{ "cells": [ { "cell_type": "markdown", "id": "90cc0c45", "metadata": {}, "source": [ "# Kotlin DataFrame: Getting Started\n", "\n", "## What is this\n", "\n", "This is a short introduction for those Kotlin developers, who are familiar at least with the syntax and basic concepts of Kotlin\n", "\n", "## What is this **not**\n", "\n", "This is not a guide that will help you to migrate from another language or technology to Kotlin DataFrame\n", "\n", "## What is Kotlin DataFrame\n", "\n", "_From now on I will refer to this library as \"KotlinDF\". Although it is not the official name, it's much shorter and comfortable to use._\n", "\n", "KotlinDF is a library to work with DataFrames. DataFrame is a simple representation of any table-like data that has columns and rows.\n", "Anyone who has seen products like MS Excel is already familiar with DF: one can add/remove/operate on columns/rows/cells, name, etc.\n", "\n", "But of course programming gives us very powerful tools which are hard to use in spreadsheet editors —  aggregations for example.\n", "\n", "## Getting started\n", "\n", "### Task\n", "\n", "https://movielens.org/ is an online service, providing recommendations based on user's taste.\n", "Users may grade any movie from on a scale from 1 to 10, and some algorithm will give them recommendations based on their taste and the taste of other users.\n", "\n", "Indeed, this service should contain comprehensive information about movies and, of course, lots of information produced by users, like tags.\n", "\n", "You can collect data [here](https://grouplens.org/datasets/movielens/). We will use some example data.\n", "\n", "Today we're going to find the following information:\n", "\n", "1. Find the most popular genre of movies since 1920\n", "2. Find the most tagged movie\n", "\n", "### Find the most popular genre of movies since 1920\n", "\n", "To query data, we should at first read it. Read it to a DF in our case. This is how we do that:" ] }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:51.491311Z", "start_time": "2025-05-27T14:20:46.082916Z" } }, "cell_type": "code", "source": [ "%useLatestDescriptors\n", "%use dataframe" ], "id": "74cf06e74a2d456a", "outputs": [], "execution_count": 1 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:54.559862Z", "start_time": "2025-05-27T14:20:51.507819Z" } }, "cell_type": "code", "source": "val rawMovies = DataFrame.read(\"movies.csv\")", "id": "270f3eea1123fadf", "outputs": [], "execution_count": 2 }, { "cell_type": "markdown", "id": "51368a9d", "metadata": {}, "source": [ "Yes, it's that simple!\n", "KotlinDF determines a format itself and loads the data into a value, called `rawMovies`\n", "\n", "But how should we query this data? We don't even know what it looks like.\n", "Let's explore it.\n", "\n", "This very basic statement will do the magic and will output the result:\n" ] }, { "cell_type": "code", "id": "ca3dda7f", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:55.071183Z", "start_time": "2025-05-27T14:20:54.579220Z" } }, "source": [ "rawMovies.head()" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenres
9b30aff7943f44579e92c261f3adc193Women in Black (1997)Fantasy|Suspenseful|Comedy
2a1ba1fc5caf492a80188e032995843eBumblebee Movie (2007)Comedy|Jazz|Family|Animation
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espai...Fantasy
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"}],\"nrow\":5,\"ncol\":3},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black (1997)\",\"genres\":\"Fantasy|Suspenseful|Comedy\"},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie (2007)\",\"genres\":\"Comedy|Jazz|Family|Animation\"},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men (2001)\",\"genres\":\"Fantasy|Growing up|Magic\"},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel (2001)\",\"genres\":\"Fantasy|Magic|Suspenseful\"},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair (1977)\",\"genres\":\"Fantasy\"}]}" }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 3 }, { "cell_type": "markdown", "id": "0d1b25d6", "metadata": {}, "source": [ "The structure is simple, right? Just three columns:\n", "\n", "1. movieId\n", "2. title\n", "3. genres\n", "\n", "_NB: Interesting observation: without any effort from our side, KotlinDF already determined the type of each column._\n", "\n", "And furthermore, we can already see how to solve our first task.\n", "\n", "What do we need to do?\n", "\n", "1. Extract the year to a separate column\n", "2. If the year is not known — remove the movie from our DF — it's not relevant for us\n", "3. Remove the year from the title (because it's not an actual part of the title)\n", "4. If genre is `(no genres listed)` — remove the movie from our DF — it's irrelevant for us\n", "5. Split genres by `|` simple\n", "6. Convert each row with multiple genres into multiple rows with a single genre each\n", "7. Group the data by year and genre\n", "8. Count the number of movies in each year-genre bucket\n", "\n", "#### Extract the year to a separate column\n", "\n", "To add a column based on another column, we can use the `add` function. In our case it will look like this:" ] }, { "cell_type": "code", "id": "c6e55d9e", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:56.077515Z", "start_time": "2025-05-27T14:20:55.078446Z" } }, "source": [ "val moviesWithYear = rawMovies\n", " .add(\"year\"/* ① */) {\n", " \"\\\\d{4}\".toRegex() /* ② */\n", " .findAll(title/* ③ */)\n", " .lastOrNull()/* ④ */\n", " ?.value\n", " ?.toInt()/* ⑤ */\n", " ?: -1 /* ⑥ */\n", " }" ], "outputs": [], "execution_count": 4 }, { "cell_type": "markdown", "id": "fbbb48d2", "metadata": {}, "source": [ "Let's look at all interesting places in this expression.\n", "\n", "- ① - We're adding a column named `year`\n", "- ② - To add a column, we'll use the regular expression `\\\\d{4}`; this just looks for any consecutive four digits\n", "- ③ - thanks to jupyter's magic, we can call the column just by name! In other environments the syntax may be a bit more cluttered, for example `\"title\"()`. _However, when the [compiler plugin is enabled](https://kotlin.github.io/dataframe/compiler-plugin.html), the same notation works in any project!_\n", "- ④ - We are looking for the latest possible appearance of 4-digit sequences, or, if there are no such sequences we return `null`.\n", "- ⑤ - If it exists we're casting it to `Int`\n", "- ⑥ - Otherwise we're returning `-1`. We have a strong belief that there are no movies filmed before 0 AD...\n", " \n", "Let's check if we've achieved our first goal, by calling `head` again. The output is:\n" ] }, { "cell_type": "code", "id": "6bcdbe7e", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:56.296976Z", "start_time": "2025-05-27T14:20:56.096706Z" } }, "source": [ "moviesWithYear.head()" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in Black (1997)Fantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee Movie (2007)Comedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espai...Fantasy1977
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":5,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black (1997)\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie (2007)\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men (2001)\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel (2001)\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair (1977)\",\"genres\":\"Fantasy\",\"year\":1977}]}" }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 5 }, { "cell_type": "markdown", "id": "2f03354c", "metadata": {}, "source": [ "Looks fine!\n", "\n", "#### Now let's remove year from the title\n", "\n", "For this we will use the `update` function. The regex here might look complex, so here is a small explanation of it:\n", "\n", "```java\n", "\"\\\\s\" + // Match a single character that is a “whitespace character”\n", " \"*\" + // Between zero and unlimited times, as many times as possible, giving back as needed\n", "\"\\\\\\(\" + // Match the opening parenthesis character\n", "\"\\\\d\" + // Match a single character that is a “digit”\n", " \"{4}\" + // Exactly 4 times\n", "\"\\\\\\)\" + // Match the closing parenthesis character\n", "\"\\\\s\" + // Match a single character that is a “whitespace character”\n", " \"*\" + // Between zero and unlimited times, as many times as possible, giving back as needed\n", "\"$\" // Assert position at the end of the string, or before the line break at the end of the string, if any\n", "```" ] }, { "cell_type": "code", "id": "e9d93026", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:56.585030Z", "start_time": "2025-05-27T14:20:56.306499Z" } }, "source": [ "val movies = moviesWithYear\n", " .update(\"title\") {\n", " \"\\\\s*\\\\(\\\\d{4}\\\\)\\\\s*$\".toRegex().replace(title, \"\")\n", " }" ], "outputs": [], "execution_count": 6 }, { "cell_type": "markdown", "id": "6caf6df7", "metadata": {}, "source": [ "#### Remove movies older than 1920\n", "\n", "Filtering is quite easy, we need to just call the `filter function`, like this:\n" ] }, { "cell_type": "code", "id": "b1c3ea1b", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:56.891455Z", "start_time": "2025-05-27T14:20:56.590909Z" } }, "source": [ "movies.filter { year >= 1920 }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily|Drama1994
aa9fc400e068443488b259ea0802a975Anthropod-DudeSuperhero|Fantasy|Family|Growing up2002
22d20c2ba11d44cab83aceea39dc00bdThe ChamberComedy|Drama2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an IcebergDrama|History|Family|Romance1997
c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
ce06175106af4105945f245161eac3c7Playthings TaleAnimation|Family1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2Fantasy|Superhero|Family2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of CrazyFantasy|Superhero|Family|Horror2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie(no genres listed)1950
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":20,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy|Superhero|Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"genres\":\"Family|Drama\",\"year\":1994},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"genres\":\"Superhero|Fantasy|Family|Growing up\",\"year\":2002},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"genres\":\"Comedy|Drama\",\"year\":2003},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"genres\":\"Drama|History|Family|Romance\",\"year\":1997},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"genres\":\"Animation|Family\",\"year\":2006},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"genres\":\"Animation|Family\",\"year\":1995},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"genres\":\"Fantasy|Superhero|Family\",\"year\":2010},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"genres\":\"Fantasy|Superhero|Family|Horror\",\"year\":2022},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"genres\":\"Horror\",\"year\":1984},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"genres\":\"Horror\",\"year\":1980},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"genres\":\"Comedy\",\"year\":2006},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"genres\":\"(no genres listed)\",\"year\":1950}]}" }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 7 }, { "cell_type": "markdown", "id": "b9396ccb", "metadata": {}, "source": [ "#### Remove lines where genre is `(no genres listed)`\n", "\n", "It's quite a simple operation again, just one more filter" ] }, { "cell_type": "code", "id": "b40766a9", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:57.192042Z", "start_time": "2025-05-27T14:20:56.897102Z" } }, "source": [ "movies\n", " .filter { year >= 1920 }\n", " .filter { genres != \"(no genres listed)\" }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily|Drama1994
aa9fc400e068443488b259ea0802a975Anthropod-DudeSuperhero|Fantasy|Family|Growing up2002
22d20c2ba11d44cab83aceea39dc00bdThe ChamberComedy|Drama2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an IcebergDrama|History|Family|Romance1997
c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
ce06175106af4105945f245161eac3c7Playthings TaleAnimation|Family1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2Fantasy|Superhero|Family2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of CrazyFantasy|Superhero|Family|Horror2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":19,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy|Superhero|Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"genres\":\"Family|Drama\",\"year\":1994},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"genres\":\"Superhero|Fantasy|Family|Growing up\",\"year\":2002},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"genres\":\"Comedy|Drama\",\"year\":2003},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"genres\":\"Drama|History|Family|Romance\",\"year\":1997},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"genres\":\"Animation|Family\",\"year\":2006},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"genres\":\"Animation|Family\",\"year\":1995},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"genres\":\"Fantasy|Superhero|Family\",\"year\":2010},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"genres\":\"Fantasy|Superhero|Family|Horror\",\"year\":2022},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"genres\":\"Horror\",\"year\":1984},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"genres\":\"Horror\",\"year\":1980},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"genres\":\"Comedy\",\"year\":2006}]}" }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 8 }, { "cell_type": "markdown", "id": "e4f82cc7", "metadata": {}, "source": [ "Or you can do everything in one filter" ] }, { "cell_type": "code", "id": "ea387005", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:57.454931Z", "start_time": "2025-05-27T14:20:57.196797Z" } }, "source": [ "movies.filter { year >= 1920 && genres != \"(no genres listed)\" }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic2014
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily|Drama1994
aa9fc400e068443488b259ea0802a975Anthropod-DudeSuperhero|Fantasy|Family|Growing up2002
22d20c2ba11d44cab83aceea39dc00bdThe ChamberComedy|Drama2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an IcebergDrama|History|Family|Romance1997
c2f3e7588da84684a7d78d6bd8d8e1f4VehiclesAnimation|Family2006
ce06175106af4105945f245161eac3c7Playthings TaleAnimation|Family1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2Fantasy|Superhero|Family2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of CrazyFantasy|Superhero|Family|Horror2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine StreetHorror1984
60ebe74947234ddcab49dea1a958faedThe ShimmeringHorror1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...Comedy2006
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":19,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy|Superhero|Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"genres\":\"Family|Drama\",\"year\":1994},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"genres\":\"Superhero|Fantasy|Family|Growing up\",\"year\":2002},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"genres\":\"Comedy|Drama\",\"year\":2003},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"genres\":\"Drama|History|Family|Romance\",\"year\":1997},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"genres\":\"Animation|Family\",\"year\":2006},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"genres\":\"Animation|Family\",\"year\":1995},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"genres\":\"Fantasy|Superhero|Family\",\"year\":2010},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"genres\":\"Fantasy|Superhero|Family|Horror\",\"year\":2022},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"genres\":\"Horror\",\"year\":1984},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"genres\":\"Horror\",\"year\":1980},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"genres\":\"Comedy\",\"year\":2006}]}" }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 9 }, { "cell_type": "markdown", "id": "98b6251c", "metadata": {}, "source": [ "#### Split genres by the \"`|`\" symbol\n", "\n", "Here we meet the next exciting concept of KotlinDF: built-in column operations.\n", "Most of them can be called right on a dataframe!\n", "One of them is the `split` operation." ] }, { "cell_type": "code", "id": "a9010baa", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:57.900212Z", "start_time": "2025-05-27T14:20:57.461309Z" } }, "source": [ "movies\n", " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", " .split { genres }.by(\"|\").inplace()" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in Black[Fantasy, Suspenseful, Comedy]1997
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[Comedy, Jazz, Family, Animation]2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[Fantasy, Growing up, Magic]2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[Fantasy, Magic, Suspenseful]2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[Fantasy]1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[Fantasy, Superhero, Family]2008
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[Horror, Existential]2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[Sci-fi, Futuristic]2014
9595b771f87f42a3b8dd07d91e7cb328Woods Run[Family, Drama]1994
aa9fc400e068443488b259ea0802a975Anthropod-Dude[Superhero, Fantasy, Family, Growing up]2002
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[Comedy, Drama]2003
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[Drama, History, Family, Romance]1997
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[Animation, Family]2006
ce06175106af4105945f245161eac3c7Playthings Tale[Animation, Family]1995
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[Fantasy, Superhero, Family]2010
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[Fantasy, Superhero, Family, Horror]2022
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[Horror]1984
60ebe74947234ddcab49dea1a958faedThe Shimmering[Horror]1980
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[Comedy]2006
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.List\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":19,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":[\"Fantasy\",\"Suspenseful\",\"Comedy\"],\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":[\"Comedy\",\"Jazz\",\"Family\",\"Animation\"],\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":[\"Fantasy\",\"Growing up\",\"Magic\"],\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":[\"Fantasy\",\"Magic\",\"Suspenseful\"],\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":[\"Fantasy\"],\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":[\"Fantasy\",\"Superhero\",\"Family\"],\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":[\"Horror\",\"Existential\"],\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":[\"Sci-fi\",\"Futuristic\"],\"year\":2014},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"genres\":[\"Family\",\"Drama\"],\"year\":1994},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"genres\":[\"Superhero\",\"Fantasy\",\"Family\",\"Growing up\"],\"year\":2002},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"genres\":[\"Comedy\",\"Drama\"],\"year\":2003},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"genres\":[\"Drama\",\"History\",\"Family\",\"Romance\"],\"year\":1997},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"genres\":[\"Animation\",\"Family\"],\"year\":2006},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"genres\":[\"Animation\",\"Family\"],\"year\":1995},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"genres\":[\"Fantasy\",\"Superhero\",\"Family\"],\"year\":2010},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"genres\":[\"Fantasy\",\"Superhero\",\"Family\",\"Horror\"],\"year\":2022},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"genres\":[\"Horror\"],\"year\":1984},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"genres\":[\"Horror\"],\"year\":1980},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"genres\":[\"Comedy\"],\"year\":2006}]}" }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 10 }, { "cell_type": "markdown", "id": "eee011ae", "metadata": {}, "source": [ "_NB: the whole `split` operation is type-safe. We cannot call other operations on DF until we will finish splitting._\n", "\n", "`inplace` here means that we want to replace current `genres` column with new content: string -> list of strings." ] }, { "cell_type": "markdown", "id": "5e565279", "metadata": {}, "source": [ "#### Convert each row with multiple genres into multiple rows having a single genre each\n", "\n", "There is a special function right for this task: `explode`!\n", "And again, despite it being an operation on a column, we can call it on a DF by selecting which columns to explode." ] }, { "cell_type": "code", "id": "92cba457", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:58.275907Z", "start_time": "2025-05-27T14:20:57.906111Z" } }, "source": [ "movies\n", " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", " .split { genres }.by(\"|\").inplace()\n", " .explode { genres }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":47,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Suspenseful\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Jazz\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Family\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Growing up\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Superhero\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror\",\"year\":2014},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi\",\"year\":2014}]}" }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 11 }, { "cell_type": "markdown", "id": "fba59f32", "metadata": {}, "source": [ "To make it even easier, we can immediately split the column into lines." ] }, { "cell_type": "code", "id": "744c8f49", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:58.564989Z", "start_time": "2025-05-27T14:20:58.281609Z" } }, "source": [ "movies\n", " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", " .split { genres }.by(\"|\").intoRows()" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":47,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Suspenseful\",\"year\":1997},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Comedy\",\"year\":1997},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Jazz\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Family\",\"year\":2007},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Animation\",\"year\":2007},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Growing up\",\"year\":2001},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Suspenseful\",\"year\":2001},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Superhero\",\"year\":2008},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Family\",\"year\":2008},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror\",\"year\":2014},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Existential\",\"year\":2014},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi\",\"year\":2014}]}" }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 12 }, { "cell_type": "markdown", "id": "6cfb6144", "metadata": {}, "source": [ "Now the data is clean enough, analytics can start!\n", "\n", "#### Grouping\n", "\n", "The first thing we should do here is to group the data by year and genre:" ] }, { "cell_type": "code", "id": "0e7e5b3a", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:59.133144Z", "start_time": "2025-05-27T14:20:58.568486Z" } }, "source": [ "movies\n", " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", " .split { genres }.by(\"|\").intoRows()\n", " .groupBy { year and genres }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
yeargenresgroup
1997Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy1997
1997Suspenseful
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackSuspenseful1997
1997Comedy
DataFrame [1 x 4]
movieIdtitlegenresyear
9b30aff7943f44579e92c261f3adc193Women in BlackComedy1997
2007Comedy
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy2007
2007Jazz
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieJazz2007
2007Family
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieFamily2007
2007Animation
DataFrame [1 x 4]
movieIdtitlegenresyear
2a1ba1fc5caf492a80188e032995843eBumblebee MovieAnimation2007
2001Fantasy
DataFrame [2 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy2001
2001Growing up
DataFrame [1 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Growing up2001
2001Magic
DataFrame [2 x 4]
movieIdtitlegenresyear
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Magic2001
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Magic2001
2001Suspenseful
DataFrame [1 x 4]
movieIdtitlegenresyear
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Suspenseful2001
1977Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy1977
2008Fantasy
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy2008
2008Superhero
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkSuperhero2008
2008Family
DataFrame [1 x 4]
movieIdtitlegenresyear
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFamily2008
2014Horror
DataFrame [1 x 4]
movieIdtitlegenresyear
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror2014
2014Existential
DataFrame [1 x 4]
movieIdtitlegenresyear
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataExistential2014
2014Sci-fi
DataFrame [1 x 4]
movieIdtitlegenresyear
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi2014
2014Futuristic
DataFrame [1 x 4]
movieIdtitlegenresyear
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetaryFuturistic2014
1994Family
DataFrame [1 x 4]
movieIdtitlegenresyear
9595b771f87f42a3b8dd07d91e7cb328Woods RunFamily1994
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"year\",\"genres\",\"group\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"FrameColumn\"}],\"nrow\":45,\"ncol\":3},\"kotlin_dataframe\":[{\"year\":1997,\"genres\":\"Fantasy\",\"group\":{\"data\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy\",\"year\":1997}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":1997,\"genres\":\"Suspenseful\",\"group\":{\"data\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Suspenseful\",\"year\":1997}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":1997,\"genres\":\"Comedy\",\"group\":{\"data\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Comedy\",\"year\":1997}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2007,\"genres\":\"Comedy\",\"group\":{\"data\":[{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy\",\"year\":2007}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2007,\"genres\":\"Jazz\",\"group\":{\"data\":[{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Jazz\",\"year\":2007}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2007,\"genres\":\"Family\",\"group\":{\"data\":[{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Family\",\"year\":2007}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2007,\"genres\":\"Animation\",\"group\":{\"data\":[{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Animation\",\"year\":2007}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2001,\"genres\":\"Fantasy\",\"group\":{\"data\":[{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy\",\"year\":2001}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":2}}},{\"year\":2001,\"genres\":\"Growing up\",\"group\":{\"data\":[{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Growing up\",\"year\":2001}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2001,\"genres\":\"Magic\",\"group\":{\"data\":[{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Magic\",\"year\":2001},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Magic\",\"year\":2001}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":2}}},{\"year\":2001,\"genres\":\"Suspenseful\",\"group\":{\"data\":[{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Suspenseful\",\"year\":2001}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":1977,\"genres\":\"Fantasy\",\"group\":{\"data\":[{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2008,\"genres\":\"Fantasy\",\"group\":{\"data\":[{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy\",\"year\":2008}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2008,\"genres\":\"Superhero\",\"group\":{\"data\":[{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Superhero\",\"year\":2008}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2008,\"genres\":\"Family\",\"group\":{\"data\":[{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Family\",\"year\":2008}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2014,\"genres\":\"Horror\",\"group\":{\"data\":[{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror\",\"year\":2014}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2014,\"genres\":\"Existential\",\"group\":{\"data\":[{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Existential\",\"year\":2014}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2014,\"genres\":\"Sci-fi\",\"group\":{\"data\":[{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi\",\"year\":2014}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":2014,\"genres\":\"Futuristic\",\"group\":{\"data\":[{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Futuristic\",\"year\":2014}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}},{\"year\":1994,\"genres\":\"Family\",\"group\":{\"data\":[{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"genres\":\"Family\",\"year\":1994}],\"metadata\":{\"kind\":\"FrameColumn\",\"columns\":[\"movieId\",\"title\",\"genres\",\"year\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"ncol\":4,\"nrow\":1}}}]}" }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 13 }, { "cell_type": "markdown", "id": "e155a45b", "metadata": {}, "source": [ "_Several interesting observations here_\n", "\n", "1. We have a synthetic column called `group` here that contains dataframes inside. This means that DataFrames here are first-class citizens. DFs can contain other DFs up to infinite depth!\n", "2. The returned type from previous is of type `GroupBy`, which allows us to perform special *aggregation* operations\n", "\n", "#### Counting movies in groups" ] }, { "cell_type": "code", "id": "99826ece", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:20:59.830212Z", "start_time": "2025-05-27T14:20:59.138314Z" } }, "source": [ "movies\n", " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", " .split { genres }.by(\"|\").intoRows()\n", " .groupBy { year and genres }.count()\n", " .sortBy { it[\"count\"].desc() }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
yeargenrescount
2001Fantasy2
2001Magic2
1997Fantasy1
1997Suspenseful1
1997Comedy1
2007Comedy1
2007Jazz1
2007Family1
2007Animation1
2001Growing up1
2001Suspenseful1
1977Fantasy1
2008Fantasy1
2008Superhero1
2008Family1
2014Horror1
2014Existential1
2014Sci-fi1
2014Futuristic1
1994Family1
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"year\",\"genres\",\"count\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":45,\"ncol\":3},\"kotlin_dataframe\":[{\"year\":2001,\"genres\":\"Fantasy\",\"count\":2},{\"year\":2001,\"genres\":\"Magic\",\"count\":2},{\"year\":1997,\"genres\":\"Fantasy\",\"count\":1},{\"year\":1997,\"genres\":\"Suspenseful\",\"count\":1},{\"year\":1997,\"genres\":\"Comedy\",\"count\":1},{\"year\":2007,\"genres\":\"Comedy\",\"count\":1},{\"year\":2007,\"genres\":\"Jazz\",\"count\":1},{\"year\":2007,\"genres\":\"Family\",\"count\":1},{\"year\":2007,\"genres\":\"Animation\",\"count\":1},{\"year\":2001,\"genres\":\"Growing up\",\"count\":1},{\"year\":2001,\"genres\":\"Suspenseful\",\"count\":1},{\"year\":1977,\"genres\":\"Fantasy\",\"count\":1},{\"year\":2008,\"genres\":\"Fantasy\",\"count\":1},{\"year\":2008,\"genres\":\"Superhero\",\"count\":1},{\"year\":2008,\"genres\":\"Family\",\"count\":1},{\"year\":2014,\"genres\":\"Horror\",\"count\":1},{\"year\":2014,\"genres\":\"Existential\",\"count\":1},{\"year\":2014,\"genres\":\"Sci-fi\",\"count\":1},{\"year\":2014,\"genres\":\"Futuristic\",\"count\":1},{\"year\":1994,\"genres\":\"Family\",\"count\":1}]}" }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 14 }, { "cell_type": "markdown", "id": "a1bd1f06", "metadata": {}, "source": [ "Let's visualize this data and we'll see\n", "\n", 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)\n", "In other notebooks, you will learn how to build visualizations like these using Kandy!" ] }, { "cell_type": "markdown", "id": "171dddcc", "metadata": {}, "source": "An alternative way to visualize the data is to build a pivot table. The principle is basically the same." }, { "cell_type": "code", "id": "21e73488", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:00.382384Z", "start_time": "2025-05-27T14:20:59.834426Z" } }, "source": [ "movies\n", " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", " .split { genres }.by(\"|\").intoRows()\n", " .sortBy { year and genres }\n", " .groupBy { year }.pivot { genres }.count()" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
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up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\",\"columns\":[\"Fantasy\",\"Horror\",\"Drama\",\"Family\",\"Animation\",\"Comedy\",\"History\",\"Romance\",\"Suspenseful\",\"Growing up\",\"Magic\",\"Superhero\",\"Jazz\",\"Existential\",\"Futuristic\",\"Sci-fi\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}]}}}]}" }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 15 }, { "cell_type": "markdown", "id": "9f298812", "metadata": {}, "source": "`pivot { genres }.count()` can be replaced with a shortcut operation: `pivotCounts { genres }`" }, { "cell_type": "code", "id": "50cbf68b", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:00.876869Z", "start_time": "2025-05-27T14:21:00.386655Z" } }, "source": [ "movies\n", " .filter { year >= 1920 && genres != \"(no genres listed)\" }\n", " .split { genres }.by(\"|\").intoRows()\n", " .sortBy { year and genres }\n", " .groupBy { year }.pivotCounts { genres }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
yeargenres
FantasyHorrorDramaFamilyAnimationComedyHistoryRomanceSuspensefulGrowing upMagicSuperheroJazzExistentialFuturisticSci-fi
19771000000000000000
19800100000000000000
19840100000000000000
19940011000000000000
19950001100000000000
19971011011110000000
20012000000011200000
20021001000001010000
20030010010000000000
20060001110000000000
20070001110000001000
20081001000000010000
20101001000000010000
20140100000000000111
20221101000000010000
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up\":0,\"Magic\":0,\"Superhero\":1,\"Jazz\":0,\"Existential\":0,\"Futuristic\":0,\"Sci-fi\":0},\"metadata\":{\"kind\":\"ColumnGroup\",\"columns\":[\"Fantasy\",\"Horror\",\"Drama\",\"Family\",\"Animation\",\"Comedy\",\"History\",\"Romance\",\"Suspenseful\",\"Growing up\",\"Magic\",\"Superhero\",\"Jazz\",\"Existential\",\"Futuristic\",\"Sci-fi\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}]}}}]}" }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 16 }, { "cell_type": "markdown", "id": "c612a76f", "metadata": {}, "source": [ "Drama has been the most popular all these years! I was a bit shocked when I discovered it.\n", "\n", "Now let's move to the next part.\n", "\n", "### Find the most tagged movie\n", "\n", "Now you're familiar with the basics, we can skip several things, but here is what we're going to do:\n", "\n", "1. Read tags\n", "2. Join movies with tags\n", "3. Group by movie id\n", "4. Aggregate all tags into a set (to remove duplicates, if any)\n", "5. Get 10 top-tagged movies\n", "6. ???\n", "7. PROFIT\n", "\n", "First, let's read tags' data and explore its schema." ] }, { "cell_type": "code", "id": "77d58a44085dd8e3", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:26:52.443812Z", "start_time": "2025-05-27T14:26:52.279869Z" } }, "source": [ "val tags = DataFrame.read(\"../../../idea-examples/movies/src/main/resources/tags.csv\")\n", "tags" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
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202a1ba1fc5caf492a80188e032995843ebah1155082282
84f24327f2b05147b197ca34bf13ae3524documentary1549387432
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"userId\",\"movieId\",\"tag\",\"timestamp\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":38,\"ncol\":4},\"kotlin_dataframe\":[{\"userId\":3,\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"tag\":\"classic\",\"timestamp\":1439472355},{\"userId\":3,\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"tag\":\"sci-fi\",\"timestamp\":1439472256},{\"userId\":4,\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"tag\":\"dark comedy\",\"timestamp\":1573943598},{\"userId\":4,\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"tag\":\"great dialogue\",\"timestamp\":1573943604},{\"userId\":4,\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"tag\":\"so bad it's good\",\"timestamp\":1573943455},{\"userId\":4,\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"tag\":\"tense\",\"timestamp\":1573943077},{\"userId\":4,\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"tag\":\"artificial intelligence\",\"timestamp\":1573942979},{\"userId\":4,\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"tag\":\"philosophical\",\"timestamp\":1573943033},{\"userId\":4,\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"tag\":\"tense\",\"timestamp\":1573943042},{\"userId\":4,\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"tag\":\"so bad it's good\",\"timestamp\":1573942965},{\"userId\":4,\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"tag\":\"cliche\",\"timestamp\":1573943721},{\"userId\":4,\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"tag\":\"musical\",\"timestamp\":1573943714},{\"userId\":4,\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"tag\":\"horror\",\"timestamp\":1573945163},{\"userId\":4,\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"tag\":\"unpredictable\",\"timestamp\":1573945171},{\"userId\":19,\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"tag\":\"Oscar (Best Supporting Actress)\",\"timestamp\":1446909853},{\"userId\":19,\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"tag\":\"adventure\",\"timestamp\":1445286141},{\"userId\":19,\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"tag\":\"fantasy\",\"timestamp\":1445286144},{\"userId\":19,\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"tag\":\"post-apocalyptic\",\"timestamp\":1445286136},{\"userId\":20,\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"tag\":\"bah\",\"timestamp\":1155082282},{\"userId\":84,\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"tag\":\"documentary\",\"timestamp\":1549387432}]}" }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 25 }, { "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:26:59.200830Z", "start_time": "2025-05-27T14:26:59.152566Z" } }, "cell_type": "code", "source": "tags.schema()", "id": "8c4bde5b", "outputs": [ { "data": { "text/plain": [ "userId: Int\n", "movieId: String\n", "tag: String\n", "timestamp: Int" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 26 }, { "cell_type": "markdown", "id": "a8e7c9f3", "metadata": {}, "source": [ "Nothing too shocking here.\n", "We get `tag`, `userId`, `movieId`, and `timestamp`.\n", "We're not interested in `userId` and `timestamp` this time. Instead, we should join on `movieId`." ] }, { "cell_type": "code", "id": "81769f72", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:02.041238Z", "start_time": "2025-05-27T14:21:01.512756Z" } }, "source": [ "val moviesWithTags = movies.leftJoin(tags) { movieId }\n", "moviesWithTags" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitlegenresyearuserIdtagtimestamp
9b30aff7943f44579e92c261f3adc193Women in BlackFantasy|Suspenseful|Comedy199719Oscar (Best Supporting Actress)1446909853
2a1ba1fc5caf492a80188e032995843eBumblebee MovieComedy|Jazz|Family|Animation200720bah1155082282
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic200119fantasy1445286144
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...Fantasy|Growing up|Magic200191based on book1414248543
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...Fantasy|Magic|Suspenseful200119adventure1445286141
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy19773sci-fi1439472256
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787sci-fi1522676660
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787science fiction1522676703
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel EspairFantasy197787space1522676664
eace16e59ce24eff90bf8924eb6a926cThe Outstanding BulkFantasy|Superhero|Family200887bad science1522676752
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144great dialogue1573943604
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144artificial intelligence1573942979
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential20144philosophical1573943033
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487android(s)/cyborg(s)1542309549
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487artificial intelligence1542309599
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201487philosophical issues1522676687
ae916bc4844a4bb7b42b70d9573d05cdIn AutomataHorror|Existential201491thought-provoking1415131203
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic20144tense1573943042
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic201419post-apocalyptic1445286136
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetarySci-fi|Futuristic201487sci-fi1542308464
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"genres\",\"year\",\"userId\",\"tag\",\"timestamp\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int?\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String?\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int?\"}],\"nrow\":41,\"ncol\":7},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"genres\":\"Fantasy|Suspenseful|Comedy\",\"year\":1997,\"userId\":19,\"tag\":\"Oscar (Best Supporting Actress)\",\"timestamp\":1446909853},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"genres\":\"Comedy|Jazz|Family|Animation\",\"year\":2007,\"userId\":20,\"tag\":\"bah\",\"timestamp\":1155082282},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001,\"userId\":19,\"tag\":\"fantasy\",\"timestamp\":1445286144},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"genres\":\"Fantasy|Growing up|Magic\",\"year\":2001,\"userId\":91,\"tag\":\"based on book\",\"timestamp\":1414248543},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"genres\":\"Fantasy|Magic|Suspenseful\",\"year\":2001,\"userId\":19,\"tag\":\"adventure\",\"timestamp\":1445286141},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":3,\"tag\":\"sci-fi\",\"timestamp\":1439472256},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":87,\"tag\":\"sci-fi\",\"timestamp\":1522676660},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":87,\"tag\":\"science fiction\",\"timestamp\":1522676703},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"genres\":\"Fantasy\",\"year\":1977,\"userId\":87,\"tag\":\"space\",\"timestamp\":1522676664},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"genres\":\"Fantasy|Superhero|Family\",\"year\":2008,\"userId\":87,\"tag\":\"bad science\",\"timestamp\":1522676752},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":4,\"tag\":\"great dialogue\",\"timestamp\":1573943604},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":4,\"tag\":\"artificial intelligence\",\"timestamp\":1573942979},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":4,\"tag\":\"philosophical\",\"timestamp\":1573943033},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"android(s)/cyborg(s)\",\"timestamp\":1542309549},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"artificial intelligence\",\"timestamp\":1542309599},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":87,\"tag\":\"philosophical issues\",\"timestamp\":1522676687},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"genres\":\"Horror|Existential\",\"year\":2014,\"userId\":91,\"tag\":\"thought-provoking\",\"timestamp\":1415131203},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":4,\"tag\":\"tense\",\"timestamp\":1573943042},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":19,\"tag\":\"post-apocalyptic\",\"timestamp\":1445286136},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"genres\":\"Sci-fi|Futuristic\",\"year\":2014,\"userId\":87,\"tag\":\"sci-fi\",\"timestamp\":1542308464}]}" }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 18 }, { "cell_type": "markdown", "id": "19add254", "metadata": {}, "source": [ "Quite simple, right? Just like usual SQL syntax, with auto-completion in the lambda returning the JOIN predicate.\n", "\n", "Now let's group and aggregate it" ] }, { "cell_type": "code", "id": "12733c1c", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:02.324280Z", "start_time": "2025-05-27T14:21:02.046207Z" } }, "source": [ "moviesWithTags\n", " .groupBy { movieId }\n", " .aggregate {\n", " title.first() into \"title\"\n", " tag.dropNulls().toSet() into \"tags\"\n", " }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitletags
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[]
ce06175106af4105945f245161eac3c7Playthings Tale[]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[]
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"tags\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.Set\"}],\"nrow\":20,\"ncol\":3},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":\"[Oscar (Best Supporting Actress)]\"},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":\"[bah]\"},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":\"[fantasy, based on book]\"},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":\"[adventure]\"},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":\"[sci-fi, science fiction, space]\"},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":\"[bad science]\"},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":\"[great dialogue, artificial intelligence, philosophical, android(s)/cyborg(s), philosophical issues, thought-provoking]\"},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":\"[tense, post-apocalyptic, sci-fi, apocalypse, space travel, visually appealing]\"},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":\"[classic]\"},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":\"[quirky]\"},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":\"[so bad it's good]\"},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":\"[cliche, romantic]\"},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":\"[]\"},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":\"[]\"},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":\"[franchise, sci-fi, science fiction]\"},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":\"[]\"},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":\"[tense]\"},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":\"[horror]\"},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":\"[dark comedy, so bad it's good, documentary]\"},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":\"[musical, unpredictable]\"}]}" }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 19 }, { "cell_type": "markdown", "id": "5492b30c", "metadata": {}, "source": [ "Nothing new in grouping, but here we find the new syntax of aggregation. \n", "\n", "First, we **know** that when we group by `movieId`, every `movieId` will match exactly one title. This means that in every group we can select any `title`;\n", "`first()` is one of the ways to achieve this goal. Potentially the fastest one.\n", "\n", "Second, we gather all tags into one set. Notice how we work with `tag` column as if it was just a collection. Miraculous, isn't it?\n", "Of course, in reality it's not a collection, but it's an object of type `DataColumn` which allows exporting data into some collections.\n", "And on this \"collection\" we already can do any transformations we want." ] }, { "cell_type": "markdown", "id": "4af6896a", "metadata": {}, "source": [ "Some `groupBy` aggregations can be simplified with shortcut functions. We can include `title` in key columns for grouping, so that our aggregation will reduce to a collection of all unique non-null `tag` values per every group. For such simple aggregation we can replace general `aggregate` operation with `values`." ] }, { "cell_type": "code", "id": "33006264", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:02.644146Z", "start_time": "2025-05-27T14:21:02.327177Z" } }, "source": [ "moviesWithTags\n", " .groupBy { movieId and title }.values(dropNA = true, distinct = true) {\n", " tag into \"tags\"\n", " }" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitletags
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[ ]
ce06175106af4105945f245161eac3c7Playthings Tale[ ]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[ ]
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"tags\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.List\"}],\"nrow\":20,\"ncol\":3},\"kotlin_dataframe\":[{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"]},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"]},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"]},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":[\"adventure\"]},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"]},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":[\"bad science\"]},{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"]},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"]},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":[\"classic\"]},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":[\"quirky\"]},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":[\"so bad it's good\"]},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"]},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":[]},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":[]},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"]},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":[]},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":[\"tense\"]},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":[\"horror\"]},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"]},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"]}]}" }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 20 }, { "cell_type": "markdown", "id": "17c342b7", "metadata": {}, "source": "Now we should find most tagged movies. For that we should sort by the number of tags in descending order." }, { "cell_type": "code", "id": "83b17906", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:03.069616Z", "start_time": "2025-05-27T14:21:02.648280Z" } }, "source": [ "moviesWithTags\n", " .groupBy { movieId and title }.values(dropNA = true, distinct = true) { tag into \"tags\" }\n", " .sortByDesc { expr { \"tags\">().count() } }\n", " .take(10)\n" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitletags
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"tags\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.List\"}],\"nrow\":10,\"ncol\":3},\"kotlin_dataframe\":[{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"]},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"]},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"]},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"]},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"]},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"]},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"]},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"]},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"]},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"]}]}" }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 21 }, { "cell_type": "markdown", "id": "2bae07b4", "metadata": {}, "source": "OK, indeed, there are lots of tags :) Let's output the number of tags into a separate column" }, { "cell_type": "code", "id": "27c8ea28", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:03.842907Z", "start_time": "2025-05-27T14:21:03.073754Z" } }, "source": [ "val tagsPerMovie = moviesWithTags\n", " .groupBy { movieId and title }.values(dropNA = true, distinct = true) { tag into \"tags\" }\n", " .add(\"tagsCount\") {\n", " \"tags\">().count()\n", " }\n", " .sortByDesc(\"tagsCount\")\n", "tagsPerMovie" ], "outputs": [ { "data": { "text/html": [ " \n", " \n", " \n", " \n", " \n", " \n", "
movieIdtitletagstagsCount
ae916bc4844a4bb7b42b70d9573d05cdIn Automata[great dialogue, artificial intellige...6
c1f0a868aeb44c5ea8d154ec3ca295acInterplanetary[tense, post-apocalyptic, sci-fi, apo...6
6aa0d26a483148998c250b9c80ddf550Sun Conflicts: Part IV: A Novel Espair[sci-fi, science fiction, space]3
ee28d7e69103485c83e10b8055ef15fbMetal Man 2[franchise, sci-fi, science fiction]3
f24327f2b05147b197ca34bf13ae3524Krubit: Societal Teachings for Do Man...[dark comedy, so bad it's good, docum...3
f44ceb4771504342bb856d76c112d5a6Magical School Boy and the Rock of Wi...[fantasy, based on book]2
8cf4d0c1bd7b41fab6af9d92c892141fThat Thing About an Iceberg[cliche, romantic]2
2bb29b3a245e434fa80542e711fd2ceeThis is No Movie[musical, unpredictable]2
9b30aff7943f44579e92c261f3adc193Women in Black[Oscar (Best Supporting Actress)]1
2a1ba1fc5caf492a80188e032995843eBumblebee Movie[bah]1
43d02fb064514ff3bd30d1e3a7398357Master of the Jewlery: The Company of...[adventure]1
eace16e59ce24eff90bf8924eb6a926cThe Outstanding Bulk[bad science]1
9595b771f87f42a3b8dd07d91e7cb328Woods Run[classic]1
aa9fc400e068443488b259ea0802a975Anthropod-Dude[quirky]1
22d20c2ba11d44cab83aceea39dc00bdThe Chamber[so bad it's good]1
d4a325ab648a42c4a2d6f35dfabb387fBad Dream on Pine Street[tense]1
60ebe74947234ddcab49dea1a958faedThe Shimmering[horror]1
c2f3e7588da84684a7d78d6bd8d8e1f4Vehicles[ ]0
ce06175106af4105945f245161eac3c7Playthings Tale[ ]0
c32bdeed466f4ec09de828bb4b6fc649Surgeon Odd in the Omniverse of Crazy[ ]0
\n", " \n", " \n", " " ], "application/kotlindataframe+json": "{\"$version\":\"2.1.1\",\"metadata\":{\"columns\":[\"movieId\",\"title\",\"tags\",\"tagsCount\"],\"types\":[{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.String\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.collections.List\"},{\"kind\":\"ValueColumn\",\"type\":\"kotlin.Int\"}],\"nrow\":20,\"ncol\":4},\"kotlin_dataframe\":[{\"movieId\":\"ae916bc4844a4bb7b42b70d9573d05cd\",\"title\":\"In Automata\",\"tags\":[\"great dialogue\",\"artificial intelligence\",\"philosophical\",\"android(s)/cyborg(s)\",\"philosophical issues\",\"thought-provoking\"],\"tagsCount\":6},{\"movieId\":\"c1f0a868aeb44c5ea8d154ec3ca295ac\",\"title\":\"Interplanetary\",\"tags\":[\"tense\",\"post-apocalyptic\",\"sci-fi\",\"apocalypse\",\"space travel\",\"visually appealing\"],\"tagsCount\":6},{\"movieId\":\"6aa0d26a483148998c250b9c80ddf550\",\"title\":\"Sun Conflicts: Part IV: A Novel Espair\",\"tags\":[\"sci-fi\",\"science fiction\",\"space\"],\"tagsCount\":3},{\"movieId\":\"ee28d7e69103485c83e10b8055ef15fb\",\"title\":\"Metal Man 2\",\"tags\":[\"franchise\",\"sci-fi\",\"science fiction\"],\"tagsCount\":3},{\"movieId\":\"f24327f2b05147b197ca34bf13ae3524\",\"title\":\"Krubit: Societal Teachings for Do Many Good Amazing Country of Uzbekistan\",\"tags\":[\"dark comedy\",\"so bad it's good\",\"documentary\"],\"tagsCount\":3},{\"movieId\":\"f44ceb4771504342bb856d76c112d5a6\",\"title\":\"Magical School Boy and the Rock of Wise Men\",\"tags\":[\"fantasy\",\"based on book\"],\"tagsCount\":2},{\"movieId\":\"8cf4d0c1bd7b41fab6af9d92c892141f\",\"title\":\"That Thing About an Iceberg\",\"tags\":[\"cliche\",\"romantic\"],\"tagsCount\":2},{\"movieId\":\"2bb29b3a245e434fa80542e711fd2cee\",\"title\":\"This is No Movie\",\"tags\":[\"musical\",\"unpredictable\"],\"tagsCount\":2},{\"movieId\":\"9b30aff7943f44579e92c261f3adc193\",\"title\":\"Women in Black\",\"tags\":[\"Oscar (Best Supporting Actress)\"],\"tagsCount\":1},{\"movieId\":\"2a1ba1fc5caf492a80188e032995843e\",\"title\":\"Bumblebee Movie\",\"tags\":[\"bah\"],\"tagsCount\":1},{\"movieId\":\"43d02fb064514ff3bd30d1e3a7398357\",\"title\":\"Master of the Jewlery: The Company of the Jewel\",\"tags\":[\"adventure\"],\"tagsCount\":1},{\"movieId\":\"eace16e59ce24eff90bf8924eb6a926c\",\"title\":\"The Outstanding Bulk\",\"tags\":[\"bad science\"],\"tagsCount\":1},{\"movieId\":\"9595b771f87f42a3b8dd07d91e7cb328\",\"title\":\"Woods Run\",\"tags\":[\"classic\"],\"tagsCount\":1},{\"movieId\":\"aa9fc400e068443488b259ea0802a975\",\"title\":\"Anthropod-Dude\",\"tags\":[\"quirky\"],\"tagsCount\":1},{\"movieId\":\"22d20c2ba11d44cab83aceea39dc00bd\",\"title\":\"The Chamber\",\"tags\":[\"so bad it's good\"],\"tagsCount\":1},{\"movieId\":\"d4a325ab648a42c4a2d6f35dfabb387f\",\"title\":\"Bad Dream on Pine Street\",\"tags\":[\"tense\"],\"tagsCount\":1},{\"movieId\":\"60ebe74947234ddcab49dea1a958faed\",\"title\":\"The Shimmering\",\"tags\":[\"horror\"],\"tagsCount\":1},{\"movieId\":\"c2f3e7588da84684a7d78d6bd8d8e1f4\",\"title\":\"Vehicles\",\"tags\":[],\"tagsCount\":0},{\"movieId\":\"ce06175106af4105945f245161eac3c7\",\"title\":\"Playthings Tale\",\"tags\":[],\"tagsCount\":0},{\"movieId\":\"c32bdeed466f4ec09de828bb4b6fc649\",\"title\":\"Surgeon Odd in the Omniverse of Crazy\",\"tags\":[],\"tagsCount\":0}]}" }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 22 }, { "cell_type": "code", "id": "01cbbed1", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:04.042081Z", "start_time": "2025-05-27T14:21:03.850806Z" } }, "source": [ "tagsPerMovie.tagsCount.sum()" ], "outputs": [ { "data": { "text/plain": [ "36" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 23 }, { "cell_type": "code", "id": "accea0d3", "metadata": { "ExecuteTime": { "end_time": "2025-05-27T14:21:04.150335Z", "start_time": "2025-05-27T14:21:04.046709Z" } }, "source": [ "tagsPerMovie[0].tags" ], "outputs": [ { "data": { "text/plain": [ "[great dialogue, artificial intelligence, philosophical, android(s)/cyborg(s), philosophical issues, thought-provoking]" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 24 }, { "cell_type": "markdown", "id": "c309c91b", "metadata": {}, "source": [ "And yes, I should admit, some of these tags are crazy.\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Kotlin", "language": "kotlin", "name": "kotlin" }, "ktnbPluginMetadata": { "projectLibraries": [] }, "language_info": { "codemirror_mode": "text/x-kotlin", "file_extension": ".kt", "mimetype": "text/x-kotlin", "name": "kotlin", "nbconvert_exporter": "", "pygments_lexer": "kotlin", "version": "1.9.0" } }, "nbformat": 4, "nbformat_minor": 5 }