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@mehaase
Created July 5, 2018 03:09
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Exploring the Dark Web Map\n",
"\n",
"This notebook is a companion to the blog post that contains more technical details and data. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Getting started\n",
"\n",
"Let's start by importing some libraries and defining some helper functions."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from bs4 import BeautifulSoup\n",
"import json\n",
"from IPython.display import display, Image\n",
"import matplotlib.pyplot as plt\n",
"import networkx as nx\n",
"import numpy as np\n",
"import pathlib\n",
"import os\n",
"import spacy\n",
"import random\n",
"import re\n",
"import textacy # 0.6.1\n",
"from tqdm import tqdm_notebook"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# This cell needs to be executed one time after \n",
"# installing all of the dependencies.\n",
"!python -m spacy download en\n",
"!python -m spacy download de\n",
"!python -m spacy download es\n",
"!python -m spacy download pt\n",
"!python -m spacy download fr\n",
"!python -m spacy download it\n",
"!python -m spacy download nl\n",
"!python -m spacy download xx"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This notebook shows the code used to produce the results published on our blog, but the data is withheld due to sensitivity."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"DATA_DIR = pathlib.Path(os.getcwd()).parent / 'data'\n",
"\n",
"def get_masked_dir(onion):\n",
" ''' Get directory for a masked onion name. This assumes that each\n",
" masked onion is unique. '''\n",
" onion = onion.rstrip('*')\n",
" glob = DATA_DIR.glob(f'{onion}*')\n",
" return next(glob)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"abcdefghijkl****\n"
]
}
],
"source": [
"def mask_onion(onion):\n",
" ''' Mask off the last 4 characters of an onion. '''\n",
" return onion[:-4] + '****'\n",
"\n",
"print(mask_onion('abcdefghijklmnop'))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<!DOCTYPE html><html><head><title>Site hosted by HostDanyyy hosting service | Free anonymous webhosting</title>\n",
"<meta charset=\"UTF-8\">\n",
"<meta name=\"viewport\" content=\"width=device-width, initial-scale=1\">\n",
"<meta name=\"Keywords\" content=\"onion,HTML5,CSS,Web,Dark,Hosting,Deep,anonymity,bitcoin,donate,easy,domain,freebie,design,photoshop.\">\n",
"<meta name=\"Description\" content=\"Free anonymous webhosting. Tor hosting onion\">\n",
"<style>\n",
"html,body{font-family:Verdana,sans-serif;font-size:15px;line-height:1.5}\n",
"\n"
]
}
],
"source": [
"def load_html(onion):\n",
" ''' Load HTML for onion name. '''\n",
" with open(get_masked_dir(onion) / 'page.html') as file:\n",
" return file.read()\n",
"\n",
"print(load_html('4vo4tczlyyqz*****')[:500])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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hPvroIwFUJQAFBQVi27Ztwmg0RuZzOBziwQcfFH379o1avkWLFsLj8UTd4N59911RUFAgbDabAOqfAJzPNgcNGiSEEOI3v/mNAKpuooqiCEmSxMcffywKCgoiT+mnTpIkiXnz5omjR4+KFi1aCAAiNTVVHDt2LBLr6NGja3V+bDZbrROAG2+8Ufh8PnHJJZfE/DrmxKmxJrYBIF278MILAQDr16+P+vzYsWN4/PHHAQC//e1vAQCrVq2qsfyKFStwzTXXoEuXLti0aRMURcGuXbtQWVkZmScYDKKsrAwGQ9XX7ZJLLgEArF27Nmpd+/fvx969eyPzAVUN6LZt24ZgMBj5rLi4GH/5y1/QqVMn3HbbbejcuTM6d+6MrKwsWCyWqDp1SZKi/ltf57PNiy66CABwzz33YNy4cZHPw+EwunTpAqfTibS0NGzfvr3GdoUQmD17Nn75y18iOzsbc+bMwahRo5Camoo5c+YAAHr27Ang3Odny5Yttd7fkpISVFRUoKSkpNbLNJQzDW5F1NB0lwBwpD06mdVqBQD4/f4zzlPdFex0owpWf2Y2myM3wZNv/kDNm29117pTtymEgMfjiZpfkqQa2zUYDHjmmWcwadIk+P1+5OfnY9euXZg3bx569OhRr+53QoizJgnns83qHgCrV69Gfn5+1N/mz5+PioqKGg0kT7Zw4ULk5+dj3Lhx+PDDD3HjjTdi69atWL16NYDanR9VVc/Y2PB0+15SUgIhRL16T5yvtLQ0uN1u/kZRo9NdAlA9aAX7rRIAHDlyBEBVi/yTGQwGPPDAA9i2bRsOHToEoOqHeevWrVHzdejQIbKe2t54Dx8+DABo37591HVoMpnQrl07/Pjjj2ddftSoUXjiiSfw1ltvYdq0aSgqKkIgEIDNZsPTTz992mVOvfmdGqvVaj3rqHcjR46s9zarj/Gnn36KuXPnRs3TqlUrmM1mFBQUnHHbpaWleP/993HPPfegX79+uPzyy/Hcc89FEqjqZc92fo4ePRrZ59rs+4EDB/D666+jrKzsjHE1Fv42UVPR3TgAHLSCTrZ27VqUlpbihhtugKIokc8vvfRSvPLKK7j00kvx9ddfIxAI4O67746aJz09HePGjcPGjRuxb9++qL+dzeLFixEIBGqMMnfttdeiXbt25+x7X11t8fHHH6OgoACBQAAAcNttt8FkMkU9zYbDYRiNxkgVQmVlJYqKitCjR4+oqobrr78eBoPhjNs+n22uWLEC5eXlmDRpUqTEBQBatGiBb775Bp9//nnU56fzwQcfQJZl/OlPf0IgEMC8efMif/v2229rdX7C4XCt9/3w4cOYNm1aVNdDouZGdyUApB+1qf/Oz8/H9OnT8eKLL2Lu3Ln45JNP4HQ68etf/xo7duzAW2+9hcOHD+O5557DU089BbPZjI8//hiapuH++++H3W7H+PHjEQgEoKoqFEU5bUnAyZ9v374dL7/8Mh5//HGoqorFixfD5XJh4sSJCIfDUTei061v1apVCAaDePbZZ5GSkgKv14shQ4bgrrvughACycnJkXkLCwuRkpKC1157DR9//DEWLFiATz75BJMnT8acOXOwbNky9OrVC9nZ2SguLo66gZ687dWrV5/XNqdPn44ZM2ZgwYIFmDVrFmRZxvjx45GZmYk777wTHo/nrOdy48aNWLt2LUaMGIGPP/4Yu3fvjvxt+/bttTo/AGq973feeSfGjx+Pp556CosXLz5rbESJLOYtEfUyWSwWYbFYYh6HXqYHHnhAFBUViZEjR55z3jvuuEOsXbtWFBYWisOHD4tZs2aJjIyMyN9lWRbjx48X69atE4WFheLIkSPi008/FZdddllkHpvNJnbt2iX+/ve/R627+vM333wz6vNHH31U7Ny5UxQVFYnvv/9e3H333eLw4cPi3//+d2S5vLw8MXPmzBrx3nrrreL7778XRUVFwu12i2XLlombbrpJzJkzR2zYsCHSt/7CCy8Uy5YtExUVFeL1118XQFWvhBdffFHk5+eLEydOiCVLloihQ4eKxYsXi7/85S8CqBqD4MCBA+LVV19tkG0CEDfffLNYvny5OHbsmCgsLBTffvutuO666+p0PoUQ4sYbb6zxt9qcn9ruOwAxbdo04fF4xNixY5vses3KyhJjx44VJpMp5t8dTrqZYh6AbqZHHnlEPPLIIzGPQy+T2WwWTqczqgvd2Saj0SicTucZu6RVz2O1Wk+byEmSJOx2u7BarWf9vFWrVmLw4MFCVVVhMpmE3W4XBoNBOBwOUVFRIV588cXIcg6Ho8b6qidVVYXT6RQOhyPS7dBsNouUlBQhy3JkPpPJJJxOZ43+6zabTTgcjsi8ycnJkXmqt33qMue7zer9dDgckUGWaju9/PLL4vDhw8LpdJ7zHFaPQXCm6Wz7DlQl606ns0lvxlOnThVHjx4VDocjJt8XTrqcYh6Abiar1XrGH3NOiTMNHz5cDB8+vN7Ld+/eXVRUVIh//etfwul0CkVRhMPhEK+99poQQogrr7wy5vsYL5OmaaJ9+/Zi5MiRoqSkRDz33HMxj6mxJovFIlJSUoQkSTGPhZNuppgHwIlTnadYDsl69dVXi6uvvrrey8uyLH7/+98Ln88nDh8+LDZu3CgOHjwoysvLxZNPPhn1JN1cpuzsbJGdnV3n5TIyMkRRUZEQQohNmzaJtm3bxnxfOHGKx6k+v4nST/9DlFCaw3gOffv2xeDBg5GSkoJjx45hyZIl2LRpU6zDOi9nOi9XX301AGDBggV1Wp+qqrj33nuhKArmzp1bYxwBIqpSn99EJgBE1GA0TeM4G1RnzSGhT0S6GweAmhdN02rd/54aH8fZoPqoHqCNmhZLACihuVwuDptKRFQPTACo0fEmTUQUf5gAUKPj282IiM6tqX8r2QaAGp3X6+XNn4joHNLS0s76Uq6GxhIAIiIiHWIJABERNShFUWA0GmMdBp0DEwAiImpQEydOxIoVK6LeEknxhwkAERE1qLy8PCxcuBDBYDDWodBZsA0AERGRDrEEgKgJcMRCIn3RNA0ulyvWYZwVEwCq4dJLL8UNN9wAWY6+PFwuF26//XZYLJbz3ka3bt0watQoSJJ03uuKpR49euDKK68853wN2b3n6quvRs+ePQEARqMRmqY1yHrr4uTtjhw5Ej169GiwdZvNZtx00011rj/Ozs6udxyZmZkYPXp0jetRkiRcddVV9fohb9WqFQYPHlyveIDo81wfP/vZz9C+fft6L0/nx+/3w+12xzqMs9JlAmCxWBrkJtZclZSU4P7778eIESMin5lMJkydOhVt2rSB3+8/721ceOGFGDNmzHmvJ9Z69eqFn//85+ecLzc3t8FGQkxPT4fT6QQATJo0CQMGDGiQ9dbFpEmT0L9/fwDA6NGjz+tGdSpVVXHnnXfWOQEYPXo0evXqVa9tOhwOdOjQ4bQJ6ZgxY5CZmVmn9UmShDvvvBNWq7Ve8QDR57k+TCYT7r777hqJPDWNUCgU96Of6vLKyMnJQU5OTqzDiFs7duzAW2+9hQceeCDyA3TDDTfAZDLhr3/9K8LhMICqp0CHwxH1ZGsymaKSq1P/Xa2yshI+nw+KosDhcNToMiTLMhwOR9RNwGKx1HiKTkpKivzAGQwGOBwOmM3m0+6XJEmRp9akpKRIXLIsw263w2AwRM2vqiocDsdpf8STkpIio3YFAoGov9ntdthsttPGcLb9Ox2LxQKn0xl1fN577z2sXr0aNpsNWVlZaNGiRdRxqc32AdTYt1OPz5luXklJSVHbraioQEVFBSwWy2n351znpZqqqrDb7RBCwOfzQYj/NU+y2Ww1rhOLxQJFUWCz2aCqKvx+PyorKyP74nQ6T3vzq77mTt6/77//Hm+//Xbk2q4+P0ajET6fL7Le2u7PhRdeiA4dOmDRokWRz073fTEajTCZTJFr8NTzvGbNmrMubzKZYDAYTrv8smXLkJKSgj59+pwxTtI3w7lnqZ1EGu/9jTfeiHUIce+DDz7AsGHDcNttt2Hu3Lm4/vrrMX36dHg8HgBA7969ce+990LTNFRWVmLWrFlYvHgxsrOzcemll+LJJ5+EEAKjRo1Cv3798OSTT0atPxQKoXXr1pg+fTq6dOmCsrIyvPDCC9i1axe6deuG++67D06nExaLBVu2bMGLL76Iq666Cn379sUTTzwBIQQyMzPx2GOP4YEHHsAFF1yAX/3qV0hKSoLf78d7772HpUuXRm3TarXiL3/5CzZt2oS+fftClmW8++676NOnD/r06YNDhw5h+vTpOHbsGIYPH44bbrgBZrMZqqpi/vz5mDVrFgwGAyZOnIhBgwahqKgIAFBWVgYASE1NxUMPPYQLLrgAlZWV+OabbzBr1qzITaXa6fbvz3/+c+TYVhs+fDhuueUWKIoCv9+Pv/3tb9iwYQMef/xxrFq1CkDV985qtWL//v3Yt28fJk+efM7tt2vXDpMmTUJ6ejqEEFiyZAnefvttWCwWvPrqq/jhhx/Qv39/2Gw2fPDBB/jggw+ilh82bBhcLhc0TYPb7UZFRQWGDh2KESNGoH379li3bh1eeeUVVFRUICsrC/fff/9ZzwsAXHbZZZg4cSJkWcbevXthNBoRDodhNptx33334aKLLoLJZILP58Of//xnbNu2DY888ggsFgt69eqFDz/8EIFAIDLiZPX1NmPGDFRUVETt++TJk9GmTRsAwDfffIN33nkHQ4YMwdChQzF16lSkp6fjkUceQWpqKg4dOoTWrVtHjmFt92fkyJHYvHlzJDk89fvy3nvv4ZtvvsGwYcMwYsQI+Hw+dO/eHWVlZZgxYwZ27dqFxx9/HN999x0+++yzMy4/ZMgQ3HDDDThy5Ai6du0a+R7t3LkToVAIGzZswMiRI7F+/foaMRI1WAmA2+1ukKLhpuDxeGr82J5OVlYWxo4dC5PJ1ARRxRe/34+XXnoJI0aMwLPPPotFixbhu+++A1B1o5s2bRq++uor3H///Xj77bcxefJkdOvWLfJkXE1V1dM+SQohkJ6ejq+//hr33HMPjhw5gltvvRWyLOOWW27Bzp07cd9992Hy5Mno3bs3+vfvjxUrViAzMxNt27YFAIwYMQJ5eXkQQuCJJ57AwoULcffdd+Ovf/0rfvWrX6FTp041ttuhQweYzWZMmjQJK1euxNNPP41Vq1bh3nvvhc1mw4gRIyJF0O+99x4mTJiAF198EbfffjuSk5Nx5ZVX4oorrsDjjz+OP/3pT5GnLlmW8eCDD6KiogITJkzAlClTMGzYsBrtA862fyezWCy477778O9//xvjx4/Ht99+i0GDBkGSJFitVthsNixatAhbtmzBu+++iw0bNuChhx465/YNBgMeffRReL1e3H///fjd736Hq666Cj//+c8RDAaRnp4Om82GyZMn47XXXsP48eORmpoatY4vv/wSW7ZswaxZs/Ddd9/BarXC6XRixowZePTRRzFw4ED06dMHFosFv/3tb895Xlq0aIFHH30UH330ER588EEcPnwYycnJCAQCGDhwIDIzM/Gb3/wGd911F/bt24dbbrkFQFUde/v27fHMM89g8eLFkGUZiqLggQcegMPhiCQhJxs3bhyEEJgwYQL+8Ic/4Gc/+xmSk5MjbRoMBgMeeughHDx4EA888AAWLFiADh06oLKystb7YzKZkJmZie3bt5/x+/Lwww+jY8eOAKra3HzzzTeYOHEijhw5gttuuw1AVcJqMBiQlJR01uV79OiBhQsX1lgeALZu3QqXy3XO0hfSpwZLAE4e77366SDRjR49GjNnzmwW+1IfW7ZswcqVK5Gamop//etfkc8vuugilJWV4dNPP0VZWRmWLl2KjRs34r333sP48eOjkishRI0nUKCqGHbHjh349ttvUVJSglWrVsHhcEAIgeeeew5ffPEF+vbti8GDB0OWZSQnJ+Po0aPIy8uL3Aj79OmDL774Aj169ECbNm1gt9tx/fXXIzMzE8nJyTXqxiVJgsfjwfz581FcXIytW7di9+7dWL58OQoLC7F7926kpqYiEAhg0qRJOHToEC6//HJcfPHFAKqKvi+99FIsXrwY+fn5OHToED799FOEw2EkJSWhX79+CAQC+OUvf4mhQ4cCAIYMGRIVQzgcxvPPP19j/04tsq+srMT+/ftx8803Y9y4cVi3bh1ef/11CCEiU2VlJSorK1FRUQGj0Yj+/fufc/tOpxPdu3fHP//5T5SWliIvLw///e9/MWjQIJhMJng8HnzyyScoKirCmjVr4PF4YLfbo9YRDAZRWVkZ9dKSL7/8Evn5+di7dy9yc3ORmpqKbt26oXXr1uc8L1lZWSgtLcXXX3+N0tJSfPjhhygsLITZbMayZcswbdo0tG/fHqNGjULLli2hqiokSYIQAosWLcIPP/yAw4cPQwiBO+64A2PHjsVLL72E0tLSGtfdnj17kJmZifvvvx/t27fH66+/jpKSEsiyjFAoBKfTiW7dumH27NkoLS3F0qVL8f3330OSpFrvj6qqSE1NRUFBAYDTf19yc3Nx2WWXIRwOY9u2bZHvwerVqyPVWuFwGJWVlejVq9cZlxdCYNOmTViyZEmN5QGgoKAAKSkp59UWgZqvBqsCOFkilQaczSuvvII33ngDJSUlMY1DURSoqhqT6pUDBw4gPT0d5eXlkc+sVis8Hk/UjT0cDmPWrFk4fPgw+vfvH1V/e7qGVZIkwev1Rn7ogKpkQZZljBs3DiNGjEBubi4OHjwIn88XWce3336LIUOGYO/evQCAzZs3Y/DgwQgEArDZbAiHwxBCYN68edi2bVuN7YZCochToSRJqKioiPz4S5KEUCgEo9GIhx9+GO3bt8fu3btRWFiIysrKyHk4OcEpLS1FMBiEyWSC0WiM1C8DwOrVq5Gbm1tjv6+//voa+3eqYDCIp59+Gr/4xS8wYMAA3HTTTfjmm2/w6quv1ji2kiTVevvVN4aTz2dZWRlMJhMURUEoFIoUW1f/+3Qt46snoOrcn/x9r47PZrPV6rxYrdaoOv9AIBB5oHC5XPjNb36DwsJC7NmzBz6fDwaDIXKuTj4XRqMRR44cwYEDBzBu3Dj8+c9/rnFc58+fj+PHj+PKK6/Evffei7KyMkybNi1Sx28ymSLXZrXqRCIpKalW+1M9DG71Ok/3ffF4PLBarTh+/Dh8Pl+N78HJx/J8lq+srIQsy7osxaRza5QEIBHaAdSGz+c77Y9zU1NVFWlpaTV+zJuCLMuQZTnyxAUA+/btQ/v27ZGamopjx47BbDYjIyMDS5YsiTRUqta5c+cz9n8/9cYSDofhdDpx66234rHHHsOGDRtgMBiiuguuXLkSY8eOxS233II1a9YgFArh4MGDCIfD+PDDD3H06FEAwB133BF1kzvTdk+NIRgMolevXujduzduvvlmlJWVoXPnzrjpppsQCATw448/4sILL4zM3717d6iqivLychw/fhzr16/H4sWLASBSrH4yp9OJ2267DY8++uhp96+azWbD7bffjrfeegvvv/8+evfujRdeeCGqoVp1/OFwGKWlpefc/pVXXgmbzYaSkhL06tULy5cvB1D1hHr48GH4/f6oG/vZVN+Az3QcZVlGfn5+rc7L3r170a5dO7Ro0QLHjh1DWloaWrRoASEEbrnlFuTl5eEPf/gDgKreBxkZGWfc7meffYYffvgBb775JpYuXYoffvgh6u9jxoxBQUEBfve738FkMuGf//wnLrvsMng8HkiShOLiYpSVlaFnz55Yvnw5zGYzunbtimXLltV6f4LBYFTJyem+L127dsW3334Lo9F41uMty/J5LW+32xEIBGpV5Un60ygJADUsr9cbk5s/UFVnfGrL+x07duC7777Ds88+izVr1iArKwtHjhzBmjVr0KpVK7Ru3RrTpk1DeXk5+vfvjwMHDpxzvdX/9nq9OHDgAMaOHYvMzExkZWWhffv2kdblxcXF2LVrF2644QbMnDkTQNWwo8uXL8cLL7yAZcuWoVu3bmjVqhU+//zzqG1KkgSz2Rx5Cq5+oq9mMplgNptRUFCAcDiMu+66C0VFRbjiiitgNpvhdDoxb948vPjii5gyZQpKS0sxatQo7Ny5Ez6fD//+97/xwAMPICMjA0lJSRg0aBCeeuqpqBjOtX/VAoEAunTpgpdffhnfffcdevTogTVr1qC8vBxmsznSY6G0tBR33303jh49infeeees269u0T579mxMmjQJ3bp1Q8uWLdG1a1c8/vjjkGU56viceryqVSccd955JwoLCyHLclQPClVVoaoqDhw4UKvzkpubizVr1uD3v/891q1bh969e8NqtUIIgV27duHnP/85brnlFqSkpGDUqFEoKCiAoiiRFvAnb9discDtduM///kPpkyZgnvuuSeqBE8IgalTp2LBggWRqoQNGzagZ8+esFgs8Hg8mDNnDh544AF069YN6enpSEtLg8FgwP79+2u1Pz6fD/n5+cjIyMCmTZvO+H1ZuXIlrrrqqtN+D6r3x2w2Y/fu3fVaHgAyMjKQn5/PBIBOi0MB01n17NkTHTp0wIIFC6KKFg0GA0aMGIHOnTvD7XZj4cKFkdKS7t27Y8iQIThy5Ahyc3PRunVrfPPNN1Hr7datGy644AJ89dVXEELA5XKhS5cu+OKLL9CqVSuMHDky0kK++ga0cuVKAFU/ahdffDH+85//RJ5CFUXB0KFD0a1bNxw/fhxffvkliouLo7apqiquvfZaLFy4EEVFRejUqRN69uyJBQsWIBQK4YorrkBFRQXWrVuHzMxMDBo0CJWVlVi/fj3S09Oxe/du5OXloW3bthg5ciT8fj/y8vJgs9mwZMkSAMAll1yCAQMGIBgMYsmSJZGqipOda/+qWa1WjBw5Em3btsXBgwfx1VdfwefzITs7G263G9u3b0fHjh1x9dVXY9WqVdi0aVOttg8Affv2Rb9+/VBaWorFixejoKCgxvFRVRVjxozBokWLIj0eqlVvd/Xq1UhJSUFBQUGk0Vt2djYOHjyIbdu21eq8VF9P2dnZ6NChA7777jukpaVh8eLF8Hg8GDFiBLp06YIjR45g69at6NmzJz7//HMMHjwY+fn52LFjR2S71cdF0zRcf/31WLp0Kfbv3x+1rQEDBqB3797w+/1YsmQJ9u3bF7n+vvzySwgh0L9/f/Tp0we7du2CLMv48ccfkZubW+v9ufbaa9GvXz888cQTkf073ffl1O/Byf++8sorI/tTl+U7d+4c2Y8nn3wSeXl5mDNnzmmvAyLBiRMnTpwabrLZbGLmzJniggsuiFkM7dq1E3/729+E0+mM+fHgFJ+TLgcCosTDsfQpkZSXl2PevHkYPnx4zGIYNmwYPv/8c5w4cSJmMVB8YxUAJYREGmiKqJqmaTG7ZmO5bUoMTACoyVUPoXtyK3IiImparAKgJteQb8YjIqL6YQkAERGRDrEEgIiISIeYABAREekQEwAiIiIdYgJARESkQ0wAiIiIdIgJABERkQ4xASBqQhzSmIhqQ5Ik2O32Wr2eu76YABA1IQ6CRES1YbfbMXv2bNjt9kbbBhMAonPIyspCnz59GmRdubm5jTY+uyzLuPbaa+FwOM46X3p6OoYOHVrn9Q8ePBjp6el1WqZt27Zo164dAGDQoEHIysqq83Y7duyIK664osZnqamp51y2Q4cOGDJkSJ23SRRrpaWluO2221BaWtpo22ACQHQWLVu2xBVXXIH+/fsDACwWC9q0aQNZliP/djgcaNGiBQCgVatWMJvNkeWdTidSUlJqrNdoNMJqtaJ169YwmUwAqqoH2rZti6SkpMh8BoMBrVu3RnJycqTqwOFwoGXLljXWKUkSPB4PAoEALBYLUlJS4HQ6I383mUxo3bo1Ro0aFbkRO53OyLosFkukdEJVVVit1siyiqJg3LhxSElJiXoiUVUVrVu3jhRTyrKMtm3bwm63w2AwYOLEiRg5ciSSkpIQDAZRUlICs9mM5OTkGvvQunVrOByOqOMHVCUOl1xyCVJTUyFJEoxGI37961+jX79+sFqtMJvNaNGiBex2O2RZRps2bSLH9PLLL0fPnj1rHCuieBcOh1FUVIRwONxo2zA02pqJEpiiKJgyZQoyMjLQtm1bfPDBB2jbti1ycnJgMBhQUlKCmTNnYubMmTh48CBatWqFsrIyeL1eJCUl4bHHHsPAgQNx++23QwiB//znP/jss88i6x89ejRuvvlm5OXlQdM0TJ06FWPGjEG/fv1gsVjwxhtvYPfu3fjjH/8IVVXRoUMHPPLII7DZbLjuuutgNBqxYcMGzJkzB0JUjeadkZGB/v37Y+3atZg9ezZWrlyJHj16YMaMGSgsLMTjjz8OIQT69u2LyZMn47LLLsMVV1yB9u3bY9GiRfjxxx8xduxYvPTSS3jqqacwa9YsfP/99wAAm80Gl8uF22+/HV27dsUTTzyBkpISTJ48GVarFfv378frr7+O++67D3a7HYqi4O9//ztGjRqF9evX4/Dhwxg0aBCef/55vPLKKygsLESbNm2wcOFCzJs3D1OmTEHr1q3RsWNHzJkzB++//37kWGVmZqJTp0649NJLsXz5cnz99dcYNGgQfD4f/H4/Jk2ahLVr16J3797YsWMHDAYDVFXFlClT0LlzZyxdurRpLx6iBNHsSgAURYGmabEOgxJcr1690KVLF9x33314//33EQqFcMMNN6BDhw4oLCzE0KFD0alTJwSDQcyYMQNz585FKBTCE088gfLycvTt2xc33ngjpk+fjt/+9rcYN25c1BO11WrFypUrMXXqVJSVlWHAgAFYu3Ytdu7cCbvdjmHDhuHqq69Gfn4+fvWrX2Hz5s1ISUnB/fffDwAoKyvDmDFjotoT9OrVC4WFhXC5XNixYwdmzJiBrVu3olu3brjvvvuwYMECTJkyBTt37kQ4HMbUqVMRDAbh9/vRr18/bNy4Eaqq4tVXX8VXX30VufkDQLdu3bB9+3Y8+eSTWLNmDTIzM3Hvvffis88+w4MPPogePXqgX79+uOyyy/DOO+9g+vTpKCoqwqZNm/DII49gx44dSEpKgtFohNlsxvPPP4958+ahS5cuuPbaa+H3+/Hwww9jw4YNyM/Pj2xXVVW0atUKv/vd7/D888+je/fuCAaDWLZsGaZMmQK/34/du3fjhRdewJ49e/D999/jj3/8I9q0aYOkpCS0bdsWO3fubIIrhpobPdxLml0JgKqqSEtLQ25ubqxDoQTWqlUr7Nu3D36/Hx6PB5qmoWXLlli6dCmWL1+OuXPnoqysDIFAAD6fD16vF8ePH0c4HEZ5eTmSk5MhyzIOHjyIQCAAIQRMJhM8Hg+A/xXvCSFw4sQJpKen45ZbbsFnn32Gb7/9FhaLBampqdi9ezeCwSA8Hg/MZjM0TcP8+fNRWFgIj8cDv98fiblz585YtWoVevTogQ0bNiAUCqFVq1ZYsWIFrr76aixcuBAOhwNlZWXIyMjAli1bMHfuXBgMBhQWFkKWZVgsFmiahi+//DLqeGRlZWH9+vXwer1wOBw4dOgQrrrqKixbtgxmsxlCCKxduxbJycl47LHHsHXrVixduhTHjh1DKBRCr169kJeXh3bt2uHgwYMoKytDeno69u/fjwEDBuAf//gHQqEQkpOTo767qampCAQC2L17N6655hrs3LkT3bp1w549ewAAPXr0wMaNGxEKhWC327FixQp06tQJhw4dilQDnDhxorEvF2qG9HAvaXYlAF6vt1mfMGoa27ZtQ0ZGBi6//HKMGDECRqMRa9asweDBg9GxY0cMHz4cVqsVJpMJkiRFip2Bqh+O8vJyHDhwADk5Objnnntw9OhRlJWVRdYvhED//v1x7bXXonfv3tiwYQOMRiPy8/PRuXNn2Gw2bN68Gddccw2uu+46DBgwAMePH8e2bduQnZ2NTp064fLLL4fRaARQ1aagS5cu2L17N3r27IkdO3bAarWiRYsW2Lt3L1RVxcCBA/Hggw/i+PHj2LVrFzIzM9GlSxf06dMHTqcTDz/8MDZt2oQDBw5g4MCB6NChAyZPngxZlpGZmYkdO3ZEEqHc3FxIkoTrrrsODz30EFasWIF+/fqhsLAQK1eujLRvSEtLQ0ZGBnr27Ildu3ahd+/e2LdvH4Cqm/eWLVsQCARw9dVX484774TNZkNJSQkefvhhtG/fHllZWSgoKAAAXHzxxdi1axdat26Nrl27onPnzujevTu2b9+O1NRUmM1mnDhxAn369MHu3buRmZmJgoICBIPBJr56qDloinuJy+WKaSlDsysBIGoIbrcbb775Jnr37o1Vq1Zh06ZN2LhxY6QOff/+/Thx4gTmzZuHYDCIPXv2IBAIAAAWLVqEvXv34rvvvsPtt98Og8GAP/7xj6isrIysXwgBTdPQtWtXvPTSS9i8eTP++te/YtCgQdi2bRv27NmD1atXo0uXLujcuTMqKipQWlqKGTNm4KabbsIll1yC9evXR25usizj008/RXFxMZYuXYqdO3dCURR89NFHOHz4MF599VX06dMH+/fvxw8//IDNmzfjjTfeQL9+/bB3714oioIDBw5g7ty5uPDCC+F0OmE0GnHw4EEAwNKlS7F9+3YoioJ58+bh2LFjeP755yNP5Z9++in69u2LoUOH4tChQ3jppZegKAq6du2KTp06Yd26dfjhhx/QrVs3HD16FACwePFi5Obm4q233sL//d//YeDAgdi0aRMqKytRXl6O0tJSFBQUYP78+QCA9evXY8OGDdiyZQtatWoVabuwc+dOJCcnR9pD7N69G0ePHoXVao1qd0EUb9xud1QpXlOTAIiYbZ1Ip66//noYDAbMmTPnjPM4HA5MmTIFNpsNP/74I1555ZVm9zRrMBjwyCOPoFWrVigvL8drr72GwsLCWIdFpAu6SAA0TcOECRPwj3/8o9H6YBPVRXXVwdmyf0mSkJKSAoPBgKNHj0Za+zc3TqcTZrMZx44diyoliTWXywW3293ovxmapjX7uuZq2dnZAICvv/46xpEQoJMqAEmSYDabG3VIxUSjKApUVWVCFCPV1QVnI4TA8ePHmyCa2IrXRnpNVTzr9/vhdrsbfTvxwGDQxS0nYeiiBIBq0tNTBxER1cQEgIgSVlMV0xM1R0wAiChhaZoGv9+PUCgU61CIEg4TACIiIh1qdgMBERER0bkxASAioiajhzH2EwX7ZFAUSZLQNXUoHJY0CNF4r6EkoqYhSTKKfW7kFS6Ji7Ek9DDGfqJgAkCnkNC99Uh0bjEIoXDzGnWOSI8U2Yi9x1cgr/BbxEOTL76vJX4wAaAaQuEAgiEfEwCiZiAsKhEKn3vgKdIftgEgIiLSISYAREREOsQEgIiISIeYABAREenQGRMATdPgcrmaMhYiIiJqImdMAPT0ikoiIiK9OWMCEAqF+IYtojoKhwT8vhBEuH79rYOBMIL+cw/AJATg94UQDsW+X3dTCwbCCAY4SBXRqeo6yiLbAJyDpmlQFCXWYVAcE2GBcFggVCmQlpGEsZO6IzlVRfinz6v/DlF14476rHodAhBC4GfXtMfQ6zsAqEomhPhpHSfd54UAzJoBv5iYgbadbAhViqg4Th3srXqbZ/r/k5OVyPJR81XNI05d90/zVC0TvS+nrvfU2E7dL3Ga7f0vnurjWLWeS0e1w4CR7RAK1dxXIj2rHmWxtjgQ0DmkpaXxfeN0WkJU3ZC0ZCMURUJ5SRCqWUFqew2KIiNcKWBzmAAAkgwEfCHIigTFICMcFpBlCb7yICRZiqwzOUWFWTNAkgAt2YhQMAyDSYbfF0KoUkCSqrbpaKlizL0ulBcHcPSgF5WBELQkIwxGGZ6SIERYQJIlCAGoFgWKQYK3rBKKIsFsM8JXFoQQVfGFKgW8pUEYjBJsySb4KyohBGCxGFHhrYTJpFQlL6i6OVf+9PQtKxIsmgGyIqHCE0IwEAIEoBgkaEkmVAbD8HtDCIUEtCQDDEYZPk8lgv4wVIsCVVPgK6/6t1lTYDDJ8JVXQrVU7X+gIgRrshGVgapjUOGpeuXv5WPSEQ4JbF9XiApPZZOfd6J4VddRFpkAnEN9h6zUNA0TJkzAP/7xDyYPzZAQVTf1Ubd3QZ9hbSBLElZ/cRA/7ipFx25JEELg0qvaY8y9GfCVVcLRUsUbT2xApx4ODB3bAcXH/HC0VDHnpe3YtPwoDAYZoRDQoq0FZs0As9WAqW9dhuJjfjhbmXFgZyne/v1mBANhhMMCfYe1gQSB0RMyIElAaVEAv7gnAxarATvWF+LD/7cTfm8lKisFeg9tjesfzMSfxq/ChQNSkX1rZ/xl8nqMvLUzeg5qhYAvhAXv7MHO9ccx9Z+XYc6L2+EtDWL89Ivw50nrMPT/OiJzQCrCIYGFc/Zhxaf5kGQJWZe2xLX3u6CqCsqKA3jn2S0I+sO4+bEeSM9IRmmRH/+cvhldejmRffMFMBplrPzcjS2rjuGmX/dASmszjuR78c4fNuPCy1pixA2d8Oxdq3DtvS44W5vx3p+24vF/XBo5Bnu3FGPpJ/lI65oEg0nGnU/0xFvPbEagojIqiSKi2mEVQCORJAlmsxmSxB+m5kgIAbPFgJG3XgC/J4SvZu3F7o1FUC0ykluYkeRU8X+/6oYd64/j/Ve2w2ytegJWNQWKQcZHr+6E3xdC3+Ftq9b303qtSUbY7EZIkoRkp4od647jq1n7cPEVrZDazoJwOAxZlrBu4WH4fSH8Z+YufL+kADf/5kJsX1uIN57YgEuvao/eQ1sjGBRQFAl5G0/AYJTQZ1hbXHxFa+zeeAIdMx24/Np0vPXUJmxcVoBxD3WHvYUJWpIRikGCrEiwJpsgyRLMVgUmVcHS//yIPVuKoRhkyLKEIz96sHTuj9iy+hhcl6SgR79UDPm/Duic5cDMKd9j7ms7YW+h4oaHMrHx2yN45aH12Lu1GL+YmAFIwMuT1sHZSsWVN18Ao0mBJckIoKrEwmw1QJIRdQx6D2sDn6cSeZuKsev7Ivxz+mYEAiHe/InqiQlAI/F4PJgxYwY8Hk+sQ6FGIEkS/L5KfPT/dsJbHsT1D3XHgFHtIISEcCgMkypDSzJg75YTKNjvidTTA4CnNIgDO0tx7KAPRlPVzbSa+KmdAACEQgIFB8pxYGcJgv4wjKoSyRQC/jAgSSgvDqAyEIY12YiDe8qwb1sx/N4Q7C1UiLCArEg4cawCm5YfxbBxHdGllxOrPncjOcWEyqDAvu3FyM8tg6oZYLIYIusPn9RGQZIkHNpbhsUf7MeRAx7IigQRFuiX3Q6jbu8MX3klPCVBmMwKnK3MOOr2Yv/2EmxbXYiAPwSTWUbelhPYv6MEeZtPwJ6q4uiPHhzYUYpjbh8cLVXIMiBJiNTrV7cBiDoGgRAUGQiFwgj6Qyg97o+Hd9tQA2Bbq9hgFQBRfQgBLdmE7n1b4NC+crTpYEWyU62qY9cM8JYFsWdLCa66owuyBraESZUhBKpKASwKFEWCSZVxais2o0mG0SQDUtWTsMEkQzFULVP9pFtVP16JCk8QI2+9AEIIbFp+FCNu6oQLL01FOBTGjvXHYTD+lN8LYP3Cw7h8TDr27yjBgZ0lCPhDqPBWYuL0i5HazoLcH4pQsL8c5cUBjLq1M8qKA7BYDZAAGExVJRcmVam63/7UHiC1nQWqRQGEgKopgARsWHoEdz/dCxN/fzEUo4yl835E3uZiXJfjwsVXtEZxYQU2LDmC4Td2xL1/vASdezrw4Ss7UF4cQJLThNt/mwXXxSk4dtALqcYxMECEBU4crUD/7HYYfU8GvvngACqDIZa0JTi2tYoNJgBxyuVy8QsRzyQJvvJKbF97DG062rD4w/34blEBrMlGfP5WHk4c8+OrWXvRd3gbWJOMEAAqPJXYvrYQJcf8EGGB1QsOVjXskyVIEiDLEtYvOgyDSUbQH8b8f+ThYF4ZvGWV+OzN3Sg5VgFZliDJEryllfjn7zajx4BUVAbCeO9PW3DZz9Ngb2HCX3/zA/ZvL4FiqLopyoqEI/leBANh/PBNAYL+ENy7yzDzse9x8eDW2LO1GOu+OojykgD+9YfN6N6nBYqOVCBv8wmUlwTx/TcFUC0GQAKqb7OyIuG//8pD4SEvPCVBfPJ6LvZtK0buhiIEKkLo3rcFSgorkJ9bijef3Ih+V7aFPUXFzvXHsW9bMY4f8aGDKxnv/nELNi0/CsUg4b0/bYU12Yi9W4pR4a1EoCL6GMx/czdKiwJYOHsfyk4EEKwIxcX77en88fXAsSGBhWhxSdM0+P1+hEKhJt2uJMm4KvN36JRyGV8HXAvBQBjhUFXrfKOp6ik/GAhDMUi46vbOGHBVe8iyhG1rj+GTmblVfffDAiazEunLbjTJUesDAKNRhr8iBKNJrnri91dVK5xc310ZDCNUKWAwypDlqmWFAAwGCYoxep0Df94e1+V0w8u/Wocj+eVQFBmhyjAqg1WxG36qiqhepyxLkThDwar1GtXoGsNwuKpHgCRJEEJAMVT1cKhehyQDRpMS6TlQXQIiKxIqf2rMKCvSScetqhdBVaIhwWCSETjNMRAAgv4wJBkwqSw2PhdFNmJ/0Wp8seNpCMHxE+h/mABQFCYADae60V84JOAtCwKoetJvcgIwndQVkKXl+sIEgM6EVQBEjSQYCCPgryrBkaQY3fwBQKoaNVAIEdXgkIj0jQkAUSORJMRN47R4ioWI4gO7ARIREekQEwAiIiIdYgJARESkQ0wAiIiIdIiNAKkGRTbBqFggS7w8iBKdIhuhyKZYh0FxiL/wdAqBnUe+QkHpNvYZJmoGJElGsc8NDvlCp+JAQERERDrENgBEREQ6xASAiKJkZ2cjOzs71mEQUR24XC5omlanZdgGgIiiGAz8WSBKNG63G36/v07LsA0AERGRDrEKgIiISIeYABAREekQEwAiIiIdYgJARLpjMpkwduxYZGVlxToUophhAkBEuqNpGmbOnInRo0fHOhSimGEvACLSHUmS4HQ64fP54PP5Yh0OUUwwASAiItIhVgEQEcUhTdPgcrliHQY1YywBICKKQ4qiQFVVeL3eWIdCzRQTACIiIh1iFQARUROoz8taiBqTLhIA1qURUazV52UtRI1JF1UArEsjIiKKposEgCiRaJoGv9+PUCgU61CIqBnTRRVAc6JpGhRFiXUY1IjS0tKgqmqswyCiZo4lAAnG5XLB7XazOoOIiM4LEwAiIiIdYhUAERGRDjEBICIi0iEmAERERHHMYrHAYrE0+HqZABAREcWxnJwc5OTkNPh62QiQiIgojlmtVgCAx+Np0PUyASAiItIhVgEQEVG9cGCyxMYEgIiI6oWjViY2VgEQEekARxGlUzEBICLSgeb8kim+8bV+WAVARKQDXq+3Wd78AUBVVaSlpcU6jITDEgAiIiIdYgkAERGRDjEBICIi0iEmANQgTCYTxo4di6ysrFiHQglIURRomhbrMIh0hQkANQhN0zBz5kyMHj061qFQAmIjLqKmx0aA1CAkSYLT6YTP54PP54t1OEREdA5MAEjXmnPfaCKis2EVADWoRKvL5VCmRKRXLAGgBqVpGtLS0pCbmxvrUIiI6CyYABAREekQqwCIiIh0iAkAERGRDjEBICIi0iEmAERERDrEBICIiKgBJUp3aCYAREREDShRhrZmN0AiIiIdYgkAERERqgYyc7lcsQ6jybAEgIioASmKAlVV4fV6Yx0K1ZHezh1LAIiIGlCi1P9STaFQSDc3f4AlAERERLrEEgAiSniSJMFut0OSpFiHQg1M0zQoihLrMJolJgBElPDsdjtmz54Nu90e61DiQnO6afKV3Y2HVQBElPBkWYbD4UBxcTHC4XCsw4k5l8sFt9utq/psqjsmAERERDrEKgAiIiIdYgJAREQJRW8D9jQWVgEQEVFC0duAPY2FCQAREZEOsQqAiIgiNE3Dgw8+mBCvs6XzwwSAiIgiJEmC2WzmoEo6wCoAIiIiHWIJABERNajmNBJhc8YEgIiIGhSH700MrAIgIiLSIZYAEFGDYvEv1ZXL5WKvgxhgAkBEDYrFv1RXbrcbfr8/1mHoDqsAiIiIdIglAEQxwvHMiSiWGiQB4MhRBLDut678fj/cbneswyAinWqQBIAjRxHAut+6CoVCfJkJEcUM2wAQERHpENsAEBER6RATAKI4wb7QRNRQLBYLLBbLWedhAkAUJ5q6LzQTDqLmKycnBzk5OWedh20AiHRK0zT4/X6EQqFYh0JEDcxqtQIAPB7PGedhAkBERKRDrAIgIiLSISYAREREOsQEgIiISIeYABAREcWhxn5fCBsBEhERxSFFUaCqaqMNGc4EgIiISIdYBUBERNQM1HVwLyYAp+CrjYmIKBHVdTRRJgCn4KuNiYj0ozk99Hm93jqN7GloxFgSksfjwYwZM2IdBhERNQE9P/SxESAREZEOsQqAiIhIh5gAEBER6RATAGrWNE2DoiixDiPhZWVlYezYsTCZTLEOhYgaCBMAatbS0tKgqmqsw0h4o0ePxsyZM5tFS2kiqsJGgDogSRKSk5NRWloKIXi6qe4sFgssFgtOnDjBa4iomWAJQAzUdbSm82W32zF79mzY7fYm2yY1Lz6fD0VFRbz5EzUjLAGIAU3T4Pf76zRgw/mQZRkOhwPFxcUIh8NNsk0iIopvTACIiIh0iFUAREREOsQEgIiISIeYABAREekQEwA6L4qisG84EVECYgJA50VVVaSlpcU6DCIiqiP2AiAiItIhlgBQo2nqAY+IiKj2WAJAjaapBzwiIqLaYwJARESkQ6wCICIi0iEmAERERDrEBICIiEiHmAAQERHpUL0SAHbvIiIiSmz16gXA7l1ERESJjd0AiYiIdIhtAIiIiHSICQARUYLRNA2KosQ6DKoHi8UCi8US6zAAMAEgIko4aWlpUFU11mFQPeTk5CAnJyfWYQBgG4C45HK54Ha74fV6Yx0KUZT6XpuKokBVVV7TpHtWqxUA4PF4YhwJE4C4xF4WFK/qe21qmoa0tDTk5uY2UmREVFdMAHSET2FERFQtIdsAmEwmjB07FllZWbEOJaGoqoq0tLRYh0FERHEgIRMATdMwc+ZMjB49OtahnJGiKHE3WqLX641JEaymaXC5XE2+XSIiOrOYVAGcbyM3SZLgdDrh8/ng8/kaOLqGwTrP/2HVAxE1FP62NpyYJABs5EZERPXBB4qGw0aAREREOpSQbQCIiIjo/DABICIi0iEmANRo2F2TiCh+MQGgRpMI3TWJiPSKjQCp0SRCd00ianxGoxHhcJg9v+IMSwCo0QghUFRUxJs/0XlI9IG0kpOTsWLFCkycOLFey7tcrrgbVK25YAJARBTH/H4/3G53rMOot2AwiIULFyIvL69ey7vdbvj9/gaOigCdVAFIkoTk5GSUlpZCiGa/u0REROekixIAu92O2bNnw263xzoUIiKiuKCLEgBZluFwOFBcXIxwOBzrcIiIiBpUdnY2AODrr7+u9TKGxgomnoTDYRQVFcU6DCIiokahKEqdl9FFCQARERFF+/+Ya4h2EP/NuQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def load_png(onion):\n",
" ''' Load screenshot for onion name. '''\n",
" png_file = get_masked_dir(onion) / 'page.thumb.png'\n",
" return Image(str(png_file))\n",
"\n",
"load_png('4vo4tczlyyqz*****')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1.23 s, sys: 46.3 ms, total: 1.28 s\n",
"Wall time: 1.27 s\n"
]
}
],
"source": [
"%%time\n",
"def load_graph():\n",
" ''' Very hacky and incomplete GraphViz parser. The pydot and pydotplus parsers are\n",
" unbearably slow. Loads into networkx. '''\n",
" edge_re = re.compile(r' \"(\\w+)\" -- \"(\\w+)\" \\[weight=\"([\\.\\d]+)\"\\]')\n",
" node_re = re.compile(r' \"(\\w+)\"')\n",
" graph = nx.Graph()\n",
" with open(DATA_DIR / 'graph.dot') as file:\n",
" for line in file:\n",
" m = edge_re.match(line)\n",
" if m:\n",
" onion1, onion2 = mask_onion(m.group(1)), mask_onion(m.group(2))\n",
" graph.add_edge(onion1, onion2, weight=float(m.group(3)))\n",
" else:\n",
" m = node_re.match(line)\n",
" if m:\n",
" onion = mask_onion(m.group(1))\n",
" graph.add_node(onion)\n",
" return graph\n",
"\n",
"graph = load_graph()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Graph Metrics\n",
"\n",
"Let's compute some graph metrics. The \"nodes\" are the sites, the \"edges\" are the lines that connect similar sites, and \"components\" means each group of connected sites. (Graph theory uses a slightly different definition of \"cluster\" than what we have used in our Dark Web Map articles.)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Graph metrics:\n",
" nodes=6,608\n",
" edges=254,141\n",
" components=2,899\n"
]
}
],
"source": [
"components = [(len(comp), list(comp)) for comp in nx.connected_components(graph)]\n",
"components.sort()\n",
"print('Graph metrics:\\n nodes={:,}\\n edges={:,}\\n components={:,}'\n",
" .format(graph.number_of_nodes(), \n",
" graph.number_of_edges(),\n",
" len(components)))"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The largest component has 866 sites, e.g.:\n",
" * hox5ccjhsxni****\n",
" * 6ay32g3vnhy7****\n",
" * 6pv6uci7bcoz****\n",
" * acjs226s5wfe****\n",
" * krcznknzhfqx****\n",
" * qtosj22jv62h****\n",
" * shopbayqyhui****\n",
" * ckkc2mrsbtzn****\n",
" * bfgdnjarsucq****\n",
" * hmgf4qfgds5n****\n",
"\n",
"The 20 largest component sizes are:\n",
" * 866 sites (e.g. mgqkhoihywdm****)\n",
" * 343 sites (e.g. hho52bhyvh65****)\n",
" * 273 sites (e.g. ucdqli2bl6m2****)\n",
" * 184 sites (e.g. y57eispbyu64****)\n",
" * 126 sites (e.g. 2222222denog****)\n",
" * 112 sites (e.g. cocaine2xdmz****)\n",
" * 94 sites (e.g. uresgufujn57****)\n",
" * 82 sites (e.g. zamtbwkqmdbl****)\n",
" * 56 sites (e.g. 7ep7acrybuoh****)\n",
" * 56 sites (e.g. foggedyfgnwb****)\n",
" * 45 sites (e.g. bitblendmuyv****)\n",
" * 38 sites (e.g. ll6edwtpfl3z****)\n",
" * 32 sites (e.g. 2222222qqamy****)\n",
" * 31 sites (e.g. e4anoy4dcvig****)\n",
" * 29 sites (e.g. hackero3l3e5****)\n",
" * 29 sites (e.g. mii2wz3od23j****)\n",
" * 28 sites (e.g. redroorbjhy7****)\n",
" * 25 sites (e.g. zf2hkdev4iyk****)\n",
" * 24 sites (e.g. 5trpk2y4xzwm****)\n",
" * 22 sites (e.g. w2jzy7ulifqj****)\n",
"\n",
"Counts of small clusters:\n",
" * Clusters with size 10: 2\n",
" * Clusters with size 9: 4\n",
" * Clusters with size 8: 6\n",
" * Clusters with size 7: 6\n",
" * Clusters with size 6: 14\n",
" * Clusters with size 5: 24\n",
" * Clusters with size 4: 41\n",
" * Clusters with size 3: 87\n",
" * Clusters with size 2: 321\n",
" * Clusters with size 1: 2,351\n"
]
}
],
"source": [
"max_component = components[-1]\n",
"print('The largest component has {:,} sites, e.g.:'.format(max_component[0]))\n",
"for onion in max_component[1][:10]:\n",
" print(' * {}'.format(onion))\n",
"\n",
"print('\\nThe 20 largest component sizes are:')\n",
"for component in components[:-21:-1]:\n",
" print(' * {:,} sites (e.g. {})'.format(component[0], random.choice(component[1])))\n",
"\n",
"def count_components(size):\n",
" return sum((1 if c[0] == size else 0 for c in components))\n",
"\n",
"print('\\nCounts of small clusters:')\n",
"for n in range(10, 0, -1):\n",
" print(' * Clusters with size {}: {:,}'.format(n, count_components(n)))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a lookup function to get the component for any given site."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot a histogram of the component sizes. Note that the y-axis is log scale."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"mu, sigma = 100, 15\n",
"x = mu + sigma * np.random.randn(10000)\n",
"\n",
"plt.figure(figsize=(10,6))\n",
"plt.hist([c[0] for c in components], bins=100)\n",
"plt.xlabel('Cluster Size')\n",
"plt.ylabel('Number of Clusters')\n",
"plt.yscale('log')\n",
"plt.savefig('cluster-histogram.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"This component has 9 sites, including:\n",
" * jz3sncvmvepr****\n",
" * yvvu3fqglfce****\n",
" * wqfhdgpdelcg****\n",
" * l2r7cz455k6b****\n",
" * tptbibuegry2****\n",
" * xzfsqbdlb3cs****\n",
" * xvnk7q32kmvc****\n",
" * wgxpsgshk3hb****\n",
" * qg6m5wo7h3id****\n"
]
}
],
"source": [
"def get_component(onion):\n",
" for component in components:\n",
" if onion in component[1]:\n",
" return component\n",
" raise Exception('Onion {} not found in any component!'.format(onion))\n",
"\n",
"component = get_component('l2r7cz455k6b****')\n",
"print('This component has {} sites, including:'.format(component[0]))\n",
"for site in component[1]:\n",
" print(' * {}'.format(site))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How big is the cluster of red room sites discussed in the article?"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The red rooms cluster has 28 sites\n"
]
}
],
"source": [
"red_rooms = get_component('redrooaujxcj****')\n",
"print('The red rooms cluster has {} sites'.format(len(red_rooms[1])))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Topic Modeling\n",
"\n",
"Now we will start to look into the contents of the dark web sites and measure how prevalent certain types of content (like drugs or passports) are on the dark web.\n",
"\n",
"We will start by loading up all of the HTML pages, extracting the text, and cleaning up/normalizing the text."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 1.43 s, sys: 149 ms, total: 1.58 s\n",
"Wall time: 1.58 s\n"
]
}
],
"source": [
"%%time\n",
"onions = list()\n",
"\n",
"for path in DATA_DIR.iterdir():\n",
" if not path.is_dir() or len(path.name) != 16:\n",
" continue\n",
" if (path / 'page.html').exists():\n",
" onions.append(path.name)"
]
},
{
"cell_type": "code",
"execution_count": 151,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "d86a149ab9004713824088bfc109f504",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"HBox(children=(IntProgress(value=0, max=6608), HTML(value='')))"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Extracted text from 6,532 pages.\n",
"CPU times: user 1min 49s, sys: 350 ms, total: 1min 49s\n",
"Wall time: 1min 49s\n"
]
}
],
"source": [
"%%time\n",
"pages = list()\n",
"\n",
"for onion in tqdm_notebook(onions):\n",
" html_path = DATA_DIR / onion / 'page.html'\n",
" try:\n",
" with open(html_path) as html:\n",
" soup = BeautifulSoup(html.read(100_000), 'lxml')\n",
" except FileNotFoundError:\n",
" continue\n",
" for el in soup(['script', 'style']):\n",
" el.extract()\n",
" if soup.body is None:\n",
" continue\n",
" text = textacy.preprocess.preprocess_text(\n",
" soup.body.get_text(separator=' '),\n",
" fix_unicode=True, lowercase=True, transliterate=True, no_punct=True\n",
" )\n",
" text = ' '.join(w for w in text.split() if 3 <= len(w) < 16)\n",
" pages.append((text, {'onion': onion}))\n",
"\n",
"print('Extracted text from {:,} pages.'.format(len(pages)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's look at an example of a page that has been loaded from HTML and extracted into plain text. The text and original screenshot are shown below."
]
},
{
"cell_type": "code",
"execution_count": 152,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Onion: 4zhlmuhqvjkv****\n",
"\n",
"Clean Text: cdimage search debian org debian search engine this tool searches for files contained debian dvd images such package files deb udeb source files tar tar bz2 diff etc select which set images you wish look daily builds daily small builds release the most recent release debian currently weekly builds regular builds complete sets cds and dvds for testing archive all older debian cds and dvds going back warning will slow and search type simple substring search exact filename search faster shell globs are permitted exact lookups with globbing will give the fastest results database last updated 2017 utc debian search engine version source https git einval com cgi bin gitweb cgi p=debian search git steve mcintyre <93sam debian org>\n"
]
}
],
"source": [
"print('Onion: {}\\n\\nClean Text: {}'.format(\n",
" mask_onion(pages[1][1]['onion']),\n",
" pages[1][0]\n",
"))"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 121,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"load_png('4zhlmuhqvjkv*****')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now load these plain texts into a textacy corpus."
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 12min 53s, sys: 8min 36s, total: 21min 30s\n",
"Wall time: 5min 2s\n"
]
}
],
"source": [
"%%time\n",
"corpus = textacy.Corpus(\n",
" 'en', \n",
" texts=(p[0] for p in pages),\n",
" metadatas=(p[1] for p in pages)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Corpus(6532 docs; 1503767 tokens)"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corpus"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This corpus has 6.5K documents (corresponding to the HTML pages loaded above) and 1.6M tokens. Let's look at the Debian page in the corpus."
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Doc(123 tokens; \"cdimage search debian org debian search engine ...\")"
]
},
"execution_count": 155,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corpus[1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In order to make topic modeling more tractable, we constrain the vocabulary to bigrams that are present on at least 5 sites (to avoid long-tail words like typos, foreign languages, etc. that won't be meaningful in a topic model\n",
") and are not present on >50% of all sites (to remove boilerplate like navigation menus or button text)."
]
},
{
"cell_type": "code",
"execution_count": 168,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 3.58 s, sys: 5 ms, total: 3.58 s\n",
"Wall time: 3.58 s\n"
]
}
],
"source": [
"%%time\n",
"terms_list = (doc.to_terms_list(ngrams=1, as_strings=True) for doc in corpus)\n",
"vectorizer = textacy.Vectorizer(apply_idf=True, norm='l2', min_df=3, max_df=0.15)\n",
"doc_terms = vectorizer.fit_transform(terms_list)"
]
},
{
"cell_type": "code",
"execution_count": 169,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<6532x23444 sparse matrix of type '<class 'numpy.float64'>'\n",
"\twith 457690 stored elements in Compressed Sparse Row format>"
]
},
"execution_count": 169,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"doc_terms"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The `doc_terms` matrix contains 6.5K documents and 20K terms. The sparse matrix contains about 265K non-zero entries. Let's print out the terms for the Debian page."
]
},
{
"cell_type": "code",
"execution_count": 170,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(0.499, 'debian')\n",
"(0.379, 'search')\n",
"(0.263, 'dvd')\n",
"(0.243, 'build')\n",
"(0.203, 'cds')\n",
"(0.166, 'tar')\n",
"(0.164, 'cgi')\n",
"(0.157, 'exact')\n",
"(0.142, 'git')\n",
"(0.142, 'file')\n",
"(0.127, 'engine')\n",
"(0.121, 'daily')\n",
"(0.114, 'release')\n",
"(0.111, 'mcintyre')\n",
"(0.11, 'image')\n",
"(0.108, 'cdimage')\n",
"(0.106, 'gitweb')\n",
"(0.105, 'source')\n",
"(0.104, 'set')\n",
"(0.1, 'steve')\n",
"(0.099, 'glob')\n",
"(0.098, 'diff')\n",
"(0.095, 'org')\n",
"(0.095, 'bz2')\n",
"(0.093, 'lookup')\n",
"(0.092, 'permit')\n",
"(0.092, 'deb')\n",
"(0.086, 'filename')\n",
"(0.083, 'faster')\n",
"(0.078, 'p')\n",
"(0.075, 'weekly')\n",
"(0.071, 'shell')\n",
"(0.071, 'bin')\n",
"(0.067, 'utc')\n",
"(0.067, 'slow')\n",
"(0.067, 'regular')\n",
"(0.066, 'warning')\n",
"(0.061, 'package')\n",
"(0.06, 'wish')\n",
"(0.06, 'select')\n",
"(0.06, 'recent')\n",
"(0.059, 'result')\n",
"(0.058, 'complete')\n",
"(0.057, 'currently')\n",
"(0.056, 'database')\n",
"(0.056, 'archive')\n",
"(0.054, 'fast')\n",
"(0.054, 'contain')\n",
"(0.053, 'type')\n",
"(0.053, 'tool')\n",
"(0.053, 'test')\n",
"(0.053, 'simple')\n",
"(0.053, 'go')\n",
"(0.053, '=')\n",
"(0.052, 'etc')\n",
"(0.051, 'old')\n",
"(0.05, 'version')\n",
"(0.05, 'update')\n",
"(0.05, 'small')\n",
"(0.05, 'https')\n",
"(0.049, 'look')\n",
"(0.048, '<')\n",
"(0.047, '>')\n",
"(0.043, 'com')\n",
"(0.039, '2017')\n"
]
}
],
"source": [
"terms = list()\n",
"for (x,y),val in np.ndenumerate(doc_terms[1,:].toarray()):\n",
" if val > 0.0001:\n",
" terms.append((np.round(val,3), vectorizer.terms_list[y]))\n",
"for term in sorted(terms, reverse=True):\n",
" print(term)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's build a topic model. We pick a large number of topics in order to give the model the ability to capture a lot of diversity."
]
},
{
"cell_type": "code",
"execution_count": 211,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 7.97 s, sys: 2.86 s, total: 10.8 s\n",
"Wall time: 6.59 s\n"
]
}
],
"source": [
"%%time\n",
"TOPICS=25\n",
"model = textacy.TopicModel('nmf', n_topics=TOPICS)\n",
"model.fit(doc_terms)\n",
"doc_topics = model.transform(doc_terms)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Make a table of topic scores and keywords for the blog post."
]
},
{
"cell_type": "code",
"execution_count": 212,
"metadata": {},
"outputs": [],
"source": [
"topics = list()\n",
"for topic_idx, top_terms in model.top_topic_terms(vectorizer.id_to_term, top_n=5):\n",
" topics.append(top_terms)"
]
},
{
"cell_type": "code",
"execution_count": 213,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<table class=\"table\"><thead><tr><th>Topic #</th><th>Score</th><th>Keywords</th></thead><tbody>\n",
"<tr><td>1</td><td>121</td><td>tor, post, forum, 2018, 2017</td></tr><!-- 7 -->\n",
"<tr><td>2</td><td>71</td><td>daniel, hosting, bitch, ~brown, eof</td></tr><!-- 0 -->\n",
"<tr><td>3</td><td>57</td><td>btc, investment, lotery, 100, bonus</td></tr><!-- 2 -->\n",
"<tr><td>4</td><td>55</td><td>congratulate, demo, dark, html, sign</td></tr><!-- 3 -->\n",
"<tr><td>5</td><td>49</td><td>403, forbid, nginx, permission, unix</td></tr><!-- 1 -->\n",
"<tr><td>6</td><td>44</td><td>register, login, password, logout, username</td></tr><!-- 5 -->\n",
"<tr><td>7</td><td>44</td><td>card, credit, number, birth, atm</td></tr><!-- 10 -->\n",
"<tr><td>8</td><td>44</td><td>$, key, person, email, plan</td></tr><!-- 17 -->\n",
"<tr><td>9</td><td>41</td><td>login, password, speedstepper, captcha, surround</td></tr><!-- 12 -->\n",
"<tr><td>10</td><td>41</td><td>coin, blender, mix, deposit, transaction</td></tr><!-- 11 -->\n",
"<tr><td>11</td><td>40</td><td>>, <, div, class=, javascript</td></tr><!-- 14 -->\n",
"<tr><td>12</td><td>37</td><td>file, apache2, configuration, web, default</td></tr><!-- 19 -->\n",
"<tr><td>13</td><td>36</td><td>502, disconnected, bad, gateway, nginx</td></tr><!-- 6 -->\n",
"<tr><td>14</td><td>34</td><td>nginx, 504, gateway, 502, welcome</td></tr><!-- 4 -->\n",
"<tr><td>15</td><td>32</td><td>index, modify, size, description, 2017</td></tr><!-- 16 -->\n",
"<tr><td>16</td><td>31</td><td>respond, didn, 504, gateway, awesome</td></tr><!-- 13 -->\n",
"<tr><td>17</td><td>31</td><td>password, session, log, inactivity, length</td></tr><!-- 18 -->\n",
"<tr><td>18</td><td>30</td><td>submit, document, click, securedrop, slider</td></tr><!-- 15 -->\n",
"<tr><td>19</td><td>29</td><td>request, url, port, apache, debian</td></tr><!-- 9 -->\n",
"<tr><td>20</td><td>26</td><td>404, error, nginx, page, internal</td></tr><!-- 8 -->\n",
"<tr><td>21</td><td>25</td><td>http, maintainance, untill, deep, tor</td></tr><!-- 22 -->\n",
"<tr><td>22</td><td>19</td><td>401, authorization, nginx, require, unauthorized</td></tr><!-- 23 -->\n",
"<tr><td>23</td><td>19</td><td>test, myhacker, visit, page, demonstration</td></tr><!-- 21 -->\n",
"<tr><td>24</td><td>17</td><td>room, red, join, leave, day hour</td></tr><!-- 20 -->\n",
"<tr><td>25</td><td>15</td><td>invalid, header, client, receive, credential</td></tr><!-- 24 -->\n",
"</tbody></table>\n"
]
}
],
"source": [
"topic_weights = list()\n",
"for idx, weight in np.ndenumerate(model.topic_weights(doc_topics)):\n",
" topic_weights.append((weight, idx[0]))\n",
"print('<table class=\"table\"><thead><tr><th>Topic #</th><th>Score</th><th>Keywords</th></thead><tbody>')\n",
"for idx, (weight, topic_idx) in enumerate(sorted(topic_weights, reverse=True)):\n",
" kwd = ', '.join(topics[topic_idx])\n",
" print('<tr><td>{}</td><td>{}</td><td>{}</td></tr><!-- {} -->'.format(idx+1, int(weight * 1000), kwd, topic_idx))\n",
"print('</tbody></table>')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What are the documents associated with topic #3? (Note that the real topic # is displayed in an HTML comment to the right, not the number in the first column of the table.)"
]
},
{
"cell_type": "code",
"execution_count": 230,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1 congratulate you you have made site the dark side …\n",
" 2 congratulate you you have made site the dark side …\n",
" 3 congratulate you you have made site the dark side …\n",
" 4 congratulate you you have made site the dark side …\n",
" 5 congratulate you you have made site the dark side …\n",
" 6 congratulate you you have made site the dark side …\n",
" 7 congratulate you you have made site the dark side …\n",
" 8 congratulate you you have made site the dark side …\n",
" 9 congratulate you you have made site the dark side …\n",
" 10 congratulate you you have made site the dark side …\n"
]
}
],
"source": [
"for topic_idx, docs in model.top_topic_docs(doc_topics, topics=3):\n",
" for idx, doc in enumerate(docs):\n",
" print(' {:2d} {}…'.format(idx + 1, corpus[doc].text[:50]))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"After locating this component on the dark web map and finding one of the onion names, let's get that component and measure how big it is."
]
},
{
"cell_type": "code",
"execution_count": 232,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"This component has 184 sites\n"
]
}
],
"source": [
"congrats_component = get_component('unzujnclqgtt****')\n",
"print('This component has {} sites'.format(len(red_rooms[1])))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sampling From Each Component\n",
"\n",
"Now we'll randomly sample one site from each component and build a new corpus from this sample."
]
},
{
"cell_type": "code",
"execution_count": 247,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"True\n"
]
}
],
"source": [
"onions_sample = set()\n",
"for _, comp in components:\n",
" onions_sample.add(random.choice(tuple(comp)))\n",
"print(len(components) == len(onions_sample))"
]
},
{
"cell_type": "code",
"execution_count": 245,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2860"
]
},
"execution_count": 245,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pages_sample = list()\n",
"for page in pages:\n",
" onion = mask_onion(page[1]['onion'])\n",
" if onion in onions_sample:\n",
" pages_sample.append(page)\n",
"len(pages_sample)"
]
},
{
"cell_type": "code",
"execution_count": 248,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 7min 41s, sys: 4min 59s, total: 12min 40s\n",
"Wall time: 3min 8s\n"
]
}
],
"source": [
"%%time\n",
"corpus = textacy.Corpus(\n",
" 'en', \n",
" texts=(p[0] for p in pages_sample),\n",
" metadatas=(p[1] for p in pages_sample)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 251,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Corpus(2860 docs; 896541 tokens)"
]
},
"execution_count": 251,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"corpus"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now let's build a new topic model from the corpus of sampled documents."
]
},
{
"cell_type": "code",
"execution_count": 252,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2.27 s, sys: 2.31 ms, total: 2.27 s\n",
"Wall time: 2.27 s\n"
]
}
],
"source": [
"%%time\n",
"terms_list = (doc.to_terms_list(ngrams=1, as_strings=True) for doc in corpus)\n",
"vectorizer = textacy.Vectorizer(apply_idf=True, norm='l2', min_df=3, max_df=0.15)\n",
"doc_terms = vectorizer.fit_transform(terms_list)"
]
},
{
"cell_type": "code",
"execution_count": 253,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2.8 s, sys: 1.86 s, total: 4.66 s\n",
"Wall time: 2.04 s\n"
]
}
],
"source": [
"%%time\n",
"TOPICS=25\n",
"model = textacy.TopicModel('nmf', n_topics=TOPICS)\n",
"model.fit(doc_terms)\n",
"doc_topics = model.transform(doc_terms)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Display an HTML table of the topics and associated keywords."
]
},
{
"cell_type": "code",
"execution_count": 254,
"metadata": {},
"outputs": [],
"source": [
"topics = list()\n",
"for topic_idx, top_terms in model.top_topic_terms(vectorizer.id_to_term, top_n=5):\n",
" topics.append(top_terms)"
]
},
{
"cell_type": "code",
"execution_count": 255,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<table class=\"table\"><thead><tr><th>Topic #</th><th>Score</th><th>Keywords</th></thead><tbody>\n",
"<tr><td>1</td><td>177</td><td>address, website, want, send, need</td></tr><!-- 0 -->\n",
"<tr><td>2</td><td>50</td><td>password, username, register, log, forget</td></tr><!-- 3 -->\n",
"<tr><td>3</td><td>49</td><td>card, credit, balance, buy, price</td></tr><!-- 6 -->\n",
"<tr><td>4</td><td>44</td><td>post, topic, view, board, total</td></tr><!-- 4 -->\n",
"<tr><td>5</td><td>43</td><td>>, <, br, div, javascript</td></tr><!-- 1 -->\n",
"<tr><td>6</td><td>39</td><td>que, para, por, con, como</td></tr><!-- 8 -->\n",
"<tr><td>7</td><td>39</td><td>forum, member, mybb, board, thread</td></tr><!-- 19 -->\n",
"<tr><td>8</td><td>37</td><td>btc, address, transaction, wallet, send</td></tr><!-- 7 -->\n",
"<tr><td>9</td><td>37</td><td>$, 000, buy, 100, personal</td></tr><!-- 2 -->\n",
"<tr><td>10</td><td>36</td><td>server, port, apache, xmpp, index</td></tr><!-- 24 -->\n",
"<tr><td>11</td><td>36</td><td>die, und, der, ist, von</td></tr><!-- 10 -->\n",
"<tr><td>12</td><td>36</td><td>kazino, igry, tak, den, prosto</td></tr><!-- 9 -->\n",
"<tr><td>13</td><td>35</td><td>key, pgp, public, block, begin</td></tr><!-- 18 -->\n",
"<tr><td>14</td><td>35</td><td>div, class=, <, 0px, ></td></tr><!-- 21 -->\n",
"<tr><td>15</td><td>33</td><td>vous, les, des, sur, pas</td></tr><!-- 15 -->\n",
"<tr><td>16</td><td>33</td><td>file, upload, image, size, png</td></tr><!-- 20 -->\n",
"<tr><td>17</td><td>32</td><td>http, www, wiki, php, index</td></tr><!-- 5 -->\n",
"<tr><td>18</td><td>29</td><td>eur, mg, product, pure, 100</td></tr><!-- 17 -->\n",
"<tr><td>19</td><td>28</td><td>cart, add, sort, sale, g</td></tr><!-- 13 -->\n",
"<tr><td>20</td><td>27</td><td>host, daniel, website, hosting, blog</td></tr><!-- 12 -->\n",
"<tr><td>21</td><td>25</td><td>sign, account, remember, address, forget</td></tr><!-- 22 -->\n",
"<tr><td>22</td><td>24</td><td>debian, package, debconf, update, dsa</td></tr><!-- 14 -->\n",
"<tr><td>23</td><td>23</td><td>casino, game, online, money, play</td></tr><!-- 11 -->\n",
"<tr><td>24</td><td>21</td><td>hello, world, wordpress, find, placeholder</td></tr><!-- 23 -->\n",
"<tr><td>25</td><td>20</td><td>`, ysh, hblvg, =, wly</td></tr><!-- 16 -->\n",
"</tbody></table>\n"
]
}
],
"source": [
"topic_weights = list()\n",
"for idx, weight in np.ndenumerate(model.topic_weights(doc_topics)):\n",
" topic_weights.append((weight, idx[0]))\n",
"print('<table class=\"table\"><thead><tr><th>Topic #</th><th>Score</th><th>Keywords</th></thead><tbody>')\n",
"for idx, (weight, topic_idx) in enumerate(sorted(topic_weights, reverse=True)):\n",
" kwd = ', '.join(topics[topic_idx])\n",
" print('<tr><td>{}</td><td>{}</td><td>{}</td></tr><!-- {} -->'.format(idx+1, int(weight * 1000), kwd, topic_idx))\n",
"print('</tbody></table>')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What is topic #20?"
]
},
{
"cell_type": "code",
"execution_count": 260,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1 th2yjjp5cmso**** kgdskill home files contacts…\n",
" 2 filesto37i2x**** upload files home uploads chat online test short urls onion link list mail xmpp hosting tutorials hi…\n",
" 3 bayfilesittw**** upload 300 files…\n",
" 4 opfiless3tg2**** login sign file uploader sign have private folder download pass optional upload features files after…\n",
" 5 share3g3ssxs**** gaga share share your files anonymously this service was built allow hosting images and text files a…\n",
" 6 popfilesxuru**** galaxy2 donate myfiles popads popfiles the simplest file host choose username password username http…\n",
" 7 ln6vyadk4hv3**** image upload allowed jpeg gif and png multiple files upload supported total upload size 50mb…\n",
" 8 helpu2ov4khc**** new very soon links information about about chats and forum chat betachat not forum image hosting im…\n",
" 9 atlayofke5rq**** sign login forgot password login terms use privacy policy contact about blog why are wall images bee…\n",
" 10 dmcabaynptm5**** browse upload help faq forum contact guest register login you are not logged you can still upload bu…\n"
]
}
],
"source": [
"for topic_idx, docs in model.top_topic_docs(doc_topics, topics=20):\n",
" for idx, doc in enumerate(docs):\n",
" print(' {:2d} {} {}…'.format(idx + 1, mask_onion(corpus[doc].metadata['onion']), corpus[doc].text[:100]))"
]
},
{
"cell_type": "code",
"execution_count": 268,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 268,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"load_png('share3g3ssxs****')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"What is topic #16?"
]
},
{
"cell_type": "code",
"execution_count": 271,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" 1 fpqmnpsb7fjq**** syt khbry thlyly khlmh brgdhry swrty khh sr`t rtbt yntrnty shm khm twnyd nskhh khm hjm jht dstrsy mt…\n",
" 2 nwsw6u3emdvr**** lpny yvshb ||||||| `=t=`…\n",
" 3 3jdxfoiidvcz**** bwbh l`rb lry ysyh mwdw`t link link link nsy mhmh rwbt tsl tbr` ldyb wyb ldyb wyb shbkh twr shbkh mt…\n",
" 4 darkblogkjmw**** hblvg hpl hbyt vdvt tsrv qshr prsmv pvrvm hblvg hpl hblvg hpl nvld b`qbvt rdyph khbrynv nkhqrym vn`n…\n",
" 5 autshpxnxhuv**** skip navigation skip content autoshop automatic purchases search for menu home all products cart che…\n",
" 6 kamellkelv2h**** kamel zitouni kamel zitouni kamel zitouni mrhb smy zytwny kml `ysh ljzy bwly wrql whwyty mmrs lshdhw…\n",
" 7 vmfucmt62525**** khbr lmslmyn mwq` mstql y`ny khbr lmslmyn mry tqryr mswr khbr lmslmyn l`m swtyt ltrykh ljhdy qbl lkh…\n",
" 8 64cptkueswgy**** jysh mhmd wwrywrz lmqds d`w ll`bd lrhmn lrhym l`ly read more wnhn nshhd mkn `bdtn sqwt wnr~ khwnn kh…\n",
" 9 x36n2vixwf2y**** hello world you are reading this you either are the sans sec487 osint course and you are starting on…\n",
" 10 wpcxzq4ykmsx**** mwq` gyr rsmy l`rd sdrt ldwl lslmy categories|lqsm archives| rshyf mwq` dh` lbyn mwq` `mq fri januar…\n"
]
}
],
"source": [
"for topic_idx, docs in model.top_topic_docs(doc_topics, topics=16):\n",
" for idx, doc in enumerate(docs):\n",
" print(' {:2d} {} {}…'.format(idx + 1, mask_onion(corpus[doc].metadata['onion']), corpus[doc].text[:100]))"
]
},
{
"cell_type": "code",
"execution_count": 272,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 272,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"load_png('fpqmnpsb7fjq****')"
]
},
{
"cell_type": "code",
"execution_count": 274,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 274,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"load_png('3jdxfoiidvcz****')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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