diff --git a/PythonAI/JupyterLab/Cwiczenie.ipynb b/PythonAI/JupyterLab/Cwiczenie.ipynb
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+++ b/PythonAI/JupyterLab/Cwiczenie.ipynb
@@ -0,0 +1,1383 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "3b43758b-7204-4cd1-b0dc-9a2ce7926ac7",
+   "metadata": {},
+   "source": [
+    "# Ćwiczenie"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "id": "178ae645-cad9-491c-9a26-c173eda34a00",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "import pandas as pd"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "id": "540f9f69-d932-4b5a-8d70-e18a08bdcf46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>station</th>\n",
+       "      <th>PRCP</th>\n",
+       "      <th>SNOW</th>\n",
+       "      <th>SNWD</th>\n",
+       "      <th>TMAX</th>\n",
+       "      <th>TMIN</th>\n",
+       "      <th>TOBS</th>\n",
+       "      <th>WESF</th>\n",
+       "      <th>inclement_weather</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2018-01-01</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
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+       "      <td>GHCND:USC00280907</td>\n",
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+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018-01-04</td>\n",
+       "      <td>?</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>229.0</td>\n",
+       "      <td>inf</td>\n",
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+       "      <td>NaN</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018-01-05</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
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+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>476</th>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>-1.7</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>477</th>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>?</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>478</th>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>NaN</td>\n",
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+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>479</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>3.3</td>\n",
+       "      <td>-3.3</td>\n",
+       "      <td>-2.8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>480</th>\n",
+       "      <td>2018-12-31</td>\n",
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+       "      <td>0.0</td>\n",
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+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>481 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          date            station  PRCP   SNOW  SNWD    TMAX  TMIN  TOBS  \\\n",
+       "0   2018-01-01                  ?   0.0    0.0  -inf  5505.0 -40.0   NaN   \n",
+       "1   2018-01-02  GHCND:USC00280907   0.0    0.0  -inf    -8.3 -16.1 -12.2   \n",
+       "2   2018-01-03  GHCND:USC00280907   0.0    0.0  -inf    -4.4 -13.9 -13.3   \n",
+       "3   2018-01-04                  ?  20.6  229.0   inf  5505.0 -40.0   NaN   \n",
+       "4   2018-01-05                  ?   0.3    NaN   NaN  5505.0 -40.0   NaN   \n",
+       "..         ...                ...   ...    ...   ...     ...   ...   ...   \n",
+       "476 2018-12-28  GHCND:USC00280907  11.7    0.0  -inf     6.1  -1.7   5.0   \n",
+       "477 2018-12-29                  ?  21.3    NaN   NaN  5505.0 -40.0   NaN   \n",
+       "478 2018-12-30                  ?   0.0    NaN   NaN  5505.0 -40.0   NaN   \n",
+       "479 2018-12-31  GHCND:USC00280907   0.0    0.0  -inf     3.3  -3.3  -2.8   \n",
+       "480 2018-12-31                  ?   0.0    0.0  -inf  5505.0 -40.0   NaN   \n",
+       "\n",
+       "     WESF inclement_weather  \n",
+       "0     NaN               NaN  \n",
+       "1     NaN             False  \n",
+       "2     NaN             False  \n",
+       "3    19.3              True  \n",
+       "4     NaN               NaN  \n",
+       "..    ...               ...  \n",
+       "476   NaN             False  \n",
+       "477   NaN               NaN  \n",
+       "478   NaN               NaN  \n",
+       "479   NaN             False  \n",
+       "480   NaN               NaN  \n",
+       "\n",
+       "[481 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 203,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = pd.read_csv(\"data/dirty_data.csv\")\n",
+    "df = df.drop_duplicates().reset_index()\n",
+    "del df['index']\n",
+    "df.date = pd.to_datetime(df.date)\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "id": "62e61e9e-f06e-4124-9a89-1979dc071c47",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>station</th>\n",
+       "      <th>PRCP</th>\n",
+       "      <th>SNOW</th>\n",
+       "      <th>SNWD</th>\n",
+       "      <th>TMAX</th>\n",
+       "      <th>TMIN</th>\n",
+       "      <th>TOBS</th>\n",
+       "      <th>WESF</th>\n",
+       "      <th>incl_weather_true</th>\n",
+       "      <th>incl_weather_false</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
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+       "      <th>2</th>\n",
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+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
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+       "      <td>-13.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018-01-04</td>\n",
+       "      <td>?</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>229.0</td>\n",
+       "      <td>inf</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018-01-05</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>476</th>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>-1.7</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>477</th>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>?</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>478</th>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>479</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>3.3</td>\n",
+       "      <td>-3.3</td>\n",
+       "      <td>-2.8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>480</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-inf</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>481 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          date            station  PRCP   SNOW  SNWD    TMAX  TMIN  TOBS  \\\n",
+       "0   2018-01-01                  ?   0.0    0.0  -inf  5505.0 -40.0   NaN   \n",
+       "1   2018-01-02  GHCND:USC00280907   0.0    0.0  -inf    -8.3 -16.1 -12.2   \n",
+       "2   2018-01-03  GHCND:USC00280907   0.0    0.0  -inf    -4.4 -13.9 -13.3   \n",
+       "3   2018-01-04                  ?  20.6  229.0   inf  5505.0 -40.0   NaN   \n",
+       "4   2018-01-05                  ?   0.3    NaN   NaN  5505.0 -40.0   NaN   \n",
+       "..         ...                ...   ...    ...   ...     ...   ...   ...   \n",
+       "476 2018-12-28  GHCND:USC00280907  11.7    0.0  -inf     6.1  -1.7   5.0   \n",
+       "477 2018-12-29                  ?  21.3    NaN   NaN  5505.0 -40.0   NaN   \n",
+       "478 2018-12-30                  ?   0.0    NaN   NaN  5505.0 -40.0   NaN   \n",
+       "479 2018-12-31  GHCND:USC00280907   0.0    0.0  -inf     3.3  -3.3  -2.8   \n",
+       "480 2018-12-31                  ?   0.0    0.0  -inf  5505.0 -40.0   NaN   \n",
+       "\n",
+       "     WESF  incl_weather_true  incl_weather_false  \n",
+       "0     NaN                  0                   0  \n",
+       "1     NaN                  0                   1  \n",
+       "2     NaN                  0                   1  \n",
+       "3    19.3                  1                   0  \n",
+       "4     NaN                  0                   0  \n",
+       "..    ...                ...                 ...  \n",
+       "476   NaN                  0                   1  \n",
+       "477   NaN                  0                   0  \n",
+       "478   NaN                  0                   0  \n",
+       "479   NaN                  0                   1  \n",
+       "480   NaN                  0                   0  \n",
+       "\n",
+       "[481 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 204,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# Clean inclement_weather\n",
+    "df = df.assign(\n",
+    "    incl_weather_true  = lambda x: np.where(x.inclement_weather == True, 1, 0),\n",
+    "    incl_weather_false = lambda x: np.where(x.inclement_weather == False, 1, 0)\n",
+    ")\n",
+    "del df['inclement_weather']\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "id": "e06e7a55-1837-456b-97ef-4c58276bd7b6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>station</th>\n",
+       "      <th>PRCP</th>\n",
+       "      <th>SNOW</th>\n",
+       "      <th>TMAX</th>\n",
+       "      <th>TMIN</th>\n",
+       "      <th>TOBS</th>\n",
+       "      <th>WESF</th>\n",
+       "      <th>incl_weather_true</th>\n",
+       "      <th>incl_weather_false</th>\n",
+       "      <th>snow</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2018-01-01</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2018-01-02</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-8.3</td>\n",
+       "      <td>-16.1</td>\n",
+       "      <td>-12.2</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2018-01-03</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.4</td>\n",
+       "      <td>-13.9</td>\n",
+       "      <td>-13.3</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018-01-04</td>\n",
+       "      <td>?</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>229.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018-01-05</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>476</th>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>-1.7</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>477</th>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>?</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>478</th>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>479</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.3</td>\n",
+       "      <td>-3.3</td>\n",
+       "      <td>-2.8</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>480</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>481 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          date            station  PRCP   SNOW    TMAX  TMIN  TOBS  WESF  \\\n",
+       "0   2018-01-01                  ?   0.0    0.0  5505.0 -40.0   NaN   NaN   \n",
+       "1   2018-01-02  GHCND:USC00280907   0.0    0.0    -8.3 -16.1 -12.2   NaN   \n",
+       "2   2018-01-03  GHCND:USC00280907   0.0    0.0    -4.4 -13.9 -13.3   NaN   \n",
+       "3   2018-01-04                  ?  20.6  229.0  5505.0 -40.0   NaN  19.3   \n",
+       "4   2018-01-05                  ?   0.3    0.0  5505.0 -40.0   NaN   NaN   \n",
+       "..         ...                ...   ...    ...     ...   ...   ...   ...   \n",
+       "476 2018-12-28  GHCND:USC00280907  11.7    0.0     6.1  -1.7   5.0   NaN   \n",
+       "477 2018-12-29                  ?  21.3    0.0  5505.0 -40.0   NaN   NaN   \n",
+       "478 2018-12-30                  ?   0.0    0.0  5505.0 -40.0   NaN   NaN   \n",
+       "479 2018-12-31  GHCND:USC00280907   0.0    0.0     3.3  -3.3  -2.8   NaN   \n",
+       "480 2018-12-31                  ?   0.0    0.0  5505.0 -40.0   NaN   NaN   \n",
+       "\n",
+       "     incl_weather_true  incl_weather_false  snow  \n",
+       "0                    0                   0     0  \n",
+       "1                    0                   1     0  \n",
+       "2                    0                   1     0  \n",
+       "3                    1                   0     1  \n",
+       "4                    0                   0     0  \n",
+       "..                 ...                 ...   ...  \n",
+       "476                  0                   1     0  \n",
+       "477                  0                   0     0  \n",
+       "478                  0                   0     0  \n",
+       "479                  0                   1     0  \n",
+       "480                  0                   0     0  \n",
+       "\n",
+       "[481 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 205,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "# remove SNWD\n",
+    "df = df.assign(\n",
+    "    snow = lambda x: np.where(x.SNWD == np.inf, 1, 0)\n",
+    ")\n",
+    "del df['SNWD']\n",
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 213,
+   "id": "389f0c22-b210-45f3-9627-02c06d255a69",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Replace NaN with zero\n",
+    "df['SNOW'] = df['SNOW'].fillna(0)\n",
+    "df['WESF'] = df['WESF'].fillna(0)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 214,
+   "id": "60362a3d-91ab-4666-bf26-afdeb3cd5c9c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Split data into temperature and snow\n",
+    "df_snow = df[df['station']=='?']\n",
+    "df_temp = df[df['station']!='?']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 215,
+   "id": "a68dd0eb-6085-483b-99f3-a540a35515c2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "del df_snow['station']\n",
+    "del df_snow['TMIN']\n",
+    "del df_snow['TMAX']\n",
+    "del df_snow['TOBS']\n",
+    "# del df_snow['']\n",
+    "del df_temp['station']\n",
+    "del df_temp['WESF']"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 216,
+   "id": "bb4ecdab-2136-4970-a38d-6eaec8ec92ae",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
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+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>station</th>\n",
+       "      <th>PRCP</th>\n",
+       "      <th>SNOW</th>\n",
+       "      <th>TMAX</th>\n",
+       "      <th>TMIN</th>\n",
+       "      <th>TOBS</th>\n",
+       "      <th>WESF</th>\n",
+       "      <th>incl_weather_true</th>\n",
+       "      <th>incl_weather_false</th>\n",
+       "      <th>snow</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2018-01-01</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
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+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2018-01-02</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-8.3</td>\n",
+       "      <td>-16.1</td>\n",
+       "      <td>-12.2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2018-01-03</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>-4.4</td>\n",
+       "      <td>-13.9</td>\n",
+       "      <td>-13.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2018-01-04</td>\n",
+       "      <td>?</td>\n",
+       "      <td>20.6</td>\n",
+       "      <td>229.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>19.3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2018-01-05</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>476</th>\n",
+       "      <td>2018-12-28</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>11.7</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>6.1</td>\n",
+       "      <td>-1.7</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>477</th>\n",
+       "      <td>2018-12-29</td>\n",
+       "      <td>?</td>\n",
+       "      <td>21.3</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>478</th>\n",
+       "      <td>2018-12-30</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>479</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>GHCND:USC00280907</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>3.3</td>\n",
+       "      <td>-3.3</td>\n",
+       "      <td>-2.8</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>480</th>\n",
+       "      <td>2018-12-31</td>\n",
+       "      <td>?</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>5505.0</td>\n",
+       "      <td>-40.0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>481 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          date            station  PRCP   SNOW    TMAX  TMIN  TOBS  WESF  \\\n",
+       "0   2018-01-01                  ?   0.0    0.0  5505.0 -40.0   NaN   0.0   \n",
+       "1   2018-01-02  GHCND:USC00280907   0.0    0.0    -8.3 -16.1 -12.2   0.0   \n",
+       "2   2018-01-03  GHCND:USC00280907   0.0    0.0    -4.4 -13.9 -13.3   0.0   \n",
+       "3   2018-01-04                  ?  20.6  229.0  5505.0 -40.0   NaN  19.3   \n",
+       "4   2018-01-05                  ?   0.3    0.0  5505.0 -40.0   NaN   0.0   \n",
+       "..         ...                ...   ...    ...     ...   ...   ...   ...   \n",
+       "476 2018-12-28  GHCND:USC00280907  11.7    0.0     6.1  -1.7   5.0   0.0   \n",
+       "477 2018-12-29                  ?  21.3    0.0  5505.0 -40.0   NaN   0.0   \n",
+       "478 2018-12-30                  ?   0.0    0.0  5505.0 -40.0   NaN   0.0   \n",
+       "479 2018-12-31  GHCND:USC00280907   0.0    0.0     3.3  -3.3  -2.8   0.0   \n",
+       "480 2018-12-31                  ?   0.0    0.0  5505.0 -40.0   NaN   0.0   \n",
+       "\n",
+       "     incl_weather_true  incl_weather_false  snow  \n",
+       "0                    0                   0     0  \n",
+       "1                    0                   1     0  \n",
+       "2                    0                   1     0  \n",
+       "3                    1                   0     1  \n",
+       "4                    0                   0     0  \n",
+       "..                 ...                 ...   ...  \n",
+       "476                  0                   1     0  \n",
+       "477                  0                   0     0  \n",
+       "478                  0                   0     0  \n",
+       "479                  0                   1     0  \n",
+       "480                  0                   0     0  \n",
+       "\n",
+       "[481 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 216,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 217,
+   "id": "7c8199c4-9d1b-405a-9cda-b2aef1616999",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "    }\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>PRCP</th>\n",
+       "      <th>SNOW</th>\n",
+       "      <th>WESF</th>\n",
+       "      <th>incl_weather_true</th>\n",
+       "      <th>incl_weather_false</th>\n",
+       "      <th>snow</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>232</td>\n",
+       "      <td>232.000000</td>\n",
+       "      <td>232.000000</td>\n",
+       "      <td>232.000000</td>\n",
+       "      <td>232.000000</td>\n",
+       "      <td>232.0</td>\n",
+       "      <td>232.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2018-06-23 12:49:39.310344704</td>\n",
+       "      <td>4.175431</td>\n",
+       "      <td>2.900862</td>\n",
+       "      <td>0.437500</td>\n",
+       "      <td>0.025862</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.025862</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>2018-01-01 00:00:00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2018-03-30 18:00:00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2018-06-15 12:00:00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2018-09-11 06:00:00</td>\n",
+       "      <td>3.075000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2018-12-31 00:00:00</td>\n",
+       "      <td>47.000000</td>\n",
+       "      <td>229.000000</td>\n",
+       "      <td>28.700000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>8.333152</td>\n",
+       "      <td>21.824836</td>\n",
+       "      <td>3.007223</td>\n",
+       "      <td>0.159067</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0.159067</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                date        PRCP        SNOW        WESF  \\\n",
+       "count                            232  232.000000  232.000000  232.000000   \n",
+       "mean   2018-06-23 12:49:39.310344704    4.175431    2.900862    0.437500   \n",
+       "min              2018-01-01 00:00:00    0.000000    0.000000    0.000000   \n",
+       "25%              2018-03-30 18:00:00    0.000000    0.000000    0.000000   \n",
+       "50%              2018-06-15 12:00:00    0.000000    0.000000    0.000000   \n",
+       "75%              2018-09-11 06:00:00    3.075000    0.000000    0.000000   \n",
+       "max              2018-12-31 00:00:00   47.000000  229.000000   28.700000   \n",
+       "std                              NaN    8.333152   21.824836    3.007223   \n",
+       "\n",
+       "       incl_weather_true  incl_weather_false        snow  \n",
+       "count         232.000000               232.0  232.000000  \n",
+       "mean            0.025862                 0.0    0.025862  \n",
+       "min             0.000000                 0.0    0.000000  \n",
+       "25%             0.000000                 0.0    0.000000  \n",
+       "50%             0.000000                 0.0    0.000000  \n",
+       "75%             0.000000                 0.0    0.000000  \n",
+       "max             1.000000                 0.0    1.000000  \n",
+       "std             0.159067                 0.0    0.159067  "
+      ]
+     },
+     "execution_count": 217,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_snow.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 218,
+   "id": "7468e63c-c72b-4150-bd40-6f6e61f17af8",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>date</th>\n",
+       "      <th>PRCP</th>\n",
+       "      <th>SNOW</th>\n",
+       "      <th>TMAX</th>\n",
+       "      <th>TMIN</th>\n",
+       "      <th>TOBS</th>\n",
+       "      <th>incl_weather_true</th>\n",
+       "      <th>incl_weather_false</th>\n",
+       "      <th>snow</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>count</th>\n",
+       "      <td>249</td>\n",
+       "      <td>249.000000</td>\n",
+       "      <td>249.000000</td>\n",
+       "      <td>249.000000</td>\n",
+       "      <td>249.000000</td>\n",
+       "      <td>249.000000</td>\n",
+       "      <td>249.000000</td>\n",
+       "      <td>249.000000</td>\n",
+       "      <td>249.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>mean</th>\n",
+       "      <td>2018-06-30 23:36:52.048192768</td>\n",
+       "      <td>5.527309</td>\n",
+       "      <td>2.907631</td>\n",
+       "      <td>16.004819</td>\n",
+       "      <td>6.371486</td>\n",
+       "      <td>8.712048</td>\n",
+       "      <td>0.032129</td>\n",
+       "      <td>0.967871</td>\n",
+       "      <td>0.032129</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>min</th>\n",
+       "      <td>2018-01-02 00:00:00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>-11.700000</td>\n",
+       "      <td>-17.200000</td>\n",
+       "      <td>-16.100000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25%</th>\n",
+       "      <td>2018-03-27 00:00:00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>6.700000</td>\n",
+       "      <td>-1.700000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>50%</th>\n",
+       "      <td>2018-07-07 00:00:00</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>14.400000</td>\n",
+       "      <td>5.600000</td>\n",
+       "      <td>8.300000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>75%</th>\n",
+       "      <td>2018-09-30 00:00:00</td>\n",
+       "      <td>5.600000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>26.100000</td>\n",
+       "      <td>15.600000</td>\n",
+       "      <td>17.800000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>max</th>\n",
+       "      <td>2018-12-31 00:00:00</td>\n",
+       "      <td>61.700000</td>\n",
+       "      <td>178.000000</td>\n",
+       "      <td>35.000000</td>\n",
+       "      <td>23.900000</td>\n",
+       "      <td>26.100000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>std</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>10.665197</td>\n",
+       "      <td>19.832044</td>\n",
+       "      <td>11.000615</td>\n",
+       "      <td>10.157809</td>\n",
+       "      <td>9.936468</td>\n",
+       "      <td>0.176697</td>\n",
+       "      <td>0.176697</td>\n",
+       "      <td>0.176697</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                date        PRCP        SNOW        TMAX  \\\n",
+       "count                            249  249.000000  249.000000  249.000000   \n",
+       "mean   2018-06-30 23:36:52.048192768    5.527309    2.907631   16.004819   \n",
+       "min              2018-01-02 00:00:00    0.000000    0.000000  -11.700000   \n",
+       "25%              2018-03-27 00:00:00    0.000000    0.000000    6.700000   \n",
+       "50%              2018-07-07 00:00:00    0.000000    0.000000   14.400000   \n",
+       "75%              2018-09-30 00:00:00    5.600000    0.000000   26.100000   \n",
+       "max              2018-12-31 00:00:00   61.700000  178.000000   35.000000   \n",
+       "std                              NaN   10.665197   19.832044   11.000615   \n",
+       "\n",
+       "             TMIN        TOBS  incl_weather_true  incl_weather_false  \\\n",
+       "count  249.000000  249.000000         249.000000          249.000000   \n",
+       "mean     6.371486    8.712048           0.032129            0.967871   \n",
+       "min    -17.200000  -16.100000           0.000000            0.000000   \n",
+       "25%     -1.700000    0.000000           0.000000            1.000000   \n",
+       "50%      5.600000    8.300000           0.000000            1.000000   \n",
+       "75%     15.600000   17.800000           0.000000            1.000000   \n",
+       "max     23.900000   26.100000           1.000000            1.000000   \n",
+       "std     10.157809    9.936468           0.176697            0.176697   \n",
+       "\n",
+       "             snow  \n",
+       "count  249.000000  \n",
+       "mean     0.032129  \n",
+       "min      0.000000  \n",
+       "25%      0.000000  \n",
+       "50%      0.000000  \n",
+       "75%      0.000000  \n",
+       "max      1.000000  \n",
+       "std      0.176697  "
+      ]
+     },
+     "execution_count": 218,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_temp.describe()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "efa6a165-9988-420f-a2f0-10cbbcd5dc39",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
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+  "language_info": {
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+ },
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+ "nbformat_minor": 5
+}