Sentiment_Analysis_of_Tweets_using_NN.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.6.5"
    },
    "colab": {
      "name": "Sentiment Analysis of Tweets using NN.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/MubashirullahD/Tweets-Sentiment-Analysis/blob/master/Sentiment_Analysis_of_Tweets_using_NN.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6BjuAzNKg9Rq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import pandas as pd\n",
        "from sklearn.model_selection import train_test_split"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LytmzlVvg9ZK",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "5a659083-4c87-4f78-c349-4449c4edbf5a"
      },
      "source": [
        "from keras import layers\n",
        "from keras.layers import Input, Dense, Activation, Flatten\n",
        "from keras.initializers import glorot_uniform\n",
        "from keras.regularizers import l2\n",
        "from keras.models import Model\n",
        "from keras.utils import layer_utils\n"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "A-8Y37KIg9Ze",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "url = 'https://raw.githubusercontent.com/MubashirullahD/Tweets-Sentiment-Analysis/master/tweet_sentiment.csv'\n",
        "df = pd.read_csv(url)\n",
        "df.drop(df.columns[[0]], axis = 1, inplace = True) "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mAdMzoxSg9Z2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "\n",
        "features = df.drop(['Positive','Negative', 'Neutral'], axis = 1)\n",
        "target  =  df.loc[:, ['Positive', 'Negative', 'Neutral']]"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pD67b9kMg9aQ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "X_train, X_test, Y_train, Y_test = train_test_split(features, target, test_size = 0.3, random_state = 42,\n",
        "                                                    stratify = target)   "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CuibH4nF2L02",
        "colab_type": "code",
        "outputId": "b2dcca55-d295-40fa-ddbf-5b38b5beac33",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 439
        }
      },
      "source": [
        "df\n"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "      <th>1</th>\n",
              "      <th>2</th>\n",
              "      <th>3</th>\n",
              "      <th>4</th>\n",
              "      <th>5</th>\n",
              "      <th>6</th>\n",
              "      <th>7</th>\n",
              "      <th>8</th>\n",
              "      <th>9</th>\n",
              "      <th>10</th>\n",
              "      <th>11</th>\n",
              "      <th>12</th>\n",
              "      <th>13</th>\n",
              "      <th>14</th>\n",
              "      <th>15</th>\n",
              "      <th>16</th>\n",
              "      <th>17</th>\n",
              "      <th>18</th>\n",
              "      <th>19</th>\n",
              "      <th>20</th>\n",
              "      <th>21</th>\n",
              "      <th>22</th>\n",
              "      <th>23</th>\n",
              "      <th>24</th>\n",
              "      <th>25</th>\n",
              "      <th>26</th>\n",
              "      <th>27</th>\n",
              "      <th>28</th>\n",
              "      <th>29</th>\n",
              "      <th>30</th>\n",
              "      <th>31</th>\n",
              "      <th>32</th>\n",
              "      <th>33</th>\n",
              "      <th>34</th>\n",
              "      <th>35</th>\n",
              "      <th>36</th>\n",
              "      <th>37</th>\n",
              "      <th>38</th>\n",
              "      <th>39</th>\n",
              "      <th>...</th>\n",
              "      <th>163</th>\n",
              "      <th>164</th>\n",
              "      <th>165</th>\n",
              "      <th>166</th>\n",
              "      <th>167</th>\n",
              "      <th>168</th>\n",
              "      <th>169</th>\n",
              "      <th>170</th>\n",
              "      <th>171</th>\n",
              "      <th>172</th>\n",
              "      <th>173</th>\n",
              "      <th>174</th>\n",
              "      <th>175</th>\n",
              "      <th>176</th>\n",
              "      <th>177</th>\n",
              "      <th>178</th>\n",
              "      <th>179</th>\n",
              "      <th>180</th>\n",
              "      <th>181</th>\n",
              "      <th>182</th>\n",
              "      <th>183</th>\n",
              "      <th>184</th>\n",
              "      <th>185</th>\n",
              "      <th>186</th>\n",
              "      <th>187</th>\n",
              "      <th>188</th>\n",
              "      <th>189</th>\n",
              "      <th>190</th>\n",
              "      <th>191</th>\n",
              "      <th>192</th>\n",
              "      <th>193</th>\n",
              "      <th>194</th>\n",
              "      <th>195</th>\n",
              "      <th>196</th>\n",
              "      <th>197</th>\n",
              "      <th>198</th>\n",
              "      <th>199</th>\n",
              "      <th>Positive</th>\n",
              "      <th>Negative</th>\n",
              "      <th>Neutral</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>337</th>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>338</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>339</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>340</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>341</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>342 rows × 203 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         0      1     2      3  ...    199  Positive  Negative  Neutral\n",
              "0    False  False  True  False  ...  False       1.0       0.0      0.0\n",
              "1     True  False  True   True  ...  False       1.0       0.0      0.0\n",
              "2    False   True  True   True  ...  False       1.0       0.0      0.0\n",
              "3     True  False  True  False  ...  False       0.0       0.0      1.0\n",
              "4     True   True  True  False  ...  False       0.0       0.0      1.0\n",
              "..     ...    ...   ...    ...  ...    ...       ...       ...      ...\n",
              "337  False   True  True   True  ...   True       1.0       0.0      0.0\n",
              "338   True   True  True  False  ...  False       1.0       0.0      0.0\n",
              "339   True   True  True   True  ...  False       1.0       0.0      0.0\n",
              "340   True   True  True   True  ...  False       1.0       0.0      0.0\n",
              "341   True   True  True   True  ...  False       1.0       0.0      0.0\n",
              "\n",
              "[342 rows x 203 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2JXZsfvhg9ax",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def SentimentModel(input_shape=(200,)):\n",
        "    \"\"\"\n",
        "    Implementation of the SentimentModel.\n",
        "    \n",
        "    Arguments:\n",
        "    input_shape -- shape of the tweets in the dataset\n",
        "\n",
        "    Returns:\n",
        "    model -- a Model() instance in Keras\n",
        "    \"\"\"\n",
        "     \n",
        "    X_input = Input(input_shape)\n",
        "    \n",
        "    X = Dense(15, activation='relu', kernel_regularizer=l2(0.01), name='fc1', kernel_initializer = glorot_uniform(seed=0))(X_input)\n",
        "    \n",
        "    X = Dense(3, activation='softmax', kernel_regularizer=l2(0.01), name='fc2', kernel_initializer = glorot_uniform(seed=0))(X)\n",
        "    \n",
        "    model = Model(inputs = X_input, outputs=X, name='SentimentModel')\n",
        "    \n",
        "    return model"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UZKM4Wnqg9bV",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "SentimentModel = SentimentModel()"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yiZSmpBDg9b2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "SentimentModel.compile(optimizer='adam', loss='categorical_crossentropy', metrics=[\"accuracy\"])"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EFCif-rPg9cD",
        "colab_type": "code",
        "outputId": "24cd1e74-c61c-424a-ba65-c0685af068ff",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "SentimentModel.fit(x=X_train, y=Y_train, epochs=200, batch_size=32)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/200\n",
            "239/239 [==============================] - 0s 1ms/step - loss: 1.2769 - accuracy: 0.5523\n",
            "Epoch 2/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 1.2269 - accuracy: 0.5397\n",
            "Epoch 3/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 1.1878 - accuracy: 0.5565\n",
            "Epoch 4/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 1.1543 - accuracy: 0.5649\n",
            "Epoch 5/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 1.1242 - accuracy: 0.5816\n",
            "Epoch 6/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 1.0957 - accuracy: 0.5858\n",
            "Epoch 7/200\n",
            "239/239 [==============================] - 0s 51us/step - loss: 1.0693 - accuracy: 0.5858\n",
            "Epoch 8/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 1.0437 - accuracy: 0.5900\n",
            "Epoch 9/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 1.0199 - accuracy: 0.6067\n",
            "Epoch 10/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.9975 - accuracy: 0.6151\n",
            "Epoch 11/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.9765 - accuracy: 0.6360\n",
            "Epoch 12/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.9563 - accuracy: 0.6444\n",
            "Epoch 13/200\n",
            "239/239 [==============================] - 0s 80us/step - loss: 0.9376 - accuracy: 0.6569\n",
            "Epoch 14/200\n",
            "239/239 [==============================] - 0s 66us/step - loss: 0.9184 - accuracy: 0.6569\n",
            "Epoch 15/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.9016 - accuracy: 0.6862\n",
            "Epoch 16/200\n",
            "239/239 [==============================] - 0s 65us/step - loss: 0.8849 - accuracy: 0.7029\n",
            "Epoch 17/200\n",
            "239/239 [==============================] - 0s 62us/step - loss: 0.8699 - accuracy: 0.7155\n",
            "Epoch 18/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.8532 - accuracy: 0.7197\n",
            "Epoch 19/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.8390 - accuracy: 0.7197\n",
            "Epoch 20/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.8253 - accuracy: 0.7322\n",
            "Epoch 21/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.8118 - accuracy: 0.7448\n",
            "Epoch 22/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.7992 - accuracy: 0.7490\n",
            "Epoch 23/200\n",
            "239/239 [==============================] - 0s 64us/step - loss: 0.7880 - accuracy: 0.7699\n",
            "Epoch 24/200\n",
            "239/239 [==============================] - 0s 67us/step - loss: 0.7766 - accuracy: 0.7824\n",
            "Epoch 25/200\n",
            "239/239 [==============================] - 0s 64us/step - loss: 0.7668 - accuracy: 0.7741\n",
            "Epoch 26/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.7569 - accuracy: 0.7950\n",
            "Epoch 27/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.7472 - accuracy: 0.8117\n",
            "Epoch 28/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.7381 - accuracy: 0.7992\n",
            "Epoch 29/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.7282 - accuracy: 0.8117\n",
            "Epoch 30/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.7209 - accuracy: 0.8243\n",
            "Epoch 31/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.7129 - accuracy: 0.8243\n",
            "Epoch 32/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.7055 - accuracy: 0.8285\n",
            "Epoch 33/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.6982 - accuracy: 0.8368\n",
            "Epoch 34/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.6916 - accuracy: 0.8410\n",
            "Epoch 35/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.6851 - accuracy: 0.8452\n",
            "Epoch 36/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.6791 - accuracy: 0.8494\n",
            "Epoch 37/200\n",
            "239/239 [==============================] - 0s 67us/step - loss: 0.6722 - accuracy: 0.8536\n",
            "Epoch 38/200\n",
            "239/239 [==============================] - 0s 65us/step - loss: 0.6667 - accuracy: 0.8536\n",
            "Epoch 39/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.6619 - accuracy: 0.8577\n",
            "Epoch 40/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.6559 - accuracy: 0.8661\n",
            "Epoch 41/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.6510 - accuracy: 0.8661\n",
            "Epoch 42/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.6462 - accuracy: 0.8619\n",
            "Epoch 43/200\n",
            "239/239 [==============================] - 0s 50us/step - loss: 0.6429 - accuracy: 0.8703\n",
            "Epoch 44/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.6376 - accuracy: 0.8745\n",
            "Epoch 45/200\n",
            "239/239 [==============================] - 0s 51us/step - loss: 0.6336 - accuracy: 0.8661\n",
            "Epoch 46/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.6291 - accuracy: 0.8745\n",
            "Epoch 47/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.6252 - accuracy: 0.8912\n",
            "Epoch 48/200\n",
            "239/239 [==============================] - 0s 48us/step - loss: 0.6208 - accuracy: 0.8954\n",
            "Epoch 49/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.6175 - accuracy: 0.8996\n",
            "Epoch 50/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.6135 - accuracy: 0.9038\n",
            "Epoch 51/200\n",
            "239/239 [==============================] - 0s 68us/step - loss: 0.6106 - accuracy: 0.9038\n",
            "Epoch 52/200\n",
            "239/239 [==============================] - 0s 62us/step - loss: 0.6068 - accuracy: 0.9079\n",
            "Epoch 53/200\n",
            "239/239 [==============================] - 0s 65us/step - loss: 0.6037 - accuracy: 0.9038\n",
            "Epoch 54/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.6020 - accuracy: 0.9079\n",
            "Epoch 55/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5976 - accuracy: 0.9163\n",
            "Epoch 56/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5955 - accuracy: 0.9205\n",
            "Epoch 57/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.5925 - accuracy: 0.9205\n",
            "Epoch 58/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5895 - accuracy: 0.9163\n",
            "Epoch 59/200\n",
            "239/239 [==============================] - 0s 50us/step - loss: 0.5870 - accuracy: 0.9205\n",
            "Epoch 60/200\n",
            "239/239 [==============================] - 0s 50us/step - loss: 0.5861 - accuracy: 0.9247\n",
            "Epoch 61/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5831 - accuracy: 0.9289\n",
            "Epoch 62/200\n",
            "239/239 [==============================] - 0s 66us/step - loss: 0.5801 - accuracy: 0.9247\n",
            "Epoch 63/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5776 - accuracy: 0.9247\n",
            "Epoch 64/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.5754 - accuracy: 0.9331\n",
            "Epoch 65/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5737 - accuracy: 0.9331\n",
            "Epoch 66/200\n",
            "239/239 [==============================] - 0s 70us/step - loss: 0.5716 - accuracy: 0.9331\n",
            "Epoch 67/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5692 - accuracy: 0.9331\n",
            "Epoch 68/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5674 - accuracy: 0.9331\n",
            "Epoch 69/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5658 - accuracy: 0.9331\n",
            "Epoch 70/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5641 - accuracy: 0.9372\n",
            "Epoch 71/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5621 - accuracy: 0.9414\n",
            "Epoch 72/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5605 - accuracy: 0.9414\n",
            "Epoch 73/200\n",
            "239/239 [==============================] - 0s 62us/step - loss: 0.5591 - accuracy: 0.9414\n",
            "Epoch 74/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5578 - accuracy: 0.9414\n",
            "Epoch 75/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.5572 - accuracy: 0.9372\n",
            "Epoch 76/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5542 - accuracy: 0.9456\n",
            "Epoch 77/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5536 - accuracy: 0.9414\n",
            "Epoch 78/200\n",
            "239/239 [==============================] - 0s 65us/step - loss: 0.5515 - accuracy: 0.9456\n",
            "Epoch 79/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.5508 - accuracy: 0.9456\n",
            "Epoch 80/200\n",
            "239/239 [==============================] - 0s 77us/step - loss: 0.5494 - accuracy: 0.9456\n",
            "Epoch 81/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5478 - accuracy: 0.9456\n",
            "Epoch 82/200\n",
            "239/239 [==============================] - 0s 62us/step - loss: 0.5469 - accuracy: 0.9498\n",
            "Epoch 83/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5455 - accuracy: 0.9498\n",
            "Epoch 84/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5450 - accuracy: 0.9540\n",
            "Epoch 85/200\n",
            "239/239 [==============================] - 0s 66us/step - loss: 0.5431 - accuracy: 0.9540\n",
            "Epoch 86/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5422 - accuracy: 0.9582\n",
            "Epoch 87/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5418 - accuracy: 0.9582\n",
            "Epoch 88/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5398 - accuracy: 0.9540\n",
            "Epoch 89/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5391 - accuracy: 0.9582\n",
            "Epoch 90/200\n",
            "239/239 [==============================] - 0s 63us/step - loss: 0.5382 - accuracy: 0.9582\n",
            "Epoch 91/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5369 - accuracy: 0.9582\n",
            "Epoch 92/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5381 - accuracy: 0.9540\n",
            "Epoch 93/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5359 - accuracy: 0.9582\n",
            "Epoch 94/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5348 - accuracy: 0.9582\n",
            "Epoch 95/200\n",
            "239/239 [==============================] - 0s 63us/step - loss: 0.5340 - accuracy: 0.9582\n",
            "Epoch 96/200\n",
            "239/239 [==============================] - 0s 64us/step - loss: 0.5334 - accuracy: 0.9623\n",
            "Epoch 97/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5322 - accuracy: 0.9623\n",
            "Epoch 98/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5311 - accuracy: 0.9623\n",
            "Epoch 99/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5315 - accuracy: 0.9582\n",
            "Epoch 100/200\n",
            "239/239 [==============================] - 0s 51us/step - loss: 0.5308 - accuracy: 0.9540\n",
            "Epoch 101/200\n",
            "239/239 [==============================] - 0s 51us/step - loss: 0.5304 - accuracy: 0.9582\n",
            "Epoch 102/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5286 - accuracy: 0.9623\n",
            "Epoch 103/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5294 - accuracy: 0.9623\n",
            "Epoch 104/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5290 - accuracy: 0.9623\n",
            "Epoch 105/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5271 - accuracy: 0.9623\n",
            "Epoch 106/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5263 - accuracy: 0.9623\n",
            "Epoch 107/200\n",
            "239/239 [==============================] - 0s 64us/step - loss: 0.5257 - accuracy: 0.9623\n",
            "Epoch 108/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5258 - accuracy: 0.9623\n",
            "Epoch 109/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5243 - accuracy: 0.9623\n",
            "Epoch 110/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5239 - accuracy: 0.9623\n",
            "Epoch 111/200\n",
            "239/239 [==============================] - 0s 63us/step - loss: 0.5232 - accuracy: 0.9623\n",
            "Epoch 112/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5227 - accuracy: 0.9623\n",
            "Epoch 113/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5222 - accuracy: 0.9623\n",
            "Epoch 114/200\n",
            "239/239 [==============================] - 0s 62us/step - loss: 0.5218 - accuracy: 0.9582\n",
            "Epoch 115/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5212 - accuracy: 0.9582\n",
            "Epoch 116/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5212 - accuracy: 0.9665\n",
            "Epoch 117/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5202 - accuracy: 0.9665\n",
            "Epoch 118/200\n",
            "239/239 [==============================] - 0s 64us/step - loss: 0.5199 - accuracy: 0.9623\n",
            "Epoch 119/200\n",
            "239/239 [==============================] - 0s 69us/step - loss: 0.5199 - accuracy: 0.9665\n",
            "Epoch 120/200\n",
            "239/239 [==============================] - 0s 62us/step - loss: 0.5193 - accuracy: 0.9582\n",
            "Epoch 121/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5189 - accuracy: 0.9623\n",
            "Epoch 122/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5184 - accuracy: 0.9707\n",
            "Epoch 123/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5182 - accuracy: 0.9707\n",
            "Epoch 124/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5176 - accuracy: 0.9707\n",
            "Epoch 125/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5173 - accuracy: 0.9707\n",
            "Epoch 126/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5164 - accuracy: 0.9707\n",
            "Epoch 127/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5166 - accuracy: 0.9665\n",
            "Epoch 128/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5168 - accuracy: 0.9707\n",
            "Epoch 129/200\n",
            "239/239 [==============================] - 0s 64us/step - loss: 0.5161 - accuracy: 0.9665\n",
            "Epoch 130/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5152 - accuracy: 0.9707\n",
            "Epoch 131/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5150 - accuracy: 0.9707\n",
            "Epoch 132/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.5152 - accuracy: 0.9707\n",
            "Epoch 133/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5146 - accuracy: 0.9665\n",
            "Epoch 134/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5141 - accuracy: 0.9665\n",
            "Epoch 135/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5139 - accuracy: 0.9665\n",
            "Epoch 136/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5140 - accuracy: 0.9665\n",
            "Epoch 137/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5135 - accuracy: 0.9707\n",
            "Epoch 138/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5136 - accuracy: 0.9707\n",
            "Epoch 139/200\n",
            "239/239 [==============================] - 0s 63us/step - loss: 0.5129 - accuracy: 0.9665\n",
            "Epoch 140/200\n",
            "239/239 [==============================] - 0s 67us/step - loss: 0.5123 - accuracy: 0.9665\n",
            "Epoch 141/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5121 - accuracy: 0.9665\n",
            "Epoch 142/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5121 - accuracy: 0.9665\n",
            "Epoch 143/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5118 - accuracy: 0.9665\n",
            "Epoch 144/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5116 - accuracy: 0.9707\n",
            "Epoch 145/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.5115 - accuracy: 0.9707\n",
            "Epoch 146/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5109 - accuracy: 0.9707\n",
            "Epoch 147/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5107 - accuracy: 0.9707\n",
            "Epoch 148/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5110 - accuracy: 0.9665\n",
            "Epoch 149/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5107 - accuracy: 0.9665\n",
            "Epoch 150/200\n",
            "239/239 [==============================] - 0s 87us/step - loss: 0.5106 - accuracy: 0.9665\n",
            "Epoch 151/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5107 - accuracy: 0.9665\n",
            "Epoch 152/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5093 - accuracy: 0.9665\n",
            "Epoch 153/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5104 - accuracy: 0.9707\n",
            "Epoch 154/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5097 - accuracy: 0.9707\n",
            "Epoch 155/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5101 - accuracy: 0.9707\n",
            "Epoch 156/200\n",
            "239/239 [==============================] - 0s 63us/step - loss: 0.5091 - accuracy: 0.9707\n",
            "Epoch 157/200\n",
            "239/239 [==============================] - 0s 62us/step - loss: 0.5090 - accuracy: 0.9707\n",
            "Epoch 158/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5094 - accuracy: 0.9707\n",
            "Epoch 159/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.5090 - accuracy: 0.9707\n",
            "Epoch 160/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5082 - accuracy: 0.9707\n",
            "Epoch 161/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5082 - accuracy: 0.9707\n",
            "Epoch 162/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5090 - accuracy: 0.9665\n",
            "Epoch 163/200\n",
            "239/239 [==============================] - 0s 56us/step - loss: 0.5079 - accuracy: 0.9707\n",
            "Epoch 164/200\n",
            "239/239 [==============================] - 0s 64us/step - loss: 0.5081 - accuracy: 0.9707\n",
            "Epoch 165/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5072 - accuracy: 0.9707\n",
            "Epoch 166/200\n",
            "239/239 [==============================] - 0s 62us/step - loss: 0.5071 - accuracy: 0.9707\n",
            "Epoch 167/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5071 - accuracy: 0.9707\n",
            "Epoch 168/200\n",
            "239/239 [==============================] - 0s 65us/step - loss: 0.5072 - accuracy: 0.9707\n",
            "Epoch 169/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5078 - accuracy: 0.9707\n",
            "Epoch 170/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5068 - accuracy: 0.9707\n",
            "Epoch 171/200\n",
            "239/239 [==============================] - 0s 75us/step - loss: 0.5064 - accuracy: 0.9707\n",
            "Epoch 172/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5065 - accuracy: 0.9707\n",
            "Epoch 173/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5061 - accuracy: 0.9707\n",
            "Epoch 174/200\n",
            "239/239 [==============================] - 0s 51us/step - loss: 0.5060 - accuracy: 0.9749\n",
            "Epoch 175/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5065 - accuracy: 0.9749\n",
            "Epoch 176/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5060 - accuracy: 0.9707\n",
            "Epoch 177/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5057 - accuracy: 0.9749\n",
            "Epoch 178/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5053 - accuracy: 0.9707\n",
            "Epoch 179/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5055 - accuracy: 0.9707\n",
            "Epoch 180/200\n",
            "239/239 [==============================] - 0s 57us/step - loss: 0.5065 - accuracy: 0.9707\n",
            "Epoch 181/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5055 - accuracy: 0.9749\n",
            "Epoch 182/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5057 - accuracy: 0.9707\n",
            "Epoch 183/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5054 - accuracy: 0.9707\n",
            "Epoch 184/200\n",
            "239/239 [==============================] - 0s 63us/step - loss: 0.5059 - accuracy: 0.9707\n",
            "Epoch 185/200\n",
            "239/239 [==============================] - 0s 71us/step - loss: 0.5057 - accuracy: 0.9707\n",
            "Epoch 186/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5057 - accuracy: 0.9707\n",
            "Epoch 187/200\n",
            "239/239 [==============================] - 0s 60us/step - loss: 0.5050 - accuracy: 0.9707\n",
            "Epoch 188/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5041 - accuracy: 0.9707\n",
            "Epoch 189/200\n",
            "239/239 [==============================] - 0s 55us/step - loss: 0.5044 - accuracy: 0.9707\n",
            "Epoch 190/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5044 - accuracy: 0.9707\n",
            "Epoch 191/200\n",
            "239/239 [==============================] - 0s 61us/step - loss: 0.5042 - accuracy: 0.9665\n",
            "Epoch 192/200\n",
            "239/239 [==============================] - 0s 58us/step - loss: 0.5041 - accuracy: 0.9707\n",
            "Epoch 193/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5036 - accuracy: 0.9707\n",
            "Epoch 194/200\n",
            "239/239 [==============================] - 0s 54us/step - loss: 0.5052 - accuracy: 0.9707\n",
            "Epoch 195/200\n",
            "239/239 [==============================] - 0s 48us/step - loss: 0.5032 - accuracy: 0.9707\n",
            "Epoch 196/200\n",
            "239/239 [==============================] - 0s 64us/step - loss: 0.5049 - accuracy: 0.9707\n",
            "Epoch 197/200\n",
            "239/239 [==============================] - 0s 52us/step - loss: 0.5040 - accuracy: 0.9707\n",
            "Epoch 198/200\n",
            "239/239 [==============================] - 0s 59us/step - loss: 0.5036 - accuracy: 0.9665\n",
            "Epoch 199/200\n",
            "239/239 [==============================] - 0s 51us/step - loss: 0.5033 - accuracy: 0.9665\n",
            "Epoch 200/200\n",
            "239/239 [==============================] - 0s 53us/step - loss: 0.5031 - accuracy: 0.9707\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.callbacks.History at 0x7f5dea73a630>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s9d1PVdrg9cT",
        "colab_type": "code",
        "outputId": "f18f71a7-3b24-48e3-c7e3-a0f7628dfe23",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        }
      },
      "source": [
        "preds = SentimentModel.evaluate(x=X_test, y=Y_test)\n",
        "### END CODE HERE ###\n",
        "print()\n",
        "print (\"Loss = \" + str(preds[0]))\n",
        "print (\"Test Accuracy = \" + str(preds[1]))"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "103/103 [==============================] - 0s 261us/step\n",
            "\n",
            "Loss = 1.4052035634957472\n",
            "Test Accuracy = 0.5048543810844421\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TeoAkqAzKA41",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}