From 4edc1fbd18bf8281252e145712b0f5099cd2e86b Mon Sep 17 00:00:00 2001 From: Simon Aubury Date: Mon, 6 Feb 2023 17:44:36 +1100 Subject: [PATCH] Add notebook --- notebooks/mastodon-analysis.ipynb | 425 ++++++++++++++++++++++++++++++ 1 file changed, 425 insertions(+) create mode 100644 notebooks/mastodon-analysis.ipynb diff --git a/notebooks/mastodon-analysis.ipynb b/notebooks/mastodon-analysis.ipynb new file mode 100644 index 0000000..b8bd13e --- /dev/null +++ b/notebooks/mastodon-analysis.ipynb @@ -0,0 +1,425 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Mastodon analysis\n", + "Expected to be run in a notebook\n", + "\n", + "[DuckDB in Jupyter Notebooks](https://duckdb.org/docs/guides/python/jupyter)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "%config SqlMagic.autopandas = True\n", + "%config SqlMagic.feedback = False\n", + "%config SqlMagic.displaycon = False" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The sql extension is already loaded. To reload it, use:\n", + " %reload_ext sql\n" + ] + } + ], + "source": [ + "import duckdb\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "# Import jupysql Jupyter extension to create SQL cells\n", + "%load_ext sql" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "%sql duckdb:///:memory:\n", + "# %sql duckdb:///path/to/file.db" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data=mastodon_app_df, y=\"app\", order=mastodon_app_df.app.value_counts().iloc[:10].index)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Returning data to local variable mastodon_usage_df\n" + ] + } + ], + "source": [ + "%%sql\n", + "mastodon_usage_df << \n", + "select date_part('day', created_tz) as created_day\n", + ", date_part('hour', created_tz) as created_hour\n", + ", count(*) as num\n", + "from mastodon_raw\n", + "group by 1,2 \n", + "order by 1,2\n", + ";" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=mastodon_usage_df, x=\"created_hour\", y=\"num\")\n", + "# sns.lineplot(data=mastodon_usage_df, x=\"created_hour\", y=\"num\", hue=\"created_day\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Language usage\n", + "A wildly inaccurate investigation of language tags" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Returning data to local variable mastodon_usage_df\n" + ] + } + ], + "source": [ + "%%sql\n", + "mastodon_usage_df << \n", + "select *\n", + "from mastodon_raw\n", + ";" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(data=mastodon_usage_df, y=\"language\", order=mastodon_usage_df.language.value_counts().iloc[:20].index)" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "freq_language_list = mastodon_usage_df.language.value_counts().iloc[:5].index\n", + "mastodon_usage_df['lang_freq'] = mastodon_usage_df['language'].apply(lambda x: x if x in freq_language_list else 'other')\n", + "sns.displot(data=mastodon_usage_df[mastodon_usage_df['characters']<150], x=\"characters\", bins=5, shrink=.8, hue=\"lang_freq\")\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3.9.13 ('env': venv)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.13" + }, + "orig_nbformat": 4, + "vscode": { + "interpreter": { + "hash": "9031e1068205800656601d4369604809c22502cb495e0a99201febf8414f4b9f" + } + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}