diff --git a/Project/Tools/Preprocessing.ipynb b/Project/Tools/Preprocessing.ipynb
new file mode 100644
index 0000000..3d829dd
--- /dev/null
+++ b/Project/Tools/Preprocessing.ipynb
@@ -0,0 +1,151 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from nltk.corpus import stopwords"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "table = pd.read_csv(\"emoji_descriptions.csv\", names=(\"id\",\"char\", \"description\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "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>id</th>\n",
+       "      <th>char</th>\n",
+       "      <th>description</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>NaN</th>\n",
+       "      <td>code</td>\n",
+       "      <td>character</td>\n",
+       "      <td>descripion,</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0.0</th>\n",
+       "      <td>126980</td>\n",
+       "      <td>🀄</td>\n",
+       "      <td>MAHJONG TILE RED DRAGON</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1.0</th>\n",
+       "      <td>129525</td>\n",
+       "      <td>🧵</td>\n",
+       "      <td>SPOOL OF THREAD</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2.0</th>\n",
+       "      <td>129526</td>\n",
+       "      <td>🧶</td>\n",
+       "      <td>BALL OF YARN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3.0</th>\n",
+       "      <td>127183</td>\n",
+       "      <td>🃏</td>\n",
+       "      <td>PLAYING CARD BLACK JOKER</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          id       char               description\n",
+       "NaN     code  character               descripion,\n",
+       " 0.0  126980          🀄   MAHJONG TILE RED DRAGON\n",
+       " 1.0  129525          🧵           SPOOL OF THREAD\n",
+       " 2.0  129526          🧶              BALL OF YARN\n",
+       " 3.0  127183          🃏  PLAYING CARD BLACK JOKER"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "table.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "prepStep1Table = table\n",
+    "print(table[3])\n",
+    "# lowercasing\n",
+    "#for entry in table[\"description\"][1:]:\n",
+    "   # prepStep1Table[\"description\"][entry] = table[\"description\"][entry].toLower()\n",
+    "#print(prepStep1Table)\n",
+    "#stopword removal\n",
+    "#for entry in prepStep1Table[\"description\"][1:]:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.6.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}