diff --git a/2-Regression/3-Linear/notebook.ipynb b/2-Regression/3-Linear/notebook.ipynb
index 2da56e5b..b01f1ee8 100644
--- a/2-Regression/3-Linear/notebook.ipynb
+++ b/2-Regression/3-Linear/notebook.ipynb
@@ -16,209 +16,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "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",
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-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>City Name</th>\n",
-       "      <th>Type</th>\n",
-       "      <th>Package</th>\n",
-       "      <th>Variety</th>\n",
-       "      <th>Sub Variety</th>\n",
-       "      <th>Grade</th>\n",
-       "      <th>Date</th>\n",
-       "      <th>Low Price</th>\n",
-       "      <th>High Price</th>\n",
-       "      <th>Mostly Low</th>\n",
-       "      <th>...</th>\n",
-       "      <th>Unit of Sale</th>\n",
-       "      <th>Quality</th>\n",
-       "      <th>Condition</th>\n",
-       "      <th>Appearance</th>\n",
-       "      <th>Storage</th>\n",
-       "      <th>Crop</th>\n",
-       "      <th>Repack</th>\n",
-       "      <th>Trans Mode</th>\n",
-       "      <th>Unnamed: 24</th>\n",
-       "      <th>Unnamed: 25</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>24 inch bins</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>4/29/17</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>E</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>24 inch bins</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>5/6/17</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>280.0</td>\n",
-       "      <td>270.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>E</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>24 inch bins</td>\n",
-       "      <td>HOWDEN TYPE</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>9/24/16</td>\n",
-       "      <td>160.0</td>\n",
-       "      <td>160.0</td>\n",
-       "      <td>160.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>N</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>24 inch bins</td>\n",
-       "      <td>HOWDEN TYPE</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>9/24/16</td>\n",
-       "      <td>160.0</td>\n",
-       "      <td>160.0</td>\n",
-       "      <td>160.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>N</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>24 inch bins</td>\n",
-       "      <td>HOWDEN TYPE</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>11/5/16</td>\n",
-       "      <td>90.0</td>\n",
-       "      <td>100.0</td>\n",
-       "      <td>90.0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>N</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 26 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "   City Name Type       Package      Variety Sub Variety  Grade     Date  \\\n",
-       "0  BALTIMORE  NaN  24 inch bins          NaN         NaN    NaN  4/29/17   \n",
-       "1  BALTIMORE  NaN  24 inch bins          NaN         NaN    NaN   5/6/17   \n",
-       "2  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  9/24/16   \n",
-       "3  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  9/24/16   \n",
-       "4  BALTIMORE  NaN  24 inch bins  HOWDEN TYPE         NaN    NaN  11/5/16   \n",
-       "\n",
-       "   Low Price  High Price  Mostly Low  ...  Unit of Sale Quality Condition  \\\n",
-       "0      270.0       280.0       270.0  ...           NaN     NaN       NaN   \n",
-       "1      270.0       280.0       270.0  ...           NaN     NaN       NaN   \n",
-       "2      160.0       160.0       160.0  ...           NaN     NaN       NaN   \n",
-       "3      160.0       160.0       160.0  ...           NaN     NaN       NaN   \n",
-       "4       90.0       100.0        90.0  ...           NaN     NaN       NaN   \n",
-       "\n",
-       "  Appearance Storage  Crop Repack  Trans Mode  Unnamed: 24  Unnamed: 25  \n",
-       "0        NaN     NaN   NaN      E         NaN          NaN          NaN  \n",
-       "1        NaN     NaN   NaN      E         NaN          NaN          NaN  \n",
-       "2        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
-       "3        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
-       "4        NaN     NaN   NaN      N         NaN          NaN          NaN  \n",
-       "\n",
-       "[5 rows x 26 columns]"
-      ]
-     },
-     "execution_count": 2,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import matplotlib.pyplot as plt\n",
@@ -232,115 +32,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
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-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
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-       "\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>Month</th>\n",
-       "      <th>Variety</th>\n",
-       "      <th>City</th>\n",
-       "      <th>Package</th>\n",
-       "      <th>Low Price</th>\n",
-       "      <th>High Price</th>\n",
-       "      <th>Price</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>9</td>\n",
-       "      <td>PIE TYPE</td>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>1 1/9 bushel cartons</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>13.636364</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>9</td>\n",
-       "      <td>PIE TYPE</td>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>1 1/9 bushel cartons</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>16.363636</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>72</th>\n",
-       "      <td>10</td>\n",
-       "      <td>PIE TYPE</td>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>1 1/9 bushel cartons</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>18.0</td>\n",
-       "      <td>16.363636</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>73</th>\n",
-       "      <td>10</td>\n",
-       "      <td>PIE TYPE</td>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>1 1/9 bushel cartons</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>17.0</td>\n",
-       "      <td>15.454545</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>74</th>\n",
-       "      <td>10</td>\n",
-       "      <td>PIE TYPE</td>\n",
-       "      <td>BALTIMORE</td>\n",
-       "      <td>1 1/9 bushel cartons</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>15.0</td>\n",
-       "      <td>13.636364</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "    Month   Variety       City               Package  Low Price  High Price  \\\n",
-       "70      9  PIE TYPE  BALTIMORE  1 1/9 bushel cartons       15.0        15.0   \n",
-       "71      9  PIE TYPE  BALTIMORE  1 1/9 bushel cartons       18.0        18.0   \n",
-       "72     10  PIE TYPE  BALTIMORE  1 1/9 bushel cartons       18.0        18.0   \n",
-       "73     10  PIE TYPE  BALTIMORE  1 1/9 bushel cartons       17.0        17.0   \n",
-       "74     10  PIE TYPE  BALTIMORE  1 1/9 bushel cartons       15.0        15.0   \n",
-       "\n",
-       "        Price  \n",
-       "70  13.636364  \n",
-       "71  16.363636  \n",
-       "72  16.363636  \n",
-       "73  15.454545  \n",
-       "74  13.636364  "
-      ]
-     },
-     "execution_count": 3,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "pumpkins = pumpkins[pumpkins['Package'].str.contains('bushel', case=True, regex=True)]\n",
     "\n",
@@ -377,34 +71,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(array([ 7.5,  8. ,  8.5,  9. ,  9.5, 10. , 10.5, 11. , 11.5, 12. , 12.5]),\n",
-       " <a list of 11 Text major ticklabel objects>)"
-      ]
-     },
-     "execution_count": 4,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "import matplotlib.pyplot as plt\n",
     "plt.scatter('Month','Price',data=new_pumpkins)"
@@ -415,7 +84,10 @@
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": []
+   "source": [
+    "\n",
+    "plt.scatter('DayOfYear','Price',data=new_pumpkins)"
+   ]
   }
  ],
  "metadata": {