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mastodon-stream/notebooks/mastodon-analysis.ipynb

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{
"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": 108,
"metadata": {},
"outputs": [],
"source": [
"%config SqlMagic.autopandas = True\n",
"%config SqlMagic.feedback = False\n",
"%config SqlMagic.displaycon = False"
]
},
{
"cell_type": "code",
"execution_count": 109,
"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\n",
"%sql duckdb:///:memory:"
]
},
{
"cell_type": "code",
"execution_count": 110,
"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",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: []\n",
"Index: []"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%sql\n",
"INSTALL httpfs;\n",
"LOAD httpfs;"
]
},
{
"cell_type": "code",
"execution_count": 124,
"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>Count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2292149</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Count\n",
"0 2292149"
]
},
"execution_count": 124,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%sql\n",
"drop table if exists mastodon_toot_raw;\n",
"drop table if exists mastodon_toot;\n",
"drop table if exists language;\n",
"\n",
"CREATE TABLE language(lang_iso VARCHAR PRIMARY KEY, language_name VARCHAR);\n",
"\n",
"insert into language\n",
"select *\n",
"from read_csv('../duckdb/language.csv', AUTO_DETECT=TRUE, header=True);\n",
"\n",
"create table mastodon_toot_raw as\n",
"select m_id\n",
", created_at, ('EPOCH'::TIMESTAMP + INTERVAL (created_at::INT) seconds)::TIMESTAMPTZ as created_tz\n",
", app\n",
", url\n",
", regexp_replace(regexp_replace(url, '^http[s]://', ''), '/.*$', '') as from_instance\n",
", base_url\n",
", language\n",
", favourites\n",
", username\n",
", bot\n",
", tags\n",
", characters\n",
", mastodon_text\n",
"FROM read_parquet('../data_tmp/all_toots.parquet');\n",
"\n",
"create table mastodon_toot as\n",
"select mr.*, ln.language_name\n",
"from mastodon_toot_raw mr left outer join language ln on (mr.language = ln.lang_iso);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# The Mastodon app landscape\n",
"What clients are used to access mastodon instances"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Returning data to local variable mastodon_app_df\n"
]
}
],
"source": [
"%%sql\n",
"mastodon_app_df << \n",
"select *\n",
"from mastodon_toot\n",
"where app is not null \n",
"and app <> ''\n",
"and bot='False'\n",
";"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: xlabel='count', ylabel='app'>"
]
},
"execution_count": 126,
"metadata": {},
"output_type": "execute_result"
},
{
"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": 131,
"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",
" <th>cnt_balloon</th>\n",
" <th>cnt_earthquake</th>\n",
" <th>cnt_superbowl</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",
" <td>656</td>\n",
" <td>2240</td>\n",
" <td>101</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",
" <td>250</td>\n",
" <td>2023</td>\n",
" <td>104</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",
" <td>462</td>\n",
" <td>1756</td>\n",
" <td>201</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",
" <td>632</td>\n",
" <td>1639</td>\n",
" <td>320</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",
" <td>675</td>\n",
" <td>1589</td>\n",
" <td>404</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2023/02/13 Mon</td>\n",
" <td>221940</td>\n",
" <td>53654</td>\n",
" <td>4614</td>\n",
" <td>gnutiez</td>\n",
" <td>cnexnews</td>\n",
" <td>https://mastodon.social</td>\n",
" <td>1174</td>\n",
" <td>1463</td>\n",
" <td>7107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2023/02/14 Tue</td>\n",
" <td>213096</td>\n",
" <td>53517</td>\n",
" <td>4650</td>\n",
" <td>gnutiez</td>\n",
" <td>cnexnews</td>\n",
" <td>https://mastodon.social</td>\n",
" <td>1059</td>\n",
" <td>1317</td>\n",
" <td>525</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2023/02/15 Wed</td>\n",
" <td>227063</td>\n",
" <td>55870</td>\n",
" <td>4786</td>\n",
" <td>gnutiez</td>\n",
" <td>cnexnews</td>\n",
" <td>https://mastodon.social</td>\n",
" <td>683</td>\n",
" <td>1463</td>\n",
" <td>110</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",
"5 2023/02/13 Mon 221940 53654 4614 gnutiez \n",
"6 2023/02/14 Tue 213096 53517 4650 gnutiez \n",
"7 2023/02/15 Wed 227063 55870 4786 gnutiez \n",
"\n",
" Most freq bot Most freq host cnt_balloon cnt_earthquake \\\n",
"0 cnexnews https://mastodon.social 656 2240 \n",
"1 cnexnews https://mastodon.social 250 2023 \n",
"2 cnexnews https://mastodon.social 462 1756 \n",
"3 cnexnews https://mastodon.social 632 1639 \n",
"4 J1gold https://mastodon.social 675 1589 \n",
"5 cnexnews https://mastodon.social 1174 1463 \n",
"6 cnexnews https://mastodon.social 1059 1317 \n",
"7 cnexnews https://mastodon.social 683 1463 \n",
"\n",
" cnt_superbowl \n",
"0 101 \n",
"1 104 \n",
"2 201 \n",
"3 320 \n",
"4 404 \n",
"5 7107 \n",
"6 525 \n",
"7 110 "
]
},
"execution_count": 131,
"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",
", sum(case when mastodon_text ilike '%balloon%' then 1 else 0 end) as cnt_balloon\n",
", sum(case when mastodon_text ilike '%earthquake%' then 1 else 0 end) as cnt_earthquake\n",
", sum(case when mastodon_text ilike '%superbowl%' then 1 else 0 end) as cnt_superbowl\n",
"from mastodon_toot\n",
"where created_tz between TIMESTAMP '2023-02-07 13:00:00' and TIMESTAMP '2023-02-15 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",
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" <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 &amp; 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",
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" <td>en</td>\n",
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" <td>DevinPike</td>\n",
" <td>False</td>\n",
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" <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",
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" <td>DevinPike</td>\n",
" <td>False</td>\n",
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" <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",
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" <td>en</td>\n",
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" <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",
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" <td>False</td>\n",
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" <td>280</td>\n",
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" <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",
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" <td>mastodon.world</td>\n",
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" <td>The Britney Spears / Jason Alexander marriage ...</td>\n",
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" </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",
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" <td>DevinPike</td>\n",
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" <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",
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" <td>Ahhhhhh, the changing booths with zero privacy...</td>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" m_id created_at created_tz app \\\n",
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"17 109843955334784089 1676085744 2023-02-11 03:22:24 \n",
"18 109843784576355027 1676083144 2023-02-11 02:39:04 \n",
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"20 109844213634136843 1676089685 2023-02-11 04:28:05 \n",
"21 109843804674934283 1676083449 2023-02-11 02:44:09 \n",
"22 109843965641331385 1676085901 2023-02-11 03:25:01 \n",
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"24 109843798448954421 1676083350 2023-02-11 02:42:30 \n",
"25 109836651227712963 1675974293 2023-02-09 20:24:53 \n",
"26 109843809586241822 1676083520 2023-02-11 02:45:20 \n",
"27 109844141546032249 1676088585 2023-02-11 04:09:45 \n",
"28 109844157403467782 1676088827 2023-02-11 04:13:47 \n",
"29 109844215405255145 1676089712 2023-02-11 04:28:32 \n",
"30 109844119255598090 1676088251 2023-02-11 04:04:11 \n",
"31 109844190548739240 1676089333 2023-02-11 04:22:13 \n",
"32 109849178483082445 1676165443 2023-02-12 01:30:43 \n",
"33 109843782391978159 1676083105 2023-02-11 02:38:25 \n",
"34 109831231994562631 1675891604 2023-02-08 21:26:44 \n",
"35 109844109705602057 1676088099 2023-02-11 04:01:39 \n",
"36 109843986053237242 1676086213 2023-02-11 03:30:13 \n",
"37 109844004046301735 1676086487 2023-02-11 03:34:47 \n",
"38 109843990484515953 1676086281 2023-02-11 03:31:21 \n",
"39 109843970543500845 1676085976 2023-02-11 03:26:16 \n",
"40 109843728401832158 1676082281 2023-02-11 02:24:41 \n",
"41 109830750831110350 1675884260 2023-02-08 19:24:20 \n",
"42 109843766726475578 1676082866 2023-02-11 02:34:26 \n",
"43 109843733885190483 1676082365 2023-02-11 02:26:05 \n",
"44 109844206268424330 1676089573 2023-02-11 04:26:13 \n",
"45 109844231932032045 1676089965 2023-02-11 04:32:45 \n",
"46 109852843057555643 1676221375 2023-02-12 17:02:55 \n",
"47 109844169259377263 1676089009 2023-02-11 04:16:49 \n",
"48 109844197568076260 1676089440 2023-02-11 04:24:00 \n",
"49 109843759304647992 1676082753 2023-02-11 02:32:33 \n",
"\n",
" url from_instance \\\n",
"0 https://mastodon.world/@DevinPike/109843918806... mastodon.world \n",
"1 https://mastodon.world/@DevinPike/109843857203... mastodon.world \n",
"2 https://mastodon.world/@DevinPike/109837980957... mastodon.world \n",
"3 https://mastodon.world/@DevinPike/109843822847... mastodon.world \n",
"4 https://mastodon.world/@DevinPike/109843939278... mastodon.world \n",
"5 https://mastodon.world/@DevinPike/109843924885... mastodon.world \n",
"6 https://mastodon.world/@DevinPike/109843882545... mastodon.world \n",
"7 https://mastodon.world/@DevinPike/109852668105... mastodon.world \n",
"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": 132,
"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": 137,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.axis.XTick at 0x3783fdb80>,\n",
" <matplotlib.axis.XTick at 0x3783fdb50>,\n",
" <matplotlib.axis.XTick at 0x37d9a33d0>,\n",
" <matplotlib.axis.XTick at 0x35bc9ca90>,\n",
" <matplotlib.axis.XTick at 0x36f05e3a0>,\n",
" <matplotlib.axis.XTick at 0x36f05eb80>,\n",
" <matplotlib.axis.XTick at 0x3583bb3a0>,\n",
" <matplotlib.axis.XTick at 0x3783fda90>,\n",
" <matplotlib.axis.XTick at 0x355850e50>,\n",
" <matplotlib.axis.XTick at 0x307bdf310>,\n",
" <matplotlib.axis.XTick at 0x34cbe7700>,\n",
" <matplotlib.axis.XTick at 0x34cbe7ee0>,\n",
" <matplotlib.axis.XTick at 0x34cb1d700>,\n",
" <matplotlib.axis.XTick at 0x34cb1dee0>,\n",
" <matplotlib.axis.XTick at 0x34cb1d280>,\n",
" <matplotlib.axis.XTick at 0x35ecfdb50>,\n",
" <matplotlib.axis.XTick at 0x34be5fa60>,\n",
" <matplotlib.axis.XTick at 0x34cbe7070>,\n",
" <matplotlib.axis.XTick at 0x34981fa60>,\n",
" <matplotlib.axis.XTick at 0x34981f5b0>,\n",
" <matplotlib.axis.XTick at 0x34be5f700>,\n",
" <matplotlib.axis.XTick at 0x347f23550>,\n",
" <matplotlib.axis.XTick at 0x347f23d30>,\n",
" <matplotlib.axis.XTick at 0x346ed5550>]"
]
},
"execution_count": 137,
"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', '2023/02/15 Wed'] ) ]\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": 139,
"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": 140,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: xlabel='count', ylabel='language_name'>"
]
},
"execution_count": 140,
"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": 141,
"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": 142,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot: xlabel='characters', ylabel='language_name'>"
]
},
"execution_count": 142,
"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
}
Reference in New Issue View Git Blame Kopiuj bezpośredni odnośnik