kopia lustrzana https://github.com/saubury/mastodon-stream
1936 wiersze
266 KiB
Plaintext
1936 wiersze
266 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Mastodon analysis\n",
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"Expected to be run in a notebook\n",
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"\n",
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"[DuckDB in Jupyter Notebooks](https://duckdb.org/docs/guides/python/jupyter)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"%config SqlMagic.autopandas = True\n",
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"%config SqlMagic.feedback = False\n",
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"%config SqlMagic.displaycon = False"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"The sql extension is already loaded. To reload it, use:\n",
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" %reload_ext sql\n"
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]
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}
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],
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"source": [
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"import duckdb\n",
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"import pandas as pd\n",
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"import seaborn as sns\n",
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"\n",
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"# Import jupysql Jupyter extension to create SQL cells\n",
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"%load_ext sql\n",
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"%sql duckdb:///:memory:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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"Empty DataFrame\n",
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"Columns: []\n",
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"Index: []"
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]
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},
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%sql\n",
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"INSTALL httpfs;\n",
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"LOAD httpfs;"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
|
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>Count</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>1622149</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" Count\n",
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"0 1622149"
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]
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},
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"%%sql\n",
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"drop table if exists mastodon_toot_raw;\n",
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"drop table if exists mastodon_toot;\n",
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"drop table if exists language;\n",
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"\n",
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"CREATE TABLE language(lang_iso VARCHAR PRIMARY KEY, language_name VARCHAR);\n",
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"\n",
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"insert into language\n",
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"select *\n",
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"from read_csv('../duckdb/language.csv', AUTO_DETECT=TRUE, header=True);\n",
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"\n",
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"create table mastodon_toot_raw as\n",
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"select m_id\n",
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", created_at, ('EPOCH'::TIMESTAMP + INTERVAL (created_at::INT) seconds)::TIMESTAMPTZ as created_tz\n",
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", app\n",
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", url\n",
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", regexp_replace(regexp_replace(url, '^http[s]://', ''), '/.*$', '') as from_instance\n",
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", base_url\n",
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", language\n",
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", favourites\n",
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", username\n",
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", bot\n",
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", tags\n",
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", characters\n",
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", mastodon_text\n",
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"FROM read_parquet('../data_tmp/all_toots.parquet');\n",
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"\n",
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"create table mastodon_toot as\n",
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"select mr.*, ln.language_name\n",
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"from mastodon_toot_raw mr left outer join language ln on (mr.language = ln.lang_iso);"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# The Mastodon app landscape\n",
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"What clients are used to access mastodon instances"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 70,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Returning data to local variable mastodon_app_df\n"
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]
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}
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],
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"source": [
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"%%sql\n",
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"mastodon_app_df << \n",
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"select *\n",
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"from mastodon_toot\n",
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"where app is not null \n",
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"and app <> ''\n",
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"and bot='False'\n",
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";"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 71,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<AxesSubplot: xlabel='count', ylabel='app'>"
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]
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},
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"execution_count": 71,
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"metadata": {},
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"output_type": "execute_result"
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},
|
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{
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"data": {
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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"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": 102,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>Created day</th>\n",
|
||
" <th>Num toots</th>\n",
|
||
" <th>Num users</th>\n",
|
||
" <th>Num urls</th>\n",
|
||
" <th>Most freq non-bot</th>\n",
|
||
" <th>Most freq bot</th>\n",
|
||
" <th>Most freq host</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>2023/02/08 Wed</td>\n",
|
||
" <td>188503</td>\n",
|
||
" <td>49649</td>\n",
|
||
" <td>4372</td>\n",
|
||
" <td>gnutiez</td>\n",
|
||
" <td>cnexnews</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>2023/02/09 Thu</td>\n",
|
||
" <td>166096</td>\n",
|
||
" <td>48532</td>\n",
|
||
" <td>4227</td>\n",
|
||
" <td>worldeconomicfella</td>\n",
|
||
" <td>cnexnews</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>2023/02/10 Fri</td>\n",
|
||
" <td>207877</td>\n",
|
||
" <td>54230</td>\n",
|
||
" <td>4608</td>\n",
|
||
" <td>gnutiez</td>\n",
|
||
" <td>cnexnews</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>2023/02/11 Sat</td>\n",
|
||
" <td>213085</td>\n",
|
||
" <td>54624</td>\n",
|
||
" <td>4649</td>\n",
|
||
" <td>EwonRael</td>\n",
|
||
" <td>cnexnews</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>2023/02/12 Sun</td>\n",
|
||
" <td>201201</td>\n",
|
||
" <td>49977</td>\n",
|
||
" <td>4507</td>\n",
|
||
" <td>EwonRael</td>\n",
|
||
" <td>J1gold</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" Created day Num toots Num users Num urls Most freq non-bot \\\n",
|
||
"0 2023/02/08 Wed 188503 49649 4372 gnutiez \n",
|
||
"1 2023/02/09 Thu 166096 48532 4227 worldeconomicfella \n",
|
||
"2 2023/02/10 Fri 207877 54230 4608 gnutiez \n",
|
||
"3 2023/02/11 Sat 213085 54624 4649 EwonRael \n",
|
||
"4 2023/02/12 Sun 201201 49977 4507 EwonRael \n",
|
||
"\n",
|
||
" Most freq bot Most freq host \n",
|
||
"0 cnexnews https://mastodon.social \n",
|
||
"1 cnexnews https://mastodon.social \n",
|
||
"2 cnexnews https://mastodon.social \n",
|
||
"3 cnexnews https://mastodon.social \n",
|
||
"4 J1gold https://mastodon.social "
|
||
]
|
||
},
|
||
"execution_count": 102,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"%%sql\n",
|
||
"select strftime(created_tz, '%Y/%m/%d %a') as \"Created day\"\n",
|
||
", count(*) as \"Num toots\"\n",
|
||
", count(distinct(username)) as \"Num users\"\n",
|
||
", count(distinct(from_instance)) as \"Num urls\"\n",
|
||
", mode(case when bot='False' then username end) as \"Most freq non-bot\"\n",
|
||
", mode(case when bot='True' then username end) as \"Most freq bot\"\n",
|
||
", mode(base_url) as \"Most freq host\"\n",
|
||
"from mastodon_toot\n",
|
||
"where created_tz between TIMESTAMP '2023-02-07 13:00:00' and TIMESTAMP '2023-02-12 12:59:59' \n",
|
||
"group by 1\n",
|
||
"order by 1\n",
|
||
";"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 106,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>username</th>\n",
|
||
" <th>num_toots</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>mfioretti_en</td>\n",
|
||
" <td>50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>ToddPM</td>\n",
|
||
" <td>50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>footiebuzz</td>\n",
|
||
" <td>50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>jonn</td>\n",
|
||
" <td>50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5392</th>\n",
|
||
" <td>KydiaMusic</td>\n",
|
||
" <td>20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5393</th>\n",
|
||
" <td>alexthecamel</td>\n",
|
||
" <td>20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5394</th>\n",
|
||
" <td>shayneoneill</td>\n",
|
||
" <td>20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5395</th>\n",
|
||
" <td>nengeg</td>\n",
|
||
" <td>20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5396</th>\n",
|
||
" <td>Nezchan</td>\n",
|
||
" <td>20</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5397 rows × 2 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" username num_toots\n",
|
||
"0 mfioretti_en 50\n",
|
||
"1 ToddPM 50\n",
|
||
"2 DevinPike 50\n",
|
||
"3 footiebuzz 50\n",
|
||
"4 jonn 50\n",
|
||
"... ... ...\n",
|
||
"5392 KydiaMusic 20\n",
|
||
"5393 alexthecamel 20\n",
|
||
"5394 shayneoneill 20\n",
|
||
"5395 nengeg 20\n",
|
||
"5396 Nezchan 20\n",
|
||
"\n",
|
||
"[5397 rows x 2 columns]"
|
||
]
|
||
},
|
||
"execution_count": 106,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"%%sql\n",
|
||
"select username\n",
|
||
", count(*) as num_toots\n",
|
||
"from mastodon_toot\n",
|
||
"where language = 'en'\n",
|
||
"and bot = 'False'\n",
|
||
"group by 1 \n",
|
||
"having count(*) between 20 and 50\n",
|
||
"order by 2 desc\n",
|
||
";"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 107,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
||
"<div>\n",
|
||
"<style scoped>\n",
|
||
" .dataframe tbody tr th:only-of-type {\n",
|
||
" vertical-align: middle;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe tbody tr th {\n",
|
||
" vertical-align: top;\n",
|
||
" }\n",
|
||
"\n",
|
||
" .dataframe thead th {\n",
|
||
" text-align: right;\n",
|
||
" }\n",
|
||
"</style>\n",
|
||
"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>m_id</th>\n",
|
||
" <th>created_at</th>\n",
|
||
" <th>created_tz</th>\n",
|
||
" <th>app</th>\n",
|
||
" <th>url</th>\n",
|
||
" <th>from_instance</th>\n",
|
||
" <th>base_url</th>\n",
|
||
" <th>language</th>\n",
|
||
" <th>favourites</th>\n",
|
||
" <th>username</th>\n",
|
||
" <th>bot</th>\n",
|
||
" <th>tags</th>\n",
|
||
" <th>characters</th>\n",
|
||
" <th>mastodon_text</th>\n",
|
||
" <th>language_name</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>109843918895278067</td>\n",
|
||
" <td>1676085188</td>\n",
|
||
" <td>2023-02-11 03:13:08</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843918806...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>220</td>\n",
|
||
" <td>I repeat: Felissa Rose is a goddamned national...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>109843857334524114</td>\n",
|
||
" <td>1676084249</td>\n",
|
||
" <td>2023-02-11 02:57:29</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843857203...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>136</td>\n",
|
||
" <td>This mall manager is an absolute spokesperson ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>109837981162695222</td>\n",
|
||
" <td>1675994589</td>\n",
|
||
" <td>2023-02-10 02:03:09</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109837980957...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>234</td>\n",
|
||
" <td>Had a hunch, so I threw in SLAP SHOT (1977). A...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>109843822952323390</td>\n",
|
||
" <td>1676083724</td>\n",
|
||
" <td>2023-02-11 02:48:44</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843822847...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>134</td>\n",
|
||
" <td>The more bourbon I drink, the more “natural” t...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>109843939306558669</td>\n",
|
||
" <td>1676085499</td>\n",
|
||
" <td>2023-02-11 03:18:19</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843939278...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>89</td>\n",
|
||
" <td>“Why do you do this?” #TheLastDriveIn #MutantF...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>109843924911540418</td>\n",
|
||
" <td>1676085280</td>\n",
|
||
" <td>2023-02-11 03:14:40</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843924885...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>132</td>\n",
|
||
" <td>HOLY GOD MILLER’S OUTPOST AND CASUAL CORNER I ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>109843882627528212</td>\n",
|
||
" <td>1676084635</td>\n",
|
||
" <td>2023-02-11 03:03:55</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843882545...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>133</td>\n",
|
||
" <td>HOLY GOD MILLER’S CROSSONG AND CASUAL CORNER I...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>109852668169351867</td>\n",
|
||
" <td>1676218692</td>\n",
|
||
" <td>2023-02-12 16:18:12</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109852668105...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>239</td>\n",
|
||
" <td>It’s 2023, and “trunk rattle” is still a thing...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>109849180746062567</td>\n",
|
||
" <td>1676165478</td>\n",
|
||
" <td>2023-02-12 01:31:18</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109849180717...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>4</td>\n",
|
||
" <td>149</td>\n",
|
||
" <td>Question for the peanut gallery:Do any of you ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>109843780616124776</td>\n",
|
||
" <td>1676083078</td>\n",
|
||
" <td>2023-02-11 02:37:58</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843780587...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>95</td>\n",
|
||
" <td>BRENNAN LAYING DOWN THE LAW #TheLastDriveIn @D...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>109843789065279130</td>\n",
|
||
" <td>1676083207</td>\n",
|
||
" <td>2023-02-11 02:40:07</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843789037...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>132</td>\n",
|
||
" <td>Wet Seal sold surf clothes, swim gear, Et Al. ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>109838740900536189</td>\n",
|
||
" <td>1676006178</td>\n",
|
||
" <td>2023-02-10 05:16:18</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109838740833...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>122</td>\n",
|
||
" <td>Only I could pull a tricep muscle playing Beat...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>109844064575074075</td>\n",
|
||
" <td>1676087426</td>\n",
|
||
" <td>2023-02-11 03:50:26</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844064351...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>125</td>\n",
|
||
" <td>Am … am I supposed to be cheering for Eric in ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>109844126527474772</td>\n",
|
||
" <td>1676088356</td>\n",
|
||
" <td>2023-02-11 04:05:56</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844126214...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>135</td>\n",
|
||
" <td>“LEMME SHOW YA SOMETHIN!” Sweet Jebus - Eric i...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>109844155543921638</td>\n",
|
||
" <td>1676088799</td>\n",
|
||
" <td>2023-02-11 04:13:19</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844155420...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>196</td>\n",
|
||
" <td>THE MIRACLE AT MORGAN’S CREEK is one of the fi...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>109842141171569893</td>\n",
|
||
" <td>1676058063</td>\n",
|
||
" <td>2023-02-10 19:41:03</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109842140697...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>5</td>\n",
|
||
" <td>78</td>\n",
|
||
" <td>ALWAYS. JUDGING.#Kieran #CatsOfMastodon #Weigi...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>109843885257037828</td>\n",
|
||
" <td>1676084675</td>\n",
|
||
" <td>2023-02-11 03:04:35</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843885226...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>133</td>\n",
|
||
" <td>HOLY GOD MILLER’S CROSSING AND CASUAL CORNER I...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>109843955334784089</td>\n",
|
||
" <td>1676085744</td>\n",
|
||
" <td>2023-02-11 03:22:24</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843955302...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>132</td>\n",
|
||
" <td>Vic Damone wouldn’t sell the mall manager’s ki...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>109843784576355027</td>\n",
|
||
" <td>1676083144</td>\n",
|
||
" <td>2023-02-11 02:39:04</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843784541...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>95</td>\n",
|
||
" <td>BRENNAN LAYING DOWN THE LAW #TheLastDriveIn #M...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>109843869663793697</td>\n",
|
||
" <td>1676084439</td>\n",
|
||
" <td>2023-02-11 03:00:39</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843869390...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>169</td>\n",
|
||
" <td>Mitzi Shore loved this kid. Absolutely loved h...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>109844213634136843</td>\n",
|
||
" <td>1676089685</td>\n",
|
||
" <td>2023-02-11 04:28:05</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844213600...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>206</td>\n",
|
||
" <td>“Please evacuate the mall.”THEY’RE NOT ALREADY...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>109843804674934283</td>\n",
|
||
" <td>1676083449</td>\n",
|
||
" <td>2023-02-11 02:44:09</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843804295...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>111</td>\n",
|
||
" <td>Ahhhh, that time-honored acronym of FADCIG. #T...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>109843965641331385</td>\n",
|
||
" <td>1676085901</td>\n",
|
||
" <td>2023-02-11 03:25:01</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843965610...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>168</td>\n",
|
||
" <td>I’ve never seen this film before, but maybe th...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>109843513839277352</td>\n",
|
||
" <td>1676079008</td>\n",
|
||
" <td>2023-02-11 01:30:08</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843513700...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>137</td>\n",
|
||
" <td>Okay, #MutantFam… did anyone else’s countdown ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>109843798448954421</td>\n",
|
||
" <td>1676083350</td>\n",
|
||
" <td>2023-02-11 02:42:30</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843798409...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>149</td>\n",
|
||
" <td>Anyone want to lay odds that no one at the She...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>109836651227712963</td>\n",
|
||
" <td>1675974293</td>\n",
|
||
" <td>2023-02-09 20:24:53</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109836650982...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>1</td>\n",
|
||
" <td>451</td>\n",
|
||
" <td>In July 2000, a concert benefiting the Nordoff...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>109843809586241822</td>\n",
|
||
" <td>1676083520</td>\n",
|
||
" <td>2023-02-11 02:45:20</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843809393...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>151</td>\n",
|
||
" <td>True story: I married a lesbian condom shop ma...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>109844141546032249</td>\n",
|
||
" <td>1676088585</td>\n",
|
||
" <td>2023-02-11 04:09:45</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844141508...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>194</td>\n",
|
||
" <td>I would give my eye teeth to have John Brennan...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>109844157403467782</td>\n",
|
||
" <td>1676088827</td>\n",
|
||
" <td>2023-02-11 04:13:47</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844157364...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>196</td>\n",
|
||
" <td>THE MIRACLE AT MORGAN’S CREEK is one of the fi...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>109844215405255145</td>\n",
|
||
" <td>1676089712</td>\n",
|
||
" <td>2023-02-11 04:28:32</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844215375...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>206</td>\n",
|
||
" <td>“Please evacuate the mall.”THEY’RE NOT ALREADY...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>30</th>\n",
|
||
" <td>109844119255598090</td>\n",
|
||
" <td>1676088251</td>\n",
|
||
" <td>2023-02-11 04:04:11</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844119216...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>152</td>\n",
|
||
" <td>I could have happily gone the rest of my life ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>31</th>\n",
|
||
" <td>109844190548739240</td>\n",
|
||
" <td>1676089333</td>\n",
|
||
" <td>2023-02-11 04:22:13</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844190503...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>115</td>\n",
|
||
" <td>Uh-oh. Fire. I smell some synchronicity, here....</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>32</th>\n",
|
||
" <td>109849178483082445</td>\n",
|
||
" <td>1676165443</td>\n",
|
||
" <td>2023-02-12 01:30:43</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109849178417...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>142</td>\n",
|
||
" <td>Question for the peanut gallery:Do any of you ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>33</th>\n",
|
||
" <td>109843782391978159</td>\n",
|
||
" <td>1676083105</td>\n",
|
||
" <td>2023-02-11 02:38:25</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843782358...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>95</td>\n",
|
||
" <td>BRENNAN LAYING DOWN THE LAW #TheLastDriveIn @D...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>34</th>\n",
|
||
" <td>109831231994562631</td>\n",
|
||
" <td>1675891604</td>\n",
|
||
" <td>2023-02-08 21:26:44</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109831231032...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>2</td>\n",
|
||
" <td>200</td>\n",
|
||
" <td>A question for those who have lived in both #D...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>35</th>\n",
|
||
" <td>109844109705602057</td>\n",
|
||
" <td>1676088099</td>\n",
|
||
" <td>2023-02-11 04:01:39</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844109663...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>147</td>\n",
|
||
" <td>Did the fire burn Eric’s vocal cords? Or does ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>36</th>\n",
|
||
" <td>109843986053237242</td>\n",
|
||
" <td>1676086213</td>\n",
|
||
" <td>2023-02-11 03:30:13</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843986010...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>154</td>\n",
|
||
" <td>It’s so easy to dig in to people’s graves to c...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>37</th>\n",
|
||
" <td>109844004046301735</td>\n",
|
||
" <td>1676086487</td>\n",
|
||
" <td>2023-02-11 03:34:47</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844004006...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>95</td>\n",
|
||
" <td>ONE HUNDRED FORTY TV FILMS! #TheLastDriveIn #M...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>38</th>\n",
|
||
" <td>109843990484515953</td>\n",
|
||
" <td>1676086281</td>\n",
|
||
" <td>2023-02-11 03:31:21</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843990327...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>107</td>\n",
|
||
" <td>FAST & FURIOUS ZERO: SHERMAN OAKS DRIFT #TheLa...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>39</th>\n",
|
||
" <td>109843970543500845</td>\n",
|
||
" <td>1676085976</td>\n",
|
||
" <td>2023-02-11 03:26:16</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843970495...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>196</td>\n",
|
||
" <td>There’s something really off-putting about Pet...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>40</th>\n",
|
||
" <td>109843728401832158</td>\n",
|
||
" <td>1676082281</td>\n",
|
||
" <td>2023-02-11 02:24:41</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843728370...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>156</td>\n",
|
||
" <td>Is there EVER a killer’s POV that isn’t shot w...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>41</th>\n",
|
||
" <td>109830750831110350</td>\n",
|
||
" <td>1675884260</td>\n",
|
||
" <td>2023-02-08 19:24:20</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109830750413...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>300</td>\n",
|
||
" <td>Last night, I had my first ketamine infusion t...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>42</th>\n",
|
||
" <td>109843766726475578</td>\n",
|
||
" <td>1676082866</td>\n",
|
||
" <td>2023-02-11 02:34:26</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843766682...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>121</td>\n",
|
||
" <td>This guard makes Paul Blart look like Harry Ca...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>43</th>\n",
|
||
" <td>109843733885190483</td>\n",
|
||
" <td>1676082365</td>\n",
|
||
" <td>2023-02-11 02:26:05</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843733838...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>106</td>\n",
|
||
" <td>Pre-Weasel Pauly Shore. Still grating. #TheLas...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>44</th>\n",
|
||
" <td>109844206268424330</td>\n",
|
||
" <td>1676089573</td>\n",
|
||
" <td>2023-02-11 04:26:13</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844206225...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>174</td>\n",
|
||
" <td>… and if she had bigger shoulder pads, Eric wo...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>45</th>\n",
|
||
" <td>109844231932032045</td>\n",
|
||
" <td>1676089965</td>\n",
|
||
" <td>2023-02-11 04:32:45</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844231903...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>258</td>\n",
|
||
" <td>How DARE they not let Eric’s eye open suddenly...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>46</th>\n",
|
||
" <td>109852843057555643</td>\n",
|
||
" <td>1676221375</td>\n",
|
||
" <td>2023-02-12 17:02:55</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109852842878...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>7</td>\n",
|
||
" <td>280</td>\n",
|
||
" <td>I have no real interest in either #SuperbowlLV...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>47</th>\n",
|
||
" <td>109844169259377263</td>\n",
|
||
" <td>1676089009</td>\n",
|
||
" <td>2023-02-11 04:16:49</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844169217...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>237</td>\n",
|
||
" <td>The Britney Spears / Jason Alexander marriage ...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>48</th>\n",
|
||
" <td>109844197568076260</td>\n",
|
||
" <td>1676089440</td>\n",
|
||
" <td>2023-02-11 04:24:00</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109844197533...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>133</td>\n",
|
||
" <td>“You get sequins or shoulder pads, Morgan. You...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>49</th>\n",
|
||
" <td>109843759304647992</td>\n",
|
||
" <td>1676082753</td>\n",
|
||
" <td>2023-02-11 02:32:33</td>\n",
|
||
" <td></td>\n",
|
||
" <td>https://mastodon.world/@DevinPike/109843759227...</td>\n",
|
||
" <td>mastodon.world</td>\n",
|
||
" <td>https://mastodon.social</td>\n",
|
||
" <td>en</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>DevinPike</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>3</td>\n",
|
||
" <td>237</td>\n",
|
||
" <td>Ahhhhhh, the changing booths with zero privacy...</td>\n",
|
||
" <td>English</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
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||
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||
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|
||
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||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
"49 109843759304647992 1676082753 2023-02-11 02:32:33 \n",
|
||
"\n",
|
||
" url from_instance \\\n",
|
||
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|
||
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|
||
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|
||
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||
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|
||
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|
||
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|
||
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|
||
"8 https://mastodon.world/@DevinPike/109849180717... mastodon.world \n",
|
||
"9 https://mastodon.world/@DevinPike/109843780587... mastodon.world \n",
|
||
"10 https://mastodon.world/@DevinPike/109843789037... mastodon.world \n",
|
||
"11 https://mastodon.world/@DevinPike/109838740833... mastodon.world \n",
|
||
"12 https://mastodon.world/@DevinPike/109844064351... mastodon.world \n",
|
||
"13 https://mastodon.world/@DevinPike/109844126214... mastodon.world \n",
|
||
"14 https://mastodon.world/@DevinPike/109844155420... mastodon.world \n",
|
||
"15 https://mastodon.world/@DevinPike/109842140697... mastodon.world \n",
|
||
"16 https://mastodon.world/@DevinPike/109843885226... mastodon.world \n",
|
||
"17 https://mastodon.world/@DevinPike/109843955302... mastodon.world \n",
|
||
"18 https://mastodon.world/@DevinPike/109843784541... mastodon.world \n",
|
||
"19 https://mastodon.world/@DevinPike/109843869390... mastodon.world \n",
|
||
"20 https://mastodon.world/@DevinPike/109844213600... mastodon.world \n",
|
||
"21 https://mastodon.world/@DevinPike/109843804295... mastodon.world \n",
|
||
"22 https://mastodon.world/@DevinPike/109843965610... mastodon.world \n",
|
||
"23 https://mastodon.world/@DevinPike/109843513700... mastodon.world \n",
|
||
"24 https://mastodon.world/@DevinPike/109843798409... mastodon.world \n",
|
||
"25 https://mastodon.world/@DevinPike/109836650982... mastodon.world \n",
|
||
"26 https://mastodon.world/@DevinPike/109843809393... mastodon.world \n",
|
||
"27 https://mastodon.world/@DevinPike/109844141508... mastodon.world \n",
|
||
"28 https://mastodon.world/@DevinPike/109844157364... mastodon.world \n",
|
||
"29 https://mastodon.world/@DevinPike/109844215375... mastodon.world \n",
|
||
"30 https://mastodon.world/@DevinPike/109844119216... mastodon.world \n",
|
||
"31 https://mastodon.world/@DevinPike/109844190503... mastodon.world \n",
|
||
"32 https://mastodon.world/@DevinPike/109849178417... mastodon.world \n",
|
||
"33 https://mastodon.world/@DevinPike/109843782358... mastodon.world \n",
|
||
"34 https://mastodon.world/@DevinPike/109831231032... mastodon.world \n",
|
||
"35 https://mastodon.world/@DevinPike/109844109663... mastodon.world \n",
|
||
"36 https://mastodon.world/@DevinPike/109843986010... mastodon.world \n",
|
||
"37 https://mastodon.world/@DevinPike/109844004006... mastodon.world \n",
|
||
"38 https://mastodon.world/@DevinPike/109843990327... mastodon.world \n",
|
||
"39 https://mastodon.world/@DevinPike/109843970495... mastodon.world \n",
|
||
"40 https://mastodon.world/@DevinPike/109843728370... mastodon.world \n",
|
||
"41 https://mastodon.world/@DevinPike/109830750413... mastodon.world \n",
|
||
"42 https://mastodon.world/@DevinPike/109843766682... mastodon.world \n",
|
||
"43 https://mastodon.world/@DevinPike/109843733838... mastodon.world \n",
|
||
"44 https://mastodon.world/@DevinPike/109844206225... mastodon.world \n",
|
||
"45 https://mastodon.world/@DevinPike/109844231903... mastodon.world \n",
|
||
"46 https://mastodon.world/@DevinPike/109852842878... mastodon.world \n",
|
||
"47 https://mastodon.world/@DevinPike/109844169217... mastodon.world \n",
|
||
"48 https://mastodon.world/@DevinPike/109844197533... mastodon.world \n",
|
||
"49 https://mastodon.world/@DevinPike/109843759227... mastodon.world \n",
|
||
"\n",
|
||
" base_url language favourites username bot tags \\\n",
|
||
"0 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"1 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"2 https://mastodon.social en 0 DevinPike False 1 \n",
|
||
"3 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"4 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"5 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"6 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"7 https://mastodon.social en 0 DevinPike False 0 \n",
|
||
"8 https://mastodon.social en 0 DevinPike False 4 \n",
|
||
"9 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"10 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"11 https://mastodon.social en 0 DevinPike False 5 \n",
|
||
"12 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"13 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"14 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"15 https://mastodon.social en 0 DevinPike False 5 \n",
|
||
"16 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"17 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"18 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"19 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"20 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"21 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"22 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"23 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"24 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"25 https://mastodon.social en 0 DevinPike False 1 \n",
|
||
"26 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"27 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"28 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"29 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"30 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"31 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"32 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"33 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"34 https://mastodon.social en 0 DevinPike False 2 \n",
|
||
"35 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"36 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"37 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"38 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"39 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"40 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"41 https://mastodon.social en 0 DevinPike False 0 \n",
|
||
"42 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"43 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"44 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"45 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"46 https://mastodon.social en 0 DevinPike False 7 \n",
|
||
"47 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"48 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"49 https://mastodon.social en 0 DevinPike False 3 \n",
|
||
"\n",
|
||
" characters mastodon_text \\\n",
|
||
"0 220 I repeat: Felissa Rose is a goddamned national... \n",
|
||
"1 136 This mall manager is an absolute spokesperson ... \n",
|
||
"2 234 Had a hunch, so I threw in SLAP SHOT (1977). A... \n",
|
||
"3 134 The more bourbon I drink, the more “natural” t... \n",
|
||
"4 89 “Why do you do this?” #TheLastDriveIn #MutantF... \n",
|
||
"5 132 HOLY GOD MILLER’S OUTPOST AND CASUAL CORNER I ... \n",
|
||
"6 133 HOLY GOD MILLER’S CROSSONG AND CASUAL CORNER I... \n",
|
||
"7 239 It’s 2023, and “trunk rattle” is still a thing... \n",
|
||
"8 149 Question for the peanut gallery:Do any of you ... \n",
|
||
"9 95 BRENNAN LAYING DOWN THE LAW #TheLastDriveIn @D... \n",
|
||
"10 132 Wet Seal sold surf clothes, swim gear, Et Al. ... \n",
|
||
"11 122 Only I could pull a tricep muscle playing Beat... \n",
|
||
"12 125 Am … am I supposed to be cheering for Eric in ... \n",
|
||
"13 135 “LEMME SHOW YA SOMETHIN!” Sweet Jebus - Eric i... \n",
|
||
"14 196 THE MIRACLE AT MORGAN’S CREEK is one of the fi... \n",
|
||
"15 78 ALWAYS. JUDGING.#Kieran #CatsOfMastodon #Weigi... \n",
|
||
"16 133 HOLY GOD MILLER’S CROSSING AND CASUAL CORNER I... \n",
|
||
"17 132 Vic Damone wouldn’t sell the mall manager’s ki... \n",
|
||
"18 95 BRENNAN LAYING DOWN THE LAW #TheLastDriveIn #M... \n",
|
||
"19 169 Mitzi Shore loved this kid. Absolutely loved h... \n",
|
||
"20 206 “Please evacuate the mall.”THEY’RE NOT ALREADY... \n",
|
||
"21 111 Ahhhh, that time-honored acronym of FADCIG. #T... \n",
|
||
"22 168 I’ve never seen this film before, but maybe th... \n",
|
||
"23 137 Okay, #MutantFam… did anyone else’s countdown ... \n",
|
||
"24 149 Anyone want to lay odds that no one at the She... \n",
|
||
"25 451 In July 2000, a concert benefiting the Nordoff... \n",
|
||
"26 151 True story: I married a lesbian condom shop ma... \n",
|
||
"27 194 I would give my eye teeth to have John Brennan... \n",
|
||
"28 196 THE MIRACLE AT MORGAN’S CREEK is one of the fi... \n",
|
||
"29 206 “Please evacuate the mall.”THEY’RE NOT ALREADY... \n",
|
||
"30 152 I could have happily gone the rest of my life ... \n",
|
||
"31 115 Uh-oh. Fire. I smell some synchronicity, here.... \n",
|
||
"32 142 Question for the peanut gallery:Do any of you ... \n",
|
||
"33 95 BRENNAN LAYING DOWN THE LAW #TheLastDriveIn @D... \n",
|
||
"34 200 A question for those who have lived in both #D... \n",
|
||
"35 147 Did the fire burn Eric’s vocal cords? Or does ... \n",
|
||
"36 154 It’s so easy to dig in to people’s graves to c... \n",
|
||
"37 95 ONE HUNDRED FORTY TV FILMS! #TheLastDriveIn #M... \n",
|
||
"38 107 FAST & FURIOUS ZERO: SHERMAN OAKS DRIFT #TheLa... \n",
|
||
"39 196 There’s something really off-putting about Pet... \n",
|
||
"40 156 Is there EVER a killer’s POV that isn’t shot w... \n",
|
||
"41 300 Last night, I had my first ketamine infusion t... \n",
|
||
"42 121 This guard makes Paul Blart look like Harry Ca... \n",
|
||
"43 106 Pre-Weasel Pauly Shore. Still grating. #TheLas... \n",
|
||
"44 174 … and if she had bigger shoulder pads, Eric wo... \n",
|
||
"45 258 How DARE they not let Eric’s eye open suddenly... \n",
|
||
"46 280 I have no real interest in either #SuperbowlLV... \n",
|
||
"47 237 The Britney Spears / Jason Alexander marriage ... \n",
|
||
"48 133 “You get sequins or shoulder pads, Morgan. You... \n",
|
||
"49 237 Ahhhhhh, the changing booths with zero privacy... \n",
|
||
"\n",
|
||
" language_name \n",
|
||
"0 English \n",
|
||
"1 English \n",
|
||
"2 English \n",
|
||
"3 English \n",
|
||
"4 English \n",
|
||
"5 English \n",
|
||
"6 English \n",
|
||
"7 English \n",
|
||
"8 English \n",
|
||
"9 English \n",
|
||
"10 English \n",
|
||
"11 English \n",
|
||
"12 English \n",
|
||
"13 English \n",
|
||
"14 English \n",
|
||
"15 English \n",
|
||
"16 English \n",
|
||
"17 English \n",
|
||
"18 English \n",
|
||
"19 English \n",
|
||
"20 English \n",
|
||
"21 English \n",
|
||
"22 English \n",
|
||
"23 English \n",
|
||
"24 English \n",
|
||
"25 English \n",
|
||
"26 English \n",
|
||
"27 English \n",
|
||
"28 English \n",
|
||
"29 English \n",
|
||
"30 English \n",
|
||
"31 English \n",
|
||
"32 English \n",
|
||
"33 English \n",
|
||
"34 English \n",
|
||
"35 English \n",
|
||
"36 English \n",
|
||
"37 English \n",
|
||
"38 English \n",
|
||
"39 English \n",
|
||
"40 English \n",
|
||
"41 English \n",
|
||
"42 English \n",
|
||
"43 English \n",
|
||
"44 English \n",
|
||
"45 English \n",
|
||
"46 English \n",
|
||
"47 English \n",
|
||
"48 English \n",
|
||
"49 English "
|
||
]
|
||
},
|
||
"execution_count": 107,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"%%sql\n",
|
||
"select *\n",
|
||
"from mastodon_toot\n",
|
||
"where username = 'DevinPike'\n",
|
||
";"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"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 strftime(created_tz, '%Y/%m/%d %a') as created_day\n",
|
||
", date_part('hour', created_tz) as created_hour\n",
|
||
", count(*) as num\n",
|
||
"from mastodon_toot\n",
|
||
"group by 1,2 \n",
|
||
"order by 1,2\n",
|
||
";"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 68,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"[<matplotlib.axis.XTick at 0x36b70b4f0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36b70b4c0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36b3c95e0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36c278a00>,\n",
|
||
" <matplotlib.axis.XTick at 0x36c278af0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36c278250>,\n",
|
||
" <matplotlib.axis.XTick at 0x36c3a7df0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36b553c40>,\n",
|
||
" <matplotlib.axis.XTick at 0x36bec98e0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36ccf6850>,\n",
|
||
" <matplotlib.axis.XTick at 0x36ccf6d60>,\n",
|
||
" <matplotlib.axis.XTick at 0x36ce97850>,\n",
|
||
" <matplotlib.axis.XTick at 0x36ce97070>,\n",
|
||
" <matplotlib.axis.XTick at 0x36ce97910>,\n",
|
||
" <matplotlib.axis.XTick at 0x36bec9850>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d015a00>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d015070>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d15fa00>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d015370>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d15f580>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d3523d0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d352bb0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d4373d0>,\n",
|
||
" <matplotlib.axis.XTick at 0x36d352850>]"
|
||
]
|
||
},
|
||
"execution_count": 68,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"# sns.lineplot(data=mastodon_usage_df, x=\"created_hour\", y=\"num\")\n",
|
||
"df = mastodon_usage_df[mastodon_usage_df['created_day'].isin(['2023/02/04 Sat', '2023/02/05 Sun', '2023/02/11 Sat', '2023/02/12 Sun'] ) ]\n",
|
||
"sns.lineplot(data=df , x=\"created_hour\", y=\"num\", hue=\"created_day\").set_xticks(range(24))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Language usage\n",
|
||
"A wildly inaccurate investigation of language tags"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"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_toot;"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot: xlabel='count', ylabel='language_name'>"
|
||
]
|
||
},
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.countplot(data=mastodon_usage_df, y=\"language_name\", order=mastodon_usage_df.language_name.value_counts().iloc[:20].index)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"Returning data to local variable mastodon_lang_df\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"%%sql\n",
|
||
"mastodon_lang_df << \n",
|
||
"select *\n",
|
||
"from mastodon_toot\n",
|
||
"where characters < 200\n",
|
||
"and language not in ('unknown');"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"<AxesSubplot: xlabel='characters', ylabel='language_name'>"
|
||
]
|
||
},
|
||
"execution_count": 26,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
},
|
||
{
|
||
"data": {
|
||
"image/png": 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",
|
||
"text/plain": [
|
||
"<Figure size 640x480 with 1 Axes>"
|
||
]
|
||
},
|
||
"metadata": {},
|
||
"output_type": "display_data"
|
||
}
|
||
],
|
||
"source": [
|
||
"sns.boxplot(data=mastodon_lang_df, x=\"characters\", y=\"language_name\", whis=100, orient=\"h\", order=mastodon_lang_df.language_name.value_counts().iloc[:20].index)\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
|
||
}
|