diff --git a/PreprocessingFinal.ipynb b/PreprocessingFinal.ipynb
index 84ba3a5..a89d5af 100644
--- a/PreprocessingFinal.ipynb
+++ b/PreprocessingFinal.ipynb
@@ -23,10 +23,24 @@
         "<a href=\"https://colab.research.google.com/github/mjag7682/CS9-1-NLP-for-Twitter-Data-for-predicting-stocks/blob/master/PreprocessingFinal.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "HkqDSyOVDpRD"
+      },
+      "source": [
+        "## Install, Import, Mount statements"
+      ]
+    },
     {
       "cell_type": "code",
       "metadata": {
-        "id": "_gXtdFlzndWh"
+        "id": "_gXtdFlzndWh",
+        "outputId": "534bcbcb-1ea4-4c2c-e8db-8bd6b96d8cc1",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 445
+        }
       },
       "source": [
         "!pip install contractions\n",
@@ -69,50 +83,90 @@
         "from ekphrasis.classes.segmenter import Segmenter\n",
         "import itertools\n"
       ],
-      "execution_count": null,
-      "outputs": []
+      "execution_count": 1,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Requirement already satisfied: contractions in /usr/local/lib/python3.6/dist-packages (0.0.25)\n",
+            "Requirement already satisfied: textsearch in /usr/local/lib/python3.6/dist-packages (from contractions) (0.0.17)\n",
+            "Requirement already satisfied: Unidecode in /usr/local/lib/python3.6/dist-packages (from textsearch->contractions) (1.1.1)\n",
+            "Requirement already satisfied: pyahocorasick in /usr/local/lib/python3.6/dist-packages (from textsearch->contractions) (1.4.0)\n",
+            "Requirement already satisfied: emoji in /usr/local/lib/python3.6/dist-packages (0.6.0)\n",
+            "Requirement already satisfied: ekphrasis in /usr/local/lib/python3.6/dist-packages (0.5.1)\n",
+            "Requirement already satisfied: ujson in /usr/local/lib/python3.6/dist-packages (from ekphrasis) (4.0.1)\n",
+            "Requirement already satisfied: ftfy in /usr/local/lib/python3.6/dist-packages (from ekphrasis) (5.8)\n",
+            "Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from ekphrasis) (4.41.1)\n",
+            "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from ekphrasis) (1.18.5)\n",
+            "Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from ekphrasis) (3.2.2)\n",
+            "Requirement already satisfied: termcolor in /usr/local/lib/python3.6/dist-packages (from ekphrasis) (1.1.0)\n",
+            "Requirement already satisfied: nltk in /usr/local/lib/python3.6/dist-packages (from ekphrasis) (3.2.5)\n",
+            "Requirement already satisfied: colorama in /usr/local/lib/python3.6/dist-packages (from ekphrasis) (0.4.4)\n",
+            "Requirement already satisfied: wcwidth in /usr/local/lib/python3.6/dist-packages (from ftfy->ekphrasis) (0.2.5)\n",
+            "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->ekphrasis) (1.2.0)\n",
+            "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->ekphrasis) (0.10.0)\n",
+            "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->ekphrasis) (2.8.1)\n",
+            "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->ekphrasis) (2.4.7)\n",
+            "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from nltk->ekphrasis) (1.15.0)\n",
+            "[nltk_data] Downloading package punkt to /root/nltk_data...\n",
+            "[nltk_data]   Package punkt 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"
+          ],
+          "name": "stdout"
+        }
+      ]
     },
     {
       "cell_type": "code",
       "metadata": {
         "id": "vFOsh5pJq2QZ",
-        "outputId": "5e5b78f9-48e8-4757-a2a1-356258c3d736",
+        "outputId": "d8e8d313-417d-4b07-af4b-3195d01cc237",
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 34
+          "height": 54
         }
       },
       "source": [
         "from google.colab import drive\n",
         "drive.mount('/content/drive')"
       ],
-      "execution_count": 3,
+      "execution_count": 2,
       "outputs": [
         {
           "output_type": "stream",
           "text": [
-            "Mounted at /content/drive\n"
+            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
           ],
           "name": "stdout"
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "T1O0ewkADyRM"
+      },
+      "source": [
+        "## Load file"
+      ]
+    },
     {
       "cell_type": "code",
       "metadata": {
         "id": "BVXGLwXaq5I5",
-        "outputId": "874c4c78-14a8-49d2-f1bf-d68c621db7bd",
+        "outputId": "07e36ae8-912a-482f-e70a-6b1276a3aae7",
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 204
+          "height": 419
         }
       },
       "source": [
-        "df_comb = pd.read_csv('/content/drive/My Drive/Colab Notebooks/Capstone/Labelled (Percentage change)/AAPL_label2.1.csv')\n",
+        "df_comb = pd.read_csv('/content/drive/My Drive/Colab Notebooks/Capstone/Labelled (Percentage change)/WMT_label2.1.csv')\n",
         "combine_ds = df_comb.sample(frac=1)\n",
-        "combine_ds.head()"
+        "combine_ds"
       ],
-      "execution_count": 4,
+      "execution_count": 3,
       "outputs": [
         {
           "output_type": "execute_result",
@@ -142,55 +196,103 @@
               "  </thead>\n",
               "  <tbody>\n",
               "    <tr>\n",
-              "      <th>563747</th>\n",
-              "      <td>$AAPL sold my 250 April puts! BAM</td>\n",
-              "      <td>-1.0</td>\n",
+              "      <th>10779</th>\n",
+              "      <td>$WMT how are you bearish fools doing?</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7731</th>\n",
+              "      <td>$WMT more pain for stubborn shorts. -signed st...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3159</th>\n",
+              "      <td>$WMT layoffs and cost cutting measures coming ...</td>\n",
+              "      <td>-1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>561</th>\n",
+              "      <td>fyi: Huge (over 1 million) call vol in $T and ...</td>\n",
+              "      <td>1</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>378786</th>\n",
-              "      <td>Stocks from the SMB Scanner: $FB $EXPE $FEYE $...</td>\n",
-              "      <td>-1.0</td>\n",
+              "      <th>12165</th>\n",
+              "      <td>The 6 Most Shorted Dow Stocks\\n\\n$MSFT  $CSCO ...</td>\n",
+              "      <td>0</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>295238</th>\n",
-              "      <td>$AAPL wish apple would just buyback to 125 to ...</td>\n",
-              "      <td>0.0</td>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>110904</th>\n",
-              "      <td>@zspecs @SlopeOfHope @JRNavarro75 Options can ...</td>\n",
-              "      <td>1.0</td>\n",
+              "      <th>7153</th>\n",
+              "      <td>Yesterdays  Sell On Close  Closing Order Imbal...</td>\n",
+              "      <td>-1</td>\n",
               "    </tr>\n",
               "    <tr>\n",
-              "      <th>1117553</th>\n",
-              "      <td>$SPY $AAPL \\n\\nJesús Christ. That was some day!</td>\n",
-              "      <td>0.0</td>\n",
+              "      <th>7790</th>\n",
+              "      <td>Why XPO Logistics Inc Stock Is More Than a Spe...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10965</th>\n",
+              "      <td>Newport Wealth Strategies Inc.,has filed Form ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12201</th>\n",
+              "      <td>$WMT Walmart needs to show us some action today</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1225</th>\n",
+              "      <td>#Tesco 2nd of Top 3 global grocers to quit Jap...</td>\n",
+              "      <td>1</td>\n",
               "    </tr>\n",
               "  </tbody>\n",
               "</table>\n",
+              "<p>12231 rows × 2 columns</p>\n",
               "</div>"
             ],
             "text/plain": [
-              "                                                   message  label\n",
-              "563747                   $AAPL sold my 250 April puts! BAM   -1.0\n",
-              "378786   Stocks from the SMB Scanner: $FB $EXPE $FEYE $...   -1.0\n",
-              "295238   $AAPL wish apple would just buyback to 125 to ...    0.0\n",
-              "110904   @zspecs @SlopeOfHope @JRNavarro75 Options can ...    1.0\n",
-              "1117553    $SPY $AAPL \\n\\nJesús Christ. That was some day!    0.0"
+              "                                                 message  label\n",
+              "10779              $WMT how are you bearish fools doing?      1\n",
+              "7731   $WMT more pain for stubborn shorts. -signed st...      1\n",
+              "3159   $WMT layoffs and cost cutting measures coming ...     -1\n",
+              "561    fyi: Huge (over 1 million) call vol in $T and ...      1\n",
+              "12165  The 6 Most Shorted Dow Stocks\\n\\n$MSFT  $CSCO ...      0\n",
+              "...                                                  ...    ...\n",
+              "7153   Yesterdays  Sell On Close  Closing Order Imbal...     -1\n",
+              "7790   Why XPO Logistics Inc Stock Is More Than a Spe...      1\n",
+              "10965  Newport Wealth Strategies Inc.,has filed Form ...      1\n",
+              "12201    $WMT Walmart needs to show us some action today      1\n",
+              "1225   #Tesco 2nd of Top 3 global grocers to quit Jap...      1\n",
+              "\n",
+              "[12231 rows x 2 columns]"
             ]
           },
           "metadata": {
             "tags": []
           },
-          "execution_count": 4
+          "execution_count": 3
         }
       ]
     },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "B8G7WU8SD08e"
+      },
+      "source": [
+        "## Preprocess data"
+      ]
+    },
     {
       "cell_type": "code",
       "metadata": {
         "id": "z70r1eYrnoB_",
-        "outputId": "bd2bd23f-5c39-4eb8-9169-5e18df89a7e9",
+        "outputId": "ea37ebdc-ea6a-4fa9-ce8c-610b7bbac64f",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 54
@@ -200,14 +302,14 @@
         "combine_ds['message'] = combine_ds['message'].str.lower()\n",
         "message = combine_ds['message'].tolist()\n",
         "\n",
-        "print(message[:10])\n"
+        "print(message[:10])"
       ],
-      "execution_count": 5,
+      "execution_count": 4,
       "outputs": [
         {
           "output_type": "stream",
           "text": [
-            "['$aapl sold my 250 april puts! bam', 'stocks from the smb scanner: $fb $expe $feye $blue $nvo $uso $aapl $expe', '$aapl wish apple would just buyback to 125 to get over the 120/700 mental barrier', '@zspecs @slopeofhope @jrnavarro75 options can also be used to reduce risk, as in these examples: http://stks.co/gne2 $aapl', '$spy $aapl \\n\\njesús christ. that was some day!', '$aapl forging ahead with an upward range every day...whether closing at new highs or just small gains..very bullish signal over all.', '$aapl trump supporters can&#39;t afford apple products anyway so this boycott isn&#39;t going to affect sales. rather, it will boost sales and attn', 'today&#39;s iphone event will be a test of trust for apple $aapl http://goo.gl/fpwxke', 'it&#39;s pretty clear that supply &gt;&gt; demand out there right now.. $spy $dia $qqq $aapl $nflx $nvda $pypl etc', 'the industry average profit margin is 1.64%. $aapl outperforms 97% of its industry peers. https://www.chartmill.com/stock/quote/aapl/fundamental-analysis?key=bb853040-a4ac-41c6-b549-d218d2f21b32&amp;utm_source=stocktwits&amp;utm_medium=fa&amp;utm_content=aapl&amp;utm_campaign=social_tracking']\n"
+            "['$wmt how are you bearish fools doing?', '$wmt more pain for stubborn shorts. -signed stubborn long', '$wmt layoffs and cost cutting measures coming -brazil is a disaster.no position. if it gets to 45, maybe..lol', 'fyi: huge (over 1 million) call vol in $t and $vz itm july calls yesterday. chain: http://stk.ly/owk4r5 , http://stk.ly/mqiyye &gt;  what&#39;s up?', 'the 6 most shorted dow stocks\\n\\n$msft  $csco $vz $ko $v \\n\\nhttps://247wallst.com/investing/2019/12/26/6-most-shorted-dow-stocks-microsoft-is-king-of-the-hill-in-december/1/', '02:57:30 pm manual exit. closing my $wmt position of 672 shares that was opened oct 29 for a 0.07% gain.', '@sspencer_smb tmobile/sprint still a foreign owed enterprise, either way..  buy american $t and $vz ..', '@scarborory agree .... $s owns the most spectrum in the us comparing w $t , $vz and $tmus', '$baba just had some positive pr on fox news radio. talked about how $baba is destroying $wmt due to it&#39;s success.', '$wmt $ostk $msft employees chant this in the bathroom']\n"
           ],
           "name": "stdout"
         }
@@ -246,14 +348,14 @@
         "    # print(re_t)\n",
         "    return re_t"
       ],
-      "execution_count": 8,
+      "execution_count": 5,
       "outputs": []
     },
     {
       "cell_type": "code",
       "metadata": {
-        "id": "4LRFAxgcn_fi",
-        "outputId": "a10b4eae-a37d-4694-fe94-f127beeebfcf",
+        "id": "_3YWRwzLBGs1",
+        "outputId": "25a76e0b-f43d-4419-bfc5-77f4da53ff49",
         "colab": {
           "base_uri": "https://localhost:8080/",
           "height": 51
@@ -263,14 +365,33 @@
         "stop_words = sw.words(\"english\")\n",
         "tweet_tokenizer = TweetTokenizer()\n",
         "detokenizer = TreebankWordDetokenizer()\n",
-        "message_p = []\n",
+        "# message_p = []\n",
         "\n",
         "# for repeating characters in words\n",
         "message_rpt = re.compile(r\"(.)\\1{2,}\", re.IGNORECASE)\n",
         "\n",
         "# segmenter using the word statistics from Twitter\n",
-        "seg_tw = Segmenter(corpus=\"twitter\")\n",
-        "\n",
+        "seg_tw = Segmenter(corpus=\"twitter\")\n"
+      ],
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Reading twitter - 1grams ...\n",
+            "Reading twitter - 2grams ...\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "4LRFAxgcn_fi"
+      },
+      "source": [
+        "message_p = []\n",
         "for msg in message:\n",
         "    # remove emojis\n",
         "    msg = emoji.demojize(msg)\n",
@@ -280,7 +401,7 @@
         "\n",
         "    # remove punctuations\n",
         "    msg = remove_punctuation_re(msg) \n",
-        "    message_p.append(msg)\n",
+        "\n",
         "    #tokenize\n",
         "    msg_tokens = tweet_tokenizer.tokenize(msg)\n",
         "\n",
@@ -299,52 +420,298 @@
         "      # detokenize\n",
         "      msg = detokenizer.detokenize(msg)\n",
         "\n",
-        "      # removing repeating words like hurrrryyyyyy-- worrks on tokenized list\n",
+        "      # removing repeating characters like hurrrryyyyyy-- worrks on tokenized list\n",
         "      msg = processRepeatings(msg)\n",
         "\n",
         "      message_p.append(msg)\n"
       ],
-      "execution_count": 9,
+      "execution_count": 7,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "pXWjHAcQoIEh",
+        "outputId": "346a4824-d1fd-485f-8280-64eb64327499",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 187
+        }
+      },
+      "source": [
+        "message_p[:10]"
+      ],
+      "execution_count": 8,
       "outputs": [
         {
-          "output_type": "stream",
-          "text": [
-            "Reading twitter - 1grams ...\n",
-            "Reading twitter - 2grams ...\n"
-          ],
-          "name": "stdout"
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "['wmt bearish fools',\n",
+              " 'wmt pain stubborn shorts signed stubborn long',\n",
+              " 'wmt layoffs cost cutting measures coming brazil disaster position gets 45 maybe lol',\n",
+              " 'fyi huge 1 million call vol vz itm july calls yesterday chain gt 39',\n",
+              " '6 shorted dow stocks msft csco vz ko v',\n",
+              " '02 57 30 pm manual exit closing wmt position 672 shares opened oct 29 0 07 gain',\n",
+              " 'tmobile sprint still foreign owed enterprise either way buy american vz',\n",
+              " 'agree owns spectrum us comparing w vz tmus',\n",
+              " 'baba positive pr fox news radio talked baba destroying wmt due 39 success',\n",
+              " 'wmt ostk msft employees chant bathroom']"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 8
         }
       ]
     },
     {
       "cell_type": "code",
       "metadata": {
-        "id": "pXWjHAcQoIEh",
-        "outputId": "79b08153-5f77-4203-a1bf-308ca594ab36",
+        "id": "KkSpMpJWAG4u",
+        "outputId": "434cb601-02ad-4600-d726-93487cc11064",
         "colab": {
           "base_uri": "https://localhost:8080/",
-          "height": 187
+          "height": 419
         }
       },
       "source": [
-        "message_p[:10]"
+        "combine_ds['message'] = message_p\n",
+        "combine_ds"
+      ],
+      "execution_count": 10,
+      "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>message</th>\n",
+              "      <th>label</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>10779</th>\n",
+              "      <td>wmt bearish fools</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7731</th>\n",
+              "      <td>wmt pain stubborn shorts signed stubborn long</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3159</th>\n",
+              "      <td>wmt layoffs cost cutting measures coming brazi...</td>\n",
+              "      <td>-1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>561</th>\n",
+              "      <td>fyi huge 1 million call vol vz itm july calls ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12165</th>\n",
+              "      <td>6 shorted dow stocks msft csco vz ko v</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7153</th>\n",
+              "      <td>yesterdays sell close closing order imbalance ...</td>\n",
+              "      <td>-1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7790</th>\n",
+              "      <td>xpo logistics inc stock speculative buy xpo tg...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10965</th>\n",
+              "      <td>newport wealth strategies inc filed form 13f q...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12201</th>\n",
+              "      <td>wmt walmart needs show us action today</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1225</th>\n",
+              "      <td>tesco 2nd top 3 global grocers quit japan carr...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>12231 rows × 2 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                                                 message  label\n",
+              "10779                                  wmt bearish fools      1\n",
+              "7731       wmt pain stubborn shorts signed stubborn long      1\n",
+              "3159   wmt layoffs cost cutting measures coming brazi...     -1\n",
+              "561    fyi huge 1 million call vol vz itm july calls ...      1\n",
+              "12165             6 shorted dow stocks msft csco vz ko v      0\n",
+              "...                                                  ...    ...\n",
+              "7153   yesterdays sell close closing order imbalance ...     -1\n",
+              "7790   xpo logistics inc stock speculative buy xpo tg...      1\n",
+              "10965  newport wealth strategies inc filed form 13f q...      1\n",
+              "12201             wmt walmart needs show us action today      1\n",
+              "1225   tesco 2nd top 3 global grocers quit japan carr...      1\n",
+              "\n",
+              "[12231 rows x 2 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 10
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "3DraQK_uDcBU",
+        "outputId": "1413d0b6-54b1-49e4-8fcb-26c8302a2c30",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 419
+        }
+      },
+      "source": [
+        "# Drop Retweets\n",
+        "combine_ds.drop(combine_ds[combine_ds['message'] == '-1'].index, inplace = True) \n",
+        "combine_ds"
       ],
       "execution_count": 12,
       "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>message</th>\n",
+              "      <th>label</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>10779</th>\n",
+              "      <td>wmt bearish fools</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7731</th>\n",
+              "      <td>wmt pain stubborn shorts signed stubborn long</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3159</th>\n",
+              "      <td>wmt layoffs cost cutting measures coming brazi...</td>\n",
+              "      <td>-1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>561</th>\n",
+              "      <td>fyi huge 1 million call vol vz itm july calls ...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12165</th>\n",
+              "      <td>6 shorted dow stocks msft csco vz ko v</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7153</th>\n",
+              "      <td>yesterdays sell close closing order imbalance ...</td>\n",
+              "      <td>-1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7790</th>\n",
+              "      <td>xpo logistics inc stock speculative buy xpo tg...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10965</th>\n",
+              "      <td>newport wealth strategies inc filed form 13f q...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12201</th>\n",
+              "      <td>wmt walmart needs show us action today</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1225</th>\n",
+              "      <td>tesco 2nd top 3 global grocers quit japan carr...</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>12082 rows × 2 columns</p>\n",
+              "</div>"
+            ],
             "text/plain": [
-              "['aapl sold my 250 april puts bam',\n",
-              " 'aapl sold 250 april puts bam',\n",
-              " 'stocks from the smb scanner fb expe feye blue nvo uso aapl expe',\n",
-              " 'stocks smb scanner fb expe feye blue nvo uso aapl expe',\n",
-              " 'aapl wish apple would just buyback to 125 to get over the 120 700 mental barrier',\n",
-              " 'aapl wish apple would buyback 125 get 120 700 mental barrier',\n",
-              " 'options can also be used to reduce risk as in these examples aapl',\n",
-              " 'options also used reduce risk examples aapl',\n",
-              " 'spy aapl jesús christ that was some day',\n",
-              " 'spy aapl jesús christ day']"
+              "                                                 message  label\n",
+              "10779                                  wmt bearish fools      1\n",
+              "7731       wmt pain stubborn shorts signed stubborn long      1\n",
+              "3159   wmt layoffs cost cutting measures coming brazi...     -1\n",
+              "561    fyi huge 1 million call vol vz itm july calls ...      1\n",
+              "12165             6 shorted dow stocks msft csco vz ko v      0\n",
+              "...                                                  ...    ...\n",
+              "7153   yesterdays sell close closing order imbalance ...     -1\n",
+              "7790   xpo logistics inc stock speculative buy xpo tg...      1\n",
+              "10965  newport wealth strategies inc filed form 13f q...      1\n",
+              "12201             wmt walmart needs show us action today      1\n",
+              "1225   tesco 2nd top 3 global grocers quit japan carr...      1\n",
+              "\n",
+              "[12082 rows x 2 columns]"
             ]
           },
           "metadata": {