diff --git a/2-Regression/1-Tools/README.md b/2-Regression/1-Tools/README.md
index 6a276daed..066929b4f 100644
--- a/2-Regression/1-Tools/README.md
+++ b/2-Regression/1-Tools/README.md
@@ -152,6 +152,9 @@ plt.scatter(X_test, y_test,  color='black')
 plt.plot(X_test, y_pred, color='blue', linewidth=3)
 plt.show()
 ```
+
+![a scatterplot showing datapoints around diabetes](./images/scatterplot.png)
+
 ✅ Think a bit about what's going on here. A straight line is running through many small dots of data, but what is it doing exactly? Can you see how you should be able to use this line to predict where a new, unseen data point should fit in relationship to the plot's y axis? Try to put into words the practical use of this model.
 
 Congratulations, you just built your first Linear Regression model, created a prediction with it, and displayed it in a plot!
diff --git a/2-Regression/1-Tools/images/scatterplot.png b/2-Regression/1-Tools/images/scatterplot.png
new file mode 100644
index 000000000..ba9f1610c
Binary files /dev/null and b/2-Regression/1-Tools/images/scatterplot.png differ
diff --git a/2-Regression/1-Tools/solution/notebook.ipynb b/2-Regression/1-Tools/solution/notebook.ipynb
index 6653a2733..76a1634a6 100644
--- a/2-Regression/1-Tools/solution/notebook.ipynb
+++ b/2-Regression/1-Tools/solution/notebook.ipynb
@@ -24,7 +24,7 @@
  "cells": [
   {
    "source": [
-    "## Linear Regression Solution"
+    "## Linear Regression for North American Pumpkins - Lesson 1"
    ],
    "cell_type": "markdown",
    "metadata": {}
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -56,7 +56,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -82,7 +82,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -98,7 +98,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -114,7 +114,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -125,7 +125,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 6
+     "execution_count": 5
     }
    ],
    "source": [
@@ -142,7 +142,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -158,15 +158,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
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\n"
      },
      "metadata": {
       "needs_background": "light"
diff --git a/2-Regression/2-Data/README.md b/2-Regression/2-Data/README.md
index df27787cf..0b2aacf37 100644
--- a/2-Regression/2-Data/README.md
+++ b/2-Regression/2-Data/README.md
@@ -16,7 +16,7 @@ The question you need answered will determine what type of ML algorithms you wil
 
 > infographic here
 
-What if you are trying to correlate two points of data - like age to height? You can use a regression model, as shown in the previous lesson, to draw the classical straight line through the scatterplot of points to show how, with age, height tends to increase. Thus you can predict, for a given group of people, their height given their age.
+What if you are trying to correlate two points of data - like age to height? You can use a linear regression model, as shown in the previous lesson, to draw the classical straight line through the scatterplot of points to show how, with age, height tends to increase. Thus you can predict, for a given group of people, their height given their age.
 
 > infographic here
 
@@ -124,6 +124,8 @@ month = new_pumpkins.Month
 plt.scatter(price, month)
 plt.show()
 ```
+![A scatterplot showing price to month relationship](./images/scatterplot.png)
+
 Is this a useful plot? Does anything about it surprise you?
 
 It's not particularly useful as all it does is display in your data as a spread of points in a given month. To get charts to display useful data, you usually need to group the data somehow. Let's try creating a plot where the y axis shows the months and the data demonstrates the distribution of data. 
@@ -135,6 +137,8 @@ new_pumpkins.groupby(['Month'])['Price'].mean().plot(kind='bar')
 plt.ylabel("Pumpkin Price")
 ```
 
+![A bar chart showing price to month relationship](./images/barchart.png)
+
 This is a more useful data visualization! It seems to indicate that the highest price for pumpkins occurs in September and October. Does that meet your expectation? Why or why not?
 
 ---
diff --git a/2-Regression/2-Data/images/barchart.png b/2-Regression/2-Data/images/barchart.png
new file mode 100644
index 000000000..ce5a8d7ef
Binary files /dev/null and b/2-Regression/2-Data/images/barchart.png differ
diff --git a/2-Regression/2-Data/images/scatterplot.png b/2-Regression/2-Data/images/scatterplot.png
new file mode 100644
index 000000000..ab8e30852
Binary files /dev/null and b/2-Regression/2-Data/images/scatterplot.png differ
diff --git a/2-Regression/2-Data/solution/notebook.ipynb b/2-Regression/2-Data/solution/notebook.ipynb
index ebbf072d7..4d8a3ea63 100644
--- a/2-Regression/2-Data/solution/notebook.ipynb
+++ b/2-Regression/2-Data/solution/notebook.ipynb
@@ -22,6 +22,13 @@
  "nbformat": 4,
  "nbformat_minor": 2,
  "cells": [
+  {
+   "source": [
+    "## Linear Regression for Pumpkins - Lesson 2"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
   {
    "cell_type": "code",
    "execution_count": 22,
diff --git a/2-Regression/3-Linear/README.md b/2-Regression/3-Linear/README.md
index ae1052537..4c7faafba 100644
--- a/2-Regression/3-Linear/README.md
+++ b/2-Regression/3-Linear/README.md
@@ -133,6 +133,8 @@ plt.ylabel('Price')
 
 plt.show()
 ```
+![A scatterplot showing package to price relationship](./images/linear.png)
+
 And you can test the model against a hypothetical variety:
 
 ```python
@@ -173,6 +175,8 @@ corr = poly_pumpkins.corr()
 corr.style.background_gradient(cmap='coolwarm')
 ```
 
+![A heatmap showing data correlation](./images/heatmap.png)
+
 Looking at this chart, you can visualize the good correlation between Package and Price. So you should be able to create a somewhat better model than the last one.
 
 Build out the X and y columns:
@@ -210,6 +214,9 @@ plt.ylabel('Price')
 plt.scatter(X,y, color="black")
 plt.show()
 ```
+
+![A polynomial plot showing package to price relationship](./images/polynomial.png)
+
 You can see a curved line that fits your data better. Let's check the model's accuracy:
 
 ```python
diff --git a/2-Regression/3-Linear/images/heatmap.png b/2-Regression/3-Linear/images/heatmap.png
new file mode 100644
index 000000000..202367f52
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diff --git a/2-Regression/3-Linear/solution/notebook.ipynb b/2-Regression/3-Linear/solution/notebook.ipynb
index 4e7b944e1..8d9809c3b 100644
--- a/2-Regression/3-Linear/solution/notebook.ipynb
+++ b/2-Regression/3-Linear/solution/notebook.ipynb
@@ -24,7 +24,7 @@
  "cells": [
   {
    "source": [
-    "## Pumpkin Pricing\n",
+    "## Linear and Polynomial Regression for Pumpkin Pricing - Lesson 3\n",
     "\n",
     "Load up required libraries and dataset. Convert the data to a dataframe containing a subset of the data: \n",
     "\n",
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 150,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -71,7 +71,7 @@
       "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>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>"
      },
      "metadata": {},
-     "execution_count": 150
+     "execution_count": 1
     }
    ],
    "source": [
@@ -86,7 +86,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 151,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [
     {
@@ -103,7 +103,7 @@
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-     "execution_count": 151
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@@ -139,24 +139,24 @@
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   {
    "cell_type": "code",
-   "execution_count": 152,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [
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      "data": {
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      },
      "metadata": {
@@ -178,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 153,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -204,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 154,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -232,7 +232,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 155,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -257,7 +257,7 @@
       "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>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": 155
+     "execution_count": 6
     }
    ],
    "source": [
@@ -276,7 +276,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 156,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -286,7 +286,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 157,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
@@ -315,14 +315,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 158,
+   "execution_count": 9,
    "metadata": {},
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\n"
      },
      "metadata": {
@@ -344,7 +344,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
@@ -355,7 +355,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 159
+     "execution_count": 10
     }
    ],
    "source": [
@@ -364,7 +364,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 160,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [
     {
@@ -389,7 +389,7 @@
       "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": 160
+     "execution_count": 11
     }
    ],
    "source": [
@@ -401,19 +401,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 161,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
      "output_type": "execute_result",
      "data": {
       "text/plain": [
-       "<pandas.io.formats.style.Styler at 0x7fbf708546a0>"
+       "<pandas.io.formats.style.Styler at 0x7f8320e9d580>"
       ],
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{\n            background-color:  #3b4cc0;\n            color:  #f1f1f1;\n        }    #T_b18bfc08_8785_11eb_ba1f_acde48001122row4_col2 {\n            background-color:  #d2dbe8;\n            color:  #000000;\n        }    #T_b18bfc08_8785_11eb_ba1f_acde48001122row4_col3 {\n            background-color:  #f39778;\n            color:  #000000;\n        }    #T_b18bfc08_8785_11eb_ba1f_acde48001122row4_col4 {\n            background-color:  #b40426;\n            color:  #f1f1f1;\n        }</style><table id=\"T_b18bfc08_8785_11eb_ba1f_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_b18bfc08_8785_11eb_ba1f_acde48001122level0_row0\" class=\"row_heading level0 row0\" >Month</th>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row0_col0\" class=\"data row0 col0\" >1.000000</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row0_col1\" class=\"data row0 col1\" >0.171330</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row0_col2\" class=\"data row0 col2\" >-0.188728</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row0_col3\" class=\"data row0 col3\" >-0.144847</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row0_col4\" class=\"data row0 col4\" >-0.148783</td>\n            </tr>\n            <tr>\n                        <th id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122level0_row1\" class=\"row_heading level0 row1\" >Variety</th>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row1_col0\" class=\"data row1 col0\" >0.171330</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row1_col1\" class=\"data row1 col1\" >1.000000</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row1_col2\" class=\"data row1 col2\" >-0.248441</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row1_col3\" class=\"data row1 col3\" >-0.614855</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row1_col4\" class=\"data row1 col4\" >-0.863479</td>\n            </tr>\n            <tr>\n                        <th id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122level0_row2\" class=\"row_heading level0 row2\" >City</th>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row2_col0\" class=\"data row2 col0\" >-0.188728</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row2_col1\" class=\"data row2 col1\" >-0.248441</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row2_col2\" class=\"data row2 col2\" >1.000000</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row2_col3\" class=\"data row2 col3\" >0.301604</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row2_col4\" class=\"data row2 col4\" >0.323640</td>\n            </tr>\n            <tr>\n                        <th id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122level0_row3\" class=\"row_heading level0 row3\" >Package</th>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row3_col0\" class=\"data row3 col0\" >-0.144847</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row3_col1\" class=\"data row3 col1\" >-0.614855</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row3_col2\" class=\"data row3 col2\" >0.301604</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row3_col3\" class=\"data row3 col3\" >1.000000</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row3_col4\" class=\"data row3 col4\" >0.606171</td>\n            </tr>\n            <tr>\n                        <th id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122level0_row4\" class=\"row_heading level0 row4\" >Price</th>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row4_col0\" class=\"data row4 col0\" >-0.148783</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row4_col1\" class=\"data row4 col1\" >-0.863479</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row4_col2\" class=\"data row4 col2\" >0.323640</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row4_col3\" class=\"data row4 col3\" >0.606171</td>\n                        <td id=\"T_b18bfc08_8785_11eb_ba1f_acde48001122row4_col4\" class=\"data row4 col4\" >1.000000</td>\n            </tr>\n    </tbody></table>"
+      "text/html": "<style  type=\"text/css\" >\n    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col0 {\n            background-color:  #b40426;\n            color:  #f1f1f1;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col1 {\n            background-color:  #ead4c8;\n            color:  #000000;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col2 {\n            background-color:  #4961d2;\n            color:  #f1f1f1;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col3 {\n            background-color:  #9bbcff;\n            color:  #000000;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col4 {\n            background-color:  #bbd1f8;\n            color:  #000000;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow1_col0 {\n            background-color:  #9fbfff;\n            color:  #000000;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow1_col1 {\n            background-color:  #b40426;\n            color:  #f1f1f1;\n        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{\n            background-color:  #3b4cc0;\n            color:  #f1f1f1;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow4_col2 {\n            background-color:  #d2dbe8;\n            color:  #000000;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow4_col3 {\n            background-color:  #f39778;\n            color:  #000000;\n        }    #T_82ec828a_87fa_11eb_b754_f218988e26cdrow4_col4 {\n            background-color:  #b40426;\n            color:  #f1f1f1;\n        }</style><table id=\"T_82ec828a_87fa_11eb_b754_f218988e26cd\" ><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_82ec828a_87fa_11eb_b754_f218988e26cdlevel0_row0\" class=\"row_heading level0 row0\" >Month</th>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col0\" class=\"data row0 col0\" >1.000000</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col1\" class=\"data row0 col1\" >0.171330</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col2\" class=\"data row0 col2\" >-0.188728</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col3\" class=\"data row0 col3\" >-0.144847</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow0_col4\" class=\"data row0 col4\" >-0.148783</td>\n            </tr>\n            <tr>\n                        <th id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdlevel0_row1\" class=\"row_heading level0 row1\" >Variety</th>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow1_col0\" class=\"data row1 col0\" >0.171330</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow1_col1\" class=\"data row1 col1\" >1.000000</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow1_col2\" class=\"data row1 col2\" >-0.248441</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow1_col3\" class=\"data row1 col3\" >-0.614855</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow1_col4\" class=\"data row1 col4\" >-0.863479</td>\n            </tr>\n            <tr>\n                        <th id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdlevel0_row2\" class=\"row_heading level0 row2\" >City</th>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow2_col0\" class=\"data row2 col0\" >-0.188728</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow2_col1\" class=\"data row2 col1\" >-0.248441</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow2_col2\" class=\"data row2 col2\" >1.000000</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow2_col3\" class=\"data row2 col3\" >0.301604</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow2_col4\" class=\"data row2 col4\" >0.323640</td>\n            </tr>\n            <tr>\n                        <th id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdlevel0_row3\" class=\"row_heading level0 row3\" >Package</th>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow3_col0\" class=\"data row3 col0\" >-0.144847</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow3_col1\" class=\"data row3 col1\" >-0.614855</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow3_col2\" class=\"data row3 col2\" >0.301604</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow3_col3\" class=\"data row3 col3\" >1.000000</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow3_col4\" class=\"data row3 col4\" >0.606171</td>\n            </tr>\n            <tr>\n                        <th id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdlevel0_row4\" class=\"row_heading level0 row4\" >Price</th>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow4_col0\" class=\"data row4 col0\" >-0.148783</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow4_col1\" class=\"data row4 col1\" >-0.863479</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow4_col2\" class=\"data row4 col2\" >0.323640</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow4_col3\" class=\"data row4 col3\" >0.606171</td>\n                        <td id=\"T_82ec828a_87fa_11eb_b754_f218988e26cdrow4_col4\" class=\"data row4 col4\" >1.000000</td>\n            </tr>\n    </tbody></table>"
      },
      "metadata": {},
-     "execution_count": 161
+     "execution_count": 12
     }
    ],
    "source": [
@@ -430,7 +430,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 162,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -447,14 +447,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 163,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
      "output_type": "display_data",
      "data": {
       "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
      },
      "metadata": {
@@ -490,7 +490,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 164,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -509,7 +509,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 165,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
@@ -520,7 +520,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 165
+     "execution_count": 16
     }
    ],
    "source": [
diff --git a/2-Regression/4-Logistic/README.md b/2-Regression/4-Logistic/README.md
index 19f075950..3602022f3 100644
--- a/2-Regression/4-Logistic/README.md
+++ b/2-Regression/4-Logistic/README.md
@@ -1,4 +1,7 @@
-# Introduction to Machine Learning
+# Logistic Regression to Predict Categories
+
+- orange or white by price
+- 
 
 Add a sketchnote if possible/appropriate
 
@@ -42,7 +45,10 @@ code blocks
 
 ## [Topic 3]
 
-🚀 Challenge: Add a challenge for students to work on collaboratively in class to enhance the project
+---
+## 🚀Challenge
+
+Add a challenge for students to work on collaboratively in class to enhance the project
 
 Optional: add a screenshot of the completed lesson's UI if appropriate
 
diff --git a/2-Regression/4-Logistic/notebook.ipynb b/2-Regression/4-Logistic/notebook.ipynb
index e69de29bb..37b121694 100644
--- a/2-Regression/4-Logistic/notebook.ipynb
+++ b/2-Regression/4-Logistic/notebook.ipynb
@@ -0,0 +1,207 @@
+{
+ "metadata": {
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.3-final"
+  },
+  "orig_nbformat": 2,
+  "kernelspec": {
+   "name": "python3",
+   "display_name": "Python 3",
+   "language": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2,
+ "cells": [
+  {
+   "source": [
+    "## Pumpkin Varieties and Color\n",
+    "\n",
+    "Load up required libraries and dataset. Convert the data to a dataframe containing a subset of the data: \n",
+    "\n",
+    "Let's look at the relationship between color and variety"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "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]"
+      ],
+      "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>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>"
+     },
+     "metadata": {},
+     "execution_count": 44
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "pumpkins = pd.read_csv('../data/US-pumpkins.csv')\n",
+    "\n",
+    "pumpkins.head()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "stream",
+     "name": "stdout",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\nInt64Index: 716 entries, 23 to 1752\nData columns (total 2 columns):\n #   Column   Non-Null Count  Dtype \n---  ------   --------------  ----- \n 0   Color    716 non-null    object\n 1   Variety  716 non-null    object\ndtypes: object(2)\nmemory usage: 16.8+ KB\n"
+     ]
+    },
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "Color      716\n",
+       "Variety    716\n",
+       "dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 45
+    }
+   ],
+   "source": [
+    "\n",
+    "new_columns = ['Variety', 'Color']\n",
+    "\n",
+    "\n",
+    "pumpkins = pumpkins.drop([c for c in pumpkins.columns if c not in new_columns], axis=1)\n",
+    "\n",
+    "\n",
+    "new_pumpkins = pd.DataFrame({'Color': pumpkins['Color'],'Variety': pumpkins['Variety']})\n",
+    "\n",
+    "new_pumpkins.dropna(inplace=True)\n",
+    "new_pumpkins.info()\n",
+    "\n",
+    "\n",
+    "\n",
+    "new_pumpkins.count()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "<BarContainer object of 716 artists>"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 46
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
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sEvDqWtWHgS8A/95PV9NsL5D0UuAU4ArgXWXbctuTBmn358BpwLsr26bYXjrkg6ooYb4HsEzStrYfWpX+IiJiaNb1M9EpwHO2v94usN0H/KJW707gSUnvZgC2nwU+C0yUtPsQxjEfmDCE+t36IK3gvwg4fAT6j4iIAazrIboLcFuXdb8EnDxYJdsraIXuTqVoXG0697AOzQ4ALq+VXVdpc1yXY6ybCnynvKb2V0nSDEkLJC1YsmRJw11FRETdOj2dOxS2r5eEpH26qK7K8kDTuXMkbQyMoTXtWrVK07mSXg1sD9xg25L+R9Iutle6fmp7FjALoLe31033GRERL7aun4neDbxlCPW/TOvaaL8kjQF2Be7tor9pwLbAt4FzhzCObhwGbAY8JGkx0EOmdCMiVqt1PUSvBTaU9NF2gaQ/ArbpVNn2f9AKpo7XOyVtQOvGol/YXtjNAGw/R2ua+O2S3ji04Q9oKnCA7R7bPbR+WUiIRkSsRut0iNo2cDDw7vIVl7uBmcCvBmj2ZeC1tbI5khYCi4CNgQ9UttWviZ7aYRzLga8Bx1eKq9dEL6yU/7Okh8ur/dWVHStlD0s6AZgI3FzZx0PAU5LeNsCxRUTEMFrnr4na/hXwoQ6bdinb5wHzKvXnUrnmaXvyIP2P6ad8cm39a5Xlnn7aTO9nNxt0KDutQ/v6ddeIiBhB6/SZaERExEhKiEZERDSUEI2IiGgoIRoREdFQQjQiIqKhhGhERERDCdGIiIiGEqIRERENJUQjIiIaSohGREQ0lBCNiIhoKCEaERHRUEI0IiKioYRoREREQwnRiIiIhhKiERERDSVEIyIiGlqvQ1SSJX2rsj5W0hJJV5b16ZLOKcszJT0tactK/WWdlsv6cZKekfQKSa+S1Fdej0r6ZWX9DZIW1drOlHR8WZ4t6aFS905J+1bqzZN0f6WvS4b7PYqIiP6t1yEK/A7YRdK4sv5u4JcD1F8KfKbLvqcCtwIH237M9iTbk4CvA2dW1p/toq8TSt1jS/uqae2+bB/S5dgiImIYrO8hCvAD4H1leSrwnQHqng8cJmnzgTqUtB2wCXBy6XO4zAcmDGN/ERGxCsau6QGsBS4C/rpM4e5GKyj36afusrL9U8DfDNBnO4yvB3aUtKXtXw/DWA8ALq+VzZG0vCz/0PYJ9UaSZgAzACZOnDgMw4iIkdBz4lVregjrrMWnvm/wSg2s92eithcCPbSC7/tdNDkbOFLSyweoczhwke3ngX8DDh1oCF2UnybpP4F/Bf6+Vq86nbtSgALYnmW713bv+PHjBxhKREQMxXofosVc4HQGnsoFwPZvgG8DR3faLmk3YAfgh5IW0wrUgaZ0HwM2q5VtTuv6a9sJwPa0pocvGGyMERGxeiREW84Hvmj7ri7rnwEcRefp8KnATNs95bU1MEHSNp06sr0MeKR912253noAcEOt3vPAWcBLJO3f5TgjImIEJUQB2w/bPmsI9ZcClwEbdth8eNlWdVkp788RwMmS+oBrgb+1/WCH/Rr4EvDZSvGcyldcrun2GCIiYtWt1zcW2d6kQ9k8YF5Zng3MLssza/U+DXy63pftbTv0Wa03s8P2e4Ap/Yxxem39UuDSsjy5U5uIiFg9ciYaERHRUEI0IiKioYRoREREQwnRiIiIhhKiERERDSVEIyIiGkqIRkRENJQQjYiIaCghGhER0VBCNCIioqGEaEREREMJ0YiIiIYSohEREQ0lRCMiIhpKiEZERDSUEI2IiGgoIRoREdHQqAhRSSsk9Um6U9LtkvYq5T2SFlXqvVXSPEkPlHpXSdq1Q3/TJVnSvpWyg0vZIZWy8ZKek3RUrf1Wki6S9KCkeyR9X9IbOozno2Ucm1XKvlCOpa9yXH2SPilpviSVemNK+V6SZkr6ZVlfJOlPS51qefv1yuF51yMiYjCjIkSB5bYn2d4d+DxwSr2CpFcD3wVOsr2D7T1Kve366fMuYGpl/XDgzlqdQ4Gbq/VKyF0GzLO9ne03AScBr66N58+ATwDvsf1Eu9z2l8uxTKoc1yTbZwP/BXykVP0EcKvtm8r6maXNocD5kl5SLa+8ftPP8UZExDAbu6YH0MDLgSc6lB8DXFAJHWzfMEA/1wP7SNoA2BDYHuir1ZkKfAb4tqQJtn8JTAGes/31yn76oHVmXP79EHAisK/tpUM4tuOAGyTNL8fz1noF2/dK+h9giyH0GxERI2C0hOg4SX3ARsBrgD/uUGdn4IIh9GngGmB/4BXAXGDb9kZJrwO2sn2LpO8ChwFnALsAtw3Q7zbAOcCbbT86hPFg+xFJ/wDMBz5p+/F6HUlvA54HlpSi4yR9uCw/YXtKhzYzgBkAEydOHMqQIiJiAKNtOncn4ADgwva1w/5I+omkeyWdNUC1i2hN4x4OfKe27XBa08PtelPpzhLg58CHuqxfdy4wxvbsWvlx5ReJ04HDbLuUV6dzVwpQANuzbPfa7h0/fnzDYUVERN1oORP9A9vzJW0B1NPgbmAP4IpS723lJqEDB+jrFkm70Arpn9ZyeSrwaknTyvrWknYo+zmE/j0NvJfWtOyvbc8ZwuFh+3lJ7rDpTNunD6WviIgYWaPlTPQPJO0EjAEeq206F5jevnO3eFkXXX6e1o1B1X3sCGxse4LtHts9tG5SOhy4FthQ0kcr9f9I0rva67aX0Dpj/ntJ+3d9cBERMaqMljPR9jVRAAFH2l5RPXO0/aikw4CvSJoA/BpYCnxxoI5t/6BD8VRad+BWXQpcZPvvJB0M/IOkE4FngMXAsbV+HypfRfm+pP9l+yddHutQVa+JAhxke/EI7SsiIipGRYjaHtNP+WJaN/q0128G3tWpbq3dbGB2h/LpZfGSDtsWAm8qy7+i/2ue1fHcCUwYYBybdFNue2Y/9WYCHbdFRMTIG3XTuREREWuLhGhERERDCdGIiIiGEqIRERENJUQjIiIaSohGREQ0lBCNiIhoKCEaERHRUEI0IiKioYRoREREQwnRiIiIhhKiERERDSVEIyIiGkqIRkRENJQQjYiIaCghGhER0VBCNCIioqGxa3oAo4mkFcBdtN63e4EjbT8taZntTST1lPL7K83OsH1hpY/LgG2BTYDxwENl0+PArbY/V+ptA1wH7AFcDrwGeAZYBvyF7fslzSvly0sfP7N9yHAfd0REdJYQHZrlticBSJoDfAw4o1bnwXadTmwfXNpPBo63fWBZHwfcIWm27XuBs4D/Y/s3kgCm2V4gaQZwGvCnpctpthcM2xFGRETXMp3b3PXA9sPVme3lwKeB8yS9F9jU9pwOVX88nPuNiIjmEqINSBoLvJfW1G7ddpL6Kq99uu3X9vdpTeteCBzdT7X31/Y7p7Kv0/oZ7wxJCyQtWLJkSbfDiYiIQWQ6d2jGSeory9cD3+hQZ8Dp3C6cC4yzfX+tfI6k5cBi4BOV8kGnc23PAmYB9Pb2ehXGFhERFQnRoVm+igHZjefLqy7XPiMi1jKZzo2IiGgoZ6LDb7vKlC/A+bbPHsH9tad5AZba3m8E9xURERUJ0SGwvclA5bYXA+O67GseMK+bctuT++mjY3lERKwemc6NiIhoKCEaERHRUEI0IiKioYRoREREQwnRiIiIhhKiERERDSVEIyIiGkqIRkRENJQQjYiIaCghGhER0VBCNCIioqGEaEREREMJ0YiIiIYSohEREQ0lRCMiIhpKiEZERDSUEI2IiGho1IWopGW19emSzqmsz5B0X3ndImnvUv4BSZdX6n1e0s8q6++XNLcsL5Z0V3ndI+lLkjYs23okLZfUV3kdUWl3aaXPQyTNro13/0q7ZZLuL8vfl/SQpK0qdc+TdKKkyZKelHSHpHsl/U3Z3i6vjmW/YXmjIyJiUGPX9ACGk6QDgaOAvW0vlbQHcLmktwI3AbMq1fcEnpK0pe1fA3sBN1a2Tyl9bFLazQKOLNsetD2pn2H0StrZ9t2dNtq+Gri6jHcecLztBWX9Y8DpwIfL2PcG3gK8A7je9oGSNgb6JF1Zurze9oHdvUMRETGcRt2Z6CA+B5xgeymA7duBC4CP214CPClp+1J3AnAprfCk/HtTvUPby4CPAQdJ2ryLMZwOnNRw/LOA7SRNAc4BjrH9XG08vwNuA7ZruI+IiBgmo/FMdJykvsr65sDcsrwzrYCpWsALZ5A3AXtJGgM8ANwM7F/O6nYDbu20Q9tPSXoI2AH4b1pBVx3DJ2xfX5a/CxxdCeuu2X5e0l8B1wJzbf+4XkfSq4C3A38HjAf2qY3lg7YfrLWZAcwoq8sk3T/UsY1SWwBL1/QguqGvrOkRrBVGzecF+cyKUfOZDcPntU2nwtEYosurU6mSpgO9A9QX4LJ8I60zzjHAfOAW4K+BNwP3235mkH7aBprOXQGcBnwe+MEA/XVku0/SIuC82qZ9JN0BPA+cavtuSZPpYjrXdns6er0iaYHtgf7biLVIPq/RJ5/Zujedew+ta4hVe5RyKGei5TXf9m+BjYDJvPh66ItI2hToAX7a5Ti+BbwTmNhl/brny6vqettvtv0W219v2G9ERAyjdS1Evwp8pUx5ImkSMJ0XzuruAbYG9gHuKGV9tK55rnQ9tPSxSWl/ue0nuhlEuY55JnBso6OIiIhRYTRO5/bL9lxJE4CbJBn4LfBh24+U7Zb0E+AVlRt25tO6XlgP0eskidYvGpfRugbZVr8mer7ts2vtvwGcPCwHNrD6NdEv2b5kNex3NFjvprBHuXxeo896/5nJ9uC1IiIiYiXr2nRuRETEapMQjYiIaCghGmsNSa+VdIWkByQ9KOksSS+tPfbwPkmn19qNl/ScpKNq5QM+hlHSAeXRkPeVRyZeLGli2Ta7PIax/TjFjjeexQsknSnp2Mr61ZL+b2X9a5I+Xb7CVW03U9LxZXl2+ZwuK+/7z2qPttxL0rzK4zL7JOUegCGQ9AVJd0taWN6/67p4r++UdGu5WbPdz2JJW5TlFaXNIknfk/SyWnn7dWIpb/e7sPz8nSPplWvmHVk1CdFYK5SbuP6N1l3QOwBvADYBvlyqXG/7zbS+03ugpHdUmh9K68EZUzt03Stp5w772wX4R+BI2zuV7/3OofVVprYTbE8qr73qfcRK2l8hQ9JLaH0Rv/re1x+t2S/bB5fP5C9pffbtz6H9y8y0Stkhw3cI6zZJewIHAnvY3g3Yj/JeMvB7vTutbymc1k/Xy0ubXYBnaX3joVrefp1aaTOtjGE34PfAFcN6sKtJQjTWFn8MPGP7mwC2VwDHAX8BvKxdyfZyWl9LmlBpOxX4DPDacnd2VX+PYfwc8Pe276303fEpUdG19sNMoBWei4DfStpMrT/g8Eagq6+JxYh5DbDU9u8BbC+1/asu287nxT93/bke6PqJbbafBT4LTJS0e7ft1hYJ0VhbrPTIRttPAT+n8gMpaTNaj1/8cVl/HbCV7VtoPXLxsFq/3wX26PAYxp2B2wcZ02mVaag5Qzye9U75n/H/lCnxvWj9T/cntP7YQy+wkNZZynbVKT5eOGsZijmVPvo7O4qV/QfwOkk/VeuvRL1rCG0PAC4fqIKkscB7gbtK0bjadG795xP4wy/NdwI7DWE8a4V16nuiMapVH8/YqXwfSQuBHWk99vDRsv1wWkEJcBGt7+eeUWk/6GMY1Xo4x49onfHOst2+5npCvnM7ZO2z0b1ofQ4TyvKTvPBd7Bc9NlPSzAb7mdb+60fRPdvLJL2F1gNnpgAXSzrR9uwBms1R669HjaH1BLhOqs80v57WzyHUHtM6CA1eZe2TM9FYW9xN7RnIkl4OvA54kNa1mt2AXYG/qtzgMBWYLmkxrT9EsLukHWp9d3oM492U/yHYfqz8oM+idR02mmtfF92V1nTuzbTORLu+Hhojy/YK2/Ns/w1wDPDBQZpMA7YFvg2c20+d6rXPT5Qp2q6p9UdBdgXuHazu2iYhGmuLHwEv0wt/4HwM8DVgNvB0u5LtnwKnAJ+TtCOwse0Jtnts95Rth1c77ucxjF8FviDpjZWylxGr6kZaN648Xv5n/TjwSlpBOn+NjiyQtGPtl8xJwH8N1q78DJ0MvL32MzMcY9qA1s/tL2wvHM6+V4eEaKwV3Hp01sHAoZIeoPWw/2fofFPQ189yn6sAAACnSURBVGmdWZ5E65GMVZfS+S7db1C5fGH7LuBTwIXlFvsbad348u1Km9Nq13Ne2uzo1it30bor9+Za2ZPtv/M7TKrXRK8Zxn7XdZsAF0i6p1weeRMws5uG5aa+rwHHD2F/9Wui1btz55QxLAI2Bj4whH7XGnnsX0REREM5E42IiGgoIRoREdFQQjQiIqKhhGhERERDCdGIiIiGEqIRERENJUQjIiIa+v8UC0fgyesMqAAAAABJRU5ErkJggg==\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.bar('Color','Variety',data=new_pumpkins)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "text/plain": [
+       "     Color      Variety\n",
+       "23       0  HOWDEN TYPE\n",
+       "24       0  HOWDEN TYPE\n",
+       "25       0  HOWDEN TYPE\n",
+       "26       0  HOWDEN TYPE\n",
+       "87       0     PIE TYPE\n",
+       "...    ...          ...\n",
+       "1748     0    MINIATURE\n",
+       "1749     0    MINIATURE\n",
+       "1750     2    MINIATURE\n",
+       "1751     0    MINIATURE\n",
+       "1752     2    MINIATURE\n",
+       "\n",
+       "[716 rows x 2 columns]"
+      ],
+      "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>Color</th>\n      <th>Variety</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>23</th>\n      <td>0</td>\n      <td>HOWDEN TYPE</td>\n    </tr>\n    <tr>\n      <th>24</th>\n      <td>0</td>\n      <td>HOWDEN TYPE</td>\n    </tr>\n    <tr>\n      <th>25</th>\n      <td>0</td>\n      <td>HOWDEN TYPE</td>\n    </tr>\n    <tr>\n      <th>26</th>\n      <td>0</td>\n      <td>HOWDEN TYPE</td>\n    </tr>\n    <tr>\n      <th>87</th>\n      <td>0</td>\n      <td>PIE TYPE</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>1748</th>\n      <td>0</td>\n      <td>MINIATURE</td>\n    </tr>\n    <tr>\n      <th>1749</th>\n      <td>0</td>\n      <td>MINIATURE</td>\n    </tr>\n    <tr>\n      <th>1750</th>\n      <td>2</td>\n      <td>MINIATURE</td>\n    </tr>\n    <tr>\n      <th>1751</th>\n      <td>0</td>\n      <td>MINIATURE</td>\n    </tr>\n    <tr>\n      <th>1752</th>\n      <td>2</td>\n      <td>MINIATURE</td>\n    </tr>\n  </tbody>\n</table>\n<p>716 rows × 2 columns</p>\n</div>"
+     },
+     "metadata": {},
+     "execution_count": 48
+    }
+   ],
+   "source": [
+    "from sklearn.preprocessing import LabelEncoder\n",
+    "\n",
+    "new_pumpkins.iloc[:, 0:-1] = new_pumpkins.iloc[:, 0:-1].apply(LabelEncoder().fit_transform)\n",
+    "\n",
+    "new_pumpkins\n",
+    "\n",
+    "#print(new_pumpkins['Color'].corr(new_pumpkins['Variety']))\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ]
+}
\ No newline at end of file
diff --git a/2-Regression/4-Logistic/solution/notebook.ipynb b/2-Regression/4-Logistic/solution/notebook.ipynb
new file mode 100644
index 000000000..adcbbce3a
--- /dev/null
+++ b/2-Regression/4-Logistic/solution/notebook.ipynb
@@ -0,0 +1,187 @@
+{
+ "metadata": {
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.3-final"
+  },
+  "orig_nbformat": 2,
+  "kernelspec": {
+   "name": "python3",
+   "display_name": "Python 3",
+   "language": "python"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2,
+ "cells": [
+  {
+   "source": [
+    "## Pumpkin Pricing\n",
+    "\n",
+    "Load up required libraries and dataset. Convert the data to a dataframe containing a subset of the data: \n",
+    "\n",
+    "- Only get pumpkins priced by the bushel\n",
+    "- Convert the date to a month\n",
+    "- Calculate the price to be an average of high and low prices\n",
+    "- Convert the price to reflect the pricing by bushel quantity"
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "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]"
+      ],
+      "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>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>"
+     },
+     "metadata": {},
+     "execution_count": 2
+    }
+   ],
+   "source": [
+    "import pandas as pd\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "\n",
+    "pumpkins = pd.read_csv('../data/US-pumpkins.csv')\n",
+    "\n",
+    "pumpkins.head()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "data": {
+      "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  "
+      ],
+      "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>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>"
+     },
+     "metadata": {},
+     "execution_count": 3
+    }
+   ],
+   "source": [
+    "\n",
+    "pumpkins = pumpkins[pumpkins['Package'].str.contains('bushel', case=True, regex=True)]\n",
+    "\n",
+    "new_columns = ['Package', 'Variety', 'City Name', 'Month', 'Low Price', 'High Price', 'Date', 'City Num', 'Variety Num']\n",
+    "\n",
+    "\n",
+    "pumpkins = pumpkins.drop([c for c in pumpkins.columns if c not in new_columns], axis=1)\n",
+    "\n",
+    "price = (pumpkins['Low Price'] + pumpkins['High Price']) / 2\n",
+    "\n",
+    "month = pd.DatetimeIndex(pumpkins['Date']).month\n",
+    "\n",
+    "\n",
+    "new_pumpkins = pd.DataFrame({'Month': month, 'Variety': pumpkins['Variety'], 'City': pumpkins['City Name'], 'Package': pumpkins['Package'], 'Low Price': pumpkins['Low Price'],'High Price': pumpkins['High Price'], 'Price': price})\n",
+    "\n",
+    "new_pumpkins.loc[new_pumpkins['Package'].str.contains('1 1/9'), 'Price'] = price/1.1\n",
+    "\n",
+    "new_pumpkins.loc[new_pumpkins['Package'].str.contains('1/2'), 'Price'] = price*2\n",
+    "\n",
+    "new_pumpkins.head()\n"
+   ]
+  },
+  {
+   "source": [
+    "A basic scatterplot reminds us that we only have month data from August through December. We probably need more data to be able to draw conclusions in a linear fashion."
+   ],
+   "cell_type": "markdown",
+   "metadata": {}
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "output_type": "execute_result",
+     "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>)"
+      ]
+     },
+     "metadata": {},
+     "execution_count": 4
+    },
+    {
+     "output_type": "display_data",
+     "data": {
+      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
+     },
+     "metadata": {
+      "needs_background": "light"
+     }
+    }
+   ],
+   "source": [
+    "import matplotlib.pyplot as plt\n",
+    "plt.scatter('Month','Price',data=new_pumpkins)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ]
+}
\ No newline at end of file