144e+06 3.119e+06 0.367 0.713847
runtime6H 13M 0S 1.106e+06 3.112e+06 0.355 0.722281
runtime6H 14M 0S 2.458e+06 3.466e+06 0.709 0.478256
runtime6H 15M 0S 1.184e+06 3.196e+06 0.371 0.710998
runtime6H 16M 0S 7.420e+05 3.097e+06 0.240 0.810655
runtime6H 17M 0S 4.465e+05 3.382e+06 0.132 0.894982
runtime6H 18M 0S 2.632e+05 3.209e+06 0.082 0.934634
runtime6H 19M 0S 9.087e+05 3.125e+06 0.291 0.771236
runtime6H 1M 0S 2.772e+05 3.097e+06 0.090 0.928663
runtime6H 20M 0S 1.835e+05 3.275e+06 0.056 0.955319
runtime6H 21M 0S 7.520e+05 3.239e+06 0.232 0.816396
runtime6H 22M 0S 1.631e+05 3.223e+06 0.051 0.959635
runtime6H 23M 0S 9.742e+05 3.276e+06 0.297 0.766173
runtime6H 24M 0S 1.648e+06 3.125e+06 0.527 0.597996
runtime6H 25M 0S 2.521e+06 3.125e+06 0.807 0.419843
runtime6H 26M 0S 7.614e+05 3.322e+06 0.229 0.818701
runtime6H 27M 0S 9.741e+05 3.112e+06 0.313 0.754296
runtime6H 28M 0S 6.051e+05 3.209e+06 0.189 0.850422
runtime6H 29M 0S 6.275e+05 3.072e+06 0.204 0.838152
runtime6H 2M 0S 1.060e+06 3.125e+06 0.339 0.734449
runtime6H 30M 0S 7.092e+06 3.256e+06 2.178 0.029397 *
runtime6H 31M 0S 9.824e+05 3.125e+06 0.314 0.753250
runtime6H 32M 0S 9.835e+04 3.587e+06 0.027 0.978129
runtime6H 33M 0S -9.393e+04 3.421e+06 -0.027 0.978095
runtime6H 34M 0S 1.768e+06 3.107e+06 0.569 0.569268
runtime6H 35M 0S 3.168e+06 3.164e+06 1.001 0.316743
runtime6H 36M 0S 1.188e+06 3.323e+06 0.358 0.720611
runtime6H 37M 0S 1.118e+06 3.520e+06 0.318 0.750694
runtime6H 38M 0S 1.826e+06 4.475e+06 0.408 0.683179
runtime6H 39M 0S -2.105e+05 3.256e+06 -0.065 0.948451
runtime6H 3M 0S 1.263e+06 3.131e+06 0.403 0.686773
runtime6H 40M 0S 1.048e+06 3.139e+06 0.334 0.738591
runtime6H 41M 0S 1.096e+07 3.588e+06 3.055 0.002256 **
runtime6H 42M 0S 5.702e+05 3.520e+06 0.162 0.871331
runtime6H 43M 0S 6.634e+05 3.118e+06 0.213 0.831540
runtime6H 44M 0S 4.486e+05 3.164e+06 0.142 0.887239
runtime6H 45M 0S 2.445e+05 3.466e+06 0.071 0.943757
runtime6H 46M 0S 8.223e+05 3.275e+06 0.251 0.801747
runtime6H 47M 0S 5.418e+05 3.184e+06 0.170 0.864895
runtime6H 48M 0S 9.119e+05 3.275e+06 0.278 0.780663
runtime6H 49M 0S 1.912e+06 3.275e+06 0.584 0.559291
runtime6H 4M 0S 1.595e+05 3.113e+06 0.051 0.959123
runtime6H 50M 0S 5.373e+05 3.350e+06 0.160 0.872560
runtime6H 51M 0S 8.802e+05 3.588e+06 0.245 0.806199
runtime6H 52M 0S -9.229e+04 3.139e+06 -0.029 0.976542
runtime6H 53M 0S 7.408e+05 3.322e+06 0.223 0.823518
runtime6H 54M 0S 2.298e+05 3.256e+06 0.071 0.943732
runtime6H 55M 0S 1.317e+06 3.322e+06 0.397 0.691708
runtime6H 56M 0S 2.978e+06 3.185e+06 0.935 0.349797
runtime6H 57M 0S 1.500e+06 3.590e+06 0.418 0.676001
runtime6H 58M 0S 2.510e+06 4.145e+06 0.606 0.544740
runtime6H 59M 0S -1.405e+05 3.196e+06 -0.044 0.964938
runtime6H 5M 0S 9.608e+05 3.209e+06 0.299 0.764649
runtime6H 6M 0S 3.766e+05 3.125e+06 0.121 0.904058
runtime6H 7M 0S 9.136e+05 3.321e+06 0.275 0.783281
runtime6H 8M 0S 4.468e+05 3.174e+06 0.141 0.888031
runtime6H 9M 0S 1.343e+06 3.322e+06 0.404 0.686079
runtime6M 0S -7.703e+05 4.474e+06 -0.172 0.863321
runtime79H 5M 0S 3.587e+06 5.076e+06 0.707 0.479710
runtime7H 0M 0S 8.721e+02 3.256e+06 0.000 0.999786
runtime7H 10M 0S 1.132e+07 3.184e+06 3.556 0.000378 ***
runtime7H 11M 0S 5.207e+04 3.421e+06 0.015 0.987854
runtime7H 12M 0S 1.033e+06 3.256e+06 0.317 0.751123
runtime7H 13M 0S 1.484e+06 3.784e+06 0.392 0.694872
runtime7H 14M 0S 1.521e+06 3.521e+06 0.432 0.665730
runtime7H 15M 0S 3.380e+06 3.174e+06 1.065 0.286981
runtime7H 16M 0S 1.103e+06 3.155e+06 0.350 0.726645
runtime7H 17M 0S -5.809e+05 3.672e+06 -0.158 0.874324
runtime7H 18M 0S 5.846e+05 3.275e+06 0.178 0.858345
runtime7H 19M 0S 1.305e+06 3.196e+06 0.408 0.683079
runtime7H 1M 0S 5.680e+05 3.256e+06 0.174 0.861512
runtime7H 20M 0S 1.387e+06 3.209e+06 0.432 0.665574
runtime7H 21M 0S 9.107e+05 3.146e+06 0.289 0.772244
runtime7H 22M 0S 3.277e+06 3.521e+06 0.931 0.351976
runtime7H 23M 0S 6.398e+05 3.383e+06 0.189 0.850012
runtime7H 24M 0S 4.491e+06 3.672e+06 1.223 0.221346
runtime7H 25M 0S 1.572e+06 3.588e+06 0.438 0.661311
runtime7H 26M 0S 1.107e+06 3.467e+06 0.319 0.749492
runtime7H 27M 0S -6.120e+04 3.209e+06 -0.019 0.984785
runtime7H 28M 0S 3.436e+05 3.420e+06 0.100 0.919973
runtime7H 29M 0S 3.996e+06 3.322e+06 1.203 0.229026
runtime7H 2M 0S 9.413e+04 3.174e+06 0.030 0.976341
runtime7H 30M 0S 9.152e+05 3.349e+06 0.273 0.784675
runtime7H 31M 0S 1.689e+06 4.143e+06 0.408 0.683453
runtime7H 32M 0S 7.494e+05 3.587e+06 0.209 0.834521
runtime7H 33M 0S 1.365e+06 3.383e+06 0.404 0.686460
runtime7H 34M 0S 2.114e+06 3.382e+06 0.625 0.532048
runtime7H 35M 0S 3.161e+05 3.155e+06 0.100 0.920198
runtime7H 36M 0S 2.736e+06 3.587e+06 0.763 0.445604
runtime7H 37M 0S 1.900e+06 3.196e+06 0.594 0.552268
runtime7H 38M 0S 1.307e+06 3.297e+06 0.396 0.691777
runtime7H 39M 0S 9.934e+05 3.351e+06 0.296 0.766873
runtime7H 3M 0S 4.601e+05 3.930e+06 0.117 0.906806
runtime7H 40M 0S 1.869e+06 4.145e+06 0.451 0.652129
runtime7H 41M 0S 1.014e+06 3.147e+06 0.322 0.747366
runtime7H 42M 0S 3.967e+05 3.351e+06 0.118 0.905751
runtime7H 43M 0S 1.274e+05 3.587e+06 0.036 0.971661
runtime7H 44M 0S 3.813e+06 3.165e+06 1.205 0.228393
runtime7H 46M 0S 1.989e+06 3.210e+06 0.620 0.535556
runtime7H 47M 0S 2.125e+05 4.142e+06 0.051 0.959087
runtime7H 48M 0S -4.218e+04 4.144e+06 -0.010 0.991878
runtime7H 49M 0S 5.786e+05 3.782e+06 0.153 0.878408
runtime7H 4M 0S 1.102e+06 3.466e+06 0.318 0.750485
runtime7H 50M 0S 9.572e+05 3.276e+06 0.292 0.770120
runtime7H 51M 0S 9.488e+05 4.143e+06 0.229 0.818836
runtime7H 52M 0S 1.742e+06 3.522e+06 0.494 0.620966
runtime7H 53M 0S 1.586e+06 3.156e+06 0.503 0.615224
runtime7H 54M 0S 1.086e+07 3.256e+06 3.335 0.000857 ***
runtime7H 55M 0S 7.025e+05 3.350e+06 0.210 0.833890
runtime7H 56M 0S 1.105e+06 3.275e+06 0.337 0.735944
runtime7H 57M 0S -3.566e+05 3.521e+06 -0.101 0.919324
runtime7H 58M 0S 3.504e+07 4.474e+06 7.833 5.15e-15 ***
runtime7H 59M 0S 9.875e+06 3.588e+06 2.753 0.005921 **
runtime7H 5M 0S 3.367e+06 3.383e+06 0.995 0.319616
runtime7H 6M 0S 2.540e+07 5.074e+06 5.006 5.64e-07 ***
runtime7H 7M 0S 1.252e+06 3.132e+06 0.400 0.689330
runtime7H 8M 0S 1.993e+06 3.297e+06 0.605 0.545406
runtime7H 9M 0S 4.488e+04 3.466e+06 0.013 0.989669
runtime8H 0M 0S 1.328e+06 3.782e+06 0.351 0.725495
runtime8H 10M 0S 2.964e+06 3.932e+06 0.754 0.450918
runtime8H 11M 0S 1.911e+06 3.275e+06 0.584 0.559488
runtime8H 12M 0S 1.774e+06 3.322e+06 0.534 0.593400
runtime8H 13M 0S 8.872e+05 3.275e+06 0.271 0.786459
runtime8H 14M 0S 5.068e+05 3.275e+06 0.155 0.877008
runtime8H 15M 0S 2.207e+06 3.522e+06 0.627 0.530873
runtime8H 16M 0S 2.421e+07 3.522e+06 6.872 6.60e-12 ***
runtime8H 17M 0S 1.344e+06 3.382e+06 0.397 0.691119
runtime8H 18M 0S -5.768e+05 3.587e+06 -0.161 0.872272
runtime8H 19M 0S 2.696e+06 3.118e+06 0.865 0.387294
runtime8H 1M 0S -5.607e+05 3.930e+06 -0.143 0.886544
runtime8H 20M 0S 1.137e+06 3.421e+06 0.332 0.739574
runtime8H 21M 0S 1.126e+06 3.588e+06 0.314 0.753615
runtime8H 22M 0S 1.517e+06 3.383e+06 0.448 0.653974
runtime8H 23M 0S 8.454e+05 3.321e+06 0.255 0.799084
runtime8H 24M 0S 3.049e+06 3.256e+06 0.937 0.349030
runtime8H 25M 0S 1.804e+06 3.588e+06 0.503 0.615196
runtime8H 26M 0S 1.037e+06 3.587e+06 0.289 0.772499
runtime8H 27M 0S 9.726e+06 3.223e+06 3.018 0.002550 **
runtime8H 28M 0S 4.485e+05 4.142e+06 0.108 0.913780
runtime8H 2M 0S 5.784e+06 4.152e+06 1.393 0.163671
runtime8H 30M 0S 8.200e+05 3.588e+06 0.229 0.819211
runtime8H 31M 0S 4.548e+06 3.466e+06 1.312 0.189444
runtime8H 33M 0S 3.162e+05 3.520e+06 0.090 0.928427
runtime8H 34M 0S 3.885e+05 3.588e+06 0.108 0.913762
runtime8H 35M 0S 2.070e+06 3.466e+06 0.597 0.550329
runtime8H 36M 0S 1.557e+07 3.672e+06 4.241 2.24e-05 ***
runtime8H 37M 0S -5.132e+05 4.142e+06 -0.124 0.901410
runtime8H 38M 0S -2.940e+05 4.143e+06 -0.071 0.943418
runtime8H 39M 0S -2.973e+05 4.142e+06 -0.072 0.942777
runtime8H 3M 0S 2.293e+05 3.164e+06 0.072 0.942227
runtime8H 40M 0S 7.181e+05 3.587e+06 0.200 0.841361
runtime8H 42M 0S 1.011e+06 3.382e+06 0.299 0.765114
runtime8H 45M 0S 2.115e+06 3.210e+06 0.659 0.509929
runtime8H 46M 0S 1.386e+05 3.382e+06 0.041 0.967314
runtime8H 49M 0S 1.307e+06 3.383e+06 0.386 0.699208
runtime8H 4M 0S 3.351e+05 3.587e+06 0.093 0.925580
runtime8H 50M 0S 1.487e+06 3.782e+06 0.393 0.694180
runtime8H 51M 0S 3.065e+06 3.350e+06 0.915 0.360177
runtime8H 52M 0S 5.694e+05 4.142e+06 0.137 0.890674
runtime8H 53M 0S 9.255e+05 3.275e+06 0.283 0.777478
runtime8H 54M 0S 8.892e+05 4.142e+06 0.215 0.830035
runtime8H 55M 0S 1.367e+06 3.350e+06 0.408 0.683231
runtime8H 56M 0S 1.739e+06 4.143e+06 0.420 0.674626
runtime8H 57M 0S 6.814e+05 3.587e+06 0.190 0.849362
runtime8H 58M 0S 5.349e+06 3.466e+06 1.543 0.122818
runtime8H 59M 0S 1.728e+06 3.782e+06 0.457 0.647647
runtime8H 6M 0S 2.090e+06 3.521e+06 0.594 0.552752
runtime8H 7M 0S 1.797e+06 6.551e+06 0.274 0.783913
runtime8H 8M 0S 7.844e+05 3.588e+06 0.219 0.826960
runtime8H 9M 0S 3.638e+05 3.466e+06 0.105 0.916401
runtime9H 0M 0S -3.192e+05 4.144e+06 -0.077 0.938608
runtime9H 10M 0S 3.101e+06 3.521e+06 0.881 0.378567
runtime9H 11M 0S 1.602e+06 3.350e+06 0.478 0.632457
runtime9H 12M 0S 2.099e+04 3.520e+06 0.006 0.995243
runtime9H 13M 0S 1.689e+05 4.142e+06 0.041 0.967478
runtime9H 14M 0S 2.800e+06 3.782e+06 0.741 0.458976
runtime9H 16M 0S 2.551e+06 3.275e+06 0.779 0.436043
runtime9H 18M 0S 2.892e+06 3.590e+06 0.806 0.420486
runtime9H 19M 0S 3.627e+05 3.589e+06 0.101 0.919524
runtime9H 1M 0S 1.852e+06 3.589e+06 0.516 0.605865
runtime9H 20M 0S 1.887e+06 3.351e+06 0.563 0.573332
runtime9H 21M 0S 1.561e+05 3.588e+06 0.044 0.965298
runtime9H 22M 0S -7.823e+05 4.143e+06 -0.189 0.850216
runtime9H 23M 0S 2.135e+06 4.145e+06 0.515 0.606548
runtime9H 24M 0S 2.287e+06 3.155e+06 0.725 0.468577
runtime9H 25M 0S 1.146e+06 3.322e+06 0.345 0.730058
runtime9H 26M 0S 8.195e+06 3.932e+06 2.084 0.037182 *
runtime9H 27M 0S 1.944e+05 4.142e+06 0.047 0.962578
runtime9H 28M 0S 2.605e+06 5.074e+06 0.513 0.607637
runtime9H 2M 0S 8.343e+05 3.383e+06 0.247 0.805211
runtime9H 31M 0S 1.318e+06 3.421e+06 0.385 0.700099
runtime9H 32M 0S 3.295e+06 4.146e+06 0.795 0.426773
runtime9H 33M 0S 7.713e+05 3.383e+06 0.228 0.819630
runtime9H 34M 0S 1.663e+06 4.143e+06 0.401 0.688217
runtime9H 37M 0S 3.416e+06 4.477e+06 0.763 0.445407
runtime9H 38M 0S 1.137e+06 3.588e+06 0.317 0.751256
runtime9H 39M 0S 5.775e+06 3.930e+06 1.470 0.141718
runtime9H 3M 0S 9.783e+05 3.382e+06 0.289 0.772398
runtime9H 40M 0S 1.022e+06 3.275e+06 0.312 0.754997
runtime9H 42M 0S 2.027e+06 3.522e+06 0.575 0.565008
runtime9H 44M 0S 5.096e+05 3.276e+06 0.156 0.876371
runtime9H 45M 0S 2.159e+06 3.589e+06 0.602 0.547470
runtime9H 46M 0S 2.922e+06 3.590e+06 0.814 0.415735
runtime9H 47M 0S 1.207e+06 3.321e+06 0.363 0.716389
runtime9H 49M 0S 1.948e+06 4.145e+06 0.470 0.638331
runtime9H 4M 0S 1.187e+06 3.383e+06 0.351 0.725750
runtime9H 50M 0S 7.839e+05 5.074e+06 0.154 0.877235
runtime9H 51M 0S -1.320e+05 4.477e+06 -0.029 0.976474
runtime9H 52M 0S 6.762e+05 3.382e+06 0.200 0.841541
runtime9H 53M 0S 2.683e+06 4.475e+06 0.600 0.548808
runtime9H 55M 0S 2.215e+06 3.932e+06 0.563 0.573160
runtime9H 57M 0S 4.154e+05 4.145e+06 0.100 0.920177
runtime9H 58M 0S 7.329e+06 6.552e+06 1.119 0.263292
runtime9H 59M 0S 3.206e+06 4.146e+06 0.773 0.439298
runtime9H 5M 0S 7.507e+05 3.256e+06 0.231 0.817632
runtime9H 7M 0S 7.288e+05 3.382e+06 0.215 0.829389
runtime9H 8M 0S 9.487e+05 3.382e+06 0.280 0.779105
runtime9H 9M 0S 5.246e+05 3.297e+06 0.159 0.873574
months_since_release -3.808e+04 1.915e+03 -19.883 < 2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
Residual standard error: 5858000 on 12782 degrees of freedom
(101 observations deleted due to missingness)
Multiple R-squared: 0.242, Adjusted R-squared: 0.1923
F-statistic: 4.868 on 838 and 12782 DF, p-value: < 2.2e-16Discussion
The boxplots show that globally available titles generally have higher normalized engagement than regionally restricted titles, although the difference is not extremely large. There is still substantial variation within each group. Some regional titles perform very well, but globally available titles appear more often among the higher values. The scatter plots also show wide variation in normalized engagement across runtime ranges. However, globally available titles tend to appear more frequently in the upper part of the distribution, suggesting that broader release may help increase overall exposure.
The regression results are consistent with what we observe in the plots. After controlling for runtime and months since release, global availability is still associated with higher normalized engagement. At the same time, this should not be interpreted as a direct causal effect. Titles released globally may also have stronger marketing, larger budgets, or broader appeal. Overall, global availability appears to be related to stronger engagement, but it is likely one of several contributing factors.
Presentation
Our presentation can be found here.
Data
Netflix Engagement Reports data from the TidyTuesday project (2025-07-29). Originally published by Netflix and curated by the R4DS Online Learning Community.
- Movies dataset:
https://raw.githubusercontent.com/rfordatascience/tidytuesday/main/data/2025/2025-07-29/movies.csv - Shows dataset:
https://raw.githubusercontent.com/rfordatascience/tidytuesday/main/data/2025/2025-07-29/shows.csv - OMDb API metadata for genre and language classification: https://www.omdbapi.com/
Retrieved: July 2025.
References
- R4DS Online Learning Community. (2025). TidyTuesday: Netflix Engagement Reports. GitHub. https://github.com/rfordatascience/tidytuesday/tree/main/data/2025/2025-07-29
- OMDb API — The Open Movie Database. https://www.omdbapi.com/
- Netflix. (2023–2025). Netflix Engagement Reports. https://about.netflix.com/en/news/what-we-watched-a-netflix-engagement-report