diff --git a/your-code/main.ipynb b/your-code/main.ipynb
index 68b3762..00e6cd4 100644
--- a/your-code/main.ipynb
+++ b/your-code/main.ipynb
@@ -12,11 +12,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Import your libraries\n"
+    "from sklearn.datasets import load_iris\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import seaborn as sns\n"
    ]
   },
   {
@@ -38,11 +41,168 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 2,
+   "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",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 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",
+       "\n",
+       "  DewPointLowF HumidityHighPercent HumidityAvgPercent HumidityLowPercent  ...  \\\n",
+       "0           43                  93                 75                 57  ...   \n",
+       "1           28                  93                 68                 43  ...   \n",
+       "2           23                  76                 52                 27  ...   \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",
+       "\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",
+       "\n",
+       "  PrecipitationSumInches               Events  \n",
+       "0                   0.46  Rain , Thunderstorm  \n",
+       "1                      0                       \n",
+       "2                      0                       \n",
+       "\n",
+       "[3 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 2,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin=pd.read_csv(\"austin_weather.csv\")\n",
+    "austin.head(3)"
    ]
   },
   {
@@ -57,29 +217,396 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 3,
+   "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": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.head(5)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Rain , Thunderstorm', ' ', 'Rain', 'Fog', 'Rain , Snow',\n",
+       "       'Fog , Rain', 'Thunderstorm', 'Fog , Rain , Thunderstorm',\n",
+       "       'Fog , Thunderstorm'], dtype=object)"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "austin[\"Events\"].unique()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1319 entries, 0 to 1318\n",
+      "Data columns (total 21 columns):\n",
+      " #   Column                      Non-Null Count  Dtype \n",
+      "---  ------                      --------------  ----- \n",
+      " 0   Date                        1319 non-null   object\n",
+      " 1   TempHighF                   1319 non-null   int64 \n",
+      " 2   TempAvgF                    1319 non-null   int64 \n",
+      " 3   TempLowF                    1319 non-null   int64 \n",
+      " 4   DewPointHighF               1319 non-null   object\n",
+      " 5   DewPointAvgF                1319 non-null   object\n",
+      " 6   DewPointLowF                1319 non-null   object\n",
+      " 7   HumidityHighPercent         1319 non-null   object\n",
+      " 8   HumidityAvgPercent          1319 non-null   object\n",
+      " 9   HumidityLowPercent          1319 non-null   object\n",
+      " 10  SeaLevelPressureHighInches  1319 non-null   object\n",
+      " 11  SeaLevelPressureAvgInches   1319 non-null   object\n",
+      " 12  SeaLevelPressureLowInches   1319 non-null   object\n",
+      " 13  VisibilityHighMiles         1319 non-null   object\n",
+      " 14  VisibilityAvgMiles          1319 non-null   object\n",
+      " 15  VisibilityLowMiles          1319 non-null   object\n",
+      " 16  WindHighMPH                 1319 non-null   object\n",
+      " 17  WindAvgMPH                  1319 non-null   object\n",
+      " 18  WindGustMPH                 1319 non-null   object\n",
+      " 19  PrecipitationSumInches      1319 non-null   object\n",
+      " 20  Events                      1319 non-null   object\n",
+      "dtypes: int64(3), object(18)\n",
+      "memory usage: 216.5+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "austin.info()\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "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": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.describe()\n"
    ]
   },
   {
@@ -113,20 +640,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 7,
+   "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": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin[\"DewPointAvgF\"].unique()\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your observation here\n"
+    "# it became an object because we have 1 string between a column, \"-\".\n"
    ]
   },
   {
@@ -140,7 +684,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -151,14 +695,282 @@
     "                      'WindGustMPH', 'PrecipitationSumInches']"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1319 entries, 0 to 1318\n",
+      "Data columns (total 16 columns):\n",
+      " #   Column                      Non-Null Count  Dtype  \n",
+      "---  ------                      --------------  -----  \n",
+      " 0   DewPointHighF               1312 non-null   float64\n",
+      " 1   DewPointAvgF                1312 non-null   float64\n",
+      " 2   DewPointLowF                1312 non-null   float64\n",
+      " 3   HumidityHighPercent         1317 non-null   float64\n",
+      " 4   HumidityAvgPercent          1317 non-null   float64\n",
+      " 5   HumidityLowPercent          1317 non-null   float64\n",
+      " 6   SeaLevelPressureHighInches  1316 non-null   float64\n",
+      " 7   SeaLevelPressureAvgInches   1316 non-null   float64\n",
+      " 8   SeaLevelPressureLowInches   1316 non-null   float64\n",
+      " 9   VisibilityHighMiles         1307 non-null   float64\n",
+      " 10  VisibilityAvgMiles          1307 non-null   float64\n",
+      " 11  VisibilityLowMiles          1307 non-null   float64\n",
+      " 12  WindHighMPH                 1317 non-null   float64\n",
+      " 13  WindAvgMPH                  1317 non-null   float64\n",
+      " 14  WindGustMPH                 1315 non-null   float64\n",
+      " 15  PrecipitationSumInches      1195 non-null   float64\n",
+      "dtypes: float64(16)\n",
+      "memory usage: 165.0 KB\n"
+     ]
+    },
+    {
+     "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>67.0</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>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>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>43.0</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>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>0.00</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>...</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>0.00</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>...</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>0.00</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>...</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",
+       "  </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           67.0          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",
+       "   ...  SeaLevelPressureAvgInches  SeaLevelPressureLowInches  \\\n",
+       "0  ...                      29.68                      29.59   \n",
+       "1  ...                      30.13                      29.87   \n",
+       "2  ...                      30.49                      30.41   \n",
+       "3  ...                      30.45                      30.30   \n",
+       "4  ...                      30.33                      30.27   \n",
+       "\n",
+       "   VisibilityHighMiles  VisibilityAvgMiles  VisibilityLowMiles  WindHighMPH  \\\n",
+       "0                 10.0                 7.0                 2.0         20.0   \n",
+       "1                 10.0                10.0                 5.0         16.0   \n",
+       "2                 10.0                10.0                10.0          8.0   \n",
+       "3                 10.0                10.0                 7.0         12.0   \n",
+       "4                 10.0                10.0                 7.0         10.0   \n",
+       "\n",
+       "   WindAvgMPH  WindGustMPH  PrecipitationSumInches               Events  \n",
+       "0         4.0         31.0                    0.46  Rain , Thunderstorm  \n",
+       "1         6.0         25.0                    0.00                       \n",
+       "2         3.0         12.0                    0.00                       \n",
+       "3         4.0         20.0                    0.00                       \n",
+       "4         2.0         16.0                     NaN                       \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([49., 36., 27., 28., 40., 39., 41., 26., 42., 22., 48., 32.,  8.,\n",
+       "       11., 45., 55., 61., 37., 47., 25., 23., 20., 33., 30., 29., 17.,\n",
+       "       14., 13., 54., 59., 15., 24., 34., 35., 57., 50., 53., 60., 46.,\n",
+       "       56., 51., 31., 38., 62., 43., 63., 64., 67., 66., 58., 70., 68.,\n",
+       "       65., 69., 71., 72., nan, 73., 74., 21., 44., 52., 12., 75., 76.,\n",
+       "       18.])"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_2 = austin[wrong_type_columns].apply(pd.to_numeric, errors='coerce')\n",
+    "austin_2.info()\n",
+    "austin[wrong_type_columns]=austin_2\n",
+    "display(austin.head(5))\n",
+    "austin[\"DewPointAvgF\"].unique()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {},
    "outputs": [],
-   "source": [
-    "# Your code here\n"
-   ]
+   "source": []
   },
   {
    "cell_type": "markdown",
@@ -169,11 +981,63 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 1319 entries, 0 to 1318\n",
+      "Data columns (total 21 columns):\n",
+      " #   Column                      Non-Null Count  Dtype  \n",
+      "---  ------                      --------------  -----  \n",
+      " 0   Date                        1319 non-null   object \n",
+      " 1   TempHighF                   1319 non-null   int64  \n",
+      " 2   TempAvgF                    1319 non-null   int64  \n",
+      " 3   TempLowF                    1319 non-null   int64  \n",
+      " 4   DewPointHighF               1312 non-null   float64\n",
+      " 5   DewPointAvgF                1312 non-null   float64\n",
+      " 6   DewPointLowF                1312 non-null   float64\n",
+      " 7   HumidityHighPercent         1317 non-null   float64\n",
+      " 8   HumidityAvgPercent          1317 non-null   float64\n",
+      " 9   HumidityLowPercent          1317 non-null   float64\n",
+      " 10  SeaLevelPressureHighInches  1316 non-null   float64\n",
+      " 11  SeaLevelPressureAvgInches   1316 non-null   float64\n",
+      " 12  SeaLevelPressureLowInches   1316 non-null   float64\n",
+      " 13  VisibilityHighMiles         1307 non-null   float64\n",
+      " 14  VisibilityAvgMiles          1307 non-null   float64\n",
+      " 15  VisibilityLowMiles          1307 non-null   float64\n",
+      " 16  WindHighMPH                 1317 non-null   float64\n",
+      " 17  WindAvgMPH                  1317 non-null   float64\n",
+      " 18  WindGustMPH                 1315 non-null   float64\n",
+      " 19  PrecipitationSumInches      1195 non-null   float64\n",
+      " 20  Events                      1319 non-null   object \n",
+      "dtypes: float64(16), int64(3), object(2)\n",
+      "memory usage: 216.5+ KB\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "array([49., 36., 27., 28., 40., 39., 41., 26., 42., 22., 48., 32.,  8.,\n",
+       "       11., 45., 55., 61., 37., 47., 25., 23., 20., 33., 30., 29., 17.,\n",
+       "       14., 13., 54., 59., 15., 24., 34., 35., 57., 50., 53., 60., 46.,\n",
+       "       56., 51., 31., 38., 62., 43., 63., 64., 67., 66., 58., 70., 68.,\n",
+       "       65., 69., 71., 72., nan, 73., 74., 21., 44., 52., 12., 75., 76.,\n",
+       "       18.])"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.head(5)\n",
+    "austin.info()\n",
+    "austin[\"DewPointAvgF\"].unique()"
    ]
   },
   {
@@ -200,11 +1064,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "missing_values=austin[austin.isnull().any(axis=1)]"
    ]
   },
   {
@@ -233,11 +1097,73 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Date                          1319\n",
+       "TempHighF                     1319\n",
+       "TempAvgF                      1319\n",
+       "TempLowF                      1319\n",
+       "DewPointHighF                 1312\n",
+       "DewPointAvgF                  1312\n",
+       "DewPointLowF                  1312\n",
+       "HumidityHighPercent           1317\n",
+       "HumidityAvgPercent            1317\n",
+       "HumidityLowPercent            1317\n",
+       "SeaLevelPressureHighInches    1316\n",
+       "SeaLevelPressureAvgInches     1316\n",
+       "SeaLevelPressureLowInches     1316\n",
+       "VisibilityHighMiles           1307\n",
+       "VisibilityAvgMiles            1307\n",
+       "VisibilityLowMiles            1307\n",
+       "WindHighMPH                   1317\n",
+       "WindAvgMPH                    1317\n",
+       "WindGustMPH                   1315\n",
+       "PrecipitationSumInches        1195\n",
+       "Events                        1319\n",
+       "dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Date                          136\n",
+       "TempHighF                     136\n",
+       "TempAvgF                      136\n",
+       "TempLowF                      136\n",
+       "DewPointHighF                 129\n",
+       "DewPointAvgF                  129\n",
+       "DewPointLowF                  129\n",
+       "HumidityHighPercent           134\n",
+       "HumidityAvgPercent            134\n",
+       "HumidityLowPercent            134\n",
+       "SeaLevelPressureHighInches    133\n",
+       "SeaLevelPressureAvgInches     133\n",
+       "SeaLevelPressureLowInches     133\n",
+       "VisibilityHighMiles           124\n",
+       "VisibilityAvgMiles            124\n",
+       "VisibilityLowMiles            124\n",
+       "WindHighMPH                   134\n",
+       "WindAvgMPH                    134\n",
+       "WindGustMPH                   132\n",
+       "PrecipitationSumInches         12\n",
+       "Events                        136\n",
+       "dtype: int64"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "display(austin.count())\n",
+    "display(missing_values.count())\n"
    ]
   },
   {
@@ -249,11 +1175,23 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.10310841546626232"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "\n",
+    "len(missing_values)/len(austin)"
    ]
   },
   {
@@ -267,11 +1205,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 15,
+   "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\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "# Your code here\n",
+    "austin.isna().sum()"
    ]
   },
   {
@@ -283,11 +1254,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 16,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.10310841546626232"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "len(missing_values[\"PrecipitationSumInches\"])/len(austin)"
    ]
   },
   {
@@ -309,16 +1291,232 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 17,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here \n",
-    "\n",
-    "\n",
-    "# Print `austin` to confirm the column is indeed removed\n",
-    "\n",
-    "austin"
+    "austin.drop(columns=[\"PrecipitationSumInches\"], inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "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": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin.head()"
    ]
   },
   {
@@ -336,11 +1534,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 19,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "austin_fixed=austin.interpolate(inplace=False)"
    ]
   },
   {
@@ -352,11 +1550,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 35,
+   "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\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 35,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_fixed.isna().sum()\n",
+    "austin.isna().sum()"
    ]
   },
   {
@@ -377,11 +1607,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here:\n"
+   "execution_count": 38,
+   "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": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_fixed[\"Events\"].value_counts()\n"
    ]
   },
   {
@@ -395,11 +1646,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 22,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your answer:\n"
+    "# rain\n"
    ]
   },
   {
@@ -415,18 +1666,250 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 44,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "\"['event'] not found in axis\"",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[44], line 9\u001b[0m\n\u001b[0;32m      7\u001b[0m austin_fixed\u001b[38;5;241m.\u001b[39mdrop(columns\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mevent_fog\u001b[39m\u001b[38;5;124m\"\u001b[39m], inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m      8\u001b[0m austin_fixed\u001b[38;5;241m.\u001b[39mdrop(columns\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mevent_thunderstorm\u001b[39m\u001b[38;5;124m\"\u001b[39m] , inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[1;32m----> 9\u001b[0m austin_fixed\u001b[38;5;241m.\u001b[39mdrop(columns\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mevent\u001b[39m\u001b[38;5;124m\"\u001b[39m], inplace\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m     13\u001b[0m \u001b[38;5;66;03m# Print your new dataframe to check whether new columns have been created:\u001b[39;00m\n\u001b[0;32m     15\u001b[0m austin_fixed\n",
+      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\frame.py:5258\u001b[0m, in \u001b[0;36mDataFrame.drop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m   5110\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mdrop\u001b[39m(\n\u001b[0;32m   5111\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m   5112\u001b[0m     labels: IndexLabel \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   5119\u001b[0m     errors: IgnoreRaise \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mraise\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[0;32m   5120\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m   5121\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   5122\u001b[0m \u001b[38;5;124;03m    Drop specified labels from rows or columns.\u001b[39;00m\n\u001b[0;32m   5123\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   5256\u001b[0m \u001b[38;5;124;03m            weight  1.0     0.8\u001b[39;00m\n\u001b[0;32m   5257\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m-> 5258\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mdrop(\n\u001b[0;32m   5259\u001b[0m         labels\u001b[38;5;241m=\u001b[39mlabels,\n\u001b[0;32m   5260\u001b[0m         axis\u001b[38;5;241m=\u001b[39maxis,\n\u001b[0;32m   5261\u001b[0m         index\u001b[38;5;241m=\u001b[39mindex,\n\u001b[0;32m   5262\u001b[0m         columns\u001b[38;5;241m=\u001b[39mcolumns,\n\u001b[0;32m   5263\u001b[0m         level\u001b[38;5;241m=\u001b[39mlevel,\n\u001b[0;32m   5264\u001b[0m         inplace\u001b[38;5;241m=\u001b[39minplace,\n\u001b[0;32m   5265\u001b[0m         errors\u001b[38;5;241m=\u001b[39merrors,\n\u001b[0;32m   5266\u001b[0m     )\n",
+      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\generic.py:4549\u001b[0m, in \u001b[0;36mNDFrame.drop\u001b[1;34m(self, labels, axis, index, columns, level, inplace, errors)\u001b[0m\n\u001b[0;32m   4547\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m axis, labels \u001b[38;5;129;01min\u001b[39;00m axes\u001b[38;5;241m.\u001b[39mitems():\n\u001b[0;32m   4548\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m labels \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m-> 4549\u001b[0m         obj \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39m_drop_axis(labels, axis, level\u001b[38;5;241m=\u001b[39mlevel, errors\u001b[38;5;241m=\u001b[39merrors)\n\u001b[0;32m   4551\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m inplace:\n\u001b[0;32m   4552\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_update_inplace(obj)\n",
+      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\generic.py:4591\u001b[0m, in \u001b[0;36mNDFrame._drop_axis\u001b[1;34m(self, labels, axis, level, errors, only_slice)\u001b[0m\n\u001b[0;32m   4589\u001b[0m         new_axis \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mdrop(labels, level\u001b[38;5;241m=\u001b[39mlevel, errors\u001b[38;5;241m=\u001b[39merrors)\n\u001b[0;32m   4590\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 4591\u001b[0m         new_axis \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mdrop(labels, errors\u001b[38;5;241m=\u001b[39merrors)\n\u001b[0;32m   4592\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m axis\u001b[38;5;241m.\u001b[39mget_indexer(new_axis)\n\u001b[0;32m   4594\u001b[0m \u001b[38;5;66;03m# Case for non-unique axis\u001b[39;00m\n\u001b[0;32m   4595\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n",
+      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:6699\u001b[0m, in \u001b[0;36mIndex.drop\u001b[1;34m(self, labels, errors)\u001b[0m\n\u001b[0;32m   6697\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mask\u001b[38;5;241m.\u001b[39many():\n\u001b[0;32m   6698\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m errors \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mignore\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m-> 6699\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlist\u001b[39m(labels[mask])\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m not found in axis\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m   6700\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m indexer[\u001b[38;5;241m~\u001b[39mmask]\n\u001b[0;32m   6701\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdelete(indexer)\n",
+      "\u001b[1;31mKeyError\u001b[0m: \"['event'] not found in axis\""
+     ]
+    }
+   ],
    "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\n",
+    "    \n",
+    "austin_fixed.drop(columns=[\"event_rain\"], inplace=True)\n",
+    "austin_fixed.drop(columns=[\"event_snow\"], inplace=True)\n",
+    "austin_fixed.drop(columns=[\"event_fog\"], inplace=True)\n",
+    "austin_fixed.drop(columns=[\"event_thunderstorm\"] , inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "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": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "austin_fixed.head()"
    ]
   },
   {
@@ -446,11 +1929,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "event_list = ['Snow', 'Fog', 'Rain', 'Thunderstorm']\n",
+    "\n",
+    "# Loop over the events and create the corresponding columns\n",
+    "for event in event_list:\n",
+    "    austin_fixed[event] = austin_fixed[\"Events\"].str.contains(event).astype(int)"
    ]
   },
   {
@@ -462,11 +1949,26 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 55,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Fog\n",
+       "0    1250\n",
+       "1      69\n",
+       "Name: count, dtype: int64"
+      ]
+     },
+     "execution_count": 55,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "# Your code here\n"
+    "austin_fixed.head(5)\n",
+    "austin_fixed[\"Fog\"].value_counts()"
    ]
   },
   {
@@ -478,11 +1980,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here\n"
+    "austin_fixed.drop(columns=[\"Events\"], inplace=True)\n"
    ]
   },
   {
@@ -500,27 +2002,258 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Your code here\n"
+   "execution_count": 66,
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "strptime() argument 1 must be str, not int",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[1;32mIn[66], line 3\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mdatetime\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m datetime\n\u001b[1;32m----> 3\u001b[0m austin_fixed[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m\"\u001b[39m] \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]\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x: datetime\u001b[38;5;241m.\u001b[39mstrptime(x, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124mY-\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124mm-\u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mtoordinal())\n",
+      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\series.py:4630\u001b[0m, in \u001b[0;36mSeries.apply\u001b[1;34m(self, func, convert_dtype, args, **kwargs)\u001b[0m\n\u001b[0;32m   4520\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply\u001b[39m(\n\u001b[0;32m   4521\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m   4522\u001b[0m     func: AggFuncType,\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   4525\u001b[0m     \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[0;32m   4526\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m DataFrame \u001b[38;5;241m|\u001b[39m Series:\n\u001b[0;32m   4527\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[0;32m   4528\u001b[0m \u001b[38;5;124;03m    Invoke function on values of Series.\u001b[39;00m\n\u001b[0;32m   4529\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   4628\u001b[0m \u001b[38;5;124;03m    dtype: float64\u001b[39;00m\n\u001b[0;32m   4629\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m-> 4630\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m SeriesApply(\u001b[38;5;28mself\u001b[39m, func, convert_dtype, args, kwargs)\u001b[38;5;241m.\u001b[39mapply()\n",
+      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\apply.py:1025\u001b[0m, in \u001b[0;36mSeriesApply.apply\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1022\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_str()\n\u001b[0;32m   1024\u001b[0m \u001b[38;5;66;03m# self.f is Callable\u001b[39;00m\n\u001b[1;32m-> 1025\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_standard()\n",
+      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\core\\apply.py:1076\u001b[0m, in \u001b[0;36mSeriesApply.apply_standard\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m   1074\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m   1075\u001b[0m         values \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mobject\u001b[39m)\u001b[38;5;241m.\u001b[39m_values\n\u001b[1;32m-> 1076\u001b[0m         mapped \u001b[38;5;241m=\u001b[39m lib\u001b[38;5;241m.\u001b[39mmap_infer(\n\u001b[0;32m   1077\u001b[0m             values,\n\u001b[0;32m   1078\u001b[0m             f,\n\u001b[0;32m   1079\u001b[0m             convert\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconvert_dtype,\n\u001b[0;32m   1080\u001b[0m         )\n\u001b[0;32m   1082\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(mapped) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(mapped[\u001b[38;5;241m0\u001b[39m], ABCSeries):\n\u001b[0;32m   1083\u001b[0m     \u001b[38;5;66;03m# GH#43986 Need to do list(mapped) in order to get treated as nested\u001b[39;00m\n\u001b[0;32m   1084\u001b[0m     \u001b[38;5;66;03m#  See also GH#25959 regarding EA support\u001b[39;00m\n\u001b[0;32m   1085\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m obj\u001b[38;5;241m.\u001b[39m_constructor_expanddim(\u001b[38;5;28mlist\u001b[39m(mapped), index\u001b[38;5;241m=\u001b[39mobj\u001b[38;5;241m.\u001b[39mindex)\n",
+      "File \u001b[1;32m~\\anaconda3\\Lib\\site-packages\\pandas\\_libs\\lib.pyx:2834\u001b[0m, in \u001b[0;36mpandas._libs.lib.map_infer\u001b[1;34m()\u001b[0m\n",
+      "Cell \u001b[1;32mIn[66], line 3\u001b[0m, in \u001b[0;36m<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mdatetime\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m datetime\n\u001b[1;32m----> 3\u001b[0m austin_fixed[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mDate\u001b[39m\u001b[38;5;124m\"\u001b[39m] \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]\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x: datetime\u001b[38;5;241m.\u001b[39mstrptime(x, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124mY-\u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124mm-\u001b[39m\u001b[38;5;132;01m%d\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mtoordinal())\n",
+      "\u001b[1;31mTypeError\u001b[0m: strptime() argument 1 must be str, not int"
+     ]
+    }
+   ],
+   "source": [
+    "from datetime import datetime\n",
+    "\n",
+    "austin_fixed[\"Date\"] = austin_fixed[\"Date\"].apply(lambda x: datetime.strptime(x, \"%Y-%m-%d\").toordinal())"
    ]
   },
   {
-   "cell_type": "markdown",
-   "metadata": {},
+   "cell_type": "code",
+   "execution_count": 70,
+   "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": 70,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "#### Print `austin_fixed` to check your `Date` column."
+    "austin_fixed.head(5)"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "austin_fixed.head(5)"
+    "#### Print `austin_fixed` to check your `Date` column."
    ]
   },
   {
@@ -577,11 +2310,15 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 72,
    "metadata": {},
    "outputs": [],
    "source": [
-    "# Your code here:\n"
+    "# Your code here:\n",
+    "from sklearn.model_selection import train_test_split\n",
+    "\n",
+    "X=austin_fixed.drop(columns=[\"TempAvgF\"]) \n",
+    "y= austin_fixed[\"TempAvgF\"]   "
    ]
   },
   {
@@ -593,7 +2330,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 30,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -612,11 +2349,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 73,
    "metadata": {},
    "outputs": [],
    "source": [
-    "#Your code here:\n"
+    "#Your code here:\n",
+    "X_train, X_test, y_train, y_test=train_test_split(X, y, test_size=0.20, random_state=0)"
    ]
   },
   {
@@ -641,7 +2379,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 32,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -657,7 +2395,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 33,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -673,7 +2411,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 34,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -683,7 +2421,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },
@@ -697,7 +2435,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.9"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,