Update Simon_Notebook

NaturalDisasterProject/Deliverable_4/Simon_Notebook

@@ -28,7 +28,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 43,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -46,7 +46,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 44,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -58,7 +58,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 45,
    "metadata": {},
    "outputs": [
     {
@@ -89,7 +89,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 46,
    "metadata": {},
    "outputs": [
     {
@@ -153,7 +153,7 @@
       "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>datetime</th>\n      <th>temperature (degC)</th>\n      <th>wind_speed (m/s)</th>\n      <th>surface_solar_radiation (W/m^2)</th>\n      <th>relative_humidity (0-1)</th>\n      <th>surface_pressure (Pa)</th>\n      <th>total_precipitation (mm of water equivalent)</th>\n      <th>latitude</th>\n      <th>longitude</th>\n      <th>event_id</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>2009-11-25</td>\n      <td>9.91</td>\n      <td>2.76</td>\n      <td>160</td>\n      <td>0.47</td>\n      <td>101257.58</td>\n      <td>0.00</td>\n      <td>32.4869</td>\n      <td>-94.1689</td>\n      <td>203448</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>2009-11-26</td>\n      <td>9.35</td>\n      <td>2.11</td>\n      <td>145</td>\n      <td>0.60</td>\n      <td>101181.89</td>\n      <td>0.00</td>\n      <td>32.4869</td>\n      <td>-94.1689</td>\n      <td>203448</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2009-11-27</td>\n      <td>13.11</td>\n      <td>3.30</td>\n      <td>111</td>\n      <td>0.63</td>\n      <td>100649.88</td>\n      <td>0.00</td>\n      <td>32.4869</td>\n      <td>-94.1689</td>\n      <td>203448</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>2009-11-28</td>\n      <td>16.85</td>\n      <td>3.27</td>\n      <td>71</td>\n      <td>0.83</td>\n      <td>100267.40</td>\n      <td>0.26</td>\n      <td>32.4869</td>\n      <td>-94.1689</td>\n      <td>203448</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2009-11-29</td>\n      <td>12.53</td>\n      <td>3.04</td>\n      <td>98</td>\n      <td>0.79</td>\n      <td>100664.11</td>\n      <td>0.92</td>\n      <td>32.4869</td>\n      <td>-94.1689</td>\n      <td>203448</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    </tr>\n    <tr>\n      <th>16867</th>\n      <td>2017-02-24</td>\n      <td>4.32</td>\n      <td>5.83</td>\n      <td>187</td>\n      <td>0.49</td>\n      <td>99717.88</td>\n      <td>0.00</td>\n      <td>37.9392</td>\n      <td>-89.1503</td>\n      <td>677492</td>\n    </tr>\n    <tr>\n      <th>16868</th>\n      <td>2017-02-25</td>\n      <td>2.52</td>\n      <td>1.58</td>\n      <td>155</td>\n      <td>0.46</td>\n      <td>100450.42</td>\n      <td>0.00</td>\n      <td>37.9392</td>\n      <td>-89.1503</td>\n      <td>677492</td>\n    </tr>\n    <tr>\n      <th>16869</th>\n      <td>2017-02-26</td>\n      <td>9.50</td>\n      <td>2.33</td>\n      <td>183</td>\n      <td>0.61</td>\n      <td>100341.69</td>\n      <td>0.04</td>\n      <td>37.9392</td>\n      <td>-89.1503</td>\n      <td>677492</td>\n    </tr>\n    <tr>\n      <th>16870</th>\n      <td>2017-02-27</td>\n      <td>15.56</td>\n      <td>4.96</td>\n      <td>54</td>\n      <td>0.77</td>\n      <td>99730.39</td>\n      <td>0.01</td>\n      <td>37.9392</td>\n      <td>-89.1503</td>\n      <td>677492</td>\n    </tr>\n    <tr>\n      <th>16871</th>\n      <td>2017-02-28</td>\n      <td>20.36</td>\n      <td>6.07</td>\n      <td>18</td>\n      <td>0.82</td>\n      <td>99075.00</td>\n      <td>0.00</td>\n      <td>37.9392</td>\n      <td>-89.1503</td>\n      <td>677492</td>\n    </tr>\n  </tbody>\n</table>\n<p>16872 rows × 10 columns</p>\n</div>"
      },
      "metadata": {},
-     "execution_count": 4
+     "execution_count": 46
     }
    ],
    "source": [
@@ -162,7 +162,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 47,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -173,7 +173,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": 48,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -202,7 +202,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 122,
+   "execution_count": 49,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -242,19 +242,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 123,
+   "execution_count": 50,
    "metadata": {
     "tags": []
    },
-   "outputs": [
-    {
-     "output_type": "stream",
-     "name": "stdout",
-     "text": [
-      "processing_list\n[15.615945945945946, 15.732105263157896, 15.856923076923076, 15.942250000000001, 15.934634146341464, 15.89857142857143, 15.94813953488372, 15.949772727272727, 15.82088888888889, 15.69608695652174, 15.607234042553191, 15.556041666666667, 15.562448979591839, 15.5878, 15.621764705882354, 15.619807692307692, 15.528301886792454, 15.52148148148148, 15.568363636363637, 15.633928571428571, 15.744035087719297]\nfactors i = 2\n15.856923076923076 15.732105263157896 15.615945945945946\n<class 'float'>\n15.73499142867564\nfactors i = 5\n15.89857142857143 15.934634146341464 15.942250000000001\n<class 'float'>\n15.925151858304298\nfactors i = 8\n15.82088888888889 15.949772727272727 15.94813953488372\n<class 'float'>\n15.906267050348447\nfactors i = 11\n15.556041666666667 15.607234042553191 15.69608695652174\n<class 'float'>\n15.6197875552472\nfactors i = 14\n15.621764705882354 15.5878 15.562448979591839\n<class 'float'>\n15.590671228491397\nfactors i = 17\n15.52148148148148 15.528301886792454 15.619807692307692\n<class 'float'>\n15.556530353527208\nfactors i = 20\n15.744035087719297 15.633928571428571 15.568363636363637\n<class 'float'>\n15.6487757651705\n[15.73499142867564, 15.925151858304298, 15.906267050348447, 15.6197875552472, 15.590671228491397, 15.556530353527208, 15.6487757651705]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Loop over each Df\n",
     "processing_data = list_of_dfs.copy()\n",
@@ -288,7 +280,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 111,
+   "execution_count": 51,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -297,7 +289,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 112,
+   "execution_count": 52,
    "metadata": {},
    "outputs": [
     {
@@ -308,7 +300,7 @@
       ]
      },
      "metadata": {},
-     "execution_count": 112
+     "execution_count": 52
     }
    ],
    "source": [
@@ -317,7 +309,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 113,
+   "execution_count": 53,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -326,7 +318,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 114,
+   "execution_count": 54,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -340,7 +332,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 116,
+   "execution_count": 55,
    "metadata": {},
    "outputs": [
     {
@@ -357,7 +349,7 @@
       "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>b</th>\n      <th>c</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>1</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>2</td>\n      <td>2</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>3</td>\n      <td>3</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>4</td>\n      <td>4</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
      "metadata": {},
-     "execution_count": 116
+     "execution_count": 55
     }
    ],
    "source": [
@@ -366,7 +358,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 117,
+   "execution_count": 56,
    "metadata": {},
    "outputs": [
     {
@@ -383,7 +375,7 @@
       "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>b</th>\n      <th>c</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>0.0</td>\n      <td>0.0</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>0.5</td>\n      <td>0.5</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>1.0</td>\n      <td>1.0</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1.5</td>\n      <td>1.5</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>2.0</td>\n      <td>2.0</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
      },
      "metadata": {},
-     "execution_count": 117
+     "execution_count": 56
     }
    ],
    "source": [