diff --git a/ipython_notebooks/Chapter1.ipynb b/ipython_notebooks/Chapter1.ipynb
index c5f413c..e7979db 100644
--- a/ipython_notebooks/Chapter1.ipynb
+++ b/ipython_notebooks/Chapter1.ipynb
@@ -38,7 +38,7 @@
       "\n",
       "Twitter implements OAuth 1.0A as its standard authentication mechanism, and in order to use it to make requests to Twitter's API, you'll need to go to https://dev.twitter.com/apps and create a sample application. There are four primary identifiers you'll need to note for an OAuth 1.0A workflow: consumer key, consumer secret, access token, and access token secret. Note that you will need an ordinary Twitter account in order to login, create an app, and get these credentials.\n",
       "\n",
-      "<img src=\"files/images/Twitter-AppCredentials.png\" width=\"600px\">"
+      "<img src=\"http://nbviewer.ipython.org/urls/raw.github.com/ptwobrussell/Mining-the-Social-Web/master/ipython_notebooks/files/images/Twitter-AppCredentials.png\" width=\"600px\">"
      ]
     },
     {
@@ -87,7 +87,8 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 1
     },
     {
      "cell_type": "markdown",
@@ -114,7 +115,16 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[{u'created_at': u'2013-04-18T06:00:25Z', u'trends': [{u'url': u'http://twitter.com/search?q=%23sometimesiwishthat', u'query': u'%23sometimesiwishthat', u'name': u'#sometimesiwishthat', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=%23MiPreguntaEs', u'query': u'%23MiPreguntaEs', u'name': u'#MiPreguntaEs', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=%23WestTX', u'query': u'%23WestTX', u'name': u'#WestTX', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=%23MentionSomeoneWhoHasAPrettyFace', u'query': u'%23MentionSomeoneWhoHasAPrettyFace', u'name': u'#MentionSomeoneWhoHasAPrettyFace', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=%23CosasRid%C3%ADculas', u'query': u'%23CosasRid%C3%ADculas', u'name': u'#CosasRid\\xedculas', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=Texas', u'query': u'Texas', u'name': u'Texas', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=%22Pervez+Musharraf%22', u'query': u'%22Pervez+Musharraf%22', u'name': u'Pervez Musharraf', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=OKC', u'query': u'OKC', u'name': u'OKC', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=Spurs', u'query': u'Spurs', u'name': u'Spurs', u'promoted_content': None, u'events': None}, {u'url': u'http://twitter.com/search?q=Kobe', u'query': u'Kobe', u'name': u'Kobe', u'promoted_content': None, u'events': None}], u'as_of': u'2013-04-18T06:05:03Z', u'locations': [{u'woeid': 1, u'name': u'Worldwide'}]}]\n"
+       ]
+      }
+     ],
+     "prompt_number": 2
     },
     {
      "cell_type": "markdown",
@@ -132,7 +142,99 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[\n",
+        " {\n",
+        "  \"created_at\": \"2013-04-18T06:00:25Z\", \n",
+        "  \"trends\": [\n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=%23sometimesiwishthat\", \n",
+        "    \"query\": \"%23sometimesiwishthat\", \n",
+        "    \"name\": \"#sometimesiwishthat\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=%23MiPreguntaEs\", \n",
+        "    \"query\": \"%23MiPreguntaEs\", \n",
+        "    \"name\": \"#MiPreguntaEs\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=%23WestTX\", \n",
+        "    \"query\": \"%23WestTX\", \n",
+        "    \"name\": \"#WestTX\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=%23MentionSomeoneWhoHasAPrettyFace\", \n",
+        "    \"query\": \"%23MentionSomeoneWhoHasAPrettyFace\", \n",
+        "    \"name\": \"#MentionSomeoneWhoHasAPrettyFace\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=%23CosasRid%C3%ADculas\", \n",
+        "    \"query\": \"%23CosasRid%C3%ADculas\", \n",
+        "    \"name\": \"#CosasRid\\u00edculas\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=Texas\", \n",
+        "    \"query\": \"Texas\", \n",
+        "    \"name\": \"Texas\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=%22Pervez+Musharraf%22\", \n",
+        "    \"query\": \"%22Pervez+Musharraf%22\", \n",
+        "    \"name\": \"Pervez Musharraf\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=OKC\", \n",
+        "    \"query\": \"OKC\", \n",
+        "    \"name\": \"OKC\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=Spurs\", \n",
+        "    \"query\": \"Spurs\", \n",
+        "    \"name\": \"Spurs\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }, \n",
+        "   {\n",
+        "    \"url\": \"http://twitter.com/search?q=Kobe\", \n",
+        "    \"query\": \"Kobe\", \n",
+        "    \"name\": \"Kobe\", \n",
+        "    \"promoted_content\": null, \n",
+        "    \"events\": null\n",
+        "   }\n",
+        "  ], \n",
+        "  \"as_of\": \"2013-04-18T06:05:03Z\", \n",
+        "  \"locations\": [\n",
+        "   {\n",
+        "    \"woeid\": 1, \n",
+        "    \"name\": \"Worldwide\"\n",
+        "   }\n",
+        "  ]\n",
+        " }\n",
+        "]\n"
+       ]
+      }
+     ],
+     "prompt_number": 3
     },
     {
      "cell_type": "markdown",
@@ -176,7 +278,8 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [],
+     "prompt_number": 4
     },
     {
      "cell_type": "markdown",
@@ -194,7 +297,265 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[\n",
+        " {\n",
+        "  \"contributors\": null, \n",
+        "  \"truncated\": false, \n",
+        "  \"text\": \"Daft Punk Pharrell \\\"Get Lucky\\\" SNL Ad: http://t.co/w8tzDd4s64 via @youtube\", \n",
+        "  \"in_reply_to_status_id\": null, \n",
+        "  \"id\": 324765383779299328, \n",
+        "  \"favorite_count\": 0, \n",
+        "  \"source\": \"<a href=\\\"http://twitter.com/tweetbutton\\\" rel=\\\"nofollow\\\">Tweet Button</a>\", \n",
+        "  \"retweeted\": false, \n",
+        "  \"coordinates\": null, \n",
+        "  \"entities\": {\n",
+        "   \"user_mentions\": [\n",
+        "    {\n",
+        "     \"id\": 10228272, \n",
+        "     \"indices\": [\n",
+        "      66, \n",
+        "      74\n",
+        "     ], \n",
+        "     \"id_str\": \"10228272\", \n",
+        "     \"screen_name\": \"YouTube\", \n",
+        "     \"name\": \"YouTube\"\n",
+        "    }\n",
+        "   ], \n",
+        "   \"hashtags\": [], \n",
+        "   \"urls\": [\n",
+        "    {\n",
+        "     \"url\": \"http://t.co/w8tzDd4s64\", \n",
+        "     \"indices\": [\n",
+        "      39, \n",
+        "      61\n",
+        "     ], \n",
+        "     \"expanded_url\": \"http://youtu.be/JMJwcOiBoZE\", \n",
+        "     \"display_url\": \"youtu.be/JMJwcOiBoZE\"\n",
+        "    }\n",
+        "   ]\n",
+        "  }, \n",
+        "  \"in_reply_to_screen_name\": null, \n",
+        "  \"in_reply_to_user_id\": null, \n",
+        "  \"retweet_count\": 0, \n",
+        "  \"id_str\": \"324765383779299328\", \n",
+        "  \"favorited\": false, \n",
+        "  \"user\": {\n",
+        "   \"follow_request_sent\": null, \n",
+        "   \"profile_use_background_image\": true, \n",
+        "   \"default_profile_image\": false, \n",
+        "   \"id\": 247112705, \n",
+        "   \"verified\": false, \n",
+        "   \"profile_text_color\": \"BABABA\", \n",
+        "   \"profile_image_url_https\": \"https://si0.twimg.com/profile_images/3486656710/014e657cba09cee8400dcc353a332630_normal.jpeg\", \n",
+        "   \"profile_sidebar_fill_color\": \"BABABA\", \n",
+        "   \"entities\": {\n",
+        "    \"url\": {\n",
+        "     \"urls\": [\n",
+        "      {\n",
+        "       \"url\": \"http://www.youtube.com/user/AlbrtoEntertainment?feature=mhee\", \n",
+        "       \"indices\": [\n",
+        "        0, \n",
+        "        60\n",
+        "       ], \n",
+        "       \"expanded_url\": null\n",
+        "      }\n",
+        "     ]\n",
+        "    }, \n",
+        "    \"description\": {\n",
+        "     \"urls\": [\n",
+        "      {\n",
+        "       \"url\": \"http://t.co/3dfi3KyA\", \n",
+        "       \"indices\": [\n",
+        "        119, \n",
+        "        139\n",
+        "       ], \n",
+        "       \"expanded_url\": \"http://www.facebook.com/pages/AlbertoEntertainment/129835393733330\", \n",
+        "       \"display_url\": \"facebook.com/pages/AlbertoE\\u2026\"\n",
+        "      }\n",
+        "     ]\n",
+        "    }\n",
+        "   }, \n",
+        "   \"followers_count\": 321, \n",
+        "   \"profile_sidebar_border_color\": \"6B6B6B\", \n",
+        "   \"id_str\": \"247112705\", \n",
+        "   \"profile_background_color\": \"000000\", \n",
+        "   \"listed_count\": 2, \n",
+        "   \"profile_background_image_url_https\": \"https://si0.twimg.com/profile_background_images/201180770/Twitter.jpg\", \n",
+        "   \"utc_offset\": -28800, \n",
+        "   \"statuses_count\": 8899, \n",
+        "   \"description\": \"Professional video editor for AlbrtoentEntertainment, BallislifeEnt, and The Professor from AND1/Ball up CHECK ME OUT\\r\\nhttp://t.co/3dfi3KyA\", \n",
+        "   \"friends_count\": 155, \n",
+        "   \"location\": \"San Diego California\", \n",
+        "   \"profile_link_color\": \"BABABA\", \n",
+        "   \"profile_image_url\": \"http://a0.twimg.com/profile_images/3486656710/014e657cba09cee8400dcc353a332630_normal.jpeg\", \n",
+        "   \"following\": null, \n",
+        "   \"geo_enabled\": true, \n",
+        "   \"profile_banner_url\": \"https://si0.twimg.com/profile_banners/247112705/1365295843\", \n",
+        "   \"profile_background_image_url\": \"http://a0.twimg.com/profile_background_images/201180770/Twitter.jpg\", \n",
+        "   \"screen_name\": \"AlbrtoEnt\", \n",
+        "   \"lang\": \"en\", \n",
+        "   \"profile_background_tile\": false, \n",
+        "   \"favourites_count\": 10, \n",
+        "   \"name\": \"AlbertoEntertainment\", \n",
+        "   \"notifications\": null, \n",
+        "   \"url\": \"http://www.youtube.com/user/AlbrtoEntertainment?feature=mhee\", \n",
+        "   \"created_at\": \"Fri Feb 04 03:23:02 +0000 2011\", \n",
+        "   \"contributors_enabled\": false, \n",
+        "   \"time_zone\": \"Pacific Time (US & Canada)\", \n",
+        "   \"protected\": false, \n",
+        "   \"default_profile\": false, \n",
+        "   \"is_translator\": false\n",
+        "  }, \n",
+        "  \"geo\": null, \n",
+        "  \"in_reply_to_user_id_str\": null, \n",
+        "  \"possibly_sensitive\": false, \n",
+        "  \"lang\": \"en\", \n",
+        "  \"created_at\": \"Thu Apr 18 06:04:35 +0000 2013\", \n",
+        "  \"in_reply_to_status_id_str\": null, \n",
+        "  \"place\": null, \n",
+        "  \"metadata\": {\n",
+        "   \"iso_language_code\": \"en\", \n",
+        "   \"result_type\": \"recent\"\n",
+        "  }\n",
+        " }, \n",
+        " {\n",
+        "  \"contributors\": null, \n",
+        "  \"truncated\": false, \n",
+        "  \"text\": \"Where is this from?? RT\\u201c@puckjane: \\ubbf8\\uc81c \\uc55e\\uc7a1\\uc774 \\ubc15\\uc7ac\\ubc94 \\ub3d9\\ubb34 \\ubd81\\uc870\\uc120SNL\\ubc34\\ub4dc\\ub97c \\uc870\\uc2ec \\ud558\\ub77c\\uc6b0! \\uc774\\ubc88\\uc8fc \\uc544\\uc8fc \\uac1c\\ubc15\\uc0b4\\uc744 \\ub0b4\\uc8fc\\uac13\\uc368! http://t.co/cl8Y6Kgvpt\\u201d\", \n",
+        "  \"in_reply_to_status_id\": 324741268355837953, \n",
+        "  \"id\": 324765266200367104, \n",
+        "  \"favorite_count\": 0, \n",
+        "  \"source\": \"<a href=\\\"http://twitter.com/download/iphone\\\" rel=\\\"nofollow\\\">Twitter for iPhone</a>\", \n",
+        "  \"retweeted\": false, \n",
+        "  \"coordinates\": null, \n",
+        "  \"entities\": {\n",
+        "   \"user_mentions\": [\n",
+        "    {\n",
+        "     \"id\": 129722206, \n",
+        "     \"indices\": [\n",
+        "      24, \n",
+        "      33\n",
+        "     ], \n",
+        "     \"id_str\": \"129722206\", \n",
+        "     \"screen_name\": \"puckjane\", \n",
+        "     \"name\": \"Jane_Yang\"\n",
+        "    }\n",
+        "   ], \n",
+        "   \"media\": [\n",
+        "    {\n",
+        "     \"source_status_id_str\": \"324741268355837953\", \n",
+        "     \"expanded_url\": \"http://twitter.com/puckjane/status/324741268355837953/photo/1\", \n",
+        "     \"display_url\": \"pic.twitter.com/cl8Y6Kgvpt\", \n",
+        "     \"url\": \"http://t.co/cl8Y6Kgvpt\", \n",
+        "     \"media_url_https\": \"https://pbs.twimg.com/media/BIG2dojCcAI342V.jpg\", \n",
+        "     \"source_status_id\": 324741268355837953, \n",
+        "     \"id_str\": \"324741268364226562\", \n",
+        "     \"sizes\": {\n",
+        "      \"small\": {\n",
+        "       \"h\": 455, \n",
+        "       \"resize\": \"fit\", \n",
+        "       \"w\": 340\n",
+        "      }, \n",
+        "      \"large\": {\n",
+        "       \"h\": 1024, \n",
+        "       \"resize\": \"fit\", \n",
+        "       \"w\": 765\n",
+        "      }, \n",
+        "      \"medium\": {\n",
+        "       \"h\": 803, \n",
+        "       \"resize\": \"fit\", \n",
+        "       \"w\": 600\n",
+        "      }, \n",
+        "      \"thumb\": {\n",
+        "       \"h\": 150, \n",
+        "       \"resize\": \"crop\", \n",
+        "       \"w\": 150\n",
+        "      }\n",
+        "     }, \n",
+        "     \"indices\": [\n",
+        "      85, \n",
+        "      107\n",
+        "     ], \n",
+        "     \"type\": \"photo\", \n",
+        "     \"id\": 324741268364226562, \n",
+        "     \"media_url\": \"http://pbs.twimg.com/media/BIG2dojCcAI342V.jpg\"\n",
+        "    }\n",
+        "   ], \n",
+        "   \"hashtags\": [], \n",
+        "   \"urls\": []\n",
+        "  }, \n",
+        "  \"in_reply_to_screen_name\": \"puckjane\", \n",
+        "  \"in_reply_to_user_id\": 129722206, \n",
+        "  \"retweet_count\": 0, \n",
+        "  \"id_str\": \"324765266200367104\", \n",
+        "  \"favorited\": false, \n",
+        "  \"user\": {\n",
+        "   \"follow_request_sent\": null, \n",
+        "   \"profile_use_background_image\": true, \n",
+        "   \"default_profile_image\": false, \n",
+        "   \"id\": 580855814, \n",
+        "   \"verified\": false, \n",
+        "   \"profile_text_color\": \"333333\", \n",
+        "   \"profile_image_url_https\": \"https://si0.twimg.com/profile_images/3519989811/11a3c03d6af2a52804568a92c5096139_normal.jpeg\", \n",
+        "   \"profile_sidebar_fill_color\": \"DDEEF6\", \n",
+        "   \"entities\": {\n",
+        "    \"description\": {\n",
+        "     \"urls\": []\n",
+        "    }\n",
+        "   }, \n",
+        "   \"followers_count\": 240, \n",
+        "   \"profile_sidebar_border_color\": \"C0DEED\", \n",
+        "   \"id_str\": \"580855814\", \n",
+        "   \"profile_background_color\": \"C0DEED\", \n",
+        "   \"listed_count\": 6, \n",
+        "   \"profile_background_image_url_https\": \"https://si0.twimg.com/profile_background_images/588713875/6h7jfqrh0suj4i5ylyz0.jpeg\", \n",
+        "   \"utc_offset\": 36000, \n",
+        "   \"statuses_count\": 13603, \n",
+        "   \"description\": \"2013 = Era of Jay Park\\nIf you work hard and be patient good things will happen to you. :) \\nI have no respect or like for those who knew Jay but ignore him now. \", \n",
+        "   \"friends_count\": 256, \n",
+        "   \"location\": \"\", \n",
+        "   \"profile_link_color\": \"0084B4\", \n",
+        "   \"profile_image_url\": \"http://a0.twimg.com/profile_images/3519989811/11a3c03d6af2a52804568a92c5096139_normal.jpeg\", \n",
+        "   \"following\": null, \n",
+        "   \"geo_enabled\": false, \n",
+        "   \"profile_banner_url\": \"https://si0.twimg.com/profile_banners/580855814/1365946473\", \n",
+        "   \"profile_background_image_url\": \"http://a0.twimg.com/profile_background_images/588713875/6h7jfqrh0suj4i5ylyz0.jpeg\", \n",
+        "   \"screen_name\": \"JwalkerParker\", \n",
+        "   \"lang\": \"en\", \n",
+        "   \"profile_background_tile\": true, \n",
+        "   \"favourites_count\": 4057, \n",
+        "   \"name\": \"B :) JIS\", \n",
+        "   \"notifications\": null, \n",
+        "   \"url\": null, \n",
+        "   \"created_at\": \"Tue May 15 12:45:00 +0000 2012\", \n",
+        "   \"contributors_enabled\": false, \n",
+        "   \"time_zone\": \"Sydney\", \n",
+        "   \"protected\": false, \n",
+        "   \"default_profile\": false, \n",
+        "   \"is_translator\": false\n",
+        "  }, \n",
+        "  \"geo\": null, \n",
+        "  \"in_reply_to_user_id_str\": \"129722206\", \n",
+        "  \"possibly_sensitive\": false, \n",
+        "  \"lang\": \"ko\", \n",
+        "  \"created_at\": \"Thu Apr 18 06:04:07 +0000 2013\", \n",
+        "  \"in_reply_to_status_id_str\": \"324741268355837953\", \n",
+        "  \"place\": null, \n",
+        "  \"metadata\": {\n",
+        "   \"iso_language_code\": \"ko\", \n",
+        "   \"result_type\": \"recent\"\n",
+        "  }\n",
+        " }\n",
+        "]\n"
+       ]
+      }
+     ],
+     "prompt_number": 5
     },
     {
      "cell_type": "markdown",
@@ -227,7 +588,16 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Daft Punk Pharrell \"Get Lucky\" SNL Ad: http://t.co/w8tzDd4s64 via @youtube\n"
+       ]
+      }
+     ],
+     "prompt_number": 6
     },
     {
      "cell_type": "markdown",
@@ -252,20 +622,32 @@
       "    words += [ w for w in t.split() ]\n",
       "\n",
       "# total words\n",
-      "print len(words) \n",
+      "print \"Total words = \", len(words) \n",
       "\n",
       "# unique words\n",
-      "print len(set(words)) \n",
+      "print \"Unique words = \", len(set(words)) \n",
       "\n",
       "# lexical diversity\n",
-      "print 1.0*len(set(words))/len(words) \n",
+      "print \"Lexical diversity = \", 1.0*len(set(words))/len(words) \n",
       "\n",
       "# avg words per tweet\n",
-      "print 1.0*sum([ len(t.split()) for t in tweets ])/len(tweets) "
+      "print \"Average words per tweet = \", 1.0*sum([ len(t.split()) for t in tweets ])/len(tweets) "
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Total words =  8226\n",
+        "Unique words =  2824\n",
+        "Lexical diversity =  0.343301726234\n",
+        "Average words per tweet =  13.8020134228\n"
+       ]
+      }
+     ],
+     "prompt_number": 7
     },
     {
      "cell_type": "markdown",
@@ -298,7 +680,17 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[u'RT', u'SNL', u'the', u'I', u'\\ubbf8\\uc81c', u'\\uc544\\uc8fc', u'\\ub3d9\\ubb34', u'\\ubc15\\uc7ac\\ubc94', u'\\ubd81\\uc870\\uc120SNL\\ubc34\\ub4dc\\ub97c', u'\\uc55e\\uc7a1\\uc774', u'\\uc774\\ubc88\\uc8fc', u'\\uc870\\uc2ec', u'\\ud558\\ub77c\\uc6b0!', u'\\uac1c\\ubc15\\uc0b4\\uc744', u'\\ub0b4\\uc8fc\\uac13\\uc368!', u'to', u'@puckjane:', u'-', u'http://t.co/eRy5Yl2xbc', u'on', u'of', u'a', u'and', u'is', u'for', u'...', u'in', u'my', u'via', u'you', u'was', u'snl', u'host', u'Daft', u'Punk', u'so', u'Pharrell', u'all', u'episode', u'May', u'Shinhwa', u'just', u'this', u'with', u'\\u2018SNL', u'4th', u'Korea\\u2019', u'like', u'u', u'@puckjane']\n",
+        "[u'\\uc774\\ubc88\\ub2ec', u'\\uc774\\uc0c1\\ud6c8', u'\\uc774\\uc81c', u'\\uc77c\\uc5b4\\ub0ac\\ub2c8', u'\\uc787\\uac13\\uc368!\"@puckjane:', u'\\uc788\\uc2b5\\ub2c8\\ub2e4.', u'\\uc788\\uc5b4\\uc11c', u'\\uc798', u'\\uc7a1\\uc9c0', u'\\uc800\\ub294', u'\\uc804\\ub098\\uc6c3\\uacc0\\u314b\\u314b\\u314b\\u314b\\u314b\\u314b\\u314b\\u314b(\\ub204\\uc6cc\\uc11c', u'\\uc81c\\ubaab\\uae4c\\uc9c0', u'\\uc81c\\uc8fc', u'\\uc81c\\uc8fc\\ub3c4', u'\\uc885\\uac13\\ub098...', u'\\uc88b\\uaca0\\ub124\\uc694', u'\\uc88b\\uaca0\\ub2f9\\u2665', u'\\uc88b\\uc544', u'\\uc8fc\\uc168\\ub2e4!!', u'\\uc8fc\\uc2e0\\ub2e4\\uace0^^', u'\\uc9c0\\uae08', u'\\uc9c0\\uc544', u'\\uc9f9', u'\\ucc98\\uc74c\\uc774\\ub124\\uc694..\\uc81c\\uac00\\uc88b\\uc544\\ud558\\ub294\\uac70\\ubcf4\\ub7ec...20\\uc77c\\ub3c4\\ubabb\\uac00\\uace0', u'\\uce5c\\uad6c\\uac00', u'\\uce90\\uc2a4\\ud305\\uc774', u'\\ucee4\\uba3c.\\uadf8\\ub77c\\uc6b4\\ub4dc', u'\\uceec\\ud22c\\ud3b8!!', u'\\ud130\\uc9c0\\ub124', u'\\ud2b8\\uce5c\\ub2d8\\ub4e4', u'\\ud328\\ub7ec\\ub514', u'\\ud32c\\uc774\\ub77c\\uace0~\\ucd9c\\uc5f0\\ud55c', u'\\ud3ec\\uae30\\ud588\\uc5b4\\uc694', u'\\ud3ec\\uc2a4\\ud130\\uc640', u'\\ud558\\ub2c8', u'\\ud558\\ub358', u'\\ud558\\uc2ed\\ub2c8\\ub2e4.', u'\\ud55c\\ub2e4\\ub294...\\u314e\\u314e', u'\\ud654\\ub098\\uac00\\uc9c0\\uace0', u'\\ud751', u'\\ud765', u'\\U0001f44c', u'\\U0001f44d', u'\\U0001f44e', u'\\U0001f606', u'\\U0001f60a', u'\\U0001f618', u'\\U0001f62d', u'\\U0001f64c\\U0001f64c\\U0001f64c', u'\\U0001f64f\\U0001f64f']\n"
+       ]
+      }
+     ],
+     "prompt_number": 8
     },
     {
      "cell_type": "markdown",
@@ -319,7 +711,17 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[(u'RT', 241), (u'SNL', 193), (u'the', 118), (u'I', 103), (u'\\uc544\\uc8fc', 102), (u'\\ubbf8\\uc81c', 102), (u'\\uc55e\\uc7a1\\uc774', 100), (u'\\ubc15\\uc7ac\\ubc94', 100), (u'\\ub3d9\\ubb34', 100), (u'\\ud558\\ub77c\\uc6b0!', 100), (u'\\uc774\\ubc88\\uc8fc', 100), (u'\\ubd81\\uc870\\uc120SNL\\ubc34\\ub4dc\\ub97c', 100), (u'\\uc870\\uc2ec', 100), (u'\\uac1c\\ubc15\\uc0b4\\uc744', 98), (u'\\ub0b4\\uc8fc\\uac13\\uc368!', 98), (u'to', 83), (u'@puckjane:', 81), (u'-', 78), (u'on', 72), (u'http://t.co/eRy5Yl2xbc', 72), (u'of', 67), (u'a', 61), (u'and', 51), (u'is', 48), (u'for', 47), (u'...', 40), (u'in', 39), (u'my', 38), (u'you', 36), (u'via', 36), (u'was', 35), (u'snl', 33), (u'host', 29), (u'Daft', 28), (u'so', 28), (u'Punk', 28), (u'episode', 26), (u'Pharrell', 26), (u'all', 26), (u'just', 25), (u'May', 25), (u'Shinhwa', 25), (u'with', 24), (u'\\u2018SNL', 24), (u'this', 24), (u'Korea\\u2019', 23), (u'4th', 23), (u'u', 23), (u'like', 23), (u'@puckjane', 21)]\n",
+        "[(u'van', 1), (u'http://t.co/YDYeHdDFbz', 1), (u'Lawrence', 1), (u'*', 1), (u'DeMarte', 1), (u'ricin', 1), (u'\\u0e40\\u0e2d\\u0e32\\u0e14\\u0e35\\u0e14\\u0e35', 1), (u'ht', 1), (u'reminds', 1), (u'Company,', 1), (u'buo', 1), (u'Consumer', 1), (u'beeennneettttt.', 1), (u'places', 1), (u'wish', 1), (u'hosting', 1), (u'yapa', 1), (u'lve', 1), (u'record', 1), (u'@nprnews', 1), (u'problem', 1), (u'eyes,', 1), (u'trying,', 1), (u'o...', 1), (u'http://t.co/HPPMztOVWu', 1), (u'\\uba85\\ubc30\\uc6b0', 1), (u'is...', 1), (u'12-TIJ,', 1), (u'stylist:', 1), (u'mejor', 1), (u'\\uc2e0\\uc740?', 1), (u\"Frajo's\", 1), (u'Never', 1), (u'sick', 1), (u'http://t.co/imKxolojNn\"', 1), (u'Sleep', 1), (u'Kutcher,', 1), (u'stay', 1), (u'http://t.co/Ny4maenC3I', 1), (u'ba', 1), (u'\\ud130\\uc9c0\\ub124', 1), (u'Armisen', 1), (u'friends', 1), (u'Stewart', 1), (u'draft.', 1), (u'Monteur:', 1), (u'Friday,', 1), (u'11-QRO,', 1), (u'(Wouter', 1), (u'http://t.co/Wj6lrGlDiF', 1)]\n"
+       ]
+      }
+     ],
+     "prompt_number": 9
     },
     {
      "cell_type": "markdown",
@@ -348,7 +750,17 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "[('RT', ' @SocialWebMining')]\n",
+        "[('via', ' @SocialWebMining')]\n"
+       ]
+      }
+     ],
+     "prompt_number": 10
     },
     {
      "cell_type": "markdown",
@@ -392,7 +804,24 @@
      ],
      "language": "python",
      "metadata": {},
-     "outputs": []
+     "outputs": [
+      {
+       "output_type": "stream",
+       "stream": "stdout",
+       "text": [
+        "Name: \n",
+        "Type: DiGraph\n",
+        "Number of nodes: 300\n",
+        "Number of edges: 270\n",
+        "Average in degree:   0.9000\n",
+        "Average out degree:   0.9000\n",
+        "(u'@VEVO', u'martymal1', {'tweet_id': 324760640516395008})\n",
+        "52\n",
+        "[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 4, 4, 5, 6, 6, 8, 9, 10, 12, 12, 14, 19, 94]\n"
+       ]
+      }
+     ],
+     "prompt_number": 11
     },
     {
      "cell_type": "markdown",
@@ -400,11 +829,11 @@
      "source": [
       "In the _Mining the Social Web_'s GitHub repository, there a thorough sample file that takes all of the concepts that have been presented and weaves them into a more comprehensive turn-key example and visualization. Visit https://github.com/ptwobrussell/Mining-the-Social-Web and, in particular, run the sample file located at https://github.com/ptwobrussell/Mining-the-Social-Web/blob/master/python_code/introduction__retweet_visualization.py which should automatically launch your web browser and provide you with an interactive visualization similar to the following:\n",
       "\n",
-      "<img src=\"files/images/Twitter-SampleGraphOutput.png\" width=\"600px\">"
+      "<img src=\"http://nbviewer.ipython.org/urls/raw.github.com/ptwobrussell/Mining-the-Social-Web/master/ipython_notebooks/files/images/Twitter-SampleGraphOutput.png\" width=\"600px\">"
      ]
     }
    ],
    "metadata": {}
   }
  ]
-}
+}
\ No newline at end of file