{
"metadata": {
"name": "",
"signature": "sha256:2f6af0b4e3eeb526572d4764953985f38c60396e38bee38792c06e642226c56d"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Analyse des Pegida Korpus"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Kommentare von der deutschen Pegida-Facebook-Seite"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Quelle: http://0x0a.li/de/die-sprache-pegidas/"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Anfangs nur zu Dokumentationszwecken lie\u00df 0x0a (Gregor Weichbrodt und Hannes Bajohr) diese Kommentare durch ein Scraping-Script regelm\u00e4\u00dfig sammeln. Seit Dezember letzten Jahres ist bis heute ein 282.596 Kommentare und 7.751.654 Wortformen umfassendes Textkorpus der Pegida-Sprache entstanden."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"First, import stuff we need."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas as pd\n",
"from pandas.tseries.resample import TimeGrouper\n",
"from pandas.tseries.offsets import DateOffset\n",
"\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"sns.set_context(\"poster\")\n",
"sns.set_style(\"white\")\n",
"\n",
"from datetime import datetime\n",
"print('Pandas Version: %s' % pd.__version__)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Pandas Version: 0.15.2\n"
]
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corpus = pd.read_csv('pegida_korpus.csv', delimiter=',', names=['Datum','Comment'], index_col='Datum', parse_dates=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Show something"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corpus.tail(10)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"
\n",
"
\n",
" \n",
" \n",
" | \n",
" Comment | \n",
"
\n",
" \n",
" Datum | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2015-01-01 21:15:25 | \n",
" Hitler scheint noch immer immensen Einflu\u00df auf... | \n",
"
\n",
" \n",
" 2015-01-14 17:38:17 | \n",
" http://www.focus.de/politik/ausland/exodus-nac... | \n",
"
\n",
" \n",
" 2014-12-19 18:46:11 | \n",
" dann esse ich eben ein sinti&roma staek... | \n",
"
\n",
" \n",
" 2015-01-22 19:27:06 | \n",
" Andere L\u00e4nder mein ich auch du Depp! T\u00fcrkei, S... | \n",
"
\n",
" \n",
" 2014-12-27 11:13:46 | \n",
" Die Pro-Stimmen werden nicht genannt. Ist doch... | \n",
"
\n",
" \n",
" 2014-12-16 09:30:52 | \n",
" Daher ist deine Aussage grade ohne sinn gewesen. | \n",
"
\n",
" \n",
" 2015-01-26 06:37:59 | \n",
" Ich bin stolz auf unsere Ossis, mu\u00df ja mal ges... | \n",
"
\n",
" \n",
" 2015-01-25 09:27:26 | \n",
" Ich glaube das wird schwer. Die alten CDU W\u00e4hl... | \n",
"
\n",
" \n",
" 2015-01-04 06:44:04 | \n",
" der kapiert das schon. Das ist eine der Takti... | \n",
"
\n",
" \n",
" 2015-01-13 20:05:44 | \n",
" am besten alle weg reuschieren | \n",
"
\n",
" \n",
"
\n",
"
"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
" Comment\n",
"Datum \n",
"2015-01-01 21:15:25 Hitler scheint noch immer immensen Einflu\u00df auf...\n",
"2015-01-14 17:38:17 http://www.focus.de/politik/ausland/exodus-nac...\n",
"2014-12-19 18:46:11 dann esse ich eben ein sinti&roma staek...\n",
"2015-01-22 19:27:06 Andere L\u00e4nder mein ich auch du Depp! T\u00fcrkei, S...\n",
"2014-12-27 11:13:46 Die Pro-Stimmen werden nicht genannt. Ist doch...\n",
"2014-12-16 09:30:52 Daher ist deine Aussage grade ohne sinn gewesen.\n",
"2015-01-26 06:37:59 Ich bin stolz auf unsere Ossis, mu\u00df ja mal ges...\n",
"2015-01-25 09:27:26 Ich glaube das wird schwer. Die alten CDU W\u00e4hl...\n",
"2015-01-04 06:44:04 der kapiert das schon. Das ist eine der Takti...\n",
"2015-01-13 20:05:44 am besten alle weg reuschieren"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You see some links: Nice! [Here is a short overview](http://theblog.de/280k-pegida-kommentare-meistverlinkte-urls-und-domains/)."
]
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Comments per Minute"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"commentsperday = corpus['Comment'].resample('24H', how='count')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Spazierg\u00e4nge waren immer montags gegen 18:30Uhr seit dem 20.10.2014, au\u00dfer am [19.01.2015 wegen Morddrohungen gegen Bachmann](http://www.zeit.de/gesellschaft/zeitgeschehen/2015-01/dresden-pegida-demonstration-montag-abgesagt)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"spaz = pd.date_range('10/20/2014 18:30', periods=15, freq='7D')\n",
"spaz"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 28,
"text": [
"\n",
"[2014-10-20 18:30:00, ..., 2015-01-26 18:30:00]\n",
"Length: 15, Freq: 7D, Timezone: None"
]
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(12,4))\n",
"commentsperday.plot(kind='area', alpha=0.5)\n",
"\n",
"#for i, s in enumerate(spaz):\n",
"# plt.axvline(x=s, label='Spaziergang' if i==0 else '', alpha=0.3, c='k')\n",
"\n",
"#plt.ylabel('Comments per Day')\n",
"#leg = plt.legend(loc='upper left')\n",
"\n",
"plt.title('Kommentare pro Tag auf der Deutschen Pegida facebook Seite')\n",
"\n",
"plt.annotate('Pegida facebook Seite, Korpus von 0x0a (http://0x0a.li/de/die-sprache-pegidas)', \\\n",
" xy=(1,1), xytext=(0.95,0.2), xycoords='figure fraction', ha='right')\n",
"\n",
"plt.savefig('Comments-per-Day.png', dpi=150, bbox_inches='tight')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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8FNxXEM3FD40x70Qcpv8D+KzmYFAURVEURVGUuWM6GoZWMl022/8y4GvIBP9y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B3Lc9KjD2FR+4PvoFsoFLljTRd3rt3ZqpBKJlmxpIWDFjVPWzehVDK0gJTTWYxTrg7nxhnKhcf+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\n",
"text": [
""
]
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def countperdayplot(wordlist):\n",
" plt.figure(figsize=(12,4))\n",
" for word in wordlist:\n",
" corpus['Comment'][corpus.Comment.str.contains(word)].resample('1D', how='count').plot(kind='area', label=word, alpha=0.3)\n",
"\n",
" plt.legend(loc='best')\n",
" plt.ylabel('am Tag')\n",
"\n",
" plt.annotate('Pegida facebook Seite, Korpus von 0x0a (http://0x0a.li/de/die-sprache-pegidas)', \\\n",
" xy=(1,1), xytext=(0.95,0.2), xycoords='figure fraction', ha='right')\n",
"\n",
" plt.title('So oft wurde das Wort ... in den Kommentaren gebraucht')\n",
" return plt"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 53
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Wie haben die Leute die Presse genannt"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot = countperdayplot(['Medien', 'L\u00fcgenpresse', 'Systemmedien'])\n",
"plot.savefig('Comments-per-Day-Presse.png', dpi=150, bbox_inches='tight')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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eAgYC1YG1wL1a6/Xu/LbAl1EWfUprPcZNUw54HLgOqAC8D4zUWu869XsghBBC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\nMzMzs4b9P2gQ434dKnEWAAAAAElFTkSuQmCC\n",
"text": [
""
]
}
],
"prompt_number": 54
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Was gab es zu den Linken zu sagen"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot = countperdayplot(['Antifa', 'Gutmenschen', 'Linke'])\n",
"plot.savefig('Comments-per-Day-Linke.png', dpi=150, bbox_inches='tight')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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kscceY/z48TVtqqurmTp1KhdccAG9e/fmzjvvZPLkyfztb39j8ODBXHfddUyf\nPp1Zs2YxfPjwmu0sy+Lwww/njjvu4KKLLuKyyy6jT58+AFx++eV88sknXHHFFfTs2ZN//OMf3Hrr\nrey0005cffXVLbsogiAIgiBsE/xkisD3Cf3NEZsg0khYFqFX3Nl6/aYUazcm2bV7Bzq2Ly/YRmi9\niCDRQlZ+myCV9kvaB9cz/WiuIPHUU0+xzz770L9/fwDGjRvHVVddxWeffUa/fv3MMVyXq666iqOP\nPhqA7t27M27cON5++22OOuqomnZ77703u+++e639d+vWjYEDBwKw5557svvuu5PJZPA8j+nTp3Po\noYcCcOCBB/L+++/z9ttvN+s8BEEQBEHY9mQzWodQR5AACAO/oEYiCEI++3ojm+JpMm7A4L7dt1WX\nhS2ECBItpFf39q1CI9Gre/tmbRuPx1m0aBETJ06s8WM46KCDaNeuHY899hjXXHNNTdthw4bV/L/L\nLrsAkEgkmnXc8vJy7rvvPgCWL1/OF198wSeffMLnn39ORUVFs/YpCIIgCMK2x0+m8JMJbMfBLssR\nJGwby7bB9wlct8521SkX1/NZsbaarp0qt2WXhS2ECBItpHuXds3WBLQG/vKXv5BKpbj11lu59dZb\na9UtXLiQyy+/vOZ7ZeXmm9y2jXtNrnN1U1m0aBEzZ85k+fLl7LTTTuy7775UVlYSRFkwBUEQBEFo\n/QSpFH4iiWXb2BW1zZMsxyEoopHYVJ2hOumScT08P8APQhzb2lbdFrYAIkjs4Dz11FMMHTqUK6+8\nslb5xx9/zIwZM3jxxRe3ynFXrFjBJZdcwoknnsiFF15Yo+G45JJL+Pzzz7fKMQVBEARB2PL4ySSB\n5xpBIlZ7amk5Nrguoe8ThiGWtVlQ2BTPsLE6XVPmuj5OhUxN2xIStWkHZsWKFbz77ruMGzeOAw88\nsNbfaaedRo8ePXj88cdr3fTFcCI7yMby+eef43keEyZMqGUm9d577zXrXARBEARB2PaEvk+QyRC4\nXi3/iCyW4xAGAYRhLa1EEIRUp1ySaZ8Q8PyAjCcWCW0NESR2YBYuXIhlWfzoRz+qU2fbNscccwyL\nFy/m66+/bnBfnTp1AuDll1/ms88+a7B93759cRyHOXPmsHjxYp577jl++tOf4nles/0uBEEQBEHY\ntvjJFGEQEHpuQUEC2wgSYUgtQSKeNP4RGdcnDEJ8P8D1Shu8Rmg6IkjswDz99NMMHz68JmlcPmPG\njCEIAp5kFUagAAAgAElEQVR44okGtRIDBgxg3Lhx3HPPPcyZM6fBY++2227Mnj0brTUTJkzgjjvu\nYPz48Vx//fWsXLmSNWvWNOucBEEQBEHYdvipFEHGhZCiGgnCkDCoHQJ2U3WaeNLFAizbIu36ZFzR\nSLQ1xBBtB+b555+vt37IkCEsXbq0YF3nzp1r1VmWxezZs5k9e3ZNWW59nz59ar4vWbIEgOOOO47j\njjuuzr4/+uijxp+EIAiCIAglw08l8ZKRo3VOMrosluMQAvi1Ha6rql02xdOUxRyCICSdMdoJoW0h\ngoQgCIIgCILQLPxkiiCZAMcpopGwIQxNwrpIkPCDkHgyQzLjY1kWto3RSIhpU5tDTJsEQRAEQRCE\nZuEnkwQZF8uysMoKayQs2yLIuDWmTfFEBtcLyLg+HduZbfwgFNOmNogIEoIgCIIgCEKTCYOAIJ0m\nyLjY5WUF/SmNIOEQei5hlJRuU3Um8o+waF8Zw7EtPHG2bpOIICEIgiAIgiA0GT+VJgxCAs/FLq8o\n2MZyHLDtWhqJqkSGTdVpymI27SvLiDm20Uh4QYsS3QrbHhEkBEEQBEEQhCYTpFKEboYwDAs6WkOk\nkcDkmwhdDz8IqU66pNI+ZTGbsphNzLHxvBBCcCWXRJtCBAlBEARBEAShyZiITSksC+yyAjkkiDQS\nRInrPG+zf4Tn0y7KYh2L2QRhiB+GkpSujSGChCAIgiAIgtBk/GQKP5HAipVhVxQRJCyrJrt16Hls\nqs5QldjsHwEQcywgxPMCXAkB26YQQUIQBEEQBEFoMn4qSZDJmBCuBSI2ZbEc25g21QgSxj+iXYXZ\nJuaY6ajr+aRFkGhTiCAhCIIgCIIgNBk/mSJwXexYDMsuPqXMaiR81yOeSNfyjwAjSNiWTdr1xUei\njVHShHRKKRu4FDgP2B34ErhTaz0vp81UYCLQHfg7MElrrXPqK4BZwKlAB+AvwMVa62+21XkIgiAI\ngiDsSPjpNAQBYcbF7tKu3raW7YAfkEx7eGUuGc+nS8fNUZ5iMRvHRrJbt0FKrZG4Dvgf4PfAGOBR\nYK5S6koApdQ0YCrwa4yg0AVYpJTqnLOPu4EzgauBnwH7Ac9FQorQCD788EOuuuoqRo8ezdChQzn4\n4IO58MILef/995u0n5UrV3LOOeewfv36rdTTbcfy5csZOHAgL7zwQqm7IgiCIAitjqw2IgyDghmt\nczEaCZ9EyiUeT2Jj1Thag/GRsCwL1wtEI9HGKJlGQinlAJOBX2utZ0bFLyulegJXKKXuAq4Apmmt\n74i2eQ2jtTgHuEUp1Q8jRJymtX4savNPQAPjgAXb8pzaIo8++ijXX389w4cP55JLLqF3796sXbuW\nxx9/nDPPPJNbbrmFH/7wh43a1xtvvMHf//73gglpBEEQBEHYfghSSYJ0GiyKhn7NYjkOIVCdzBB3\nk8RilbTPESQc28ayLIIgFB+JNkYpV+07AQ8AT+aVfwz0BEZjTJWezlZorTcArwJHR0Wjo89nctp8\nCnyU00YowtKlS5k+fTpjx47l97//PePGjeOAAw7g6KOP5t577+Woo47i+uuvx4sSyDQWSSYjCIIg\nCNs3fjKFW53AcmKN1EiEpFIu6WSa8jKbWKz2FDTmWLi+aCTaGiUTJLTWG7TWF2ut/5lXNQb4CugT\nff8sr34ZMCD6fwDwjdY6mdfm85w2QhHuvfdeKisrmTJlSsH6SZMmceCBB7Ju3Tpuv/12vvvd79aq\nX7JkCQMHDuTtt9/mySef5NprrwVg5MiR3HHHHTXmQS+++CJnn302w4YN48gjj+TNN9/kq6++4vTT\nT2fYsGGccMIJfPjhh7X2/cwzzzBmzBiGDBnCUUcdxUMPPVSrfuDAgSxYsIDJkyez//77M2LECG68\n8UZ8f/NKxquvvsqJJ57IsGHDOPjgg7n22mvZuHFjTX0qlWL27Nl8//vf57vf/S6nnnoq7777bq3j\nLF++nPPOO49hw4Zx2GGHcffdd9eqTyQSzJgxg0MOOYT99tuPM888kyVLltTUP/nkk4wYMYLFixcz\nbtw4hgwZwrHHHstLL73U0M8jCIIgCK0WP5UiyKRNxKYGBQmblB/iuR6e69ZEa8ol5tgEfkgQhHi+\nCBNthZI6W+ejlDoXOAKYhPGHSGut85fDq4Csj0RnIF5gV3GM8/ZWZ11yAys2rSIISzfobctmt867\n0K1d1yZt98orrzBy5Eg6d+5csL5fv37MnTu35nsxkyXLshg1ahQXXHABd911F/fddx/9+/fHdV0A\npk6dyoQJE5g4cSLz5s1j7ty5dO/enXPPPZfzzz+fGTNmcOWVV/LnP/8ZgAULFjBlyhR+8pOfMGXK\nFD744ANmzpxJOp3mnHPOqTnujTfeyLhx47jzzjt55513mDdvHnvttRennXYaX375JRdddBGnnXYa\nU6ZMYcWKFcyaNYt0Os1NN90EwKWXXsq7777LpZdeSr9+/fjDH/7Aeeedx8KFC7Gj6BO33HILEydO\n5Nxzz+XZZ59l7ty5KKX4wQ9+QBiGXHDBBXz88cdcdtll9OzZk4ceeogzzzyTBQsWsPvuZghWV1cz\ndepULrjgAnr37s2dd97J5MmT+dvf/kaXLl2a9JsJgiAIQmvATyYJMi5WLFaTdK4YluOQ8iCZSOF0\nCGryR+QSi9l4QUAYhmRcvyYkrNC6aTWChFLqDIzj9GNa63lKqWuBYjYy2WVnqxFtmsSnn35KVVVV\no9t/Wf01KT/dnENtUZY7X7FHh96Nbh+Px4nH43To0KHWCjpQa1UfwLZt1qxZg+/7tdp+/vnnAHz5\n5Zd07NgRJ3qQlJWVsW7dOlatWgUYDcXBBx8MwDHHHMO7777LwQcfXKPhGDt2LPPmzeO9996jsrKS\nX//61xx++OGMHz8egNGjR7N27VruuOMOhg8fTkWFifQwYMCAmjZHHnkkzz33HM8++yzDhg3jtdde\nw3VdRo0aRceOHRkwYAATJkxg7dq1LFmyhGXLlvHKK69w6aWXMnz4cAAmTpyI1ppnnnmGffbZp+bY\nRxxxBACnnHIKzz33HM8//zy9evXigw8+4K233uL6669n3333BYxwcvHFFzNz5kwmTZrEihUrcF2X\nM844o6bNGWecweTJk2u0FYIgbJ8kk0ZZnv+MFYS2Tuh5uMu+wF25EruyHeu/Wl5/+3SaVes2sS5M\nUb1TGd+uaccGu/bi5Ia4y7oqly+cBHZmLR3btZop6hYnnS79vHFL0Sp+JaXUZcAcYCFwRlS8EahQ\nSjla69yZbaeoLtumU4Fd5rbZquxU3oVv0+sJSugXYFsWO5U3bWU7CAprUF577TVuvvnmWmVnnXVW\ns/sGsPfee9f8n12B79u3b01Zx44dAbNyv27dOtavX8/w4cNrCTT7778/jzzyCJ988knNhHzAgNrW\na927d6+5OQcMGEBZWRlXXnklhx56KAcccADf+973ajQNS5cuBeDAAw+s2T4Wi3HbbbcB1AhBAwcO\nrKl3HIfu3btTXV0NmGhXFRUVDB48uFZf99tvP955551afcvta/fu3QFjWiUIgiAIbY0wnSEMfPB9\nKGt4Kulj42Lhuz4xAhy7roWD45gy3w9xffG1bCuUXJBQSt0IXINxvD5Ha52d4X6C0TjsBXyas0lf\nTFSmbJteSqkKrXU6r82rzelP//796dOnT8MNtwPatWtHJpNh0KBBNWW9e/fmkEMOAYzT9EknnUSv\nXr2Ix+PYtl2rbZY99tiDQYMG1ay6DRgwgK5du9Kpk5Hx9t577zrbde7cuabs66+/Bsy1/+Ybk/7j\n5ptvriPQWJZF+/bta7b7zne+U2u/nTt3Jh6PM2jQIAYNGsQDDzzAPffcw/PPP8/ChQvp0aMHV1xx\nBccffzyvvPIKsVisRhuRT7bv/fr1q3WMysrKmr47jkM6neakk06qs31ZWVmtazJkyBC6djWmZ5s2\nbQJg1113LXg9BUHYPsje/3KfC9sbqdWr2RSvJh6vpn3v3SjvWr9p9YbqDBtWV5Oq9unUsxs9dq9r\nfR5PZCBWRfeeHdhjzx707tlxa3W/5GQXK7cHSp2Q7hKMEDFXa31ZXvUbQAo4AaOtQCm1E3A4MC1q\nswhwgLFANvzr3sA+mBwVQj2MGjWK119/nVQqRWVlJWAm44MHD67T1rKsOtGYsivzW5LsBH7atGkM\nHTq0Vl0Yhk0S8vbff3/uvvtu0uk0b7zxBvfeey9Tp05l5MiRdOrUCc/ziMfjNRoRgA8++IAuXbpQ\n3oDjWLav3bt355577qnTT0EQBEHYXvGTKfxkAttxsMsafl9WuZB2A2xCKou4U8QcG9uxJCldG6Nk\nnixKqV2B2cCHwB+VUiNy/4AkcDswQyl1uVJqLPBnYANwL4DW+jOMAPFbpdS5SqmTgOeAfwJPbfuz\nalucd955JBIJpk+fXtDU6dNPNyuCOnbsSCqVquU/8t5779VqnzUbagl9+/ala9eurFy5ksGDB9f8\nbdy4kdtvv514vJBvfV0eeeQRRo8ejed5VFRU8IMf/IBLLrkE3/dZs2YN+++/PwAvv/xyzTaZTIZL\nLrmEhQsX1utYnmX48OGsW7eOdu3a1errs88+y5/+9KcWXAVBEARBaL0EqRR+Ioll29gVDQsS1ZmQ\ntB9iEVLpFF5sizk2tmXh+iJItCVKqZH4EVAO7AsszqsLMbkkrgUCTGK6jsDfgTO11rne0D8DbsEI\nJTbwV+BirbUsCzfAPvvsww033MC0adP45JNPOPnkk9ljjz3YtGkTL7/8Mn/605/YbbfdOOCAA+jQ\noQOzZs1i6tSpnH766SxdupRHHnmk1v6y0Z9eeOEFRo4c2azEdLFYjEmTJjFzpslROGLECJYvX85N\nN93EXnvt1aBGIqsNOOigg5g5cyaXXHIJp59+OplMhrvuuqvGHMpxHEaNGsWMGTOIx+N85zvf4eGH\nHyadTnPqqafWcTjP3z8YR+whQ4YwYcIELrroInr16sULL7zAww8/zPTp05t87oIgCILQFvCTSQLP\nNYJErP6ppBeEpLwQN7CosMAuEuUy10ciI7kk2gwlEyS01vOB+Y1oOiX6K7afBDAx+hOayPHHH8+Q\nIUN46KGHuPfee1m1ahWVlZUopbj22ms58cQTa6Ik3XDDDdx1111MmDCB/fbbj9tuu40f//jHNfs6\n+OCDOfTQQ5kxYwannHIKP//5zwses5CAkVt2xhlnUFlZyfz587n//vvp2rUrxxxzDJMnT673XCzL\nqtlP3759ueuuu7j99tuZNGkStm0zYsQIbrrppproUnPnzuWmm25i3rx5VFdXM3ToUB544AF23XVX\nli8vHIEit5+2bXPfffcxZ84c5syZQzweZ88992TWrFkcf/zx9Z6vIAiCILRFQt8nyGQIXI9YZBZd\nH/F0gOsH+FiU2wEEIWEQYOVZMViWRcyx8bwQ1xVBoq1giT23QSm1J7Bs0aJFO4yzdakQB0RBEHYE\n5FknbI948Wo2/vvfbFq6lIpu3anstUu97ZdvdPl8dZLkV1+xC0na9++P1V9hFfCt+M/KKhJpl4F7\ndGP4oF0KRnfaHnjllVeYOHEiwF5a6y9K3J0WIdk+BEEQBEEQhEZhMlq7ENJgRmswGolk2sOKxSi3\nQ8IwMGFjCxCLWfiBWeB2xU+iTSCChCAIgiAIgtAo/GQSLxk5WpeX1dvW80OSbojrBZTFHGwLCHzw\nvILtY45NGIZ4fiB+Em0EESQEQRAEQRCERuGnUgTJBDhOgxqJeCbA881fZXnkluvXo5FwbMLACBKu\nJxqJtoAIEoIgCIIgCEKj8JNJgoxrApyU1a+RiKcDEmkX27KoLI8SSPie+StAzLGxbYuM65MRh+s2\ngQgSgiAIgiAIQoOEQUCQThNkXOzysgajElZlAlJpH8exqSyzwbaNWVNRjYSFY9uSlK4NIYKEIAiC\nIAiC0CB+Kk0YhASei11eUW9bzw9JuSEZz6fCweSbsGzw3AY1EmnXJyOmTW0CESQEQRAEQRCEBgky\naULPhTDEbsCsqSryj/CDkHYxC2zbaDB8v14fCQA/CMW0qY0ggoQgCIIgCILQIEEmQ+B5hGGIFXPq\nbRtPB1SnXGwsI0hEQgKBT1hEI2HbFo5tibN1G0IECUEQBEEQBKFBQtcjSKexbduYKtVDPBOQzhj/\niHYxsGwHLAuCEOoREmKObTQSXoAkTW79iCAhCIIgCIIgNEjgZvDTGXAcLKe4IJFyA5JuSDryj6jJ\nUG3bJo9EEY0EGEHC80IIwZVcEq0eESR2UEaPHs2MGTMK1r311lsMHDiQjz76aIvsTxAEQRCEtk/g\neoSuZ0K/1mPatCruk0i5EIR0LMuJ7GTbRiNRnyARswnCAD+QpHRtAREkdmCKhW0bPHgwjz76KH37\n9t0i+xMEQRAEoe0TZDI1/g1WEdOmtBewPumzoSpNmePQpSJXkHCMRiKEsJ4QsGCiPrmtIASs7wcs\n/XIdS79ch++LYJNP/QZuwg5Jx44dGTp0aKm7IQiCIAhCKyJ0XcLAx3KcoouHq6p84kmXIAjo3iG2\n2awJwHEIgxALjFbCqavVyEZucj2fdCsQJNZsSLJybTUAO3WqZJdu7Uvco9aFaCSEOuSbNp155pnM\nmjWLW265hUMOOYRhw4Zx4YUXsnr16qL7mD17NkOHDmXx4sU1Zc888wxjxozh5JNP5vzzz+ehhx7a\n6uciCIIgCELDZFy/3khJYRgSuC6h69erjVgXaSNijkPXijxhw7YhDAiD+kPA2pZN2vVbhY9EPOmy\nMZ6mKpEx5lpCLUQj0ULS364j+fXXEJRwsNs27Xr3pqJ7t612iCeeeIIhQ4Ywc+ZM1q1bxw033MDM\nmTO55ZZb6rT97W9/y4MPPsitt97KyJEjAViwYAFTpkzhJz/5CWeccQZLly5l5syZpNNpzjnnnK3W\nb0EQBEEQ6ieRcvm/ZesAUHvsRKf25XXahJ4HYUgY+EUjNq2KG22EHwR0y9dGgDFtAjNn8ookpYvZ\nODatJrt1ddIlmfZwHJtEqrhvx46KCBItJLVyJUEqVepukFq5cqsKEo7jcPfdd1Nebh4uS5cu5dFH\nH63VJgxDnnzySebOncvs2bM54ogjAAiCgJtvvpmxY8fyi1/8giVLlrDffvux8847c+edd3L66afT\nrl27rdZ3QRAEQRCKs6k6Y1bdqzOUxWz27dejjhAQZDKEkSBhFTBJyngh6xI+G+LGN2KnfG0EGI0E\nGEGiHh8Jy7JwvaDkSelcz4SwzXgBsQCSaREk8hHTphZS2asXdmUldnl56f4qK6ns1WurnufAgQNr\nhAiAXXbZhWQyWavNO++8w3XXXcdBBx3EcccdV1O+bNky1qxZw+GHH47nefi+j+/7HHbYYVRXV/Ov\nf/1rq/ZdEARBEITiuF5AxvNZsyHJ+k0plq+uqtMmcL1IK1HY0Xpl3DPaCD+ga4VVVxsBm5PSeW7R\nyE1OlAE7CEIyJU5KV510cb0AL7o+QRCSyogwkYtoJFpIRfduW1UT0FqorKys9d2yrDqJYj7++GMO\nP/xwXn31VRYvXlxj1rRhwwYALr/8ci6//PI6+1m7du1W7LkgCIIgCPXh+QGuG1BR7vCfVVVUVsTo\n1rmylolT6GYIfZ8Q6oR+raONqCwSxdF2jFbC9YpqJMBoJVw/KLmPRDyZoTrlRoJNQMb1SaY8Kstl\n+pxFroSwxfiv//ovbrnlFk477TSuv/56nn76acrLy+nUqRMA06ZNY+jQoSxbtgyAvfbaizAM6dOn\nTym7LQiCIAg7NJ4f4PkBtmXhBSGrvq2mXUWslolT4Lr46TS2ZdVJRrcq7lGdcvH8gJ7tC/hGZLFt\nsGzwi2skAMpiNumM0QB4flATyWlbU510iScyxBwLz7dJpD0SaY+dStKb1omYNglbjO7duwNw3XXX\n8Z///Id77rkHgL59+9K1a1dWrlzJ4MGD6devH/369WPjxo3cfvvtxOPxUnZbEARBEHZoPC/ED4yV\nQYeKGN9uShkTp1WbTZyCjEuQzoBtY+doJDJ+yLcJn/VVacrr00YA2FHYWD8omkcCwHFsvCAgCMOS\nOlxXJz3Sro9lWcQci+qkK5Gb8hCNxA7MkiVLmD9/fp3ynj17tmi/gwYN4tRTT+Wee+5hzJgx7LHH\nHkyaNImZM2cCsOuuu7J69Woefvhh9tprL9FICIIgCEIJ8fyAIAixLNi1RwcyK/0aE6edOlfSuUN5\nFPrVxbLtWj4Sq6tqayNixbQRkONs7def3dqxIQTfD8m4Ae0rizbdaqTSnsllkfHp3KGcZNozpk3i\ncF0LESR2YN5//33ee++9WmWWZTF58uRGZamur82ll17K888/z/Tp07nvvvs444wzqKysZP78+Sxb\ntoxOnTpxzDHHMHny5BafhyAIgiAIzcf1zeq/Y9uUlzl079KOlesSrPy2mnblMfbt34PQdQm82lmt\ns9qIDY3RRgCWbRPaFoQB1ONIbbJbh3i+XzKH63jSJeMa86rKihi+H5JyPVIZHz8Ii5tv7WCIILGD\n8tJLL9VbP2HChJr/H3zwwTr1Z599NmeffXbR/XXu3LlWMjqA8ePHM378eJYsWQIYzYUgCIIgCKXF\n8wP8IKQiZjQGO3WqIJ5wWbcpRdeOFSxfVUWXTKZOVuvVcY9EysVtjDYii+2AH9TvIxElpUtlSpeU\nrjrpsinh4tg27cpjuF5AVTKDH4Sk0h4d2pWVpF+tDREkBEEQBEEQdlA8P4AQgiDEcYwgYFkWvbq3\nJ+1uNnFy4klCL8COIha5fsi31T7rGqmNqMG2TTK6wCcMw4LWDTHHxnaskiali0f+EI5jUVnukHYd\nCMF1fRIpESSyiLO1IAiCIAjCDooXrfgbc53N00Jj4lRJEMLK1RtZtbYa3/NqslobbYSH6wd0rrAa\np40AsB3CwIeQepLS2diWheuXRpAIgpBEyiWd8SmL2TiOTUWZg2PbxBMuibQ4XGcRQUIQBEEQBGEH\nxQtC/CAgDEPsPGFgp04VdKwsY8P6OFWJNN9Wu1iOg+eHrK32WV+Vosxx6NZYbQQYjUQYmlxUxZLS\nRZoR3w/JlMC0KZFy8QJz7MoKIzhVlDk4jkUy7ZJMicN1FhEkBEEQBEEQdlA8L4hCv242bcqSNXGq\nsC3WrqtmUzIgEdisrvZIZDwyXkCX8iZoI8D4SIQhBEFRjYQJt2rjeSGuu+0FiXgyEhbCgMpyE+o2\nFrNxbIuMF5CQyE01iCAhCIIgCIKwg5J1tCa0CkYiKi9z6NbeJgwC4skM3yRgTbXP+k0pymJN8I3I\n4jQ+BKwXBJv7tw2JJ12qEhliMYd2OVmsy8scMm6A5wW4JYom1doQQUIQBEEQBGEHxfMDExnJopaP\nRC5dKh0q7JCU61OVCUmkjTaic7lFmdNEQaIml0RxjQRALGbVCBDuNvaTqE66JFMujm1RUb45+V5F\nuYMfCTcJMW8CRJAQBEEQBEHYYXGj1XXbsovmRrA8j65lITHHYV3cNdqIpvpGZLEdsCwTuakBjUQY\nhnh+sE39JFwvMNGivICKMqdWVKmKMiNUJNOeJKaLEEFCEARBEARhB8XzA1w3wLap4yORJfRcykKf\nzpUOvmXjNlcbAUYjYdnguQ0kpTPZrY3GZNtpJKqTLq5nzJeyjtZZysscYo5NddIVjUREq8kjoZQa\nCzykte6cUzYceKdA899ora+K2lQAs4BTgQ7AX4CLtdbfbP1eC4IgCIIgtF0835jq2JZV1LQJ3wPf\np0MZ9OxUjhfa9GjfzMzOtgN24zQSlgUZ1ye9DU2b4skM1SkXy7KoLK89Ta4oc7Ati7Tri0YiolUI\nEkqpg4GHClTtB1QDR+SVr8j5/25gDHBZ1HYm8JxSarjWujTpEAVBEARBENoAnhfW+CIUM23CdSHw\nsWyHbu1bOHV0bCws8H1C36eYOBJzjGCTzvjbNHJTddIlnsgQixLR5WLbFmUxu0aQKJZQb0ei0aNB\nKXUWJn1IMUIgA6wG/qG1Xt+IfZYDlwLTMUJAfprAocCHWuu3i2zfDzgTOE1r/VhU9k9AA+OABQ31\nQRAEQRAEYUfF8wOCIMSyqJNHogbfAz+A2BZYf7ajyXkQNKiRsG2z+p/ZhqZN8aRL2vWJOTblZU6d\n+ooyh2TKw/cDUhmfdhWtYk2+ZDTl7H/XhLaeUuo3WutrG2h3DHANcAXQA7g8r34o8K96th8dfT6T\nLdBaf6qU+gg4GhEkBEEQBEEQiuJGgkQxs6bQ9yEITbhWp6LFx7Msi9C2IWwgalMUJtYPQjLbSCOR\nTHt4kbN1lw6Fz7W83CHAJKtLpNwdXpBoirP14cB6YDHwY+C7wCBgLPAckAJ+BpwMPAlco5Q6v4F9\nvg3sqbW+o0j9EOA7SqkPlFJppdQnSqmf5tQPAL7RWifztvs8qhMEQRAEQRCK4PkBfhgWN2vyXMIw\nJAyCzdqElmLbDWokbNvktfD8gMw28pGoTrpkXJ8gCKmsKHyuFWUONhaJlCt+EjRNI3E18BHwA611\n7i+qlVLPAS8AJ2itjweeUErZwPkYH4aCaK1XFKtTSu0GdAf6A1MwQszpwHylVKi1fhDoDMQLbB4H\ndm/CudXw6aefUlVV1ZxNhUaSTBq5b8mSJSXuiSAIwtZDnnVCa8cPQr76qprVq5O0K3ewvY112ljJ\nBOWrV1O2aSN+aLElcsPFqqrAzeBVtCNd2cmEgy3AunVpXD+kPKyiwl+71f0RVq5Ls+ybBOurPcqJ\nk9hUV5hwvYD169OkEhuwMuup+rayycdJp9NborutgqZoJEYBf8wTIgCInJoXAEflFL8I7N2Cvq0D\njgQO1Vo/obV+SWt9LvBnYFrUxqK434akHBQEQRAEQSiC75spVBCGFAvYZPmeMWsK2ZyVuoWEtk2N\nRBIUn645joUfBFEY2K2f3TqZ8Um6AY5tUR4rfK4xx8K2LFwvIJWRmD5N0UhsAAbXU78PtbUDnYFN\nzVkfbhAAACAASURBVOkUgNY6BbxUoOovwNFKqQ7ARqBTgTadorom079/f/r06dOcTYVGkl2dGzRo\nUIl7IgiCsPWQZ53Q2oknMiSstWx019Gza3t26da+Tpvw29UEiU2EqQRWj55Y7Tu2+LihbRFuWo/V\nvQf2rrtiVRRe1S/vkGDNhgS79e5G3/496dguPybPliMIQuLhKtal1lMWs9lzty7FG5dvIpH26LVr\nNwYM2BmniQLWqlWrWtjb1kNTzvwRYKJS6iqlVLtsoVKqUil1ITAReDQqGwZcALzW3I4ppQYopS6I\nIjvl0g5IaK2rgU+AXlEuiVz6YiI3CYIgCIIgCAVw/cCEfg2LJ6PD88DNGL8GZws5Ftsm2RyB30Dk\nJtMnzw9xt7KfRCLl4gXGiTo/EV0+5WUOnh/iB8EO7yfRFEHil8CfMMnfNiml/qOU+gyz8n87RlNw\njVKqEngP6Bpt01z6APMwkZ0AUEpZwIlsFlAWAQ7G4TvbZm+MdmRRC44tCIIgCIKwXVOTQ8KqJ4eE\n54HnYtn2FnS2zgkB69UfAhbA9bZ+Urp40iWZ8oCwTv6IfCrKHCAknfFJ7OCCRKNFy8jU6Hil1A8w\nORr6R9v/BXhKa/0CgFKqM3AO8IzWem0L+vYK8AZwt1JqJ2AlMAHYFzgk6tNnSqnHgN8qpbpgzK9m\nAv8EnmrBsQVBEARBELZrPD+oWekvGv7V8yCbx8HZQoJE1hQoyphdjJhjY1smAZzrbV1/hHjSpSqR\nIebYtCtvWCPh2DbVKS8SPnZcmqyj0lq/DLxcT/0mYH4z+hKS4zittQ6UUmOBGzEJ67pjNB1Haa0/\nyNnuZ8AtwGyMhuWvwMVa663vlSMIgiAIgtBG8fwA1w+wLbve8K8EAdi20UpsCWwHLNtoI+ozbYrZ\nODakM/5WDwFbnXBJplwc26KiIY1EuYNjmxCwCREkGo9SqiswAuhIbbOoGMa5+nCt9WnN6YjW+nrg\n+ryydZgQsvVtl8D4Z0xsznEFQRAEQRB2RIxGIjDuD/X5SPjBltNGgPGRsCwjpNSTtTrmWFhRhKSt\nmZTO9YIog3ZA+4qyBsPMxhwbx7HwvIDE/2fvTWNk3db7rt9a71BTD7v3dO4599i+9/rapesPtiBG\ncSJExBAUCHFkJgWBIyNLGBC2cDBxHCOsEEcJCLDBIQqyQSEygcghiSwUKUL+4FgGwgeQE8N1+cx7\n6rm7hndeEx9WVe/evXuqvau7q3uvn9Q6Z1e9VbW6hq71vM/z//9rdWXrug1cupDo9/vfhx9jOs0l\nacbdkaEHAoFAIBAI3GGUtmhjkUKcOtrkU60tWA3pSe+bt0BGIMV0tOnsM/qRlAghsNbRnFNwvC15\nqfxzoS3ttcsVTK0kYpwrjHE0ypAmCyy0bhHzdCT+HH706EeABPiLwA/gXZR+BHgIfO+iFxgIBAKB\nQCCwjHzybMikaPjal++x1lvgRvuaMGYqtuYMsfUs1dpZxII7EgIBxuKM4bzz/3EkUMZeqUYiKxuy\nUiGEoH2BPmJGmkRYW6O0paj0O1tIzDPs9r3AXxoMBr8I/BKgADcYDP5n4J8FLPCnFr/EQCAQCAQC\ngeUiKxU7w5LNvZwXu9nFN1hCtLFY6xBCIE8rJGZhdNZdzWiTted2JACSWGKNw1qHNldTTOSlIi8b\n4khc6Ng0o5VEIKBs9Ds93jRPIdHC5zYwGAwa4FPgH5n+WwH/A/DHF73AQCAQCAQCgWUjKxrKSrO1\nXzApmqMz+7cJNS0kzhRaq2OuSouyfgWvQZByWkicP7IURRJtLda5KxNcZ6WibgxxJC/dWWilEXEk\nyafvg3eVeQqJZ8BXjv17AHzPsX8XwAcLWFMgEAgEAoHAUjPOG0ZZjXMOpS2TvLnpJc2NNhbj3DlC\na/Uy52GRHQk4VkicvwmPIx9e57UIi+9IlLVGT8XWlx1rAkjjCCkEtX63syTm0Uj8beDH+v3+APjr\n+JyHn+33+78XX1T8IPDFwlcYCAQCgUAgsGRkhaJqNFIKRnnNKKu5t9q66WVdGm0sOLDGEbUuSrWO\nrqaQcBasw1l7prWsT7d2KGOuRHCdl4pGGax1tFuX/x2lFKSJpFGWqtZY604fD7vjnNmR6Pf7f7zf\n73/l2EU/C3wT+GW8/esvAXvA/wHsA78P+C+ubKWBQCAQCAQCS0BRKRptjsZhxnnDKK9vellzoafi\nZT/adMZ2UCv/I8UVFBIRzk47DOd0JZJZKF1zNaF0WakYF4ooknN1JABaSYxSFmMdVfNudiXOG236\nK8Dvn/1jMBgM8YnSv28wGIwGg0EG/F589sN/A/zhqRA7EAgEAoFA4M4yKdTRWWiAqjZUtaG+4tC0\nRaKNxViL5ezRJjcNjBNcRSHhR5ucO18nEUcSGYkrC6XLS0UxDaK7rNB6RppIP9qmDOU7Ot40V+k1\nTYv++8f+vc2JELlAIBAIBAKBu8ykaBjlDXEs6bZjhpOKslaMJjWP73dvenmXQhmLMQ4cZ4/kaD1N\ntRaIBYqtgZeFibUvdRinEEcSKYQfbVpwIWGto6i80DqJJVE0X3J3K4mQUpBPE64frC90ebeCBWWd\nBwKBQCAQCLwbTPKGslJEUnJ/rU0cRwwn9a0ab9LaYawFznFt0sqnWi+6iADfkQDfjTinIzHrlmjj\naBY82lRUCm0sjba0W/ONNcFL56ai0qEjcQYP+/3+t85zh4PB4MlbrCcQCAQCgUBgaalqTaMMVWNZ\n6yV0WrHfTNaacd7gnM9lWHb0NORNnJVqbe001dpAkix+AbPi5IJ0ayEEcSQx2qEW7NqUlYqyNoCb\ne6wJIJk5NylDUb2bWRIXFRI/P/25LA54N6P9AoFAIBAI3Hkmxczlx9JpxQgh6LZjDsYVjTJkpWK1\nu/wp17NCQgp5Zqo1gDMLTrWeIaX/0frCLIk4khRaTXUd53RQ5iQrFZO8Jo4knTmF1jPSJKKoFY2y\naGO9Xe07xEXP2t8C/uEc93f70lgCgUAgEAgELsmkaBhm083ndBym1044GFdkpWKU1bemkGi0RUhO\nF1trjTPGW7TKN9tkn4uMQMjp+NQFWRKxwJR+i6mUIXqDMaTTyAtF1RgiKWi9QUcC/HjTuKgx1lLW\n+la89ovkolfifxkMBn/tWlYSCAQCgUAgsORMioai0kSROLIL7bYT0jhilNWMsoYPH9/wIi+B0hZj\nLPKM0aZXNvhX1JEQQlyokQDfkXDOHdMzvP3Dq2kIXa0M3VbyxuNoaSLBOerGUFTvXiHxbvVfAoFA\nIBAIBN6QRvnsiKrxKcgzt6MklqSJpKw0eaWuJO9g0czGhIAzRpv01RYSsxEga3CXTLf241iLcW7K\nygal/TjSPEF0J2klEXEcMSmbd1InEQqJQCAQCAQCb82oGvP54TNKVd30Uq6MSdFQK4Mxr7v8dNsJ\nSnuL0vEtcG/SxmKtF4afav+qNTSN1zFcQSEhZARCgHVwQXEQRxIhpoXcgixgx3lDVioEYu4guuO0\nEi+4rup3M0vivELirwKfXtdCAoFAIBAI3E6ss3x2+JSnoxc8G2/e9HKujEmhGOcNkZR0TxQSvXZC\nFEWMJjXjvLmhFV4erR3GXGD9qtVUFH1FPjpSeleoCzsSfvyqbsxCnJuMsewelhyMS9LEZ4G8KVEk\niSOJUpaievcKiTOfucFg8EPXuI5AIBAIBAK3lErXKKvZyXZZb6/e9HKujEnekJWN10ecGIfxNrDC\ni7Eny92RcM6hrcU4SxKdvhV0WoExV5NqPWMO1yYpvc1qs4DRpp3DkqJqKGvFw/XuWzsttZKIUd5g\nraNq9Ft1OG4bYbQpEAgEAoHAW1GokkYrcl2irMa5u2fiqLR35akbQyuNXhMoSynotGKqxix9roCe\nJlpbe4Y+Aqap1gaEuBr7V/CdDmvAOe8QdQazjb6xjuYtOxLWOrYPcrb2S5IoYmOt/Vb3B5CmEdb5\nIuddG28KhUQgEAgEAoG3olQVeVMAAuccyt69zVRWTMW52h7Zvp6k206wzlFUeqnHm7Txm3Fr3emO\nTfAy1fqqigiASOKmgu/zuhJSCiIpvGvTW2okDicVeanJyoaVTkorefvfr5VECARVrSnfsfGmUEgE\nAoFAIBB4K0pVUegKgcA6izLLezb+TRkXDeOiPuo8nEavHZNEkuGkYpgt73iTd2yyONypGRLOWl9E\nWHO1hYSMwFncJXQSSRxNHbM0h+M3F/S/2MvZPsiJI8nG2gJ8ZIFW4nUSWaneOZ1EKCQCgUAgEAi8\nFYUqUabB4TBW09zBQiIrFFmhiKPXhdYzWmlMEkcUtSYr1JG96rKhtcUYh3PnWL8yLSiutJCYWcDa\nC3USG2stpBBs7uU82Z5g3+C5HWU1WdEwzhs6rZhuO3mTVb9GmkRHGo53bbRpLjVIv9+/B3wv8CXO\nKEIGg8FfXcC6AoFAIBAI3AIa3aCtoTHeSrOx+s51JIyx5JWiqjWtNCY6R5zbbcfsDUsaZciKhvWV\nxZz1XiRq2pEQnDHapJXvElh7dY5N8PK+rb2wI7HaTel1EoZZzTir2Tks+NKD3lwPt7WfszcsEQg2\nVt9eGzFDCOE7JkpTNhpr3emWuneQSxcS/X7/nwF+BVg/5zCHt40NBAKBQCDwDlDoCm00xhkiEVGr\n5s51JLJSobVFGcu9M7oRM7rtBCkqxnnNMKuXspDwwW4WIcSpo02vOCldsUbitcc7h0f3OhSV4vlu\nRreT8GC9QxJfbrimqBTDSc3BuKaVRqx2F9ONmNFKIvLSOzeVtabXWez9LyvzdCT+S2AC/HvA58Bi\nEkECgUAgEAjcWgpVTvUREikktbl7hcQ4b5gUCsnZ+ogZvXZMHEvGuWKcLafgWmtLoy1SyDNGm9TR\neNOVaySkfPXxzqHdillbabE/KhlNap7vZnzl/bVLPdTmXs7BpMJZx8ZqCyEW2zFopRHWOprpeFMo\nJF7n24E/ORgM/serWkwgEAgEAoHbxcyxKZbeucZMx5zuEpOiYVLUxLG8sJCIIkk7jchr7e1ilVmI\nM9AiMdahlPGh1WdpJNQ01VpeYSaClCCkH2u6REcC4NF6h6zwXYmVbsLjjc6FWodGGQ7GFfvDkjSN\nrqRLlCYRURSRV2pq/dtZ+GMsI/OIrX8b+OCqFhIIBAKBQOD24TMkaqSQSCHQVqPs3SkkjHXkpaJq\nDEksLzVK020nGG2pG81oCd2blLYY6xBCIM/QSKCmqdZvGdZ2LjLynQFtcBdoJGbEsXdbMsayN6p4\nuj258DZb+znjrKbRlvWV1pXoF7xzk6CsNFXz7gztzPPu+HHg3+r3+z/c7/cfXdWCAoFAIBAI3A6M\nNdS6obGaNEqIZYyx3v71roTS5aU6yi9oX9CNmNHrJMSx5GBSL+V4k7d/9a/PaR0JpzUYPU21vuKO\nBHib2UsWEgD3V9u0Wwk7BwUH4+rcJHFjLDuHJTvDklYSsXFFmpU4kgjhi7SqeXecm+Z5d3wE/C7w\ni8Av9vv9045xg8Fgufp3gUAgEAgEroRSVRhn0dbQilK0M5S6wjqHtpokuv1z4pOiIS99h+Us29eT\ntNOIWEqKSjHKa5xzC5/Jfxu0sd5ZSIjTz85r7Z2UrjLVGhBS4qT0j1dVOGsRZwXkHUNKwcN7bZ7v\n5mztF/Q6CesrD099jneHJUXVUNaKh+td4kuKs+dl5tzUaEPdmKV7za+KeQqJ/w74PuA38EXFaeXW\n3Tj9EAgEAoFA4EIKVVLrCnC04hR0g3UW5xyNUXemkBjnDUl0sT5ihhCCbjvmcFLRaEteKla66RWv\n9PJo7TDm9DA6f4DymoVLbOrfmk4XNzoEVSMmY1i/d6mbrfVaDCc1h5OKSd5l++B1O1jnHFv7OVv7\nJUkUsbG2OMvX00hjSV4pnIO6uXwH6zYzz2/4TwH/9WAw+PGrWkwgEAgEAoHbQzEVWkciIo1SjLM4\n8DqJOyC4ds6RFYqyNsSxJJ1DNN3tJBxOKvKiYZQ3S1NIOOfQ1mKcJT1FSO1m4XDWQHq1G28Auj3I\nxjAc4tYPEZcsJAAebXQpa82znYxOK+bhvQ7xMU3HwbgiLzVZ2bCx0r5y0XuSRDjrpuNN70YhMU+p\nOcaPNgUCgUAgEAhQ6pJaN0ghacUpsYgQQGPVnXBuyiuNMpZaabqt+borvXZMHEmGWX3uDP91o40D\nN82aO22syVxTqvWMVhuRpFBkkGc4dfn3TacVs9ZrkVcNw9zbwR5ncy9n+yAnjrxA+6pJYwkCqka/\nMzqJeUql/xb4d/r9/l8bDAajRS+k3+9/P/DLg8Fg7cTlPw38CPAA+E3gRweDweDY9S3gLwB/DOgB\nfxf4scFgsLnoNQYCgUAgEPA45yhVTW0USRQjhSSe/rdRiuYOODdN8oay8r/HZceaZiRxRJpElJUm\nr7xgO75KB6RLoo0fPbP2rFRr/TLV+hoKCSEErtvDHexBWSLGQ3hweU+fh/c6ZKXixU7Gaifh8UaX\nTitmlNVHY2m9TnKhRewiSJOIOJIUtaKsQyFxkkNgA/i03+//BrDDKTqJwWDw7867iH6///uBXz7l\n8p8BfhL4k8AXwH8E/Fq/3/+uwWAwnh72l4E/AvwJIAf+PPB3+v3+7xkMBnbetQQCgUAgELiYStdY\nZ1BG0U28Z34komkoXU2j70AhUTQMJ/VUHzH/prrXSchLRaMM47zh/hXP6F+GmWOT4wyNxEwfAdfT\nkQA/3jQewniIGw0RcxQSSSzZWG2xc1iwNyp5uj3hO791g639nL1hiUCwsXo9z3sSewvkuvGC63eB\neQqJnz/2/99/znGXLiT6/X4K/PvAf4IvApJj160CPwH8zGAw+IvTy34DX1D8MPBz/X7/24EfBP61\nwWDwK9NjfgsYAH8U+FuXXUsgEAgEAoHLU6qKxijsTGgNJFGMQKCtufVZEs45JkVDrQxRJGml88+7\nd9sJkZSMJjWjrF6OQkKfb/3K1PrVH3A9hYRIUkjbuLKAqsBVJaJ9+UC3+2ttRnnNzkHJvdU2W/s5\nw0nNwbim3YpY7V6P6D+OJFKKd8oC9tKfisFgcBX9uH8e+FP4guEh8B8cu+778KNKv3psDcN+v//r\nwB8Cfg4vAAf4X48d83G/3/9/p8eEQiIQCAQCgSugUCV5XSIRtCJfSByF0rnbn25d1hqlLXVtuLf6\nZvP13VZMHAsmRbM0wXTKWIy14M4YbVLHwujkNTr6d3tQ5pDnMDqEOQoJKQUP1zu82M3Z2c+JhOBg\nUuGs495K61ptWNNYUtSaRvmC7dRi7Q5x08N6/xfwlVnH4QTfOf3vJycu/+zYdd8JbA4Gg/LEMZ8e\nOyYQCAQCgcCCKVRJoUtiGZNGLx2JYhljjLn1rk3jvKGqNRb3xu47Ugo6rZiqsdSNWYq5eW0sWluE\nkKePNhkNqgEhr2+0CaDbQ8QJTEa48WjuQMO1Xkq3E7M/rlHasj8sSdOI9SsKoDuLJIl8TodzVEvw\nel81c30y+v3+Pw38QWCFV4uQGFgD/vHBYPDhZe9vMBi8OOfqNaAeDAYnX4XJ9LrZMRmvkwHfctl1\nHOfjjz9mMrk4bj3w5pSlr/u++c1v3vBKAoFA4Oq463/rPp58wfNiC5yjXb7ccB5UhxS6olVKkkNf\nWNxGnu1VfLpZkFeGNjn56M3OvY4Lzd64IXZjVL7Dg7WbtYHdPqx5sllwmGlSN2GYvlosJNsvSPb3\nkU2NanWutZiIqgpZFKgoQVmB7fYuvtExmsYyHNb8/cMDjLXcX0l4/vx693SjXLM/afhMFFDtsd57\n/f1f18vRnVoEl/509/v9HwL++3MO2QN+7W0XdAzB2QF3Zo5jAoFAIBAILBBlNcYZtNF04lfn/iMZ\nYfFnZLUzxPOds1waispQK0skBWn85uMp7UQSS0FWGPbHijiSp24urwtjHco4pDjH/nWaan0tgXTH\nsO0OsiyQeYbMJ3MXEu1U0mtFTCpNGktWOtf/PCeR8BbIytLou+/5M88z/OPAx8AfBrrA/wN8G6CA\nH8ULoP/EAtc2Alr9fj8aDAbHi4LV6XWzY1ZPue3xY+bi61//Oh9+eOmmSuANmJ2d+8Y3vnHDKwkE\nAoGr4y7/rRtVY4pdxWS/4lH3AQ9794+u6xSHxPke799/n68++ir3Ous3uNI3o6o1Y7PLYX3AWi/l\nw8enbTUuT7w5JisblExxrRVEt81XvrR2I4Fl0ZNDhmqXsjJ82wfrxPGrxYKtMlw2BATi0eNrXZtz\nbnqK2CF6HcQHHyDm7Ih8+KFjlDe004j2Gwjk35aq0ZCOWeulfPnDh3z7h68H7G1vb1/7uq6KeUrN\n7wB+cTAYfAT8A/z40D8xGAy2BoPBT+P1Dj+7wLV9hH87ffXE5V/DuzLNjvnSNEvirGMCgUAgEAgs\nkFJVVKpGIEjjV0d1Ehnj8F2Lxt7OGfHx1K3JOkdnziC60/jg0Qr3VtoUtWbwxSGfvRjx25/u83w3\nw9r5tABvi9IWOz1RflIj4ZzzHQlzTWF0JxBCQLeHUw2urmEy/zlhIQT3Vlo3UkQApHGEEIJmmm59\n15mnkLDAPsBgMHD4Tfz3HLv+7+DzHBbF/w5UwA/MLuj3+xvAH+DlCNWvARHH7Gj7/f53AN/FYses\nAoFAIBAITClUSaZyIhkdOTbNiGSERFKrhsY0N7TCt2OS+/yI+A3zI06SxJIvP17hy49WaKcx23sF\ngycHfPpsyG9/unetjk7aWKx1SCFedzPSGhw+kO4GCgnAuzdFMYwOcaPhzazhLZBSEEcSpd4NC9h5\nyrUB8I/xUifxTeD3HLu+C1zeq+uiBxsMsn6//wvAn+33+xZfuPw0MAR+aXrMJ/1+/1eAX+z3++vT\n6/488FvA317UWgKBQCAQCLykUBW1VkghSaNXz9jHMiaSPpROmdu5kcoKRVEpIikWemZ7tZvSayfs\njUqGk4qPng25v9YmrzSP7nX4ti+tksRXu4HXxmLM2WF0zlmvkbhO69djiFYbkhSKHIoc1zSI9GYF\n6vOSJpJJoTDGobS58tf0Jpnn0/FXgJ/v9/sRXi/xq8D/1O/3fxL4HXyw3D98i7U4XhdO/2l8J+Qn\n8E5Rvwn84GAwOC7B/zfxmRL/Kb7D8r8BPzbtmgQCgUAgEFgg1lpq09AYRStOXzurHcvIh9I5cys7\nErUy1MpQKcNqJz1dkPwWSCl4vNFlrZeyc1AwyhrGeUM2zZr48PEqjzc6V5J94JzDGIdxlvQ0Ny2t\nj6Va36BIvtfD7ftwOjEewsPr1Wq8LUkcYWyNsX68KRQSwGAw+IV+v/8BPrn6R4G/AfwQvgMA3pb1\nX3/ThQwGgz8D/JkTlxngp6Y/Z92uAH5k+hMIBAKBQOAKKXSJsQZtFWvRymvXRzLyoXT2dmZJZFN9\nhDGOzhWKodtpzLe8t8oob9gbljzbztgflVS1oagUX/1g8SJ1bfw5Vms5PYxOq2OFxA1ufrs9H0o3\nHOLWDhE3XEg47d/HIr6cXiaNJThotKWsNavd29VRmYe5fL0Gg8FPAQ8Hg0E9GAws3sHpnwT+ZeA7\nBoPBb1zBGgOBQCAQCCwJpaqodYMDWvHpG6RIxhh7O9Ot81KRlQ2RlLTTq91Mz4TBX3l/jfvrbRpl\n+eT5kN1hiTaLtw7VxuKc8xqJU0ebbiiM7gQiThCtNq4ucXWFK4sbW4vLM9wnA/9zyXWkSYSUkqJS\n1HdccD13qT0YDNSx/3fAry90RYFAIBAIBJaWUlVkTUEsotf0ETMSGVHr2mdJGE18k2Myc5KXmrxU\nxNFi9RHnEUeS9x/0kEKwe1iglGWSN2ystS++8RxoYzHW4XBEp41szQoJebOFBAC9FSgLyCa+O9Hp\nXvsSnFK4F09xO1t+1KvTRXzr1y68XRJL4khQVnop0syvkutNGgkEAoFAIHCrGGU1L/YyzNSmtFAl\nta6RQr7m2DQjkjHWWRzuVnUlnHPklaJpLHEkX8tYuGq67RgpBeOiZlwsXl+itT16HU8bbXJagTZe\nn3FDYusjOl1EHMNkjBuPcPZ6w92cc76IGB7gsgmMh7hsgivyC2+bxBIhQBl75zsSoZAIBAKBQCBw\nKlv7Of/f5wd8/PSQLzbHOOcodUVjG+IoJjpjsxnLCItDG0Njb08hUdYabSyNMlc+1nQa3VZMHEmy\nQjHJF19IKGMx1o83ne7apJdDIwEIGUG760ebmhryycU3WiS727jRELe3g4gT7wY0OsTt7Vx4UyEE\nSSxR2lvAOnd3/X9CIREIBAKBQOA1XuxlfPZixGfPR3y+OWFvVDIuCq990IrWGWNN4C1gAZRVt6oj\nkZeaRhmss7RuINAsiiRpElHVmqLSKL3Ys/DaWJS2SCHPGG1SYDVE0ZW4Rs1Nt+c7I+PhtWZKuGyC\n3duGrWd+pOnhY0TagtEQl40vpZVI4witLc55J7C7SigkAoFAIBAIvMLz3YwvNsd8+nzkA8yM43Bc\n8dn2AcooLI70jLEm8B0JiaTWza1ybsor3wmIouhGOhLgx5uU9hv+bMHjTVpbGmWRUrxWSBylWtub\nSbU+lXYHkSSQZ5BNcPrq9QZONbgXT2F3B+csYn0D0e7A6vqxrsT2hfeTxBJrne9K1KGQCAQCgXeS\nrf2c/3uww87BzbmGBALXydPtCU+2xnz8bIixjgdrbdI0YuewYHM4YlQWSMSZjk3waijd7epIKIpa\nT4PobqiQaMVIKRnnNeMFjzfpaUCaFLzekTDTVGtjbl4fMUUIAd2eFz3XFUxGV/p4zlrc8ydeF1Fk\niO4KYm1qw9tb8V2J8Qg3ubgrkSYRCKiVvtMJ16GQCAQCgTNwzvFsJ2N7P+fZbnbTywkErpwvtsY8\n3Z7w0dMhzsHjjS6PNrrcW22htWM/G7N1MCaW8ZlCazgWSneLsiSsdd6uUxmSWBJFN7NF6rRi4kgw\nKdTCBdd6qpEQQrwuttbap1q7JepIgB9vimM/VjQ6vNrH2t3CjUa4/R2fsL3x8OgqIQSsrvnOX1pX\nPAAAIABJREFUzXh4oVYiiSWxlBSVprrDgutQSAQCgcAZlLXGGMuL3QytLUrf3S+DQODzzTHPdzI+\nfuZn0d+73+X+1H50Y6VFK4nYGY0Z5jXWQnKORiKSfsbeZ0ncjnTrstZo61DKXJvt62lEkaSVRFSN\nplywTkJpy8z86DWx9Uxo7ViqQkKkLUSSQpnjisJ3Jq4ANxlh93dh+zlECdx/hDj5PPRW/VpGQ9xk\nhKvKM+/PZ0kI6iZ0JAKBQOCdpKi88LLRFm0sRXV3vwwC7y7OOT57MeL5TsZHT4cI4EsPemysvsww\niCLJ6kpMozVZVVMXF280YxmjraExt+Nzk5eKutY4uLGxphmdduz1DNowWWBXQhuLMQ4pxOti6uOp\n1ksy2nREdwVnDZQ5XIHo2jUNbvOZ70hYh7h3H9FqvXac70qsT7sSo3O7EnEkkULQaEt1h7MkQiER\nCAQCZ5CXinGpiGPpzw7e4S+DwLuJc45Pn494vjPh42dDIumLiHsrr2+iul1HFEFW1tSVRKnzz5TH\nMsJa74Ckb0ExkVeKSdEQR5K2KnCH+9eeXTDjpU6iWahOQhuLtWdZv6qlSLU+lV4PEadT96ZDr+NY\nEF4X8QXu4ABXFoiVFcTq2jlrWZl2JQ59vsW5XQk5tRN+md9x1wiFRCAQCJxBXimKUtFKIrJChUIi\ncKew1vHxsyEvdjM+fjaaFhErrJ9SRAAYFGnLYS00jeBgeP7nIZYRZhZKdwuyJLJSUTaaqKlJNp9g\nn3yG+/R3cVcs8D2NTnumk2gWlifhnMMYh3H2EqnWy5VELqIY2m1cWfpwuJ2txd35zqYvCA72EGkH\nNh6cvxYpj3UlztdKJHHkx8mco76j402hkAgEAoFTcM5NR5ssUghqZcJoU+DO4JwvIjb3cj55PiKO\nJO8/XGGtd7aAurY1UWpIIkmeW0YTfW5XIpbxy1C6JRdcG+soa03dGDpNjigL3JPPcS+eYZ98hn32\nBU5dvdbDlQXu+RNkkdNKI+rGUNZ6IfosbfxrZcxZqdb6Zar1DQnNz2X9PiJNYWcTe7jnC4q3xI2G\nXhex9dzbzD546IPwLuKoKzE8tyuRJv559MF0d1Njt4TvlEAgELh5ZkLr2Rd4o0zoSATuDPujit3D\nkk+ejUhiyQePVljtnl1EANSmxtLQaUc4HZFXisPR2Z+JWSidtnrpnZuKSk0/75a2LiGfIFotXJHD\n089xm89wn36E29+9spRipxrc08+wm89wL57SSSNfhCmzkPEmpX2itXUWedpokzqmkViyjgTgN/pr\nGzgc7O/itp6/1YiTqyvc1nPY2cI54N59b+96mbVIOXVwst6Sdn/31OOS2LuXVY2+szqJUEgEAoHA\nKcyE1nY61+rdTtyd/TIIvFts7edsH+REkeD9Bz1WOmc7MIHvYCjboK1mpZOSJhHDSc1wrNFnuAr5\nUDpBdQuyJPLSjy4Ko2kZBXUNSYJ4+BiSFLe/g3v2Ofb5U9xnH/sCY4E453AvnuGGh7jN5zjV0HWK\nSESM8oZJ8fbPnzYOYx2C18PogGmOhFmeVOtTEKtriHbP5zhMxrCz+Ub347TCPf0cd7CLq0rEyipi\nZXW+O5k5OA0PsePhqW5SaSKJIkFRqtCRCAQCgXeJvFJMSkUkvRWjdd5BJXQlAredSdEwKRXjvKGT\nxqxc0IkAaGyNxWKcphUn9Lpy6mSmztRKxDIikhG1rpe+I5GVPtE6bUoSDM5o6HQRvRX40geItQ2c\nMbhnX+A2n2I//9h3KRaVtLy/i5sMcfu7PjOhyGmrgigSZGXDOK/f+iF8hoTD4U4dbfL2r9ZrJJaZ\n+w9852BnE3u4P/eIk7MW9/QLHzo3PPCp1RfoIk5DSAkra16QPxnBKVqJNI6OnJvu6nfHkr9bAoFA\n4GbIS0VRKaJIsNZLEUjKWlPc0S+DwLvD1n7OwagCAfdWLzfKUZsabb01aiwSVlckSSQZZjWjsUbr\n18d9YhlPQ+nsrelIpHVOXE68a1G7A4CQEWLjAeLxB4hu158Jf/o5dvO5F2MP3y4kzZUFdncbtl5A\nFHthcZ4hi5x2GlE1hqr2I05vg9Y+jA5ez5BwWoNzvoBawrGm44g4gbV7bzTi5Jx7mVy9s41I2/Dw\nPV8UvAkrq163cUZXQkpBHHmHs7uaJREKiUAgEDjBkdC6scSRpDt1UMlLRRkE14FbTNVoDic1+6OS\nVhKdK64+Tm1rKlMihSSRCVEk6HX9Bsl3JV4vFF6G0umlLiS0sdSN36i3VIWoKr+ZPzEvL1otePw+\n4v4jiGK/gX3+1AuxXzx9I+2Esxb34ikc7uG0RqytQ5r60aq6ohM5jLbU6u3zJGY2pPK00SatpqnW\nbvmsX0/hlRGn8ejyI07bL3CHB7itF74AePgYEb954eS7Eqs+42IyPlUrkcTyKL9jkeGCy0IoJAKB\nQOAEVWMwxo8ytdOINPEbojoIrgO3nJ2DgnFWY4xjfaV16Vn4xtY0tkYiiaXXU6yuSJL4oq5ENE23\nXt5CIi+Vz1coC1IMrqmh1T71uRFC+IyB9z5ArK37Y599jt3bhTcpJrZfeNef4RDR7sLaPWh3cEZ7\nnYSpiSLJOKvfWnCtpmJyIU8rJDRYc2sKCeDliNPu9qVGnNz+rn+dNp/63/HBo0uLq89lZc1nXAwP\nsKND/544RppEaOu7QXexKxEKiUAgEDhBXqojoXUr9UVEmng/8LLRRwLswPKzc1iwuZdfmdPObcIY\ny+6wZHdYkiby1NC5s2imo02RiIiE32jOuhLNtCsxfDHCbu3hmpdFQyxjzCyUzi6n2DSvpmOMZU5i\nGsAdjTWdhYhjxIPHiAePcDKCF0+w+7t+bOaSIXZuPMIe7sPOJiJN4P5DX7y0O36jOxnRViWRFGRT\nTcvboLV3oZPCJ5W/eqXy+ghYvlTrMxBxAuv3/Gd7b9drVs4YcXLjIXb7BWw9wyEQ9x94bcQi1jFz\ncLIGsslrWokkluCYJlwv52fgbQiFRCAQCJxgJrSWUtJOfdu7lUSoaXERuhK3g3He8MmzIR8/PeTF\n3mJddm4ju8PSu8fUmpVuSnzJrABlFdYZtNNH3YgZKyuSFhb1+VPK33mC/uw57vn20fWxjNCzUDpz\n9TkMb0JeKiaFot0UJFWOiJILC4kZoreCePgYJyM/3nTJYsIp5a1Hd6fWo+v3vb0pQNryo1VViSgz\n2klEpczR+NWb4sXWFiFO6UiUJRSZLyKS8x28lgmxsuZ1K9nUxWn7xWvHuCLHvXgG25s4YxDr9xC9\nOR2aLmJl1XclDvdx4+ErXYk0iZBSUFQqdCQCgUDgXaAoNUWliCNBK/Vn59Ik8haYYbzp1jDOa7JS\n8cX2hM29/E7OJ8/D9kHB9mFBHEk2LimyBt+NUE6Ds0fZEAA4R3s84tHhJtHuAc3zHSZf7OGyAjfN\nX4lljMNhjFla56a8VNRlTaRq4mZq+zrH3LzodBEP30PE8cti4tkX5xYTbvMZbnSIKwpfjByzHvVd\niTauqXFK0UWhF6CT0MankgOvFRKuzKGqEFH0mjZk6dk4NuI0PHhlxMnVlX8t9rZwdeULj/WNhS9B\nyGjq4GRwkwkc7h9dl8aSSArKSodCIhAIBO46zjnySlFPhdazs7atRCKlJKtUKCRuCfnU0rNRhnHR\nsLX/7nYlDifV0fPRbSdHnbbLUNuKRvszrInw4mxZVrSePifZ3mV9uEta5lTKktdgqwYy/1zHMkIw\nC6Vbvs+N0oZGWcx4TIL1OoE3GHkRnQ48eIxIEl8kHOz5nIJTRm3cwZ4/a7236zfAp1mPztZQlnR0\nSbIAnYTWXvArpXhF/+G09uLupoEkfXMHoxvirBGnV7IiJhmi23sjm9dLs7Lqu1nZyHdHpiSxRAiB\nNmG0KRAIBO48J4XWM1ppRBxJysp3KwLLT15qamVI44itvZztg+IoqfxdY3u/YHdYEsn5uhHgrV9r\nWyFFROIEyfYurWcviLf3SDe3iZ0hXusyXllDWZjsTHDjDIBoagFbmWYpR5uyUvlOVT4hacpXbF/n\nRbQ73ko0SXGbT/0G9tmrxYSrStzOlh/BiaTXRZwmbm53/KY0H9NuSuQCdBLK+FDN18aaitxvuo2G\n1i3rRkw5GnHKpyNOW89fZkUc7iPabS+uvsKgvVk3x9W17yZVpb9cCJJY0ky7SndNrxUKiUAgEDhG\nUXmhtZsKrWck02Ch4Nx0O6gaPbX19LMcdWMYZ9U7qZUoKsUoqxlOalppRO+CFOuTNLZGW0U7q+g9\n2SLZ3SN9sU2UZbhWC/XwPq1HK7h2h1pbinENkwLnHImMiKSk1suZbp2XiqxoiOuCRNVem9Bqv/H9\nidY0lyBpeXvY/T3ck8/8GfKp1as72MMphVhdP1Pw6+1nU6hqRFPRlv4kR90Y6jfQSVjrsNZhnD1F\nH5FP9RHyrX73G2fjASKZjjiNDv3o2CtZEdcgIu90vfNVWXg72ClpEqG1L+SaOzZiGQqJQCAQOEZW\nvhRat06Mf8ycmxpl0eZufRncNfJSUSvvFrTWS0mTiBf7BTsHxRttxG4z2wcFw6zGWcu9OSxfAYwz\nmCqn/WKb1Z0x6fYu6c4+SIG5t456eB+XpsQS0giqJMU0Bl01kJfTjoRELakFbF4qiuGYyBnv2NSa\n7/k5DdFqwaP3EGnbFxMHu7gvPvVnycejl2nKF83qH7OB7bkKYy11o5m8QVdiFkRnDK+lWrsih7L0\nG+3bpo84hh9x2vBn/Le3cJvPF5IVMRedri8CJ+PXxpus8zkS1R07ERUKiUAgEDjGcaH18dEmgDSR\nR84noSux3GSlIisbpJCsdBLWV1IaZRhmNS92s5te3rWhtGV/VE0tX2PW57B8BSiLIfHTZ8QHh3R2\nD5FNg1np0jx6gF3pwbFNdzu2NHELax3VsMCNM6+REAJjDcou32cmLzV6MkYqRSx547Gmk4i05c+C\nt9q47U3cwS52eADbm35zO7N6PY9W249aZWM6qiSWkmH+ZjoJpS3OOayzyGOp1s4YqCuYicxvS4bE\nGYiVVUS358eKogjuLygr4rKPH087SXXlx9im7k1p4p/Xu9jRDoVEIBAITDlLaD2jlUbgHHVjKELC\n9VLjR1amBWEr5sFam3YSs33gtQJ37azgWeweFmSFF5yvraTIk2MtF1C9+IR6tEeSV8RpB/XgPnrj\n3qmhZa3YYdptlHM0wwImLwXXPt16uTQSs/E3M56QNqU/k7ygQgLwBcOjL/liYmcbnk8D69Y2EMkl\nEsVbbb+msqSlSiIJeaHeqCOhjcNM829eGW0qC5zWXnB9m8eajvPgEeLBQ8TjL3kR/HXT6U4LtPJo\nvCmNJbGUlJWibu5WRzQUEoFAIDDluNC6lZ6yUUoi4igiL4Nz0zLjnKOovNB6VhBGkeTeagutLIfj\niufvQFfCWuctXw8K0ni+ADoAc7BLM9rHToY+W+DhI1z77PtoRQ4RSWqRUBfKi06r5iiUztjlCqWb\n2b5SFSRmZvu62AwFkSS+mGi3cdYgej2fjH2Z2woBLW8Di9F0nPJ5Emp+nYQ2FmMsuBOjTUXu5/mF\nvLVC65MIKb3+5KYKo04X4hjGY1w2KyR8lkTV3D0L2FBIBAKBwJTjQuuTY03gCwkpBUWtKUNHYmkp\na3+mWSlLu/XyddxYa5GmETsHBfuj8s4Xg4eTiqLS5JVipZMejVdcBtc01FtfYA53MThYv3ehWFUK\nSKWjSlKUdei8gUlGNA2lA7dUWRJ5qcgPDoms8davC+xGHEckCbz3AeLx+/Dg8Xw3bncAL97tmgpr\nHHWjGWfzdSW0tr4jIXwi+QxX5lDkfqTprnQkbhiRpD6cri6nHR9FHEukECjt7pwFbCgkAoFAYIqf\nqz9daA0QRZIoEihlKerl2RAFXiUrfYKsc+6VvARvfdrGWMf+uOL5zt3uSmztF2wf5MTTbsw8uM1n\nlMNtmjpDrbRJWiuXul0rttRxikPQHExw45xExoBDL1koXV5q6oMhoi6JY3llhQRMz5K3O+fqIpxz\nHLqMZ26PsSv8hTMb2GzidRKxZJjVjPP6zPs5DW0sjbZIXqZaO2t9onVdQ5z4MarAYuh2/chYXR+N\nNyWJRBlDrQ13yQF26d81/X7/AbB7ylV/YzAY/Kv9fl8Afxr4EeAB8JvAjw4Gg8E1LjMQCNwBitKf\nvY0jQfuMs7etJGKcK4xx1MrQmuMsb+B6yEvFpGiII/laZ2ljtcVwUrF7WHJ/tc37D3tz26HeBiZF\nw7hoGOeKXjum27787+gO93GTIfVolyYWqLUe7UtuF9qRY5Sk1LWkzhu6RUnkVnA4tNNL49w000OZ\nyYRINSS9t7N9fVtKV7PLmMpWlKagSTQrro2MY1ySQF2RmobImaP39zwoY1HaIuXLQuKlPkIhepcr\nFAOXpN2FKIbJCJeNERsPSOOIrFA462j03akkbkNH4num//2DwPcd+/mp6eX/MfDTwH8G/DFgHfi1\nfr9/uSHEQCAQmPKK0Do+/c9jmkRY57+Uw3jTcpKViqLSSCleS3CWUrCx1sbOuhJ3VCuxtZ9zMKpA\nuLm6Ea5pcDtb1NtPMMKRr7VpixaCy4m0W7FDSqiihLoyoDRx3iCR1Hp5QumqxqCzDFPXJFZB2r7S\nsLKz0M6w44Y8d3scqgOGzQGVKTFOkzPtOrQ7XgytFV1TUzWWujFzzdprbVHaIITvrAI+P6IqvfNW\nGGtaKKLV8g5OZQF5jjOGJHlpAavukH340nckgO8GtgaDwa+dvKLf768CPwH8zGAw+IvTy34D+AL4\nYeDnrnOhgUDg9lLWGmP8l233HFHqrANRNpqy1nOPjASuFmMdZa1pGkMrjU91Kbq30mI4qX1XYq1N\nVjSsdC/hooO30awazUonuZGN52WoleFwUnMwKmklEWu9y/1u4Eea3OiAsskpuhG6HdFxl+9mHOkk\n4haqqdGHY+KNHtGapNINjVmO4jsvFWo0wtY1yQJtXy+Lc44JJfuMqUzFRE8ASIlRwlLqkjwpWaXj\n1yanNrDtdQ5pUyvDOG9eK5TPYia2FuLYaFORQ555B65bnB+xTDRO43C0ROLdm4YHoBpENiGNu0jh\n3cKUujuFxG3oSHw38A/OuO77gB7wq7MLBoPBEPh14A9d/dICgcBdYSa0ticSrU/inZukD7KqbnZM\nw1pHUSn2RyXDyXwz03eVolK+IDT2VME8+K7E/bU2Dsf+sOTZJboS2liebk/4rY92+e1P9niyNVn0\n0hfG9n7OOKtRxrI+RwCdO9jDTUbY/T2qVDBeSYiEpMV8o1+t2NHECU5I6nFFlNcIJ9BWo+xyjDbl\npSLfHyLriiRZrO3rRdRO8YJ9tt0hh/UhEzUmdoL7tst7bo3YSRpbU1BjnfU2sLG3ge00BXEkGE7q\nuWxgtXEY99L+1esjCmh8mrdI7t5433WhnOHQZTx1uzxxOzx1u0xc4d2bZASTEWRj0ti7x+WVDh2J\na+a7gbLf7/8m8I8Ce8B/NRgM/nPgO6fHfHLiNp8B3399SwwEAredrFRklRdan3eWL00ipBDUSl+r\n60+tDEXlbWeLyj92VWuMdShliCLJB49W+Mr77/ZU53Fr3vNex/WVlMNJzO6w5P69DuO8OfXMvbGO\n7YOcrb2CUV6ztZfjgFYS861fWl26roSxjt1hye7QdyPu9S53ptk1DW53G7Y3/Rnxez2MmNBzLeQl\nx5pmtCOLFDFFlLBaVvS0JaoadJwujUZikpU0kwnCKForrWvZSFtnOSBj5DIKXVDaAolghRbrrkM0\nPbfbJmHsCowz5KJmVXRwrRYum5AKS6IbiiqaK5hOa4sxDikFQggflqY1TjeI1XtX8vuWrqFGsUYH\nKW7DeevLY5wloySjoqJB2YZSlyjb0IpaTJI2K62No/Eml02I3wMpBI0yNMvxMVgIS11I9Pv9CPgG\nMAH+Q/zI0r8A/IV+v98BNFAPBoOT3+YT4N3+Ng0EAnNRlJq8PF9oDf5sdhJLGuXTrZ1zV7KZNNbx\nYjdjUjTTsSs/W1vWyvvfK0OjvcWpc44okjjnRya+8v7a0m1wr4tsGtgVR/IV69eTCOG7Es/3cnYP\nCp71Ur7rqw+OrnfOsXtY8nw3Iysanu9mFJUmTSK0ttTakFd+xGmZ2B+VvtCsNA/udc7U+pxkNtLk\nmppiLaVIDGhBx11+LGrGkU5CJtSqxuUFSSeh6S1HKJ21jvJgiKoVkbXITvfKH7NwNbsMKW1NpkZY\nHC0Xs+46tE90fDouIZPR6+NN2QSqkm5ccti0aJShqjXt1sVbOWUs1rqXIZtF5hOtnbiS/IjC1Wy6\nfYwzZLLDB+7+rS8mrLPk1GSUlNQoq70w3jY4Z4hERCQEymoqahwgOl3c6BBUQ1SVRJFAa0sTOhLX\nhgP+OeDJYDD4fHrZ3+v3+yvATwJ/bnrMabzRq/Txxx8zmSxvy/ouUJYlAN/85jdveCWBwEt+52nO\n850SIaAjzh91GY4aJpWmzYRE79NKFv8FuT9ueLpbcZhpL5Q0DjvzgZcCKQRxJEgiP/M8KjX/594e\nHz5q88knCR88uPxIy13io+cFT3dKtHF0RXah3WY2atjfM9T5PvnhC1Y6MaNcsTtSFLVhb1RT1JZY\nCnrtCNcIDjKFtBNUtsOj9bM32jfxt+7ZXsVnmwVZaWiLFk+LgwtvE42HxLvbJDsvsEnCs7WYUTbB\nOUfdRCiqudfRlC0KA92qIn36nLzucOAq0lySHAqiG9xUlo3h2UefMd7eoacLDoq2TyK+Imqh2I0m\n5C5HOS8875mUlnHUlNSUrxzvcNRJRSkKrLRIrZHGkOQ59tlTinua3Y4idWNMucvGyvnFrHWOL57k\n7OyWtGJJbMYk2y9INp8h6wqVZVAtbjSyQbMbj8lcRuMaemKFMUMemrW5u1vLgMUxigpyUWOw1K5E\nO4XFIRDETtK2CW0jyKOGImqQleS5sXRLQ5xl6KdP0MowjDcoG0Pb3nxBvSiWupAYDAYW+HunXPV3\ngX8byIFWv9+PBoPB8b8Cq8DwGpYYCATuALWyPnXXWHrti/8sJrHEWdAGqsZeSSExKQ3DTFM3higS\ndFsRaey7IUkkiGNfTMxIE8n+uOHZboWzDgd8+R0rJvS0a1NrSyeRF/7uQgjWujG7I8vBRNFJI7aH\nDUVl2B8rskoTScFqJ2a9F5PGEmUs40KTl4a8NDxav6Zf7pIUlaFSligSpPHFr71QDdHhPvHhLkhJ\nudZDywpjDR2bvPHGL40slYnRUYIuC2JlQTU4B9pqomj+TseiqGqLnWSga+JY4q5QaGyw7EcZxbSI\naNuEVd0iPkeiKhC0bEQeGQyGUjT0ohYujhGqoe0aYixZZcgrc2EhYYw/32qt76jiHKKuEE2DkxIW\nmOatMezFEwpXopwiQlK4HCEEIhI8NKuXdgBbFkZRwYic0uYYDCCJnaRrY9o2JnEvO58tF1EAjWuo\nhKLT6uKiiKgqsGVBvL6BsQ57h4IklrqQ6Pf77wN/BPibg8Fg79hVM1XUISCArwIfH7v+a8Ab5Uh8\n/etf58MPP3yTmwYuyezs3De+8Y0bXkkg4NkflUzMPuNmyJce9ni4fr7w8l7RILcmbDxY4cNvvc+H\nj1cXuh5jLBO3w355yP1Y8tUPLrdbnRQNm3s5lbG0VtaJV3p8/cN7pzoX3UWGk5qx2WfUHPD4fpfH\nGxePrDjnaG9NKCrFvYf32BuWFKamtyZ4/Djh4b0OnROjIyIdobTlwXsbfMd3Pn45LnKC6/5bV1SK\nkdnjsD5gvdfiy48vzgawX3yKiyNcu41Y30DdS2jpPbq6ywPXo8ebbbITJbB5jDSSRAs2eiuYtM37\nX36frz36Gmvtiz8zzXBI8cUTkvV1el/5tjdax2l88skmo3YP22qx8WCVzqM506YviXOOF+wTm5hY\nR6y6dR66lUttpFt0QGYkMqaVdHko7vvX6XCf9fv3qJMurK3z8PF9vtE/f/1FpSjFHiO1z8P1Du/1\nJDY7xI0PECtriIePFvL7Gmd5wT6RjomM4L5bZ9212Zc5GkOUpBgZ8x4bt+YER+4qhq7BNZYuXbou\npeMSWsSnvo6rWLSUCBHTSrs8FI9xwuGyCWJ9jeThBlFmqYZ3Z/Jl2QfWOsBfBv6NE5f/S/hC4W8C\nFfADsyv6/f4G8AeA1+xiA4FA4DTyI6H1+fqIGa0kIooEedlcieB6lDcoZWmUmStIbLWb8sGjFZJY\n8unzEZt7OR89PcTYu3P26zzySlHUCiHEmY5NJxFC8GC9jRSC3/3igHHW0OsmfMvjVb7lvdXXigiA\nbjuhUQal7FyC16tmnPv3o3WOziU6azOXJjfcQ7TasL5BTkVtayIhXpvdn4dW5JAC8iimJiLKKqK8\nRNvLhdKZuib/5FPyTz+j3Nyk3tt/47WcZLJ7QJOXCAdp7+rcmnYZkdmSTGWkLua+610+j4N46t7U\nUFBjnH1pA5tP6JqSqjaUtWZvWJ57X0rbo78BkRRQ5FN9hFtYfoRzjm0OyW1OpiekLuaB69Ei4YHt\nERExbA4Z25xdRgt5zKtGO8MuIyZqAjju2Q4brkub5MzXUSJJXYy2isZplNPQ6fmsjiKnVU2mZh1B\nI3EtDAaDT/v9/l8H/my/37fA7wD/CvAvAn90MBjk/X7/F45d/xE+nG4I/NJNrTsQCNwu8lJTlGqa\nhHy50SYpBUpbiisIpRtlNf8/e2+WXEeWpet923s/fjp0JKPLzMrMulUlyTQKjUBD0Aj0oBdpHJqC\nBiAzTUIPetC9qqwbmRFBgGhP733ve+nBAZAgQRIAwTbOZ0YzGonmdDjwtdffhGmFaRh3klq9ytC3\n+X5/yNky47fTEBFBBP75DzsvG22/UdK8vjRav1lE9y5GA4eDHZ+y7hgNnPf2LgSexdowCNOKKK3Y\nHX8ZZV5xVhMmFZZpMHjP66ZPabqA2Xl/cbqzR6VaGmlopWEgznWK0EMwDbBNoe4sGixWCM2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S6BfJ7N231RKIa4+NomUgW51GzqFZUxoLQqpgwJ8FiRPDjq9V3YmBiirmNgRaRvuY4jBs3X0e59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\nAAAASUVORK5CYII=\n",
"text": [
""
]
}
],
"prompt_number": 55
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Wie sieht es mit Lutz Bachmann aus"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot = countperdayplot(['Bachmann', 'F\u00fchrer'])\n",
"plot.savefig('Comments-per-Day-Bachmann.png', dpi=150, bbox_inches='tight')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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NGlTSayoiIlJNgiSQiKKYQP0kqo4CiXX08ZLVNDWHPbKvIAlGSu2wlA1cPUoN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"text": [
""
]
}
],
"prompt_number": 56
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"Wie sieht es so politisch aus?"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot = countperdayplot(['CDU', 'AfD', 'SPD', 'NPD'])\n",
"plot.savefig('Comments-per-Day-Parteien.png', dpi=150, bbox_inches='tight')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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shrq5IpRqRLsIIowxk4EF1tq+edYPAv4F3GqtvSqxvAy4DjgF6AU8AZxrrV2x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\n6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oZYIdpdjHEUKsZ4Q3O1JL27JN7ZIThHe3FJfXbO0aMli+MFXWMZpILB4T50Demyoq1r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\n",
"text": [
""
]
}
],
"prompt_number": 57
},
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Text Processing with the Natural Language Toolkit"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"![](http://covers.oreilly.com/images/9780596516499/cat.gif)\n",
"That great Book covers almost everything shown here:\n",
"\n",
"[Natural Language Processing with Python](http://www.nltk.org/book/)\n",
"by Steven Bird, Ewan Klein, and Edward Loper\n",
"O'Reilly Media, 2009"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import nltk\n",
"from nltk.corpus import stopwords\n",
"from nltk import FreqDist"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 61
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Common Words of a Language to filter out"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"stop_eng = stopwords.words('english')\n",
"stop_ger = stopwords.words('german')\n",
"customstopwords = ['mal', 'mehr', 'dass', 'schon', 'wer', 'viele', 'bitte', \\\n",
" 'wohl', 'f\u00fcr', 'gibt', 'macht', 'einfach', '\u00fcber', 'ganz', \\\n",
" 'unsere', 'k\u00f6nnen']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 34
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Clean the Comments from a bunch of stuff we are not interested in"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def cleancomments(comments):\n",
" try:\n",
" txt = comments['Comment']\n",
" except:\n",
" txt = str(comments)\n",
" \n",
" tokens = []\n",
" sentences = []\n",
" \n",
" sentences.append(txt.lower())\n",
" tokens.extend([t.lower().strip(\"\\\"<>()*^:,.!?\") for t in txt.split()])\n",
"\n",
" hashtags = [w for w in tokens if w.startswith('#')]\n",
" mentions = [w for w in tokens if w.startswith('@')]\n",
" links = [w for w in tokens if w.startswith('http') or w.startswith('www')]\n",
" filtered_tokens = [w.decode('utf-8') for w in tokens \\\n",
" if not w in stop_eng \\\n",
" and not w in stop_ger \\\n",
" and not w in customstopwords \\\n",
" and not len(w)<3 \\\n",
" and not w in hashtags \\\n",
" and not w in links \\\n",
" and not w in mentions]\n",
"\n",
" return ' '.join(filtered_tokens)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corpus['tokens'] = corpus.apply(cleancomments, axis=1)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"-c:16: UnicodeWarning: Unicode equal comparison failed to convert both arguments to Unicode - interpreting them as being unequal\n"
]
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corpus.head(20)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Comment | \n",
" tokens | \n",
"
\n",
" \n",
" Datum | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2014-12-27 09:50:06 | \n",
" Dir pers\u00f6nlich alles gute! -. . Und wirke posi... | \n",
" pers\u00f6nlich gute wirke positiv umfeld wei\u00df viel... | \n",
"
\n",
" \n",
" 2015-01-25 07:50:37 | \n",
" Passt auf euch auf, wenn die Linksnazis&Gr\u00fcnfa... | \n",
" passt linksnazis&gr\u00fcnfaschisten zuschlagen k\u00f6l... | \n",
"
\n",
" \n",
" 2014-12-07 21:23:15 | \n",
" Sei schlau stell dich dumm... | \n",
" sei schlau stell dumm | \n",
"
\n",
" \n",
" 2015-01-21 10:23:05 | \n",
" Das war diese linksextremistische antifa, die ... | \n",
" linksextremistische antifa warm heute abend da... | \n",
"
\n",
" \n",
" 2014-12-17 20:49:52 | \n",
" immer mit der ruhe und nicht irre machen lassen. | \n",
" immer ruhe irre lassen | \n",
"
\n",
" \n",
" 2015-01-13 13:33:12 | \n",
" so ist es, wenn die keiner kauft, haben die au... | \n",
" kauft melden | \n",
"
\n",
" \n",
" 2015-01-07 21:14:52 | \n",
" Das n\u00e4chste Eigentor. | \n",
" n\u00e4chste eigentor | \n",
"
\n",
" \n",
" 2014-12-30 19:45:22 | \n",
" http://crimethinc.com/books/work/iww.jpg | \n",
" | \n",
"
\n",
" \n",
" 2014-12-18 17:57:11 | \n",
" Der geistige Durchfall den ihr verbreitet.. Is... | \n",
" geistige durchfall verbreitet l\u00e4cherlich wirkl... | \n",
"
\n",
" \n",
" 2015-01-06 17:45:02 | \n",
" Ja ich finde auch Rostock sinnvoll und wichtig... | \n",
" finde rostock sinnvoll wichtig sache hoffentli... | \n",
"
\n",
" \n",
" 2015-01-24 22:09:00 | \n",
" Ach so und ich habe die \" Jewish Defense Leagu... | \n",
" ach jewish defense league deren kontakte pi- n... | \n",
"
\n",
" \n",
" 2014-12-27 22:50:15 | \n",
" Ach kiekste, hier versammelt sich die Hartz-IV... | \n",
" ach kiekste versammelt hartz-iv-elite abendlan... | \n",
"
\n",
" \n",
" 2014-12-22 11:38:50 | \n",
" Murat, ich habe es auf keiner Pegida Veranstal... | \n",
" murat pegida veranstaltung erlebt asylrecht wi... | \n",
"
\n",
" \n",
" 2015-01-13 00:09:34 | \n",
" ich weis - mein echter Nachname ist ja auch Sc... | \n",
" weis echter nachname schlangen | \n",
"
\n",
" \n",
" 2015-01-01 17:52:38 | \n",
" Sehr geehrte Frau Huya, so wie Sie sich artiku... | \n",
" geehrte frau huya artikulieren glaube gerne au... | \n",
"
\n",
" \n",
" 2015-01-20 07:37:03 | \n",
" Diese Nagelbombe ist aus muslimer Hand... | \n",
" nagelbombe muslimer hand | \n",
"
\n",
" \n",
" 2015-01-06 07:12:31 | \n",
" Wo kommst Du denn her ? | \n",
" kommst | \n",
"
\n",
" \n",
" 2015-01-04 19:13:32 | \n",
" Nehmt als 20. Punkt am besten auch das Problem... | \n",
" nehmt punkt besten problem ttip forderungen un... | \n",
"
\n",
" \n",
" 2015-01-22 10:19:51 | \n",
" U dann m\u00f6chte man den Islamunterricht einf\u00fchre... | \n",
" m\u00f6chte islamunterricht einf\u00fchren | \n",
"
\n",
" \n",
" 2015-01-15 21:55:01 | \n",
" http://www.pi-news.net/2014/11/die-metamorphos... | \n",
" | \n",
"
\n",
" \n",
"
\n",
"
"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 37,
"text": [
" Comment \\\n",
"Datum \n",
"2014-12-27 09:50:06 Dir pers\u00f6nlich alles gute! -. . Und wirke posi... \n",
"2015-01-25 07:50:37 Passt auf euch auf, wenn die Linksnazis&Gr\u00fcnfa... \n",
"2014-12-07 21:23:15 Sei schlau stell dich dumm... \n",
"2015-01-21 10:23:05 Das war diese linksextremistische antifa, die ... \n",
"2014-12-17 20:49:52 immer mit der ruhe und nicht irre machen lassen. \n",
"2015-01-13 13:33:12 so ist es, wenn die keiner kauft, haben die au... \n",
"2015-01-07 21:14:52 Das n\u00e4chste Eigentor. \n",
"2014-12-30 19:45:22 http://crimethinc.com/books/work/iww.jpg \n",
"2014-12-18 17:57:11 Der geistige Durchfall den ihr verbreitet.. Is... \n",
"2015-01-06 17:45:02 Ja ich finde auch Rostock sinnvoll und wichtig... \n",
"2015-01-24 22:09:00 Ach so und ich habe die \" Jewish Defense Leagu... \n",
"2014-12-27 22:50:15 Ach kiekste, hier versammelt sich die Hartz-IV... \n",
"2014-12-22 11:38:50 Murat, ich habe es auf keiner Pegida Veranstal... \n",
"2015-01-13 00:09:34 ich weis - mein echter Nachname ist ja auch Sc... \n",
"2015-01-01 17:52:38 Sehr geehrte Frau Huya, so wie Sie sich artiku... \n",
"2015-01-20 07:37:03 Diese Nagelbombe ist aus muslimer Hand... \n",
"2015-01-06 07:12:31 Wo kommst Du denn her ? \n",
"2015-01-04 19:13:32 Nehmt als 20. Punkt am besten auch das Problem... \n",
"2015-01-22 10:19:51 U dann m\u00f6chte man den Islamunterricht einf\u00fchre... \n",
"2015-01-15 21:55:01 http://www.pi-news.net/2014/11/die-metamorphos... \n",
"\n",
" tokens \n",
"Datum \n",
"2014-12-27 09:50:06 pers\u00f6nlich gute wirke positiv umfeld wei\u00df viel... \n",
"2015-01-25 07:50:37 passt linksnazis&gr\u00fcnfaschisten zuschlagen k\u00f6l... \n",
"2014-12-07 21:23:15 sei schlau stell dumm \n",
"2015-01-21 10:23:05 linksextremistische antifa warm heute abend da... \n",
"2014-12-17 20:49:52 immer ruhe irre lassen \n",
"2015-01-13 13:33:12 kauft melden \n",
"2015-01-07 21:14:52 n\u00e4chste eigentor \n",
"2014-12-30 19:45:22 \n",
"2014-12-18 17:57:11 geistige durchfall verbreitet l\u00e4cherlich wirkl... \n",
"2015-01-06 17:45:02 finde rostock sinnvoll wichtig sache hoffentli... \n",
"2015-01-24 22:09:00 ach jewish defense league deren kontakte pi- n... \n",
"2014-12-27 22:50:15 ach kiekste versammelt hartz-iv-elite abendlan... \n",
"2014-12-22 11:38:50 murat pegida veranstaltung erlebt asylrecht wi... \n",
"2015-01-13 00:09:34 weis echter nachname schlangen \n",
"2015-01-01 17:52:38 geehrte frau huya artikulieren glaube gerne au... \n",
"2015-01-20 07:37:03 nagelbombe muslimer hand \n",
"2015-01-06 07:12:31 kommst \n",
"2015-01-04 19:13:32 nehmt punkt besten problem ttip forderungen un... \n",
"2015-01-22 10:19:51 m\u00f6chte islamunterricht einf\u00fchren \n",
"2015-01-15 21:55:01 "
]
}
],
"prompt_number": 37
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Top 10 Words"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"filtered_tokens=[]\n",
"for idx, row in corpus.tokens.iteritems():\n",
" filtered_tokens.extend(row.split())"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 38
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"freq_dist = nltk.FreqDist(filtered_tokens)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 39
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"freq_dist.plot(11)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
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JktQcQ0tCJowZQL/eJVRsqOKVtzYn3Y4kSZKUWoaWhBQWZDh+Um6K2GKniEmSJEnNMbQk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\n",
"text": [
""
]
}
],
"prompt_number": 40
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from collections import OrderedDict"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 41
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"words = ['Islamisierung', 'Systemmedien', 'Gutmenschen', 'F\u00fchrer', 'L\u00fcgenpresse','Bachmann','Wirtschaftsfl\u00fcchtlinge', \\\n",
" 'Hass', 'Liebe', 'Geld', 'Abschieben', 'Helfen', 'Pack', 'Deutschland', 'Menschen', 'Land', 'Volk', 'Islam']\n",
"\n",
"freq={}\n",
"for w in words:\n",
" freq[w] = freq_dist.freq(w.lower().decode('utf-8'))\n",
"\n",
"#Sort it\n",
"freq = OrderedDict(sorted(freq.items(), key=lambda t: t[1]))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 42
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.figure(figsize=(11,5))\n",
"\n",
"plt.bar(range(len(freq)), [v for v in freq.values()])\n",
"plt.xticks([x+0.5 for x in range(len(freq))], [lab.decode('utf-8') for lab in freq.keys()], rotation=40, ha='right')\n",
"\n",
"plt.ylabel('Wortanteil in Kommentaren')\n",
"plt.title(u'Dar\u00fcber spricht Pegida auf facebook')\n",
"plt.annotate('Kommentare von Pegida facebook Seite, Korpus von 0x0a (http://0x0a.li/de/die-sprache-pegidas)', \\\n",
" xy=(1,1), xytext=(0.94,0.05), xycoords='figure fraction', ha='right')\n",
"plt.savefig('WordFreq.png', dpi=150, bbox_inches='tight')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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joLummywXEe8GVgQWH6bdUWPROUmSJGk8aFoycEPgImDJEZoadEuSJElV0/SS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\nd5IkSZIkSZK0MP8PfEA7OMBGX8MAAAAASUVORK5CYII=\n",
"text": [
""
]
}
],
"prompt_number": 44
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"L\u00e4nge der Kommentare"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def length(comment):\n",
" wortlist = comment.Comment.split()\n",
" return len(wortlist)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corpus['Worte'] = corpus.apply(length, axis=1)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "heading",
"level": 4,
"metadata": {},
"source": [
"Top10 L\u00e4ngste Kommentare"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"top10length = corpus.sort(columns='Worte', ascending=False).head(10)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 41
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Diese sind folgende:"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"top10length"
],
"language": "python",
"metadata": {},
"outputs": [
{
"html": [
"\n",
"
\n",
" \n",
" \n",
" | \n",
" Comment | \n",
" Worte | \n",
"
\n",
" \n",
" Datum | \n",
" | \n",
" | \n",
"
\n",
" \n",
" \n",
" \n",
" 2015-01-21 07:28:56 | \n",
" Ja, den kann ich Dir erkl\u00e4ren! Die DDR hat am ... | \n",
" 1108 | \n",
"
\n",
" \n",
" 2015-01-24 19:26:31 | \n",
" \u00a7 21 des Versammlungsgesetzes ist eindeutig un... | \n",
" 970 | \n",
"
\n",
" \n",
" 2015-01-19 09:00:37 | \n",
" Frontfrau erkl\u00e4rt Motive der Bewegung DIE W... | \n",
" 936 | \n",
"
\n",
" \n",
" 2015-01-13 08:16:58 | \n",
" Weiter so, unsere Regierung l\u00fcgt und l\u00fcgt und ... | \n",
" 884 | \n",
"
\n",
" \n",
" 2014-12-18 23:48:24 | \n",
" er hat recht, das ist unser land deutschland u... | \n",
" 855 | \n",
"
\n",
" \n",
" 2015-01-26 20:53:25 | \n",
" Der Wochentag ist egal, der Wille z\u00e4hlt! Und w... | \n",
" 834 | \n",
"
\n",
" \n",
" 2015-01-23 11:05:36 | \n",
" wir haben in Deutschland generell ein Problem,... | \n",
" 831 | \n",
"
\n",
" \n",
" 2015-01-23 09:13:29 | \n",
" Hallo Thorsten, eigentlich wollte ich hier nic... | \n",
" 828 | \n",
"
\n",
" \n",
" 2015-01-23 09:21:25 | \n",
" Hallo Thorsten, eigentlich wollte ich hier ni... | \n",
" 828 | \n",
"
\n",
" \n",
" 2015-01-20 06:35:39 | \n",
" Schande f\u00fcr Braunschweig Nachdem seit Wochen... | \n",
" 815 | \n",
"
\n",
" \n",
"
\n",
"
"
],
"metadata": {},
"output_type": "pyout",
"prompt_number": 54,
"text": [
" Comment Worte\n",
"Datum \n",
"2015-01-21 07:28:56 Ja, den kann ich Dir erkl\u00e4ren! Die DDR hat am ... 1108\n",
"2015-01-24 19:26:31 \u00a7 21 des Versammlungsgesetzes ist eindeutig un... 970\n",
"2015-01-19 09:00:37 Frontfrau erkl\u00e4rt Motive der Bewegung DIE W... 936\n",
"2015-01-13 08:16:58 Weiter so, unsere Regierung l\u00fcgt und l\u00fcgt und ... 884\n",
"2014-12-18 23:48:24 er hat recht, das ist unser land deutschland u... 855\n",
"2015-01-26 20:53:25 Der Wochentag ist egal, der Wille z\u00e4hlt! Und w... 834\n",
"2015-01-23 11:05:36 wir haben in Deutschland generell ein Problem,... 831\n",
"2015-01-23 09:13:29 Hallo Thorsten, eigentlich wollte ich hier nic... 828\n",
"2015-01-23 09:21:25 Hallo Thorsten, eigentlich wollte ich hier ni... 828\n",
"2015-01-20 06:35:39 Schande f\u00fcr Braunschweig Nachdem seit Wochen... 815"
]
}
],
"prompt_number": 54
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"L\u00e4ngster Kommentar ist 1108 W\u00f6rter lang!"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"top10length.Comment.to_csv('Top10LangeKommentare.csv', header='Die 10 l\u00e4ngsten Kommentare')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 59
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"An sonsten wird sich eher kurz gehalten."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corpus.Worte.plot(kind='hist', bins=200)\n",
"plt.ylabel(u'Anzahl der Kommentare')\n",
"plt.xlabel(u'L\u00e4nge des Kommentars (Worte)')\n",
"plt.xlim(0, 200)\n",
"plt.savefig('Commentlength.png', dpi=150, bbox_inches='tight')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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WTMrVbdevA7YCVgHTImJyW/t04JHy70fK1+3aa4aaVanWrOqgH0mSJEkTwHjPyLTWrWzW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\n",
"text": [
""
]
}
],
"prompt_number": 34
},
{
"cell_type": "heading",
"level": 2,
"metadata": {},
"source": [
"Concordance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Use of the same word in context"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"corpustokens = nltk.wordpunct_tokenize(unicode(corpus.Comment.tolist()))\n",
"rawcommenttext = nltk.Text(corpustokens)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 62
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rawcommenttext.concordance(\"Systemmedien\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Displaying 25 of 92 matches:\n",
"as passiert ? Sie werden von den Systemmedien hoffein gemacht oder verschwiege\n",
"4sche , L \\ xc3 \\ xbcgenpresse , Systemmedien ... Das w \\ xc3 \\ xa4re allerdin\n",
" seit Wochen und Monaten von den Systemmedien und der Politikerkaste alles , a\n",
"echerchiert als die Berichte der Systemmedien ', ' Und dein fb Profil nat \\ xc\n",
" nicht auf Deutschland - nur auf Systemmedien Propaganda , 68 er Schulunwesen \n",
"GIDA - GEGNER meinen mit dem von Systemmedien erschaffenen Beispiel \" IM OSTEN\n",
"g des Islams !! Das wird von den Systemmedien doch nur vertuscht .', '\\ x08Hey\n",
"l als L \\ xc3 \\ xbcgenpresse und Systemmedien (\\ xc3 \\ xbcbrigens ein interess\n",
"e Region vorverurteilt , von den Systemmedien . Pegida hat die Menschen zum De\n",
" wird blo \\ xc3 \\ x9f von diesen Systemmedien ( woher kenne ich diesen Duktus \n",
"au so ist es auch gekommen , die Systemmedien und unsere Minister versuchen mi\n",
" h \\ xc3 \\ xb6rt man von unseren Systemmedien nat \\ xc3 \\ xbcrlich nichts \\ xc\n",
"\" l \\ xc3 \\ xbcgenpresse \" und \" systemmedien \" wie z . b . n - tv ??? :- D ',\n",
"erei , einem beliebten Spiel der Systemmedien . Es war eine machtvolle Demonst\n",
"aivchen .', ' Liebe Cornelia ... Systemmedien \\ xc3 \\ x96FFENTLICH RECHTLICH '\n",
"uer ', ' Unglaublich was uns die Systemmedien alles vorenthalten . H \\ xc3 \\ x\n",
"nster Weise von den herrschenden Systemmedien . Der Islam hat seine Daseinsber\n",
". B . was die gleichgeschalteten Systemmedien und was die SA - Methoden der An\n",
"ntieren !', ' Zum Umgang mit den Systemmedien : Ich w \\ xc3 \\ xbcrde PEGIDA dr\n",
"aziergang mussten selbst von den Systemmedien 18500 ( RT lag bei + 30000 ) zug\n",
"enschen in Deutschland , die den Systemmedien und der Kanzlerin immer noch bed\n",
"an ihre Rechner und plappern den Systemmedien offenkundig unrealistische Zahle\n",
"ungspolitik gegen \\ xc3 \\ xbcber Systemmedien bei Pegida ist ja z . B . auch s\n",
" losgehen ( manipuliert werden - Systemmedien ). Da m \\ xc3 \\ xbcssten jetzt e\n",
" Vom Staat aufgehetzte , von den Systemmedien indoktrinierte Schafe , welche e\n"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rawcommenttext.concordance(\"Asylanten\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Displaying 25 of 866 matches:\n",
"tehen , welche durch den zuzug von asylanten und kriegsfl \\ xc3 \\ xbcchtlingen \n",
"n Linksspinner jetzt ne Demo gegen Asylanten veranstalten ?', ' Freunde , gleic\n",
"arnicht , da \\ xc3 \\ x9f NPD gegen Asylanten ist . Pegida ist es definitiv nich\n",
"sten 10 Jahren sollen zirka 100000 Asylanten allein nach Sachsen kommen . Mir w\n",
" \\ xc3 \\ xa4tern in Berlin und den Asylanten zeigen , das WIR WIEDER Eier in de\n",
"Asylgesetz sieht bereits jetzt vor Asylanten bei Beendigung der Bedrohung diese\n",
" es sich ja NUR um \" schmarotzende Asylanten \" handelte ?', ' Das ganze ist mit\n",
"ressiert nur Geld und Ruhm mit den Asylanten , neben ihren Villen w \\ xc3 \\ xbc\n",
" Artikel gelesen hast , hatten die Asylanten eher nichts mit dem Islam am Hut .\n",
"', ' Ich w \\ xc3 \\ xbcrde lieber 2 Asylanten aufnehmen als einen von euch gg : \n",
"l hier jahrelang an arbeitswillige Asylanten gezahlt wird , die nicht arbeiten \n",
" nur im geringsten ein Problem mit Asylanten bzw Fl \\ xc3 \\ xbcchtlingen !', ' \n",
"3 \\ xbcckung bzw Vertreibung von \" Asylanten \" oder Islamisten ( also gegen Men\n",
"die finanzielle Vorteile durch die Asylanten haben . Bleib bitte sachlich wenn \n",
"lagen . Maulhalten Ihr Politiker , Asylanten und vor ALLEM die ganzen zugewande\n",
" \\ xb6rts auf .', ' Nehmen uns die Asylanten eigentlich die Arbeitspl \\ xc3 \\ x\n",
"ommy , wo liest Du irgendetwas von Asylanten ? Wenn man nicht mehr weiterwei \\ \n",
"hartz 4 empf \\ xc3 \\ xa4nger , die asylanten , die amerikaner . jedoch verberge\n",
"tz 4 empf \\ xc3 \\ xa4ngern und den asylanten ganz viele unterschiedliche mensch\n",
"bek \\ xc3 \\ xa4mpfen das sie diese Asylanten wieder dorthin schicken wo sie her\n",
"spl \\ xc3 \\ xa4tze stehen dank den Asylanten auch auf dem Spiel ...!!!', ' Ob n\n",
" sehr interessiert ist - noch mehr Asylanten aufzunehmen . Sie k \\ xc3 \\ xb6nne\n",
" er im internet unter seinem namen asylanten als dreckspack und viehzeug diffar\n",
"xa4ndert wird , werden wir von den asylanten und vom islam \\ xc3 \\ xbcberrannt \n",
"chland hat wieder sooo einen armen asylanten aufgenommen , damit die regierung \n"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rawcommenttext.concordance(\"Gutmensch\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Displaying 25 of 324 matches:\n",
"vordere ein Verbot der Partei ', ' gutmensch alarm . 61 jahre alt und immer noc\n",
"\\ xa4u \\ xc3 \\ x9fert , wird als , Gutmensch ' oder , Antifa ' abgekanzelt . Sc\n",
"e Juden ins Gas riefen , Herr Jack Gutmensch Marti ....', ' Du merkst wahrschei\n",
"rfeindlich .', ' Antifa , Linker , Gutmensch oder Troll ??? Egal , alles Drecks\n",
"ngars gibt !!!!!', ' Den Begriff \" Gutmensch \" sollten wir nicht verwenden . Er\n",
"/ 2012 / 04 / 24 / der - begriff - gutmensch - eine - erfindung - der - nazis -\n",
"ie die da oben , ein unbelehrbarer Gutmensch !!!', ' Congrats !!! love to see t\n",
"? Sagt der irrsinige und premitive Gutmensch Hans Mair .', ' Beste Spruch war n\n",
"benste und einf \\ xc3 \\ xa4ltigste Gutmensch - Verk \\ xc3 \\ xb6rperung wir hier\n",
"w . duden . de / rechtschreibung / Gutmensch ', ' verst \\ xc3 \\ xa4ndlicher ?',\n",
" habe die geschichte verstanden du Gutmensch ', ' Sag das nicht mir , sondern N\n",
"Es kommt der Tag an dem der letzte Gutmensch auch noch wach wird ...', ' http :\n",
"ochgeht , wird der ein oder andere Gutmensch erkennen , was hier los ist . Aber\n",
"l ?', ' maria bach zb und das wort gutmensch solltest du noch mal nachschlagen \n",
".', ' Alleine das immer verwendete Gutmensch ist ein untr \\ xc3 \\ xbcgliches Ze\n",
" f \\ xc3 \\ xbcr einige ( Stichwort Gutmensch ) noch nicht einfach genug . Und s\n",
"enlernen ?', ' philipp du bist ein gutmensch ,,, wahrscheinlich bei mama und pa\n",
" den hier sehr beliebten begriff \" gutmensch \"', ' Die Linken Steineschmeiser h\n",
"bieten ? \" Schlechtmensch \" over \" Gutmensch \" ? Kein bischen erb \\ xc3 \\ xa4rm\n",
"auch nicht vertrauen ', ' Auch ein Gutmensch !', ' Die m \\ xc3 \\ xbcssen sich j\n",
"o Biebs du agierst genauso wie ein Gutmensch . Versuchst selbst klare Argumente\n",
" - anstaendigen - muslime ', ' Hey Gutmensch , nehme welche von denen in deinen\n",
"ich soooo geil !', ' Der Begriff \" Gutmensch \" ist eine Erfindung der Nazis . S\n",
"rfindung der Nazis . Siehe unter \" Gutmensch Konstantin Wecker Wolfgang Huste \"\n",
"die pegida ist wird man gleich als gutmensch , linker hetzer oder ! volksverr \\\n"
]
}
],
"prompt_number": 21
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rawcommenttext.concordance(\"Gutmenschen\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Displaying 25 of 1416 matches:\n",
"ndersrum .', ' schau dir doch die gutmenschen an ... zum kotzen ', ' Stimmt gen\n",
"sorgen das alle Trolle und Antifa Gutmenschen morgen fr \\ xc3 \\ xbch mit D \\ xc\n",
"n , linksgr \\ xc3 \\ xbcnversiffte Gutmenschen beleidigt ( die \" nazis raus \" Ru\n",
"s nochmal 70 pro Mann !! Wenn die Gutmenschen sagen die sind lieb dann sind sie\n",
"r die Ampel - da lynchen dich die Gutmenschen beinahe . Aber bei einer Terrordr\n",
"ie Videos im Netz gesehen ? Jedem Gutmenschen sollten sie 1 davon zeigen . Es g\n",
"\".', ' Ich glaub jetzt drehen die Gutmenschen v \\ xc3 \\ xb6llig durch !?', ' Du\n",
"alt wie die Gr \\ xc3 \\ xbcnen und Gutmenschen ein bisschen Bildungsresistent ma\n",
"s ist der Unterschied . Und mit \" Gutmenschen \" werden derzeit Menschen bezeich\n",
"bewusst , aber die meiste von den Gutmenschen werden sich die Windeln voll kack\n",
"b ', ' Wenn man das Gegeifere der Gutmenschen hier so liest , dann wei \\ xc3 \\ \n",
"st , Nazi oder was auch immer ihr Gutmenschen mir noch an den Kopf werfen w \\ x\n",
"6n an die Rot - Gr \\ xc3 \\ xbcnen Gutmenschen .', ' Hier wir ja sauber gel \\ xc\n",
" ein gro \\ xc3 \\ x9fer teil der \" gutmenschen \" >> der begriff passt nur teilwe\n",
"Dresden ! :-)', ' Wenn die ganzen Gutmenschen ihren Namen nur tanzen k \\ xc3 \\ \n",
"chlimmer als in der DDR .', ' Die Gutmenschen - Anti - PEGIDA - Demonstranten .\n",
" \\ xbcber ', ' ne er sucht in der gutmenschen bibliothek , nach ausreden ,', ' \n",
"stell ihn bei deines Gleichen den Gutmenschen ein !', ' 35 . 000 Menschen auf 8\n",
"utonomer Terrorist oder bestimmte Gutmenschen die naiv auf dem Regenbogen tanze\n",
"d die Christen und die Juden sind gutmenschen ...... ha ha ha jede Religion hat\n",
"egen Dich als Ober - Nazi ! Diese Gutmenschen liefern Kinder TOLERANT dem Relig\n",
"c3 \\ xbcberall hin ... wo ich nur gutmenschen sehe die ihre rosa rote brille tr\n",
"ht \\ xc3 \\ xbcber so einen naiven Gutmenschen wie du .', ' JEDE ART von Terrori\n",
"t gesagt ! Finde den Fehler !', ' Gutmenschen sind die , welche in allem nur gu\n",
"c3 \\ xbcr die BRAGIDA mobil diese Gutmenschen werden die ersten sein die auf di\n"
]
}
],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"rawcommenttext.concordance(\"Islamisierung\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Displaying 25 of 2763 matches:\n",
"hintergrund \" wegen eine sog . \" Islamisierung \" nicht mehr verhindern l \\ xc3 \n",
"bcr die Demokratie ! Aber an der Islamisierung \\ xc3 \\ xa4ndert niemand mehr et\n",
" . Ich dachte ihr seid gegen die Islamisierung des Abendlandes . Nachhilfeunter\n",
"ist , dass ihr unter dem Motto \" Islamisierung \" auf die Stra \\ xc3 \\ x9fe geht\n",
" es angeblich gar nicht um die \" Islamisierung \" geht ( ihr marschiert doch unt\n",
"ndern gegen die voranschreitende Islamisierung und Verfremdung der Republik . G\n",
"t halt gemeint , wenn PEGIDA die islamisierung anprangert !!!...', ' Pegida und\n",
"sie jetzt weitermachen mit ihrer Islamisierung deutschlands ', ' Ich finde den \n",
"dioten ', ' Es geht nicht nur um Islamisierung und Asyl , es geht auch um die u\n",
"schwaches argumentieren : D ', ' islamisierung STOPPEN ', ' das einzige was pas\n",
"n man nicht ernst nehmen ! : D \" Islamisierung des Abendlandes \" ... wow ... da\n",
"y , dann mal weg von Moslems und Islamisierung . Ich bin Miglied bei den Gr \\ x\n",
"schen zu helfen !', ' keine rede islamisierung - 5 miilonen t \\ xc3 \\ xbcrken ,\n",
"n seinem Manifest auch von einer Islamisierung Europas , sich so etwas auf die \n",
"ure Seite nicht Realsatire ?', ' Islamisierung da f \\ xc3 \\ xa4llt mir \\ xc3 \\ \n",
" xc3 \\ xb6sen kann . \" Gegen die Islamisierung des Abendlandes \" klingt nicht u\n",
"gkeit scheint auch die Angst vor islamisierung zu kommen ...', ' Knapp 3 Teilne\n",
"hassten ossis zusammen gegen die Islamisierung sonst kommen die auch alle on de\n",
" nicht moslems ', ' Gegen eine \" islamisierung \" NICHT \" gegen Islam \" da ist e\n",
"xb6sen Gesellschaft aufjedenfall Islamisierung , ganz klar .', ' Wer am smartph\n",
"einangst vor einer schleichenden Islamisierung verstecken ... wilde Verschw \\ x\n",
"!!', ' Schmei \\ xc3 \\ x9ft die \" islamisierung \" aus eurem namen , dann klappt \n",
"uft ? : D und ihr seid gegen die Islamisierung ? Ich vermute mal die meisten ke\n",
"xc3 \\ xa4ge bez \\ xc3 \\ xbcglich Islamisierung oder Intergrationsprobleme : \" T\n",
"\\ xc3 \\ xa4hrend Pegida an der \" Islamisierung \" im Kernpunkt festh \\ xc3 \\ xa4\n"
]
}
],
"prompt_number": 23
},
{
"cell_type": "heading",
"level": 5,
"metadata": {},
"source": [
"Thanks"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"By [@Balzer82](https://twitter.com/Balzer82), Data Analyst bei [MechLab Engineering](http://mechlab-engineering.de/geschaeftsfelder/mechlab-datalab/)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}