diff --git a/experimentation/Diabetes Ridge Regression Training.ipynb b/experimentation/Diabetes Ridge Regression Training.ipynb
index 7ae84e38..5e507f96 100644
--- a/experimentation/Diabetes Ridge Regression Training.ipynb	
+++ b/experimentation/Diabetes Ridge Regression Training.ipynb	
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -36,13 +36,227 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
     "X, y = load_diabetes(return_X_y=True)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(442, 10)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(X.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "(442,)\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(y.shape)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "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>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",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <td>count</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "      <td>4.420000e+02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>mean</td>\n",
+       "      <td>-3.639623e-16</td>\n",
+       "      <td>1.309912e-16</td>\n",
+       "      <td>-8.013951e-16</td>\n",
+       "      <td>1.289818e-16</td>\n",
+       "      <td>-9.042540e-17</td>\n",
+       "      <td>1.301121e-16</td>\n",
+       "      <td>-4.563971e-16</td>\n",
+       "      <td>3.863174e-16</td>\n",
+       "      <td>-3.848103e-16</td>\n",
+       "      <td>-3.398488e-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>std</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "      <td>4.761905e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>min</td>\n",
+       "      <td>-1.072256e-01</td>\n",
+       "      <td>-4.464164e-02</td>\n",
+       "      <td>-9.027530e-02</td>\n",
+       "      <td>-1.123996e-01</td>\n",
+       "      <td>-1.267807e-01</td>\n",
+       "      <td>-1.156131e-01</td>\n",
+       "      <td>-1.023071e-01</td>\n",
+       "      <td>-7.639450e-02</td>\n",
+       "      <td>-1.260974e-01</td>\n",
+       "      <td>-1.377672e-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>25%</td>\n",
+       "      <td>-3.729927e-02</td>\n",
+       "      <td>-4.464164e-02</td>\n",
+       "      <td>-3.422907e-02</td>\n",
+       "      <td>-3.665645e-02</td>\n",
+       "      <td>-3.424784e-02</td>\n",
+       "      <td>-3.035840e-02</td>\n",
+       "      <td>-3.511716e-02</td>\n",
+       "      <td>-3.949338e-02</td>\n",
+       "      <td>-3.324879e-02</td>\n",
+       "      <td>-3.317903e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>50%</td>\n",
+       "      <td>5.383060e-03</td>\n",
+       "      <td>-4.464164e-02</td>\n",
+       "      <td>-7.283766e-03</td>\n",
+       "      <td>-5.670611e-03</td>\n",
+       "      <td>-4.320866e-03</td>\n",
+       "      <td>-3.819065e-03</td>\n",
+       "      <td>-6.584468e-03</td>\n",
+       "      <td>-2.592262e-03</td>\n",
+       "      <td>-1.947634e-03</td>\n",
+       "      <td>-1.077698e-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>75%</td>\n",
+       "      <td>3.807591e-02</td>\n",
+       "      <td>5.068012e-02</td>\n",
+       "      <td>3.124802e-02</td>\n",
+       "      <td>3.564384e-02</td>\n",
+       "      <td>2.835801e-02</td>\n",
+       "      <td>2.984439e-02</td>\n",
+       "      <td>2.931150e-02</td>\n",
+       "      <td>3.430886e-02</td>\n",
+       "      <td>3.243323e-02</td>\n",
+       "      <td>2.791705e-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <td>max</td>\n",
+       "      <td>1.107267e-01</td>\n",
+       "      <td>5.068012e-02</td>\n",
+       "      <td>1.705552e-01</td>\n",
+       "      <td>1.320442e-01</td>\n",
+       "      <td>1.539137e-01</td>\n",
+       "      <td>1.987880e-01</td>\n",
+       "      <td>1.811791e-01</td>\n",
+       "      <td>1.852344e-01</td>\n",
+       "      <td>1.335990e-01</td>\n",
+       "      <td>1.356118e-01</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                  0             1             2             3             4  \\\n",
+       "count  4.420000e+02  4.420000e+02  4.420000e+02  4.420000e+02  4.420000e+02   \n",
+       "mean  -3.639623e-16  1.309912e-16 -8.013951e-16  1.289818e-16 -9.042540e-17   \n",
+       "std    4.761905e-02  4.761905e-02  4.761905e-02  4.761905e-02  4.761905e-02   \n",
+       "min   -1.072256e-01 -4.464164e-02 -9.027530e-02 -1.123996e-01 -1.267807e-01   \n",
+       "25%   -3.729927e-02 -4.464164e-02 -3.422907e-02 -3.665645e-02 -3.424784e-02   \n",
+       "50%    5.383060e-03 -4.464164e-02 -7.283766e-03 -5.670611e-03 -4.320866e-03   \n",
+       "75%    3.807591e-02  5.068012e-02  3.124802e-02  3.564384e-02  2.835801e-02   \n",
+       "max    1.107267e-01  5.068012e-02  1.705552e-01  1.320442e-01  1.539137e-01   \n",
+       "\n",
+       "                  5             6             7             8             9  \n",
+       "count  4.420000e+02  4.420000e+02  4.420000e+02  4.420000e+02  4.420000e+02  \n",
+       "mean   1.301121e-16 -4.563971e-16  3.863174e-16 -3.848103e-16 -3.398488e-16  \n",
+       "std    4.761905e-02  4.761905e-02  4.761905e-02  4.761905e-02  4.761905e-02  \n",
+       "min   -1.156131e-01 -1.023071e-01 -7.639450e-02 -1.260974e-01 -1.377672e-01  \n",
+       "25%   -3.035840e-02 -3.511716e-02 -3.949338e-02 -3.324879e-02 -3.317903e-02  \n",
+       "50%   -3.819065e-03 -6.584468e-03 -2.592262e-03 -1.947634e-03 -1.077698e-03  \n",
+       "75%    2.984439e-02  2.931150e-02  3.430886e-02  3.243323e-02  2.791705e-02  \n",
+       "max    1.987880e-01  1.811791e-01  1.852344e-01  1.335990e-01  1.356118e-01  "
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "features = pd.DataFrame(X)\n",
+    "features.describe()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "metadata": {},