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{
"cells": [
{
"cell_type": "code",
"execution_count": 339,
"metadata": {
"scrolled": true
},
"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",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Tweets</th>\n",
" <th>Length</th>\n",
" <th>ID</th>\n",
" <th>Date</th>\n",
" <th>Source</th>\n",
" <th>Likes</th>\n",
" <th>RTs</th>\n",
" <th>Tweets_Cln</th>\n",
" <th>sentiment</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Called on Vice President Shri @MVenkaiahNaidu ...</td>\n",
" <td>88</td>\n",
" <td>1132527835812225024</td>\n",
" <td>2019-05-26 06:04:12</td>\n",
" <td>Twitter Web Client</td>\n",
" <td>7845</td>\n",
" <td>1027</td>\n",
" <td>Called on Vice President Shri Ji.</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Thank you President @jairbolsonaro. I look for...</td>\n",
" <td>140</td>\n",
" <td>1132341572090191872</td>\n",
" <td>2019-05-25 17:44:03</td>\n",
" <td>Twitter for iPhone</td>\n",
" <td>18518</td>\n",
" <td>2573</td>\n",
" <td>Thank you President I look forward to making ...</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
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"</div>"
],
"text/plain": [
" Tweets Length \\\n",
"0 Called on Vice President Shri @MVenkaiahNaidu ... 88 \n",
"1 Thank you President @jairbolsonaro. I look for... 140 \n",
"\n",
" ID Date Source Likes RTs \\\n",
"0 1132527835812225024 2019-05-26 06:04:12 Twitter Web Client 7845 1027 \n",
"1 1132341572090191872 2019-05-25 17:44:03 Twitter for iPhone 18518 2573 \n",
"\n",
" Tweets_Cln sentiment \n",
"0 Called on Vice President Shri Ji. 0 \n",
"1 Thank you President I look forward to making ... 0 "
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 340,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1fe85d5dba8>"
]
},
"execution_count": 340,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"tsen=pd.Series(data=data['sentiment'].values, index=data['Date'])\n",
"tsen.plot(figsize=(16,4), color='b')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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