add remarks

NLP_AWS_SouthPark.ipynb

@@ -29,7 +29,7 @@
    },
    "source": [
     "<h1>Table of Contents<span class=\"tocSkip\"></span></h1>\n",
-    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Plot-Excerpt\" data-toc-modified-id=\"Plot-Excerpt-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Plot Excerpt</a></span></li><li><span><a href=\"#Setting-up-Environment\" data-toc-modified-id=\"Setting-up-Environment-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Setting up Environment</a></span></li><li><span><a href=\"#Sentiment-Analysis-with-Amazon-Comprehend\" data-toc-modified-id=\"Sentiment-Analysis-with-Amazon-Comprehend-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Sentiment Analysis with Amazon Comprehend</a></span><ul class=\"toc-item\"><li><span><a href=\"#One-text-line\" data-toc-modified-id=\"One-text-line-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>One text line</a></span></li><li><span><a href=\"#One-One-line\" data-toc-modified-id=\"One-One-line-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>One One line</a></span></li><li><span><a href=\"#On-one-movie-review-document\" data-toc-modified-id=\"On-one-movie-review-document-3.3\"><span class=\"toc-item-num\">3.3&nbsp;&nbsp;</span>On one movie review document</a></span></li></ul></li><li><span><a href=\"#Conclusion\" data-toc-modified-id=\"Conclusion-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Conclusion</a></span></li><li><span><a href=\"#References\" data-toc-modified-id=\"References-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>References</a></span></li></ul></div>"
+    "<div class=\"toc\"><ul class=\"toc-item\"><li><span><a href=\"#Plot-Excerpt\" data-toc-modified-id=\"Plot-Excerpt-1\"><span class=\"toc-item-num\">1&nbsp;&nbsp;</span>Plot Excerpt</a></span></li><li><span><a href=\"#Setting-up-Environment\" data-toc-modified-id=\"Setting-up-Environment-2\"><span class=\"toc-item-num\">2&nbsp;&nbsp;</span>Setting up Environment</a></span></li><li><span><a href=\"#Sentiment-Analysis-with-Amazon-Comprehend\" data-toc-modified-id=\"Sentiment-Analysis-with-Amazon-Comprehend-3\"><span class=\"toc-item-num\">3&nbsp;&nbsp;</span>Sentiment Analysis with Amazon Comprehend</a></span><ul class=\"toc-item\"><li><span><a href=\"#On-a-text-line\" data-toc-modified-id=\"On-a-text-line-3.1\"><span class=\"toc-item-num\">3.1&nbsp;&nbsp;</span>On a text line</a></span></li><li><span><a href=\"#On-a-line-in-review-document\" data-toc-modified-id=\"On-a-line-in-review-document-3.2\"><span class=\"toc-item-num\">3.2&nbsp;&nbsp;</span>On a line in review document</a></span></li><li><span><a href=\"#On-an-entire-movie-review-document\" data-toc-modified-id=\"On-an-entire-movie-review-document-3.3\"><span class=\"toc-item-num\">3.3&nbsp;&nbsp;</span>On an entire movie review document</a></span></li></ul></li><li><span><a href=\"#Conclusion\" data-toc-modified-id=\"Conclusion-4\"><span class=\"toc-item-num\">4&nbsp;&nbsp;</span>Conclusion</a></span></li><li><span><a href=\"#References\" data-toc-modified-id=\"References-5\"><span class=\"toc-item-num\">5&nbsp;&nbsp;</span>References</a></span></li></ul></div>"
    ]
   },
   {
@@ -101,13 +101,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### One text line "
+    "### On a text line "
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
-   "metadata": {},
+   "metadata": {
+    "collapsed": true
+   },
    "outputs": [],
    "source": [
     "comprehend = boto3.client(service_name='comprehend', region_name='us-east-1')"
@@ -150,13 +152,22 @@
     }
    ],
    "source": [
-    "text = \"GarrisonTrump’s solution is to violently rape all three, as he nurses a black eye and defends Trump’s actions, is painfully accurate. The parallel between Heidi and Cartman’s poisonous, yet stubborn relationship is extended to Trump’s supporters, who watch Trump’s latest gaffe on tv, and look away, unwilling to criticize him for fear of the left’s rabid gloating. This is unfortunately, exactly what’s happening.\" \n",
+    "text = \"Garrison Trump’s solution is to violently rape all three, as he nurses a black eye and defends Trump’s actions, is painfully accurate. The parallel between Heidi and Cartman’s poisonous, yet stubborn relationship is extended to Trump’s supporters, who watch Trump’s latest gaffe on tv, and look away, unwilling to criticize him for fear of the left’s rabid gloating. This is unfortunately, exactly what’s happening.\" \n",
     "\n",
     "print('Calling DetectSentiment')\n",
     "print(json.dumps(comprehend.detect_sentiment(Text=text, LanguageCode='en'), sort_keys=True, indent=4))\n",
     "print('End of DetectSentiment\\n')"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Seems that the review for Garrison Trump in this episode is mostly neative (a dominant proportion of 53%), and somewhat netural (41%). \n",
+    "\n",
+    "The result is not surprising, as in this episode President Garrison keeps on his campaign promise to \"fxxk them all to death\", and threaten those who against him. "
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {
@@ -170,7 +181,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### One One line"
+    "### On a line in review document"
    ]
   },
   {
@@ -261,7 +272,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### On one movie review document"
+    "### On an entire movie review document"
    ]
   },
   {
@@ -313,7 +324,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The author's attitude towards the episode \"Doubling down\" of South Park is netural (score: 0.68) to somewhat negative (score: 0.13). "
+    "Regardless of an negative attitude towards Garrison, the author's attitude towards the episode \"Doubling down\" of South Park is netural (score: 0.68) to somewhat negative (score: 0.13). "
    ]
   },
   {