diff --git a/2-Regression/3-Linear/solution/notebook.ipynb b/2-Regression/3-Linear/solution/notebook.ipynb
index c7edaac7..54c70b31 100644
--- a/2-Regression/3-Linear/solution/notebook.ipynb
+++ b/2-Regression/3-Linear/solution/notebook.ipynb
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 104,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [
     {
@@ -71,7 +71,7 @@
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      },
      "metadata": {},
-     "execution_count": 104
+     "execution_count": 47
     }
    ],
    "source": [
@@ -86,7 +86,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 105,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [
     {
@@ -103,7 +103,7 @@
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-     "execution_count": 105
+     "execution_count": 48
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    "source": [
@@ -139,24 +139,24 @@
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   {
    "cell_type": "code",
-   "execution_count": 106,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [
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      "data": {
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      },
      "metadata": {
@@ -171,14 +171,14 @@
   },
   {
    "source": [
-    "Try a different way to discover information: comparing Package to Price "
+    "Try some different correlations"
    ],
    "cell_type": "markdown",
    "metadata": {}
   },
   {
    "cell_type": "code",
-   "execution_count": 107,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [
     {
@@ -204,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 108,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [
     {
@@ -232,7 +232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 109,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -257,14 +257,14 @@
       "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>Package</th>\n      <th>Price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>70</th>\n      <td>0</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>0</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>0</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>0</td>\n      <td>15.454545</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>0</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1738</th>\n      <td>2</td>\n      <td>30.000000</td>\n    </tr>\n    <tr>\n      <th>1739</th>\n      <td>2</td>\n      <td>28.750000</td>\n    </tr>\n    <tr>\n      <th>1740</th>\n      <td>2</td>\n      <td>25.750000</td>\n    </tr>\n    <tr>\n      <th>1741</th>\n      <td>2</td>\n      <td>24.000000</td>\n    </tr>\n    <tr>\n      <th>1742</th>\n      <td>2</td>\n      <td>24.000000</td>\n    </tr>\n  </tbody>\n</table>\n<p>415 rows × 2 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 109
+     "execution_count": 52
     }
    ],
    "source": [
     "new_columns = ['Package', 'Price']\n",
-    "ml_pumpkins = new_pumpkins.drop([c for c in new_pumpkins.columns if c not in new_columns], axis='columns')\n",
+    "lin_pumpkins = new_pumpkins.drop([c for c in new_pumpkins.columns if c not in new_columns], axis='columns')\n",
     "\n",
-    "ml_pumpkins\n"
+    "lin_pumpkins\n"
    ]
   },
   {
@@ -276,17 +276,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 110,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [],
    "source": [
-    "X = ml_pumpkins.values[:, :1]\n",
-    "y = ml_pumpkins.values[:, 1:2]\n"
+    "X = lin_pumpkins.values[:, :1]\n",
+    "y = lin_pumpkins.values[:, 1:2]\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [
     {
@@ -324,14 +324,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
@@ -353,7 +353,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -364,7 +364,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 113
+     "execution_count": 56
     }
    ],
    "source": [
@@ -373,7 +373,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 57,
    "metadata": {},
    "outputs": [
     {
@@ -398,7 +398,7 @@
       "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>Month</th>\n      <th>Variety</th>\n      <th>City</th>\n      <th>Package</th>\n      <th>Price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>70</th>\n      <td>1</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>71</th>\n      <td>1</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>72</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>16.363636</td>\n    </tr>\n    <tr>\n      <th>73</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>15.454545</td>\n    </tr>\n    <tr>\n      <th>74</th>\n      <td>2</td>\n      <td>3</td>\n      <td>1</td>\n      <td>0</td>\n      <td>13.636364</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1738</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>30.000000</td>\n    </tr>\n    <tr>\n      <th>1739</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>28.750000</td>\n    </tr>\n    <tr>\n      <th>1740</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>25.750000</td>\n    </tr>\n    <tr>\n      <th>1741</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>24.000000</td>\n    </tr>\n    <tr>\n      <th>1742</th>\n      <td>1</td>\n      <td>1</td>\n      <td>9</td>\n      <td>2</td>\n      <td>24.000000</td>\n    </tr>\n  </tbody>\n</table>\n<p>415 rows × 5 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 114
+     "execution_count": 57
     }
    ],
    "source": [
@@ -410,19 +410,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 115,
+   "execution_count": 58,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fdbd1a1d730>"
+       "<pandas.io.formats.style.Styler at 0x7ffe1145eb20>"
       ],
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id=\"T_8a922194_8759_11eb_a5e0_acde48001122level0_row0\" class=\"row_heading level0 row0\" >Month</th>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row0_col0\" class=\"data row0 col0\" >1.000000</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row0_col1\" class=\"data row0 col1\" >0.171330</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row0_col2\" class=\"data row0 col2\" >-0.188728</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row0_col3\" class=\"data row0 col3\" >-0.144847</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row0_col4\" class=\"data row0 col4\" >-0.148783</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8a922194_8759_11eb_a5e0_acde48001122level0_row1\" class=\"row_heading level0 row1\" >Variety</th>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row1_col0\" class=\"data row1 col0\" >0.171330</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row1_col1\" class=\"data row1 col1\" >1.000000</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row1_col2\" class=\"data row1 col2\" >-0.248441</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row1_col3\" class=\"data row1 col3\" >-0.614855</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row1_col4\" class=\"data row1 col4\" >-0.863479</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8a922194_8759_11eb_a5e0_acde48001122level0_row2\" class=\"row_heading level0 row2\" >City</th>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row2_col0\" class=\"data row2 col0\" >-0.188728</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row2_col1\" class=\"data row2 col1\" >-0.248441</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row2_col2\" class=\"data row2 col2\" >1.000000</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row2_col3\" class=\"data row2 col3\" >0.301604</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row2_col4\" class=\"data row2 col4\" >0.323640</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8a922194_8759_11eb_a5e0_acde48001122level0_row3\" class=\"row_heading level0 row3\" >Package</th>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row3_col0\" class=\"data row3 col0\" >-0.144847</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row3_col1\" class=\"data row3 col1\" >-0.614855</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row3_col2\" class=\"data row3 col2\" >0.301604</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row3_col3\" class=\"data row3 col3\" >1.000000</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row3_col4\" class=\"data row3 col4\" >0.606171</td>\n            </tr>\n            <tr>\n                        <th id=\"T_8a922194_8759_11eb_a5e0_acde48001122level0_row4\" class=\"row_heading level0 row4\" >Price</th>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row4_col0\" class=\"data row4 col0\" >-0.148783</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row4_col1\" class=\"data row4 col1\" >-0.863479</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row4_col2\" class=\"data row4 col2\" >0.323640</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row4_col3\" class=\"data row4 col3\" >0.606171</td>\n                        <td id=\"T_8a922194_8759_11eb_a5e0_acde48001122row4_col4\" class=\"data row4 col4\" >1.000000</td>\n            </tr>\n    </tbody></table>"
+      "text/html": "<style  type=\"text/css\" >\n    #T_527ee678_875b_11eb_9f69_acde48001122row0_col0 {\n            background-color:  #b40426;\n            color:  #f1f1f1;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row0_col1 {\n            background-color:  #ead4c8;\n            color:  #000000;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row0_col2 {\n            background-color:  #4961d2;\n            color:  #f1f1f1;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row0_col3 {\n            background-color:  #9bbcff;\n            color:  #000000;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row0_col4 {\n            background-color:  #bbd1f8;\n            color:  #000000;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row1_col0 {\n            background-color:  #9fbfff;\n            color:  #000000;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row1_col1 {\n            background-color:  #b40426;\n            color:  #f1f1f1;\n        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{\n            background-color:  #3b4cc0;\n            color:  #f1f1f1;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row4_col2 {\n            background-color:  #d2dbe8;\n            color:  #000000;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row4_col3 {\n            background-color:  #f39778;\n            color:  #000000;\n        }    #T_527ee678_875b_11eb_9f69_acde48001122row4_col4 {\n            background-color:  #b40426;\n            color:  #f1f1f1;\n        }</style><table id=\"T_527ee678_875b_11eb_9f69_acde48001122\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >Month</th>        <th class=\"col_heading level0 col1\" >Variety</th>        <th class=\"col_heading level0 col2\" >City</th>        <th class=\"col_heading level0 col3\" >Package</th>        <th class=\"col_heading level0 col4\" >Price</th>    </tr></thead><tbody>\n                <tr>\n                        <th id=\"T_527ee678_875b_11eb_9f69_acde48001122level0_row0\" class=\"row_heading level0 row0\" >Month</th>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row0_col0\" class=\"data row0 col0\" >1.000000</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row0_col1\" class=\"data row0 col1\" >0.171330</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row0_col2\" class=\"data row0 col2\" >-0.188728</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row0_col3\" class=\"data row0 col3\" >-0.144847</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row0_col4\" class=\"data row0 col4\" >-0.148783</td>\n            </tr>\n            <tr>\n                        <th id=\"T_527ee678_875b_11eb_9f69_acde48001122level0_row1\" class=\"row_heading level0 row1\" >Variety</th>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row1_col0\" class=\"data row1 col0\" >0.171330</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row1_col1\" class=\"data row1 col1\" >1.000000</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row1_col2\" class=\"data row1 col2\" >-0.248441</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row1_col3\" class=\"data row1 col3\" >-0.614855</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row1_col4\" class=\"data row1 col4\" >-0.863479</td>\n            </tr>\n            <tr>\n                        <th id=\"T_527ee678_875b_11eb_9f69_acde48001122level0_row2\" class=\"row_heading level0 row2\" >City</th>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row2_col0\" class=\"data row2 col0\" >-0.188728</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row2_col1\" class=\"data row2 col1\" >-0.248441</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row2_col2\" class=\"data row2 col2\" >1.000000</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row2_col3\" class=\"data row2 col3\" >0.301604</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row2_col4\" class=\"data row2 col4\" >0.323640</td>\n            </tr>\n            <tr>\n                        <th id=\"T_527ee678_875b_11eb_9f69_acde48001122level0_row3\" class=\"row_heading level0 row3\" >Package</th>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row3_col0\" class=\"data row3 col0\" >-0.144847</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row3_col1\" class=\"data row3 col1\" >-0.614855</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row3_col2\" class=\"data row3 col2\" >0.301604</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row3_col3\" class=\"data row3 col3\" >1.000000</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row3_col4\" class=\"data row3 col4\" >0.606171</td>\n            </tr>\n            <tr>\n                        <th id=\"T_527ee678_875b_11eb_9f69_acde48001122level0_row4\" class=\"row_heading level0 row4\" >Price</th>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row4_col0\" class=\"data row4 col0\" >-0.148783</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row4_col1\" class=\"data row4 col1\" >-0.863479</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row4_col2\" class=\"data row4 col2\" >0.323640</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row4_col3\" class=\"data row4 col3\" >0.606171</td>\n                        <td id=\"T_527ee678_875b_11eb_9f69_acde48001122row4_col4\" class=\"data row4 col4\" >1.000000</td>\n            </tr>\n    </tbody></table>"
      },
      "metadata": {},
-     "execution_count": 115
+     "execution_count": 58
     }
    ],
    "source": [
@@ -439,7 +439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 59,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -456,21 +456,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 60,
    "metadata": {},
    "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "0.87448832180185\n"
-     ]
-    },
     {
      "output_type": "display_data",
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\n"
      },
      "metadata": {
@@ -479,10 +472,7 @@
     }
    ],
    "source": [
-    "import numpy as np\n",
     "from sklearn.preprocessing import PolynomialFeatures\n",
-    "import matplotlib.pyplot as plt\n",
-    "from sklearn.linear_model import LinearRegression\n",
     "from sklearn.pipeline import make_pipeline\n",
     "\n",
     "pipeline = make_pipeline(PolynomialFeatures(4), LinearRegression())\n",
@@ -490,15 +480,14 @@
     "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0)\n",
     "\n",
     "pipeline.fit(np.array(X_train), y_train)\n",
-    "print(pipeline.score(X_test, y_test))\n",
     "\n",
     "y_pred=pipeline.predict(X_test)\n",
     "\n",
     "df = pd.DataFrame({'x': X_test[:,0], 'y': y_pred[:,0]})\n",
     "df.sort_values(by='x',inplace = True)\n",
-    "centers = pd.DataFrame(df).to_numpy()\n",
+    "points = pd.DataFrame(df).to_numpy()\n",
     "\n",
-    "plt.plot(centers[:, 0], centers[:, 1],color=\"blue\")\n",
+    "plt.plot(points[:, 0], points[:, 1],color=\"blue\")\n",
     "\n",
     "plt.scatter(X,y, color=\"black\")\n",
     "\n",
@@ -508,19 +497,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": 61,
    "metadata": {},
    "outputs": [
     {
      "output_type": "stream",
      "name": "stdout",
      "text": [
-      "Model Accuracy:  0.7371640545319267\n"
+      "Model Accuracy:  0.8537946517073784\n"
      ]
     }
    ],
    "source": [
-    "accuracy_score = model.score(X,y)\n",
+    "accuracy_score = pipeline.score(X_train,y_train)\n",
     "print('Model Accuracy: ', accuracy_score)\n",
     "\n"
    ]