netflix-data.r

{"cells":[{"source":"<a href=\"https://www.kaggle.com/murosev/netflix-data?scriptVersionId=85392482\" target=\"_blank\"><img align=\"left\" alt=\"Kaggle\" title=\"Open in Kaggle\" src=\"https://kaggle.com/static/images/open-in-kaggle.svg\"></a>","metadata":{},"cell_type":"markdown","outputs":[],"execution_count":0},{"cell_type":"code","execution_count":1,"id":"f1c3a109","metadata":{"_execution_state":"idle","_uuid":"051d70d956493feee0c6d64651c6a088724dca2a","execution":{"iopub.execute_input":"2022-01-16T17:53:04.046113Z","iopub.status.busy":"2022-01-16T17:53:04.042981Z","iopub.status.idle":"2022-01-16T17:53:05.363913Z","shell.execute_reply":"2022-01-16T17:53:05.363192Z"},"papermill":{"duration":1.368596,"end_time":"2022-01-16T17:53:05.364063","exception":false,"start_time":"2022-01-16T17:53:03.995467","status":"completed"},"tags":[]},"outputs":[{"name":"stderr","output_type":"stream","text":["── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.3.1 ──\n","\n","\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.3.5     \u001b[32m✔\u001b[39m \u001b[34mpurrr  \u001b[39m 0.3.4\n","\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 3.1.5     \u001b[32m✔\u001b[39m \u001b[34mdplyr  \u001b[39m 1.0.7\n","\u001b[32m✔\u001b[39m \u001b[34mtidyr  \u001b[39m 1.1.4     \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n","\u001b[32m✔\u001b[39m \u001b[34mreadr  \u001b[39m 2.0.2     \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.5.1\n","\n","── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n","\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n","\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m    masks \u001b[34mstats\u001b[39m::lag()\n","\n"]},{"data":{"text/html":["'netflix-shows'"],"text/latex":["'netflix-shows'"],"text/markdown":["'netflix-shows'"],"text/plain":["[1] \"netflix-shows\""]},"metadata":{},"output_type":"display_data"}],"source":["# This R environment comes with many helpful analytics packages installed\n","# It is defined by the kaggle/rstats Docker image: https://github.com/kaggle/docker-rstats\n","# For example, here's a helpful package to load\n","\n","library(tidyverse) # metapackage of all tidyverse packages\n","\n","# Input data files are available in the read-only \"../input/\" directory\n","# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n","\n","list.files(path = \"../input\")\n","\n","# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n","# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current sessionb"]},{"cell_type":"code","execution_count":2,"id":"bd8b02dd","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:05.49499Z","iopub.status.busy":"2022-01-16T17:53:05.462552Z","iopub.status.idle":"2022-01-16T17:53:05.506825Z","shell.execute_reply":"2022-01-16T17:53:05.505196Z"},"papermill":{"duration":0.09332,"end_time":"2022-01-16T17:53:05.50699","exception":false,"start_time":"2022-01-16T17:53:05.41367","status":"completed"},"tags":[]},"outputs":[],"source":["library(tidyverse)"]},{"cell_type":"code","execution_count":3,"id":"bbb8a96a","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:05.601259Z","iopub.status.busy":"2022-01-16T17:53:05.599685Z","iopub.status.idle":"2022-01-16T17:53:05.928959Z","shell.execute_reply":"2022-01-16T17:53:05.928064Z"},"papermill":{"duration":0.377496,"end_time":"2022-01-16T17:53:05.929105","exception":false,"start_time":"2022-01-16T17:53:05.551609","status":"completed"},"tags":[]},"outputs":[{"name":"stderr","output_type":"stream","text":["\u001b[1m\u001b[1mRows: \u001b[1m\u001b[22m\u001b[34m\u001b[34m8807\u001b[34m\u001b[39m \u001b[1m\u001b[1mColumns: \u001b[1m\u001b[22m\u001b[34m\u001b[34m12\u001b[34m\u001b[39m\n","\n","\u001b[36m──\u001b[39m \u001b[1m\u001b[1mColumn specification\u001b[1m\u001b[22m \u001b[36m────────────────────────────────────────────────────────\u001b[39m\n","\u001b[1mDelimiter:\u001b[22m \",\"\n","\u001b[31mchr\u001b[39m (11): show_id, type, title, director, cast, country, date_added, rating,...\n","\u001b[32mdbl\u001b[39m  (1): release_year\n","\n","\n","\u001b[36mℹ\u001b[39m Use \u001b[30m\u001b[47m\u001b[30m\u001b[47m`spec()`\u001b[47m\u001b[30m\u001b[49m\u001b[39m to retrieve the full column specification for this data.\n","\u001b[36mℹ\u001b[39m Specify the column types or set \u001b[30m\u001b[47m\u001b[30m\u001b[47m`show_col_types = FALSE`\u001b[47m\u001b[30m\u001b[49m\u001b[39m to quiet this message.\n","\n"]}],"source":["netflix <- read_csv(\"../input/netflix-shows/netflix_titles.csv\")"]},{"cell_type":"code","execution_count":4,"id":"dc5d920f","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:06.028737Z","iopub.status.busy":"2022-01-16T17:53:06.027132Z","iopub.status.idle":"2022-01-16T17:53:06.054928Z","shell.execute_reply":"2022-01-16T17:53:06.053422Z"},"papermill":{"duration":0.079366,"end_time":"2022-01-16T17:53:06.055076","exception":false,"start_time":"2022-01-16T17:53:05.97571","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["   show_id              type              title             director        \n"," Length:8807        Length:8807        Length:8807        Length:8807       \n"," Class :character   Class :character   Class :character   Class :character  \n"," Mode  :character   Mode  :character   Mode  :character   Mode  :character  \n","                                                                            \n","                                                                            \n","                                                                            \n","     cast             country           date_added         release_year \n"," Length:8807        Length:8807        Length:8807        Min.   :1925  \n"," Class :character   Class :character   Class :character   1st Qu.:2013  \n"," Mode  :character   Mode  :character   Mode  :character   Median :2017  \n","                                                          Mean   :2014  \n","                                                          3rd Qu.:2019  \n","                                                          Max.   :2021  \n","    rating            duration          listed_in         description       \n"," Length:8807        Length:8807        Length:8807        Length:8807       \n"," Class :character   Class :character   Class :character   Class :character  \n"," Mode  :character   Mode  :character   Mode  :character   Mode  :character  \n","                                                                            \n","                                                                            \n","                                                                            "]},"metadata":{},"output_type":"display_data"}],"source":["summary(netflix)"]},{"cell_type":"code","execution_count":5,"id":"35480b95","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:06.158902Z","iopub.status.busy":"2022-01-16T17:53:06.156751Z","iopub.status.idle":"2022-01-16T17:53:06.19396Z","shell.execute_reply":"2022-01-16T17:53:06.192873Z"},"papermill":{"duration":0.090393,"end_time":"2022-01-16T17:53:06.194109","exception":false,"start_time":"2022-01-16T17:53:06.103716","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A tibble: 6 × 12</caption>\n","<thead>\n","\t<tr><th scope=col>show_id</th><th scope=col>type</th><th scope=col>title</th><th scope=col>director</th><th scope=col>cast</th><th scope=col>country</th><th scope=col>date_added</th><th scope=col>release_year</th><th scope=col>rating</th><th scope=col>duration</th><th scope=col>listed_in</th><th scope=col>description</th></tr>\n","\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;dbl&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><td>s1</td><td>Movie  </td><td>Dick Johnson Is Dead </td><td>Kirsten Johnson</td><td>NA                                                                                                                                                                                                                                                                                                             </td><td>United States</td><td>September 25, 2021</td><td>2020</td><td>PG-13</td><td>90 min   </td><td>Documentaries                                                </td><td>As her father nears the end of his life, filmmaker Kirsten Johnson stages his death in inventive and comical ways to help them both face the inevitable.</td></tr>\n","\t<tr><td>s2</td><td>TV Show</td><td><span style=white-space:pre-wrap>Blood &amp; Water        </span></td><td><span style=white-space:pre-wrap>NA             </span></td><td>Ama Qamata, Khosi Ngema, Gail Mabalane, Thabang Molaba, Dillon Windvogel, Natasha Thahane, Arno Greeff, Xolile Tshabalala, Getmore Sithole, Cindy Mahlangu, Ryle De Morny, Greteli Fincham, Sello Maake Ka-Ncube, Odwa Gwanya, Mekaila Mathys, Sandi Schultz, Duane Williams, Shamilla Miller, Patrick Mofokeng</td><td>South Africa </td><td>September 24, 2021</td><td>2021</td><td>TV-MA</td><td>2 Seasons</td><td><span style=white-space:pre-wrap>International TV Shows, TV Dramas, TV Mysteries              </span></td><td><span style=white-space:pre-wrap>After crossing paths at a party, a Cape Town teen sets out to prove whether a private-school swimming star is her sister who was abducted at birth.     </span></td></tr>\n","\t<tr><td>s3</td><td>TV Show</td><td><span style=white-space:pre-wrap>Ganglands            </span></td><td>Julien Leclercq</td><td><span style=white-space:pre-wrap>Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabiha Akkari, Sofia Lesaffre, Salim Kechiouche, Noureddine Farihi, Geert Van Rampelberg, Bakary Diombera                                                                                                                                                            </span></td><td><span style=white-space:pre-wrap>NA           </span></td><td>September 24, 2021</td><td>2021</td><td>TV-MA</td><td>1 Season </td><td>Crime TV Shows, International TV Shows, TV Action &amp; Adventure</td><td><span style=white-space:pre-wrap>To protect his family from a powerful drug lord, skilled thief Mehdi and his expert team of robbers are pulled into a violent and deadly turf war.      </span></td></tr>\n","\t<tr><td>s4</td><td>TV Show</td><td>Jailbirds New Orleans</td><td>NA             </td><td>NA                                                                                                                                                                                                                                                                                                             </td><td>NA           </td><td>September 24, 2021</td><td>2021</td><td>TV-MA</td><td>1 Season </td><td>Docuseries, Reality TV                                       </td><td>Feuds, flirtations and toilet talk go down among the incarcerated women at the Orleans Justice Center in New Orleans on this gritty reality series.     </td></tr>\n","\t<tr><td>s5</td><td>TV Show</td><td>Kota Factory         </td><td>NA             </td><td>Mayur More, Jitendra Kumar, Ranjan Raj, Alam Khan, Ahsaas Channa, Revathi Pillai, Urvi Singh, Arun Kumar                                                                                                                                                                                                       </td><td>India        </td><td>September 24, 2021</td><td>2021</td><td>TV-MA</td><td>2 Seasons</td><td>International TV Shows, Romantic TV Shows, TV Comedies       </td><td>In a city of coaching centers known to train India’s finest collegiate minds, an earnest but unexceptional student and his friends navigate campus life.</td></tr>\n","\t<tr><td>s6</td><td>TV Show</td><td>Midnight Mass        </td><td>Mike Flanagan  </td><td>Kate Siegel, Zach Gilford, Hamish Linklater, Henry Thomas, Kristin Lehman, Samantha Sloyan, Igby Rigney, Rahul Kohli, Annarah Cymone, Annabeth Gish, Alex Essoe, Rahul Abburi, Matt Biedel, Michael Trucco, Crystal Balint, Louis Oliver                                                                       </td><td>NA           </td><td>September 24, 2021</td><td>2021</td><td>TV-MA</td><td>1 Season </td><td>TV Dramas, TV Horror, TV Mysteries                           </td><td>The arrival of a charismatic young priest brings glorious miracles, ominous mysteries and renewed religious fervor to a dying town desperate to believe.</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A tibble: 6 × 12\n","\\begin{tabular}{llllllllllll}\n"," show\\_id & type & title & director & cast & country & date\\_added & release\\_year & rating & duration & listed\\_in & description\\\\\n"," <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <chr> & <dbl> & <chr> & <chr> & <chr> & <chr>\\\\\n","\\hline\n","\t s1 & Movie   & Dick Johnson Is Dead  & Kirsten Johnson & NA                                                                                                                                                                                                                                                                                                              & United States & September 25, 2021 & 2020 & PG-13 & 90 min    & Documentaries                                                 & As her father nears the end of his life, filmmaker Kirsten Johnson stages his death in inventive and comical ways to help them both face the inevitable.\\\\\n","\t s2 & TV Show & Blood \\& Water         & NA              & Ama Qamata, Khosi Ngema, Gail Mabalane, Thabang Molaba, Dillon Windvogel, Natasha Thahane, Arno Greeff, Xolile Tshabalala, Getmore Sithole, Cindy Mahlangu, Ryle De Morny, Greteli Fincham, Sello Maake Ka-Ncube, Odwa Gwanya, Mekaila Mathys, Sandi Schultz, Duane Williams, Shamilla Miller, Patrick Mofokeng & South Africa  & September 24, 2021 & 2021 & TV-MA & 2 Seasons & International TV Shows, TV Dramas, TV Mysteries               & After crossing paths at a party, a Cape Town teen sets out to prove whether a private-school swimming star is her sister who was abducted at birth.     \\\\\n","\t s3 & TV Show & Ganglands             & Julien Leclercq & Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabiha Akkari, Sofia Lesaffre, Salim Kechiouche, Noureddine Farihi, Geert Van Rampelberg, Bakary Diombera                                                                                                                                                             & NA            & September 24, 2021 & 2021 & TV-MA & 1 Season  & Crime TV Shows, International TV Shows, TV Action \\& Adventure & To protect his family from a powerful drug lord, skilled thief Mehdi and his expert team of robbers are pulled into a violent and deadly turf war.      \\\\\n","\t s4 & TV Show & Jailbirds New Orleans & NA              & NA                                                                                                                                                                                                                                                                                                              & NA            & September 24, 2021 & 2021 & TV-MA & 1 Season  & Docuseries, Reality TV                                        & Feuds, flirtations and toilet talk go down among the incarcerated women at the Orleans Justice Center in New Orleans on this gritty reality series.     \\\\\n","\t s5 & TV Show & Kota Factory          & NA              & Mayur More, Jitendra Kumar, Ranjan Raj, Alam Khan, Ahsaas Channa, Revathi Pillai, Urvi Singh, Arun Kumar                                                                                                                                                                                                        & India         & September 24, 2021 & 2021 & TV-MA & 2 Seasons & International TV Shows, Romantic TV Shows, TV Comedies        & In a city of coaching centers known to train India’s finest collegiate minds, an earnest but unexceptional student and his friends navigate campus life.\\\\\n","\t s6 & TV Show & Midnight Mass         & Mike Flanagan   & Kate Siegel, Zach Gilford, Hamish Linklater, Henry Thomas, Kristin Lehman, Samantha Sloyan, Igby Rigney, Rahul Kohli, Annarah Cymone, Annabeth Gish, Alex Essoe, Rahul Abburi, Matt Biedel, Michael Trucco, Crystal Balint, Louis Oliver                                                                        & NA            & September 24, 2021 & 2021 & TV-MA & 1 Season  & TV Dramas, TV Horror, TV Mysteries                            & The arrival of a charismatic young priest brings glorious miracles, ominous mysteries and renewed religious fervor to a dying town desperate to believe.\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A tibble: 6 × 12\n","\n","| show_id &lt;chr&gt; | type &lt;chr&gt; | title &lt;chr&gt; | director &lt;chr&gt; | cast &lt;chr&gt; | country &lt;chr&gt; | date_added &lt;chr&gt; | release_year &lt;dbl&gt; | rating &lt;chr&gt; | duration &lt;chr&gt; | listed_in &lt;chr&gt; | description &lt;chr&gt; |\n","|---|---|---|---|---|---|---|---|---|---|---|---|\n","| s1 | Movie   | Dick Johnson Is Dead  | Kirsten Johnson | NA                                                                                                                                                                                                                                                                                                              | United States | September 25, 2021 | 2020 | PG-13 | 90 min    | Documentaries                                                 | As her father nears the end of his life, filmmaker Kirsten Johnson stages his death in inventive and comical ways to help them both face the inevitable. |\n","| s2 | TV Show | Blood &amp; Water         | NA              | Ama Qamata, Khosi Ngema, Gail Mabalane, Thabang Molaba, Dillon Windvogel, Natasha Thahane, Arno Greeff, Xolile Tshabalala, Getmore Sithole, Cindy Mahlangu, Ryle De Morny, Greteli Fincham, Sello Maake Ka-Ncube, Odwa Gwanya, Mekaila Mathys, Sandi Schultz, Duane Williams, Shamilla Miller, Patrick Mofokeng | South Africa  | September 24, 2021 | 2021 | TV-MA | 2 Seasons | International TV Shows, TV Dramas, TV Mysteries               | After crossing paths at a party, a Cape Town teen sets out to prove whether a private-school swimming star is her sister who was abducted at birth.      |\n","| s3 | TV Show | Ganglands             | Julien Leclercq | Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabiha Akkari, Sofia Lesaffre, Salim Kechiouche, Noureddine Farihi, Geert Van Rampelberg, Bakary Diombera                                                                                                                                                             | NA            | September 24, 2021 | 2021 | TV-MA | 1 Season  | Crime TV Shows, International TV Shows, TV Action &amp; Adventure | To protect his family from a powerful drug lord, skilled thief Mehdi and his expert team of robbers are pulled into a violent and deadly turf war.       |\n","| s4 | TV Show | Jailbirds New Orleans | NA              | NA                                                                                                                                                                                                                                                                                                              | NA            | September 24, 2021 | 2021 | TV-MA | 1 Season  | Docuseries, Reality TV                                        | Feuds, flirtations and toilet talk go down among the incarcerated women at the Orleans Justice Center in New Orleans on this gritty reality series.      |\n","| s5 | TV Show | Kota Factory          | NA              | Mayur More, Jitendra Kumar, Ranjan Raj, Alam Khan, Ahsaas Channa, Revathi Pillai, Urvi Singh, Arun Kumar                                                                                                                                                                                                        | India         | September 24, 2021 | 2021 | TV-MA | 2 Seasons | International TV Shows, Romantic TV Shows, TV Comedies        | In a city of coaching centers known to train India’s finest collegiate minds, an earnest but unexceptional student and his friends navigate campus life. |\n","| s6 | TV Show | Midnight Mass         | Mike Flanagan   | Kate Siegel, Zach Gilford, Hamish Linklater, Henry Thomas, Kristin Lehman, Samantha Sloyan, Igby Rigney, Rahul Kohli, Annarah Cymone, Annabeth Gish, Alex Essoe, Rahul Abburi, Matt Biedel, Michael Trucco, Crystal Balint, Louis Oliver                                                                        | NA            | September 24, 2021 | 2021 | TV-MA | 1 Season  | TV Dramas, TV Horror, TV Mysteries                            | The arrival of a charismatic young priest brings glorious miracles, ominous mysteries and renewed religious fervor to a dying town desperate to believe. |\n","\n"],"text/plain":["  show_id type    title                 director       \n","1 s1      Movie   Dick Johnson Is Dead  Kirsten Johnson\n","2 s2      TV Show Blood & Water         NA             \n","3 s3      TV Show Ganglands             Julien Leclercq\n","4 s4      TV Show Jailbirds New Orleans NA             \n","5 s5      TV Show Kota Factory          NA             \n","6 s6      TV Show Midnight Mass         Mike Flanagan  \n","  cast                                                                                                                                                                                                                                                                                                           \n","1 NA                                                                                                                                                                                                                                                                                                             \n","2 Ama Qamata, Khosi Ngema, Gail Mabalane, Thabang Molaba, Dillon Windvogel, Natasha Thahane, Arno Greeff, Xolile Tshabalala, Getmore Sithole, Cindy Mahlangu, Ryle De Morny, Greteli Fincham, Sello Maake Ka-Ncube, Odwa Gwanya, Mekaila Mathys, Sandi Schultz, Duane Williams, Shamilla Miller, Patrick Mofokeng\n","3 Sami Bouajila, Tracy Gotoas, Samuel Jouy, Nabiha Akkari, Sofia Lesaffre, Salim Kechiouche, Noureddine Farihi, Geert Van Rampelberg, Bakary Diombera                                                                                                                                                            \n","4 NA                                                                                                                                                                                                                                                                                                             \n","5 Mayur More, Jitendra Kumar, Ranjan Raj, Alam Khan, Ahsaas Channa, Revathi Pillai, Urvi Singh, Arun Kumar                                                                                                                                                                                                       \n","6 Kate Siegel, Zach Gilford, Hamish Linklater, Henry Thomas, Kristin Lehman, Samantha Sloyan, Igby Rigney, Rahul Kohli, Annarah Cymone, Annabeth Gish, Alex Essoe, Rahul Abburi, Matt Biedel, Michael Trucco, Crystal Balint, Louis Oliver                                                                       \n","  country       date_added         release_year rating duration \n","1 United States September 25, 2021 2020         PG-13  90 min   \n","2 South Africa  September 24, 2021 2021         TV-MA  2 Seasons\n","3 NA            September 24, 2021 2021         TV-MA  1 Season \n","4 NA            September 24, 2021 2021         TV-MA  1 Season \n","5 India         September 24, 2021 2021         TV-MA  2 Seasons\n","6 NA            September 24, 2021 2021         TV-MA  1 Season \n","  listed_in                                                    \n","1 Documentaries                                                \n","2 International TV Shows, TV Dramas, TV Mysteries              \n","3 Crime TV Shows, International TV Shows, TV Action & Adventure\n","4 Docuseries, Reality TV                                       \n","5 International TV Shows, Romantic TV Shows, TV Comedies       \n","6 TV Dramas, TV Horror, TV Mysteries                           \n","  description                                                                                                                                             \n","1 As her father nears the end of his life, filmmaker Kirsten Johnson stages his death in inventive and comical ways to help them both face the inevitable.\n","2 After crossing paths at a party, a Cape Town teen sets out to prove whether a private-school swimming star is her sister who was abducted at birth.     \n","3 To protect his family from a powerful drug lord, skilled thief Mehdi and his expert team of robbers are pulled into a violent and deadly turf war.      \n","4 Feuds, flirtations and toilet talk go down among the incarcerated women at the Orleans Justice Center in New Orleans on this gritty reality series.     \n","5 In a city of coaching centers known to train India’s finest collegiate minds, an earnest but unexceptional student and his friends navigate campus life.\n","6 The arrival of a charismatic young priest brings glorious miracles, ominous mysteries and renewed religious fervor to a dying town desperate to believe."]},"metadata":{},"output_type":"display_data"}],"source":["head(netflix)"]},{"cell_type":"code","execution_count":6,"id":"4fb72b32","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:06.305157Z","iopub.status.busy":"2022-01-16T17:53:06.30312Z","iopub.status.idle":"2022-01-16T17:53:06.33605Z","shell.execute_reply":"2022-01-16T17:53:06.334664Z"},"papermill":{"duration":0.089601,"end_time":"2022-01-16T17:53:06.336213","exception":false,"start_time":"2022-01-16T17:53:06.246612","status":"completed"},"tags":[]},"outputs":[],"source":["release_year_table <- table(netflix$release_year)"]},{"cell_type":"code","execution_count":7,"id":"1392e346","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:06.44676Z","iopub.status.busy":"2022-01-16T17:53:06.444763Z","iopub.status.idle":"2022-01-16T17:53:07.103092Z","shell.execute_reply":"2022-01-16T17:53:07.101573Z"},"papermill":{"duration":0.715074,"end_time":"2022-01-16T17:53:07.103242","exception":false,"start_time":"2022-01-16T17:53:06.388168","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\n8381Wnz99dftO2FlZWUqlaqpqYnyjwNmMpnu3btPmjSps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WEHABAJYQcAEAlhBwAQCWEHABAJYQcAEAlhBwAQCWEHABCJdGcvoANlMpn2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\nhR0AAIBOUNgBAADoxP8DTDJvuaWeeAgAAAAASUVORK5CYII="},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["ggplot(netflix, mapping = aes(x=release_year, fill = type)) +\n","geom_histogram(color = \"black\", binwidth=2)+\n","labs(title=\"Releases by Year\")"]},{"cell_type":"markdown","id":"f3c27e4a","metadata":{"papermill":{"duration":0.054403,"end_time":"2022-01-16T17:53:07.212265","exception":false,"start_time":"2022-01-16T17:53:07.157862","status":"completed"},"tags":[]},"source":["Breakdown of Movies vs TV Shows"]},{"cell_type":"code","execution_count":8,"id":"6c434091","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:07.326156Z","iopub.status.busy":"2022-01-16T17:53:07.324965Z","iopub.status.idle":"2022-01-16T17:53:07.342098Z","shell.execute_reply":"2022-01-16T17:53:07.340587Z"},"papermill":{"duration":0.075935,"end_time":"2022-01-16T17:53:07.342252","exception":false,"start_time":"2022-01-16T17:53:07.266317","status":"completed"},"tags":[]},"outputs":[{"data":{"text/plain":["\n","  Movie TV Show \n","   6131    2676 "]},"metadata":{},"output_type":"display_data"}],"source":["table(netflix$type)"]},{"cell_type":"code","execution_count":9,"id":"bd543ca1","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:07.460808Z","iopub.status.busy":"2022-01-16T17:53:07.458742Z","iopub.status.idle":"2022-01-16T17:53:07.474278Z","shell.execute_reply":"2022-01-16T17:53:07.473042Z"},"papermill":{"duration":0.076171,"end_time":"2022-01-16T17:53:07.474438","exception":false,"start_time":"2022-01-16T17:53:07.398267","status":"completed"},"tags":[]},"outputs":[],"source":["#Creating df for type counts\n","type_freq <- data.frame(\"Category\" = c(\"Movie\", \"TV Show\"), \"Amount\" = c(6131, 2676), \"Percents\" = c(\"69.61%\", \"30.39%\"))"]},{"cell_type":"code","execution_count":10,"id":"db4b4001","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:07.593934Z","iopub.status.busy":"2022-01-16T17:53:07.591972Z","iopub.status.idle":"2022-01-16T17:53:07.926518Z","shell.execute_reply":"2022-01-16T17:53:07.925917Z"},"papermill":{"duration":0.395679,"end_time":"2022-01-16T17:53:07.926649","exception":false,"start_time":"2022-01-16T17:53:07.53097","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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\ne5Up0aN0iZyBDIFkDordbXHpklYu17wvtX2b84CPj0+HDh0GDx5cunRps9E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VKHZWM2fOnE6dOqWnp+cNDlrasU2+0BDTiQAgU3l4aNgI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"},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["ggplot(type_freq, aes(x=\"\", y=Amount, fill=Category)) +\n","    geom_col(color = \"black\") +\n","    geom_text(aes(label = Percents),\n","             position = position_stack(vjust = 0.5)) +\n","    coord_polar(theta = \"y\") +\n","    theme_void()"]},{"cell_type":"code","execution_count":11,"id":"ce783466","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:08.052749Z","iopub.status.busy":"2022-01-16T17:53:08.051106Z","iopub.status.idle":"2022-01-16T17:53:08.119763Z","shell.execute_reply":"2022-01-16T17:53:08.118365Z"},"papermill":{"duration":0.133955,"end_time":"2022-01-16T17:53:08.119936","exception":false,"start_time":"2022-01-16T17:53:07.985981","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A spec_tbl_df: 2 × 2</caption>\n","<thead>\n","\t<tr><th scope=col>is.na(netflix$country)</th><th scope=col>n</th></tr>\n","\t<tr><th scope=col>&lt;lgl&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><td>FALSE</td><td>7976</td></tr>\n","\t<tr><td> TRUE</td><td> 831</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A spec\\_tbl\\_df: 2 × 2\n","\\begin{tabular}{ll}\n"," is.na(netflix\\$country) & n\\\\\n"," <lgl> & <int>\\\\\n","\\hline\n","\t FALSE & 7976\\\\\n","\t  TRUE &  831\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A spec_tbl_df: 2 × 2\n","\n","| is.na(netflix$country) &lt;lgl&gt; | n &lt;int&gt; |\n","|---|---|\n","| FALSE | 7976 |\n","|  TRUE |  831 |\n","\n"],"text/plain":["  is.na(netflix$country) n   \n","1 FALSE                  7976\n","2  TRUE                   831"]},"metadata":{},"output_type":"display_data"}],"source":["netflix %>%\n","count(is.na(netflix$country), sort = TRUE)\n","\n","country_release <- drop_na(netflix, country)"]},{"cell_type":"code","execution_count":12,"id":"ea4b2632","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:08.251147Z","iopub.status.busy":"2022-01-16T17:53:08.250483Z","iopub.status.idle":"2022-01-16T17:53:08.325346Z","shell.execute_reply":"2022-01-16T17:53:08.323773Z"},"papermill":{"duration":0.142727,"end_time":"2022-01-16T17:53:08.325506","exception":false,"start_time":"2022-01-16T17:53:08.182779","status":"completed"},"tags":[]},"outputs":[{"data":{"text/html":["<table class=\"dataframe\">\n","<caption>A grouped_df: 25 × 3</caption>\n","<thead>\n","\t<tr><th scope=col>country</th><th scope=col>type</th><th scope=col>n</th></tr>\n","\t<tr><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n","</thead>\n","<tbody>\n","\t<tr><td>United States                </td><td>Movie  </td><td>2058</td></tr>\n","\t<tr><td>India                        </td><td>Movie  </td><td> 893</td></tr>\n","\t<tr><td>United States                </td><td>TV Show</td><td> 760</td></tr>\n","\t<tr><td>United Kingdom               </td><td>TV Show</td><td> 213</td></tr>\n","\t<tr><td>United Kingdom               </td><td>Movie  </td><td> 206</td></tr>\n","\t<tr><td>Japan                        </td><td>TV Show</td><td> 169</td></tr>\n","\t<tr><td>South Korea                  </td><td>TV Show</td><td> 158</td></tr>\n","\t<tr><td>Canada                       </td><td>Movie  </td><td> 122</td></tr>\n","\t<tr><td>Spain                        </td><td>Movie  </td><td>  97</td></tr>\n","\t<tr><td>Egypt                        </td><td>Movie  </td><td>  92</td></tr>\n","\t<tr><td>Nigeria                      </td><td>Movie  </td><td>  86</td></tr>\n","\t<tr><td>India                        </td><td>TV Show</td><td>  79</td></tr>\n","\t<tr><td>Indonesia                    </td><td>Movie  </td><td>  77</td></tr>\n","\t<tr><td>Japan                        </td><td>Movie  </td><td>  76</td></tr>\n","\t<tr><td>Turkey                       </td><td>Movie  </td><td>  76</td></tr>\n","\t<tr><td>France                       </td><td>Movie  </td><td>  75</td></tr>\n","\t<tr><td>Philippines                  </td><td>Movie  </td><td>  73</td></tr>\n","\t<tr><td>Mexico                       </td><td>Movie  </td><td>  70</td></tr>\n","\t<tr><td>Taiwan                       </td><td>TV Show</td><td>  68</td></tr>\n","\t<tr><td>United Kingdom, United States</td><td>Movie  </td><td>  63</td></tr>\n","\t<tr><td>Canada                       </td><td>TV Show</td><td>  59</td></tr>\n","\t<tr><td>United States, Canada        </td><td>Movie  </td><td>  51</td></tr>\n","\t<tr><td>Brazil                       </td><td>Movie  </td><td>  50</td></tr>\n","\t<tr><td>Hong Kong                    </td><td>Movie  </td><td>  50</td></tr>\n","\t<tr><td>France                       </td><td>TV Show</td><td>  49</td></tr>\n","</tbody>\n","</table>\n"],"text/latex":["A grouped\\_df: 25 × 3\n","\\begin{tabular}{lll}\n"," country & type & n\\\\\n"," <chr> & <chr> & <int>\\\\\n","\\hline\n","\t United States                 & Movie   & 2058\\\\\n","\t India                         & Movie   &  893\\\\\n","\t United States                 & TV Show &  760\\\\\n","\t United Kingdom                & TV Show &  213\\\\\n","\t United Kingdom                & Movie   &  206\\\\\n","\t Japan                         & TV Show &  169\\\\\n","\t South Korea                   & TV Show &  158\\\\\n","\t Canada                        & Movie   &  122\\\\\n","\t Spain                         & Movie   &   97\\\\\n","\t Egypt                         & Movie   &   92\\\\\n","\t Nigeria                       & Movie   &   86\\\\\n","\t India                         & TV Show &   79\\\\\n","\t Indonesia                     & Movie   &   77\\\\\n","\t Japan                         & Movie   &   76\\\\\n","\t Turkey                        & Movie   &   76\\\\\n","\t France                        & Movie   &   75\\\\\n","\t Philippines                   & Movie   &   73\\\\\n","\t Mexico                        & Movie   &   70\\\\\n","\t Taiwan                        & TV Show &   68\\\\\n","\t United Kingdom, United States & Movie   &   63\\\\\n","\t Canada                        & TV Show &   59\\\\\n","\t United States, Canada         & Movie   &   51\\\\\n","\t Brazil                        & Movie   &   50\\\\\n","\t Hong Kong                     & Movie   &   50\\\\\n","\t France                        & TV Show &   49\\\\\n","\\end{tabular}\n"],"text/markdown":["\n","A grouped_df: 25 × 3\n","\n","| country &lt;chr&gt; | type &lt;chr&gt; | n &lt;int&gt; |\n","|---|---|---|\n","| United States                 | Movie   | 2058 |\n","| India                         | Movie   |  893 |\n","| United States                 | TV Show |  760 |\n","| United Kingdom                | TV Show |  213 |\n","| United Kingdom                | Movie   |  206 |\n","| Japan                         | TV Show |  169 |\n","| South Korea                   | TV Show |  158 |\n","| Canada                        | Movie   |  122 |\n","| Spain                         | Movie   |   97 |\n","| Egypt                         | Movie   |   92 |\n","| Nigeria                       | Movie   |   86 |\n","| India                         | TV Show |   79 |\n","| Indonesia                     | Movie   |   77 |\n","| Japan                         | Movie   |   76 |\n","| Turkey                        | Movie   |   76 |\n","| France                        | Movie   |   75 |\n","| Philippines                   | Movie   |   73 |\n","| Mexico                        | Movie   |   70 |\n","| Taiwan                        | TV Show |   68 |\n","| United Kingdom, United States | Movie   |   63 |\n","| Canada                        | TV Show |   59 |\n","| United States, Canada         | Movie   |   51 |\n","| Brazil                        | Movie   |   50 |\n","| Hong Kong                     | Movie   |   50 |\n","| France                        | TV Show |   49 |\n","\n"],"text/plain":["   country                       type    n   \n","1  United States                 Movie   2058\n","2  India                         Movie    893\n","3  United States                 TV Show  760\n","4  United Kingdom                TV Show  213\n","5  United Kingdom                Movie    206\n","6  Japan                         TV Show  169\n","7  South Korea                   TV Show  158\n","8  Canada                        Movie    122\n","9  Spain                         Movie     97\n","10 Egypt                         Movie     92\n","11 Nigeria                       Movie     86\n","12 India                         TV Show   79\n","13 Indonesia                     Movie     77\n","14 Japan                         Movie     76\n","15 Turkey                        Movie     76\n","16 France                        Movie     75\n","17 Philippines                   Movie     73\n","18 Mexico                        Movie     70\n","19 Taiwan                        TV Show   68\n","20 United Kingdom, United States Movie     63\n","21 Canada                        TV Show   59\n","22 United States, Canada         Movie     51\n","23 Brazil                        Movie     50\n","24 Hong Kong                     Movie     50\n","25 France                        TV Show   49"]},"metadata":{},"output_type":"display_data"}],"source":["country_release %>%\n","    group_by(country) %>%\n","    count(country, type) %>%\n","    arrange(desc(n)) %>%\n","    head(25)"]},{"cell_type":"code","execution_count":13,"id":"0ff860ee","metadata":{"execution":{"iopub.execute_input":"2022-01-16T17:53:08.463715Z","iopub.status.busy":"2022-01-16T17:53:08.461997Z","iopub.status.idle":"2022-01-16T17:53:08.886765Z","shell.execute_reply":"2022-01-16T17:53:08.887242Z"},"papermill":{"duration":0.495349,"end_time":"2022-01-16T17:53:08.887417","exception":false,"start_time":"2022-01-16T17:53:08.392068","status":"completed"},"tags":[]},"outputs":[{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAA0gAAANICAIAAAByhViMAAAABmJLR0QA/wD/AP+gvaeTAAAg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k1aNHMkgGHTgWuOPIhUcVY2Bav2rjP2D7teUzaXmb1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xao1QmsBgLhQ/1sfkrb/Od2cywBQRF9I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y8pNLMsyjKWHNDsejweAdlSmGIbh8Xi0lwxBO0o/hmHw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\nG7N40zAnAyrOf8Pc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AlCfq3qE5HCCGE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\nvO1GQlK1Jlt7WAsNcbkIIYSQKSJo3HkfmZH0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zzEaj5+6gCNP3LFq6pMchVMJ/Sae3zxh2UHrxlMLZnUG7/Hp06epqama44TcJHggAxJg\nQMKnGTgrCubZgSsLAIBBQMePQ5Gthgw1/CuFODm05QOz+MSOAGAyS/hUt2KiKIogCDO7KIMj\nSRIAcKB0IkmSoigcJX3gQGmneXgjk8nU/PShYjEYOjI3TOy+CVlvtgQHFy7k2QIA5CTFHE/I\nmrA5pK2YAwCudes9GDBow/6XKwa5AAC/2WS/Th4A4Owzsfr28/HvZTnE4aOvs2dvD/xOwASo\nXXXOi8ET/yy208wXu8df/69d5+onTq65kta4mTVHU27wHjdv3hwbG6s5FloJIV0NagBfC/hJ\nCCoaLkkhPA2mvIPdzsD6PHUb/gY+qAAA6rBhsk3J40dYWlrqHuWKxiwvyuAYDAYOlE4MBoPN\nZhs7igqAy+VyuVxjR2HqBALco6BUMLH7JljWmBm9wrNgybUJg5dlAgCkx92j2E7txHlZF0Fy\nfSvxwi+9gkEuAODQ8dMWIUKKBBok925SHJfvBHlvOi2cuwEUn9hJ3/83ZPaqnz2E9D2/FdPW\nbVk/nkMQZdpjnsliYBLgkdc+eAmABAhLhTPZ0Onz3xdBYpCo4EkuHMmE6Unwuz3ePIEQQqhC\nw8TuW0fTAJ+nMyRJAJ33ISaTW/gWBDpX/Vl9ooR7FABsG037uaENAPyycOKVYQt/jW6/dEiD\nsugxKChozJgxmuOn0lf/PO1fOJTWPAhLhdiswoldUy4AQGcAJyasS4N7MnDnFD4XgAZaIpGU\ndJkVEYvF4nA4GRkZxg7EpPF4PDabrVQqMzMzjR2LSRMIBEqlUiaTGTsQk2ZlZUUQRE5Ojlwu\nN3YsposgCCsrq/T0dHzejxZMJlP7pCYmdt86q7r1VPLdZySyNiIOANBq2cHEbHGXqiXWb1BX\nJTt4J1vhwWcCQHbCkZJqEoy8RRJsUdMFIz3HrZt9+Meo7lUtDN6jtbV1/nF6phSeFmmCRQIA\nKGgAAIkKrkuhBQ94BdZwtOHBujS4Ki02sQMAlUpVbHkFpfmlaWYXZXA0TWv+jwOlHU3TOEp6\nUqvVOFBaaNbY4ShpR1Elzqdo4PrEbx3PfkBHR/664EXnbzx4Fn9n26JJ8QrLkX1KTLMEjkO6\nVOEtnb32xoP/Ht44uyT0FujxMqrqNaO3K3/LjMWpSnWZ9piS9B7GvYWz2Z+VZqgAADy5AAAy\nGpalwjXpZxU0OZ8QfxwQQghVbPiXDJEBYYu71FZuXDJ70q8L/s2oErR0ZX2elvu2yFHLwjra\nJv0xb9qijUc7hEwBAEuGzhcS0W9uiLX8fsgf58q0RytrETxXwOo0yP24E54aYHkqEAA+FgAA\nNhQwCIiQwKfbggHC0wAA2pawfwpCCCFUQRCajxsQ0pMqNyH25J1mnbuKGQQAyNJi+/qvXb5r\nvwtHx+Rw+fT4MPO/er82g1WpYEVBez4AwDUpvFTAQEsYbJVXaU8GRErAgQHt+KACuC6Fp7nQ\ngV/8jbF3ZLyFWS//e1FGV2cUbDabx+OZ2cJBgxMIBBwOR6FQpKfj4+a0EQqFSqUyJyfH2IGY\nNLFYTBBEVlYWLkbUgiAIsVgskUjwo1gtWCyWUCjUUgHX2KEvQ1KWp7dGnk/lTfZpypAn7Q6L\nEVbvW3ZZ3df02FUAthTsy4CjWaCkoQYLptvAjwVm43oLwYqEQ5lwIANUAFWZMNYauluU3SUg\nhBBC5QMTO/RlCMpi3tJJ4Wt2jj+8SkFa1G7cen5gX5Pr0ZObt6KuJB0Fn7YpRgghhMwFJnbo\ni/GdW0wNbWHePSKEEEIVEd48gZBWSlrn81sQQgghE4GJHUJa3c+tVbuW7moIIYSQCcCpCIRK\ndktG7c8atyHQ2HEghBBCesHEDpmV7MwsWPBeex0mqWXPvE+o97TiSfbMkJleXl6GCA0hhBAq\nc5jYIbPiZuES/EOgTCYr/QaNtra2Xbp0qVatmiHiQgghhMoDJnbIrPD5/N9//z0tLQ2fIY0Q\nQugbhIkdMiuSV4mdv9e2MYrKRtuG3fkqOTr1Hdi/W7duBooLIYQQKg+Y2CGzwgVqZL0fSt/O\nk9T348YEXBo4YEFoaOlbQwghhMoHJnbIrHDYbIMkdgDgV7tps+gV7Tt2bNeunUEaRAghhMoa\n7mOHUPHqiyv51fbcu3u3sQNBCCGE9IWJHUIlcrW0efs6wdhRIIQQQvrCxA6hEhFAlH7bFIQQ\nQqjcYGKHEEIIIWQm8OYJZM4Gntj6X3rK1d5Bmi8l8hzrDdOLrWnHtUgaPr8cQ0MIIYQMr5xm\n7I6NGjAw4HyhwhtT/PoO26L9RG9v701JOQCQ9TbhrST3izrdPrzfxJhnRcvvndo5M2hM314/\n9eo7MGDynF2n4/K/pU8vXxGJTqYzPqv9+vyy8F7Bkmen1vr6+Kw4El+wu1Iq6Z/GsA48u7vj\n8Y1n6Sn5JSyS0c/1u0L/9XVtRBJENaF1WceDEEIIlTVTn7Hz8vJy4zIA4PycqYcbzgof41bK\nBl/+Ne/XyNvt+wzrNdyVrc56dvdS9Oppj7LCZvnU0LMXQ0ViEAYfn0Je/r1+0qrYtiMXj+9W\nu2B3pu+DXDrg+NZChXwmK6azX6HCNfcu/Pns3rEeo8srNIQQQqismNwfaZWapkgi/8sxY8YY\ntv3Nu+5Ubjdr3EAPzZduDb6rw3seFP07+EQYtqMyUtbjU9DLMxsmrDzadtSScV1rldRdoXgM\nTa2iSerLm6eBbntgVRULUZosW3vN9FzpxAv7V7b62ZrD+8oYEUIIIZNhKomdX0/f7ivnx4Uu\nupGYIRDZN/PyD+zbHAB6+fh0jYhRBA89kiaDt1N7X2yxZ1swrUzbtzHi3K1HiZLcyi7uvn4j\n27uJAECWcidizc7b8U+kDNuW3n5WxXWUo6LlkqSCJVW8/hfinEYDRAztU7CX3PT4yPCoy3ef\nZuSqbSrX7Nx/bO8WTus/r1NSJMk3j63bdjj+9VuCL67TtHPQ6J95pct+ym188r0+t2li2JG2\no5eM86qVX6jpbpg9r6R4VLJXW1ZuvHz3oZRdqevQoPi1U5zCokY58EvqWiVP3BYe8c/1uHQF\nWcW1Ua9fAlpVt9Bcb8dZY68vX/c8XWVp7zJw8kyXhP3Lok4kSckaDdvMCh4h1JruLb55+kHa\nu1dD53jELFbT2h4a+/PRTQ484aj6htnTGCGEEDIuU0nsAODwjEXtBgf6uzsmXN0dGhlq23Zn\nP7u8SZThEdEOY4fGNpi+YmQdAIiePiFWWm/kL0HOQiL+8pE/po1SrdnS0U46O3Begq3n6Imz\nrei0g5ErzqVKKxfpZbhPgykxq4dNutSmuaeHu3sdV2cWp0aTJjWK9hI19bdLFq3Gz/S3Zqke\nnN28ccmk1p4x+kTSzup54Nx19XoHzA5wlb+PD1sa8ZtT00XeVSrE+Ggknt88YdlB68ZTC2Z1\nesTD3Th5+jlG4/FTF3DkiTtWTX2So3ACoJWpJXRNr5s45Vyuy+jxIY58xeWDkcsnj7eOjqjH\nYwDAnwsPjJg638Oe/GvZ3LXTAq3d20z9bRmRcmvW/Igll3rMa+WQH8m1a9dev36tOWZJFW7p\nKSGXj4T/2MuBp+OxsPdS35xOeHyz7xQCSkwTSZLkcDja26lwGAwGQRDmd12GRVEUmOkLwLBI\nkmQwGDhK2hEEAQBMJtPYgZg0zSix2Wy1Wtsb8m8cg6EjczOhxI7fbLJfJw8AcPaZWH37+fj3\nMviYuDBYbBZBkAwWm82UpR7c9zh9wY6g+nwmALjUqq+6OnDn2gcNexx7JOMsXTy5JocCgNp1\nuH0HLSjaS+3+c1bVPf/3hau3Tu3eu3U9xbGs79myl5+fhx2nYC8AYNe5d2D77k0sWQDg5NBn\nw19zn8mV9ha6I2kZGC9V0126tqktYkPNGvOmi96wLSrK+ABA5ovd46//165z9RMn11xJa9zM\nuvjf10XjySEOH32dPXt74HcCJkDtqnNeDJ74JwC8vxlebNc5STHHE7ImbA5pK+YAgGvdeg8G\nDNqw/+WKQS4A4DJiRpcmjgDQZ3Sto8E3Zk/3q8qmoFrlnjbR5x6kQ4HE7uDBg7GxsZpjK0vL\nB1euN3OoNqp+C51D6ntkY22RXSNbJy11SJISCAQ6m6qIzPW6DIuizPYFYFgsFsvYIVQAbDab\nzWYbOwpTx+PhwphSMaHEzqFj1fxjIUVCCfvCZiXcpGl6Rv+fCxbylYnvzyVyRJ00qQMAsCya\nNhYwU4troapHK3+PVgAgTUu8ff3q4T275gTcXrF9dVU2VbCat6/XvauX9r9KTEp69zzumv6R\ncMU+bVxPLRw+on7jRnXr1GnYuFnTqiLd169LuY2P9P1/Q2av+tlDSN/zWzFt3Zb14zlEMRNa\nReOR3LtJcVy+E+S9JbVw7gbwJwCU1HV63D2K7dROnJc4EiTXtxIv/NIrGOQCAFZ18ubbGHwm\nybTN/9cRUiR8vmkwl8sVCvMqS6XSjFyZPndC3E5JfJaReq3PJF0VabPco5ggcO9lHYiPL3sc\nKO3wtaQPzcsJB0onfDnpgyjuj3K+ckrsmCQBtKJQoUpFE8SneWkmlwI9MPgsguLvitlcsJAg\nmf+tji1U05JBFkpccjMuLl19dsjkYCcWBQBca8fmnXo2aVn7537Tt7/MnFHr06oztSJlfsDY\nx/y6nVs0rOfp1tH7x6Bxc/WMhKCooGVbesfduH3v4cO7/+zfur7+T3Pm+DXUclEmMj4ato2m\n/dzQBgB+WTjxyrCFv0a3XzqkQTExF4mHzlVDwc80iY8Viqwv1HRN0wCffwZKkgQUvyRO2748\nISEhISEhH1sgD3X7xYKl+z2x/6ntVmxuYztn7dWUSmVqarHjVIGx2WwejyeRSIwdiEkTCAQc\nDkehUKSnpxs7FpMmFAqVSmVOjgE2QjJjYrGYIIjs7GyZTGbsWEwXQRBisfjDhw8qlcrYsZgu\nFouVP5dRrHLax86xrlCadjRD9SkNp1VZB9/mCKrX+dKmePadQZ0Tm6bi5GHvWDA7/J93dq0d\nZR9OPpflvRpUsqeXMuSFzqVYla5dvbrr5md/p1WyDwDgIPhs6UNWQuSN5NzVy2YO7u3dunlj\nZ1GW/pF8iPtzw6Z9znWa9OgzJHjO4rBRte4e2aL9okxkfDQIRt6rgi1qumCk55N9sw+/zNSn\na6sGdVWyp3ey8zLU7IQjmoOSuraqW08lf31GkvdrjlbLDiZmi7+vWqThL0DTdPfDEcTq8Zr/\nkqWZKbJsYvV4+8hfC1ZLz5XeSXkT0KClltV1CCGEUIVTTjN2NYcF2J+dFTB5Qd8ebavYCjLf\nJ5w9vPOhQjQjsL6eLZAESJPeSCSVRaImIxqKo4Lnc0b2cnMU3D656VBc6uxgOxtOQC3WyJnT\nwwIGd7Um049uDbdgF55Sojg1pveovWDReHavfk3rVOeziQ9vnx2N3mZR3WtIJX7BXjgWrjR9\n8cC5e90a2Ke9erB3UzQAvHr74XsLO52RMDOkh/6MyeKLunrWJLLfHj6ayHfy1QTwbO+2s9kC\nfz9f0xyfoqp6zeh9esiWGYubR/0mZuh4GyBwHNKlysmls9dO8O/KlSXuXH8LAEgAm4bFd82z\nH9DR8ci64EXUqF6OfOXFAxHxCst5fUqV2M2eNJU4/2mD5SW3TtM0TP2uPZ/52QKg6PjrNNCB\n7q1L0xdCCCFkasrro1h+g7C186Kj9hzcvDo1U8a2ENdyb/1b8CB3S33X29bz+V6+adWYya13\nRk7sPitMHrF6z7pFEgXTqYZ7UGhIQwETQDx3VciaP7auXBgCHJvWfYJHX10eXaSdpiMWza4S\nc+B4bNjBZKmSENk5NWwzaOKgHgyicC9zhiZviF58JIeq5uoxYHq4aPnYncFjG8fE6I5E0H/O\nsIwtR7ZMi8niW9nUdO+4MKCnpvfEv48dSrErmtiZzvgUQfSbG3JuyPSQP86tC2qjqzI5alkY\nP2zlH/OmgchleMiU24FjLBkkwSipazIgbLFFeMTGJbMzlKSTa+OgpQH1eaW6a2zWpKmkfHv+\nl2vuXVDT/2/vvuOjKN4/gD97LVdSLrmQhEBCCoQAAQPSUSEYpChfyldBpSMgvUhC+QISigSQ\nLoioKCD8KKKggDRFehORXkRAOuk9l8uV+f1x4XJpm8KG447P+6/c7NzcszvzSp7szM6Zpjft\nUKja4nO/O0udSn1sFgAAwL5gleKz9s3I2IHLi/+6UntnzL2/Z//55u07aSQcEeUk7+k5YOWi\nzT8Gy8u0OlAQpkdJojn5iZ336qkmZkoYNMe6jt5kVH4RFe5ZvdQnJ5aeP/R9zv3tv+yqlFht\nB2vsygJr7MoIa+zKwrzGLjMzE2vseJjX2KWkpGCNHY9S19g9R0/FvggeH9t1o84bto6isojE\nbr+tW30kSRnVpalEF7dl8UbXwJ7PMqsro9vpSQaTqVftl20dCAAAgMCQ2D1TLv4NZ7csaVdg\nu8eJXWYtGL/i801jdn6mF7nUfvm12aN62jakuA9mFy0MUXuxkUuffTAAAACVDYndM6Xyc9is\nzkzl12pCbOk7AwML0lWaAAAVJ0lEQVQAAEBleEbbnQDYI61BL8M28QAAYD+Q2AGUaNf9aw2b\nNrF1FAAAAGWFxA6gGNmG3LFHt11JTxg4cKCtYwEAACgrrLEDh5KSkd5+ywKeCkxa+pjXm4y3\nk+O9vL2///EHb29v4aIDAACoXEjswKEoqnsPmTU1KyvraTZolMlk/v7+zZo1E4ufu71aAAAA\neCCxA4cil8uHDBmSnJxsMplsHQsAAMCzhjV2AAAAAA4CiR0AAACAg0BiB47j7NmzkZGRERER\nSUlJto7luabT6VJTU20dxfNu/vz5ERERY8eOtXUgz7uMjAytVmvrKJ537du3j4iI2LFjh60D\nea4xxpKSkvBFsfyOHj0aERHRtm3bkr6gGWvswHEYDIb09HQiUqvVnp6etg4H7F5GRobBYMBY\ngqeXlZWl0+mcnJwwnOApKRSKjIwMngq4YwcAAADgIJDYAQAAADgITMWC4/Dw8IiMjCQiJ3zB\nKzy1unXrZmdnBwUF2ToQcARt27bV6/XVq1e3dSBg97y8vMx/6UraaZV7mn1cAQAAAOD5galY\nAAAAAAeBxA4AAADAQWCNHTgA060LJ89e+vthfLI2J1csk2u8fWuHvdz8pWD84wLlh+EEAsJw\nAqGUdSxhjR3YN6P25oIpM4/fTPPwreHr5a6QSgx6bWpi3J37Cc6BLafHjq+pwH8vUFYYTiAg\nDCcQSrnGEhI7sG97/9d/XWbDaf8bHOqjtC7XJd/esHjGIV2PtfM72So2sDsYTiAgDCcQSrnG\nEm4Gg33bcC21Y5GxTkROHoG9owen/bPRJlGBncJwAgFhOIFQyjWWkNiBffOUiuIfF/99ebqU\nuyKJ5hnHA3YNwwkEhOEEQinXWBLHxMQ8i6AAKkeg4ezqVTuypc4qlcLJSSbmyJCrTXx0988j\nu5ct3OrZKbp9eBVbxwh2A8MJBIThBEIp11jCGjuwd6bD369cv/3A4wy9dalE6dW2S+9h77YR\nc7YKDOwRhhMICMMJhFKOsYTEDhwCy31459+H8UnaHINE5uTuVTUo0E+GX5pQMRhOICAMJxBK\n2cYSnrUGh8DJfANCfANsHQY4AtOti2cKbRaVnJGLjcegQjCcQChlHUu4YwcAkAcbj4GAMJxA\nKNjHDgCgIrDxGAgIwwmEgn3sAAAqAhuPgYAwnEAo2McOAKAisPEYCAjDCYSCfewAACoCG4+B\ngDCcQCjYxw4AoGKw8RgICMMJhIJ97AAAKgwbj4GAMJxAKNjHDgCg/LDxGAgIwwmEgn3sAADK\nCRuPgYAwnEAo2McOAKAisPEYCAjDCYSCfewAACoCG4+BgDCcQCjYxw4AoCKw8RgICMMJhIJ9\n7AAAKgIbj4GAMJxAKNjHDgCgYrDxGAgIwwmEgn3sAAAqDBuPgYAwnEAoZRtLSOwAAAAqRfqt\nY1v3nLqbpA9o0LJH51eUorw/wjkpu5d+eWHixIm2DQ/siEmf8s+1m+km1/AGIRIyHNu1+c+/\n4128/Rq16fRStQIPVWATHQAAAOElnVs3LOYHVVD9ULVh/9qFv5+4sip2iJzjiMigvXHs2DFb\nBwh2I/vRoakTPvsnLZeI3Ot1n1T70qc/x4XUCdBdO/3T1m0fLl3V0d/ZUhmJHQBAnuuXL+t5\nJzHCwsKeWTBg7zYs3unRZtzKsW04opzks+M/nDVtw2uf9q5j67jA/vw0c1WS31srlrytEaV8\nM3nCtJ+ME1eubeGjIGbYO3/42thdHVf2tFRGYgcAkGfX+s8PXbnPs0Dl559/fpbxgF07mqbr\n0buZefJV7tFodsx/+k+deaHbugYqqY0jA3uz83FW55k9/DRKIue3ewUe/tqvhY+CiIiTvDqw\n7cohO4mQ2AEAFPFR7Ip3ji0dMe+3/stXt3OX2zocsG++MvH9+BzyVJhfutcb0Cf04MLZP62N\nfdu2gYHdkYm4HH3eP5yutRu/0qpa/jGTjkQFcjlsUAwAkM+v5cgqUrGTS/FsHR3Yk74tvY/M\nnLX7xMX4lLytZbt+PEVxY8PEL3fFZxpsGxvYl3eC3PbHrr56L1FnZEqv7qOHNDOXm/RJ25Yc\nUPn+x7oynooFACjg7O4d6ohOQXKxrQMB+8YMyesWzN1+4rpU3W7L2pHmwqz7x2OmL7mekEOY\n2Ycy02denTd5zuk7aaHDP5/fobq5MP7UgtHzjhrkAeOXzW3hmT/DgMQOAACgsuhSH99LZDVr\nVs0vYoa//zr9973Hb3Xpbru4wO6wx7evp7sEhDzJ4TJuHzh0U9HitaYaWYH/QpHYAQAAADgI\nrLEDAAAAcBBI7AAAAAAcBBI7AAAAAAeBxA4AAADAQSCxAwBH8Hu3II7jJE5VE/WmokdTrkVz\nHMdx3H+vJj3lB31cw82l6uCnbKRSpd+ZynFcr+vJhcp/7ViD4/Vjkjbl+hSO44K67S6uYdMr\nbnKpIjDNWPwjd8yUtXnx5LbN6nm4qmRKN//gej2HTT14N9O6zqY6ngr3SGHOUwjma1WITOEc\nWL/FuLmbtFZDaXGwu1Lzlu0iLUZJHQ0vOHzzBAA4DmPu4+g/E75t7l2o/PTUH4X6CJFEIjbZ\n5b/ENd7+MCosxfyzSR+/aOk6pVe34X2DLRVqKaTuITFNXBac2zcu29RBKeKs3555f9mxdJ1/\nh0Vu4gLlZsyUPfqV4OUn4qo27NhrcBcfN+m9G3/+uHruD9+uWXLq/MiXNJV6ak/Ju2XfPi29\nnrxi2rS4Q9u2Lpn83r5r4str3rFlZAAVwAAA7N+BroFEFO4sq/rK+sLHTLoGKpk6zJ2Iul9J\ntEV0z1Tav1OI6P1rSTx1cjPPEpFX+I6ihw4PCiWiMRcKX6hTY8KIaPT54i/gre87E1GLaTut\nC7MeHKirlCo0b+hNeSUbQzVy9etlP5fKZr5WjWL+KlSem3kxTCXlRNIrWXpzyaIgtcLjzWce\nIJ+ydDS8gOzy/04AgGJN6hscf3p8QsHZ2LRbn1zIyn1nVritohIOyyluollYDWOGE9G2CUcK\nlc9ef1OqrB0b5lHsu64sOkNEi6LbWRcqfSNW96+lTdq3NVFbOcFWFqkqbG5jL2bS70i2s8gB\nkNgBgOOoFzXCmBsXfSbeuvDs9I1SVb2YWupCleNObenVsUUVtbNM5RbSJHLmmoPm8u/b+YlE\n4kNpudaVR1Z3lanqZBjZnEC19Rq7zDuHx77b3r+K2knlEdqw7YxVv1gyL5M+ccWkgQ2CfeRS\nqavG7/Weo08m5pQU+dWfV3Rt08jTTSWRKaoGN+g3YVmyIW8p26Y6nm41Pn70++eNargrZGKV\nplqzDv1+vZ9lee8fm+ZGNq7pIpdpqtZ6d8yS+NynSv6cq43qrFE8PDgu3WotXXb8+h1J2mrt\nFhWan7WQu8uIaOu5wuu9Gs3eeenSpXbuTtaF2sfHh/ynlcZVqdJUa9ah736rcympUz6p6S5x\n8s025YV0b08njuNc/SZY3njo/Vocx62Jy6ZyXvmSGHKMROTvVPyCJZ5+J97e5I+Nv1lhOxoc\nlq1vGQIACMA8FXtbq+/gIa/a6jurI4amLrLAbrsTr3Qnq6nY+D8+dZWIpKqQfsMnzJg4KjJU\nTUSRUw8yxhLOjSSiV1dftzShTd7FcVxIv98YY58EuDn7DDKXZz7YFqyQSpUB/UdEzZ4+8Z3W\nQUQU3vdb89GFkdU4Ttz23WEz58yJGtrdWSxSVe2Sa2JF3d05XMRx6tA2UVNmzJkxrfcb9Yio\nVq+8ac2NoRq5OqKak/jVPqMWr1wxZVhnqYhTVulkYIwxdn55TyKSaxoOGDkpemjvEJXU/aWa\n9BRTsYyxsx83JKIP/4y3lPw1sxERTbyaXFKDj4+NJyKxVNNjxLQte44n5hiKrbYxVCNVhLT0\nkLfuO2bJFyumDHlLynFKr85Gxhhvp1z+rDkRfXIn3dzOznZ+RCQSKx/lmt/KenmpnFxbmX8u\n+5UvaSpWn32jiYtM5d3VchrWU7H8/c7fmzyx8TdbsY6GFxASOwBwBHmJXY7h5Jgwscw7/snf\n+7R/Y4ko6mpywcTO1MNLKVXWOfwoy1zNqE8Y39CTE8kPp+lMxszaSqlbwBRL4xfmNyGiVQ8z\nWcHELqaeRqqsczxRa6m57aNwIpp9M1WffV3Ecf4df7AcOh7d0tPTc1N8dtHg19bzlMj971gl\nQ+OquSg0nc0/bwzVEFGzmIP5n9IjiIj2peQYtDe8ZGKld+dL6bnmQ5n3f6utlD5lYped+CMR\nVYvYbCkZ6KOSqRroisuN8k9w9ZRwPxfzLQOR2KVh687Rs5advp1mXSfvXGbkn8uunsFEdChV\nx98pWXHriOjlOefMh95wl3u3aU5EY68nM8b0WRfFHBfYdS9jrFxX3pzY+bwyYFK+iaOH9m3g\npXD2f3XnvUxLTevEjqffGW9v8sfG02yFOxpeQEjsAMARWBK7jAcriKjvsUfm8iODQqXK0Gwj\ns07sshO2ElHYmJPWLSRfjSKiiC03GWO/dAvkOOmZjLw/on29VSqf/uafLYmdPuuSmOPqjz9t\n3Ygu9RAR1Y86bci5KxdxrgG9/ribXmrwWSlJScn5OYTJmDnc19nykMHGUI1IrHyoM1oq3Noa\nQUQ/JGY/OvY2EXXdc9e6tdNR9Z8ysWOMDfN1FjtVS9IbGWPa5N1EVPPd/aWeCGOmOxePf7t0\ndp8ubau5yoiI4yTtR6+2HN4YquHEinu6/KTnxvrXiGhXsrbUTmnl5qQOms0Y06WfIKK+py+7\niEXm6x93uhcRDTobzxgr15U3J3bFatRz0gOra25J7Pj7nfH2Jk9s/M1WuKPhBYQ1dgDgUJx9\nh7/hLt8fvZ+IiNjUrbervb5AUfBXXU7KHiIK6htY4I1+fYno0b7HRNRi7vuM6SftvEtE2oTN\n6+KyGs+aVOiDcpJ3Gxm7uLCp9RZoTurWRJR2MU3s5Lc3tg+7t7FpDXVgg5a9hny0atNey0Kr\nQpRqj+x/jiye9b9BfXq2a93MT6P5/GGB7d8kyrCqsvxz4CR5C93ij/xLRO828rSuHDygYVku\nFL/R08KNugfjzyQQ0e1Ns4io9+wmZXgf5x/Wov/oKeu2/3Y/Nf2PXV+39pbtXfZB/733LTVk\nzo2qy8T5b3hyLqV2yrQ2VdPvLkg2mJIvLOQ48eSwkHHVXe5s+ZGIriw6JZK4zqqnIaJyXXmz\nQlOxWUkPvp/T/ezmua/121+0Mn+/E29v8sTG32zldTQ4HiR2AOBoZvQOjj8TFa83ZT5YdihV\n1y22RZEqxfyZ5zgJETEDIyJ1remNXWR/Tt9CRFeXzRWJnVe8H1z4DSIZEdWf8M2eItbGhBPR\naxPWxj+8/H9fzGvfwOvC/jVD3+vg59dyf1Ixq/h/GP+6f7NOi7aflnnXeuu9oV9vP/51SIGH\nTzlOWuyZiiQiIir0PINI7l7ChSmHoF6fSjlub9Q+Iloz75LMpemUILeSKht1d7t16zZi6ZUC\npZxT404f/HQ8loj2xZzPL+bkJTRTSqc0nBZhMqTO+zf96pKzyirvhSokXfoEZj78LF5v+urA\nQ3Xwxz5Pct+yX/liKT183578fYRa/nDf0mIOl9bv/L1ZYmy8zVZeR4MDstWtQgAAAVmmYhlj\nGQ8+I6I+Rx+dGFVPoqiZaTQxVmgqdgsR1f/olHULKdcnE9Fr390wvzzYP4QTyS9n6bt6Knya\nf2Wplj8Vq70h5rg6Q45ZN6LPvrpp06aDj7JyM66dPHnyhlZvOXTll5lEVGfo8UKR69JPiDnO\n/81V1oXfhHhYT8VaHgswu729LRH9kJj9+FRPIuq+/5710atftqSnnopljM2s5S6WVrmTdELM\ncbUHHOKpyUw6L5nYLWBS0SPapB1EVKPTr5ZzKbSP3T+bWlPeVGwpnWLQ3XMWi+pHne7lpQru\n8TtjLPXWFCIade6wiONe/SbvYZeyX3lW8sMTjLFPAtwkiiDLy/ypWN5+5+9Nntj4m61wR8ML\nCHfsAMDROPuOeF0t3x+9d+aGW74RC1VFduhQeP63exXltVUfnEjIu4vDDMmxvb7mRE4fv+Vn\nLmk0Ywgz5YxYH7M9Udt9eZeinyKR14yp63Hju36/Pc62FG4c0eW99967K6KsuJXNmzfvMfcv\ny6GAxk2IyJBlKNSOIfuakTGP8JctJdmPji98kFHsHaxCPBvEesnE+/qNuf6k2dy080MnnC31\njWXRZ35Loz6hx/RBRsY+iOGd9eNky9/0T/t3bq8lBwoEzXK/Hj6WiHrMfqnUjyu1U8Sy6pMC\nXP9ZE7spIbvxuFAicvWP9pCKtkYPNjEW1cXf/K6yX3l+Yo4z6h4VLefvd/7e5ImNv9lK7Whw\nNLbOLAEABGB9x44xdnx4XU7kRESjnnyDQqHtTuJOxjqLRTKXuoPHTpkz9aP2dd2JqO2U36ya\nNL2ulnNiTuYcnp2/hr7AU7EZdzb7O0mkysAeA8fMi53Rp11dIqrf/zvGmMmQGllFwYnkHfsM\nmzH30+mTRrzkqRBLNRvuZRQO3aiN1CjEMp8RMQu++frzqeP6+ijUrQJdRBL10vVbMo0mnjt2\njLHzy94hIkWVxkPGTZ06bnC4uzyww0AS4o6dQXvDRSwiIid1ayNPvbzKt96v505E3mGv9h86\nKnpC9IhBvZsEuxFR+IAvLdV47tixMnTK5eXNzX+5/njyXEtssJqIFJq3LHXKceV579htrOtJ\nREfSdOaX1k/F8vQ7f29m5KbwxMbXbEU7Gl5ASOwAwBEUSuwy7i0hIok8MMOQt0VHocSOMfbw\n6IZ32zXVuCokcpfgRhEzvv29UJsnx4YRUd1hR60LrRM7xljq9T0fdm3to3aWKT1Cw1+Z/tVu\ny9dnZT8+NqpnpL+nq0QkdtFUb931g21/Ff99XJl3f+3XoVk1jcrVJ6jNm713XE5OODM/wF0p\nc65yX2fgT+wYYyc3fBLRMMjZSeLi6fffEcszMq8Iktgxxr5o7EVEdYcXM4lZlMmQtmnBxA4t\n6lZRO4vFMjdPv5Zv9Fi88Zj1Hin8iR0rrVOy4r4jIstGMIyx87GNiSik32HramW/8jyJ3bk5\nLxNRrfc3ml8W+koxnn7n703+2HiaZRXqaHgBcYyVfrcfAAAAAJ5/WGMHAAAA4CCQ2AEAAAA4\nCCR2AAAAAA4CiR0AAACAg0BiBwAAAOAgkNgBAAAAOAgkdgAAAAAOAokdAAAAgINAYgcAAADg\nIJDYAQAAADgIJHYAAAAADgKJHQAAAICDQGIHAAAA4CD+H3/ubmKUJ/pWAAAAAElFTkSuQmCC\n"},"metadata":{"image/png":{"height":420,"width":420}},"output_type":"display_data"}],"source":["country_release %>%\n","    count(country, sort = TRUE) %>%\n","    group_by(country) %>%\n","    head(25) %>%\n","    ggplot(aes(x=reorder(country, n), y=n, fill=country)) +\n","    geom_col(show.legend = FALSE) +\n","    labs(x=\"Sum of Movies and TV Shows Frequency\", y=\"Movies and TV Shows Rleased\", title=\"Top 25 Countries on Netflix\") +\n","    coord_flip() +\n","    theme(axis.text.x = element_text(angle = 90, hjust = 1, vjust = 0.5)) +\n","    geom_label(aes(label=n), show.legend=FALSE) +\n","    scale_y_continuous(expand = c(0, 0), limits = c(0, 3000))"]}],"metadata":{"kernelspec":{"display_name":"R","language":"R","name":"ir"},"language_info":{"codemirror_mode":"r","file_extension":".r","mimetype":"text/x-r-source","name":"R","pygments_lexer":"r","version":"4.0.5"},"papermill":{"default_parameters":{},"duration":8.377593,"end_time":"2022-01-16T17:53:09.067908","environment_variables":{},"exception":null,"input_path":"__notebook__.ipynb","output_path":"__notebook__.ipynb","parameters":{},"start_time":"2022-01-16T17:53:00.690315","version":"2.3.3"}},"nbformat":4,"nbformat_minor":5}