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@sawidis
Last active September 14, 2015 15:24
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Psoling
messages.htm
messages.json
Meta-psoling.
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:02bc7145b7da076ae4befaf9a8077092d553c5769caa68e41b09b3f9fb5d3397"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import itertools\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"import wordcloud\n",
"import nltk\n",
"import numpy\n",
"import scipy"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dataset = pd.read_json('messages.json', convert_dates=['timestamp'])\n",
"dataset.sort(columns=['timestamp'], inplace=True)\n",
"ts = dataset.set_index('timestamp')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dataset.user.value_counts().plot(kind='pie', autopct='%.1f%%', figsize=(6,6))\n",
"plt.title(\"Distribution of messages per Psoler\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.text.Text at 0x7a67210>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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j907eWTwJtbEF+crXn9MB0sh/eYxmH06oTXnspQ/48I0nCK8RVi7r3blzJ4cP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\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7458f10>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dataset.user.value_counts().plot(kind='barh')\n",
"plt.title(\"# of messages per Psoler\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": [
"<matplotlib.text.Text at 0x7aebd10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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1Nf7+/hw+fBgfHx/S09MZNmwYu3btok2bNrnGcnNz4+DBg3Tv3p2QkBBSUlIA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\nrkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x7f40810>"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"dataset[dataset.message.isnull()].user.value_counts().plot('barh')\n",
"plt.ylabel('psoler')\n",
"plt.title(\"Manos uses emoticons like a 13-year-old girl\")\n",
"plt.xlabel('# of messages without text')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.text.Text at 0x7d6d810>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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2O9BfcI6nHucM9dnx1GPHux8zPvni4mYRERGR+0HBR0RERExDwUdERERMQ8FH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\n7h7Q+ItlH/8AAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x6180890>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"link_messages_idx = dataset.message.str.contains('http', na=False)\n",
"dataset[link_messages_idx].user.value_counts().plot(kind='barh')\n",
"plt.ylabel('Psoler')\n",
"plt.title(\"Xeimarros Leme pastes the majority of links..\")\n",
"plt.xlabel('# of messages with links')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 10,
"text": [
"<matplotlib.text.Text at 0x72a3150>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ePdStW5dRo0Zx7Nixx71kIiIigh3NFN39xNaoUaNo3749tWvXxt/fn5EjR7Jq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\nL7744i9msLOzw8fHh6ioqDLL33///TLjqlSp0h3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"text": [
"<matplotlib.figure.Figure at 0x72ae0d0>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts['message'].resample('D', how='count').plot()\n",
"plt.title(\"# of messages per day\")\n",
"plt.ylabel('# of messages')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 11,
"text": [
"<matplotlib.text.Text at 0x72a4510>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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66qu44IILaPUzgiCICKFnqpeSImF32/RGrWtZKy0+Kfr4e7S2BxPv8CxyX2j5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\nAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x705e890>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = pd.pivot_table(dataset, index=['timestamp'], columns=['user'], values=['message'], aggfunc='count')\n",
"df = df[df.index > '2013-01-01']\n",
"df.resample('M', how='count').plot(kind='area')\n",
"plt.title(\"Distribution of messages per Psoler and Month\")\n",
"plt.ylabel(\"# of messages per Psoler\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 12,
"text": [
"<matplotlib.text.Text at 0xa9e9c90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Kl8CHqMElYGZmhkajISQkGCurvHL6v//exda2nF5etToOpVKZrGqcs/Pb5+R7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j7iNb/oaSfIRhjJEploQZvaVLO8mbEJIl4F5cZ1pK4jlPW74Zfq7bMKjPQY0+OWM7ip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\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x8166a90>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"messages = dataset.message.dropna()\n",
"messages = messages[messages.str.len() > 3]\n",
"text = ' '.join(messages)\n",
"\n",
"for word in nltk.word_tokenize(text):\n",
" if len(word) > 3:\n",
" continue\n",
" wordcloud.STOPWORDS.add(word)\n",
" \n",
"for word in [\n",
" 'https', '\u03b5\u03af\u03bd\u03b1\u03b9', '\u03b5\u03b9\u03bd\u03b1\u03b9', '\u03c3\u03c4\u03b7\u03bd', '\u03c0\u03c1\u03ad\u03c0\u03b5\u03b9', '\u03ad\u03c7\u03b5\u03b9', '\u03b5\u03c7\u03b5\u03b9', '\u03c4\u03bf\u03c5\u03c2',\n",
" 'exei', 'alla', '\u03b5\u03af\u03bc\u03b1\u03b9', '\u03b1\u03c5\u03c4\u03cc', '\u03b1\u03bb\u03bb\u03ac', 'einai', '\u03c3\u03c4\u03b7\u03bd', 'watch',\n",
"]:\n",
" wordcloud.STOPWORDS.add(word)\n",
" \n",
"cloud = wordcloud.WordCloud(max_font_size=40).generate(text)\n",
"plt.figure()\n",
"plt.imshow(cloud)\n",
"plt.axis(\"off\")\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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mhcqxlLS+tD831yXpfdCnsEox/W7M8HcDSofSeZ9ybSjFakvTeoeuuz1MbIln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VkCmccvXGPJW01g0irp+G78vuvAGFRtEB1PnrWvc+EnyhhXXk1RNUNtf8rEEwnqLa54/xmgJgdI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kSH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\n/43QVRUXMDkoAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x72b4d90>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"ts['hour'] = ts.index.hour\n",
"ts.groupby('hour')['message'].count().plot(kind='bar')\n",
"plt.title(\"Which is the least productive hour of the day?\")\n",
"plt.xlabel(\"Hour of day\")\n",
"plt.ylabel('# of messages')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": [
"<matplotlib.text.Text at 0xc3850d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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YGIgLFy5gwoQJUKvVePTRR+Hr61vrbO/qn8HixYsxePBgZGZmYtKkSXUu89dffx3Xrl1D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\nSIL+H1ZPXsN/D1sRAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xb2c4250>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"morning_entries = ts[ts.index.hour > 7]['user']\n",
"morning_entries = morning_entries.resample('D', closed='left', label='left', how='first')\n",
"morning_entries_count_per_user = morning_entries.dropna().value_counts()\n",
"morning_entries_count_per_user.plot(kind='barh')\n",
"plt.title(\"Who wakes up with the chickens?\")\n",
"plt.xlabel(\"# of days he sent the first message\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"<matplotlib.text.Text at 0xc076190>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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oGjZsiMVioUePHgQEBHDkyJHbHhMcHMy2bdsAiIqKuudzi4iIiH3kebDJzMwk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\n",
"text": [
"<matplotlib.figure.Figure at 0x419d050>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"night_entries = ts[ts.index.hour < 7]['user']\n",
"night_entries = night_entries.resample('D', closed='left', label='left', how='last')\n",
"night_entries_count_per_user = night_entries.dropna().value_counts()\n",
"night_entries_count_per_user.plot(kind='barh')\n",
"plt.title(\"Who's the night bird?\")\n",
"plt.xlabel(\"# of days he sent the last message\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"<matplotlib.text.Text at 0xc299650>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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i/Pjxt63Dzc0NgOPHj1OpUiX7rTQ/Pz8+/PBDgoKCSElJ4fTp01SoUOGGx0hI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\nyR8LdFVgAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xc06b350>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"throne_words = [\n",
" u'thronos', u'throno',\n",
" u'\u03b8\u03c1\u03cc\u03bd\u03bf\u03c2', u'\u03b8\u03c1\u03cc\u03bd\u03bf',\n",
" u'\u03b8\u03c1\u03bf\u03bd\u03bf\u03c2', u'\u03b8\u03c1\u03bf\u03bd\u03bf'\n",
"]\n",
"shit_idx = dataset.message.apply(lambda msg: any([\n",
" throne_word in msg if msg else False\n",
" for throne_word in throne_words\n",
"]))\n",
"dataset[shit_idx].user.value_counts().plot(kind='barh')\n",
"plt.title(\"Shit high and gaze\")\n",
"plt.xlabel('# of days with a shitty statement')\n",
"plt.ylabel('Psoler')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 17,
"text": [
"<matplotlib.text.Text at 0xc25b050>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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iImJICjkiIiJiSAo5IiIiYkgKOSIiImJICjkiIiJiSAo5IiIiYki5hpwzZ87k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\noK2Tlw0/FSEAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0xaf45410>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"throne_words = [\n",
" u'thronos', u'throno',\n",
" u'\u03b8\u03c1\u03cc\u03bd\u03bf\u03c2', u'\u03b8\u03c1\u03cc\u03bd\u03bf',\n",
" u'\u03b8\u03c1\u03bf\u03bd\u03bf\u03c2', u'\u03b8\u03c1\u03bf\u03bd\u03bf'\n",
"]\n",
"\n",
"shit_idx = dataset.message.apply(lambda msg: any([\n",
" throne_word in msg if msg else False\n",
" for throne_word in throne_words\n",
"]))\n",
"df = dataset[shit_idx]\n",
"df = df.set_index('timestamp')\n",
"df['day'] = df.index.dayofweek\n",
"shits_by_day = pd.pivot_table(df, index=['day'], columns=['user'], values='message', aggfunc='count')\n",
"shits_by_day = shits_by_day.rename(index={0:'M', 1:'T', 2:'W', 3:'T', 4:'F', 5:'S', 6:'S'})\n",
"shits_by_day.plot()\n",
"plt.ylabel(\"# of shitty statements\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": [
"<matplotlib.text.Text at 0xc3ddc10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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2ZujQ4QwdOpwNG9Zw5MhBevT4ax35detW0adPP8aOfZhDh/Zz/Pixf72Xf/4O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\nos97vT4O7q+l5HAzCqWMa9fmkpETMyaZgpXzGu+ZM2dy333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bmYV8BJlGhc8V0d7Sz6av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PYDUKF0si5Py7xZ501KGyV5zyDpMjCSYcQ9QmP9E7isA4wGzWSVfYby0uqEzk00TtFYnD+/3sxr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\nQgghMsz/B9P6bnZfc0ZLAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0xc0c3050>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"throne_words = [\n",
" u'thronos', u'throno',\n",
" u'\u03b8\u03c1\u03cc\u03bd\u03bf\u03c2', u'\u03b8\u03c1\u03cc\u03bd\u03bf',\n",
" u'\u03b8\u03c1\u03bf\u03bd\u03bf\u03c2', u'\u03b8\u03c1\u03bf\u03bd\u03bf'\n",
"]\n",
"\n",
"shit_idx = dataset.message.apply(lambda msg: any([\n",
" throne_word in msg if msg else False\n",
" for throne_word in throne_words\n",
"]))\n",
"df = dataset[shit_idx]\n",
"df = df.set_index('timestamp')\n",
"df.groupby(df.index.hour)['message'].count().plot(kind='bar')\n",
"plt.title(\"Nothing better than taking a dump at 12 in the afternoon..\")\n",
"plt.ylabel(\"# of shitty statements\")\n",
"plt.xlabel(\"Hour of day\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"<matplotlib.text.Text at 0xb795a10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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GbWjXqVMHRkZG0gVWHBwccPToUa03RkRERMrUnh5/5ZVXEBERgbZt2yIgIACt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\n",
"text": [
"<matplotlib.figure.Figure at 0xc3eced0>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = dataset.copy()\n",
"df['msg_length'] = df['message'].str.len()\n",
"df.groupby('user')['msg_length'].mean().plot(kind='barh')\n",
"plt.title('Average length of messages per Psoler')\n",
"plt.xlabel('Average length of messages')\n",
"df['msg_length'] = df.message.str.len()\n",
"plt.ylabel('Psoler')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 20,
"text": [
"<matplotlib.text.Text at 0xc746990>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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jERERERsKRyIiIiI2FI5EREREbCgciYiIiNhQOBIRERGxoXAkIiIiYkPhSERE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\n",
"text": [
"<matplotlib.figure.Figure at 0xc3cc510>"
]
}
],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"df = dataset.copy()\n",
"df = df[df.timestamp > '2013-01-01']\n",
"df['msg_length'] = df.message.str.len()\n",
"df.msg_length.fillna(0, inplace=True)\n",
"df = pd.pivot_table(df, index=['timestamp'], columns=['user'], values='message', aggfunc='count')\n",
"df.fillna(0, inplace=True)\n",
"df = df.resample('D', how='sum').dropna()\n",
"sns.heatmap(df.corr())\n",
"plt.title(\"Correlation in daily # of messages between Psolers\")"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 21,
"text": [
"<matplotlib.text.Text at 0xd2f1550>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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GjRr07NlTrcT06NGDHj16AHD06FG2b99OgwYN+P7774GMYSlXV1eGDx9OeHg4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YeAkRlD1dXVhtOLyH9LBYqIOJ7f7+fSpUu8/PLLJCUlkZmZiWVZNDc34/F4qK2tBWD69Ol0d3dj\nWRZxcXGGU4vI/0IFiog4imVZY9aDg4PMmjWLQ4cO0dLSwvHjx8nIyKC2tpYZM2awfft2oqOjx/yd\nL774gmnT9N+bSDDTIVkRcZSwsDB++uknAAYGBmhtbWV4eJgTJ06QkJDAli1buPnmm/nll19Yvnw5\nhw8fBsDr9VJUVITP50MNskWCnx4xRMRR7r//fpYuXcqTTz7J3XffTUJCApcvX+bQoUO43W5cLhdr\n1qxh3rx55ObmUlBQQFZWFoODg2RmZhISEoJlWeN2YkQkuGgWj4iIiDiOXvGIiIiI46hAEREREcdR\ngSIiIiKOowJFREREHEcFioiIiDiOChQRERFxHBUoIiIi4jgqUERERMRx/gR0lPXQJdoLqwAAAABJ\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0xc4e8450>"
]
}
],
"prompt_number": 21
}
],
"metadata": {}
}
]
}
#!/usr/bin/env python
import re
from dateutil import parser as date_parser
import functools
from lxml import etree
import pandas as pd
class Processor(object):
"""Processor utilizes a pipeline of commands (Command objects) to process
its input, one element at a time. An element goes through the pipeline and
gets emitted before the processor starts processing the next one.
>> processor = Processor(apache_log)
>> processor.pipeline([
>> FilterIP(malicious_ip),
>> FilterByTime(after='02:34', before='04:52'),
>> GetURL()
>> ])
>> potential_targets = processor.process()
>> for target in probable_targets:
>> # do sth
"""
def __init__(self, inputs):
"""
:param inputs: The input to be processes
:type inputs: Any object that implements the Iterator protocol
"""
self._inputs = inputs
self._commands = []
self._pipeline = None
def process(self):
"""
When iterating over it, yields the processed items one by one.
"""
self._prepare()
for output in self._pipeline:
yield output
def pipeline(self, commands):
self._commands = commands
def _prepare(self):
self._pipeline = self._inputs
for command in self._commands:
self._pipeline = command.apply(self._pipeline)
class Command(object):
def _apply(self, item):
"""Processes one item from the input and returns it (or not)"""
raise NotImplemented
def apply(self, items):
for item in items:
result = self._apply(item)
if result is not None:
yield result
class Grep(Command):
def __init__(self, pattern, gettext=None, exclude=False):
"""
:param pattern: pattern we are interested in
:type pattern: string
:param gettext: how to get the greppable text from each input item
By default, it assumes the item per se is greppable.
:type gettext: lambda
:param exclude: do we want to exclude input that matches the `pattern`?
:type exclude: boolean
"""
if exclude:
pattern = '^((?!{pattern}).)*$'.format(pattern=pattern)
self.regexp = re.compile(pattern)
if gettext:
self._get_text = gettext
else:
self._get_text = lambda item: item
def _apply(self, item):
text = self._get_text(item)
if self.regexp.search(text):
return item
class ExtractFbMessageNodes(Command):
def apply(self, items):
for item in items:
messages = item.findall('.//div[@class="message"]')
for message in messages:
yield message
class BuildMessages(Command):
def _apply(self, item):
return Message(item)
class Message(object):
def __init__(self, fb_message_div):
self.user = self._get_user(fb_message_div)
self.timestamp = self._get_timestamp(fb_message_div)
self.message = self._get_message(fb_message_div)
def _get_user(self, fb_message_div):
return fb_message_div.find('.//span[@class="user"]').text
def _get_timestamp(self, fb_message_div):
str_date = fb_message_div.find('.//span[@class="meta"]').text
return date_parser.parse(str_date)
def _get_message(self, fb_message_div):
return fb_message_div.getnext().text
def __unicode__(self):
return u'{timestamp} :: {user}'.format(
timestamp=self.timestamp,
user=self.user
)
def __str__(self):
return unicode(self).encode('utf-8')
def to_tuple(self):
return (self.timestamp, self.user, self.message)
if __name__ == '__main__':
print('Reading facebook messages.htm file..')
with open("messages.htm") as f:
contents = f.read()
print('Filtering thread nodes..')
parser = etree.XMLParser(recover=True)
root = etree.fromstring(contents, parser=parser)
threads = root.findall('.//div[@class="thread"]')
print('Extracting psoling messages..')
XMLNodeGrep = functools.partial(Grep, gettext=lambda item: item.text)
processor = Processor(threads)
processor.pipeline([
XMLNodeGrep('Loukakos'),
XMLNodeGrep('Tzortzis'),
XMLNodeGrep('Stathis'),
XMLNodeGrep('Stavropoulos'),
XMLNodeGrep('Deltouzos'),
XMLNodeGrep('Georgiadou', exclude=True),
XMLNodeGrep('Poppins', exclude=True),
XMLNodeGrep('Saradis', exclude=True),
XMLNodeGrep('Ampatzidis', exclude=True),
ExtractFbMessageNodes(),
BuildMessages(),
])
messages = list(processor.process())
print("Sorting psoling messages by date..")
messages.sort(key=lambda m: m.timestamp)
print("Creating a dataframe..")
dataset = pd.DataFrame(
[m.to_tuple() for m in messages],
columns=['timestamp', 'user', 'message']
)
print("Saving to json..")
dataset.to_json('messages.json')
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