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@selimb
Created March 17, 2016 01:08
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from bs4 import BeautifulSoup\n",
"from collections import defaultdict\n",
"from datetime import datetime\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from tabulate import tabulate\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"execfile('matplotlibrc.py')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"soup = BeautifulSoup(open('texts2.html').read(), 'html.parser')\n",
"all_texts = soup.select('.threadItem')"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Functions to extract information from texts\n",
"def get_author(text):\n",
" cls = text['class']\n",
" stat = cls[1]\n",
" if stat == 'receivedText':\n",
" return 'Gabrielle'\n",
" elif stat == 'sentText':\n",
" return 'Selim'\n",
" else:\n",
" raise ValueError(\"Cant't find author in: \\n%s\" % cls)\n",
" \n",
"date_fmt = '%B %d %Y, %I:%M:%S %p'\n",
"def get_date(text):\n",
" datestring = text.select('span.timestamp-msg')[0].text.strip()\n",
" month, day, rest = datestring.split(' ', 2)\n",
" day = '%02d' % int(day[:-2])\n",
" newdatestring = ' '.join([month, day, rest])\n",
" return datetime.strptime(newdatestring, date_fmt)\n",
"\n",
"def get_msg(txt):\n",
" return txt.input.span.text.strip()\n",
" \n",
"def get_lengths(txts):\n",
" return sum([len(get_msg(t)) for t in txts])\n",
"\n",
"def get_avg_length(txts):\n",
" length = get_lengths(txts)\n",
" num_txt = len(txts)\n",
" return length/num_txt\n",
"\n",
"def days_apart(a, b):\n",
" return (b - a).days"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Global Stats\n",
"\n",
"Let us first look at the global statistics. "
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"firstdate = get_date(all_texts[0]).date()\n",
"lastdate = get_date(all_texts[-1]).date()\n",
"total_days = days_apart(firstdate, lastdate)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Selim and Gabrielle have been texting each other for 28 days.\n",
"A total of 4539 messages have been sent.\n",
"This results in 162 texts per day, on average.\n"
]
}
],
"source": [
"print('Selim and Gabrielle have been texting each other for %i days.' % total_days)\n",
"print('A total of %i messages have been sent.' % len(all_texts))\n",
"print('This results in %i texts per day, on average.' % (len(all_texts)/total_days))"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"texts_author = defaultdict(list)\n",
"for txt in all_texts:\n",
" author = get_author(txt)\n",
" texts_author[author].append(txt)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's find out who the biggest contributor of these numbers is."
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Name SMS sent Average message length\n",
"--------- ---------- ------------------------\n",
"Selim 2050 49\n",
"Gabrielle 2489 61\n"
]
}
],
"source": [
"keys = texts_author.keys()\n",
"headers = ['Name', 'SMS sent', 'Average message length']\n",
"table = []\n",
"for k in keys:\n",
" ta = texts_author[k]\n",
" num_txt = len(ta)\n",
" length = get_lengths(ta)\n",
" avg_length = length/num_txt\n",
" table.append([k, num_txt, avg_length])\n",
"print(tabulate(table, headers))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Well. Someone clearly has a lot to say. \n",
"\n",
"But this is all so boring. Let's draw some pretty graphs. Chicks love pretty graphs. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Number of texts"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"fmt = '%Y%m%d'"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def mk_days_dict(texts):\n",
" texts_day = defaultdict(list)\n",
" for txt in texts:\n",
" date = get_date(txt)\n",
" key = date.strftime(fmt)\n",
" texts_day[key].append(txt)\n",
" \n",
" return texts_day"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"texts_day = mk_days_dict(all_texts)"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def get_days_passed(d):\n",
" return days_apart(firstdate, datetime.strptime(d, fmt).date())\n",
"\n",
"def get_days_data(days_dict, fun):\n",
" days = sorted(days_dict.keys())\n",
" sent = [fun(days_dict[k]) for k in days]\n",
" days_passed = [get_days_passed(d) for d in days]\n",
" return days_passed, sent"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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AjDHasGGDli1bpgMHDmj//v2T9q90xY2WlpbxnmtJ+vrXv659+/bp/vvv1yOPPKLu7m71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\nRK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f94d8d35750>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"days_passed, sent = get_days_data(texts_day, len)\n",
"fig, ax = plt.subplots(figsize=(12, 10))\n",
"ax.plot(days_passed, sent, 'b-o')\n",
"\n",
"first_date = '20160222'\n",
"ax.plot(get_days_passed(first_date), len(texts_day[first_date]), 'o', color='pink', label='First Date')\n",
"\n",
"damn = '20160225'\n",
"ax.plot(get_days_passed(damn), len(texts_day[damn]), 'ro', label='Holy Shit')\n",
"\n",
"ax.legend(numpoints=1)\n",
"ax.set_xlabel('Days')\n",
"ax.set_ylabel('Texts sent')\n",
"ax.set_title('Combined texts sent per day over time')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"No statistic is complete without a gender comparison."
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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0mQAAYI4xRtbaknZxi3ODmKOSHjLGrJc04qrUwWg9SfokCNDGmD7XFjJSGKqB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\nQggv+F/7Lvo9oBprWQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f94d6c7b910>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 10))\n",
"colors = {'Selim':'b', 'Gabrielle':'pink'}\n",
"for author, texts in texts_author.iteritems():\n",
" days_passed, sent = get_days_data(mk_days_dict(texts), len)\n",
" color = colors[author]\n",
" \n",
" ax.plot(days_passed, sent, '-o', color=color, label=author)\n",
"\n",
"ax.legend(numpoints=1)\n",
"ax.set_xlabel('Days')\n",
"ax.set_ylabel('Texts sent')\n",
"ax.set_title('Comparison of texts sent per day')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Message Length"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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wDks+Ky9KXss9MtYAAADljsA6DNZKqbRrnRdUbQ2lIAAAABWAwDoMfhlIPou8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\nA2siIiIiIh0wsCYiIiIi0sH/B1v9AwjERQuYAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f94d70b58d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 10))\n",
"colors = {'Selim':'b', 'Gabrielle':'pink'}\n",
"for author, texts in texts_author.iteritems():\n",
" days_passed, txt_length = get_days_data(mk_days_dict(texts), get_avg_length)\n",
" color = colors[author]\n",
" ax.plot(days_passed, txt_length, '-o', color=color, label=author)\n",
"\n",
"ax.legend(numpoints=1)\n",
"ax.set_xlabel('Days')\n",
"ax.set_ylabel('Average message length')\n",
"ax.set_title('Comparison of texts sent per day')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Interesting."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Time to answer\n",
"\n",
"Now for the really deep shit. Let's look at the evolution of \"answer time\". Answer times above 4 hours are ignored."
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Sort texts by date just to make sure\n",
"sorted_texts = sorted(all_texts, key=get_date)"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"date = get_date(sorted_texts[1]) - get_date(sorted_texts[0])\n"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"1771"
]
},
"execution_count": 72,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"date.seconds"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"d = {}"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"d.has_key()"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"maxdiff = 4*60*60 # 4 hours in seconds\n",
"answer_times = {}\n",
"for i in range(len(all_texts)):\n",
" txti = all_texts[i]\n",
" txtm = all_texts[i-1]\n",
" ai = get_author(txti)\n",
" am = get_author(txtm)\n",
" if ai == am:\n",
" continue\n",
" \n",
" dti = get_date(txti)\n",
" dtm = get_date(txtm)\n",
" dtdiff = dti - dtm\n",
" secdiff = dtdiff.seconds\n",
" if secdiff > maxdiff:\n",
" continue\n",
" \n",
" if not answer_times.has_key(ai):\n",
" answer_times[ai] = defaultdict(list)\n",
" \n",
" key = dti.strftime(fmt)\n",
" answer_times[ai][key].append(secdiff)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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nlapvkKRGAgAAUFSE7aR5M3a2PXa2AQAAioqwnbTbaiR0tgEAAIqMsJ206kNtmLMNAABQ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\nEAgEHkIY2wKBQCAQCAQCgYf4/9Q8jZmC5SX6AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f94d6d97950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 10))\n",
"colors = {'Selim':'b', 'Gabrielle':'pink'}\n",
"for author, days_dict in answer_times.iteritems():\n",
" days_passed, ans = get_days_data(days_dict, lambda x: sum(x)/len(x))\n",
" color = colors[author]\n",
" ax.plot(days_passed, ans, '-o', color=color, label=author)\n",
"\n",
"ax.legend(numpoints=1)\n",
"ax.set_xlabel('Days')\n",
"ax.set_ylabel('Average answer time')\n",
"# ax.set_title('Comparison of texts sent per day')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Hmmm. Boring. "
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.11"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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