acm_Research_solution (1).ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "acm Research solution.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "-2FbtUnYkssN",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "feebe047-ed20-4fc1-b49f-9c66e148285a"
      },
      "source": [
        "#import statements\n",
        "import numpy as np\n",
        "import nltk\n",
        "nltk.download(['vader_lexicon','stopwords','punkt'])\n",
        "from nltk.sentiment.vader import SentimentIntensityAnalyzer\n",
        "import re\n",
        "from textblob import TextBlob\n",
        "import pandas as pd\n",
        "from nltk.stem import PorterStemmer\n",
        "from nltk.tokenize import sent_tokenize, word_tokenize\n",
        "import string"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[nltk_data] Downloading package vader_lexicon to /root/nltk_data...\n",
            "[nltk_data]   Package vader_lexicon is already up-to-date!\n",
            "[nltk_data] Downloading package stopwords to /root/nltk_data...\n",
            "[nltk_data]   Package stopwords is already up-to-date!\n",
            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
            "[nltk_data]   Package punkt is already up-to-date!\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2p-yJNBtkwFN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 933
        },
        "outputId": "da6ff91c-c339-4ba7-fae6-2d40779116bb"
      },
      "source": [
        "# creating the stemmer and pre modeled sentiment analyzer objects\n",
        "sid = SentimentIntensityAnalyzer()\n",
        "ps = PorterStemmer()\n",
        "\n",
        "# store the list of stop words from nltk\n",
        "stopwords = nltk.corpus.stopwords.words(\"english\")\n",
        "\n",
        "# open the text file\n",
        "data = open(\"input.txt\")\n",
        "\n",
        "# replace all spaces and line breaks with white spaces\n",
        "t = data.read().lower().replace('\\n', ' ')\n",
        "\n",
        "# --- Filtering the text by sentence ---\n",
        "\n",
        "#split the passage into sentences\n",
        "sentences = nltk.sent_tokenize(t)\n",
        "\n",
        "for w in range(len(sentences)):\n",
        "  sentences = [w for w in sentences if w not in stopwords]\n",
        "\n",
        "# filter and process the text to analyze\n",
        "for x in range(len(sentences)):\n",
        "  sentences[x] = re.sub('\\[.*?\\]',' ',sentences[x])\n",
        "  sentences[x] = re.sub('[%s]'%re.escape(string.punctuation),' ',sentences[x])\n",
        "  sentences[x] = re.sub('\\w*\\d\\w*',' ',sentences[x])\n",
        "  sentences[x] = re.sub('[''\"\",,,]',' ',sentences[x])\n",
        "\n",
        "# stem the filtered words into new array\n",
        "processed_words = []\n",
        "for y in range(len(sentences)):\n",
        "    processed_words.append(ps.stem(sentences[y]))\n",
        "\n",
        "text = \"\"\n",
        "text = text.join(processed_words)\n",
        "\n",
        "#store the sentiment scores of the sentences\n",
        "sentiment_scores = []\n",
        "for z in range(len(processed_words)):\n",
        "    sentiment_scores.append(sid.polarity_scores(processed_words[z])['compound'])\n",
        "  \n",
        "#store the subjectivity scores of the sentences\n",
        "subjectivity_scores = []\n",
        "for z in range(len(processed_words)):\n",
        "    subjectivity_scores.append(TextBlob(processed_words[z]).sentiment.subjectivity)\n",
        "\n",
        "# creating a dataframe to store all the processed sentences and their respective sentiment scores\n",
        "df = pd.DataFrame({'Sentence' : processed_words, 'Sentiment Score' : sentiment_scores, 'Subjectivity Score' : subjectivity_scores})\n",
        "left_aligned_df = df.style.set_properties(**{'text-align': 'left'})\n",
        "display(left_aligned_df)\n",
        "\n",
        "# Final analysis of the text\n",
        "sid_value = sid.polarity_scores(str(text))['compound']\n",
        "subjectivity_value = TextBlob(text).sentiment.subjectivity\n",
        "sid_result = \"Neutral\" if sid_value < .1 and sid_value > -.1 else (\"Positive\" if sid_value > 0 else \"Negative\")\n",
        "subjectivity_result = \"Subjective\" if subjectivity_value > .5 else \"Not Subjective\"\n",
        "\n",
        "# display the results\n",
        "print(\"The Sentiment score of the text is \" + str(sid_value))\n",
        "print(\"This means that the text has a \" + sid_result)\n",
        "print(\"The Subjectivity score of the text is \" + str(subjectivity_value))\n",
        "print(\"This means that the text is \" + subjectivity_result)\n",
        "\n"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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              "            text-align:  left;\n",
              "        }</style><table id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Sentence</th>        <th class=\"col_heading level0 col1\" >Sentiment Score</th>        <th class=\"col_heading level0 col2\" >Subjectivity Score</th>    </tr></thead><tbody>\n",
              "                <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row0_col0\" class=\"data row0 col0\" > stop blushing </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row0_col1\" class=\"data row0 col1\" >-0.296000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row0_col2\" class=\"data row0 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row1_col0\" class=\"data row1 col0\" >i m not needling  really i m not </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row1_col1\" class=\"data row1 col1\" >0.000000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row1_col2\" class=\"data row1 col2\" >0.200000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row2_col0\" class=\"data row2 col0\" >do you know  i had a dream an hour ago </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row2_col1\" class=\"data row2 col1\" >0.250000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row2_col2\" class=\"data row2 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row3_col0\" class=\"data row3 col0\" >i lay down for a cat nap and in this dream you and i  montag  got into a furious debate on books </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row3_col1\" class=\"data row3 col1\" >-0.350600</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row3_col2\" class=\"data row3 col2\" >0.288889</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row4_col0\" class=\"data row4 col0\" >you towered with rage  yelled quotes at me </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row4_col1\" class=\"data row4 col1\" >-0.557400</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row4_col2\" class=\"data row4 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row5_col0\" class=\"data row5 col0\" >i calmly parried every thrust </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row5_col1\" class=\"data row5 col1\" >0.318200</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row5_col2\" class=\"data row5 col2\" >0.750000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row6_col0\" class=\"data row6 col0\" >power  i said  and you  quoting dr  johnson  said  knowledge is more than equivalent to force  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row6_col1\" class=\"data row6 col1\" >0.000000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row6_col2\" class=\"data row6 col2\" >0.500000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row7_col0\" class=\"data row7 col0\" >and i said   well  dr  johnson also said  dear boy  that  he is no wise man that will quit a certainty for an uncertainty   </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row7_col1\" class=\"data row7 col1\" >0.636900</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row7_col2\" class=\"data row7 col2\" >0.900000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row8_col0\" class=\"data row8 col0\" >stick with the fireman  montag </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row8_col1\" class=\"data row8 col1\" >0.000000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row8_col2\" class=\"data row8 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row9_col0\" class=\"data row9 col0\" >all else is dreary chaos  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row9_col1\" class=\"data row9 col1\" >-0.726900</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row9_col2\" class=\"data row9 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row10_col0\" class=\"data row10 col0\" > don t listen   whispered faber </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row10_col1\" class=\"data row10 col1\" >0.000000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row10_col2\" class=\"data row10 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row11_col0\" class=\"data row11 col0\" > he s trying to confuse </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row11_col1\" class=\"data row11 col1\" >-0.226300</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row11_col2\" class=\"data row11 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row12_col0\" class=\"data row12 col0\" >he s slippery </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row12_col1\" class=\"data row12 col1\" >0.000000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row12_col2\" class=\"data row12 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row13_col0\" class=\"data row13 col0\" >watch out  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row13_col1\" class=\"data row13 col1\" >0.000000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row13_col2\" class=\"data row13 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row14_col0\" class=\"data row14 col0\" >beatty chuckled </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row14_col1\" class=\"data row14 col1\" >0.296000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row14_col2\" class=\"data row14 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row15_col0\" class=\"data row15 col0\" > and you said  quoting   truth will come to light  murder will not be hid long  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row15_col1\" class=\"data row15 col1\" >-0.477400</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row15_col2\" class=\"data row15 col2\" >0.550000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row16_col0\" class=\"data row16 col0\" >and i cried in good humour   oh god  he speaks only of his horse  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row16_col1\" class=\"data row16 col1\" >0.670500</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row16_col2\" class=\"data row16 col2\" >0.800000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row17_col0\" class=\"data row17 col0\" >and  the devil can cite scripture for his purpose  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row17_col1\" class=\"data row17 col1\" >-0.659700</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row17_col2\" class=\"data row17 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row18_col0\" class=\"data row18 col0\" >and you yelled   this age thinks better of a gilded fool  than of a threadbare saint in wisdom s school  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row18_col1\" class=\"data row18 col1\" >0.526700</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row18_col2\" class=\"data row18 col2\" >0.500000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row19_col0\" class=\"data row19 col0\" >and i whispered gently   the dignity of truth is lost with much protesting  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row19_col1\" class=\"data row19 col1\" >0.440400</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row19_col2\" class=\"data row19 col2\" >0.500000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row20_col0\" class=\"data row20 col0\" >and you screamed   carcasses bleed at the sight of the murderer  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row20_col1\" class=\"data row20 col1\" >-0.784500</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row20_col2\" class=\"data row20 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row21_col0\" class=\"data row21 col0\" >and i said  patting your hand   what  do i give you trench mouth  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row21_col1\" class=\"data row21 col1\" >0.493900</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row21_col2\" class=\"data row21 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row22_col0\" class=\"data row22 col0\" >and you shrieked   knowledge is power  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row22_col1\" class=\"data row22 col1\" >0.000000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row22_col2\" class=\"data row22 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row23_col0\" class=\"data row23 col0\" >and  a dwarf on a giant s shoulders of the furthest of the two  </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row23_col1\" class=\"data row23 col1\" >0.000000</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row23_col2\" class=\"data row23 col2\" >1.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row24_col0\" class=\"data row24 col0\" >and i summed my side up with rare serenity in   the folly of mistaking a metaphor for a proof  a torrent of verbiage for a spring of capital truths  and oneself as an oracle  is inborn in us  mr  valery once said   </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row24_col1\" class=\"data row24 col1\" >0.177900</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row24_col2\" class=\"data row24 col2\" >0.900000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row25_col0\" class=\"data row25 col0\" >i think you may like to know something of his person and character </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row25_col1\" class=\"data row25 col1\" >0.361200</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row25_col2\" class=\"data row25 col2\" >0.000000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row26_col0\" class=\"data row26 col0\" >he  had an excellent constitution of body  was of middle stature  but well set   and very strong  he was ingenious  could draw prettily  was skilled a little  in music  and had a clear  pleasing voice  so that when he played psalm tunes  on his violin and sung withal  as he sometimes did in an evening after  the business of the day was over  it was extremely agreeable to hear </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row26_col1\" class=\"data row26 col1\" >0.977900</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row26_col2\" class=\"data row26 col2\" >0.704074</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row27_col0\" class=\"data row27 col0\" >he had  a mechanical genius too  and  on occasion  was very handy in the use of other  tradesmen s tools  but his great excellence lay in a sound understanding and  solid judgment in prudential matters  both in private and publick affairs </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row27_col1\" class=\"data row27 col1\" >0.936600</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row27_col2\" class=\"data row27 col2\" >0.500000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row28_col0\" class=\"data row28 col0\" >in the latter  indeed  he was never employed  the numerous family he had to  educate and the straitness of his circumstances keeping him close to his trade   but i remember well his being frequently visited by leading people  who  consulted him for his opinion in affairs of the town or of the church he  belonged to  and showed a good deal of respect for his judgment and advice   he was also much consulted by private persons about their affairs when any difficulty  occurred  and frequently chosen an arbitrator between contending parties </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row28_col1\" class=\"data row28 col1\" >0.902200</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row28_col2\" class=\"data row28 col2\" >0.325000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row29_col0\" class=\"data row29 col0\" >at his table he liked to have  as often as he could  some sensible friend or  neighbor to converse with  and always took care to start some ingenious or useful  topic for discourse  which might tend to improve the minds of his children </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row29_col1\" class=\"data row29 col1\" >0.932500</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row29_col2\" class=\"data row29 col2\" >0.600000</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row30_col0\" class=\"data row30 col0\" >by this means he turned our attention to what was good  just  and prudent in  the conduct of life  and little or no notice was ever taken of what related to  the victuals on the table  whether it was well or ill dressed  in or out of season   of good or bad flavor  preferable or inferior to this or that other thing  of the kind  so that i was bro t up in such a perfect inattention to those matters  as to be quite indifferent what kind of food was set before me  and so unobservant of  it  that to this day if i am asked i can scarce tell a few hours after dinner  what i dined upon </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row30_col1\" class=\"data row30 col1\" >0.756900</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row30_col2\" class=\"data row30 col2\" >0.628472</td>\n",
              "            </tr>\n",
              "            <tr>\n",
              "                        <th id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row31_col0\" class=\"data row31 col0\" >this has been a convenience to me in traveling  where my  companions have been sometimes very unhappy for want of a suitable gratification  of their more delicate  because better instructed  tastes and appetites </td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row31_col1\" class=\"data row31 col1\" >0.575800</td>\n",
              "                        <td id=\"T_75c62370_0ec0_11ec_9237_0242ac1c0002row31_col2\" class=\"data row31 col2\" >0.730000</td>\n",
              "            </tr>\n",
              "    </tbody></table>"
            ],
            "text/plain": [
              "<pandas.io.formats.style.Styler at 0x7f2932636d10>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The Sentiment score of the text is 0.9981\n",
            "This means that the text has a Positive\n",
            "The Subjectivity score of the text is 0.5953968253968255\n",
            "This means that the text is Subjective\n"
          ]
        }
      ]
    }
  ]
}