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@christopherkullenberg
Created April 11, 2017 09:45
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Skottlossningstweets
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Skottlossning\n",
"\n",
"Twitter-meddelanden som nämner ordet \"skottlossning\". \n",
"\n",
"Bara lite kod för att göra lite tabeller av Twitter-data som @nittonfemton samlade in och publicerade på:\n",
"\n",
"https://docs.google.com/spreadsheets/d/1uxPBTEsbSJ-cgcHD1YOuL1oicXTOfew4PYLKwRnbGqw/edit#gid=0\n",
"\n",
"Obs: detta är kod skriven på en kvart typ. Bara förslag. "
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import seaborn as sns\n",
"%matplotlib inline\n",
"from collections import Counter\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Klockslag</th>\n",
" <th>Rapporterad händelse</th>\n",
" <th>Källa</th>\n",
" <th>Följare</th>\n",
" <th>Kommentar</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Klockslag</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1900-01-01 14:59:00</th>\n",
" <td>14:59</td>\n",
" <td>Vad händer på Drottninggatan just nu? Skottlos...</td>\n",
" <td>JohanOForsberg</td>\n",
" <td>676</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1900-01-01 15:18:00</th>\n",
" <td>15:18</td>\n",
" <td>Skottlossning också!?</td>\n",
" <td>AndersTapola</td>\n",
" <td>968</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1900-01-01 15:19:00</th>\n",
" <td>15:19</td>\n",
" <td>Vittnesuppgifter om skottlossning enligt SVT. ...</td>\n",
" <td>mottfull</td>\n",
" <td>609</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1900-01-01 15:19:00</th>\n",
" <td>15:19</td>\n",
" <td>Skottlossning nu enl SR.</td>\n",
" <td>joakim2346</td>\n",
" <td>1079</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1900-01-01 15:22:00</th>\n",
" <td>15:22</td>\n",
" <td>Skottlossning på Kungsgatan #säkpol</td>\n",
" <td>ekbohm</td>\n",
" <td>491</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Klockslag \\\n",
"Klockslag \n",
"1900-01-01 14:59:00 14:59 \n",
"1900-01-01 15:18:00 15:18 \n",
"1900-01-01 15:19:00 15:19 \n",
"1900-01-01 15:19:00 15:19 \n",
"1900-01-01 15:22:00 15:22 \n",
"\n",
" Rapporterad händelse \\\n",
"Klockslag \n",
"1900-01-01 14:59:00 Vad händer på Drottninggatan just nu? Skottlos... \n",
"1900-01-01 15:18:00 Skottlossning också!? \n",
"1900-01-01 15:19:00 Vittnesuppgifter om skottlossning enligt SVT. ... \n",
"1900-01-01 15:19:00 Skottlossning nu enl SR. \n",
"1900-01-01 15:22:00 Skottlossning på Kungsgatan #säkpol \n",
"\n",
" Källa Följare Kommentar \n",
"Klockslag \n",
"1900-01-01 14:59:00 JohanOForsberg 676 NaN \n",
"1900-01-01 15:18:00 AndersTapola 968 NaN \n",
"1900-01-01 15:19:00 mottfull 609 NaN \n",
"1900-01-01 15:19:00 joakim2346 1079 NaN \n",
"1900-01-01 15:22:00 ekbohm 491 NaN "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''\n",
"Exportera och ladda hem @nittonfemton s dataset här: \n",
"https://docs.google.com/spreadsheets/d/1uxPBTEsbSJ-cgcHD1YOuL1oicXTOfew4PYLKwRnbGqw/edit#gid=0\n",
"Exportera till csv-fil\n",
"'''\n",
"df = pd.read_csv(\"Tweets om skottlossning 7 april 2017 - Blad1.csv\", thousands=',')\n",
"pd.created_at = pd.to_datetime(df.Klockslag, format='%H:%M') # Lite fulparsning av tidsstämpel här.\n",
"df.index = pd.created_at\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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sVU8jYjKwFfAM8PvMnN+2qiRJkiRJjRkyKEbE7sDHgJcBf6J83uGmEXEvcHpmXtfeEiVJ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\nUIf/D38Pae7QhwP4AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x114575a90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# De konton som har flest följare\n",
"\n",
"dffollowers = df[df['Följare'] > 5000].sort_values(['Följare'], ascending=True) # Över 5000\n",
"\n",
"fig = plt.figure(figsize=(15,7))\n",
"ax = fig.add_subplot(111)\n",
"\n",
"followerplot = sns.barplot(x=dffollowers['Källa'], y=dffollowers['Följare'], data=dffollowers, palette=\"coolwarm\")\n",
"\n",
"for item in followerplot.get_xticklabels():\n",
" item.set_rotation(45)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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lTDAHAACwKQjmAFTKN0DJZ+kAAABwsQjmAFRiaDgAAMBmIpgDUClgzhwAAMBGIpgDUGmq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\nIAiCIAiCIAhiAvn/AdJGNo+xQOMsAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109330080>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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Ctj8Dfgq33PIdtm1/xhjzk8BbgB+50WNNToYX84V5LBGRsOkcJ7I3i9UWna7Dcq2l36OY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cXjuzY14uWTY/jpwQt4+rUhPP3aUKWPUlY+tw0fuH1DtY9BVDKCIKClzolMVuZNDhHpUo3Dghq7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\nYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x109330048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def tweetsperminute():\n",
" tweetsperminute = df.resample('1Min', base=60).count()\n",
"\n",
" fig = plt.figure(figsize=(15,7))\n",
" ax = fig.add_subplot(111)\n",
"\n",
" plt.title('Twitter messages per minute', size=16)\n",
" plt.xlabel('Date')\n",
" plt.ylabel('Tweets')\n",
"\n",
" tweetsperminute['Rapporterad händelse'].plot() #Plot each individual tweet per minute\n",
"\n",
"\n",
"def tweetsperfiveminutes():\n",
" tweetsperminute = df.resample('5Min', base=60).count()\n",
"\n",
" fig = plt.figure(figsize=(15,7))\n",
" ax = fig.add_subplot(111)\n",
"\n",
" plt.title('Twitter messages per five minutes', size=16)\n",
" plt.xlabel('Date')\n",
" plt.ylabel('Tweets')\n",
"\n",
" tweetsperminute['Rapporterad händelse'].plot() #Plot each individual tweet per minute\n",
" \n",
"tweetsperminute()\n",
"tweetsperfiveminutes()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [default]",
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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