Web Scraper Sandbox.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import requests\n",
    "import pandas as pd\n",
    "import os.path\n",
    "from os import path,listdir,rename\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a soup object from a sample page \n",
    "\n",
    "For testing and trying things out without waiting to crawl the entire site.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# sample_page_response = requests.get('https://thelastpsychiatrist.com/2014/05/cyberbll.html')\n",
    "# sample_page = sample_page_response.content\n",
    "# sample_soup_object = BeautifulSoup(sample_page, 'html.parser')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(soup)\n",
    "\n",
    "# sample_title = sample_soup_object.select('#main h1')[0].get_text()\n",
    "# sample_title_string = sample_title.get_text()\n",
    "# print(sample_title)\n",
    "\n",
    "# sample_date = sample_soup_object.select('div.dated')[0].get_text()\n",
    "# print(sample_date)\n",
    "\n",
    "# sample_entry_body = sample_soup_object.select('div.entry-body')\n",
    "# print(type(sample_entry_body))\n",
    "# print(sample_entry_body)\n",
    "\n",
    "# print('\\n')\n",
    "\n",
    "# sample_entry_body_string = str(sample_entry_body[0])\n",
    "# print(type(sample_entry_body_string))\n",
    "# print(sample_entry_body_string)\n",
    "\n",
    "\n",
    "# sample_entry_more = sample_soup_object.select('div.entry-more')\n",
    "# print(sample_entry_more)\n",
    "\n",
    "\n",
    "# TO-DO: comment handling\n",
    "# comment_date_list = []\n",
    "\n",
    "# sample_post_comments = sample_soup_object.select('.comment')[1]\n",
    "# print(sample_post_comments.prettify())\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [],
   "source": [
    "url_prefix = 'https://thelastpsychiatrist.com'\n",
    "\n",
    "archives_page = url_prefix + '/archives.html'\n",
    "archives_response = requests.get(archives_page)\n",
    "archives = archives_response.content\n",
    "\n",
    "archive_soup = BeautifulSoup(archives, \"html.parser\")\n",
    "article_links = archive_soup.select('div.archive-individual a')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Set up your data\n",
    "\n",
    "Here we just initialize the lists that we'll be populating in a minute. Later on we'll take these lists and create a dataframe from them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data taken from the archives pages\n",
    "slug_list = []\n",
    "year_list = []\n",
    "month_list = [] \n",
    "\n",
    "# Data taken from the individually crawled pages\n",
    "title_list = []\n",
    "date_list = []\n",
    "entry_body_list = []\n",
    "entry_more_list = []\n",
    "\n",
    "# Comments can be handled later, if you have the inclination. \n",
    "# comments_list = []\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Populate the lists\n",
    "\n",
    "We're going to run a series of for loops that extract the necessary information from the pages and insert them into our lists above.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "700\n",
      "700\n",
      "700\n"
     ]
    }
   ],
   "source": [
    "for a in article_links:\n",
    "    # Break the crawled links into month/year/slug\n",
    "    link = a['href']\n",
    "    slug = link[40:]\n",
    "    year = link[32:36]\n",
    "    month = link[37:39]\n",
    "    \n",
    "    # Add the cleaned up data to the appropriate list\n",
    "    slug_list.append(slug)\n",
    "    year_list.append(year)\n",
    "    month_list.append(month)\n",
    "\n",
    "    \n",
    "print(len(slug_list))\n",
    "print(len(year_list))\n",
    "print(len(month_list))\n",
    "\n",
    "# print(post_slug)\n",
    "# print(post_year)\n",
    "# print(post_month)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# crawl all of the individual article pages and send their data into lists\n",
    "for a in article_links:\n",
    "\n",
    "    # iterate through the list of article links that you pulled from the archives.html page\n",
    "    try:\n",
    "        link = a['href']\n",
    "        page_response = requests.get(link)\n",
    "        page_content = page_response.content\n",
    "\n",
    "        # create a soup object out of the individually crawled page\n",
    "        single_page_soup_object = BeautifulSoup(page_content,'html.parser')\n",
    "\n",
    "        # get the content from the page and put it in the right list\n",
    "\n",
    "        # post titles\n",
    "        post_title = single_page_soup_object.select('#main h1')[0].get_text()\n",
    "        title_list.append(post_title)\n",
    "        \n",
    "        # post dates\n",
    "        post_date = single_page_soup_object.select('div.dated')[0].get_text()\n",
    "        date_list.append(post_date)\n",
    "\n",
    "        # entry bodies\n",
    "        post_entry_body = single_page_soup_object.select('div.entry-body')\n",
    "        post_entry_body_string = str(post_entry_body[0]) # desoupify it for the dataframe\n",
    "        entry_body_list.append(post_entry_body_string)\n",
    "        \n",
    "        # entry mores\n",
    "        post_entry_more = single_page_soup_object.select('div.entry-more')\n",
    "        post_entry_more_string = str(post_entry_more[0]) # desoupify it for the dataframe\n",
    "        entry_more_list.append(post_entry_more_string)\n",
    "        \n",
    "        # to-do: insert comments logic here\n",
    "      \n",
    "    \n",
    "    # handling for 404s \n",
    "    except:\n",
    "        title_list.append('404 Not Found')\n",
    "        date_list.append('Empty Page')\n",
    "        entry_body_list.append('Empty Page')\n",
    "        entry_more_list.append('Empty Page')\n",
    "        # to-do: insert comments logic here\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Build a dataframe from the lists"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataframe = pd.DataFrame(zip(slug_list,year_list,month_list,title_list,date_list,entry_body_list,entry_more_list), \\\n",
    "                         columns=['slug','year','month','title','date','entry_body','entry_more'])\n",
    "\n",
    "# Find and replace the absolute URLs to make them relative\n",
    "dataframe.replace('https://thelastpsychiatrist.com/images/', '../../images/', regex=True, inplace=True)\n",
    "dataframe.replace('https://thelastpsychiatrist.com/', '/', regex=True, inplace=True)\n",
    "\n",
    "# clean out the advertising code at the bottom of each page\n",
    "dataframe.replace(\n",
    "    '<iframe allowtransparency=\\\"true\\\"\\sframeborder=[\\s\\S]+</div>$',\n",
    "    '</div>', \n",
    "    regex=True, \n",
    "    inplace=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Maintenance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "# export the dataframe to a JSON for later, so you don't have to recrawl the site every time\n",
    "dataframe.to_json('tlp_mirror.json', orient='split')\n",
    "\n",
    "# pull the json back to pick up where you left off\n",
    "#dataframe = pd.read_json('tlp_mirror.json', typ='frame', orient='split')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create the HTML files\n",
    "\n",
    "Create the HTML files and insert the scraped content from the dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "# iterate through each row in the dataframe\n",
    "for row in dataframe.itertuples():\n",
    "    post_slug = row[1]\n",
    "    post_year = str(row[2])\n",
    "    post_month = str(row[3])\n",
    "    post_title = row[4]\n",
    "    post_date = row[5].strip()\n",
    "    post_entry_body = row[6]\n",
    "    post_entry_more = row[7]\n",
    "    \n",
    "    # check if the /[year]/ path exists\n",
    "    if not path.exists('website/' + post_year):\n",
    "        os.mkdir('website/' + post_year)\n",
    "\n",
    "    # check if the /[year]/[month]/ path exists\n",
    "    if not path.exists('website/' + post_year + '/' + post_month + '/'):\n",
    "        os.mkdir('website/' + post_year + '/' + post_month)\n",
    "        \n",
    "    \n",
    "    f = open('website/' + post_year + '/' + post_month + '/' + post_slug, 'w')\n",
    "    f.write(\"\"\"<!DOCTYPE html>\n",
    "<html lang=\"en\">\n",
    "    <head>\n",
    "        <title>{title} | TLP Mirror</title>   \n",
    "        <link rel=\"stylesheet\" href=\"../../styles.css\">\n",
    "    </head>\n",
    "\n",
    "    <body>\n",
    "        <h1><a href=\"/\">TLP Mirror</a></h1>\n",
    "        <h2>{title}</h2>\n",
    "        <p class=\"date\">{date}</p>\n",
    "        \n",
    "        {entry_body}\n",
    "        {entry_more}\n",
    "        \n",
    "    </body>\n",
    "</html>\"\"\".format(\n",
    "            title=post_title,\n",
    "            date=post_date,\n",
    "            entry_body=post_entry_body,\n",
    "            entry_more=post_entry_more\n",
    "            ))\n",
    "    f.close()\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Recreate the Archives page\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a homepage with the article archives\n",
    "\n",
    "f = open('website/index.html', 'w')\n",
    "\n",
    "f.write(\"\"\"<!DOCTYPE html>\n",
    "<html lang=\"en\">\n",
    "    <head>\n",
    "        <title>TLP Mirror</title>\n",
    "        <link rel=\"stylesheet\" href=\"styles.css\">\n",
    "    </head>\n",
    "\n",
    "    <body>\n",
    "        <h1><a href=\"/\">TLP Mirror</a></h1>\n",
    "        <h2>Archives</h2>\n",
    "        <ul class=\"archives\">\\n\"\"\")\n",
    "\n",
    "for row in dataframe.itertuples():\n",
    "    post_slug = row[1]\n",
    "    post_year = str(row[2])\n",
    "    post_month = str(row[3])\n",
    "    post_title = row[4]\n",
    "    post_date = row[5].strip()\n",
    "    \n",
    "    f.write(\n",
    "        '\\t\\t\\t <li class=\"archive-list-item\">{post_date}: <a href=\\'{post_year}/{post_month}/{post_slug}\\'>{post_title}</a></li>  \\n'.format( \\\n",
    "                                                                                post_year = post_year,\n",
    "                                                                                post_month = post_month,\n",
    "                                                                                post_slug = post_slug,\n",
    "                                                                                post_title = post_title,\n",
    "                                                                                post_date = post_date))\n",
    "\n",
    "f.write(\"\"\"\n",
    "        </ul>\n",
    "    </body>\n",
    "</html>\"\"\")\n",
    "\n",
    "f.close()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Grab the images\n",
    "Crawl all of the individual article pages and download any images into the /images/ directory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Downloading a chunk of people%20kate%20gosselin.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of covert%20valium.JPG...\n",
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      "Downloading a chunk of storm%20chasers.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of draper.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of salmon.jpg...\n",
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      "Downloading a chunk of without%20god.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of blueprint%203.jpg...\n",
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      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of suicide%20rates%20by%20age%20and%20race%202004.jpg...\n",
      "Downloading a chunk of suicide%20rates%20since%201900.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of waldorf%20and%20statler.jpg...\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Downloading a chunk of limos.JPG...\n",
      "Downloading a chunk of beyonce%20gracious.JPG...\n",
      "Downloading a chunk of Jay-z%20to%20stage1.jpg...\n",
      "Downloading a chunk of jay-z%20perfoms.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of jay-z%20poker%20game.JPG...\n",
      "Downloading a chunk of eagle%20foundation.jpg...\n",
      "Downloading a chunk of jay-z%20and%20t-pain.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of flag.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of today%20now.PNG...\n",
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      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of pirate%20bay.JPG...\n",
      "Downloading a chunk of predator-snoop-jean.JPG...\n",
      "Downloading a chunk of kanye%20hates%20reality.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of solimorphic.PNG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of triangle%20of%20circles.jpg...\n",
      "Downloading a chunk of triangle%20of%20circles%20answer.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of this%20is%20my%20face.jpg...\n",
      "Downloading a chunk of borderline%20sleeve.jpg...\n",
      "Downloading a chunk of we%20shouldn%27t%20be%20friends.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cmequest.JPG...\n",
      "Downloading a chunk of cmequest.JPG...\n",
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      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of decimate.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of death%20prediction.JPG...\n",
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      "Downloading a chunk of heathers.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of health%20business.jpg...\n",
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      "Downloading a chunk of should%20have%20done%20more%20yoga.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of surveillance%20scene.jpg...\n",
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      "Downloading a chunk of lamp.JPG...\n",
      "Downloading a chunk of coffee%20surveillance.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of death%20and%20infidelity.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of zyprexa%20weight%20slide.jpg...\n",
      "Downloading a chunk of zyprexa%20weight%20slide.jpg...\n",
      "Downloading a chunk of mf.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of marshmallow.JPG...\n",
      "Downloading a chunk of marshmallows.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of spectrum.JPG...\n",
      "Downloading a chunk of infrared%20spectrum.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of fda%20doubles.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of happy.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of disclosure%20prior%20auth.JPG...\n",
      "Downloading a chunk of dacp.JPG...\n",
      "Downloading a chunk of beth%20israel.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of moot1.JPG...\n",
      "Downloading a chunk of moot%20denial.JPG...\n",
      "Downloading a chunk of marblecake.jpg...\n",
      "Downloading a chunk of not%20moot%20picture.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of alan%20schwartz.JPG...\n",
      "Downloading a chunk of alan%20schwartz.JPG...\n",
      "Downloading a chunk of schwartz.JPG...\n",
      "Downloading a chunk of schwartz.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
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      "Downloading a chunk of pies%20disorder.JPG...\n",
      "Downloading a chunk of divorced.JPG...\n",
      "Downloading a chunk of divorced.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of boyle.JPG...\n",
      "Downloading a chunk of simon.JPG...\n",
      "Downloading a chunk of shaheen%20jafargholi.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of ocd%20fmri.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of goldman.JPG...\n",
      "Downloading a chunk of goldman.JPG...\n",
      "Downloading a chunk of sp%204-15-09%20fraud.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sell%20in%20may.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cooper.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of health%20law.JPG...\n",
      "Downloading a chunk of health%20law.JPG...\n",
      "Downloading a chunk of law%20end.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of icc%20costs.jpg...\n",
      "Downloading a chunk of icc%20depression.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of npr%20god.JPG...\n",
      "Downloading a chunk of npr%20god%20scan.JPG...\n",
      "Downloading a chunk of npr%20god%20disclosure.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of celebrex%20reuben.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading a chunk of matrix%20passport.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of matrix%20neo%20alone.jpg...\n",
      "Downloading a chunk of matrix%20spoon.jpg...\n",
      "Downloading a chunk of matrixsubway.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of finger%20trader.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sp500.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of plat.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of america%20comp%20flag.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of obama%20esquire.JPG...\n",
      "Downloading a chunk of ew%20obama.JPG...\n",
      "Downloading a chunk of obama%20as%20washington.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of dialectical%20average.jpg...\n",
      "Downloading a chunk of dialectical%20gains%20of%20individuals.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of dsmv%20controversies.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of pd%20payoff.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sleep.JPG...\n",
      "Downloading a chunk of dark%20city.JPG...\n",
      "Downloading a chunk of benadryl.JPG...\n",
      "Downloading a chunk of tv%20dinner.JPG...\n",
      "Downloading a chunk of trazodone.JPG...\n",
      "Downloading a chunk of remeron.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of stroop.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of rhino.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of embedded%20objects.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sexy%20pirate.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of griffith%20gaunt.JPG...\n",
      "Downloading a chunk of griffith%20gaunt.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of off-label%20drugs.jpg...\n",
      "Downloading a chunk of ndti.jpg...\n",
      "Downloading a chunk of ndti.jpg...\n",
      "Downloading a chunk of ndti.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of m.JPG...\n",
      "Downloading a chunk of rgrgrgr.JPG...\n",
      "Downloading a chunk of rgrgb.JPG...\n",
      "Downloading a chunk of rgrrgrrr.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of dix-hallpike.JPG...\n",
      "Downloading a chunk of Balance_Disorder_Illustration_A.JPG...\n",
      "Downloading a chunk of marble%20maze%20game.JPG...\n",
      "Downloading a chunk of canalith%20repositioning.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of gold%20and%20platinum.JPG...\n",
      "Downloading a chunk of gold%20and%20platinum.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of russian%20hits.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of NPI%20component.gif...\n",
      "Downloading a chunk of NPI%20component.gif...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of narcissism%20college.gif...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of pew%20research%20politics.gif...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of wanted2_150.jpg...\n",
      "Downloading a chunk of Womenposter08.jpg...\n",
      "Downloading a chunk of women.JPG...\n",
      "Downloading a chunk of women.JPG...\n",
      "Downloading a chunk of The-Women_l.jpg...\n",
      "Downloading a chunk of angelina%20jolie%20naked.JPG...\n",
      "Downloading a chunk of wanted_02_502.jpg...\n",
      "Downloading a chunk of double%20guns.jpg...\n",
      "Downloading a chunk of wanted_angelina%20on%20car.JPG...\n",
      "Downloading a chunk of kristin%20Hager.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of east%20india%20flag2.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cnbc%20ratings%2010-8.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of double%20top%20that%20doesn%27t%20end%20well.JPG...\n",
      "Downloading a chunk of raw%20is%20war%20ratings.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sp500%2010-7-8.JPG...\n",
      "Downloading a chunk of world%2010%20year%20charts.JPG...\n",
      "Downloading a chunk of world%2010%20year%20charts.JPG...\n",
      "Downloading a chunk of usd%20to%20eur.JPG...\n",
      "Downloading a chunk of gold%20prices.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of new%20yorker%20cartoon.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cnbc%2010-2.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cnbc%20and%20vix%209-26.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of east%20india%20flag2.JPG...\n",
      "Downloading a chunk of east%20india%20trading%20company.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of skin%20conductance.jpg...\n",
      "Downloading a chunk of spider_200.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cnbc%20and%20vix.jpg...\n",
      "Downloading a chunk of cnbc%20shifted.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of djia%209-17.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cartoon.JPG...\n",
      "Downloading a chunk of cartoon.JPG...\n",
      "Downloading a chunk of mms%20chicks.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of memory%20pairs%20small.JPG...\n",
      "Downloading a chunk of memory%20pairs.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of gender%20gait.JPG...\n",
      "Downloading a chunk of mmc4.JPG...\n",
      "Downloading a chunk of mmc5.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of californication.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of ara.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of MS%2BRisp2.JPG...\n",
      "Downloading a chunk of MS%2BRisp2.JPG...\n",
      "Downloading a chunk of 126%20time%20mood%20episodes.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of discounting%20function.jpg...\n",
      "Downloading a chunk of hidden%20zero.jpg...\n",
      "Downloading a chunk of hidden%20zero.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of fat%20vs.%20wine.jpg...\n",
      "Downloading a chunk of wine%20and%20food.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of me.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of esmin%20green.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of flag%202008.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of mccain%20obama%20russert.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of wolfowitz.jpg...\n",
      "Downloading a chunk of drawing%20the%20E.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cookie%20monster.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of milgram.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of Lost.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sgp.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sex-starved%20wife.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of time%20candidates.JPG...\n",
      "Downloading a chunk of time%20candidates.JPG...\n",
      "Downloading a chunk of time%20candidates.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of ECT%20we%20try%20harder.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of 1995.volvo.850.11067-E.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of coffee%20for%20kids.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of paris.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of violence.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of straw%20men.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of doctored%20photos.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of pushing%20shapes.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of jay.JPG...\n",
      "Downloading a chunk of aapl%20chart.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading a chunk of decaf.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of mt4-installation-11.jpg...\n",
      "Downloading a chunk of chmod.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of go%20ogle.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of bliss.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of scroll.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of references.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of clinical%20point%201.JPG...\n",
      "Downloading a chunk of clinical%20point%202.JPG...\n",
      "Downloading a chunk of questions.JPG...\n",
      "Downloading a chunk of sample%20document.JPG...\n",
      "Downloading a chunk of sample%20assessment.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of shooting.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of hotties.JPG...\n",
      "Downloading a chunk of aroused.JPG...\n",
      "Downloading a chunk of jealousy.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of hits.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of halloweenpic2.jpg...\n",
      "Downloading a chunk of double%20stroller.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of new%20yorker%20aug%2027%2007.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of how%20doctors%20think.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of pirateemoticon.JPG...\n",
      "Downloading a chunk of hooters.jpg...\n",
      "Downloading a chunk of airbag_360.jpg...\n",
      "Downloading a chunk of hips%20dont%20lie.JPG...\n",
      "Downloading a chunk of DEPAKOTE%20NNT.JPG...\n",
      "Downloading a chunk of hall%20and%20oates%20mod.JPG...\n",
      "Downloading a chunk of lionel%20richie.jpg...\n",
      "Downloading a chunk of flockofseagulls.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sopranos.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of couey.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cfc.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of CO%20suicides%20hong%20kong.jpeg...\n",
      "Downloading a chunk of all%20hong%20kong%20suicides.jpeg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of CybermarkVI.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of all%20a-fib%20patients.JPG...\n",
      "Downloading a chunk of ischemic%20a-fib.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of pirateemoticon.JPG...\n",
      "Downloading a chunk of blockade%20aafo%20dose.JPG...\n",
      "Downloading a chunk of goth.JPG...\n",
      "Downloading a chunk of fat%20champagne.jpg...\n",
      "Downloading a chunk of hostel%20nut.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of pirateemoticon.JPG...\n",
      "Downloading a chunk of celexa%20binding.JPG...\n",
      "Downloading a chunk of Effexor%20binding.JPG...\n",
      "Downloading a chunk of effexor%20data.JPG...\n",
      "Downloading a chunk of Berzerk.JPG...\n",
      "Downloading a chunk of celexa%20beagle.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of pirateemoticon.JPG...\n",
      "Downloading a chunk of i10.jpg...\n",
      "Downloading a chunk of marriott1.JPG...\n",
      "Downloading a chunk of seroquel%20molecule.JPG...\n",
      "Downloading a chunk of seroquel%20graphic2.PNG...\n",
      "Downloading a chunk of zyprexa%20and%20seroquel%20pie%20chartsjpeg.JPG...\n",
      "Downloading a chunk of seroquel%20graphic2.PNG...\n",
      "Downloading a chunk of seroquel%20graphic2.PNG...\n",
      "Downloading a chunk of seroquel%20graphic2.PNG...\n",
      "Downloading a chunk of Nancy%20and%20Friend.JPG...\n",
      "Downloading a chunk of party.JPG...\n",
      "Downloading a chunk of fountain.JPG...\n",
      "Downloading a chunk of binding.JPG...\n",
      "Downloading a chunk of Kapur%202001%20binding%20curve.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of new%20yorker%206-25-07.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of sopranos.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of paris%20and%20mary.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of copycat%20effect.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of me.JPG...\n",
      "Downloading a chunk of Bush%20delusional2.JPG...\n",
      "Downloading a chunk of newsweek6-11.JPG...\n",
      "Downloading a chunk of Ahm%20and%20Soldier.jpg...\n",
      "Downloading a chunk of Ahm%20and%20Soldier.jpg...\n",
      "Downloading a chunk of Iran%20pic.jpg...\n",
      "Downloading a chunk of ipod%20i%20am.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of mit%20suicides.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of SSSTicket.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of mri%20of%20something.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of dunkin.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of bobo.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of 225px-Lost_title_card.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of geodon%20food.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of executions.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of Saddam.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of high%20heels.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of Best%20Doctors.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of MIL_Army_Of_One_Logo.jpg...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of time2.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of Diana%20Chiafair.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of violent%20crime%20coffee%20wine.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of MS%2BRisp.jpg...\n",
      "Downloading a chunk of risp%2Bms%20ymrs.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Downloading a chunk of cover%20of%20psych.JPG...\n",
      "Downloading a chunk of cover%20of%20psych.JPG...\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n",
      "Error! Probably a 404. No images here anyway. Keep going!\n"
     ]
    }
   ],
   "source": [
    "# crawl all of the individual article pages and grab the images\n",
    "\n",
    "# check that images dir has been created\n",
    "if not path.exists('website/images'):\n",
    "        os.mkdir('website/images')\n",
    "            \n",
    "# iterate through the list of article links that you pulled from the archives.html page\n",
    "for a in article_links:\n",
    "    try:\n",
    "        link = a['href']\n",
    "        page_response = requests.get(link)\n",
    "        page_content = page_response.content\n",
    "\n",
    "        # create a soup object out of the individually crawled page\n",
    "        single_page_soup_object = BeautifulSoup(page_content,'html.parser')\n",
    "        \n",
    "        # create a list with all the images on the page\n",
    "        imgs = single_page_soup_object.findAll('img')\n",
    "\n",
    "        # download the images from the page\n",
    "        for img in imgs:\n",
    "            img_url = img['src']\n",
    "            img_name = img_url.split('/images/')[1]\n",
    "            img_dir = 'website/images/'\n",
    "            \n",
    "            # do some filtering so you don't download junk\n",
    "            if '/images/' in img_url and 'mt-static' not in img_url and 'rss' not in img_url and 'bookmarking' not in img_url:  \n",
    "\n",
    "                # create a request for the image and download it\n",
    "                req = requests.get(img_url, stream=True)\n",
    "                req.raise_for_status()\n",
    "                with open(img_dir + img_name, 'wb') as fd:\n",
    "                    for chunk in req.iter_content(chunk_size=50000):\n",
    "                        print('Downloading a chunk of ' + img_name + '...')\n",
    "                        fd.write(chunk)\n",
    "    \n",
    "    # handling for 404s \n",
    "    except:\n",
    "        print('Error! Probably a 404. No images here anyway. Keep going!')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this%20will%20work.jpg\n",
      "this will work.jpg\n",
      "usweekly-maxim%20link.jpg\n",
      "usweekly-maxim link.jpg\n",
      "discounting%20function.jpg\n",
      "discounting function.jpg\n",
      "time%20health%20issue%20cover2.jpg\n",
      "time health issue cover2.jpg\n",
      "zyprexa%20and%20seroquel%20pie%20chartsjpeg.JPG\n",
      "zyprexa and seroquel pie chartsjpeg.JPG\n",
      "diagram%20pharma.PNG\n",
      "diagram pharma.PNG\n",
      "obama%20rolling%20stone.JPG\n",
      "obama rolling stone.JPG\n",
      "macruntrient%20diet%20conclusions.png\n",
      "macruntrient diet conclusions.png\n",
      "commando%20scene.JPG\n",
      "commando scene.JPG\n",
      "junie%20b%20jones-park.JPG\n",
      "junie b jones-park.JPG\n",
      "hand%20drawn%20fork.JPG\n",
      "hand drawn fork.JPG\n",
      "harvard%20exam%201.jpg\n",
      "harvard exam 1.jpg\n",
      "bill%20pullman.JPG\n",
      "bill pullman.JPG\n",
      "abilify%20augment.JPG\n",
      "abilify augment.JPG\n",
      "energy%20usage.PNG\n",
      "energy usage.PNG\n",
      "miss%20usa%20ratings.JPG\n",
      "miss usa ratings.JPG\n",
      "wolf%20dad%20scary.jpg\n",
      "wolf dad scary.jpg\n",
      "HOW%209-11%20CHANGED%20AMERICA.png\n",
      "HOW 9-11 CHANGED AMERICA.png\n",
      "lorcaserin%20significant%20weight%20loss.jpg\n",
      "lorcaserin significant weight loss.jpg\n",
      "jobs%20program.JPG\n",
      "jobs program.JPG\n",
      "glamour%20cover.jpg\n",
      "glamour cover.jpg\n",
      "mccain%20obama%20russert.JPG\n",
      "mccain obama russert.JPG\n",
      "effexor%20sert.JPG\n",
      "effexor sert.JPG\n",
      "jay-z%20and%20t-pain.JPG\n",
      "jay-z and t-pain.JPG\n",
      "find%20and%20replace.jpg\n",
      "find and replace.jpg\n",
      "sp500%202-28-14.jpg\n",
      "sp500 2-28-14.jpg\n",
      "not%20moot%20picture.JPG\n",
      "not moot picture.JPG\n",
      "sacks%20interview.PNG\n",
      "sacks interview.PNG\n",
      "valenti%20bushmaster.JPG\n",
      "valenti bushmaster.JPG\n",
      "cutler%20fanapt.jpg\n",
      "cutler fanapt.jpg\n",
      "surveillance%20scene.jpg\n",
      "surveillance scene.jpg\n",
      "east%20india%20flag2.JPG\n",
      "east india flag2.JPG\n",
      "posters%20different.jpg\n",
      "posters different.jpg\n",
      "embedded%20objects.jpg\n",
      "embedded objects.jpg\n",
      "marry%20him.JPG\n",
      "marry him.JPG\n",
      "people%20kate%20gosselin.JPG\n",
      "people kate gosselin.JPG\n",
      "washing%20fit.JPG\n",
      "washing fit.JPG\n",
      "jay-z%20eating.JPG\n",
      "jay-z eating.JPG\n",
      "seroquel%20molecule.JPG\n",
      "seroquel molecule.JPG\n",
      "aja%20ad%20woman.jpg\n",
      "aja ad woman.jpg\n",
      "obama%20as%20washington.JPG\n",
      "obama as washington.JPG\n",
      "jobs%20offers%20a%20trojan%20horse.jpg\n",
      "jobs offers a trojan horse.jpg\n",
      "patek%20philippe%20seal.jpg\n",
      "patek philippe seal.jpg\n",
      "atypicals%20rer%20fed.png\n",
      "atypicals rer fed.png\n",
      "doctored%20photos.jpg\n",
      "doctored photos.jpg\n",
      "geodon%20cytochrome.JPG\n",
      "geodon cytochrome.JPG\n",
      "seroquel%20xr%20study%207%20mdd.JPG\n",
      "seroquel xr study 7 mdd.JPG\n",
      "crying%20indian%20litter%20ad.jpg\n",
      "crying indian litter ad.jpg\n",
      "protest%201977.jpg\n",
      "protest 1977.jpg\n",
      "citizen%20kane%20snowglobe.JPG\n",
      "citizen kane snowglobe.JPG\n",
      "dsmv%20controversies.jpg\n",
      "dsmv controversies.jpg\n",
      "american%20dream.PNG\n",
      "american dream.PNG\n",
      "sp500%2010-7-8.JPG\n",
      "sp500 10-7-8.JPG\n",
      "joe%20haldeman.JPG\n",
      "joe haldeman.JPG\n",
      "pnas%20lorenz%20table%201.JPG\n",
      "pnas lorenz table 1.JPG\n",
      "go%20ogle.JPG\n",
      "go ogle.JPG\n",
      "catfish%20poster.jpg\n",
      "catfish poster.jpg\n",
      "sex-starved%20wife.jpg\n",
      "sex-starved wife.jpg\n",
      "beyonce%20gracious.JPG\n",
      "beyonce gracious.JPG\n",
      "harvard%20govt%20exam%20question%203.jpg\n",
      "harvard govt exam question 3.jpg\n",
      "placebo%20expectancy75.png\n",
      "placebo expectancy75.png\n",
      "raw%20is%20war%20ratings.JPG\n",
      "raw is war ratings.JPG\n",
      "double%20stroller.JPG\n",
      "double stroller.JPG\n",
      "THG%20archery.JPG\n",
      "THG archery.JPG\n",
      "john%20aylward.jpg\n",
      "john aylward.jpg\n",
      "wash%20post%20bp%20fake.JPG\n",
      "wash post bp fake.JPG\n",
      "bp%20altered%20and%20original.jpg\n",
      "bp altered and original.jpg\n",
      "warren%20commission.jpg\n",
      "warren commission.jpg\n",
      "david%20beckham%20Armani.jpg\n",
      "david beckham Armani.jpg\n",
      "zyprexa%20rer.png\n",
      "zyprexa rer.png\n",
      "macronutrient%20composition%20all.jpg\n",
      "macronutrient composition all.jpg\n",
      "wolf%20blitzer.JPG\n",
      "wolf blitzer.JPG\n",
      "design%20adjusted.PNG\n",
      "design adjusted.PNG\n",
      "australian%20rugby.jpg\n",
      "australian rugby.jpg\n",
      "how%20doctors%20think.JPG\n",
      "how doctors think.JPG\n",
      "morgan%20with%20scope.jpg\n",
      "morgan with scope.jpg\n",
      "orange%20grove.jpg\n",
      "orange grove.jpg\n",
      "placebo%20expectancy.png\n",
      "placebo expectancy.png\n",
      "patek%20philippe%20drawing.jpg\n",
      "patek philippe drawing.jpg\n",
      "fox%20mosque.PNG\n",
      "fox mosque.PNG\n",
      "exxon%20ceo.jpg\n",
      "exxon ceo.jpg\n",
      "social%20contract%20problem.png\n",
      "social contract problem.png\n",
      "npr%20god.JPG\n",
      "npr god.JPG\n",
      "han%20asteroid%20field.JPG\n",
      "han asteroid field.JPG\n",
      "126%20time%20mood%20episodes.JPG\n",
      "126 time mood episodes.JPG\n",
      "4%20week%20results%20fanapt.png\n",
      "4 week results fanapt.png\n",
      "burj%20khalifa.jpg\n",
      "burj khalifa.jpg\n",
      "nymag%20ackerman.JPG\n",
      "nymag ackerman.JPG\n",
      "penn%20state%20riots1.jpg\n",
      "penn state riots1.jpg\n",
      "aapl%20chart.JPG\n",
      "aapl chart.JPG\n",
      "risp%2Bms%20ymrs.JPG\n",
      "risp%2Bms ymrs.JPG\n",
      "shame%20elevators.jpg\n",
      "shame elevators.jpg\n",
      "macruntrient%20diet%20by%20time.png\n",
      "macruntrient diet by time.png\n",
      "title%20slide%20geodon.JPG\n",
      "title slide geodon.JPG\n",
      "gossip%20girl2.JPG\n",
      "gossip girl2.JPG\n",
      "sp%204-15-09%20fraud.jpg\n",
      "sp 4-15-09 fraud.jpg\n",
      "baby%20einstein.JPG\n",
      "baby einstein.JPG\n",
      "narcissism%20college.gif\n",
      "narcissism college.gif\n",
      "catfish%20girl.jpg\n",
      "catfish girl.jpg\n",
      "high-low%20fat%20diet.png\n",
      "high-low fat diet.png\n",
      "toxo%20vs%20masculinity.PNG\n",
      "toxo vs masculinity.PNG\n",
      "gavel%20and%20stethescope.jpg\n",
      "gavel and stethescope.jpg\n",
      "cnbc%20and%20vix%209-26.JPG\n",
      "cnbc and vix 9-26.JPG\n",
      "norway%20maple.JPG\n",
      "norway maple.JPG\n",
      "bradley%20manning.jpg\n",
      "bradley manning.jpg\n",
      "cohle%20smoking.jpg\n",
      "cohle smoking.jpg\n",
      "randi%20zuckerberg%20bookstore.jpg\n",
      "randi zuckerberg bookstore.jpg\n",
      "NY%20magazine.jpg\n",
      "NY magazine.jpg\n",
      "time%20candidates.JPG\n",
      "time candidates.JPG\n",
      "celexa%20beagle.JPG\n",
      "celexa beagle.JPG\n",
      "fassbender%20and%20mulligan%20shame.jpg\n",
      "fassbender and mulligan shame.jpg\n",
      "minuet%20in%20g.png\n",
      "minuet in g.png\n",
      "kanye%20hates%20reality.jpg\n",
      "kanye hates reality.jpg\n",
      "sheryl%20sandberg%20time%20magazine%20cover.jpg\n",
      "sheryl sandberg time magazine cover.jpg\n",
      "christian%20bale.jpg\n",
      "christian bale.jpg\n",
      "ew%20obama.JPG\n",
      "ew obama.JPG\n",
      "chines%20mothers.jpg\n",
      "chines mothers.jpg\n",
      "red%20circle.jpg\n",
      "red circle.jpg\n",
      "active%20control%20fanapt.png\n",
      "active control fanapt.png\n",
      "celebrex%20reuben.JPG\n",
      "celebrex reuben.JPG\n",
      "russia%20inflation.jpg\n",
      "russia inflation.jpg\n",
      "map%20of%20hobbit.jpg\n",
      "map of hobbit.jpg\n",
      "sp%20p-e%20ratio%205-20-10.JPG\n",
      "sp p-e ratio 5-20-10.JPG\n",
      "morgan%20and%20son.JPG\n",
      "morgan and son.JPG\n",
      "eyes%20test%20distribution.JPG\n",
      "eyes test distribution.JPG\n",
      "npd%20group.png\n",
      "npd group.png\n",
      "breaking%20news.JPG\n",
      "breaking news.JPG\n",
      "students%20perception%20of%20incomes.png\n",
      "students perception of incomes.png\n",
      "depakote%20maintenance.JPG\n",
      "depakote maintenance.JPG\n",
      "world%2010%20year%20charts.JPG\n",
      "world 10 year charts.JPG\n",
      "penn%20state%20riots.jpg\n",
      "penn state riots.jpg\n",
      "looking%20at%20matches.jpg\n",
      "looking at matches.jpg\n",
      "i%20heard%20you.jpg\n",
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'kellie-pickler-300.jpg', 'AnEducation.jpg', 'america%20comp%20flag.JPG', 'rgrgb.JPG', 'nytlogo.jpg', 'SSSTicket.jpg', 'guy%20on%20van%20penn%20state.jpg', 'dunkin%20donuts%20menu.jpg', '225px-Lost_title_card.jpg', 'islamists%20flood%20square.JPG', 'moa%20pi%20seroquel.JPG', 'psychopath%20dragon%20nyt.jpg', 'cpi.JPG', 'florence%20gray.jpg', 'etrade%20baby.JPG', 'physician%20salaries%201996.png', 'ground%20zero%20mosque%20headline.PNG', 'cobb%20at%20table%20and%20bar.jpg', 'psycho%20dragon%202.jpg', 'pushing%20shapes.JPG', 'charlie%20sheen.jpg', 'rgrgrgr.JPG', 'double%20top%20that%20doesn%27t%20end%20well.JPG', 'gang%20women.jpg', 'bp%20photo.jpg', 'cbs_cares.JPG', 'jessica%20biel.jpg', 'stereotype%20stapel.jpg', 'tv%20dinner.JPG', 'russia%20oil%20production%20and%20price.png', 'AJA%20ad%20hispanic.jpg', 'telegraph-soc-gen.jpg', 'icc%20costs.jpg', 'kid-soccer-dangerous.jpg', 'easter%20island.jpg', 'mit%20suicides.JPG', 'acura%20girl.JPG', 'asteroid%20exploding.JPG', 'taxrates.jpg', 'cmequest.JPG', 'catfish%20rem.jpg', 'expectationguess.jpg', 'new%20fanapt%20pharmacology.jpg', 'hamilton-weight.jpg', 'draper%20and%20betty.JPG', 'fanapt%206%20week%20results.png', 'Best%20Doctors.JPG', 'zellers.jpg', 'effexor%20data.JPG', 'djia%209-17.JPG', 'gwyneth%20contagion.jpg', 'aeropostale%20ad.JPG', 'a-rod.jpg', 'shame%20blonde%20bar.jpg', 'cobb%20with%20gun.jpg', 'no_correlation.jpg', 'IRS_Whistleblower_Award.jpg', 'Effexor%20binding.JPG', 'gold%20and%20platinum.JPG', 'fanta%20nigeria.JPG', 'penelope%20trunk%20bruise.jpg', 'exceptions.JPG', 'fat%20vs.%20wine.jpg', 'kirk_van_houten.jpg', 'dr%20luke.jpg', 'aro%205-20-10.JPG', 'Bush%20delusional2.JPG', 'dharun.jpg', 'new%20yorker%206-25-07.JPG', 'aljazeera%20time1.jpg', 'hamilton-inomnia.jpg', 'walking-dead-wife.jpg', 'Homeless%20to%20harvard.jpg', 'death%20and%20infidelity.JPG', 'alan%20schwartz.JPG', 'jessica%20lynch%20rescue1.jpg', 'dancing%20avatar.jpg', 'power%20cortisol.jpg', 'yoga.JPG', 'scroll.jpg', 'fanapt%20pharmacology.png', 'beckblog.jpg', 'louie-bully-scene.jpg', 'doorway.jpg', 'thebachelorpad.jpg', 'bliss.JPG', 'real%20tara.JPG', 'stapel%20stereotyping.jpg', 'classroom.jpg', 'essie%20short%20shorts.JPG', 'motorola%20android.JPG', 'crash%20confidence%20index%205-20-10.JPG', 'we%20shouldn%27t%20be%20friends.jpg', 'WikiLeaks-founder-Julian--007.jpg', 'tyr30.JPG', 'hidden%20zero.jpg', 'design1.PNG', 'hop%20play.jpg', 'rape_lucretia_titian_giordano.jpg', 'phd%20food%20stamps.JPG', 'gina%20nolin%20and%20stroller.JPG', 'violence.JPG', 'copycat%20effect.jpg', 'binding%2075.png', 'binding.JPG', 'diane%20sawyer%20senators%20croatoan.jpg', 'freytag.jpg', 'shame%20open.jpg', 'catfish%20looking%20in%20garage.jpg', 'engagement%20ring%20for%20men.JPG', 'loss%20aversion%20reduction.JPG', 'tiger%20woods.JPG', 'Guinness.jpg', 'unstoppable-tv%20footage.JPG', 'matrixsubway.jpg', 'tom_morello_paul_ryan.jpg', 'boehner.JPG', 'psychology%20today%20couple%20mirror.jpg', 'jessica%20lynch%20rescue2.jpg', 'matrix%20spoon.jpg', 'lamp.JPG', 'houben%20hand.JPG', 'hooters.jpg', 'real%20or%20fake.JPG', 'dan%20tobin%20smith.jpg', '74404v12-max-250x250.jpg', 'fluorescent%20bulb.jpg', 'tom%20ford%20penis.jpg', 'psychopath%20kids%20NYT.jpg', 'sainz.jpg', 'Ahm%20and%20Soldier.jpg', 'charlize_theron.jpg', 'cosmo%20sandberg.jpg', 'tylenol%20pain.jpg', 'Whole-Foods-003.jpg', '5%20lies%20that%20won%27t%20work.JPG', 'design%20adjusted2.JPG', 'descendants%20script.jpg', 'mt4-installation-11.jpg', 'impossible%20fork.JPG', 'bear.jpg', 'pacific-standard-cover.jpg', 'psychology%20today%20couple%20mirror%20reverse.jpg', 'finnegan.jpg', 'amy%20chua%20daughters.jpg', 'Katniss-Fever.png', 'prejean.JPG', 'mother%20and%20child.jpg', 'wine%20and%20food.jpg', 'wolfowitz.jpg', 'tylenol%20mri.jpg', 'NPI%20component.gif', 'fanapt%20ae.png', 'memory%20pairs.jpg', 'sample%20assessment.JPG', 'bagels.png', 'riddellandsomeguy.jpg', 'jay.JPG', 'will-i-am.jpg', 'cfc.JPG', 'celexa%20binding.JPG', 'CO%20suicides%20hong%20kong.jpeg', 'contagion%20cotillard%20poster.jpg', 'gia-sasha-kacey.jpg', 'executions.JPG', 'montypython.jpg', 'maypole-dancers.jpg', 'discontinuations.JPG', 'twin%20peaks%20and%20surveillance.JPG']\n"
     ]
    }
   ],
   "source": [
    "# Rename images with %20 in them\n",
    "\n",
    "filenames = listdir('website/images/.')\n",
    "for fname in filenames:\n",
    "    if '%20' in fname:\n",
    "        new_fname = fname.replace('%20', ' ')\n",
    "        print(fname)\n",
    "        print(new_fname)\n",
    "        os.rename('website/images/' + fname, 'website/images/' + new_fname)\n",
    "\n",
    "    \n",
    "print(filenames)"
   ]
  },
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   "metadata": {},
   "source": []
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