NASA_2017.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from pathlib import Path\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from scipy import stats\n",
    "from scipy.signal import find_peaks\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                    0        1         2        3    4    5    6    7    8   \\\n",
      "0  2017-01-01 00:00:00 -4.17863 -4.511830 -3.52434  0.0  0.0  0.0  0.0  0.0   \n",
      "1  2017-01-01 00:01:00 -6.06788 -0.379552 -3.49708  0.0  0.0  0.0  0.0  0.0   \n",
      "2  2017-01-01 00:02:00 -5.83430 -3.039940 -2.98546  0.0  0.0  0.0  0.0  0.0   \n",
      "3  2017-01-01 00:03:00 -5.87318 -3.352910 -2.77476  0.0  0.0  0.0  0.0  0.0   \n",
      "4  2017-01-01 00:04:00 -5.81431 -3.305190 -2.59870  0.0  0.0  0.0  0.0  0.0   \n",
      "\n",
      "    9   ...   44   45   46   47   48   49   50   51   52   53  \n",
      "0  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
      "1  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
      "2  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
      "3  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
      "4  0.0  ...  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
      "\n",
      "[5 rows x 54 columns]\n"
     ]
    }
   ],
   "source": [
    "# Relative path to the data file in the parent directory\n",
    "file_path = ('../data/dsc_fc_summed_spectra_2017_v01.csv')\n",
    "\n",
    "# Read the CSV using pandas\n",
    "data = pd.read_csv(file_path, header=None)\n",
    "print(data.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('default')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>10</th>\n",
       "      <th>...</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "      <th>52</th>\n",
       "      <th>53</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>524528.000000</td>\n",
       "      <td>524528.000000</td>\n",
       "      <td>524528.000000</td>\n",
       "      <td>525600.000000</td>\n",
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       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "      <td>525600.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>-0.251033</td>\n",
       "      <td>0.337114</td>\n",
       "      <td>-0.030254</td>\n",
       "      <td>9.680547</td>\n",
       "      <td>8.721720</td>\n",
       "      <td>25.564167</td>\n",
       "      <td>34.968124</td>\n",
       "      <td>51.384674</td>\n",
       "      <td>60.201335</td>\n",
       "      <td>85.959930</td>\n",
       "      <td>...</td>\n",
       "      <td>58.460499</td>\n",
       "      <td>41.496233</td>\n",
       "      <td>38.557738</td>\n",
       "      <td>28.786738</td>\n",
       "      <td>23.587986</td>\n",
       "      <td>16.275130</td>\n",
       "      <td>14.969062</td>\n",
       "      <td>12.264732</td>\n",
       "      <td>13.259206</td>\n",
       "      <td>10.475631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.534637</td>\n",
       "      <td>3.650761</td>\n",
       "      <td>2.880760</td>\n",
       "      <td>47.737049</td>\n",
       "      <td>34.931175</td>\n",
       "      <td>76.667021</td>\n",
       "      <td>87.120034</td>\n",
       "      <td>110.112429</td>\n",
       "      <td>122.716087</td>\n",
       "      <td>156.605629</td>\n",
       "      <td>...</td>\n",
       "      <td>147.351050</td>\n",
       "      <td>117.515330</td>\n",
       "      <td>121.094123</td>\n",
       "      <td>104.824853</td>\n",
       "      <td>91.898263</td>\n",
       "      <td>79.451379</td>\n",
       "      <td>77.003466</td>\n",
       "      <td>68.319734</td>\n",
       "      <td>75.434849</td>\n",
       "      <td>63.335315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-20.060900</td>\n",
       "      <td>-20.647900</td>\n",
       "      <td>-33.324400</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</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>-2.935430</td>\n",
       "      <td>-2.128827</td>\n",
       "      <td>-1.518070</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>-0.393389</td>\n",
       "      <td>0.300102</td>\n",
       "      <td>-0.020699</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2.490950</td>\n",
       "      <td>2.656220</td>\n",
       "      <td>1.456775</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>194.536000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>18.462200</td>\n",
       "      <td>27.893800</td>\n",
       "      <td>20.102800</td>\n",
       "      <td>462.628000</td>\n",
       "      <td>499.673000</td>\n",
       "      <td>587.183000</td>\n",
       "      <td>723.864000</td>\n",
       "      <td>929.494000</td>\n",
       "      <td>1735.030000</td>\n",
       "      <td>2270.620000</td>\n",
       "      <td>...</td>\n",
       "      <td>733.651000</td>\n",
       "      <td>622.058000</td>\n",
       "      <td>662.190000</td>\n",
       "      <td>861.944000</td>\n",
       "      <td>696.414000</td>\n",
       "      <td>890.223000</td>\n",
       "      <td>1084.300000</td>\n",
       "      <td>1183.310000</td>\n",
       "      <td>771.201000</td>\n",
       "      <td>846.254000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  1              2              3              4   \\\n",
       "count  524528.000000  524528.000000  524528.000000  525600.000000   \n",
       "mean       -0.251033       0.337114      -0.030254       9.680547   \n",
       "std         3.534637       3.650761       2.880760      47.737049   \n",
       "min       -20.060900     -20.647900     -33.324400       0.000000   \n",
       "25%        -2.935430      -2.128827      -1.518070       0.000000   \n",
       "50%        -0.393389       0.300102      -0.020699       0.000000   \n",
       "75%         2.490950       2.656220       1.456775       0.000000   \n",
       "max        18.462200      27.893800      20.102800     462.628000   \n",
       "\n",
       "                  5              6              7              8   \\\n",
       "count  525600.000000  525600.000000  525600.000000  525600.000000   \n",
       "mean        8.721720      25.564167      34.968124      51.384674   \n",
       "std        34.931175      76.667021      87.120034     110.112429   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.000000       0.000000       0.000000   \n",
       "50%         0.000000       0.000000       0.000000       0.000000   \n",
       "75%         0.000000       0.000000       0.000000       0.000000   \n",
       "max       499.673000     587.183000     723.864000     929.494000   \n",
       "\n",
       "                  9              10  ...             44             45  \\\n",
       "count  525600.000000  525600.000000  ...  525600.000000  525600.000000   \n",
       "mean       60.201335      85.959930  ...      58.460499      41.496233   \n",
       "std       122.716087     156.605629  ...     147.351050     117.515330   \n",
       "min         0.000000       0.000000  ...       0.000000       0.000000   \n",
       "25%         0.000000       0.000000  ...       0.000000       0.000000   \n",
       "50%         0.000000       0.000000  ...       0.000000       0.000000   \n",
       "75%         0.000000     194.536000  ...       0.000000       0.000000   \n",
       "max      1735.030000    2270.620000  ...     733.651000     622.058000   \n",
       "\n",
       "                  46             47             48             49  \\\n",
       "count  525600.000000  525600.000000  525600.000000  525600.000000   \n",
       "mean       38.557738      28.786738      23.587986      16.275130   \n",
       "std       121.094123     104.824853      91.898263      79.451379   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.000000       0.000000       0.000000   \n",
       "50%         0.000000       0.000000       0.000000       0.000000   \n",
       "75%         0.000000       0.000000       0.000000       0.000000   \n",
       "max       662.190000     861.944000     696.414000     890.223000   \n",
       "\n",
       "                  50             51             52             53  \n",
       "count  525600.000000  525600.000000  525600.000000  525600.000000  \n",
       "mean       14.969062      12.264732      13.259206      10.475631  \n",
       "std        77.003466      68.319734      75.434849      63.335315  \n",
       "min         0.000000       0.000000       0.000000       0.000000  \n",
       "25%         0.000000       0.000000       0.000000       0.000000  \n",
       "50%         0.000000       0.000000       0.000000       0.000000  \n",
       "75%         0.000000       0.000000       0.000000       0.000000  \n",
       "max      1084.300000    1183.310000     771.201000     846.254000  \n",
       "\n",
       "[8 rows x 53 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 525600 entries, 0 to 525599\n",
      "Data columns (total 54 columns):\n",
      " #   Column  Non-Null Count   Dtype  \n",
      "---  ------  --------------   -----  \n",
      " 0   0       525600 non-null  object \n",
      " 1   1       524528 non-null  float64\n",
      " 2   2       524528 non-null  float64\n",
      " 3   3       524528 non-null  float64\n",
      " 4   4       525600 non-null  float64\n",
      " 5   5       525600 non-null  float64\n",
      " 6   6       525600 non-null  float64\n",
      " 7   7       525600 non-null  float64\n",
      " 8   8       525600 non-null  float64\n",
      " 9   9       525600 non-null  float64\n",
      " 10  10      525600 non-null  float64\n",
      " 11  11      525600 non-null  float64\n",
      " 12  12      525600 non-null  float64\n",
      " 13  13      525600 non-null  float64\n",
      " 14  14      525600 non-null  float64\n",
      " 15  15      525600 non-null  float64\n",
      " 16  16      525600 non-null  float64\n",
      " 17  17      525600 non-null  float64\n",
      " 18  18      525600 non-null  float64\n",
      " 19  19      525600 non-null  float64\n",
      " 20  20      525600 non-null  float64\n",
      " 21  21      525600 non-null  float64\n",
      " 22  22      525600 non-null  float64\n",
      " 23  23      525600 non-null  float64\n",
      " 24  24      525600 non-null  float64\n",
      " 25  25      525600 non-null  float64\n",
      " 26  26      525600 non-null  float64\n",
      " 27  27      525600 non-null  float64\n",
      " 28  28      525600 non-null  float64\n",
      " 29  29      525600 non-null  float64\n",
      " 30  30      525600 non-null  float64\n",
      " 31  31      525600 non-null  float64\n",
      " 32  32      525600 non-null  float64\n",
      " 33  33      525600 non-null  float64\n",
      " 34  34      525600 non-null  float64\n",
      " 35  35      525600 non-null  float64\n",
      " 36  36      525600 non-null  float64\n",
      " 37  37      525600 non-null  float64\n",
      " 38  38      525600 non-null  float64\n",
      " 39  39      525600 non-null  float64\n",
      " 40  40      525600 non-null  float64\n",
      " 41  41      525600 non-null  float64\n",
      " 42  42      525600 non-null  float64\n",
      " 43  43      525600 non-null  float64\n",
      " 44  44      525600 non-null  float64\n",
      " 45  45      525600 non-null  float64\n",
      " 46  46      525600 non-null  float64\n",
      " 47  47      525600 non-null  float64\n",
      " 48  48      525600 non-null  float64\n",
      " 49  49      525600 non-null  float64\n",
      " 50  50      525600 non-null  float64\n",
      " 51  51      525600 non-null  float64\n",
      " 52  52      525600 non-null  float64\n",
      " 53  53      525600 non-null  float64\n",
      "dtypes: float64(53), object(1)\n",
      "memory usage: 216.5+ MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[0]= pd.to_datetime(data[0])\n",
    "data.replace(0, np.nan, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 525600 entries, 0 to 525599\n",
      "Data columns (total 54 columns):\n",
      " #   Column  Non-Null Count   Dtype         \n",
      "---  ------  --------------   -----         \n",
      " 0   0       525600 non-null  datetime64[ns]\n",
      " 1   1       524528 non-null  float64       \n",
      " 2   2       524528 non-null  float64       \n",
      " 3   3       524528 non-null  float64       \n",
      " 4   4       21227 non-null   float64       \n",
      " 5   5       34889 non-null   float64       \n",
      " 6   6       54529 non-null   float64       \n",
      " 7   7       77869 non-null   float64       \n",
      " 8   8       103292 non-null  float64       \n",
      " 9   9       126193 non-null  float64       \n",
      " 10  10      154014 non-null  float64       \n",
      " 11  11      182378 non-null  float64       \n",
      " 12  12      213968 non-null  float64       \n",
      " 13  13      237368 non-null  float64       \n",
      " 14  14      261878 non-null  float64       \n",
      " 15  15      285524 non-null  float64       \n",
      " 16  16      304794 non-null  float64       \n",
      " 17  17      323529 non-null  float64       \n",
      " 18  18      342397 non-null  float64       \n",
      " 19  19      359215 non-null  float64       \n",
      " 20  20      375989 non-null  float64       \n",
      " 21  21      390843 non-null  float64       \n",
      " 22  22      402572 non-null  float64       \n",
      " 23  23      410534 non-null  float64       \n",
      " 24  24      412123 non-null  float64       \n",
      " 25  25      408290 non-null  float64       \n",
      " 26  26      402642 non-null  float64       \n",
      " 27  27      388405 non-null  float64       \n",
      " 28  28      376175 non-null  float64       \n",
      " 29  29      353959 non-null  float64       \n",
      " 30  30      335110 non-null  float64       \n",
      " 31  31      305310 non-null  float64       \n",
      " 32  32      285542 non-null  float64       \n",
      " 33  33      258917 non-null  float64       \n",
      " 34  34      241259 non-null  float64       \n",
      " 35  35      222909 non-null  float64       \n",
      " 36  36      203907 non-null  float64       \n",
      " 37  37      186197 non-null  float64       \n",
      " 38  38      169871 non-null  float64       \n",
      " 39  39      151928 non-null  float64       \n",
      " 40  40      134385 non-null  float64       \n",
      " 41  41      116730 non-null  float64       \n",
      " 42  42      102094 non-null  float64       \n",
      " 43  43      86568 non-null   float64       \n",
      " 44  44      71959 non-null   float64       \n",
      " 45  45      58858 non-null   float64       \n",
      " 46  46      48738 non-null   float64       \n",
      " 47  47      37173 non-null   float64       \n",
      " 48  48      32820 non-null   float64       \n",
      " 49  49      21333 non-null   float64       \n",
      " 50  50      19309 non-null   float64       \n",
      " 51  51      16625 non-null   float64       \n",
      " 52  52      15838 non-null   float64       \n",
      " 53  53      14095 non-null   float64       \n",
      "dtypes: datetime64[ns](1), float64(53)\n",
      "memory usage: 216.5 MB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "Bx = data.iloc[:, 1]\n",
    "By = data.iloc[:, 2]\n",
    "Bz = data.iloc[:, 3]\n",
    "data['magnitude'] = ((Bx ** 2) + (By ** 2) + (Bz ** 2))**0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "      <th>50</th>\n",
       "      <th>51</th>\n",
       "      <th>52</th>\n",
       "      <th>53</th>\n",
       "      <th>magnitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-01-01 00:00:00</td>\n",
       "      <td>-4.17863</td>\n",
       "      <td>-4.511830</td>\n",
       "      <td>-3.52434</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.087914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-01-01 00:01:00</td>\n",
       "      <td>-6.06788</td>\n",
       "      <td>-0.379552</td>\n",
       "      <td>-3.49708</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.013758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-01-01 00:02:00</td>\n",
       "      <td>-5.83430</td>\n",
       "      <td>-3.039940</td>\n",
       "      <td>-2.98546</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.224491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-01-01 00:03:00</td>\n",
       "      <td>-5.87318</td>\n",
       "      <td>-3.352910</td>\n",
       "      <td>-2.77476</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.309962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-01-01 00:04:00</td>\n",
       "      <td>-5.81431</td>\n",
       "      <td>-3.305190</td>\n",
       "      <td>-2.59870</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.175216</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                    0        1         2        3   4   5   6   7   8   9  \\\n",
       "0 2017-01-01 00:00:00 -4.17863 -4.511830 -3.52434 NaN NaN NaN NaN NaN NaN   \n",
       "1 2017-01-01 00:01:00 -6.06788 -0.379552 -3.49708 NaN NaN NaN NaN NaN NaN   \n",
       "2 2017-01-01 00:02:00 -5.83430 -3.039940 -2.98546 NaN NaN NaN NaN NaN NaN   \n",
       "3 2017-01-01 00:03:00 -5.87318 -3.352910 -2.77476 NaN NaN NaN NaN NaN NaN   \n",
       "4 2017-01-01 00:04:00 -5.81431 -3.305190 -2.59870 NaN NaN NaN NaN NaN NaN   \n",
       "\n",
       "   ...  45  46  47  48  49  50  51  52  53  magnitude  \n",
       "0  ... NaN NaN NaN NaN NaN NaN NaN NaN NaN   7.087914  \n",
       "1  ... NaN NaN NaN NaN NaN NaN NaN NaN NaN   7.013758  \n",
       "2  ... NaN NaN NaN NaN NaN NaN NaN NaN NaN   7.224491  \n",
       "3  ... NaN NaN NaN NaN NaN NaN NaN NaN NaN   7.309962  \n",
       "4  ... NaN NaN NaN NaN NaN NaN NaN NaN NaN   7.175216  \n",
       "\n",
       "[5 rows x 55 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure of Bx with time\n",
    "date = data.iloc[:, 0]\n",
    "plt.title('Change in Bx with time')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('Bx (nT)')\n",
    "plt.plot(date, Bx)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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wcuVKzJs3D0FBQZgwYQI8PDywY8cOSccpLi7GlStXUKFCBaemvCciIiLbCYKAzMxMREZGwsPDhvYeQcMqVqwo/PDDD0JaWprg7e0tLF26VP/c8ePHBQBCXFycpH0mJSUJAPjHP/7xj3/8458G/5KSkmyKKTQ5y6yoqAhLly5FdnY2YmJisH//fhQUFBgtLNmgQQNUr14dcXFxaN++vdl95eXlIS8vT/9v4b8Gs6SkpDKp/YmIiEidMjIyUK1aNVSoUMGm12sqIDp8+DBiYmKQm5uLgIAALFu2DI0aNUJCQgJ8fHwQHBxstH14eDiSk5Mt7nPGjBl45513yjxeMlaJiIiItMPW4S6aGVQNAPXr10dCQgJ2796N5557Dk899RSOHTtm1z6nTp2K9PR0/V9SUpJMpSUiIiKt0FQLkY+PD+rUqQPgzgrOe/fuxaxZszB06FDk5+cjLS3NqJUoJSUFERERFvfp6+sLX19fRxabiIiIVE5TLUSlFRcXIy8vD9HR0fD29saGDRv0z508eRKJiYmIiYlRsIRERESkBZppIZo6dSr69OmD6tWrIzMzEwsXLsTmzZuxZs0aBAUFYdSoUZg0aRJCQkIQGBiIiRMnIiYmxuKAaiIiIiJAQwFRamoqhg8fjqtXryIoKAjNmjXDmjVrcP/99wMAPv/8c3h4eGDw4MHIy8tDr1698M033yhcaiIiItICzSRmdJaMjAwEBQUhPT2ds8yIiIg0wt7rt6bHEBERERHJgQERERERuT0GREREROT2GBARERGR22NARERERG6PARERERG5PQZERERk5HZ+kdJFIHI6BkRERKQ3Y9VxNHxrNXafu6F0UYicigERERHpfbvlHADgg1UnFC4JkXMxICIiIiK3x4CIiIiI3B4DIiIiInJ7DIiIiIjI7TEgIiIiIrfHgIiIiIjcHgMiIiIicnsMiIiIiMjtMSAiIiIit8eAiIiIiNweAyIiIiJyewyIiIiIyO0xICIiorIEQekSEDkVAyIiIiJyewyIiIiIyO0xICIiIiK3x4CIiIiI3B4DIiIiInJ7DIiIiEQqLhaw98JNZOYWKF0UIpIZAyIiIpGW7k/CkLlxGPTNTqWLQkQyY0BERCTS8vgrAIDTqVkKl4SI5MaAiIiIiNweAyIiIiJyewyIiIiIyO0xICIiIiK3x4CIiIiI3B4DIiIikXQ6pUvgPFzrntwNAyIiIiJyewyIiIiIyO0xICIiIiK3x4CIiIiI3B4DIiIikdxpUDWRu2FARERERG6PARERERG5PQZERERE5PYYEBEREZHbY0BEREREbo8BERGRSDpwmhmRq2JARERERG6PARERERG5PQZEREQinUjOVLoIROQgDIiIiES6npWndBGIyEEYEBEREZHbY0BEREREbo8BEREREbk9BkRERCS79NsFSM3MVboYRKIxICIiItk1f2ct2r6/ARm5BUoXhUgUBkREROQw569lK10EIlEYEBEREZHb00xANGPGDLRp0wYVKlRA5cqVMXDgQJw8edJom9zcXIwfPx6hoaEICAjA4MGDkZKSolCJiYhIULoARCJpJiDasmULxo8fj127dmHdunUoKChAz549kZ19tzn2pZdewooVK7B06VJs2bIFV65cwaBBgxQsNREREWmBl9IFEGv16tVG/543bx4qV66M/fv3o0uXLkhPT8ePP/6IhQsX4t577wUAxMbGomHDhti1axfat2+vRLFJgpz8Qmw5eQ1d6oXB31czX01yU1fTb6NKUDmli0FEMtFMC1Fp6enpAICQkBAAwP79+1FQUIAePXrot2nQoAGqV6+OuLg4RcpI0kxeegjPLTiASUsSlC4KkVWZuYVKF0ETBIGdZqQNmrwNLy4uxosvvoiOHTuiSZMmAIDk5GT4+PggODjYaNvw8HAkJyeb3VdeXh7y8u6uT5SRkeGQMpN1Kw9fBQCsOcpxX6R+OqUL4GCMY8jdaLKFaPz48Thy5AgWL15s975mzJiBoKAg/V+1atVkKCERkesSBAHPL4rHJ2tOWt+YSCM0FxBNmDAB//zzDzZt2oSqVavqH4+IiEB+fj7S0tKMtk9JSUFERITZ/U2dOhXp6en6v6SkJEcVnYhciM7Vm4gsSEhKw98Hr+DrTWesbsuGJtIKzQREgiBgwoQJWLZsGTZu3IiaNWsaPR8dHQ1vb29s2LBB/9jJkyeRmJiImJgYs/v19fVFYGCg0R8RkXXuGxHlFRYrXQQi2WlmDNH48eOxcOFC/PXXX6hQoYJ+XFBQUBDKlSuHoKAgjBo1CpMmTUJISAgCAwMxceJExMTEcIYZEZFCOBaJtEIzLURz5sxBeno6unXrhipVquj/fvvtN/02n3/+Ofr164fBgwejS5cuiIiIwJ9//qlgqYlIDVIzc/Hm8iM4fpWTJojINM20EImZuunn54fZs2dj9uzZTigREWnFK0sPYeupa5i/6yIufNhXln3ms9uIyKVopoWIiMhWjmgZSr/NVdzFYZ8ZaQMDIiIiG2w7fU3pIhCRjBgQEZHLc8TAXneedk/kihgQERGRw3CWGWkFAyIiIhvo3DgPEZErYkBERG5A/mYKD8ZDRC6FARERkS0cMIho74WbWHvU/GLUziTIFESyx4y0QjN5iIiIbKWVcSxD5sYBALZO7o7qoeUVLg2Re2ELERGRDRzZY3Y1/bYD905EpjAgIiKyAafdi6OV1jkiBkREZJfiYkH1LRqOuCY7cpYZYwgi52NARER2mfLHIcTM2Ii/Ei4rXRSn4iwzccSsQ0mkBgyIiMguv++/BACYtf60wiVxLh8veU+fuQVF+v8vLmYQQeRsDIiIyOU5opVC7oDoWmae/v/zCotl3TcRWceAiIjIBo7sMZMrB5AauM47IVfHgIiI5OFmY2p0nGZG5FKYmJGIXJ7WWim0PA5508lU+Hl5Kl0MIskYEBERkc3ScwoQVN4bAHAjKw9Px+41el7LwR25F3aZEdmAU4mJ7pi/64L+/29m5ytXECI7MSAikmjb6Wto8/4GbDieonRRVEXNI2oycwuVLoJVWo2xDcut0bdABIABEZFkT/64B9ez8jDq531KF4VEKnJAXp9imSMYw/1l5ak/gBPLlWbMkWtjQEREZIO/D16RdX+FxXdzD93IUnfXk7nWQK22chEBDIiIiGxyNjVL1v0ZNmKpYUb/kcsZSheByKkYEBERqYBht56HGiIiC1INsmobMtk9xlYj0ggGREQkC3dLVCj3dd5wDJGHyleO3X76utJFIJIdAyIikoXbpSKQ+e26QvWZeg8u8LbskpKRixcXx+NA4i2li0JWMCAiIrKB3Bd6w2BC3e1DxgqKuBCtJZN/P4TlCVcw6JudSheFrGBARESycLcuM7pj9/mbShdB1S7eyFa6CCQSAyIiIhVwhXw9JrvMtP+2yE0wICIiWWilfSi3oEjpIrgUxjvkKhgQEbm5YgdkcVazq+m5suxH7kHkrtCS4gqtXHIrLGKdaAUDIjdx+FI6DialKV0MxZ29loUjl9OVLoZqfLvlLJpPX4uTyZl27yu3UBstL243G44UdTntttJFIJEYELmB3IIi9P96Ox6cvQM5+a6zRpIt7vt0C/p9tZ2rcv9nxqoTyMwtxNt/H7V7X0k3tXHil6tBzJFhldpDNnPj5xlrkpYxINKwnPxC7Dp3w+rClbfz7965Z2lg1W9nuJqujYu3s7hXV4c636s6S0V0hyAILt+6yoBIw4b/uAePfrcL3287p3RRyEZpOfmYtf40Em/kKF0Ut6HWIVOGFxutDFAvzXRiRpVWOIkmCAIe/343Bs7e4dJjDhkQadi+i3cyn3646oTo1+QWMImamrz0WwI+X38KXT7epGg5XPzGz4g7vVciOeQVFiPu3A0cvJSOS7dct3WdAZGbWRZ/WekikIFNJ68pXQS3UyxTRJSTL+8gci3FaUZjiATD/y37LvILeRPmSlw5/yoDIjdgeIoqLObJicqy5WKckpGLuVvOyl4WR2MLkf0EK0GQoT8P8CaMtMFL6QKQc7lwcE9O9uSPu3EqJUvpYkgmVwuRI6m/hKaZqtrMPE7kIG1gCxER2XQF1mIwpGYaiNP0DLtNrJXb1WcmOUN2XiHWHUthlnUHY0BEbqPQYFVuZo91X+ptIdLmLLOSyR2Adlu21O6FxfEY/cs+vLH8iNJFcWkMiMht3My5m4xxeQLHNRhyp6nRap01rNo4jRS3/ngqAOD3/ZcULolrY0BEbimTCSrdVvrtAqWLYJVWZ/KY6h5joOdaXPnzZEBE7sOFf8j2cuWTXGkFFqaBrzx0FZtOpDqxNHcZfgSulC9MvV2UJFaewfcx6ZbrJpFlQERuSaM34A7jTpcscxfo1IxcjF94AE/P2+vkEpX1/VZtZp93p++Ru3Ll+JYBEbkNw9/xUvbFG+FMIOB6lrIL/hp+BMkZucoVxA4ml+7gV0vzfLzuhgpVgv0ULIljMSAit3VbhkzDWcyx4jLOXrubRuCSC3cLyMN0G6uprNTuNGDfVRmOafP2cN2wwXXfGVEppe9Ui2S4dXWVRVl5yTKug7f+Our842uoKcXcoG9TwY+tb+tGVh6e/WUfNhxPsW0HRBIxIHIDzjzRnkrJxOI9iWZXRN58MhWfrzulihWT5aiXtNvKdrPIJSfPfRK+peVYn2WWrUDLn/K/CPGkjMGz9X3NWHUCa4+lYNTP+2zcA5E0XLqDZNXz860AAC9PDzwcXbXM8yNi7wxYrRXmjwdb3OPUsjmieyvLRabvn0zJVLoITiOmZfDolQwnlMQFmapaGyOiE8n8DMi52EJEDnH4UprF519YnOCUchhyxMK2x6+6ViAhCAIOXUpTpIVEaYYthkqMDdNQj5lZpuMh6W9s17kbOHKZARE5FwMichulLzhyXH/2XLghw17UY+Xhqxjw9Q48OHuH0kVxugvXXWM8mJJMBXW29I7P3XLW/sIQScSAiMgOHlpNKWzG8vgrAIAzqa67cKu5PER/Kbyci6vOxjqZ7FqtqOS6GBC5Adc8zUrnCl0SZD9zA/pd4etxOiUTC3cnokihSQumgjqmplCPomIBBUWukwVdbhxU7W6c1KJxI9s1Zl85kiu3wqjZwj1JeDImSulilCVDDHP/f5MaPHTAo22r279DMxx9GlEqoHN193++Bbey87H7tR5GyRbpDtaIG1CiU+efQ1cVOKrzeXnYXrv3f75FxpKQWMevqnOwrpwhwMrD2v79bTt9XbZ9sYXqrnPXsnErpwDnr2crXRRVYkDkbthvpCdHVdSsFKDo8eXmYkOi3JacAYWW/bDtHJpMW4Ml+5Jsev3iPYlo/d567Dl/U+aSKctVx6vZiwGRm8mzsNI3SccAglyJvclKTb28edUgu/Zpj/dWHgcATPn9kE2vf/XPw7ielYdHvo3DLY0PA7Bn7JCcrWwnkjOQmqnOtfo0FRBt3boV/fv3R2RkJHQ6HZYvX270vCAIeOutt1ClShWUK1cOPXr0wOnTp5UprIosi787e+Zbja6iLQdH3BUxHiK5KN1iuPPMdbR5f73s+3WVtojTGh/z90vcRf3/m/qu3crOxzM/78XqI8llnnv/v8DSXuevZ6P3F9vQ9v0NsuxPbpoKiLKzs9G8eXPMnj3b5PMzZ87El19+iblz52L37t3w9/dHr169kJurzmjUWd6T6cvsalxlHTJbaWntLGdw9/p4/IfduJ6l7VYQMu+0lWz0M9ecxPrjqRj76/4yz8Un3tL//9nrtgeGCUm3rG+kIE0FRH369MF7772Hhx56qMxzgiDgiy++wBtvvIEHH3wQzZo1wy+//IIrV66UaUkiAoDsfPubgV2ty8zF3o4kpcOh9/45pkg5tEAn4Zvi5nGmJPd+shlRr65EoQOmxl+4cXcgtanP5HpWnoXX3r153HXWtZLRGtJUQGTJ+fPnkZycjB49eugfCwoKQrt27RAXF6dgydxTv2ZVlC4CWWHtQrVkX5Jbt5r8sP28U4/nCgNd5Vq6w12d+2/217sOCMZ3nZNnYLgrf5ouExAlJ9/p9wwPDzd6PDw8XP+cKXl5ecjIyDD6I/uF+vsoXYQyHHFt12m4ichadUz5/RA2nUx1SlnUQOnYT+njl3ZPcDmzz7njWnfOdDXdscM8TGVlZ+4nFwqIbDVjxgwEBQXp/6pVq6Z0kchJ5LgAyRkOJd1U35imUynaHkiqJWq7HPl5m788/BlvepkTUy2K7j5Wzxa2zAgzl4HdFFOTa7afEZeqwZ5WYyldrUpwmYAoIiICAJCSkmL0eEpKiv45U6ZOnYr09HT9X1KSbfkqlJaZW6B0ETRHbY07hy+nO/V4pk5saqqT/Rdv4oFZ27D3gn1N/bkFRaK2M/XeLzCBnd0yctmaJNWmk9ckbf/d1rNo9s5au5KOckkPFwqIatasiYiICGzYcHc6X0ZGBnbv3o2YmBizr/P19UVgYKDRnxZ9uYHpBaRS0bVfNdQ0y2jwnDgcu5qBIXPtGwNYaEdXwEkrM3Pk5ArjtVzgLZilppuF0j749wSy8gox7a+jNu9D7Ntz5c9YU2uZZWVl4cyZM/p/nz9/HgkJCQgJCUH16tXx4osv4r333kPdunVRs2ZNvPnmm4iMjMTAgQOVK7STXMs0P0NACVr4zciSpFLGk6SzTzSmDrf/ovG0WKlv7/CldDRVMBGfKVoJNLRRSssu3nBMi1p2XiH8fR13ucrOK0RCUhra1QyBl6fLtBNIIvb7Z8/3VM1BJaCxgGjfvn3o3r27/t+TJk0CADz11FOYN28epkyZguzsbDz77LNIS0tDp06dsHr1avj5+SlVZLMKiopRUFSM8j6a+ghEK1bhRah0keZsPosu9cJkPUZqRi7izt3AA02rwFvlJ1ZHfEQHL6UBAHaevY5RnWqq4uIi9m2q/FztEIIg4MNVJ1Aj1F+e/cmyl7IcHRAN/2kP9l+8hUn318Pz99V12HFcgQpP7bLR1NW4W7duFu/2dDodpk+fjunTpzuxVLbpOnMTrqTn4sg7vRDgwB+6Un7dlYj3BjZVuhhGSk//jTeRJCz9dgE8PXSiP5PSOTke+HIbrmflI/FGDiZKPLG6wvRkAUD/r7cDAHy9PDCiY02nHTstJx/enh5lLpw5eeLGEJmcMq79j8SiA4lporPXl5x7Lc2sVFN95RWK+9yBuy2jS/cnuW1ApIO4gNYVzlPmKH/75qau/Det8vAleQbSuu5X1HlyC4rQ/J21aDJtjegZGwcvpePctbszsUrG4Kw9lmLuJWY5v8vM+gElN3EbvInjV503/iY7rxAtpq9D42lryjx3Jf22zfs9esWJA90V+BFnWJiMYVicgqJi1Jz6L2pO/dfiaxzFlnFgfx4wPRNOSQ7vvnXHZk4ZMSAit3HumvH4htJTQA1zfxQUix9fdPZa2XETtswYc/T1MPFGDg7916XlKILR/4t/R/GJtxD16kqT6yiJYamVQ+w1wtR29szakUptd97nrmVj7pazAICFuxP1j59RYE0vW7rgbcmVVFjk2M/A1LlCa2J3XFC6CA7DgIhko7aB3aWtOHjF6N9quwA5WpePN2HA1ztw6dadvDClrzFpOfbPMDPcp5Sb+oe+2QkAJtdREiMhKc3scx4im7nc69sgzoerTgBQPq2HLQ0rtrzG0QkR5fyWzdtxHg/O3mH0u3VWA9F5G9NRqD2RLQMiks0P28SNRVBK6bt9QQDy5ZhpJhNnzYYyt2r3xEXxdu/b8D2oZTyJv6+nqO2UmgiQmpkLQRAUqa/rIm9ilP4slT4+IE+wIef7eHvFMRxMSsM3m8/qH3NWvGFrziJ1h0MMiFyGGk4Y1jhqSq5YV0rd/eUVFqPxtNW4YWFRQzG0Mq27hLlugW2ny2aqlZpZ1tYuM3vFnTWfZbecimdy/nngEtq+vwFv/217/hh7fLXxjPWNIK21zxEq+En/DF2lBTg1w3KrldjEo9ZI+Yw1dsoTjQGRwq6m35aUcl3NbmRb7nLp99V2J5VEvIIiAb/tU0d2ckcNQi4qFpBicFId/cs+AEBqhmO7OJ150iywMPZDbMCqxLICH/x7p0vq57iLousrNTMXn687hStptg8WL5ElYpzNtcw8xYMLDw/pn42rXLRTrbTiqb3VxdDJZOdNtLAFAyKFTVpyEFP+OGT3fkp++28uP4I+s7bJdtcgxe/7L5l9LiUjF5kqTeE/c/VJpYsAAJi75Swe+mYHCmVOoT/8p91o98GGMo87YrbQXwl3x2lpreVMK8bO349ZG07jiR93O+V4bd5fb/RvrXysaiymI+59lRiXk5pp21irkkH6asWASAUsBRJilQRA83ddxPGrGVhz1LbZOnK6/7Mt+llNrrxOjpznuPjENCzeK2+L1Y4zN6xvZIbUc63h4OZzXAdMErHfowOJaQDKzpq0hdiP1/hCrkCoIcMh1RCgbzstbY0yQFoA6qxWzt3nbFtfUOVjqhkQuYrSAYcg3Fn9+FsFI/LTqVl4OnYvAOfexXy54TT+PGB/kCmW3OdZZy0o6ujrw6FL6UhIStPkDCU5Xiv9WPYdzJabDmvd3CXErpWopgte6epUQTwkqotSKsM6T7stz2/NUTOG1fAZWMKAyEVsNrE68s9xFzDjv2mzSik54TrrPHnoUho+W3cKk5YcxGknLcxZciGT6w7U1r0s2ZuECQsPiJ4554xxIQNn70DTt9da3GbHGfMDosWwd1B8CXvqI6+wCPPjLmDJ3iSbcynZS+lJC2oj9/dbjmDPsEvZEeTKm7XEyrhKpceUOQoDIgWYunDKPW4EAN5ZcUz2fardrZy7d0j3f77VKccs6U7Il+kzzLDxLm/KH4fwz6GrRiczS8GRWu7WXvwtwebXXk2/jej31lvcxhnvc9KSg3jzr6OY8schjP11PxJv5Dj+oKW8udx4pprheWbaX0cweelBWY4jtT6rhZST5bhSlWkhUqQUxmzN32OJI7rJ1jpoyIWaWhBNYUDkZJm5Bej+yeYyj+8+b1ufrFao/YdQmpSTfsndkqdMb/KanS0eS/dfwuX/ZiC56p1cCVMto6WJrQNbLyznrmVh5aGrRo+ZWifPGns/qbhzxmPFLt268x3ILSjCz3EXsXT/JX1STnc0fcVRfCWy68+UAxfTLD6fnlOAsfP345e4CzYfwxRr318bJuBZZW3wt6VZnVrGgMjJftubhAsm7h7lTgqnxCwzS5SY0iyVrSUsWTxUrk9QzEXekoNJaej44Uar26nllGbPN8PW343oqfgiCrfvYtngRw2tb6bKXiTDNCepe1CqLkp3If4cdxGfrjtl8zie9/89bvH5/l9vx+qjyXjrr6O4JXJsVonl8ZexVEL6j+sGN01HSq23N/XPw5KObYq139Xmk6k27VcNvwtLGBA5mbO+ECsOObavWipnLZKpRCCYna/OdALL4y0vbikmKJBrMHxWXqHZNbDEHCLdTDeirdf3iyK7tGz9vSqV9Vpppj5KZ1RF4o2cMoPKl+wzPbHiw1WWAxuby3Dz7nfq6BXxY3my8grx4m8JmPy7+PQr76+8+x52lZrxtWhPItJz7BtcnZNv+TxqbrFdrefUsykgKigoQFJSEk6ePImbN127q0erHL1IoVSOXyPojnLe4pZpcAS1XQPtGZsjt+6fbEaPz7bgQGLZ1hQxrYfmgrc9IrqaTb3UVMBic+xnYv+TlhzUDxa/kZUnKueT2r4/5kgt5+W029h3wXHXidVHrqLLx5sw/Mc9orb/dVei9Y3s9NKSBLPPPfbdLqw7lqL/96rDV81uC5St74KiYiyzcrOz5miyXcsSnb+ejWMWgroUE+fzQ5fS0GL6WizYfdHs69T+FRcdEGVmZmLOnDno2rUrAgMDERUVhYYNGyIsLAw1atTA6NGjsXfvXkeW1SWY6w/WQpeS3NSQF0QOgX7eShfBJmJqX65vZck0XlP5sW7asajsWRErr4v9lsn9dRz+0x5k5hYg+r31aGZlpt1/JZC3AAow9w4enhvnsGOO/fUAgLJjqJSUY6FbLu7cDX22eAD4n8TEvNkiuvym/HEIn66zL+Fs/6/NryyQnV9UpjX+xcUJyMgtxOvLjth1XCWJCog+++wzREVFITY2Fj169MDy5cuRkJCAU6dOIS4uDtOmTUNhYSF69uyJ3r174/Rp2weukWvS/qnePKXeW05+IV7945BD+/NlHwxv4pil72RNjb8wV9ZjIqYZmwq8TXUFmrpZEfPZXjazhIYOwCqrU/Adtxhup482lQlA5TjGllNlv28nkjPQZ9Y2bDxh23cRuHOh/3TtSYstE1qRbaXLyZC1XqbST4sd0PztFvsW27Y23izNhm45w32q8YZY1Ip5e/fuxdatW9G4cWOTz7dt2xYjR47E3LlzERsbi23btqFu3bqyFpTkc+5aFmqFBShdDIdQ8ifm7Bld/b7cjnPXs7F4bxIufNjXhj04v7bEHPGPA5fwTOdakl9XIq+wCL5ed7tOTb1WbJwn5qR928y4NZ0OmCJhXIglW09dw9t/H8VHDzeT9Lox8/fjxLu9ZSlDidmbyiZ7HTt/v8nJIlKMX3gAm09eM7ngrDN/W5+uPYmRHWuior+PQ4+TX1gMHy/po1bkGBivBsUC4KmyjhFRn8aiRYvMBkOGfH19MXbsWIwcOdLugrkbZ05Lv/fTLc47WAkV3g04WryJ8TJiiclWLWZpDEvVrsQaSGICjPdWlh30KuVu8uUlxvl2xC5jY+tX1BkJOYf/tAfnrmdjiAO7nuxhbtC7oay8QuQVmm85sXd2pRSWBh1/tfEMWr67DrcltPIcuSx90sgFGxNpHk9WRwua1lKpiCE6PPX09ERqqu3NoeRcYjOWCoKAq+m39WuOOUrpmRCOokQzbMkxS3f9PPTNTpv3OfbX/XaVSYwFThhcWpozPp5/SuUEMrV4r5wnc7Hv6dw1y+OdnFE3jrqIiRnA22TaGpOLDCtBTIvTSROZ7q+Y6R61NJDYHLHLY5Q+p9mauFVupb9KrnDLKzogUmN/HxkzvEvJsLKyfH5hMQRBwMBvdiJmxkYM+HoHTllY6iIlI9euFo+VVmZSaFnJT8NwYVN7mRuXYs51M8kc288wfwH6Q8R6b04YQiTKg7N3yLYsgdzMvafSEyWktsz+lXBZlmVJDtvQeiGV2DEztow7MSW3oEiRrqMOZvJ72XJ5FPua7DzjunWVLjM1Yh4iJzP3I5DjwtPvK/OzAkr7cft5ZOUV4qDBRTwhMc3s9u0+2ICHvtlpU9OwOZZOCKmZuZi/66JDFkMUw1oeDrX5xsS4DkC+C5BcbL2vunTrNp75eZ/1DUUyNavT9i4z048XSdxh6VaLFxYnyDI765+Dd3OSucJ9bUZuARq8uRoPzNpm8z7kntVrS72KzVVV+nshJaVK3FkHzrxzwS4zUYOqS/zwww8ICLA8GPf555+3q0Cuas3RZPyx/xJqV1bHYOZ9F25iWPvqkl+3/+ItNLknyAElMvbod7tw7lo2Dly8hc+HtnD48QDj7oTP153CuwObiHqdIwZ8Sj3X7LuojXxg9tRVSoZ8uazEdh2JKe2566a7wqTeyZu6Psqx9tXPcdK7cxzt4o1sPPnjHozuXBNPxkRZ3d6wbvb81/1uqktLKbZ8r99YfgS9m0RIfp2UNRMf+36XjRMu3JOkgGju3Lnw9DSf+E6n0zEgMmPM/P/GhBgk5FJSckYuBPnXkzXJluzR567duRCsV6i+zF3knMXagOcTpQZWOmqqstwDr2N3XEDvxhFoVytU8mvNZceVi61vVcpg4F3nbqC9De/dGmvjkwz9eeASKgX4oku9MNnLIcay+EtYeegqEm/m4M2/jooKiGQnc+uGLS1EiTdz8N1W61PjS+/bnoSLUlmakVy6la30sJrz17MxfsEBPNetNvo3j3RYGeUkqcts3759OH/+vNm/c+fsy3tAznPherZNdzVnJZx4S5ga1AoAWSKWvMhUqMtMipLzgKWT4qVbOWbH+dii9xfG3QWODhbkNPS7XQ4/hphZT0p41MJ7t+cTFJv/59z1LExachDDf9qjWHf0S78dNBpQ/PGaE4qUQ07O/PVJaSGyl6Vxb9ZuIP73xyEcu5qBiYviZS6V44gOiJSYoutWFKjedaVbX0SU4Ze4i7iafnfAryAIyC0osji26Kcd500+Pmqe+MzmYgf1y3WSl7bavWXpOQXo9NEmtH5vvV1lIvGsfV/kOp2pZbKJ2PNzcvrdQGTy0oMWtnSsg5funi9mbzorqYXL8MbC1vq/fEvapAVrHPk1KP3R5hXIExDJeYNmirWM2mr57RjiLDM3lZ1fhNgdF4weE3uNOJF8t+/+mZ/3ocGbqzFw9g7JZdh7Qdystb8SLqPtBxtMroNV2q+75BkvsfPsDdHjNwQBmPbXEYxbcMDk86dTpY91UMv9h1LlSLZz7TtnzcSxZaD3238fdUBJxDEc6G09i7bzWGs1NPwe7r949zxgS4s1ADzw5Ta8sdz+VeFLODNx5OHLabLsx96ASCWnKFmJDoimTZtmdUA1OUZhUTF+ibuA0zIPIiy97IEtP+kN/zXV29NlYy3YfmFxAq5l5t0dh2VBrkx3TwDw/spjorbbfDIVP8eZnxE3b+cFycd29MnG0XeH9rK3pc/a11GuFu8NNixVMW/nBXy29iTavr8etwxmAc7ZbHqmoBjv/iPuu3pSJUn9SrOWkyctpwBRr65E1KsrsddgoVh7eo9+3ZWIS7fMZ9eW9A1xYnvB+uPy5APcekreRJiu0GQielD1tGnT9P+flpaGPXv2IDU1FcXFxt/I4cOHy1c6N3L+ejY61K5k8rn5uy7inRV3TnglMwak5qkRY8rvh/BI62qy79eSH7efx+xNZ/Dbs+2tbismkZnYqaymnBGxUKgplvK8FBYV25Q/55aDp8sP/VadGY/l8sG/x1EpwAev921k8nml726/NLE8hTPyLDljpXdHMExUau8SIYbErgtmjSODAUd1znzw7wnczi/GCz3qWmxR/Svhsqj9mVqDUGskzTIDgBUrVmDYsGHIyspCYGCg0Z2WTqdjQGSj15cdwbB2NUw+F28iP9CDFlYitscna05iwr118MrSg7i/UTgebHGPQ45TouTO9vXl4lZILioW4Olh/nJ26JL54MSa900sGSHGVQvdO8sTrqgy98vZa+K6A5UKHDJz7QsIl8XfOYmP61bH5PPm1h9TI7m6gbXMsJveUOmuqk0nUxFUzhutqlcUtd9iQcD8uAv2Fk/1La7mfL7+FF7oYXnd0RcWJ5h8vHQrq7VkwFogOTHjyy+/jJEjRyIrKwtpaWm4deuW/u/mTW3kQtGa0tfTwqJiXM9yTDT+9aYz+CXuAv45dFX/Q0jNLHXBd8AFXuwYNeemrbc/HEjLyTdZXWk52ribupVTgB+2nRO9zIBU881c7O1Z9sTQeTPrRW0/fb3MY2oMXIE7+WrItNKf2dOxezFIwncnr6AYb/5l/5iubSa+T2L5+5hOZVNyTnTGOD6lW0zVQnJAdPnyZTz//PMoX768I8rj1r7acFrUduMXmh68K5cbpZo+v1hvulzFMg5cFTvAutNHG42Oe+5aFob9sMvujKyGM+dKFMgwvVUQTHf1ffCvba1RzvbZulN4b+VxPD1vj0P2/6bEi72UBTcBmL04ig3A1Rok0R0/2zA+z5AtLTs3s/NxNf02+n21TZZM0L7epgOiZ/8bMyl3Vm25lJRq1eGrJs9nRx2UG82RJAdEvXr1wr598qXQp7s+XXcKi/eU7eM3PHkLgoA1R52XrLCwqBgLd5sed6BEt0N2fpHRbLNxCw5gx5kbeOx707NULK3PZmjP+ZtlbpO2nLpm10BX4E6TfOkBwsXFApbss76OmJpmdh65rI6T27PznXvuUc8nQKYs3ptk1+tt+XxbvbsOMTM24sjlDLPnHTmsO5aCm9n5Tp3BJsWSfUk4cjkdzy04UCbBZGqprPJ/ilg3UQ0kjyHq27cvJk+ejGPHjqFp06bw9vY2en7AgAGyFc4dvfrnYaw/norX+zZEzUr+AIx/tDWn/uvwMny75e6XO97CgqWWxvI40sNz43Dm/T7w8vRAspXlHL7feg4fD2mOQiutPeZmHX20+gSqViyHXo0j4OMlfek/U7PvxM46i35vPX4fG2M2U6w7sqdrgqg0Ndx0WCpDq3fXYdajLRx6/KhXV+K+BpUlv27GKvMJNUsv9vv9tvMY1Kqq5GM4m+SAaPTo0QCA6dOnl3lOp9OhqEg7gxXVav3xFCTezMbal7oCKBttO9MVE7PZSrqSlMyVU1gswMv8KjJ6S/dfwsdDmuOfQ1ctbuehM9+PPnFRPGJqhWKRiJlwpW0yMS17yT5xd7U3s/Px7j/HEPt0W8nHJcvE9vbmF/J85socGQ+9uDgeXzza0up21maUmhvULCdb0kdYUnq4gakZlMqHomVJvuUtLi42+8dgSD5JN+8GImLH1zjLs/P3K5b2v4TUYOzF3xIsPu9hZYdx52wbK1A6zb4gCJIGxDNDvLJ2nbuJJXZ2y5B62ZOmw5rlCVcctm+1M7dck9pJ7wMgt3IwyfQ09m0yJ/WSSu6BhsWCIHoquj2SM3IlDeTceCIVey/clHUAu62+3njapoV6tW7KH4eQmVug+E2AKR+t1v46YEqyNA6S9yK2W39cHYuYSyUqIFq8eLHoHSYlJWHHDunLOJAxtfwYza1DprSS+pFrEc8JC52zAGGaDQkXh8yNw6+7lc9F88naU6JW59YCqQtkNn17LZpMW+Og0thuzuaziHp1pdLF0Cw5fvcbT6j74i9mySO6Q1RANGfOHDRs2BAzZ87E8eNlp9elp6fj33//xeOPP45WrVrhxg37pyK6O5XEQ6pVUj9iWrw/W3fKoWWxpHT5+szaZnpDK/7Yr45ZGsc0OJXWlD8PXHLL1i4Sz1o3e4mR89Q961pKXiZ3Jyog2rJlCz766COsW7cOTZo0QWBgIOrWrYumTZuiatWqCA0NxciRI1G9enUcOXKEM81IVb4Umd9JjLf+YpI8V3AqJQsPlApO1TDjiNTjnBO60EldRM8yGzBgAAYMGIDr169j+/btuHjxIm7fvo1KlSqhZcuWaNmyJTw8OCSJlLPioGMHMa4/loJf4pTvuiJ5nLtufMHjAHaSW7KFZX1IfSRPu69UqRIGDhzogKKQoez8IlxOu41Qfx+li6IZExc5dhzQM79Ibxq3tPCrJP9drOdsPms1p5IjqTVJnBwYD5HcEizkcXM3WpgAIDkgIufp+OFGVArwVboYJvHi4XwjYvdg80llZ/fJRRAE1bTIXE67jfXHUiQvC0JkneveQEhlb9Z/Z2BApHJqXUWZwy2c61Z2Pg6q4G4zM7cQ+YXFyMlX3xR0W+QWFKHjhxuVLgbJLL9QuVZU0i4GREQaoJauqp1nb6DHZ1uQeDNH6aLIMt1ZjVPpyX4rD7tvUkRT1JDHTAs4CppssufCTUWP/8wv+9wq/4qaVryWIxga/tMeHLqUZtc+Rv1s/3RnU2vNkfYlJKYpXQQAwD6VrDLQ4/MtShdBEyQHRJs2bXJEOUhjYndcUPT4rjKWRiw1tMjIadvp6xjwNRO4kmOcuZaldBEAAD9sV0diW6YQEEdyQNS7d2/Url0b7733HpKSuMaPO+MgVCJSox1nmByYpJMcEF2+fBkTJkzA77//jlq1aqFXr15YsmQJ8vPFL1hJrqHF9HVKF4HcGAf2E5GcJAdElSpVwksvvYSEhATs3r0b9erVw7hx4xAZGYnnn38eBw8edEQ5iYiIiBzGrkHVrVq1wtSpUzFhwgRkZWXhp59+QnR0NDp37oyjR4/KVUYiIiIih7IpICooKMDvv/+OBx54ADVq1MCaNWvw9ddfIyUlBWfOnEGNGjUwZMgQuctKRERE5BCS8xBNnDgRixYtgiAIePLJJzFz5kw0adJE/7y/vz8++eQTREZGylpQIiIAKCwqRlaeaySGJHJX6kkkcpfkgOjYsWP46quvMGjQIPj6ml5WolKlSpyeT0QO0eitNWhVI1jpYhCRHbw81ZcGUXJAtGHDBus79fJC165dbSoQEZEl+UXF2HVO2cSgROR6JAdEN27cQGhoKAAgKSkJ33//PW7fvo0BAwagc+fOsheQiIiIyNFEt1kdPnwYUVFRqFy5Mho0aICEhAS0adMGn3/+Ob777jt0794dy5cvd2BRiYiIiBxDdEA0ZcoUNG3aFFu3bkW3bt3Qr18/9O3bF+np6bh16xbGjBmDDz/80JFlJSIiInII0V1me/fuxcaNG9GsWTM0b94c3333HcaNGwcPjzsx1cSJE9G+fXuHFZSIiIjIUUS3EN28eRMREREAgICAAPj7+6NixYr65ytWrIjMzEz5S2iD2bNnIyoqCn5+fmjXrh327NmjdJGIiIhIxSTNe9PpdBb/rQa//fYbJk2ahGnTpuHAgQNo3rw5evXqhdTUVKWLRkRERColaZbZiBEj9LmHcnNzMXbsWPj7+wMA8vLy5C+dDT777DOMHj0aTz/9NABg7ty5WLlyJX766Se8+uqrCpeOiIiI1Eh0QPTUU08Z/fuJJ54os83w4cPtL5Ed8vPzsX//fkydOlX/mIeHB3r06IG4uDiTr8nLyzMK5jIyMhxeTiIiIlIX0QFRbGysI8shi+vXr6OoqAjh4eFGj4eHh+PEiRMmXzNjxgy88847zigeERERqZT6cmc72dSpU5Genq7/S0pKUrpIRERE5GSSM1WrWaVKleDp6YmUlBSjx1NSUvQz5Erz9fU1uyYbERERuQeXaiHy8fFBdHS00XprxcXF2LBhA2JiYhQsGREREamZS7UQAcCkSZPw1FNPoXXr1mjbti2++OILZGdn62edEREREZXmcgHR0KFDce3aNbz11ltITk5GixYtsHr16jIDrYmIiIhKuFxABAATJkzAhAkTlC4GERERaYRLjSEiIiIisgUDIiIiInJ7DIiIiIjIJoNa3aN0EWTDgIiIiIjcHgMiIiIisokOOqWLIBsGRERERGQTHy8GREQupVYlf6WLQESkOY0jg5QugmwYEBEBGBxdVekiEJHGNIiooHQRFCcoXQAZMSAitzDp/npKF4GIXExweW+li6A8wXVCIgZE5BZGdIyy+LzOdbrBichJbmTlK10ExblOOMSAiNxA3NR7Eehn+U7OlWZKEJF4Y7vWtvm1p1OzZCyJNhUXu05IxICIXF6VoHJWt4mpHeqEkpDWqGGMSJ3KAUoXQbTYp9soXQTJBIXbOJ620nrtaBPvrYM9r99n8+tdKB5iQEQEAC2qBStdBFIhnQr6UhtVCVS6CKJV8NXWeuFfDG2hdBEwrX9jnH6/j2LHL+/jhcoV/Gx+vQvFQwyIiIic7YGmEaK3PcNuGYcZ2PIeu6/oMbXsb1329lTuUrzr3A27Xi9wUDWRNvRtWkXpIpDGzX0iGjVCy+Otfo1k22fViuVFb5tXWCTbcUl+nzzSXOki2OXQpTS7Xl/MgIhIG2Y92kLpIpDG9W4SgS2Tu2Nkp5qy7VP5jjjHUEEPo2RSLuev9mlg9O+nO0bhnmDrYxTlJue4sp6NxLdWmuJC8RADInJtXgo2RTvT72NjlC6Cqnh6qPfKfE9wOUkR0b0NKova7t0HG9tYIvcmpctnbNfa+GZYK9QILY/mVYMUy28m57f7vYea2PV6F4qHGBC5mi71wnBwWk+liyHaigmdlC6C5pXz9kTL6hWVLoaqyHXBcFRYJWWg9Is9xF10n4yJsrE06vfJEPV0Sz3QtAq2TO6OvyZ0QgUr6TysiQyybTCzXC1xe167z+7xS+wyI1VqEFEBnw5pjqBy2sme2rSq89bBae7EYznLgOaRiH/rflW3iChhXLe7uWUq+Klv5lP/ZpF4d6C4O3N/Xy/sfb0HPn64mYNLZZ4jjv314y3x88i2ora1NXAQQ8nrua+3p+TXDI+pIdvx/a3MChzcyvqSRi4UDzEgchU9GoZj9YtdEFbB1+nHrquRPCmzh7VSugiyCyrnDT8bTqquzrBVxdfL9tOcmDvxmTYECx4eOjzZXvyFLayCL4a0rib5OHJxxLH7NYtEmyhxLZvtDGZyhfj7yF4WpXz1WEuLz7eJqojFz7Y3eqxTnUqyBCFju9a2GhD5elv+7Uy6vx5nmZF2OOPkYW2cTtN7TLfMPNLauQuqqiGnjNx87LjYK+X5e+s4/BgeBi1mYhJz2iM8UFrrhT0BmjVixxsBwGNtqzugBOJ+YwtHt/tva3Hbe3rosP+NHnipRz38PaGjzaUzRezlfHx32zNam9PEzLkRAFpVD8bSsR3QvtS0/vsbhcty7NIDxE2x1PAcVM4bz99Xl4kZSf1+HtkWDasE4heRTdL2qFXJ3+LzKyaaHifUtGqwA0rjWN3qh1ndpnmpJI+O7LLRYk9Z1RDrU8471rE/t8uSMTHoXj8MXz9u+S7cWb56rCWqh5THVw4sT4CVO/7Jverr/791DfnGnVULKfdfxmVxV8cOtSsBkDb4PTTAFy/0qIuqFctjQvc6qOzk1vBoGetLjB5mAh9n3tiJCVhdqIGIAZHW1A4zF3wYfyu71gvDqhc6W7wDkUuIvw82vdINw9pJu+N8rI1yXQC2mjXU+sVs3oi7yxd0rlsJSx04A8xDi61eIk6gC55pb30jK9rWDEHs021RI9RywG6JmOoV+wn0bx6JrVO6o3Gk436Tpsr7+gMN9f9fteLd1rIb2XmyHXfr5O6Y1l/6LDdbWzhf6VUf2/7X3abXlia2y9+W9Q69LAR81pJzVgpw/vCH0sTEqxxUTYp5zeDkphY9G4ejZiV/yenftTglPqi89QHr3gYn+ekPNkGDiECM6VLLIeUJlGkAvbluzdLUsLaX2iRn5CpdBJT3uTOOzNS1qaKZbvPrMq7UXtJqYcu1sW3NEJuO6etl39i5khYfR47NstSd6mPh/BcZ5IdBLe9xRJEksdQaVfIUxxCR0ywfb9xffm+Dynjhvrr4YXhrm/bXvlYIDr4l77T8znWtdyOpmdz5WwxPdJUC7lyMSo8DkEP3+mGyLQzZXeTYkxmDmsJDZ9z1IpW9i2mqLefSqeRMpYuAjwaLG9hteIHTAVj5vPJpL+RY+kKqt/o1wndPRgNwbM6qwa1sC2qmP9jE4g2jsxqGvT0tBET//dd1wiEGRKpXetFRnU6Hl+6vV6Z/WWyQHuDrLaqVw5DYOzile29ee6ABWlUPlvw6uVpZSvh4eeCP52Kw+Nn2+jwl3eqH4Y2+8rbuxT7dFuV95BmfNKG7uIHOLatXxMn3+mC8yO1NsfeGsp7KWqk8HHhBFZsFuU8TG7IN64DGkUE49LZz85aVHh8m9+9PjJGdaiJUapeUDR9zq1LjjiYaTCiw52fgrEaZMV1ro1qI6e/g8/fVBcAuM1IhR30lR3SIwpIxtt+Ryx0EWBIZXA5/jpN3BoqtomuEGLUK6XQ6PNO5lv6uVG2kjOWwN5Gbte+qMwaK3xNcTlSOla71rLd+mipuOZlSIYjNOVPSmiDlPBD2X0AQaGdyQalKz25r5oL5wcx5uaftLatKqBTgi21T7jX5XEl3oJR46FMVJdg0hQGRiqmhD7lkbIIYpi4Mz3S2f+yMuaCqYalsv7beqIgddBv7dBvrG1nRs7F96wYpqfTsOUfZ/j/TJ+AScgQbnetWEtWiGWXjgOy64fLk5gqQOENRzIzGrx5riYda3oMnDPIgWZud5khtokLw41OtJaUMEMOdAi0lSZl2H6nAum9SMCBysioSMq5+NrSF4woiUhULX+A3+jbE3CfuJjssvXyE2IG6lvRqHG42qFr1Qmejf5fuXhSrcaS4ZRS615f3hC1Wh9rOH2Nhytv95Vnt3VLg6u2ps3jS3P6/7na3UAHAG/0aobqI6f9imHs79mYU7tkoHA9Hi8vVVTKwNdhK95MOd2a7fT60hVFCTz8rCfgc7b6G4VbTd0gl9/R0W/ZmKVaw9DtQeviBFFLGBKo9oz4DIhfhqJH+9cNNj9cILu+NZzrXQu8mVfSPdapbyWgbsWn5HzLTEvZQy3sw61HxOVuqyXSBU5uFo9vLnoBxqoikbKXZE4gYdhWG+NveRSPXyuIBvl54VqaZfzqd6SSj0x+0b9HM74a3Fj2TquTib3tuHnVfqGzx0eCmShfBYdQwakd/yZFQGLVPLFZ58VyPubilnY1TT+VWp1ROjubVTLfy/PFcB6v7Epsl+0MzJ67Sd7GG5FzPRwv+fb4zRnasKdv+Sn/OYkhp3SytZ+MI9G1aBR1qh6JnI9u7DeW865dryRMddPhocDPMFDnTy5Eeb1f2d+HMadFijmQun4+cpYwKLY8GEeIX0FWC2GVLTHFG+DpjkOWAsqRlSNqganUH3gyInMxc8+KTMTWwZEwMZg5uhvg378f5GQ84uWR3lF43x5zaYfKtXybmLrj0uk8d61Qys6V05n6iapreXadyAN6SqcsKsG28leRZOaXMHtYKC0e3d+isLCXodHcCtWCD2ZsPNK1i4RWOY2tLoqXuqlAZlv/Z8/p9VreRoyu0xJcW1ghz5pJBxSYG2GyZ3A0fP9zMZPAqljO61MS2NkoZQ6T2LjP1LQPt4sx9ebw8PNC2ZojNScrkursqnR1VLTMqDU8Ar/ZpgJ4yredjSeuou5+FnON4fh7ZFuuPpWD+rouy7VMKMTOnlGJLNmBHqi2iJc3kZIJO8rXmWWMpwV9p5i6kXzzaAh0+3GjyOTkyJotJ2mopq7NU1SqW7T5f+1IX7D53w+ZEjLa0TiYkpZV5rEaov13Z0wFp5+XwQF+kZEjLSu7tqRM9yF1sWd4d2ASeKh8cxRYiJ3OlrJ7OZLhExdiutZ2+UKuciRW71gvDuwPFjS9Z+Ew72Y4LAI+3q47YEcaz5ZS8abP1Y3zUScu+2DoxwJlZ2Ps2s9waJeaMY2kgu9w/tSAn5B3yNJFQsGrFcngyJkq2rlIxDJdKkZOUq8iaF7tI3v//ejeweo4tmUQjpsts48tdy7TyqxEDIidTYsX1RlXE9aXPfaJsjpyS7/rOV+9OhZZyR6omAXYkMVQiZnj9gYboIKFrsEao9UHlFXy94OGhM7rIlQSbsx9vZfI1g1rdg+9tzIzuKI5Zqb0sMZ+7fgkDGY9by+yahWU5OreLvQFE3/+6Dz9+uBme6VTT7MK99mYwN+Ts3ErmhPorvx5ZcHn7uzwNfflYS2yb0l0/waG3iKSgtWQcYuFI2ryyaZj5JkPHtRwFi8xMbWpgd0n0b3QHaeEqUZK91FFrd9nDXIZuS0FqSXfBfQ0d30VXWn2JGZnHdKltdZuSDOeGb7nk/821NHz2SAvcL3MXZcmg7vtszD1TOgeVO5MyJmvfhVuS9/+4ncFn9f8C9SGtq+GNfo0UuSkE7O/+l3vavT0cXYOW6irQz8toRq9aJgTJgWOInEzOuyCj/cqwW1OLQJpqDrX0Y3ypR10MbBGJmnbmFDFMcQ+YT+/fIKICTiRnypLzyJStU7rhWmae3X3+tpA6q0vMd6t1qaUEAGVaLRc+0w5/H7yCIdHV0Hz6Wsmvt2dwZkWJS9dYUzLuyVoOIDXIzC2U/Bo/CclZTRF7bnLF0QSuMkTigaYR+PdwMoCyQZ6U84fKhxAxIHK2oHLekge4NY4MxNErGRa3cdTPTmpWYJ1OJ0vzaOkp5s92qYV9F26WacVYOjYGa46myN6CUaK8jxdqhCrzM6lrJgeUOebOvQG+XsjKKzQaF2C4rRJjiCoH+smSxdzRRE0j/6/+2tYMwdiutVFbQneX2X3avYe7Wjopwzg5j9TzfbWQcki6edvm4/lLHG7wVr9GmP7PMZuPpxR2mTnJF0NboGu9MEy4t66ZLax329jKnqR+zhwcaqj0nUSArxcWjm6PYaWmqlbw88bD0VWdMlBTSz5+uBmia1TElsndsH5SV3wxtAWe6Xw3yDQMiNQ0s0vscguW7rytjXeS++ahpCg6nQ6v9mlg8ywmQ/amODAkNbCWm6NaxQHnDa63ldRub0fpYWeXv1EXu4jtezZ2/hADOTAgcpKBLe/BzyPbilprqLQPBjVFpzqV8NMI8yd6SxeIdwY0lnxMpanpIq0VdQ2miA9pXQ1/PNcBNUL9ERHkh4Et7zGb5+XpjlEOK1PTe4LwhYQlaGYPMz2wGwB8DQJ7S7lPTGXCtjYTy9HELg9jzccPW0/+ONog8PUtdTOk5i4LW8Ima8kD5WRL3Tmqq11qd/qUXtIz09ujgkoGtUvFgEg1zJ8O7gkuh1+faYd7G9gWdUv9UVpbxNOWE8NnjzSX9iNW8YlbrdrVCsUXQ1tgxYROVrc1/AwNB8ybW0jXVismdsJACYsUl6ygbcorBiuFWxpD1Kq6iXFSoksgnaXfw6ZXumFMl1pYPr6jLMca1Mp6UsHX+zbC+RkP4Ldn2xvNDnUGewI/W4bbSBm/4hqjee6QuhhvORHjwAzXs7Plxt2QVlvsGRC5qZd61DP7nO3rIZk3qFVVxE29T/T4CjlW3xYzNmbGoKaqz54qxcCW96CpxFW+Da8pah7X42/wnbD0mZm6SJoaTG6oe33HJKusWckfUx9oKFsWZrHfVZ1Oh3a1Qst0vdky+aBtlPhZROXtSG0hl9in25h83N/OweFilyIqYc9SN9Y4Yqy24Y1E6cDbXVrsGRC5qefvq2N9IydaONo4AaEcQYqYfTgrn41cSu7czJ30XZmlsSjWEuBZu1BPfcB0y5iYb6EaggCxQgPEX9S71gvDntfuQ4QDL+yO0L1+2VQOfzwXY/dsysaR0oJJexf3NcURN6umlB53quauVjkxIHI2lbTbKpULxJwOteVbm+zbJ6MRVsEXP49sa/M+xCazdLbDb/fCsem9TJ701WBYO8cFmObuimuH+ZtcqsGIwdfdcD/bpnTH3xM6op6Zgcdifq6mxiy5An9fT1S20IUpmthp9w49OUo/362Y0MmudB5yznyNf/N+vHx/Pfw5zvqi2o6gssuFwzAgUgml01W8cN/d2W/WptqrNVgo0atxBPa8dp/VIOuP58yfXMIDlc8wa44cLRKOmGX2xdAWmNZf+gD+OiLWCwPKXlcXPNMObaNC8O2T0RjU6s44pQYSZ/VUCymPZlWDJb2mNLUGp/YqfU76e0JHixM7zO5H9g2do2nVIKe1yFhT0d8HE++ri6rWAn+yi3bael2c0ueCl+6/O6Zo6gMNcDI5E0/GmF575tE26u9mEtMCFm1hXMmIUnmQyDopg6cNhfr74IyYDUtdoTvWqYSO/y1tUjssALUrB6C+AlPMZWlF0QB7A0dlKX2GlVftyv7A0Tv//+Ggpnj1z8MOPqJ7NBExIHIyc83CYhbIs8Te9PqGqgSVw5qXyi4I+PHDzbDz7A081Mq2C5+W1LIz07balTcYYKqVGSGWptrrdDqTs8v0zzugPERKGd+9DvILi9GrcQQaVAl0QkBkWVRoeVy4kaNoGeTALjOVsCceur9ROPo0dXyelSGtq+HzoS3smjGjtrFL7spw0GR5O2fflFbSfTWgeaSs+3WVZRBEcdBbVWK2kNjPTY63vPHlrjLsRf3K+3jh9b6N0FrCDEBDk3vVt76RAWun7V+faWd5A41gC5FK2HMykDpugsiIzNfIDx5qigHNI9G+lulVzW0lV4wgd64lLakfIX5ZHa3Fn2O71tbMqurWSHkf5hcMN8/U4tuWPm9rR3CVsU1sIXIycxk8bbkmvdqnARpVCRSVO6YkaBrkBt1drkDqHZya+Hl7olv9yvCTuA6eIxm2TJpbWuPBFmVbtDxcpEVzw8tdsWh0e9Sp7PybJ2cFVrUs5DirEmQ5LYPaSFkcW0zSxdKkLsnkIj8Dq9hC5GSta1TE0x2jELvjgtHjUhdRBe7cEY3tWlvUtsvGdcS561mqnyGmBbFPt8HhS+n4bN0pu/bzWNtqWLQnyeRz47s7Nk9UlWBtXSAAeacxm9L0niD8lXAFADB/VFv4eHq4TNLO2mEBqK3y1hMfe5NXmgi8/p7QEem3C4yysZN0Xh53P5tQf3XMvHMEthA5mU6ns2lqsr3K+XiicWSQ4mN4tHJ5sVRN3etXxvP3mVukVzxHJG4T6x6DC0Tpt+rsmVpiGhAS3rrfqc3yneuGoZ3MXX5kWfVQ+z5fUxNWmlUNRue6tmchrxZi/3dOyZharmzZhuMMpWbC1xIGREQK8fb0QKjE5QCc4dNHmitdhDKCy6uvnlydXIkSnTUUyRFdc5N61sOQ6KpYIHHQsGFetxctLJPkaEolcgRM56urGx6AoHLeqp3Fyy4zIhN8vcR3YXavH4ZNJ6/Jdmyx3aBy2X/xFroZJBdUSzI6Z1O69VRpVYL8cDU9V+liqEqgnzc+HiL9BuHFHncDoggF81QpOXbqj+c64NO1J43WRfP18sS+N3qodmweW4iITAiTEBTUjwiEl4zt4o5c/sKUzNxC4wfUea6yiwu+JdlpbVZZaWoaJ6RkcD26852ksj0ayjfmzpa3U87HE2/0a4RGkcYtRd4qHpvHFiKV0Pi5yO091SEKP24/b3WRUTGcfS4t3SLliitbi6lTLb7riuUdl1SzqFie/YgNtKrbOF5n/qi2OHE1E53ryrceolT3BJfD5bTbih3f0COtq2Fom+qIsnNMliFXPCeYwoBIJeITbzl8Fo0alKzW7kp0ujvT5BtWCUSXetJOykq2HB94837cLigqs5q502/eVHI3oNJWfItu5RTItq/SY4bWH0+Rbd9itK8VivcfaoLaYQEYt+AAbmbni3pd57phdg2clsOvz7RD9082K1qGEjqd+PUByZjrXZ00Ss4Tm5p1qReGA4lpShdDdn7enng4uqr1DUuxJYeIXELMDOgW27/v5aFDoaX1NDSmjY1Zf+3hoTO9JMmQ1tK/S/ZyVJeZlMHZw9rdWT/R10tbozmk5A1SSqi/D26IDDLdlWa+de+//z46dOiA8uXLIzg42OQ2iYmJ6Nu3L8qXL4/KlStj8uTJKCwsNLktKUOtg+nsEW7HIOSHWqgvUaaHyCaij4c0c3BJnKvJPUH4c1wH7Jp6n9OOaW6siS3Btb3UFNr2NViKqF8zxy9LpHWxI9pY3Wb+qHZoVzMEfzwXY/J5S6dmFzxtm6SZgCg/Px9DhgzBc889Z/L5oqIi9O3bF/n5+di5cyd+/vlnzJs3D2+99ZaTS2qbVtWDlS6CUzzw34lOrdMupfh+eGs82b4GHv/vrtYWPiq8E3aXk58prapXLNOF6EjmqlrsoNx64fJ1jci91Io9XjHI1G4uu7+c/BVsqZVDl3rWuwwbRQbitzExiK5huiV0+oONEerv49ZL22imy+ydd94BAMybN8/k82vXrsWxY8ewfv16hIeHo0WLFnj33Xfxv//9D2+//TZ8fNSdx8Rd8qzUqRyAPa/fh+By2n+/9zcKt3vclxqnehuWSMpsO5LO3o//6Y415SkIgPcGNkG9ygH41M4M7HJw9rIvmyZ3Q0JiGp6dv9+px3UM275UdSpXwL43epg8J6nvLOUY6rs9tVFcXByaNm2K8PC7F6hevXohIyMDR48eNfu6vLw8ZGRkGP2RY1Wu4Kd4y0j3+soOwlQzwxNizVDtt+QBrtvq5e8r3z1tUDlvTDRIKGhpbTAp7B2b5IzxRJUr+KFn4wiHH0ftzN6gueoPqBSXCYiSk5ONgiEA+n8nJyebfd2MGTMQFBSk/6tWzfTCj47mHl839WhT0/kDaLXC8LtY7ITkNHJlRNairvXuJMS0dcq5twOnBCrdrT2tfyM0jgyUZZkcd+ImsYtDKBoQvfrqq9DpdBb/Tpw44dAyTJ06Fenp6fq/pCTTi226ohgVjRlwNnfJq2ELwxOqpYCIdWi/T4c0x9Q+DfDbmPY2vb57g8rWN7KR0okan+5YEyuf72x2NiTdJSj9YbkIRccQvfzyyxgxYoTFbWrVqiVqXxEREdizZ4/RYykpKfrnzPH19YWvr3uOk8gtLFK6CGRCpILp9gHjmYCWMspqqWXHUcFbpJ0DsIPKe2OMxKVadLq7wYq3vSvEk5HOdSth2+nrShfDLo74prvLrY+iAVFYWBjCwuQZyxETE4P3338fqampqFz5zl3TunXrEBgYiEaNGslyDFcT74L5gLTGVPO22GnvjmI4oLWyguswaUGRAnfmHjqd/rgqXQFBs2Y+3AzTVxzDiA5RShdFEu3cmqibZmaZJSYm4ubNm0hMTERRURESEhIAAHXq1EFAQAB69uyJRo0a4cknn8TMmTORnJyMN954A+PHj3fbFiBrKvh6ITPPPfM0hfg7fiqvGLXDVJ5R1sKZVvVldwIl8lIado+ocZZiaVrqzqkSVA5znohWuhh20cJ3Qq0009761ltvoWXLlpg2bRqysrLQsmVLtGzZEvv27QMAeHp64p9//oGnpydiYmLwxBNPYPjw4Zg+fbrCJVevJvcEKV0Ep5v1aAsMbV0Ng1s5P/GdKT0bheOdAY2VLoZZlrrFGlYJNPuc2jjqGqHEbEXthBd3aK28WmS4uHQVB+TRGta+Ovy8PTCopfoSycpJMy1E8+bNM5uDqESNGjXw77//OqdApEkPtrgHD6ooO7ROp8NTHaKwYPdFnErJUro4ZdQLr+DwY2ioAcHIuwObKHKBeKNvI7z7zzGnH5fUS6fT4fj03igSBIfkcKpcwQ+H3+7l8mPWXPvdkUWcvUHWVLSQMFSrgYxcnmxfQ9Y8QGK1rlHR6ceU4tdR7TCl991M04FOyDRNd9ZFDHDg99HVgyGAAZFba6XyEyupm5ZmmbmSyGBlZyFa06luJYzpcnfm3IAWkQqWhkg8zXSZEbkytba2cHym+oRV8MWf4zo4tDUAkG/sjysu6EyuiQERkQqoNB6ySK1BnClaGgAuRqvq6m7dZQhEWsSASCWqh9qWut8eWpoOS2SPeuEVsGh0e4QHMgUHEZnGgEgF5j4R7ZTZPKReQeXUOfDUGXf6zgrLY2q771I1yuKNF2kDB1UrLKicN3o34SrL7u774a2VLgKRbAyHDbl9Q7Sb9R9qecgYW4gUVreyctl+3f5EpSIh/j44834fi2uHEWkFsyW7Ly1/8gyIFNalnvMz3ZI6eakwz4elwcgMqInIlTAgUpiSDQK8iSNz1r7UBeevZ6N1VIjZbZiHyLVx0oVt2MirXQyIFKZk0/LQNtWwYHci7m1QWbEykDrVC6/Agf5ENnCHjM6uip+cwpRspang542NL3fFm/0aKVcIcnvvDWyCAF8vvPZAA6PH64UrN76O5MMlgkgr2EKkMJ3CQ9A4+JFsJVePSsMqgTg0rSc8SvU1sMdGne5rUBkbTqRa3e6P5zrgdn4RQgOY+4m0gS1ECmN/MxHKBEOkXmJXU4+uURGd6lZycGlILfo1qwIAeNZgHTutYQuRwrjODxGpEVuPbVPJTVvEPnukBUZ2qonmVYOVLorN2EKkMJ5zSKv8Hby4KJGWLBrdHm2jQvDTiDY2vV7r1wIfLw+0ql5R07nUeEZTGO/CiEyrHRaA06lZSheDSJSY2qGIqR1T5nGxZ/gAHy9k5hXKWyiShC1ECmM4RGTaew81wdDW1bBsXAeli+KWmIfIucZ0raV0EdweW4gUViXIT+kiEKlSpQBffPRwM6WLQeQUo7vUwqVbt9GtPvPCKYUBkcLCGRAREbk9Xy9PfDiYNwBKYkCkkIejq+LSrRxNj8gnIiJyFQyIFPLJkOZKF4GIiByMI7G0g4OqiYiIyO0xICIiIiK3x4CI6D++Xnd+Du6aaZbIELt6yN0wICL6z7JxHdGzUTgWjm6ndFGIiMjJOKia6D+NIgPx3fDWSheDSNUEth2Ri2ILERHZzduTOdfdBRNYS8NfhnYwICIiu+l42ncbQeW8lS4CkUMwICIiu3GNYvfxSq/6CKvAiQfkehgQEZHdPBgR2U0rVVgpwBeLOPGAXBADIiKym1Yu5mr2aJvqAIDOdSspXJI7OFaI3A1nmRGR3dhCZL9p/Rvh3gaVEVM7VOmiSNKlXpjSRSCSBVuIiMhmz3WrDQB4q38jhUuifX7enri/UTgCfNV/n2rYelTJ30e5ghDJSP2/PCJSrSm96mNUp5rM7u3O2DhILoItRERkM51Ox2DI3XGsEbkIBkRERCQJYyByRQyIiIjIduwyIxfBgIiIiMhBdJyBqRkMiIiIqAzR3WLsPyMXwYCIiIgkqR0WoHQRiGTHgIiIiCTx9GA3ELkeBkSkGl8/3hIAMP3BxgqXhMg0tSyrQUTyY2JGUo1+zSLRo2E4/Lw9lS4KkUmB5byVLgIROQhbiEhVGAwRaUOLasEAgIdbV1W2IEQyYQsRERFJtnRsDJLTc1EtpLzSRSGSBVuIiIioDEGwPJ/e29ODwRC5FAZEREREDsIJedrBgIiIiMhBHmhaBXUqB+CxttWVLgpZwTFEREREDuLn7Yl1L3XhEh4awBYiIiIiB2IwpA0MiIiIiMjtMSAiIiIit8eAiIhIJHZ8ELkuBkRERKTXp0kEAODZLrUULgmRc3GWGRER6c1+vBVuZOcjrIKv0kUhciq2EBERkZ6Hh47BELklBkRERETk9jQREF24cAGjRo1CzZo1Ua5cOdSuXRvTpk1Dfn6+0XaHDh1C586d4efnh2rVqmHmzJkKlZiIiIi0RBNjiE6cOIHi4mJ8++23qFOnDo4cOYLRo0cjOzsbn3zyCQAgIyMDPXv2RI8ePTB37lwcPnwYI0eORHBwMJ599lmF3wERERGpmSYCot69e6N37976f9eqVQsnT57EnDlz9AHRggULkJ+fj59++gk+Pj5o3LgxEhIS8NlnnzEgIiIiIos00WVmSnp6OkJCQvT/jouLQ5cuXeDj46N/rFevXjh58iRu3bpldj95eXnIyMgw+iMiIiL3osmA6MyZM/jqq68wZswY/WPJyckIDw832q7k38nJyWb3NWPGDAQFBen/qlWr5phCExERkWopGhC9+uqr0Ol0Fv9OnDhh9JrLly+jd+/eGDJkCEaPHm13GaZOnYr09HT9X1JSkt37JCIiIm1RdAzRyy+/jBEjRljcplatu9lSr1y5gu7du6NDhw747rvvjLaLiIhASkqK0WMl/46IiDC7f19fX/j6MucGERGRO1M0IAoLC0NYWJiobS9fvozu3bsjOjoasbGx8PAwbtyKiYnB66+/joKCAnh7ewMA1q1bh/r166NixYqyl52IiIhchybGEF2+fBndunVD9erV8cknn+DatWtITk42Ghv0+OOPw8fHB6NGjcLRo0fx22+/YdasWZg0aZKCJSciV+LjpYlTJhHZQBPT7tetW4czZ87gzJkzqFq1qtFzgiAAAIKCgrB27VqMHz8e0dHRqFSpEt566y1OuSci2Uzp1QAJSWl4ol0NpYtCRDLTCSURBQG4k+AxKCgI6enpCAwMVLo4REREJIK912+2/xIREZHbY0BEREREbo8BEREREbk9BkRERETk9hgQERERkdtjQERERERujwERERERuT0GREREROT2GBARERGR22NARERERG6PARERERG5PQZERERE5PYYEBEREZHbY0BEREREbs9L6QKojSAIAICMjAyFS0JERERilVy3S67jUjEgKiUzMxMAUK1aNYVLQkRERFJlZmYiKChI8ut0gq2hlIsqLi7GlStXUKFCBeh0Otn2m5GRgWrVqiEpKQmBgYGy7deVsI7EY11Jw/qShvUlDetLPEfWlSAIyMzMRGRkJDw8pI8IYgtRKR4eHqhatarD9h8YGMgfjBWsI/FYV9KwvqRhfUnD+hLPUXVlS8tQCQ6qJiIiIrfHgIiIiIjcHgMiJ/H19cW0adPg6+urdFFUi3UkHutKGtaXNKwvaVhf4qm5rjiomoiIiNweW4iIiIjI7TEgIiIiIrfHgIiIiIjcHgMiIiIicntuHRDNmDEDbdq0QYUKFVC5cmUMHDgQJ0+eNNomNzcX48ePR2hoKAICAjB48GCkpKQYbfP8888jOjoavr6+aNGiRZnjvP3229DpdGX+/P39rZZx9uzZiIqKgp+fH9q1a4c9e/YYPf/dd9+hW7duCAwMhE6nQ1pamuR6sMQV6mjMmDGoXbs2ypUrh7CwMDz44IM4ceKE9MoQwRXqq1u3bmX2O3bsWOmVYYXW6+rChQsm96vT6bB06VLbKsUCrdcXAJw9exYPPfQQwsLCEBgYiEceeaRM+eSi9vraunUr+vfvj8jISOh0OixfvrzMNn/++Sd69uyJ0NBQ6HQ6JCQkSK0GUZxVVwCwZs0atG/fHhUqVEBYWBgGDx6MCxcuWC3j0qVL0aBBA/j5+aFp06b4999/jZ6Xo67cOiDasmULxo8fj127dmHdunUoKChAz549kZ2drd/mpZdewooVK7B06VJs2bIFV65cwaBBg8rsa+TIkRg6dKjJ47zyyiu4evWq0V+jRo0wZMgQi+X77bffMGnSJEybNg0HDhxA8+bN0atXL6Smpuq3ycnJQe/evfHaa6/ZWAuWuUIdRUdHIzY2FsePH8eaNWsgCAJ69uyJoqIiG2vFPFeoLwAYPXq00b5nzpxpQ21YpvW6qlatWpn9vvPOOwgICECfPn3sqBnTtF5f2dnZ6NmzJ3Q6HTZu3IgdO3YgPz8f/fv3R3FxsR01Y5ra6ys7OxvNmzfH7NmzLW7TqVMnfPTRRyLftW2cVVfnz5/Hgw8+iHvvvRcJCQlYs2YNrl+/bnI/hnbu3InHHnsMo0aNQnx8PAYOHIiBAwfiyJEj+m1kqSuB9FJTUwUAwpYtWwRBEIS0tDTB29tbWLp0qX6b48ePCwCEuLi4Mq+fNm2a0Lx5c6vHSUhIEAAIW7dutbhd27ZthfHjx+v/XVRUJERGRgozZswos+2mTZsEAMKtW7esHt8eWq6jEgcPHhQACGfOnLFaDntpsb66du0qvPDCC1aPKTct1lVpLVq0EEaOHGm1DHLQWn2tWbNG8PDwENLT0/XbpKWlCTqdTli3bp3VcthLbfVlCICwbNkys8+fP39eACDEx8eL3qc9HFVXS5cuFby8vISioiL9Y3///beg0+mE/Px8s+V55JFHhL59+xo91q5dO2HMmDFltrWnrty6hai09PR0AEBISAgAYP/+/SgoKECPHj302zRo0ADVq1dHXFyczcf54YcfUK9ePXTu3NnsNvn5+di/f7/RsT08PNCjRw+7jm0vrddRdnY2YmNjUbNmTVSrVs3m8oml1fpasGABKlWqhCZNmmDq1KnIycmxuWxiabWuSuzfvx8JCQkYNWqUzWWTQmv1lZeXB51OZ5SQz8/PDx4eHti+fbvN5RNLTfWldo6qq+joaHh4eCA2NhZFRUVIT0/H/Pnz0aNHD3h7e5t9XVxcnNGxAaBXr16yXwsZEP2nuLgYL774Ijp27IgmTZoAAJKTk+Hj44Pg4GCjbcPDw5GcnGzTcXJzc7FgwQKrJ83r16+jqKgI4eHhsh3bXlquo2+++QYBAQEICAjAqlWrsG7dOvj4+NhUPrG0Wl+PP/44fv31V2zatAlTp07F/Pnz8cQTT9hUNrG0WleGfvzxRzRs2BAdOnSwqWxSaLG+2rdvD39/f/zvf/9DTk4OsrOz8corr6CoqAhXr161qXxiqa2+1MyRdVWzZk2sXbsWr732Gnx9fREcHIxLly5hyZIlFl+XnJzslGshA6L/jB8/HkeOHMHixYsdepxly5YhMzMTTz31lP6xbdu26S/WAQEBWLBggUPLYCst19GwYcMQHx+PLVu2oF69enjkkUeQm5srd9GNaLW+nn32WfTq1QtNmzbFsGHD8Msvv2DZsmU4e/asI4oPQLt1VeL27dtYuHCh0y6EWqyvsLAwLF26FCtWrEBAQACCgoKQlpaGVq1awcPDsZciLdaXUhxZV8nJyRg9ejSeeuop7N27F1u2bIGPjw8efvhhCIKAxMREo7r64IMPZC+DJV5OPZpKTZgwAf/88w+2bt2KqlWr6h+PiIhAfn4+0tLSjCLjlJQURERE2HSsH374Af369TOKdlu3bm00Ij48PBy+vr7w9PQsM4rfnmPbQ+t1FBQUhKCgINStWxft27dHxYoVsWzZMjz22GM2ldEardeXoXbt2gEAzpw5g9q1a9tURktcoa5+//135OTkYPjw4TaVSwot11fPnj1x9uxZXL9+HV5eXggODkZERARq1aplU/nEUGN9qZWj62r27NkICgoymqTx66+/olq1ati9e3eZuirpsouIiHDKtdCtW4gEQcCECROwbNkybNy4ETVr1jR6Pjo6Gt7e3tiwYYP+sZMnTyIxMRExMTGSj3f+/Hls2rSpzF1kuXLlUKdOHf1fhQoV4OPjg+joaKNjFxcXY8OGDTYd21auWEeCIEAQBOTl5UkunzWuWF8lJ6gqVapILp8lrlRXP/74IwYMGICwsDDJ5RLLleqrUqVKCA4OxsaNG5GamooBAwZILp81aq4vtXFWXeXk5JRpDfT09ARw5/vi5eVlVFclAVFMTIzRsQFg3bp18l8LJQ/DdiHPPfecEBQUJGzevFm4evWq/i8nJ0e/zdixY4Xq1asLGzduFPbt2yfExMQIMTExRvs5ffq0EB8fL4wZM0aoV6+eEB8fL8THxwt5eXlG273xxhtCZGSkUFhYKKp8ixcvFnx9fYV58+YJx44dE5599lkhODhYSE5O1m9z9epVIT4+Xvj+++/1Mxvi4+OFGzdu2FEzd2m9js6ePSt88MEHwr59+4SLFy8KO3bsEPr37y+EhIQIKSkpdtZOWVqvrzNnzgjTp08X9u3bJ5w/f17466+/hFq1agldunSxs2bK0npdGR5fp9MJq1atsrEmxHGF+vrpp5+EuLg44cyZM8L8+fOFkJAQYdKkSXbUinlqr6/MzEz9vgAIn332mRAfHy9cvHhRv82NGzeE+Ph4YeXKlQIAYfHixUJ8fLxw9epVO2qmLGfV1YYNGwSdTie88847wqlTp4T9+/cLvXr1EmrUqGF0rNJ27NgheHl5CZ988olw/PhxYdq0aYK3t7dw+PBhWevKrQMiACb/YmNj9dvcvn1bGDdunFCxYkWhfPnywkMPPVSmgrt27WpyP+fPn9dvU1RUJFStWlV47bXXJJXxq6++EqpXry74+PgIbdu2FXbt2mX0/LRp06y+B3tovY4uX74s9OnTR6hcubLg7e0tVK1aVXj88ceFEydO2FQf1mi9vhITE4UuXboIISEhgq+vr1CnTh1h8uTJRlOl5aL1uioxdepUoVq1akZTiR3BFerrf//7nxAeHi54e3sLdevWFT799FOhuLhYcl2Iofb6KkmVUvrvqaee0m8TGxtrcptp06bZWCumObOuFi1aJLRs2VLw9/cXwsLChAEDBgjHjx+3WsYlS5YI9erVE3x8fITGjRsLK1euNHpejrrS/VcZRERERG7LrccQEREREQEMiIiIiIgYEBERERExICIiIiK3x4CIiIiI3B4DIiIiInJ7DIiIiIjI7TEgIiLN27x5M3Q6HdLS0pQuChFpFBMzEpHmdOvWDS1atMAXX3wBAMjPz8fNmzcRHh4OnU6nbOGISJO42j0RaZ6Pj4/sK18TkXthlxkRacqIESOwZcsWzJo1CzqdDjqdDvPmzTPqMps3bx6Cg4Pxzz//oH79+ihfvjwefvhh5OTk4Oeff0ZUVBQqVqyI559/HkVFRfp95+Xl4ZVXXsE999wDf39/tGvXDps3b1bmjRKRU7GFiIg0ZdasWTh16hSaNGmC6dOnAwCOHj1aZrucnBx8+eWXWLx4MTIzMzFo0CA89NBDCA4Oxr///otz585h8ODB6NixI4YOHQoAmDBhAo4dO4bFixcjMjISy5YtQ+/evXH48GHUrVvXqe+TiJyLARERaUpQUBB8fHxQvnx5fTfZiRMnymxXUFCAOXPmoHbt2gCAhx9+GPPnz0dKSgoCAgLQqFEjdO/eHZs2bcLQoUORmJiI2NhYJCYmIjIyEgDwyiuvYPXq1YiNjcUHH3zgvDdJRE7HgIiIXFL58uX1wRAAhIeHIyoqCgEBAUaPpaamAgAOHz6MoqIi1KtXz2g/eXl5CA0NdU6hiUgxDIiIyCV5e3sb/Vun05l8rLi4GACQlZUFT09P7N+/H56enkbbGQZRROSaGBARkeb4+PgYDYaWQ8uWLVFUVITU1FR07txZ1n0TkfpxlhkRaU5UVBR2796NCxcu4Pr16/pWHnvUq1cPw4YNw/Dhw/Hnn3/i/Pnz2LNnD2bMmIGVK1fKUGoiUjMGRESkOa+88go8PT3RqFEjhIWFITExUZb9xsbGYvjw4Xj55ZdRv359DBw4EHv37kX16tVl2T8RqRczVRMREZHbYwsRERERuT0GREREROT2GBARERGR22NARERERG6PARERERG5PQZERERE5PYYEBEREZHbY0BEREREbo8BEREREbk9BkRERETk9hgQERERkdtjQERERERu7/+saPFyY510YwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure of By with time\n",
    "date = data.iloc[:, 0]\n",
    "plt.title('Change in By with time')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('By (nT)')\n",
    "plt.plot(date, By)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure of Bz with time\n",
    "date = data.iloc[:, 0]\n",
    "plt.plot(date, Bz)\n",
    "plt.title('Change in Bz with time')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('Bz (nT)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Locate the Peaks above a Magnitude of 20\n",
    "peaks, _ = find_peaks(data['magnitude'], height=20, prominence=19)\n",
    "# Figure of magnitude (Bt) with time\n",
    "date = data.iloc[:, 0]\n",
    "plt.plot(date, data['magnitude'])\n",
    "plt.plot(date[peaks], data['magnitude'][peaks], \"X\", markersize=5)\n",
    "plt.plot(date, data['magnitude'])\n",
    "plt.title('Change in Magnitude (Bt) with time')\n",
    "plt.xlabel('time')\n",
    "plt.ylabel('Magnitude')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Figure of Bx, By, Bz\n",
    "# Matplotlib does not accomodate for third axes (z) but just note that the third axes is for 'Bz'\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "plt.xlim(-20, 15)\n",
    "plt.ylim(-20, 20)\n",
    "plt.title('Figure of Bx, By, Bz')\n",
    "plt.xlabel('Bx (nT)')\n",
    "plt.ylabel('By (nT)')\n",
    "ax.scatter(Bx, By, Bz)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x2000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Drop the 'Time', 'Bx', 'By', and 'Bz' columns to focus on the flux columns\n",
    "flux_df = data.drop(columns=[0,1,2,3])\n",
    "\n",
    "# Calculate the correlation matrix\n",
    "corr_matrix = flux_df.corr()\n",
    "\n",
    "# Plot the heatmap\n",
    "plt.figure(figsize=(20, 20))\n",
    "sns.heatmap(corr_matrix, cmap='coolwarm', vmin=-1, vmax=1, cbar_kws={'label': 'Correlation Coefficient'})\n",
    "plt.title('Flux Correlation Matrix')\n",
    "plt.xticks(rotation=90)\n",
    "plt.yticks(rotation=0)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                  4             5             6             7              8  \\\n",
      "count  21227.000000  34889.000000  54529.000000  77869.000000  103292.000000   \n",
      "mean     239.699232    131.392011    246.410643    236.027763     261.470244   \n",
      "std       35.923133     47.583120     47.295791     61.437658      82.252300   \n",
      "min      119.344000      0.231726      0.899638      0.231726       0.231726   \n",
      "25%      202.977500     96.470300    226.407000    209.157000     224.734750   \n",
      "50%      252.437000    141.739000    252.405000    236.164000     253.396500   \n",
      "75%      260.098000    150.871000    261.094000    248.641000     268.143250   \n",
      "max      462.628000    499.673000    587.183000    723.864000     929.494000   \n",
      "\n",
      "                   9             10             11             12  \\\n",
      "count  126193.000000  154014.000000  182378.000000  213968.000000   \n",
      "mean      250.741495     293.353457     298.244277     382.796637   \n",
      "std       122.254387     151.186576     189.280453     151.996659   \n",
      "min         0.231726       0.231726       0.231726       0.231726   \n",
      "25%       195.211000     219.629500     196.735250     292.807000   \n",
      "50%       226.078000     252.717500     235.357000     325.869500   \n",
      "75%       254.261000     300.770000     321.790000     419.940750   \n",
      "max      1735.030000    2270.620000    2948.610000    2449.860000   \n",
      "\n",
      "                  13  ...            45            46            47  \\\n",
      "count  237368.000000  ...  58858.000000  48738.000000  37173.000000   \n",
      "mean      342.887394  ...    370.559994    415.814094    407.024176   \n",
      "std       181.981164  ...     37.194804     35.613474     37.604024   \n",
      "min         0.231726  ...    130.991000     63.398300    178.774000   \n",
      "25%       226.501750  ...    351.836000    400.882250    392.170000   \n",
      "50%       276.209500  ...    372.690000    419.511000    414.783000   \n",
      "75%       422.074250  ...    389.992000    437.342000    426.097000   \n",
      "max      2210.600000  ...    622.058000    662.190000    861.944000   \n",
      "\n",
      "                 48            49            50            51            52  \\\n",
      "count  32820.000000  21333.000000  19309.000000  16625.000000  15838.000000   \n",
      "mean     377.752756    400.984790    407.464853    387.749972    440.020122   \n",
      "std       38.226105     35.555915     38.421488     44.399920     32.534996   \n",
      "min      165.782000    197.666000    158.607000    180.907000     54.383900   \n",
      "25%      363.781250    383.703000    388.497000    366.602000    420.312750   \n",
      "50%      385.481000    403.517000    405.741000    381.075000    439.235000   \n",
      "75%      400.201000    420.227000    424.320000    403.095000    456.197500   \n",
      "max      696.414000    890.223000   1084.300000   1183.310000    771.201000   \n",
      "\n",
      "                 53      magnitude  \n",
      "count  14095.000000  524528.000000  \n",
      "mean     390.634399       5.230152  \n",
      "std       32.858309       2.635057  \n",
      "min      206.776000       0.052818  \n",
      "25%      372.545000       3.565918  \n",
      "50%      389.492000       4.585810  \n",
      "75%      406.368500       6.226326  \n",
      "max      846.254000      34.076471  \n",
      "\n",
      "[8 rows x 51 columns]\n"
     ]
    }
   ],
   "source": [
    "# Descriptive statistics for the flux data\n",
    "print(flux_df.describe())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21227.0</td>\n",
       "      <td>239.699232</td>\n",
       "      <td>35.923133</td>\n",
       "      <td>119.344000</td>\n",
       "      <td>202.97750</td>\n",
       "      <td>252.4370</td>\n",
       "      <td>260.09800</td>\n",
       "      <td>462.628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>34889.0</td>\n",
       "      <td>131.392011</td>\n",
       "      <td>47.583120</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>96.47030</td>\n",
       "      <td>141.7390</td>\n",
       "      <td>150.87100</td>\n",
       "      <td>499.673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>54529.0</td>\n",
       "      <td>246.410643</td>\n",
       "      <td>47.295791</td>\n",
       "      <td>0.899638</td>\n",
       "      <td>226.40700</td>\n",
       "      <td>252.4050</td>\n",
       "      <td>261.09400</td>\n",
       "      <td>587.183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77869.0</td>\n",
       "      <td>236.027763</td>\n",
       "      <td>61.437658</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>209.15700</td>\n",
       "      <td>236.1640</td>\n",
       "      <td>248.64100</td>\n",
       "      <td>723.864</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>103292.0</td>\n",
       "      <td>261.470244</td>\n",
       "      <td>82.252300</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>224.73475</td>\n",
       "      <td>253.3965</td>\n",
       "      <td>268.14325</td>\n",
       "      <td>929.494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>126193.0</td>\n",
       "      <td>250.741495</td>\n",
       "      <td>122.254387</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>195.21100</td>\n",
       "      <td>226.0780</td>\n",
       "      <td>254.26100</td>\n",
       "      <td>1735.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>154014.0</td>\n",
       "      <td>293.353457</td>\n",
       "      <td>151.186576</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>219.62950</td>\n",
       "      <td>252.7175</td>\n",
       "      <td>300.77000</td>\n",
       "      <td>2270.620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>182378.0</td>\n",
       "      <td>298.244277</td>\n",
       "      <td>189.280453</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>196.73525</td>\n",
       "      <td>235.3570</td>\n",
       "      <td>321.79000</td>\n",
       "      <td>2948.610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>213968.0</td>\n",
       "      <td>382.796637</td>\n",
       "      <td>151.996659</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>292.80700</td>\n",
       "      <td>325.8695</td>\n",
       "      <td>419.94075</td>\n",
       "      <td>2449.860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>237368.0</td>\n",
       "      <td>342.887394</td>\n",
       "      <td>181.981164</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>226.50175</td>\n",
       "      <td>276.2095</td>\n",
       "      <td>422.07425</td>\n",
       "      <td>2210.600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>261878.0</td>\n",
       "      <td>432.268339</td>\n",
       "      <td>144.939483</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>341.68100</td>\n",
       "      <td>381.1265</td>\n",
       "      <td>485.88850</td>\n",
       "      <td>2389.700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>285524.0</td>\n",
       "      <td>436.993613</td>\n",
       "      <td>156.373000</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>343.62500</td>\n",
       "      <td>383.0095</td>\n",
       "      <td>489.60925</td>\n",
       "      <td>3020.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>304794.0</td>\n",
       "      <td>459.245943</td>\n",
       "      <td>146.726477</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>374.68800</td>\n",
       "      <td>410.2240</td>\n",
       "      <td>501.64475</td>\n",
       "      <td>2622.770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>323529.0</td>\n",
       "      <td>444.864344</td>\n",
       "      <td>160.811348</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>356.04600</td>\n",
       "      <td>393.4330</td>\n",
       "      <td>486.68800</td>\n",
       "      <td>3010.920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>342397.0</td>\n",
       "      <td>452.221336</td>\n",
       "      <td>145.766490</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>373.05400</td>\n",
       "      <td>404.8520</td>\n",
       "      <td>492.80600</td>\n",
       "      <td>2678.750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>359215.0</td>\n",
       "      <td>433.232100</td>\n",
       "      <td>146.765756</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>355.03100</td>\n",
       "      <td>384.7060</td>\n",
       "      <td>475.13750</td>\n",
       "      <td>3234.030</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>375989.0</td>\n",
       "      <td>464.409288</td>\n",
       "      <td>113.907129</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>406.24300</td>\n",
       "      <td>429.7380</td>\n",
       "      <td>494.99200</td>\n",
       "      <td>3241.200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>390843.0</td>\n",
       "      <td>413.653487</td>\n",
       "      <td>137.129382</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>346.50400</td>\n",
       "      <td>375.3490</td>\n",
       "      <td>443.53200</td>\n",
       "      <td>5703.180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>402572.0</td>\n",
       "      <td>459.713160</td>\n",
       "      <td>98.629648</td>\n",
       "      <td>1.743200</td>\n",
       "      <td>412.22700</td>\n",
       "      <td>433.2370</td>\n",
       "      <td>480.55725</td>\n",
       "      <td>4956.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>410534.0</td>\n",
       "      <td>448.849789</td>\n",
       "      <td>91.699069</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>402.31500</td>\n",
       "      <td>423.8605</td>\n",
       "      <td>467.33600</td>\n",
       "      <td>4207.880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>412123.0</td>\n",
       "      <td>424.127541</td>\n",
       "      <td>93.377901</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>373.91300</td>\n",
       "      <td>398.1840</td>\n",
       "      <td>441.42150</td>\n",
       "      <td>2680.510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>408290.0</td>\n",
       "      <td>440.292930</td>\n",
       "      <td>80.895764</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>394.20700</td>\n",
       "      <td>418.5430</td>\n",
       "      <td>457.97675</td>\n",
       "      <td>1696.570</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>402642.0</td>\n",
       "      <td>445.230264</td>\n",
       "      <td>76.043244</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>401.18300</td>\n",
       "      <td>424.0810</td>\n",
       "      <td>463.20950</td>\n",
       "      <td>1578.480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>388405.0</td>\n",
       "      <td>426.454797</td>\n",
       "      <td>85.988109</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>372.72300</td>\n",
       "      <td>402.3970</td>\n",
       "      <td>452.32700</td>\n",
       "      <td>1623.550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>376175.0</td>\n",
       "      <td>461.027142</td>\n",
       "      <td>73.526556</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>414.71150</td>\n",
       "      <td>441.3580</td>\n",
       "      <td>484.76200</td>\n",
       "      <td>1765.590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>353959.0</td>\n",
       "      <td>419.240836</td>\n",
       "      <td>94.089849</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>356.46900</td>\n",
       "      <td>391.4120</td>\n",
       "      <td>454.00450</td>\n",
       "      <td>2177.120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>335110.0</td>\n",
       "      <td>467.318104</td>\n",
       "      <td>77.649437</td>\n",
       "      <td>0.715191</td>\n",
       "      <td>416.87725</td>\n",
       "      <td>444.8480</td>\n",
       "      <td>498.28500</td>\n",
       "      <td>1682.720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>305310.0</td>\n",
       "      <td>464.792344</td>\n",
       "      <td>83.194922</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>408.26625</td>\n",
       "      <td>440.5315</td>\n",
       "      <td>501.35875</td>\n",
       "      <td>1605.740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>285542.0</td>\n",
       "      <td>449.430047</td>\n",
       "      <td>91.583149</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>386.64100</td>\n",
       "      <td>420.6685</td>\n",
       "      <td>492.88375</td>\n",
       "      <td>1403.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>258917.0</td>\n",
       "      <td>460.262482</td>\n",
       "      <td>89.242637</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>396.11400</td>\n",
       "      <td>434.5080</td>\n",
       "      <td>508.19100</td>\n",
       "      <td>1434.850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>241259.0</td>\n",
       "      <td>464.240384</td>\n",
       "      <td>87.599868</td>\n",
       "      <td>11.704200</td>\n",
       "      <td>401.80800</td>\n",
       "      <td>437.1850</td>\n",
       "      <td>515.29000</td>\n",
       "      <td>1437.120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>222909.0</td>\n",
       "      <td>444.892755</td>\n",
       "      <td>96.185237</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>374.98100</td>\n",
       "      <td>416.2510</td>\n",
       "      <td>500.73100</td>\n",
       "      <td>1472.250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>203907.0</td>\n",
       "      <td>468.910687</td>\n",
       "      <td>80.220428</td>\n",
       "      <td>219.826000</td>\n",
       "      <td>413.03700</td>\n",
       "      <td>445.6560</td>\n",
       "      <td>510.57250</td>\n",
       "      <td>1263.240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>186197.0</td>\n",
       "      <td>417.845981</td>\n",
       "      <td>95.908643</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>352.22100</td>\n",
       "      <td>390.6120</td>\n",
       "      <td>458.23900</td>\n",
       "      <td>1116.480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>169871.0</td>\n",
       "      <td>454.159469</td>\n",
       "      <td>71.735974</td>\n",
       "      <td>0.346956</td>\n",
       "      <td>409.68700</td>\n",
       "      <td>435.9730</td>\n",
       "      <td>480.24250</td>\n",
       "      <td>2031.310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>151928.0</td>\n",
       "      <td>436.575420</td>\n",
       "      <td>71.467188</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>394.71975</td>\n",
       "      <td>420.8840</td>\n",
       "      <td>460.82700</td>\n",
       "      <td>2338.650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>134385.0</td>\n",
       "      <td>450.969985</td>\n",
       "      <td>57.505444</td>\n",
       "      <td>129.399000</td>\n",
       "      <td>420.00200</td>\n",
       "      <td>439.8870</td>\n",
       "      <td>471.46800</td>\n",
       "      <td>2135.820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>116730.0</td>\n",
       "      <td>414.422889</td>\n",
       "      <td>55.729815</td>\n",
       "      <td>0.231726</td>\n",
       "      <td>381.73625</td>\n",
       "      <td>404.0095</td>\n",
       "      <td>439.88625</td>\n",
       "      <td>1917.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>102094.0</td>\n",
       "      <td>414.497128</td>\n",
       "      <td>46.994703</td>\n",
       "      <td>92.654500</td>\n",
       "      <td>389.41825</td>\n",
       "      <td>408.6825</td>\n",
       "      <td>436.20175</td>\n",
       "      <td>937.538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>86568.0</td>\n",
       "      <td>389.206146</td>\n",
       "      <td>44.336030</td>\n",
       "      <td>0.309239</td>\n",
       "      <td>367.86850</td>\n",
       "      <td>385.2230</td>\n",
       "      <td>411.70425</td>\n",
       "      <td>940.828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>71959.0</td>\n",
       "      <td>427.004801</td>\n",
       "      <td>34.926498</td>\n",
       "      <td>207.131000</td>\n",
       "      <td>410.83250</td>\n",
       "      <td>428.4860</td>\n",
       "      <td>443.37650</td>\n",
       "      <td>733.651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>58858.0</td>\n",
       "      <td>370.559994</td>\n",
       "      <td>37.194804</td>\n",
       "      <td>130.991000</td>\n",
       "      <td>351.83600</td>\n",
       "      <td>372.6900</td>\n",
       "      <td>389.99200</td>\n",
       "      <td>622.058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>48738.0</td>\n",
       "      <td>415.814094</td>\n",
       "      <td>35.613474</td>\n",
       "      <td>63.398300</td>\n",
       "      <td>400.88225</td>\n",
       "      <td>419.5110</td>\n",
       "      <td>437.34200</td>\n",
       "      <td>662.190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>37173.0</td>\n",
       "      <td>407.024176</td>\n",
       "      <td>37.604024</td>\n",
       "      <td>178.774000</td>\n",
       "      <td>392.17000</td>\n",
       "      <td>414.7830</td>\n",
       "      <td>426.09700</td>\n",
       "      <td>861.944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>32820.0</td>\n",
       "      <td>377.752756</td>\n",
       "      <td>38.226105</td>\n",
       "      <td>165.782000</td>\n",
       "      <td>363.78125</td>\n",
       "      <td>385.4810</td>\n",
       "      <td>400.20100</td>\n",
       "      <td>696.414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>21333.0</td>\n",
       "      <td>400.984790</td>\n",
       "      <td>35.555915</td>\n",
       "      <td>197.666000</td>\n",
       "      <td>383.70300</td>\n",
       "      <td>403.5170</td>\n",
       "      <td>420.22700</td>\n",
       "      <td>890.223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>19309.0</td>\n",
       "      <td>407.464853</td>\n",
       "      <td>38.421488</td>\n",
       "      <td>158.607000</td>\n",
       "      <td>388.49700</td>\n",
       "      <td>405.7410</td>\n",
       "      <td>424.32000</td>\n",
       "      <td>1084.300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>16625.0</td>\n",
       "      <td>387.749972</td>\n",
       "      <td>44.399920</td>\n",
       "      <td>180.907000</td>\n",
       "      <td>366.60200</td>\n",
       "      <td>381.0750</td>\n",
       "      <td>403.09500</td>\n",
       "      <td>1183.310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>15838.0</td>\n",
       "      <td>440.020122</td>\n",
       "      <td>32.534996</td>\n",
       "      <td>54.383900</td>\n",
       "      <td>420.31275</td>\n",
       "      <td>439.2350</td>\n",
       "      <td>456.19750</td>\n",
       "      <td>771.201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>14095.0</td>\n",
       "      <td>390.634399</td>\n",
       "      <td>32.858309</td>\n",
       "      <td>206.776000</td>\n",
       "      <td>372.54500</td>\n",
       "      <td>389.4920</td>\n",
       "      <td>406.36850</td>\n",
       "      <td>846.254</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       count        mean         std         min        25%       50%  \\\n",
       "4    21227.0  239.699232   35.923133  119.344000  202.97750  252.4370   \n",
       "5    34889.0  131.392011   47.583120    0.231726   96.47030  141.7390   \n",
       "6    54529.0  246.410643   47.295791    0.899638  226.40700  252.4050   \n",
       "7    77869.0  236.027763   61.437658    0.231726  209.15700  236.1640   \n",
       "8   103292.0  261.470244   82.252300    0.231726  224.73475  253.3965   \n",
       "9   126193.0  250.741495  122.254387    0.231726  195.21100  226.0780   \n",
       "10  154014.0  293.353457  151.186576    0.231726  219.62950  252.7175   \n",
       "11  182378.0  298.244277  189.280453    0.231726  196.73525  235.3570   \n",
       "12  213968.0  382.796637  151.996659    0.231726  292.80700  325.8695   \n",
       "13  237368.0  342.887394  181.981164    0.231726  226.50175  276.2095   \n",
       "14  261878.0  432.268339  144.939483    0.231726  341.68100  381.1265   \n",
       "15  285524.0  436.993613  156.373000    0.231726  343.62500  383.0095   \n",
       "16  304794.0  459.245943  146.726477    0.231726  374.68800  410.2240   \n",
       "17  323529.0  444.864344  160.811348    0.231726  356.04600  393.4330   \n",
       "18  342397.0  452.221336  145.766490    0.231726  373.05400  404.8520   \n",
       "19  359215.0  433.232100  146.765756    0.231726  355.03100  384.7060   \n",
       "20  375989.0  464.409288  113.907129    0.231726  406.24300  429.7380   \n",
       "21  390843.0  413.653487  137.129382    0.231726  346.50400  375.3490   \n",
       "22  402572.0  459.713160   98.629648    1.743200  412.22700  433.2370   \n",
       "23  410534.0  448.849789   91.699069    0.231726  402.31500  423.8605   \n",
       "24  412123.0  424.127541   93.377901    0.231726  373.91300  398.1840   \n",
       "25  408290.0  440.292930   80.895764    0.231726  394.20700  418.5430   \n",
       "26  402642.0  445.230264   76.043244    0.231726  401.18300  424.0810   \n",
       "27  388405.0  426.454797   85.988109    0.231726  372.72300  402.3970   \n",
       "28  376175.0  461.027142   73.526556    0.231726  414.71150  441.3580   \n",
       "29  353959.0  419.240836   94.089849    0.231726  356.46900  391.4120   \n",
       "30  335110.0  467.318104   77.649437    0.715191  416.87725  444.8480   \n",
       "31  305310.0  464.792344   83.194922    0.231726  408.26625  440.5315   \n",
       "32  285542.0  449.430047   91.583149    0.231726  386.64100  420.6685   \n",
       "33  258917.0  460.262482   89.242637    0.231726  396.11400  434.5080   \n",
       "34  241259.0  464.240384   87.599868   11.704200  401.80800  437.1850   \n",
       "35  222909.0  444.892755   96.185237    0.231726  374.98100  416.2510   \n",
       "36  203907.0  468.910687   80.220428  219.826000  413.03700  445.6560   \n",
       "37  186197.0  417.845981   95.908643    0.231726  352.22100  390.6120   \n",
       "38  169871.0  454.159469   71.735974    0.346956  409.68700  435.9730   \n",
       "39  151928.0  436.575420   71.467188    0.231726  394.71975  420.8840   \n",
       "40  134385.0  450.969985   57.505444  129.399000  420.00200  439.8870   \n",
       "41  116730.0  414.422889   55.729815    0.231726  381.73625  404.0095   \n",
       "42  102094.0  414.497128   46.994703   92.654500  389.41825  408.6825   \n",
       "43   86568.0  389.206146   44.336030    0.309239  367.86850  385.2230   \n",
       "44   71959.0  427.004801   34.926498  207.131000  410.83250  428.4860   \n",
       "45   58858.0  370.559994   37.194804  130.991000  351.83600  372.6900   \n",
       "46   48738.0  415.814094   35.613474   63.398300  400.88225  419.5110   \n",
       "47   37173.0  407.024176   37.604024  178.774000  392.17000  414.7830   \n",
       "48   32820.0  377.752756   38.226105  165.782000  363.78125  385.4810   \n",
       "49   21333.0  400.984790   35.555915  197.666000  383.70300  403.5170   \n",
       "50   19309.0  407.464853   38.421488  158.607000  388.49700  405.7410   \n",
       "51   16625.0  387.749972   44.399920  180.907000  366.60200  381.0750   \n",
       "52   15838.0  440.020122   32.534996   54.383900  420.31275  439.2350   \n",
       "53   14095.0  390.634399   32.858309  206.776000  372.54500  389.4920   \n",
       "\n",
       "          75%       max  \n",
       "4   260.09800   462.628  \n",
       "5   150.87100   499.673  \n",
       "6   261.09400   587.183  \n",
       "7   248.64100   723.864  \n",
       "8   268.14325   929.494  \n",
       "9   254.26100  1735.030  \n",
       "10  300.77000  2270.620  \n",
       "11  321.79000  2948.610  \n",
       "12  419.94075  2449.860  \n",
       "13  422.07425  2210.600  \n",
       "14  485.88850  2389.700  \n",
       "15  489.60925  3020.650  \n",
       "16  501.64475  2622.770  \n",
       "17  486.68800  3010.920  \n",
       "18  492.80600  2678.750  \n",
       "19  475.13750  3234.030  \n",
       "20  494.99200  3241.200  \n",
       "21  443.53200  5703.180  \n",
       "22  480.55725  4956.100  \n",
       "23  467.33600  4207.880  \n",
       "24  441.42150  2680.510  \n",
       "25  457.97675  1696.570  \n",
       "26  463.20950  1578.480  \n",
       "27  452.32700  1623.550  \n",
       "28  484.76200  1765.590  \n",
       "29  454.00450  2177.120  \n",
       "30  498.28500  1682.720  \n",
       "31  501.35875  1605.740  \n",
       "32  492.88375  1403.900  \n",
       "33  508.19100  1434.850  \n",
       "34  515.29000  1437.120  \n",
       "35  500.73100  1472.250  \n",
       "36  510.57250  1263.240  \n",
       "37  458.23900  1116.480  \n",
       "38  480.24250  2031.310  \n",
       "39  460.82700  2338.650  \n",
       "40  471.46800  2135.820  \n",
       "41  439.88625  1917.000  \n",
       "42  436.20175   937.538  \n",
       "43  411.70425   940.828  \n",
       "44  443.37650   733.651  \n",
       "45  389.99200   622.058  \n",
       "46  437.34200   662.190  \n",
       "47  426.09700   861.944  \n",
       "48  400.20100   696.414  \n",
       "49  420.22700   890.223  \n",
       "50  424.32000  1084.300  \n",
       "51  403.09500  1183.310  \n",
       "52  456.19750   771.201  \n",
       "53  406.36850   846.254  "
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop the 'Bx', 'By', and 'Bz' columns to focus on the flux columns\n",
    "flux_data = data.drop(columns=[1,2,3])\n",
    "\n",
    "# Set 'Time' as the index for the heatmap\n",
    "flux_data.set_index(flux_data.columns[0], inplace=True)\n",
    "\n",
    "#Compute descriptive statistics\n",
    "stats = flux_data.describe()\n",
    "\n",
    "# Transpose the result to have the flux types as rows\n",
    "stats_T = stats.transpose()\n",
    "\n",
    "# Select specific rows\n",
    "specific_rows = stats_T.loc[[4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40,41,42,43,44,45,46,47,48,49,50,51,52,53]]\n",
    "specific_rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Normalize the data using Min-Max scaling\n",
    "#normalized_flux_data = (flux_data - flux_data.min()) / (flux_data.max() - flux_data.min())\n",
    "\n",
    "# Define color normalization boundaries based on data percentiles\n",
    "vmin = flux_data.min().min()  # Global minimum value\n",
    "vmax = 1500 # Global Maximum value\n",
    "\n",
    "# Plot the heatmap using matplotlib\n",
    "fig, ax = plt.subplots(figsize=(15, 10))\n",
    "cax = ax.matshow(flux_data.iloc[:, :].T, cmap='coolwarm', aspect='auto', vmin=vmin, vmax=vmax)\n",
    "\n",
    "# Set the x-axis limits (COMMENT this block if the entire year is desired)\n",
    "start_date = '2017-01-01' # Pre Solar flare event\n",
    "end_date = '2017-12-30' # Post Solar flare and the proceding geo-magnetic storm even has ended\n",
    "start_pos = flux_data.index.get_loc(pd.Timestamp(start_date))\n",
    "end_pos = flux_data.index.get_loc(pd.Timestamp(end_date))\n",
    "ax.set_xlim(start_pos, end_pos)\n",
    "\n",
    "# Set x-axis labels based on the specified range\n",
    "ax.xaxis.set_ticks_position('bottom')\n",
    "num_ticks = 24  # Number of time labels to display\n",
    "positions = np.linspace(start_pos, end_pos, num_ticks).astype(int)  # Evenly spaced tick positions within the specified range\n",
    "ax.set_xticks(positions)\n",
    "ax.set_xticklabels(flux_data.index[positions], rotation=45, ha=\"right\")\n",
    "\n",
    "\n",
    "# Reverse the y-axis to have 0 at the bottom and higher vector speeds at the top\n",
    "ax.set_ylim(ax.get_ylim()[::-1])  # Inverting the y-axis limits\n",
    "\n",
    "# Add horizontal grid lines for each vector speed\n",
    "ax.yaxis.set_ticks(np.arange(0, len(flux_data.columns), 1))\n",
    "ax.grid(which='both', axis='y', linestyle='-', linewidth=0.5, color='k', alpha=0.1)\n",
    "\n",
    "# Draw vertical grid lines for the specific dates in 2017 to check if the flux is corrolated to the 8th biggest solar flare event X9.3 2017-09-06 11:53am start time\n",
    "specific_dates_2017 = [\"2017-09-06 11:53:00\", \"2017-09-09 00:00:00\"]\n",
    "positions_2017 = [flux_data.index.get_loc(pd.Timestamp(date)) for date in specific_dates_2017]\n",
    "for position in positions_2017:\n",
    "    ax.axvline(x=position, linewidth=0.6, color='k',linestyle=':', alpha=0.4)\n",
    "\n",
    "# Colorbar representing the actual range of flux values\n",
    "colorbar = plt.colorbar(cax, label='Flux Value')\n",
    "\n",
    "plt.title('Flux Values Over Time')\n",
    "plt.xlabel('Time')\n",
    "plt.ylabel('Flux Type (Increasing Vector Speed)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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