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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" text-align: right;\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>label</th>\n",
" <th>comment</th>\n",
" <th>user</th>\n",
" <th>subreddit</th>\n",
" <th>date</th>\n",
" <th>sup_comment</th>\n",
" <th>prediction</th>\n",
" <th>confidence</th>\n",
" <th>Topic_key_word</th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>Actually most of her supporters and sane peopl...</td>\n",
" <td>Quinnjester</td>\n",
" <td>politics</td>\n",
" <td>2016-09</td>\n",
" <td>Hillary's Surrogotes Told to Blame Media for '...</td>\n",
" <td>0</td>\n",
" <td>0.974983</td>\n",
" <td>TODO 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0</td>\n",
" <td>They can't survive without an echo chamber whi...</td>\n",
" <td>TheGettysburgAddress</td>\n",
" <td>The_Donald</td>\n",
" <td>2016-11</td>\n",
" <td>Thank God Liberals like to live in concentrate...</td>\n",
" <td>1</td>\n",
" <td>0.956885</td>\n",
" <td>TODO 2</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>you're pretty cute yourself 1729 total</td>\n",
" <td>Sempiternally_free</td>\n",
" <td>2007scape</td>\n",
" <td>2016-11</td>\n",
" <td>Saw this cutie training his Attack today...</td>\n",
" <td>0</td>\n",
" <td>0.899885</td>\n",
" <td>TODO 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>If you kill me you'll crash the meme market</td>\n",
" <td>Catacomb82</td>\n",
" <td>AskReddit</td>\n",
" <td>2016-10</td>\n",
" <td>If you were locked in a room with 49 other peo...</td>\n",
" <td>0</td>\n",
" <td>0.905721</td>\n",
" <td>TODO 2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0</td>\n",
" <td>I bet he wrote that last message as he was sob...</td>\n",
" <td>Dorian-throwaway</td>\n",
" <td>niceguys</td>\n",
" <td>2016-11</td>\n",
" <td>You're not even that pretty!</td>\n",
" <td>1</td>\n",
" <td>0.589593</td>\n",
" <td>TODO 2</td>\n",
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" <tr>\n",
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" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
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" <tr>\n",
" <th>251603</th>\n",
" <td>1</td>\n",
" <td>Respect your elders you little snot.</td>\n",
" <td>Tiffany_Butler</td>\n",
" <td>sports</td>\n",
" <td>2009-06</td>\n",
" <td>Aren't you a little old to be on the internet,...</td>\n",
" <td>1</td>\n",
" <td>0.852649</td>\n",
" <td>TODO 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>251604</th>\n",
" <td>1</td>\n",
" <td>I'm just glad they won't be using taxpayer mon...</td>\n",
" <td>harryballsagna</td>\n",
" <td>canada</td>\n",
" <td>2009-06</td>\n",
" <td>\"I'm sorry, I can't hear you over the sound of...</td>\n",
" <td>1</td>\n",
" <td>0.974458</td>\n",
" <td>TODO 0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>251605</th>\n",
" <td>1</td>\n",
" <td>what.. with this awesome narration?</td>\n",
" <td>aberant</td>\n",
" <td>lost</td>\n",
" <td>2009-04</td>\n",
" <td>So far, so lame.</td>\n",
" <td>1</td>\n",
" <td>0.809398</td>\n",
" <td>TODO 1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>251606</th>\n",
" <td>1</td>\n",
" <td>He looks trustworthy.</td>\n",
" <td>permaculture</td>\n",
" <td>unitedkingdom</td>\n",
" <td>2009-01</td>\n",
" <td>\"I don't care\" says Lapland boss</td>\n",
" <td>1</td>\n",
" <td>0.979738</td>\n",
" <td>TODO 4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>251607</th>\n",
" <td>1</td>\n",
" <td>Well yeah, but it'll work this time.</td>\n",
" <td>SovereignMan</td>\n",
" <td>politics</td>\n",
" <td>2009-02</td>\n",
" <td>When their efforts failed, as they usually did...</td>\n",
" <td>1</td>\n",
" <td>0.975283</td>\n",
" <td>TODO 1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5000 rows × 9 columns</p>\n",
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],
"text/plain": [
" label comment \\\n",
"0 0 Actually most of her supporters and sane peopl... \n",
"1 0 They can't survive without an echo chamber whi... \n",
"2 0 you're pretty cute yourself 1729 total \n",
"3 0 If you kill me you'll crash the meme market \n",
"4 0 I bet he wrote that last message as he was sob... \n",
"... ... ... \n",
"251603 1 Respect your elders you little snot. \n",
"251604 1 I'm just glad they won't be using taxpayer mon... \n",
"251605 1 what.. with this awesome narration? \n",
"251606 1 He looks trustworthy. \n",
"251607 1 Well yeah, but it'll work this time. \n",
"\n",
" user subreddit date \\\n",
"0 Quinnjester politics 2016-09 \n",
"1 TheGettysburgAddress The_Donald 2016-11 \n",
"2 Sempiternally_free 2007scape 2016-11 \n",
"3 Catacomb82 AskReddit 2016-10 \n",
"4 Dorian-throwaway niceguys 2016-11 \n",
"... ... ... ... \n",
"251603 Tiffany_Butler sports 2009-06 \n",
"251604 harryballsagna canada 2009-06 \n",
"251605 aberant lost 2009-04 \n",
"251606 permaculture unitedkingdom 2009-01 \n",
"251607 SovereignMan politics 2009-02 \n",
"\n",
" sup_comment prediction \\\n",
"0 Hillary's Surrogotes Told to Blame Media for '... 0 \n",
"1 Thank God Liberals like to live in concentrate... 1 \n",
"2 Saw this cutie training his Attack today... 0 \n",
"3 If you were locked in a room with 49 other peo... 0 \n",
"4 You're not even that pretty! 1 \n",
"... ... ... \n",
"251603 Aren't you a little old to be on the internet,... 1 \n",
"251604 \"I'm sorry, I can't hear you over the sound of... 1 \n",
"251605 So far, so lame. 1 \n",
"251606 \"I don't care\" says Lapland boss 1 \n",
"251607 When their efforts failed, as they usually did... 1 \n",
"\n",
" confidence Topic_key_word \n",
"0 0.974983 TODO 2 \n",
"1 0.956885 TODO 2 \n",
"2 0.899885 TODO 2 \n",
"3 0.905721 TODO 2 \n",
"4 0.589593 TODO 2 \n",
"... ... ... \n",
"251603 0.852649 TODO 1 \n",
"251604 0.974458 TODO 0 \n",
"251605 0.809398 TODO 1 \n",
"251606 0.979738 TODO 4 \n",
"251607 0.975283 TODO 1 \n",
"\n",
"[5000 rows x 9 columns]"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"d = pd.read_csv('./data/results extended.csv', index_col=0)\n",
"d"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"TODO:\n",
"- [x] Show LDA top words for each topic\n",
"- [ ] I topic con una bassa percentuale di ironia sono i topic considerati più \"seri\" (?)\n",
"- [x] Per ora sto utilizzando le label assegnate dal dataset, se non avessi le label e dovessi prevedere l'ironia LDA è cmq affidabile?"
]
}
],
"metadata": {
"kernelspec": {
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"codemirror_mode": {
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