diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 68b3762..48e706a 100644
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,11 +12,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Import your libraries\n"
+    "import pandas as pd"
    ]
   },
   {
@@ -38,11 +38,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "austin = pd.read_csv('austin_weather.csv')"
    ]
   },
   {
@@ -57,29 +57,371 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Date                          object\n",
+       "TempHighF                      int64\n",
+       "TempAvgF                       int64\n",
+       "TempLowF                       int64\n",
+       "DewPointHighF                 object\n",
+       "DewPointAvgF                  object\n",
+       "DewPointLowF                  object\n",
+       "HumidityHighPercent           object\n",
+       "HumidityAvgPercent            object\n",
+       "HumidityLowPercent            object\n",
+       "SeaLevelPressureHighInches    object\n",
+       "SeaLevelPressureAvgInches     object\n",
+       "SeaLevelPressureLowInches     object\n",
+       "VisibilityHighMiles           object\n",
+       "VisibilityAvgMiles            object\n",
+       "VisibilityLowMiles            object\n",
+       "WindHighMPH                   object\n",
+       "WindAvgMPH                    object\n",
+       "WindGustMPH                   object\n",
+       "PrecipitationSumInches        object\n",
+       "Events                        object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.dtypes"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>TempHighF</th>\n",
+       "      <th>TempAvgF</th>\n",
+       "      <th>TempLowF</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>1319.000000</td>\n",
+       "      <td>1319.000000</td>\n",
+       "      <td>1319.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>80.862775</td>\n",
+       "      <td>70.642911</td>\n",
+       "      <td>59.902957</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>14.766523</td>\n",
+       "      <td>14.045904</td>\n",
+       "      <td>14.190648</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>32.000000</td>\n",
+       "      <td>29.000000</td>\n",
+       "      <td>19.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>72.000000</td>\n",
+       "      <td>62.000000</td>\n",
+       "      <td>49.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>83.000000</td>\n",
+       "      <td>73.000000</td>\n",
+       "      <td>63.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>92.000000</td>\n",
+       "      <td>83.000000</td>\n",
+       "      <td>73.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>107.000000</td>\n",
+       "      <td>93.000000</td>\n",
+       "      <td>81.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         TempHighF     TempAvgF     TempLowF\n",
+       "count  1319.000000  1319.000000  1319.000000\n",
+       "mean     80.862775    70.642911    59.902957\n",
+       "std      14.766523    14.045904    14.190648\n",
+       "min      32.000000    29.000000    19.000000\n",
+       "25%      72.000000    62.000000    49.000000\n",
+       "50%      83.000000    73.000000    63.000000\n",
+       "75%      92.000000    83.000000    73.000000\n",
+       "max     107.000000    93.000000    81.000000"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.describe()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>TempHighF</th>\n",
+       "      <th>TempAvgF</th>\n",
+       "      <th>TempLowF</th>\n",
+       "      <th>DewPointHighF</th>\n",
+       "      <th>DewPointAvgF</th>\n",
+       "      <th>DewPointLowF</th>\n",
+       "      <th>HumidityHighPercent</th>\n",
+       "      <th>HumidityAvgPercent</th>\n",
+       "      <th>HumidityLowPercent</th>\n",
+       "      <th>...</th>\n",
+       "      <th>SeaLevelPressureAvgInches</th>\n",
+       "      <th>SeaLevelPressureLowInches</th>\n",
+       "      <th>VisibilityHighMiles</th>\n",
+       "      <th>VisibilityAvgMiles</th>\n",
+       "      <th>VisibilityLowMiles</th>\n",
+       "      <th>WindHighMPH</th>\n",
+       "      <th>WindAvgMPH</th>\n",
+       "      <th>WindGustMPH</th>\n",
+       "      <th>PrecipitationSumInches</th>\n",
+       "      <th>Events</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2013-12-21</td>\n",
+       "      <td>74</td>\n",
+       "      <td>60</td>\n",
+       "      <td>45</td>\n",
+       "      <td>67</td>\n",
+       "      <td>49</td>\n",
+       "      <td>43</td>\n",
+       "      <td>93</td>\n",
+       "      <td>75</td>\n",
+       "      <td>57</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29.68</td>\n",
+       "      <td>29.59</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
+       "      <td>4</td>\n",
+       "      <td>31</td>\n",
+       "      <td>0.46</td>\n",
+       "      <td>Rain , Thunderstorm</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2013-12-22</td>\n",
+       "      <td>56</td>\n",
+       "      <td>48</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43</td>\n",
+       "      <td>36</td>\n",
+       "      <td>28</td>\n",
+       "      <td>93</td>\n",
+       "      <td>68</td>\n",
+       "      <td>43</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.13</td>\n",
+       "      <td>29.87</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>5</td>\n",
+       "      <td>16</td>\n",
+       "      <td>6</td>\n",
+       "      <td>25</td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2013-12-23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>45</td>\n",
+       "      <td>32</td>\n",
+       "      <td>31</td>\n",
+       "      <td>27</td>\n",
+       "      <td>23</td>\n",
+       "      <td>76</td>\n",
+       "      <td>52</td>\n",
+       "      <td>27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.49</td>\n",
+       "      <td>30.41</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>8</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12</td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2013-12-24</td>\n",
+       "      <td>61</td>\n",
+       "      <td>46</td>\n",
+       "      <td>31</td>\n",
+       "      <td>36</td>\n",
+       "      <td>28</td>\n",
+       "      <td>21</td>\n",
+       "      <td>89</td>\n",
+       "      <td>56</td>\n",
+       "      <td>22</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.45</td>\n",
+       "      <td>30.3</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>12</td>\n",
+       "      <td>4</td>\n",
+       "      <td>20</td>\n",
+       "      <td>0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2013-12-25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41</td>\n",
+       "      <td>44</td>\n",
+       "      <td>40</td>\n",
+       "      <td>36</td>\n",
+       "      <td>86</td>\n",
+       "      <td>71</td>\n",
+       "      <td>56</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.33</td>\n",
+       "      <td>30.27</td>\n",
+       "      <td>10</td>\n",
+       "      <td>10</td>\n",
+       "      <td>7</td>\n",
+       "      <td>10</td>\n",
+       "      <td>2</td>\n",
+       "      <td>16</td>\n",
+       "      <td>T</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Date  TempHighF  TempAvgF  TempLowF DewPointHighF DewPointAvgF  \\\n",
+       "0  2013-12-21         74        60        45            67           49   \n",
+       "1  2013-12-22         56        48        39            43           36   \n",
+       "2  2013-12-23         58        45        32            31           27   \n",
+       "3  2013-12-24         61        46        31            36           28   \n",
+       "4  2013-12-25         58        50        41            44           40   \n",
+       "\n",
+       "  DewPointLowF HumidityHighPercent HumidityAvgPercent HumidityLowPercent  ...  \\\n",
+       "0           43                  93                 75                 57  ...   \n",
+       "1           28                  93                 68                 43  ...   \n",
+       "2           23                  76                 52                 27  ...   \n",
+       "3           21                  89                 56                 22  ...   \n",
+       "4           36                  86                 71                 56  ...   \n",
+       "\n",
+       "  SeaLevelPressureAvgInches SeaLevelPressureLowInches VisibilityHighMiles  \\\n",
+       "0                     29.68                     29.59                  10   \n",
+       "1                     30.13                     29.87                  10   \n",
+       "2                     30.49                     30.41                  10   \n",
+       "3                     30.45                      30.3                  10   \n",
+       "4                     30.33                     30.27                  10   \n",
+       "\n",
+       "  VisibilityAvgMiles VisibilityLowMiles WindHighMPH WindAvgMPH WindGustMPH  \\\n",
+       "0                  7                  2          20          4          31   \n",
+       "1                 10                  5          16          6          25   \n",
+       "2                 10                 10           8          3          12   \n",
+       "3                 10                  7          12          4          20   \n",
+       "4                 10                  7          10          2          16   \n",
+       "\n",
+       "  PrecipitationSumInches               Events  \n",
+       "0                   0.46  Rain , Thunderstorm  \n",
+       "1                      0                       \n",
+       "2                      0                       \n",
+       "3                      0                       \n",
+       "4                      T                       \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.head()"
    ]
   },
   {
@@ -113,20 +455,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['49', '36', '27', '28', '40', '39', '41', '26', '42', '22', '48',\n",
+       "       '32', '8', '11', '45', '55', '61', '37', '47', '25', '23', '20',\n",
+       "       '33', '30', '29', '17', '14', '13', '54', '59', '15', '24', '34',\n",
+       "       '35', '57', '50', '53', '60', '46', '56', '51', '31', '38', '62',\n",
+       "       '43', '63', '64', '67', '66', '58', '70', '68', '65', '69', '71',\n",
+       "       '72', '-', '73', '74', '21', '44', '52', '12', '75', '76', '18'],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin['DewPointAvgF'].unique()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your observation here\n"
+    "# numeric values are between commas"
    ]
   },
   {
@@ -140,7 +499,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -153,11 +512,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "for column in wrong_type_columns:\n",
+    "    austin[column] = pd.to_numeric(austin[column], errors='coerce')"
    ]
   },
   {
@@ -169,11 +529,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Date                           object\n",
+       "TempHighF                       int64\n",
+       "TempAvgF                        int64\n",
+       "TempLowF                        int64\n",
+       "DewPointHighF                 float64\n",
+       "DewPointAvgF                  float64\n",
+       "DewPointLowF                  float64\n",
+       "HumidityHighPercent           float64\n",
+       "HumidityAvgPercent            float64\n",
+       "HumidityLowPercent            float64\n",
+       "SeaLevelPressureHighInches    float64\n",
+       "SeaLevelPressureAvgInches     float64\n",
+       "SeaLevelPressureLowInches     float64\n",
+       "VisibilityHighMiles           float64\n",
+       "VisibilityAvgMiles            float64\n",
+       "VisibilityLowMiles            float64\n",
+       "WindHighMPH                   float64\n",
+       "WindAvgMPH                    float64\n",
+       "WindGustMPH                   float64\n",
+       "PrecipitationSumInches        float64\n",
+       "Events                         object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.dtypes"
    ]
   },
   {
@@ -200,11 +592,226 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>TempHighF</th>\n",
+       "      <th>TempAvgF</th>\n",
+       "      <th>TempLowF</th>\n",
+       "      <th>DewPointHighF</th>\n",
+       "      <th>DewPointAvgF</th>\n",
+       "      <th>DewPointLowF</th>\n",
+       "      <th>HumidityHighPercent</th>\n",
+       "      <th>HumidityAvgPercent</th>\n",
+       "      <th>HumidityLowPercent</th>\n",
+       "      <th>...</th>\n",
+       "      <th>SeaLevelPressureAvgInches</th>\n",
+       "      <th>SeaLevelPressureLowInches</th>\n",
+       "      <th>VisibilityHighMiles</th>\n",
+       "      <th>VisibilityAvgMiles</th>\n",
+       "      <th>VisibilityLowMiles</th>\n",
+       "      <th>WindHighMPH</th>\n",
+       "      <th>WindAvgMPH</th>\n",
+       "      <th>WindGustMPH</th>\n",
+       "      <th>PrecipitationSumInches</th>\n",
+       "      <th>Events</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2013-12-25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.33</td>\n",
+       "      <td>30.27</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>2013-12-27</td>\n",
+       "      <td>60</td>\n",
+       "      <td>53</td>\n",
+       "      <td>45</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.39</td>\n",
+       "      <td>30.34</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2013-12-28</td>\n",
+       "      <td>62</td>\n",
+       "      <td>51</td>\n",
+       "      <td>40</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>92.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.17</td>\n",
+       "      <td>30.04</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>42</th>\n",
+       "      <td>2014-02-01</td>\n",
+       "      <td>76</td>\n",
+       "      <td>66</td>\n",
+       "      <td>55</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>81.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>60.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>29.81</td>\n",
+       "      <td>29.75</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>14.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Rain</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>51</th>\n",
+       "      <td>2014-02-10</td>\n",
+       "      <td>60</td>\n",
+       "      <td>48</td>\n",
+       "      <td>35</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>30.15</td>\n",
+       "      <td>30.02</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Rain</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          Date  TempHighF  TempAvgF  TempLowF  DewPointHighF  DewPointAvgF  \\\n",
+       "4   2013-12-25         58        50        41           44.0          40.0   \n",
+       "6   2013-12-27         60        53        45           41.0          39.0   \n",
+       "7   2013-12-28         62        51        40           43.0          39.0   \n",
+       "42  2014-02-01         76        66        55           62.0          59.0   \n",
+       "51  2014-02-10         60        48        35           49.0          36.0   \n",
+       "\n",
+       "    DewPointLowF  HumidityHighPercent  HumidityAvgPercent  HumidityLowPercent  \\\n",
+       "4           36.0                 86.0                71.0                56.0   \n",
+       "6           37.0                 83.0                65.0                47.0   \n",
+       "7           33.0                 92.0                64.0                36.0   \n",
+       "42          41.0                 81.0                71.0                60.0   \n",
+       "51          30.0                 82.0                74.0                66.0   \n",
+       "\n",
+       "    ...  SeaLevelPressureAvgInches  SeaLevelPressureLowInches  \\\n",
+       "4   ...                      30.33                      30.27   \n",
+       "6   ...                      30.39                      30.34   \n",
+       "7   ...                      30.17                      30.04   \n",
+       "42  ...                      29.81                      29.75   \n",
+       "51  ...                      30.15                      30.02   \n",
+       "\n",
+       "    VisibilityHighMiles  VisibilityAvgMiles  VisibilityLowMiles  WindHighMPH  \\\n",
+       "4                  10.0                10.0                 7.0         10.0   \n",
+       "6                  10.0                 9.0                 7.0          7.0   \n",
+       "7                  10.0                10.0                 7.0         10.0   \n",
+       "42                 10.0                10.0                 9.0         14.0   \n",
+       "51                 10.0                 8.0                 4.0         15.0   \n",
+       "\n",
+       "    WindAvgMPH  WindGustMPH  PrecipitationSumInches  Events  \n",
+       "4          2.0         16.0                     NaN          \n",
+       "6          1.0         11.0                     NaN          \n",
+       "7          2.0         14.0                     NaN          \n",
+       "42         6.0         26.0                     NaN    Rain  \n",
+       "51         9.0         23.0                     NaN    Rain  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "missing_values = austin[austin.isnull().any(axis=1) == True]\n",
+    "missing_values.head()"
    ]
   },
   {
@@ -233,11 +840,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "austin has 1319 rows\n",
+      "missing values has 136 rows\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(f\"austin has {austin.shape[0]} rows\")\n",
+    "\n",
+    "print(f\"missing values has {missing_values.shape[0]} rows\")"
    ]
   },
   {
@@ -249,11 +867,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.10310841546626232"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "missing_values.shape[0]/austin.shape[0]"
    ]
   },
   {
@@ -267,11 +896,48 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Date': 0,\n",
+       " 'TempHighF': 0,\n",
+       " 'TempAvgF': 0,\n",
+       " 'TempLowF': 0,\n",
+       " 'DewPointHighF': 7,\n",
+       " 'DewPointAvgF': 7,\n",
+       " 'DewPointLowF': 7,\n",
+       " 'HumidityHighPercent': 2,\n",
+       " 'HumidityAvgPercent': 2,\n",
+       " 'HumidityLowPercent': 2,\n",
+       " 'SeaLevelPressureHighInches': 3,\n",
+       " 'SeaLevelPressureAvgInches': 3,\n",
+       " 'SeaLevelPressureLowInches': 3,\n",
+       " 'VisibilityHighMiles': 12,\n",
+       " 'VisibilityAvgMiles': 12,\n",
+       " 'VisibilityLowMiles': 12,\n",
+       " 'WindHighMPH': 2,\n",
+       " 'WindAvgMPH': 2,\n",
+       " 'WindGustMPH': 4,\n",
+       " 'PrecipitationSumInches': 124,\n",
+       " 'Events': 0}"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dict = {}\n",
+    "\n",
+    "for column in missing_values.columns:\n",
+    "    x = missing_values[column].isna().sum()\n",
+    "    dict[column] = x\n",
+    "    \n",
+    "dict"
    ]
   },
   {
@@ -283,11 +949,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.09401061410159212"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "missing_values['PrecipitationSumInches'].isna().sum()/austin.shape[0]"
    ]
   },
   {
@@ -309,16 +986,225 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here \n",
-    "\n",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>TempHighF</th>\n",
+       "      <th>TempAvgF</th>\n",
+       "      <th>TempLowF</th>\n",
+       "      <th>DewPointHighF</th>\n",
+       "      <th>DewPointAvgF</th>\n",
+       "      <th>DewPointLowF</th>\n",
+       "      <th>HumidityHighPercent</th>\n",
+       "      <th>HumidityAvgPercent</th>\n",
+       "      <th>HumidityLowPercent</th>\n",
+       "      <th>SeaLevelPressureHighInches</th>\n",
+       "      <th>SeaLevelPressureAvgInches</th>\n",
+       "      <th>SeaLevelPressureLowInches</th>\n",
+       "      <th>VisibilityHighMiles</th>\n",
+       "      <th>VisibilityAvgMiles</th>\n",
+       "      <th>VisibilityLowMiles</th>\n",
+       "      <th>WindHighMPH</th>\n",
+       "      <th>WindAvgMPH</th>\n",
+       "      <th>WindGustMPH</th>\n",
+       "      <th>Events</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2013-12-21</td>\n",
+       "      <td>74</td>\n",
+       "      <td>60</td>\n",
+       "      <td>45</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>29.86</td>\n",
+       "      <td>29.68</td>\n",
+       "      <td>29.59</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>Rain , Thunderstorm</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2013-12-22</td>\n",
+       "      <td>56</td>\n",
+       "      <td>48</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>30.41</td>\n",
+       "      <td>30.13</td>\n",
+       "      <td>29.87</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2013-12-23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>45</td>\n",
+       "      <td>32</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>30.56</td>\n",
+       "      <td>30.49</td>\n",
+       "      <td>30.41</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2013-12-24</td>\n",
+       "      <td>61</td>\n",
+       "      <td>46</td>\n",
+       "      <td>31</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>30.56</td>\n",
+       "      <td>30.45</td>\n",
+       "      <td>30.30</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2013-12-25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>30.41</td>\n",
+       "      <td>30.33</td>\n",
+       "      <td>30.27</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td></td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Date  TempHighF  TempAvgF  TempLowF  DewPointHighF  DewPointAvgF  \\\n",
+       "0  2013-12-21         74        60        45           67.0          49.0   \n",
+       "1  2013-12-22         56        48        39           43.0          36.0   \n",
+       "2  2013-12-23         58        45        32           31.0          27.0   \n",
+       "3  2013-12-24         61        46        31           36.0          28.0   \n",
+       "4  2013-12-25         58        50        41           44.0          40.0   \n",
+       "\n",
+       "   DewPointLowF  HumidityHighPercent  HumidityAvgPercent  HumidityLowPercent  \\\n",
+       "0          43.0                 93.0                75.0                57.0   \n",
+       "1          28.0                 93.0                68.0                43.0   \n",
+       "2          23.0                 76.0                52.0                27.0   \n",
+       "3          21.0                 89.0                56.0                22.0   \n",
+       "4          36.0                 86.0                71.0                56.0   \n",
+       "\n",
+       "   SeaLevelPressureHighInches  SeaLevelPressureAvgInches  \\\n",
+       "0                       29.86                      29.68   \n",
+       "1                       30.41                      30.13   \n",
+       "2                       30.56                      30.49   \n",
+       "3                       30.56                      30.45   \n",
+       "4                       30.41                      30.33   \n",
+       "\n",
+       "   SeaLevelPressureLowInches  VisibilityHighMiles  VisibilityAvgMiles  \\\n",
+       "0                      29.59                 10.0                 7.0   \n",
+       "1                      29.87                 10.0                10.0   \n",
+       "2                      30.41                 10.0                10.0   \n",
+       "3                      30.30                 10.0                10.0   \n",
+       "4                      30.27                 10.0                10.0   \n",
+       "\n",
+       "   VisibilityLowMiles  WindHighMPH  WindAvgMPH  WindGustMPH  \\\n",
+       "0                 2.0         20.0         4.0         31.0   \n",
+       "1                 5.0         16.0         6.0         25.0   \n",
+       "2                10.0          8.0         3.0         12.0   \n",
+       "3                 7.0         12.0         4.0         20.0   \n",
+       "4                 7.0         10.0         2.0         16.0   \n",
+       "\n",
+       "                Events  \n",
+       "0  Rain , Thunderstorm  \n",
+       "1                       \n",
+       "2                       \n",
+       "3                       \n",
+       "4                       "
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.drop('PrecipitationSumInches', axis = 1, inplace = True)\n",
     "\n",
-    "# Print `austin` to confirm the column is indeed removed\n",
-    "\n",
-    "austin"
+    "austin.head()"
    ]
   },
   {
@@ -336,11 +1222,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "austin_fixed = austin.interpolate(inplace = False)"
    ]
   },
   {
@@ -352,11 +1238,92 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Date': 0,\n",
+       " 'TempHighF': 0,\n",
+       " 'TempAvgF': 0,\n",
+       " 'TempLowF': 0,\n",
+       " 'DewPointHighF': 0,\n",
+       " 'DewPointAvgF': 0,\n",
+       " 'DewPointLowF': 0,\n",
+       " 'HumidityHighPercent': 0,\n",
+       " 'HumidityAvgPercent': 0,\n",
+       " 'HumidityLowPercent': 0,\n",
+       " 'SeaLevelPressureHighInches': 0,\n",
+       " 'SeaLevelPressureAvgInches': 0,\n",
+       " 'SeaLevelPressureLowInches': 0,\n",
+       " 'VisibilityHighMiles': 0,\n",
+       " 'VisibilityAvgMiles': 0,\n",
+       " 'VisibilityLowMiles': 0,\n",
+       " 'WindHighMPH': 0,\n",
+       " 'WindAvgMPH': 0,\n",
+       " 'WindGustMPH': 0,\n",
+       " 'Events': 0}"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dict = {}\n",
+    "\n",
+    "for column in austin_fixed.columns:\n",
+    "    x = austin_fixed[column].isna().sum()\n",
+    "    dict[column] = x\n",
+    "    \n",
+    "dict"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'Date': 0,\n",
+       " 'TempHighF': 0,\n",
+       " 'TempAvgF': 0,\n",
+       " 'TempLowF': 0,\n",
+       " 'DewPointHighF': 7,\n",
+       " 'DewPointAvgF': 7,\n",
+       " 'DewPointLowF': 7,\n",
+       " 'HumidityHighPercent': 2,\n",
+       " 'HumidityAvgPercent': 2,\n",
+       " 'HumidityLowPercent': 2,\n",
+       " 'SeaLevelPressureHighInches': 3,\n",
+       " 'SeaLevelPressureAvgInches': 3,\n",
+       " 'SeaLevelPressureLowInches': 3,\n",
+       " 'VisibilityHighMiles': 12,\n",
+       " 'VisibilityAvgMiles': 12,\n",
+       " 'VisibilityLowMiles': 12,\n",
+       " 'WindHighMPH': 2,\n",
+       " 'WindAvgMPH': 2,\n",
+       " 'WindGustMPH': 4,\n",
+       " 'Events': 0}"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dict = {}\n",
+    "\n",
+    "for column in austin.columns:\n",
+    "    x = austin[column].isna().sum()\n",
+    "    dict[column] = x\n",
+    "    \n",
+    "dict"
    ]
   },
   {
@@ -377,11 +1344,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here:\n"
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Events\n",
+       "                             903\n",
+       "Rain                         192\n",
+       "Rain , Thunderstorm          137\n",
+       "Fog , Rain , Thunderstorm     33\n",
+       "Fog                           21\n",
+       "Thunderstorm                  17\n",
+       "Fog , Rain                    14\n",
+       "Rain , Snow                    1\n",
+       "Fog , Thunderstorm             1\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_fixed['Events'].value_counts()"
    ]
   },
   {
@@ -395,11 +1383,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your answer:\n"
+    "# 3: 'Fog , Rain , Thunderstorm'"
    ]
   },
   {
@@ -415,18 +1403,230 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
     "event_list = ['Snow', 'Fog', 'Rain', 'Thunderstorm']\n",
     "\n",
-    "# Your code here\n",
-    "\n",
-    "\n",
-    "# Print your new dataframe to check whether new columns have been created:\n",
-    "\n",
-    "austin_fixed"
+    "for event in event_list:\n",
+    "    austin_fixed[event] = 0 "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>TempHighF</th>\n",
+       "      <th>TempAvgF</th>\n",
+       "      <th>TempLowF</th>\n",
+       "      <th>DewPointHighF</th>\n",
+       "      <th>DewPointAvgF</th>\n",
+       "      <th>DewPointLowF</th>\n",
+       "      <th>HumidityHighPercent</th>\n",
+       "      <th>HumidityAvgPercent</th>\n",
+       "      <th>HumidityLowPercent</th>\n",
+       "      <th>...</th>\n",
+       "      <th>VisibilityAvgMiles</th>\n",
+       "      <th>VisibilityLowMiles</th>\n",
+       "      <th>WindHighMPH</th>\n",
+       "      <th>WindAvgMPH</th>\n",
+       "      <th>WindGustMPH</th>\n",
+       "      <th>Events</th>\n",
+       "      <th>Snow</th>\n",
+       "      <th>Fog</th>\n",
+       "      <th>Rain</th>\n",
+       "      <th>Thunderstorm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2013-12-21</td>\n",
+       "      <td>74</td>\n",
+       "      <td>60</td>\n",
+       "      <td>45</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>Rain , Thunderstorm</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2013-12-22</td>\n",
+       "      <td>56</td>\n",
+       "      <td>48</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2013-12-23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>45</td>\n",
+       "      <td>32</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2013-12-24</td>\n",
+       "      <td>61</td>\n",
+       "      <td>46</td>\n",
+       "      <td>31</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2013-12-25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Date  TempHighF  TempAvgF  TempLowF  DewPointHighF  DewPointAvgF  \\\n",
+       "0  2013-12-21         74        60        45           67.0          49.0   \n",
+       "1  2013-12-22         56        48        39           43.0          36.0   \n",
+       "2  2013-12-23         58        45        32           31.0          27.0   \n",
+       "3  2013-12-24         61        46        31           36.0          28.0   \n",
+       "4  2013-12-25         58        50        41           44.0          40.0   \n",
+       "\n",
+       "   DewPointLowF  HumidityHighPercent  HumidityAvgPercent  HumidityLowPercent  \\\n",
+       "0          43.0                 93.0                75.0                57.0   \n",
+       "1          28.0                 93.0                68.0                43.0   \n",
+       "2          23.0                 76.0                52.0                27.0   \n",
+       "3          21.0                 89.0                56.0                22.0   \n",
+       "4          36.0                 86.0                71.0                56.0   \n",
+       "\n",
+       "   ...  VisibilityAvgMiles  VisibilityLowMiles  WindHighMPH  WindAvgMPH  \\\n",
+       "0  ...                 7.0                 2.0         20.0         4.0   \n",
+       "1  ...                10.0                 5.0         16.0         6.0   \n",
+       "2  ...                10.0                10.0          8.0         3.0   \n",
+       "3  ...                10.0                 7.0         12.0         4.0   \n",
+       "4  ...                10.0                 7.0         10.0         2.0   \n",
+       "\n",
+       "   WindGustMPH               Events  Snow  Fog  Rain Thunderstorm  \n",
+       "0         31.0  Rain , Thunderstorm     0    0     0            0  \n",
+       "1         25.0                          0    0     0            0  \n",
+       "2         12.0                          0    0     0            0  \n",
+       "3         20.0                          0    0     0            0  \n",
+       "4         16.0                          0    0     0            0  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 23,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_fixed.head()"
    ]
   },
   {
@@ -446,11 +1646,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "s = pd.Series(austin_fixed['Events'])\n",
+    "\n",
+    "for event in event_list:\n",
+    "    austin_fixed[event]= s.str.contains(event)\n",
+    "    austin_fixed[event] = austin_fixed[event].astype(int)"
    ]
   },
   {
@@ -462,11 +1666,218 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>TempHighF</th>\n",
+       "      <th>TempAvgF</th>\n",
+       "      <th>TempLowF</th>\n",
+       "      <th>DewPointHighF</th>\n",
+       "      <th>DewPointAvgF</th>\n",
+       "      <th>DewPointLowF</th>\n",
+       "      <th>HumidityHighPercent</th>\n",
+       "      <th>HumidityAvgPercent</th>\n",
+       "      <th>HumidityLowPercent</th>\n",
+       "      <th>...</th>\n",
+       "      <th>VisibilityAvgMiles</th>\n",
+       "      <th>VisibilityLowMiles</th>\n",
+       "      <th>WindHighMPH</th>\n",
+       "      <th>WindAvgMPH</th>\n",
+       "      <th>WindGustMPH</th>\n",
+       "      <th>Events</th>\n",
+       "      <th>Snow</th>\n",
+       "      <th>Fog</th>\n",
+       "      <th>Rain</th>\n",
+       "      <th>Thunderstorm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2013-12-21</td>\n",
+       "      <td>74</td>\n",
+       "      <td>60</td>\n",
+       "      <td>45</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>Rain , Thunderstorm</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2013-12-22</td>\n",
+       "      <td>56</td>\n",
+       "      <td>48</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2013-12-23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>45</td>\n",
+       "      <td>32</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2013-12-24</td>\n",
+       "      <td>61</td>\n",
+       "      <td>46</td>\n",
+       "      <td>31</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2013-12-25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td></td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Date  TempHighF  TempAvgF  TempLowF  DewPointHighF  DewPointAvgF  \\\n",
+       "0  2013-12-21         74        60        45           67.0          49.0   \n",
+       "1  2013-12-22         56        48        39           43.0          36.0   \n",
+       "2  2013-12-23         58        45        32           31.0          27.0   \n",
+       "3  2013-12-24         61        46        31           36.0          28.0   \n",
+       "4  2013-12-25         58        50        41           44.0          40.0   \n",
+       "\n",
+       "   DewPointLowF  HumidityHighPercent  HumidityAvgPercent  HumidityLowPercent  \\\n",
+       "0          43.0                 93.0                75.0                57.0   \n",
+       "1          28.0                 93.0                68.0                43.0   \n",
+       "2          23.0                 76.0                52.0                27.0   \n",
+       "3          21.0                 89.0                56.0                22.0   \n",
+       "4          36.0                 86.0                71.0                56.0   \n",
+       "\n",
+       "   ...  VisibilityAvgMiles  VisibilityLowMiles  WindHighMPH  WindAvgMPH  \\\n",
+       "0  ...                 7.0                 2.0         20.0         4.0   \n",
+       "1  ...                10.0                 5.0         16.0         6.0   \n",
+       "2  ...                10.0                10.0          8.0         3.0   \n",
+       "3  ...                10.0                 7.0         12.0         4.0   \n",
+       "4  ...                10.0                 7.0         10.0         2.0   \n",
+       "\n",
+       "   WindGustMPH               Events  Snow  Fog  Rain Thunderstorm  \n",
+       "0         31.0  Rain , Thunderstorm     0    0     1            1  \n",
+       "1         25.0                          0    0     0            0  \n",
+       "2         12.0                          0    0     0            0  \n",
+       "3         20.0                          0    0     0            0  \n",
+       "4         16.0                          0    0     0            0  \n",
+       "\n",
+       "[5 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_fixed.head()"
    ]
   },
   {
@@ -478,11 +1889,219 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>TempHighF</th>\n",
+       "      <th>TempAvgF</th>\n",
+       "      <th>TempLowF</th>\n",
+       "      <th>DewPointHighF</th>\n",
+       "      <th>DewPointAvgF</th>\n",
+       "      <th>DewPointLowF</th>\n",
+       "      <th>HumidityHighPercent</th>\n",
+       "      <th>HumidityAvgPercent</th>\n",
+       "      <th>HumidityLowPercent</th>\n",
+       "      <th>...</th>\n",
+       "      <th>VisibilityHighMiles</th>\n",
+       "      <th>VisibilityAvgMiles</th>\n",
+       "      <th>VisibilityLowMiles</th>\n",
+       "      <th>WindHighMPH</th>\n",
+       "      <th>WindAvgMPH</th>\n",
+       "      <th>WindGustMPH</th>\n",
+       "      <th>Snow</th>\n",
+       "      <th>Fog</th>\n",
+       "      <th>Rain</th>\n",
+       "      <th>Thunderstorm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2013-12-21</td>\n",
+       "      <td>74</td>\n",
+       "      <td>60</td>\n",
+       "      <td>45</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2013-12-22</td>\n",
+       "      <td>56</td>\n",
+       "      <td>48</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2013-12-23</td>\n",
+       "      <td>58</td>\n",
+       "      <td>45</td>\n",
+       "      <td>32</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2013-12-24</td>\n",
+       "      <td>61</td>\n",
+       "      <td>46</td>\n",
+       "      <td>31</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2013-12-25</td>\n",
+       "      <td>58</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         Date  TempHighF  TempAvgF  TempLowF  DewPointHighF  DewPointAvgF  \\\n",
+       "0  2013-12-21         74        60        45           67.0          49.0   \n",
+       "1  2013-12-22         56        48        39           43.0          36.0   \n",
+       "2  2013-12-23         58        45        32           31.0          27.0   \n",
+       "3  2013-12-24         61        46        31           36.0          28.0   \n",
+       "4  2013-12-25         58        50        41           44.0          40.0   \n",
+       "\n",
+       "   DewPointLowF  HumidityHighPercent  HumidityAvgPercent  HumidityLowPercent  \\\n",
+       "0          43.0                 93.0                75.0                57.0   \n",
+       "1          28.0                 93.0                68.0                43.0   \n",
+       "2          23.0                 76.0                52.0                27.0   \n",
+       "3          21.0                 89.0                56.0                22.0   \n",
+       "4          36.0                 86.0                71.0                56.0   \n",
+       "\n",
+       "   ...  VisibilityHighMiles  VisibilityAvgMiles  VisibilityLowMiles  \\\n",
+       "0  ...                 10.0                 7.0                 2.0   \n",
+       "1  ...                 10.0                10.0                 5.0   \n",
+       "2  ...                 10.0                10.0                10.0   \n",
+       "3  ...                 10.0                10.0                 7.0   \n",
+       "4  ...                 10.0                10.0                 7.0   \n",
+       "\n",
+       "   WindHighMPH  WindAvgMPH  WindGustMPH  Snow  Fog  Rain  Thunderstorm  \n",
+       "0         20.0         4.0         31.0     0    0     1             1  \n",
+       "1         16.0         6.0         25.0     0    0     0             0  \n",
+       "2          8.0         3.0         12.0     0    0     0             0  \n",
+       "3         12.0         4.0         20.0     0    0     0             0  \n",
+       "4         10.0         2.0         16.0     0    0     0             0  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_fixed.drop(['Events'], axis = 1, inplace=True)\n",
+    "austin_fixed.head()"
    ]
   },
   {
@@ -500,11 +2119,39 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/_4/p643d6050rzf5fwbz9m36nyr0000gn/T/ipykernel_67152/1558892815.py:6: SettingWithCopyWarning: \n",
+      "A value is trying to be set on a copy of a slice from a DataFrame\n",
+      "\n",
+      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
+      "  austin_fixed['Date'][i] = d2.toordinal()\n"
+     ]
+    },
+    {
+     "ename": "TypeError",
+     "evalue": "strptime() argument 1 must be str, not int",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[41], line 5\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m0\u001b[39m,\u001b[38;5;241m1319\u001b[39m):\n\u001b[1;32m      4\u001b[0m     d1 \u001b[38;5;241m=\u001b[39m austin_fixed[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m'\u001b[39m][i]\n\u001b[0;32m----> 5\u001b[0m     d2 \u001b[38;5;241m=\u001b[39m \u001b[43mdt\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstrptime\u001b[49m\u001b[43m(\u001b[49m\u001b[43md1\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43m%\u001b[39;49m\u001b[38;5;124;43mY-\u001b[39;49m\u001b[38;5;124;43m%\u001b[39;49m\u001b[38;5;124;43mm-\u001b[39;49m\u001b[38;5;132;43;01m%d\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mdate()\n\u001b[1;32m      6\u001b[0m     austin_fixed[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m'\u001b[39m][i] \u001b[38;5;241m=\u001b[39m d2\u001b[38;5;241m.\u001b[39mtoordinal()\n",
+      "\u001b[0;31mTypeError\u001b[0m: strptime() argument 1 must be str, not int"
+     ]
+    }
+   ],
+   "source": [
+    "from datetime import datetime as dt\n",
+    "\n",
+    "for i in range(0,1319):\n",
+    "    d1 = austin_fixed['Date'][i]\n",
+    "    d2 = dt.strptime(d1, '%Y-%m-%d').date()\n",
+    "    austin_fixed['Date'][i] = d2.toordinal()"
    ]
   },
   {
@@ -516,11 +2163,218 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "austin_fixed.head(5)"
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Date</th>\n",
+       "      <th>TempHighF</th>\n",
+       "      <th>TempAvgF</th>\n",
+       "      <th>TempLowF</th>\n",
+       "      <th>DewPointHighF</th>\n",
+       "      <th>DewPointAvgF</th>\n",
+       "      <th>DewPointLowF</th>\n",
+       "      <th>HumidityHighPercent</th>\n",
+       "      <th>HumidityAvgPercent</th>\n",
+       "      <th>HumidityLowPercent</th>\n",
+       "      <th>...</th>\n",
+       "      <th>VisibilityHighMiles</th>\n",
+       "      <th>VisibilityAvgMiles</th>\n",
+       "      <th>VisibilityLowMiles</th>\n",
+       "      <th>WindHighMPH</th>\n",
+       "      <th>WindAvgMPH</th>\n",
+       "      <th>WindGustMPH</th>\n",
+       "      <th>Snow</th>\n",
+       "      <th>Fog</th>\n",
+       "      <th>Rain</th>\n",
+       "      <th>Thunderstorm</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>735223</td>\n",
+       "      <td>74</td>\n",
+       "      <td>60</td>\n",
+       "      <td>45</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>735224</td>\n",
+       "      <td>56</td>\n",
+       "      <td>48</td>\n",
+       "      <td>39</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>68.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>735225</td>\n",
+       "      <td>58</td>\n",
+       "      <td>45</td>\n",
+       "      <td>32</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>76.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>8.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>735226</td>\n",
+       "      <td>61</td>\n",
+       "      <td>46</td>\n",
+       "      <td>31</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>28.0</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>89.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>22.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>735227</td>\n",
+       "      <td>58</td>\n",
+       "      <td>50</td>\n",
+       "      <td>41</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>...</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Date  TempHighF  TempAvgF  TempLowF  DewPointHighF  DewPointAvgF  \\\n",
+       "0  735223         74        60        45           67.0          49.0   \n",
+       "1  735224         56        48        39           43.0          36.0   \n",
+       "2  735225         58        45        32           31.0          27.0   \n",
+       "3  735226         61        46        31           36.0          28.0   \n",
+       "4  735227         58        50        41           44.0          40.0   \n",
+       "\n",
+       "   DewPointLowF  HumidityHighPercent  HumidityAvgPercent  HumidityLowPercent  \\\n",
+       "0          43.0                 93.0                75.0                57.0   \n",
+       "1          28.0                 93.0                68.0                43.0   \n",
+       "2          23.0                 76.0                52.0                27.0   \n",
+       "3          21.0                 89.0                56.0                22.0   \n",
+       "4          36.0                 86.0                71.0                56.0   \n",
+       "\n",
+       "   ...  VisibilityHighMiles  VisibilityAvgMiles  VisibilityLowMiles  \\\n",
+       "0  ...                 10.0                 7.0                 2.0   \n",
+       "1  ...                 10.0                10.0                 5.0   \n",
+       "2  ...                 10.0                10.0                10.0   \n",
+       "3  ...                 10.0                10.0                 7.0   \n",
+       "4  ...                 10.0                10.0                 7.0   \n",
+       "\n",
+       "   WindHighMPH  WindAvgMPH  WindGustMPH  Snow  Fog  Rain  Thunderstorm  \n",
+       "0         20.0         4.0         31.0     0    0     1             1  \n",
+       "1         16.0         6.0         25.0     0    0     0             0  \n",
+       "2          8.0         3.0         12.0     0    0     0             0  \n",
+       "3         12.0         4.0         20.0     0    0     0             0  \n",
+       "4         10.0         2.0         16.0     0    0     0             0  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_fixed.head()"
    ]
   },
   {
@@ -577,11 +2431,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n"
+    "x = austin_fixed[['Date',  'TempHighF',  'TempLowF',  'DewPointHighF',  'DewPointAvgF',  'DewPointLowF',  'HumidityHighPercent',  'HumidityAvgPercent',  'HumidityLowPercent',  'SeaLevelPressureHighInches',  'SeaLevelPressureAvgInches',  'SeaLevelPressureLowInches',  'VisibilityHighMiles',  'VisibilityAvgMiles',  'VisibilityLowMiles',  'WindHighMPH',  'WindAvgMPH',  'WindGustMPH',  'Snow',  'Fog',  'Rain',  'Thunderstorm']]\n",
+    "y = austin_fixed[['TempAvgF']]"
    ]
   },
   {
@@ -593,11 +2448,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 50,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Your code here:\n"
+    "from sklearn.model_selection import train_test_split"
    ]
   },
   {
@@ -612,11 +2467,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Your code here:\n"
+    "x_train, x_test, y_train, y_test = train_test_split(x,y,random_state = 0)"
    ]
   },
   {
@@ -641,7 +2496,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -657,7 +2512,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -673,7 +2528,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -683,7 +2538,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -697,7 +2552,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.10.9"
   }
  },
  "nbformat": 4,