2-plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f1e2bc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%bash\n",
    "pip install numpy\n",
    "pip install pandas\n",
    "pip install seaborn\n",
    "pip install mlxtend\n",
    "pip install arch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "477ecd48",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "import json\n",
    "import re\n",
    "from textwrap import wrap\n",
    "import matplotlib.ticker\n",
    "import os\n",
    "import seaborn as sns\n",
    "sns.color_palette(\"bright\", 8)\n",
    "sns.set_palette(\"bright\")\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
    "sns.set_style(\"whitegrid\", {'axes.grid' : False})\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams[\"figure.figsize\"] = (11.7,8.27)\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "983f3caa",
   "metadata": {},
   "outputs": [],
   "source": [
    "def append_vars(ds, cols):\n",
    "    v=ds[cols]\n",
    "    X=ds.drop(columns=cols)\n",
    "    return pd.concat([X.assign(cfu=ds[col], name=ds['year'].apply(lambda y: f\"{col} {y}\")) for col in cols]).dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "61f72c26",
   "metadata": {},
   "outputs": [],
   "source": [
    "def save_plot(fname):\n",
    "    plt.savefig(f\"plots/{fname}.svg\")\n",
    "    plt.savefig(f\"plots/{fname}.png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "871cc29d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.ticker as mtick\n",
    "\n",
    "def make_dfs(df,fname):\n",
    "    colors = ['#000A9C', '#5B0094', '#005903', '#68DFFC', '#4275FF', '#C973FF', '#A2FCA5']\n",
    "    fig, ax = plt.subplots(figsize=(16,8))\n",
    "    #sns.set_palette(colors)\n",
    "    ax=sns.stripplot(x='week', y='cfu', hue='name', data=df,  alpha=1, size=12, linewidth=1, edgecolor='w', palette=colors)\n",
    "    #ax=sns.scatterplot(x='week', y='cfu', hue='name', data=c,  alpha=0.8, size= 14, linewidth=1, edgecolor='w')\n",
    "    plt.axvline(x=1.42, color='b', linestyle='-.', alpha=0.8)\n",
    "    plt.axvline(x=3.7, color='b', linestyle='-.', alpha=0.8)\n",
    "    ax.text(2.56, 1960,  \"Festival 2016\", ha=\"center\", va=\"center\", size=16, color='b')\n",
    "    ax.annotate(\"\", xy=(1.42, 1900), xycoords='data',\n",
    "               xytext=(3.7, 1900), textcoords='data',\n",
    "               arrowprops=dict(arrowstyle=\"<|-|>\", connectionstyle=\"arc3\", color='b', alpha=0.8))\n",
    "    plt.axvline(x=2.4, color='r', linestyle='-.', alpha=0.8)\n",
    "    plt.axvline(x=4.58, color='r', linestyle='-.', alpha=0.8)\n",
    "    ax.text(3.4, 2240,  \"Festival 2017\", ha=\"center\", va=\"center\", size=16, color='r')\n",
    "    ax.annotate(\"\", xy=(2.4, 2200), xycoords='data',\n",
    "               xytext=(4.58, 2200), textcoords='data',\n",
    "               arrowprops=dict(arrowstyle=\"<|-|>\", connectionstyle=\"arc3\", color='r', alpha=0.8))\n",
    "    ax.xaxis.grid(which=\"major\", color='b', linewidth=0.7, alpha=0.1)\n",
    "    ax.set_xlabel(\"Sample weeks 2016, 2017 and 2020\", size=16, labelpad=20)\n",
    "    ax.set_ylabel(\"Colony forming units per 100mL\", size=16, labelpad=20)\n",
    "    plt.suptitle(\"Festival and occurrence of bacteria in lake water\" , fontsize=16, family='sans')\n",
    "    plt.title(\"Colonies grouped by year and week number\", fontsize=16, family='sans', y=1.03)\n",
    "    ax.legend(loc='upper right', fontsize=14)\n",
    "    save_plot(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "17ed0463",
   "metadata": {},
   "outputs": [],
   "source": [
    "A=pd.read_pickle(\"data/allyears-avg_plate.pkl\")\n",
    "A['Date_dt'] = pd.to_datetime(A['Date'])\n",
    "R=pd.read_csv('data/rain_all.csv')\n",
    "A2=append_vars(A,['Bioindicator', 'Bioindicator UV+', 'Coliform'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3f0e14b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Location</th>\n",
       "      <th>festival</th>\n",
       "      <th>rooms</th>\n",
       "      <th>year</th>\n",
       "      <th>rain</th>\n",
       "      <th>Bioindicator</th>\n",
       "      <th>Coliform</th>\n",
       "      <th>total</th>\n",
       "      <th>week</th>\n",
       "      <th>Bioindicator UV+</th>\n",
       "      <th>Date_dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>MRD</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>466.666667</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>SVT</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>133.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>VNX</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>MRD</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>1.6</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>25.000000</td>\n",
       "      <td>491.666667</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>SVT</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>391.666667</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>SVT</td>\n",
       "      <td>before</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>20</td>\n",
       "      <td>7.8</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>6066.666667</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-07-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>VNX</td>\n",
       "      <td>before</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>20</td>\n",
       "      <td>7.8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>666.666667</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-07-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>MRD</td>\n",
       "      <td>before</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>20</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>233.333333</td>\n",
       "      <td>3100.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-08-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>SVT</td>\n",
       "      <td>before</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>20</td>\n",
       "      <td>1.8</td>\n",
       "      <td>166.666667</td>\n",
       "      <td>633.333333</td>\n",
       "      <td>3366.666667</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-08-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>VNX</td>\n",
       "      <td>before</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>20</td>\n",
       "      <td>1.8</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>366.666667</td>\n",
       "      <td>3966.666667</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020-08-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date Location festival        rooms  year  rain  Bioindicator  \\\n",
       "0   2016-06-21      MRD   before  3069.600000    16   0.0     66.666667   \n",
       "1   2016-06-21      SVT   before  3069.600000    16   0.0     33.333333   \n",
       "2   2016-06-21      VNX   before  3069.600000    16   0.0      0.000000   \n",
       "3   2016-06-28      MRD   before  3069.600000    16   1.6      8.333333   \n",
       "4   2016-06-28      SVT   before  3069.600000    16   1.6      0.000000   \n",
       "..         ...      ...      ...          ...   ...   ...           ...   \n",
       "67  2020-07-22      SVT   before  8058.967742    20   7.8    100.000000   \n",
       "68  2020-07-22      VNX   before  8058.967742    20   7.8      0.000000   \n",
       "69  2020-08-06      MRD   before  7890.741935    20   1.8      0.000000   \n",
       "70  2020-08-06      SVT   before  7890.741935    20   1.8    166.666667   \n",
       "71  2020-08-06      VNX   before  7890.741935    20   1.8     66.666667   \n",
       "\n",
       "       Coliform        total  week  Bioindicator UV+    Date_dt  \n",
       "0    466.666667   900.000000     1               NaN 2016-06-21  \n",
       "1     33.333333   133.333333     1               NaN 2016-06-21  \n",
       "2      0.000000    66.666667     1               NaN 2016-06-21  \n",
       "3     25.000000   491.666667     2               NaN 2016-06-28  \n",
       "4      8.333333   391.666667     2               NaN 2016-06-28  \n",
       "..          ...          ...   ...               ...        ...  \n",
       "67  1000.000000  6066.666667     7               NaN 2020-07-22  \n",
       "68   200.000000   666.666667     7               NaN 2020-07-22  \n",
       "69   233.333333  3100.000000     8               NaN 2020-08-06  \n",
       "70   633.333333  3366.666667     8               NaN 2020-08-06  \n",
       "71   366.666667  3966.666667     8               NaN 2020-08-06  \n",
       "\n",
       "[72 rows x 12 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ea52f933",
   "metadata": {},
   "source": [
    "## Year over year 2016 2017 and 2020"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c564f037",
   "metadata": {},
   "source": [
    "### Bioindicator + Coliform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "e38d4e6c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sns.set_palette(\"muted\")\n",
    "make_dfs(A2,'YEAR_OVER_YEAR_CFUINCREASE_JAZZ_2016_2017_2020')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "eadec66e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#make_dfs(A2[A2.name.str.contains('Bioindicator')],'YEAR_OVER_YEAR_CFUINCREASE_JAZZ_2016_2017_2020')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e9f2e97",
   "metadata": {},
   "source": [
    "## Year over year 2016 2017 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "88629db9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_dfs_2016_2017(df,fname):\n",
    "    #colors = ['#00008b', '#1e90ff', '#40e0d0', 'g', 'y']\n",
    "    colors = ['#000A9C', '#5B0094', '#68DFFC', '#4275FF', '#C973FF']\n",
    "    fig, ax = plt.subplots(figsize=(16,8))\n",
    "    #sns.set_palette(colors)\n",
    "    ax=sns.stripplot(x='week', y='cfu', hue='name', data=df,  alpha=0.8, size=12, linewidth=1, edgecolor='w', palette=colors)\n",
    "   #ax=sns.scatterplot(x='week', y='cfu', hue='name', data=c,  alpha=0.8, size= 14, linewidth=1, edgecolor='w')\n",
    "    plt.axvline(x=1.42, color='b', linestyle='-.', alpha=0.8)\n",
    "    plt.axvline(x=3.7, color='b', linestyle='-.', alpha=0.8)\n",
    "    ax.text(2.56, 600,  \"Festival 2016\", ha=\"center\", va=\"center\", size=16, color='b')\n",
    "    ax.annotate(\"\", xy=(1.42, 580), xycoords='data',\n",
    "               xytext=(3.7, 580), textcoords='data',\n",
    "               arrowprops=dict(arrowstyle=\"<|-|>\", connectionstyle=\"arc3\", color='b', alpha=0.8))\n",
    "    plt.axvline(x=2.4, color='r', linestyle='-.', alpha=0.8)\n",
    "    plt.axvline(x=4.58, color='r', linestyle='-.', alpha=0.8)\n",
    "    ax.text(3.4, 800,  \"Festival 2017\", ha=\"center\", va=\"center\", size=16, color='r')\n",
    "    ax.annotate(\"\", xy=(2.4, 780), xycoords='data',\n",
    "               xytext=(4.58, 780), textcoords='data',\n",
    "               arrowprops=dict(arrowstyle=\"<|-|>\", connectionstyle=\"arc3\", color='r', alpha=0.8))\n",
    "    ax.xaxis.grid(which=\"major\", color='b', linewidth=0.7, alpha=0.1)\n",
    "    ax.set_xlabel(\"Sample weeks 2016, 2017\", size=16, labelpad=20)\n",
    "    ax.set_ylabel(\"Colony forming units per 100mL\", size=16, labelpad=20)\n",
    "    plt.suptitle(\"Festival and occurrence of bacteria in lake water\" , fontsize=16, family='sans')\n",
    "    plt.title(\"Colonies grouped by year and week number\", fontsize=16, family='sans', y=1.03)\n",
    "    ax.legend(loc='upper right', fontsize=14)\n",
    "    save_plot(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "80f82f9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "make_dfs_2016_2017(A2.query('year != 20'),'YEAR_OVER_YEAR_CFUINCREASE_JAZZ_2016_2017')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f68d6eaa",
   "metadata": {},
   "source": [
    "# Loading of all years without Averaging plates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a373772b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Problem with 0 values\n",
    "def print_full(x):\n",
    "    pd.set_option('display.max_rows', len(x))\n",
    "    print(x)\n",
    "    pd.reset_option('display.max_rows')\n",
    "\n",
    "A=pd.read_pickle(\"data/allyears.pkl\") \n",
    "A['Date_dt'] = pd.to_datetime(A['Date'])\n",
    "R=pd.read_csv('data/rain_all.csv')\n",
    "A2=append_vars(A,['Bioindicator', 'Bioindicator UV+', 'Coliform'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cab3365d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\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>Date</th>\n",
       "      <th>Location</th>\n",
       "      <th>Plate_number</th>\n",
       "      <th>Bioindicator</th>\n",
       "      <th>Coliform</th>\n",
       "      <th>total</th>\n",
       "      <th>week</th>\n",
       "      <th>festival</th>\n",
       "      <th>rain</th>\n",
       "      <th>rooms</th>\n",
       "      <th>Bioindicator UV+</th>\n",
       "      <th>year</th>\n",
       "      <th>Date_dt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>MRD</td>\n",
       "      <td>1.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>1200.0</td>\n",
       "      <td>1</td>\n",
       "      <td>before</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>2016-06-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>MRD</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>1</td>\n",
       "      <td>before</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>2016-06-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>MRD</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>1</td>\n",
       "      <td>before</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>2016-06-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>MRD</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>725.0</td>\n",
       "      <td>2</td>\n",
       "      <td>before</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>2016-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>MRD</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>2</td>\n",
       "      <td>before</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16</td>\n",
       "      <td>2016-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>MRD</td>\n",
       "      <td>2.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>7</td>\n",
       "      <td>before</td>\n",
       "      <td>7.8</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2020-07-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>MRD</td>\n",
       "      <td>3.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>600.0</td>\n",
       "      <td>7</td>\n",
       "      <td>before</td>\n",
       "      <td>7.8</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2020-07-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>MRD</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>8</td>\n",
       "      <td>before</td>\n",
       "      <td>1.8</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2020-08-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>MRD</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>300.0</td>\n",
       "      <td>3600.0</td>\n",
       "      <td>8</td>\n",
       "      <td>before</td>\n",
       "      <td>1.8</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2020-08-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>MRD</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>3400.0</td>\n",
       "      <td>8</td>\n",
       "      <td>before</td>\n",
       "      <td>1.8</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "      <td>2020-08-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date Location  Plate_number  Bioindicator  Coliform   total  week  \\\n",
       "0   2016-06-21      MRD           1.0         200.0    1000.0  1200.0     1   \n",
       "1   2016-06-21      MRD           2.0           0.0     200.0   600.0     1   \n",
       "2   2016-06-21      MRD           3.0           0.0     200.0   900.0     1   \n",
       "9   2016-06-28      MRD           1.0           0.0      25.0   725.0     2   \n",
       "10  2016-06-28      MRD           2.0           0.0       0.0   125.0     2   \n",
       "..         ...      ...           ...           ...       ...     ...   ...   \n",
       "55  2020-07-22      MRD           2.0         200.0     900.0  1800.0     7   \n",
       "56  2020-07-22      MRD           3.0         200.0     100.0   600.0     7   \n",
       "63  2020-08-06      MRD           1.0           0.0     200.0  2300.0     8   \n",
       "64  2020-08-06      MRD           2.0           0.0     300.0  3600.0     8   \n",
       "65  2020-08-06      MRD           3.0           0.0     200.0  3400.0     8   \n",
       "\n",
       "   festival  rain        rooms  Bioindicator UV+  year    Date_dt  \n",
       "0    before   0.0  3069.600000               NaN    16 2016-06-21  \n",
       "1    before   0.0  3069.600000               NaN    16 2016-06-21  \n",
       "2    before   0.0  3069.600000               NaN    16 2016-06-21  \n",
       "9    before   1.6  3069.600000               NaN    16 2016-06-28  \n",
       "10   before   1.6  3069.600000               NaN    16 2016-06-28  \n",
       "..      ...   ...          ...               ...   ...        ...  \n",
       "55   before   7.8  8058.967742               NaN    20 2020-07-22  \n",
       "56   before   7.8  8058.967742               NaN    20 2020-07-22  \n",
       "63   before   1.8  7890.741935               NaN    20 2020-08-06  \n",
       "64   before   1.8  7890.741935               NaN    20 2020-08-06  \n",
       "65   before   1.8  7890.741935               NaN    20 2020-08-06  \n",
       "\n",
       "[72 rows x 13 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.query(\"Location=='MRD'\")\n",
    "\n",
    "#for i in A.query(\"Location=='MRD'\").groupby('Date').mean().iterrows():\n",
    "#    print(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4cb5f84",
   "metadata": {},
   "source": [
    "## Rain plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "af32ca7b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime as dt\n",
    "def plot_with_rain(df,col_name, rain, sup_title, title, filename):\n",
    "    mindate=df['Date'].min()\n",
    "    R=rain.query(f\"Date>'{mindate}'\")\n",
    "    collss=['red', 'blue', 'teal']\n",
    "    markers =['x','o','s']\n",
    "    \n",
    "    fig, ax1 = plt.subplots(figsize=(15,8), edgecolor='midnightblue')\n",
    "    \n",
    "    ax1.bar(pd.to_datetime(R['Date']).values, R['Rain'].values, color='lightskyblue', width=0.99, alpha=0.4, label=\"mm of rain\")\n",
    "    \n",
    "    ax2 = ax1.twinx() \n",
    "\n",
    "    ylim = [1]\n",
    "    topys = []\n",
    "    \n",
    "    for i, n in enumerate(df['Location'].unique()):\n",
    "        yn=df.query(f\"Location=='{n}'\")\n",
    "        maxn = yn[col_name].max()\n",
    "        ratio = yn[col_name].std()/maxn\n",
    "        topy = maxn+(maxn*ratio) +100\n",
    "        topys.append(topy)\n",
    "        \n",
    "        avr = yn.groupby('Date').mean()\n",
    "        ipos =0\n",
    "        for index, row in avr.iterrows(): #avr instead of yr\n",
    "            # index instead of row['Date_dt'] \n",
    "\n",
    "            t, c, j = ax2.errorbar(dt.datetime.strptime(index,'%Y-%m-%d').date() ,row[col_name], yerr=row[col_name]*ratio, capsize=2, alpha=0.4, ecolor='magenta',)\n",
    "            for k in j:\n",
    "                k.set_linestyle('--')\n",
    "            for mm, cap in enumerate(c):\n",
    "                cap.set_marker('o')\n",
    "                \n",
    "            ipos += 1\n",
    "                \n",
    "        ax2.scatter(avr.index, avr[col_name], label=n, color=collss[i], marker=markers[i], s=60, linewidth=3)\n",
    "\n",
    "        #ax2.scatter(yn['Date_dt'], yn[col_name]., label=n, color=collss[i], marker=markers[i], s=60, linewidth=3)\n",
    "        if maxn > max(ylim):\n",
    "            ylim.append(maxn)\n",
    "            \n",
    "    ax2.set_ylim(bottom=0, top=max(topys)+max(topys)/12)\n",
    "\n",
    " \n",
    "      \n",
    "    for pos in ['bottom', 'top', 'left', 'right']:\n",
    "        ax1.spines[pos].set_color('midnightblue')\n",
    "    ax1.grid(which='major', color='midnightblue', linestyle='--', alpha=0.2, axis='y')\n",
    "    ax1.tick_params(axis='both', which='both', color='midnightblue')\n",
    "    \n",
    "    \n",
    "    ax2.set_ylabel('Bioindicator colony forming units per 100mL', labelpad=10, fontsize=14)\n",
    "    #ax2.yaxis.set_label_position(\"left\")\n",
    "    ax2.yaxis.tick_left()\n",
    "    ax2.yaxis.set_label_position(\"left\")\n",
    "\n",
    "    ax1.set_ylabel('Millimeters of rain per day', labelpad=10, fontsize=14)\n",
    "    #ax1.yaxis.set_label_position(\"right\")\n",
    "    ax1.yaxis.tick_right()\n",
    "    ax1.yaxis.set_label_position(\"right\")\n",
    "    \n",
    "    fig.legend( loc=(0.74, 0.55), frameon=True, fontsize=12, edgecolor='midnightblue', framealpha=0.8 )\n",
    "    \n",
    "    plt.xticks(df['Date'].unique(), [f\"Week {i+1}\" for i in range(8)], fontsize=11 )\n",
    "    plt.suptitle(sup_title, fontsize=16, family='sans')\n",
    "    plt.title(title, fontsize=16, family='sans', y=1.03)\n",
    "    plt.subplots_adjust(top=0.85)\n",
    "    save_plot(filename)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "113e994a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\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>Plate_number</th>\n",
       "      <th>Bioindicator</th>\n",
       "      <th>Coliform</th>\n",
       "      <th>total</th>\n",
       "      <th>week</th>\n",
       "      <th>rain</th>\n",
       "      <th>rooms</th>\n",
       "      <th>Bioindicator UV+</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-06-11</th>\n",
       "      <td>2.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>566.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>20</td>\n",
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       "    <tr>\n",
       "      <th>2020-06-18</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>700.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-25</th>\n",
       "      <td>2.0</td>\n",
       "      <td>300.000000</td>\n",
       "      <td>166.666667</td>\n",
       "      <td>1766.666667</td>\n",
       "      <td>3</td>\n",
       "      <td>1.6</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-01</th>\n",
       "      <td>2.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>133.333333</td>\n",
       "      <td>500.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-09</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>266.666667</td>\n",
       "      <td>8133.333333</td>\n",
       "      <td>5</td>\n",
       "      <td>8.8</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-16</th>\n",
       "      <td>2.0</td>\n",
       "      <td>200.000000</td>\n",
       "      <td>1333.333333</td>\n",
       "      <td>5700.000000</td>\n",
       "      <td>6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-07-22</th>\n",
       "      <td>2.0</td>\n",
       "      <td>133.333333</td>\n",
       "      <td>366.666667</td>\n",
       "      <td>1200.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>7.8</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-08-06</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>233.333333</td>\n",
       "      <td>3100.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            Plate_number  Bioindicator     Coliform        total  week  rain  \\\n",
       "Date                                                                           \n",
       "2020-06-11           2.0     66.666667     0.000000   566.666667     1   0.0   \n",
       "2020-06-18           2.0      0.000000   100.000000   700.000000     2   0.0   \n",
       "2020-06-25           2.0    300.000000   166.666667  1766.666667     3   1.6   \n",
       "2020-07-01           2.0     66.666667   133.333333   500.000000     4  10.0   \n",
       "2020-07-09           2.0      0.000000   266.666667  8133.333333     5   8.8   \n",
       "2020-07-16           2.0    200.000000  1333.333333  5700.000000     6   2.7   \n",
       "2020-07-22           2.0    133.333333   366.666667  1200.000000     7   7.8   \n",
       "2020-08-06           2.0      0.000000   233.333333  3100.000000     8   1.8   \n",
       "\n",
       "                  rooms  Bioindicator UV+  year  \n",
       "Date                                             \n",
       "2020-06-11     0.000000               NaN    20  \n",
       "2020-06-18  3069.600000               NaN    20  \n",
       "2020-06-25  3069.600000               NaN    20  \n",
       "2020-07-01  3069.600000               NaN    20  \n",
       "2020-07-09  8058.967742               NaN    20  \n",
       "2020-07-16  8058.967742               NaN    20  \n",
       "2020-07-22  8058.967742               NaN    20  \n",
       "2020-08-06  7890.741935               NaN    20  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "A.query('year == 20')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9917ffe5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_rain(A.query('year == 20'),'total',R.query('year == 20'),\n",
    "               'Weekly average total colony forming units',\n",
    "               'June - Aug 2020; medium: Easygel+, 24hrs, n={}'.format(len(A.query('year == 20'))),\n",
    "               '2020_AVG_Total_CFU_week')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "43139a1a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_rain(A.query('year == 20'),'Bioindicator',R.query('year == 20'),\n",
    "                'Weekly average Bioindicator colony forming units',\n",
    "               'June - Aug 2020; medium: Easygel+, 24hrs, n={}'.format(len(A.query('year == 20'))),\n",
    "                '2020_AVG_Bioindicator_CFU_week')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "afc09c29",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_rain(A.query('year == 17'),'total',R.query('year == 17'),  \n",
    "               'Weekly average total colony forming units', \n",
    "               'June - July 2017; medium: Easygel+, 24hrs, n={}'.format(len(A.query('year == 17'))), \n",
    "               '2017_AVG_Total_CFU_week')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "cc895a16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_rain(A.query('year == 17'),'Bioindicator',R.query('year == 17'), \n",
    "               'Weekly average Bioindicator colony forming units',\n",
    "               'June - July 2017; medium: Easygel+, 24hrs, n={}'.format(len(A.query('year == 17'))),\n",
    "               '2017_AVG_BigBlue_CFU_week')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "7a4df77e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_rain(A.query('year == 17'),'Bioindicator UV+',R.query('year == 17'),\n",
    "               'Weekly average UV+ Bioindicator colony forming units',\n",
    "               'June - july 2017; medium: Easygel+, 24hrs, n={}'.format(len(A.query('year == 17'))),\n",
    "               '2017_AVG_UltraViolet_CFU_week')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "5a4319fa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_rain(A.query('year == 16'),'total',R.query('year == 16'),\n",
    "               'Weekly average total colony forming units', \n",
    "                'June - July 2016; medium: Easygel, 24hrs, n={}'.format(len(A.query('year == 16'))), \n",
    "                '2016_AVG_Total_CFU_week_16')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "bb20ef17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_with_rain(A.query('year == 16'),'Bioindicator',R.query('year == 16'),\n",
    "               'Weekly average Bioindicator colony forming units',\n",
    "                'June - August 2016; medium: Easygel, 24hrs, n={}'.format(len(A.query('year == 16'))),\n",
    "                '2016_AVG_BigBlue_CFU_week')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9cd2545b",
   "metadata": {},
   "source": [
    "## Rain 72hours sum graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "fb8f6ee8",
   "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>name</th>\n",
       "      <th>Date</th>\n",
       "      <th>Plate_number</th>\n",
       "      <th>total</th>\n",
       "      <th>week</th>\n",
       "      <th>rain</th>\n",
       "      <th>rooms</th>\n",
       "      <th>year</th>\n",
       "      <th>cfu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bioindicator 16</td>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>144</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Bioindicator 16</td>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4225.0</td>\n",
       "      <td>18</td>\n",
       "      <td>14.4</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>144</td>\n",
       "      <td>275.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bioindicator 16</td>\n",
       "      <td>2016-07-05</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4250.0</td>\n",
       "      <td>27</td>\n",
       "      <td>2.7</td>\n",
       "      <td>35110.451613</td>\n",
       "      <td>144</td>\n",
       "      <td>1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Bioindicator 16</td>\n",
       "      <td>2016-07-12</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16675.0</td>\n",
       "      <td>36</td>\n",
       "      <td>79.2</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>144</td>\n",
       "      <td>4150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Bioindicator 16</td>\n",
       "      <td>2016-07-19</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>45</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>144</td>\n",
       "      <td>3100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Bioindicator 16</td>\n",
       "      <td>2016-07-26</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6825.0</td>\n",
       "      <td>54</td>\n",
       "      <td>59.4</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>144</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Bioindicator 16</td>\n",
       "      <td>2016-08-02</td>\n",
       "      <td>18.0</td>\n",
       "      <td>975.0</td>\n",
       "      <td>63</td>\n",
       "      <td>108.0</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>144</td>\n",
       "      <td>250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Bioindicator 16</td>\n",
       "      <td>2016-08-09</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2650.0</td>\n",
       "      <td>72</td>\n",
       "      <td>16.2</td>\n",
       "      <td>71016.677419</td>\n",
       "      <td>144</td>\n",
       "      <td>825.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Bioindicator 17</td>\n",
       "      <td>2017-06-12</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bioindicator 17</td>\n",
       "      <td>2017-06-19</td>\n",
       "      <td>18.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>99.9</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Bioindicator 17</td>\n",
       "      <td>2017-06-26</td>\n",
       "      <td>18.0</td>\n",
       "      <td>975.0</td>\n",
       "      <td>27</td>\n",
       "      <td>90.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Bioindicator 17</td>\n",
       "      <td>2017-07-03</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3075.0</td>\n",
       "      <td>36</td>\n",
       "      <td>21.6</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>1850.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Bioindicator 17</td>\n",
       "      <td>2017-07-10</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17000.0</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Bioindicator 17</td>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2150.0</td>\n",
       "      <td>48</td>\n",
       "      <td>62.4</td>\n",
       "      <td>64471.741935</td>\n",
       "      <td>136</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Bioindicator 17</td>\n",
       "      <td>2017-07-24</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>63</td>\n",
       "      <td>127.8</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Bioindicator 17</td>\n",
       "      <td>2017-07-31</td>\n",
       "      <td>18.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71319.483871</td>\n",
       "      <td>153</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Bioindicator 20</td>\n",
       "      <td>2020-06-11</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>180</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Bioindicator 20</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>180</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Bioindicator 20</td>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23800.0</td>\n",
       "      <td>27</td>\n",
       "      <td>14.4</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>180</td>\n",
       "      <td>900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Bioindicator 20</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8400.0</td>\n",
       "      <td>36</td>\n",
       "      <td>90.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>180</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Bioindicator 20</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>18.0</td>\n",
       "      <td>66900.0</td>\n",
       "      <td>45</td>\n",
       "      <td>79.2</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>180</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Bioindicator 20</td>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>18.0</td>\n",
       "      <td>70300.0</td>\n",
       "      <td>54</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>180</td>\n",
       "      <td>1400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Bioindicator 20</td>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23800.0</td>\n",
       "      <td>63</td>\n",
       "      <td>70.2</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>180</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Bioindicator 20</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31300.0</td>\n",
       "      <td>72</td>\n",
       "      <td>16.2</td>\n",
       "      <td>71016.677419</td>\n",
       "      <td>180</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Bioindicator UV+ 17</td>\n",
       "      <td>2017-06-12</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Bioindicator UV+ 17</td>\n",
       "      <td>2017-06-19</td>\n",
       "      <td>18.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>99.9</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Bioindicator UV+ 17</td>\n",
       "      <td>2017-06-26</td>\n",
       "      <td>18.0</td>\n",
       "      <td>975.0</td>\n",
       "      <td>27</td>\n",
       "      <td>90.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>225.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Bioindicator UV+ 17</td>\n",
       "      <td>2017-07-03</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3075.0</td>\n",
       "      <td>36</td>\n",
       "      <td>21.6</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>1850.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Bioindicator UV+ 17</td>\n",
       "      <td>2017-07-10</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17000.0</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Bioindicator UV+ 17</td>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2175.0</td>\n",
       "      <td>54</td>\n",
       "      <td>70.2</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Bioindicator UV+ 17</td>\n",
       "      <td>2017-07-24</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>63</td>\n",
       "      <td>127.8</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Bioindicator UV+ 17</td>\n",
       "      <td>2017-07-31</td>\n",
       "      <td>18.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71319.483871</td>\n",
       "      <td>153</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Coliform 16</td>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3300.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>144</td>\n",
       "      <td>1500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Coliform 16</td>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4225.0</td>\n",
       "      <td>18</td>\n",
       "      <td>14.4</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>144</td>\n",
       "      <td>675.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Coliform 16</td>\n",
       "      <td>2016-07-05</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4250.0</td>\n",
       "      <td>27</td>\n",
       "      <td>2.7</td>\n",
       "      <td>35110.451613</td>\n",
       "      <td>144</td>\n",
       "      <td>750.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Coliform 16</td>\n",
       "      <td>2016-07-12</td>\n",
       "      <td>18.0</td>\n",
       "      <td>16675.0</td>\n",
       "      <td>36</td>\n",
       "      <td>79.2</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>144</td>\n",
       "      <td>2925.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Coliform 16</td>\n",
       "      <td>2016-07-19</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6100.0</td>\n",
       "      <td>45</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>144</td>\n",
       "      <td>975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Coliform 16</td>\n",
       "      <td>2016-07-26</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6825.0</td>\n",
       "      <td>54</td>\n",
       "      <td>59.4</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>144</td>\n",
       "      <td>1200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Coliform 16</td>\n",
       "      <td>2016-08-02</td>\n",
       "      <td>18.0</td>\n",
       "      <td>975.0</td>\n",
       "      <td>63</td>\n",
       "      <td>108.0</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>144</td>\n",
       "      <td>200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Coliform 16</td>\n",
       "      <td>2016-08-09</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2650.0</td>\n",
       "      <td>72</td>\n",
       "      <td>16.2</td>\n",
       "      <td>71016.677419</td>\n",
       "      <td>144</td>\n",
       "      <td>725.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Coliform 17</td>\n",
       "      <td>2017-06-12</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Coliform 17</td>\n",
       "      <td>2017-06-19</td>\n",
       "      <td>18.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>18</td>\n",
       "      <td>99.9</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Coliform 17</td>\n",
       "      <td>2017-06-26</td>\n",
       "      <td>18.0</td>\n",
       "      <td>975.0</td>\n",
       "      <td>27</td>\n",
       "      <td>90.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>153</td>\n",
       "      <td>325.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Coliform 17</td>\n",
       "      <td>2017-07-03</td>\n",
       "      <td>18.0</td>\n",
       "      <td>3075.0</td>\n",
       "      <td>36</td>\n",
       "      <td>21.6</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Coliform 17</td>\n",
       "      <td>2017-07-10</td>\n",
       "      <td>18.0</td>\n",
       "      <td>17000.0</td>\n",
       "      <td>45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>6400.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Coliform 17</td>\n",
       "      <td>2017-07-17</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2175.0</td>\n",
       "      <td>54</td>\n",
       "      <td>70.2</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>75.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Coliform 17</td>\n",
       "      <td>2017-07-24</td>\n",
       "      <td>18.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>63</td>\n",
       "      <td>127.8</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>153</td>\n",
       "      <td>50.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Coliform 17</td>\n",
       "      <td>2017-07-31</td>\n",
       "      <td>18.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>71319.483871</td>\n",
       "      <td>153</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Coliform 20</td>\n",
       "      <td>2020-06-11</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12000.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>180</td>\n",
       "      <td>5700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Coliform 20</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>18.0</td>\n",
       "      <td>4200.0</td>\n",
       "      <td>18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>180</td>\n",
       "      <td>300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Coliform 20</td>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23800.0</td>\n",
       "      <td>27</td>\n",
       "      <td>14.4</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>180</td>\n",
       "      <td>10900.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Coliform 20</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8400.0</td>\n",
       "      <td>36</td>\n",
       "      <td>90.0</td>\n",
       "      <td>27626.400000</td>\n",
       "      <td>180</td>\n",
       "      <td>800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Coliform 20</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>18.0</td>\n",
       "      <td>66900.0</td>\n",
       "      <td>45</td>\n",
       "      <td>79.2</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>180</td>\n",
       "      <td>6300.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Coliform 20</td>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>18.0</td>\n",
       "      <td>70300.0</td>\n",
       "      <td>54</td>\n",
       "      <td>24.3</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>180</td>\n",
       "      <td>14000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Coliform 20</td>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>18.0</td>\n",
       "      <td>23800.0</td>\n",
       "      <td>63</td>\n",
       "      <td>70.2</td>\n",
       "      <td>72530.709677</td>\n",
       "      <td>180</td>\n",
       "      <td>4700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Coliform 20</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>18.0</td>\n",
       "      <td>31300.0</td>\n",
       "      <td>72</td>\n",
       "      <td>16.2</td>\n",
       "      <td>71016.677419</td>\n",
       "      <td>180</td>\n",
       "      <td>3700.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   name        Date  Plate_number    total  week   rain  \\\n",
       "0       Bioindicator 16  2016-06-21          18.0   3300.0     9    0.0   \n",
       "1       Bioindicator 16  2016-06-28          18.0   4225.0    18   14.4   \n",
       "2       Bioindicator 16  2016-07-05          18.0   4250.0    27    2.7   \n",
       "3       Bioindicator 16  2016-07-12          18.0  16675.0    36   79.2   \n",
       "4       Bioindicator 16  2016-07-19          18.0   6100.0    45   24.3   \n",
       "5       Bioindicator 16  2016-07-26          18.0   6825.0    54   59.4   \n",
       "6       Bioindicator 16  2016-08-02          18.0    975.0    63  108.0   \n",
       "7       Bioindicator 16  2016-08-09          18.0   2650.0    72   16.2   \n",
       "8       Bioindicator 17  2017-06-12          18.0      0.0     9    0.0   \n",
       "9       Bioindicator 17  2017-06-19          18.0     25.0    18   99.9   \n",
       "10      Bioindicator 17  2017-06-26          18.0    975.0    27   90.0   \n",
       "11      Bioindicator 17  2017-07-03          18.0   3075.0    36   21.6   \n",
       "12      Bioindicator 17  2017-07-10          18.0  17000.0    45    0.0   \n",
       "13      Bioindicator 17  2017-07-17          15.0   2150.0    48   62.4   \n",
       "14      Bioindicator 17  2017-07-24          18.0     75.0    63  127.8   \n",
       "15      Bioindicator 17  2017-07-31          18.0    200.0    72    0.0   \n",
       "16      Bioindicator 20  2020-06-11          18.0  12000.0     9    0.0   \n",
       "17      Bioindicator 20  2020-06-18          18.0   4200.0    18    0.0   \n",
       "18      Bioindicator 20  2020-06-25          18.0  23800.0    27   14.4   \n",
       "19      Bioindicator 20  2020-07-01          18.0   8400.0    36   90.0   \n",
       "20      Bioindicator 20  2020-07-09          18.0  66900.0    45   79.2   \n",
       "21      Bioindicator 20  2020-07-16          18.0  70300.0    54   24.3   \n",
       "22      Bioindicator 20  2020-07-22          18.0  23800.0    63   70.2   \n",
       "23      Bioindicator 20  2020-08-06          18.0  31300.0    72   16.2   \n",
       "24  Bioindicator UV+ 17  2017-06-12          18.0      0.0     9    0.0   \n",
       "25  Bioindicator UV+ 17  2017-06-19          18.0     25.0    18   99.9   \n",
       "26  Bioindicator UV+ 17  2017-06-26          18.0    975.0    27   90.0   \n",
       "27  Bioindicator UV+ 17  2017-07-03          18.0   3075.0    36   21.6   \n",
       "28  Bioindicator UV+ 17  2017-07-10          18.0  17000.0    45    0.0   \n",
       "29  Bioindicator UV+ 17  2017-07-17          18.0   2175.0    54   70.2   \n",
       "30  Bioindicator UV+ 17  2017-07-24          18.0     75.0    63  127.8   \n",
       "31  Bioindicator UV+ 17  2017-07-31          18.0    200.0    72    0.0   \n",
       "32          Coliform 16  2016-06-21          18.0   3300.0     9    0.0   \n",
       "33          Coliform 16  2016-06-28          18.0   4225.0    18   14.4   \n",
       "34          Coliform 16  2016-07-05          18.0   4250.0    27    2.7   \n",
       "35          Coliform 16  2016-07-12          18.0  16675.0    36   79.2   \n",
       "36          Coliform 16  2016-07-19          18.0   6100.0    45   24.3   \n",
       "37          Coliform 16  2016-07-26          18.0   6825.0    54   59.4   \n",
       "38          Coliform 16  2016-08-02          18.0    975.0    63  108.0   \n",
       "39          Coliform 16  2016-08-09          18.0   2650.0    72   16.2   \n",
       "40          Coliform 17  2017-06-12          18.0      0.0     9    0.0   \n",
       "41          Coliform 17  2017-06-19          18.0     25.0    18   99.9   \n",
       "42          Coliform 17  2017-06-26          18.0    975.0    27   90.0   \n",
       "43          Coliform 17  2017-07-03          18.0   3075.0    36   21.6   \n",
       "44          Coliform 17  2017-07-10          18.0  17000.0    45    0.0   \n",
       "45          Coliform 17  2017-07-17          18.0   2175.0    54   70.2   \n",
       "46          Coliform 17  2017-07-24          18.0     75.0    63  127.8   \n",
       "47          Coliform 17  2017-07-31          18.0    200.0    72    0.0   \n",
       "48          Coliform 20  2020-06-11          18.0  12000.0     9    0.0   \n",
       "49          Coliform 20  2020-06-18          18.0   4200.0    18    0.0   \n",
       "50          Coliform 20  2020-06-25          18.0  23800.0    27   14.4   \n",
       "51          Coliform 20  2020-07-01          18.0   8400.0    36   90.0   \n",
       "52          Coliform 20  2020-07-09          18.0  66900.0    45   79.2   \n",
       "53          Coliform 20  2020-07-16          18.0  70300.0    54   24.3   \n",
       "54          Coliform 20  2020-07-22          18.0  23800.0    63   70.2   \n",
       "55          Coliform 20  2020-08-06          18.0  31300.0    72   16.2   \n",
       "\n",
       "           rooms  year      cfu  \n",
       "0   27626.400000   144    300.0  \n",
       "1   27626.400000   144    275.0  \n",
       "2   35110.451613   144   1000.0  \n",
       "3   72530.709677   144   4150.0  \n",
       "4   72530.709677   144   3100.0  \n",
       "5   72530.709677   144    700.0  \n",
       "6   72530.709677   144    250.0  \n",
       "7   71016.677419   144    825.0  \n",
       "8   27626.400000   153      0.0  \n",
       "9   27626.400000   153      0.0  \n",
       "10  27626.400000   153    250.0  \n",
       "11  72530.709677   153   1850.0  \n",
       "12  72530.709677   153    700.0  \n",
       "13  64471.741935   136     25.0  \n",
       "14  72530.709677   153     25.0  \n",
       "15  71319.483871   153      0.0  \n",
       "16      0.000000   180    500.0  \n",
       "17  27626.400000   180      0.0  \n",
       "18  27626.400000   180    900.0  \n",
       "19  27626.400000   180    300.0  \n",
       "20  72530.709677   180    200.0  \n",
       "21  72530.709677   180   1400.0  \n",
       "22  72530.709677   180    700.0  \n",
       "23  71016.677419   180    700.0  \n",
       "24  27626.400000   153      0.0  \n",
       "25  27626.400000   153     25.0  \n",
       "26  27626.400000   153    225.0  \n",
       "27  72530.709677   153   1850.0  \n",
       "28  72530.709677   153    700.0  \n",
       "29  72530.709677   153     50.0  \n",
       "30  72530.709677   153     25.0  \n",
       "31  71319.483871   153    200.0  \n",
       "32  27626.400000   144   1500.0  \n",
       "33  27626.400000   144    675.0  \n",
       "34  35110.451613   144    750.0  \n",
       "35  72530.709677   144   2925.0  \n",
       "36  72530.709677   144    975.0  \n",
       "37  72530.709677   144   1200.0  \n",
       "38  72530.709677   144    200.0  \n",
       "39  71016.677419   144    725.0  \n",
       "40  27626.400000   153      0.0  \n",
       "41  27626.400000   153      0.0  \n",
       "42  27626.400000   153    325.0  \n",
       "43  72530.709677   153    975.0  \n",
       "44  72530.709677   153   6400.0  \n",
       "45  72530.709677   153     75.0  \n",
       "46  72530.709677   153     50.0  \n",
       "47  71319.483871   153      0.0  \n",
       "48      0.000000   180   5700.0  \n",
       "49  27626.400000   180    300.0  \n",
       "50  27626.400000   180  10900.0  \n",
       "51  27626.400000   180    800.0  \n",
       "52  72530.709677   180   6300.0  \n",
       "53  72530.709677   180  14000.0  \n",
       "54  72530.709677   180   4700.0  \n",
       "55  71016.677419   180   3700.0  "
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rain_sum_df = A2.groupby(['name','Date']).sum().reset_index()\n",
    "rain_sum_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "bd1394b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.ticker as ticker\n",
    "import matplotlib.ticker as mticker\n",
    "\n",
    "\n",
    "def make_rain_sum(df, fname, colors):\n",
    "    #colors = ['#00008b', '#8b008b', '#468b00', '#add8e6'] #, '#ffb6c1']\n",
    "    #colors = ['#000A9C', '#5B0094', '#005903', '#68DFFC', '#4275FF', '#C973FF', '#A2FCA5']\n",
    "    fig, ax = plt.subplots(figsize=(15,8))\n",
    "    sns.set_style(\"dark\", {'axes.grid' : True})\n",
    "    #sns.set_style(\"whitegrid\", {'axes.grid' : False})\n",
    "\n",
    "    ax=sns.scatterplot(x='rain', y='cfu', hue='name', data=df,  alpha=1, s=100, linewidth=1, edgecolor='w', palette=colors, legend='full')\n",
    "\n",
    "    ax.xaxis.grid(which=\"major\", color='b', linewidth=0.7, alpha=0.1)\n",
    "    ax.set_xlabel(\"Montreux 72 hour rainfall total in millimiters. 2016, 2017 and 2020\", size=16, labelpad=20)\n",
    "    ax.set_ylabel(\"Colony forming units per 100mL\", size=16, labelpad=20)\n",
    "    plt.suptitle(\"Rainfall and the occurrence of coliform bacteria in laker water\" , fontsize=16, family='sans')\n",
    "    plt.title(\"Grouped by 72 hours rainfall total and colony color\", fontsize=16, family='sans', y=1.03)\n",
    "    ax.legend(loc='upper right', fontsize=14)\n",
    "    ax.xaxis.set_major_locator(ticker.MultipleLocator(4))#mticker.MultipleLocator(1))\n",
    "\n",
    "    save_plot(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "id": "a97015a1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "make_rain_sum(rain_sum_df[rain_sum_df.name.str.contains('Bioindicator')].round(decimals=5), \n",
    "              'Rainfall_sum_2016_2017_2020', \n",
    "              ['#000A9C', '#5B0094', '#005903', '#68DFFC'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "5bdd94fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_rain_sum_2016_2017(df, fname, colors):\n",
    "    sns.set_style(\"dark\", {'axes.grid' : True})\n",
    "    #sns.set_style(\"whitegrid\", {'axes.grid' : False})\n",
    "\n",
    "    #colors = ['#000A9C', '#5B0094', '#68DFFC', '#4275FF', '#C973FF']\n",
    "    #colors = ['#00008b', '#8b008b', '#008000', '#468b00', '#add8e6', '#ffb6c1', '#90ee90']\n",
    "    fig, ax = plt.subplots(figsize=(15,8))\n",
    "    ax=sns.scatterplot(x='rain', y='cfu', hue='name', data=df,  alpha=1, s=100, linewidth=1, edgecolor='w', palette=colors, legend='full')\n",
    "    ax.xaxis.grid(which=\"major\", color='b', linewidth=0.7, alpha=0.1)\n",
    "    ax.set_xlabel(\"Montreux 72 hour rainfall total in millimiters. 2016 and 2017\", size=16, labelpad=20)\n",
    "    ax.set_ylabel(\"Colony forming units per 100mL\", size=16, labelpad=20)\n",
    "    plt.suptitle(\"Rainfall and the occurrence of coliform bacteria in laker water\" , fontsize=16, family='sans')\n",
    "    plt.title(\"Grouped by 72 hours rainfall total and colony color\", fontsize=16, family='sans', y=1.03)\n",
    "    ax.legend(loc='upper right', fontsize=14)\n",
    "    ax.xaxis.set_major_locator(ticker.MultipleLocator(4))#mticker.MultipleLocator(1))\n",
    "\n",
    "    save_plot(fname)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "id": "e159b394",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "make_rain_sum_2016_2017(rain_sum_df[rain_sum_df.name.str.contains('Bioindicator')].query('year != 180').round(decimals=5), \n",
    "                        'Rainfall_sum_2016_2017', \n",
    "                        ['#000A9C', '#5B0094', '#005903'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "ccb8f36d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "make_rain_sum_2016_2017(rain_sum_df.query('year != 180').round(decimals=2), \n",
    "                        'Rainfall_sum_2016_2017', \n",
    "                        ['#000A9C', '#5B0094', '#005903', '#68DFFC', '#4275FF'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dccd386d",
   "metadata": {},
   "source": [
    "## Results before, during and after"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "f55f4117",
   "metadata": {},
   "outputs": [],
   "source": [
    "#A=pd.read_pickle(\"data/allyears.pkl\")\n",
    "A=pd.read_pickle(\"data/allyears-avg_plate.pkl\")\n",
    "A['Date_dt'] = pd.to_datetime(A['Date'])\n",
    "A2=append_vars(A,['Bioindicator', 'Bioindicator UV+', 'Coliform'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "bcbdd779",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Location</th>\n",
       "      <th>festival</th>\n",
       "      <th>rooms</th>\n",
       "      <th>year</th>\n",
       "      <th>rain</th>\n",
       "      <th>total</th>\n",
       "      <th>week</th>\n",
       "      <th>Date_dt</th>\n",
       "      <th>cfu</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>MRD</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>900.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>Bioindicator 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>SVT</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>133.333333</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>33.333333</td>\n",
       "      <td>Bioindicator 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>VNX</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>1</td>\n",
       "      <td>2016-06-21</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Bioindicator 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>MRD</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>1.6</td>\n",
       "      <td>491.666667</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>8.333333</td>\n",
       "      <td>Bioindicator 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>SVT</td>\n",
       "      <td>before</td>\n",
       "      <td>3069.600000</td>\n",
       "      <td>16</td>\n",
       "      <td>1.6</td>\n",
       "      <td>391.666667</td>\n",
       "      <td>2</td>\n",
       "      <td>2016-06-28</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Bioindicator 16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>SVT</td>\n",
       "      <td>No festival</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>20</td>\n",
       "      <td>7.8</td>\n",
       "      <td>6066.666667</td>\n",
       "      <td>7</td>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>100.000000</td>\n",
       "      <td>Bioindicator 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>VNX</td>\n",
       "      <td>No festival</td>\n",
       "      <td>8058.967742</td>\n",
       "      <td>20</td>\n",
       "      <td>7.8</td>\n",
       "      <td>666.666667</td>\n",
       "      <td>7</td>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Bioindicator 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>MRD</td>\n",
       "      <td>No festival</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>20</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3100.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Bioindicator 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>SVT</td>\n",
       "      <td>No festival</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>20</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3366.666667</td>\n",
       "      <td>8</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>166.666667</td>\n",
       "      <td>Bioindicator 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>VNX</td>\n",
       "      <td>No festival</td>\n",
       "      <td>7890.741935</td>\n",
       "      <td>20</td>\n",
       "      <td>1.8</td>\n",
       "      <td>3966.666667</td>\n",
       "      <td>8</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>Bioindicator 20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          Date Location     festival        rooms  year  rain        total  \\\n",
       "0   2016-06-21      MRD       before  3069.600000    16   0.0   900.000000   \n",
       "1   2016-06-21      SVT       before  3069.600000    16   0.0   133.333333   \n",
       "2   2016-06-21      VNX       before  3069.600000    16   0.0    66.666667   \n",
       "3   2016-06-28      MRD       before  3069.600000    16   1.6   491.666667   \n",
       "4   2016-06-28      SVT       before  3069.600000    16   1.6   391.666667   \n",
       "..         ...      ...          ...          ...   ...   ...          ...   \n",
       "67  2020-07-22      SVT  No festival  8058.967742    20   7.8  6066.666667   \n",
       "68  2020-07-22      VNX  No festival  8058.967742    20   7.8   666.666667   \n",
       "69  2020-08-06      MRD  No festival  7890.741935    20   1.8  3100.000000   \n",
       "70  2020-08-06      SVT  No festival  7890.741935    20   1.8  3366.666667   \n",
       "71  2020-08-06      VNX  No festival  7890.741935    20   1.8  3966.666667   \n",
       "\n",
       "    week    Date_dt         cfu             name  \n",
       "0      1 2016-06-21   66.666667  Bioindicator 16  \n",
       "1      1 2016-06-21   33.333333  Bioindicator 16  \n",
       "2      1 2016-06-21    0.000000  Bioindicator 16  \n",
       "3      2 2016-06-28    8.333333  Bioindicator 16  \n",
       "4      2 2016-06-28    0.000000  Bioindicator 16  \n",
       "..   ...        ...         ...              ...  \n",
       "67     7 2020-07-22  100.000000  Bioindicator 20  \n",
       "68     7 2020-07-22    0.000000  Bioindicator 20  \n",
       "69     8 2020-08-06    0.000000  Bioindicator 20  \n",
       "70     8 2020-08-06  166.666667  Bioindicator 20  \n",
       "71     8 2020-08-06   66.666667  Bioindicator 20  \n",
       "\n",
       "[72 rows x 11 columns]"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "festival = A2.query('year != 20')\n",
    "nofestival = A2.query('year == 20').copy()\n",
    "nofestival['festival'] = 'No festival'\n",
    "\n",
    "barplot = pd.concat([festival, nofestival])\n",
    "barplot = barplot[barplot.name.str.contains('Bioindicator')].query('name != \"Bioindicator UV+ 17\"')\n",
    "barplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9387e849",
   "metadata": {},
   "source": [
    "## With Statistics annotations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07d74ff0",
   "metadata": {},
   "source": [
    "### Permutation Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "43eede0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value annotation legend:\n",
      "ns: 5.00e-02 < p <= 1.00e+00\n",
      "*: 1.10e-02 < p <= 5.00e-02\n",
      "**: 1.10e-03 < p <= 1.10e-02\n",
      "***: 1.10e-04 < p <= 1.10e-03\n",
      "****: p <= 1.10e-04\n",
      "\n",
      "before v.s. during: Custom statistical test, P_val:1.000e-04\n",
      "during v.s. after: Custom statistical test, P_val:3.590e-02\n",
      "before v.s. after: Custom statistical test, P_val:1.020e-01\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(<AxesSubplot:title={'center':'colony forming units per 100mL; n=48'}, xlabel='Results grouped in relation to Montreux Festival', ylabel='$\\\\itE. coli$ colony forming units per 100mL'>,\n",
       " [<statannot.StatResult.StatResult at 0x11dd7bdd0>,\n",
       "  <statannot.StatResult.StatResult at 0x11dd48ad0>,\n",
       "  <statannot.StatResult.StatResult at 0x11dd48690>])"
      ]
     },
     "execution_count": 78,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from statannot import add_stat_annotation\n",
    "\n",
    "data = barplot.query('year != 20')\n",
    "x = \"festival\"\n",
    "y = \"cfu\"\n",
    "order= ['before', 'during', 'after']\n",
    "\n",
    "box_pairs=[(\"before\", \"during\"), (\"before\", \"after\"), (\"during\", \"after\")]\n",
    "\n",
    "#from scipy.stats import brunnermunzel\n",
    "\n",
    "test_short_name = 'Permutation Test'\n",
    "pvalues = [0.0001,0.1020,0.0359]\n",
    "\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
    "sns.set_style(\"whitegrid\", {'axes.grid' : False})\n",
    "plt.rcParams[\"figure.figsize\"] = (11.7,8.27)\n",
    "\n",
    "ax = sns.boxplot(x=x, y=y, data=data, order=order, color='lightblue')\n",
    "sns.stripplot(ax=ax, x=x, y=y, data=data, alpha=1, linewidth=2, order=order, color='darkblue')\n",
    "\n",
    "ax.xaxis.grid(which=\"major\", color='b', linewidth=0.7, alpha=0.1)\n",
    "ax.set_xlabel(\"Results grouped in relation to Montreux Festival\", size=16, labelpad=20)\n",
    "ax.set_ylabel(\"$\\itE. coli$ colony forming units per 100mL\", size=16, labelpad=20)\n",
    "plt.suptitle(\"Distribution of survey results summer 2016 & 2017\" , fontsize=16, family='sans')\n",
    "plt.title(\"colony forming units per 100mL; n={}\".format(len(data)), fontsize=16, family='sans', y=1.03)\n",
    "\n",
    "test_results = add_stat_annotation(ax, data=data, x=x, y=y,\n",
    "                                   box_pairs=box_pairs,\n",
    "                                   perform_stat_test=False, pvalues=pvalues, test_short_name=test_short_name,\n",
    "                                   pvalue_thresholds=[[1.1e-4, \"****\"], [1.1e-3, \"***\"], [1.1e-2, \"**\"], [0.05, \"*\"], [1, \"ns\"]],text_format='star', verbose=2)\n",
    "plt.savefig(f\"plots/permutation_test_2016_2017_distribution.svg\")\n",
    "plt.savefig(f\"plots/permutation_test_2016_2017_distribution.png\")\n",
    "\n",
    "\n",
    "test_results\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "1b0a71da",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value annotation legend:\n",
      "ns: 5.00e-02 < p <= 1.00e+00\n",
      "*: 1.10e-02 < p <= 5.00e-02\n",
      "**: 1.10e-03 < p <= 1.10e-02\n",
      "***: 1.10e-04 < p <= 1.10e-03\n",
      "****: p <= 1.10e-04\n",
      "\n",
      "before v.s. during: Custom statistical test, P_val:1.000e-04\n",
      "during v.s. after: Custom statistical test, P_val:3.590e-02\n",
      "after v.s. No festival: Custom statistical test, P_val:6.967e-01\n",
      "before v.s. after: Custom statistical test, P_val:1.020e-01\n",
      "during v.s. No festival: Custom statistical test, P_val:5.100e-03\n",
      "before v.s. No festival: Custom statistical test, P_val:3.690e-02\n"
     ]
    },
    {
     "data": {
      "image/png": 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SZMLt/fXw8GDv3r2ZzlivXj2Cg4MZOHAgq1ev5vr164waNcrqmRyeeOKJNMVis2bNKFq0qKW3/MiRI5w6dcpyoe2ePXtwd3fH3d2dpKQkkpKSyJ8/Pw0aNLAMTfD29qZo0aKW3vIff/yRqKiodL1ld7rzIts9e/bQtGlTbGxsLK9Vt25dHB0dLUNp6tWrx5w5c3jzzTfZsGED9vb2jBw5Mk1v7cOy9jXq1q1LXFwcHTt2ZPbs2Rw8eJDOnTtn6g3jnWrVqmX5PnUYh6enp6WtaNGiREdHp3nOf4d0uLi4pNtOsWLFAIiKiiI8PJzLly/TvHlzyzFOSkrCy8uL2NjYNMNcrL0IevHixSxcuJC+ffta3tCYzeYMe5Lv1n43SUlJXL9+ncWLF9OmTRtatmxp+dTqyy+/tCpnqiNHjtC3b1/c3Nwss72kziJyZ7bUdhsb68uC4OBgqlatmuZ32N2MHTuW119/nWvXrrFv3z6Cg4PZsWMHcHsceyoPDw9LQQ63fw+lDvM6cOAAycnJeHl5WZY7ODjg7e2d6cxRUVH069eP8+fPM3v27Aw/wbxTRsfmUR1jyRvUUy7yHwkJCfz7778Z9hLZ2NiwfPly5s6dy/bt21m7di358+fn1VdfZfDgwff8A3y/i0UzGmPq7OzM5cuXrd+JDKReaHnn6zg6OuLg4JCm5+bOP04mk+mec1xHRUVlmL948eJW9QiNHTsWNzc3NmzYwM6dO7GxseG5555jypQpODo6Zno7d2bJly8fbdq0ITQ0lP79+/PNN99Qrlw5S6F348YNTp06leGwgvLly1u20aFDB0JCQhg8eDCbNm2iSZMmuLm5WZXlxo0blpkq7hQZGQnAzJkzmT9/Pt988w2bN28mX758+Pn5MXbs2DRvfB6Gta/RsGFDgoKCWLZsGYsXLyYoKIhy5crx4Ycf0qBBA6teO6Ne5fsVRBk9527jllOH4Lz11lu89dZb6ZanHmfI+P9dRsxmM1OnTmX58uV07dqVd955x7LM0dGR2NjYdM+Ji4uzqne7YMGCuLu7Wz7Ngdu91ZUqVeLYsWOZ3k6qPXv28MYbb1C8eHGWL19ueeOSmunOzKlvvK3tkb916xa7du2ib9++mVr/5MmTvPfee5ZPX6pVq2b5+f7398y9fg+lzpSSuk+pUt+w3c8///zDa6+9xvnz51mwYAF16tSxLMvo55n6+M7fQ4/qGEveoaJc5D/27dtHUlLSXQuNUqVKMWXKFFJSUvjzzz9Zs2YN8+fPp3LlypaP5B9E6h+Z/7py5QpVq1YFbv9BSklJSbM8o0LgblKHJKReQPff101ISHigYRGpihQpkm67cDu/NT2R+fPnZ8iQIQwZMoRTp06xdetWgoKC+Oijj5g4ceJDHYMOHTqwevVqzp8/T2hoaJoebicnJ6pVq8akSZPSPe+/Berzzz/PZ599xl9//cXOnTuZOHFipvctlaOjI88++yyvvPJKumWpf9CLFi3KmDFjGDNmDGFhYWzcuJFly5ZRtmxZ+vfvD5DuONzrk4yMZOY17tSyZUtatmxJdHQ0P/zwAwsWLGDAgAHs3r3b8ob0v0WV2WxOcwHro5Ja8IwbNy7DmX7Kli1r1fZSUlIYOXIkGzduZODAgWmmvYPbb9yuXLlCfHx8mjcK58+ft+oNi7u7O2FhYenak5KSrOpxh9vzig8bNoxKlSrxySefpHnzUa5cOWxsbCwXMqc6d+4cBQsWvO8bzTv9+eefREdHW2aZuZeUlBRef/11ihYtyqZNm6hcuTI2NjasWrWKn376KdOvmfr76tq1a2k6UDJz3cWZM2fo1asXN2/eZNmyZemG+5UvX95y0Weq1GOVOu4cHu0xlrxDn6GI/B+z2czixYspWrRohn9gjhw5QrNmzTh8+DA2NjbUr1+fSZMmYWdnx8WLF4EH/1jy2rVraW4ScvjwYc6fP0+jRo2A2z2FV69eTVOM3XkDnnu9doUKFShWrFiGFzzC7XnbH1SDBg3Yvn17mo+eT548ybFjxzK93eTkZDp06GAZk1qxYkVef/116tata7koKjPH4G6efPJJSpYsyccff8zp06fTzBFfv359zp8/T5kyZahVqxa1atXC09OT5cuX8/3331vWq127NpUqVWLq1KkAVs2IkapBgwacOnUKT09Py2uVKlWK6dOnc/z4ca5du0bz5s0t81hXr16dkSNHUrp0actxcHR0TPcJyv2Ow3/Pjcy8xp3mzp3LSy+9BNwuen18fHj11VeJjo4mJibG0oP431x//vmn1dcDZIWKFStStGhRIiIiLMe4Vq1a3Lhxg9mzZ1s9nnfq1Kls3LiRUaNGpSvI4fZY5uTkZMsQDLh9QeDx48czNZwjVdOmTTl79ix///23pe3s2bOEh4dbdXOxgwcPMmzYMGrVqsVnn32W7tOA/PnzU69ePbZt25amffv27TRu3BhbW9tMv1bq6zk6OmbqDXjquPmXXnqJqlWrWs7L/85Skxn16tXD3t4+zexMSUlJ/Pzzz/d8XlRUFH379iUpKYlVq1ZleP3NU089xe7du9O80d22bRtFixa1XHfzqI+x5B3qKZc8KSoqynITh6SkJCIiIlizZg179+4lMDAww+ESlStXplChQowcORJ/f3+KFCnC+vXrMZlMltlOChcuzD///MPPP/+cZpzs/djb2/Pmm2/y9ttvc+vWLQIDA6lWrRpt2rQBbs9xu3LlSiZOnEj79u359ddf0/3CL1y4MDdv3mTbtm3peghtbW3x9/fngw8+oEiRIjz77LMcPXqUuXPn0rZtW0uP/IMYOHAgXbp04bXXXqN3795ER0cza9YsypQpk+kxx7a2ttSuXZv58+fj4OBAxYoVOXDgAPv377f0SGfmGNyNyWSiffv2rFixAg8PjzRj/Dt37szKlSvp27cv/fv3p2jRoqxevZpvv/2Wjh07ptlOp06dmD59Op06dUo320ZmDBo0iC5dujB06FBeeOEFEhMTCQoK4tKlS9SoUQNnZ2fc3d2ZNGkSsbGxlCpViu+//54LFy7w3HPPWY7DhAkTmDt3Lk8++SRbt27l0KFD93zdwoULs3//fho2bEidOnXu+xp3aty4MfPnz2fs2LH4+Pjw77//snDhQho0aICzszNFihShRIkSzJ49Gzs7O2JiYpgzZ44hH9Pb2dkxePBgy5unJk2acP78eaZPn0758uWt6ik/fPgwn376qeUOm/+98YuNjQ21a9fmiSeeoG3btrz33nvExMRQuHBhZsyYgYeHh1Vv3Dp16sSnn36Kv78/b775Jg4ODsyaNYvSpUtb/h/FxMRw4sQJy0XlGRk7dix2dnYMGDCAEydOpFlWvnx5ihYtyoABA+jfvz/vvfcerVq1IiQkhD///JPPPvss03lTHT9+nPLly2eqN9/FxYXSpUuzYsUKXFxcLBdap775zewnK46Ojrz66qssWbIEBwcHatSowRdffMGVK1fSDP+505w5czh//jyjR48mJiYmzc/TxcWFsmXL0rVrVz777DP69+9vmfJ28eLFvPXWW5ZPzh71MZa8Q0W55Em///47L7/8MnB7vLCrqyu1atXiiy++SDO+8L/s7OxYsmQJH374IRMmTLDMCb5o0SJLkffyyy+zc+dOBgwYwLRp0zKdp0yZMvTu3ZuJEycSGxuLt7c37733nuWPgJeXF8OHD+ezzz5j/fr1NGnShKlTp1pmpADw8fFh/fr1DBs2jKFDh6YrzLt3707+/PlZunQpa9aswc3NjT59+jBo0CCrjt2dPD09WbFiBTNmzGDo0KGWG26MGDHCqrHgY8eOpWDBgixcuJCrV69SpkwZRo4cablpS2aOwb34+vqydOnSdHOdOzo6smrVKqZNm8aECRNITEykSpUqBAUFpbtwzMvLi+nTp/P8889ner/+K/VYzZo1iyFDhuDg4ED9+vWZNm2a5WP4GTNmMG3aNAIDA7lx4wYVKlRg+vTpPP3008Dt6S/Dw8P57LPPWLp0Ka1atWL06NFpxjnfyd/fn1mzZrFv3z52795939e4U6NGjZgxYwaLFy8mJCQEBwcHvLy8GDVqFHD7TdWsWbOYPHky/v7+lC1blhEjRtxzKs3slHquL1++nKVLl1K0aFHatm3L8OHDrRoKsmPHDsxmMz///HO6XtiCBQtaZtkICAggICCAwMBAUlJSePrppxkzZoxVPaIODg58+umnfPjhh0ycOJHk5GSaNGnC2LFjLeOrDx8+TM+ePQkICMDPzy/dNs6fP2+ZQjGjYUizZ8+mbdu2eHt7M23aNIKCgli/fj0VKlRg/vz5VvXIp7p69Wqm73gMtz91mTRpEsOGDcPR0ZFatWqxbNkyevfuzZ9//kmZMmUytZ2hQ4eSP39+Pv/8c6KiomjdujUvvfSS5eLsjKR+mjFlypR0y7p168a4ceNwc3Nj2bJlTJ48mSFDhuDi4sKwYcN49dVXAWOOseQdJvO9ruASERGLJUuWsGrVKnbs2KEZFMQQs2fPpnLlyved+UdEHj/qKRcRuY+tW7dy8OBBVq1axeDBg1WQiyEuXrzIli1bWLFihdFRRCQb6C+LiMh9nDlzhs8++4yWLVvSs2dPo+NIHlW8eHGCgoIoWbKk0VFEJBto+IqIiIiIiMHUUy4iIiIiYjAV5SIiIiIiBlNRLiIiIiJiMBXlIiIiIiIGU1EuIiIiImIwFeUiIiIiIgZTUS4iIiIiYjAV5SIiIiIiBlNRLiIiIiJiMBXlIiIiIiIGU1EuIiIiImIwFeUiIpKlzGaz0RFERB47KspFJEc4f/48Hh4ehIaGGh2Fn3/+meeee45atWrxwQcfPNLX3rNnDx4eHvz111+P9HUf1KhRo+jQoYPlcXBwMLNmzTIu0ENISkqic+fOfPLJJ+mWHTt2jF69elGvXj2aN2/O4sWL07352LdvHy+++CJ16tShdevWfPXVVw+dae7cudSrV++ht5NVPDw87vr19ddfW9b7+uuv6dixI3Xr1qV169bMnTuXxMREA5OL5Hx2RgcQEclppk+fTv78+VmyZAmlSpV6pK9ds2ZNVq9eTaVKlR7p6z6oQYMGERcXZ3m8cOFCmjdvblygB3Tr1i1GjRrFX3/9Rbt27dIsu3r1Kn369KFKlSrMmjWLw4cPM2vWLGxtbXn11VcBOHnyJP369aNFixYMHjyYn3/+mTFjxuDo6Ejbtm2N2KVssXr16nRt06ZN49y5c3h5eQGwbt06Ro8eTZ8+fRg1ahRHjx5lzpw5XL16lQkTJjzixCKPDxXlIiJ3uHHjBt7e3jz11FOP/LUdHR2pW7fuI3/dB/XEE08YHeGhHTlyhPHjxxMeHp7h8lWrVpGUlMSCBQsoUKAA3t7eJCYmsnjxYnr27Em+fPlYvHgxZcqUYcaMGZhMJry8vLh27Rrz58/PVUX5nefmtm3b2L9/PytWrKB48eIAfPLJJ/j6+jJy5EgAnn76aZKTkwkMDGTEiBEUKlToUccWeSxo+IqIZInk5GQWLlxIq1atqFOnDs8//zzbtm2zLL916xaLFy+mTZs21KpVC19fXzZt2nTPbR45coR+/frRqFEjGjVqxIgRI7hy5Ypl+ahRoxgyZAgrVqygRYsW1K5dmx49enDy5EkAduzYkeFQkIULF/L000+TlJSUpj11CM2FCxf4/PPP8fDw4Pz58wB89913vPDCC9StWxdvb29mzZrFrVu3LM9t2bIlgYGBvPTSSzRs2JDly5czd+5c/Pz8WL9+Pc899xy1a9emd+/eXL58mS+//JLmzZvToEED3n77bW7evAmkH77So0cPAgICmDlzJk2bNqVOnToMGjSIiIgIy2unpKQwb948vLy8qFOnDoMHD2b58uV4eHjc9diuW7cODw8Prl27ZmmLiorCw8ODdevWAVjyh4SEWH5uL7zwAr///nuan0Hq8JWWLVty4cIFVq1aZXntuLg4xowZQ7Nmzahduzb/+9//+Pbbb++aK/Vn8M0339C9e3dq165N+/bt2bJlS5r14uLi+OCDD3j66actP/e///47zf41btyYjz/+mMaNG9OmTRvLMb7TyJEjKVCgwF2Hm+zevZsmTZpQoEABS1urVq24ceOG5ee0e/dumjdvjslkSrPOsWPHLD+rli1bsnjxYsaOHUuDBg1o3Lgxc+bMITo6mrfffpt69erRokULy/HPrLlz56Y5VzOS+nMdPnw49erVo3HjxkyePNnyfyD1vLvbV0aZEhMTmTJlCj4+PpY3sCkpKTRr1oxOnTqlWbdChQqYzWYuXrxo1b6J5CUqykUkSwQEBDBv3jz8/PxYuHAhderUYciQIezbtw+4XfgEBQXx0ksvsWDBAurVq8fbb7/NmjVrMtxeWFgYL7/8Mrdu3WLq1KmMHj2affv20b179zTDJXbv3s369esZM2YMH330EWfOnGHUqFEAeHl54ezszObNm9Nse9OmTXTo0AE7u7QfFrq5ubF69WpcXV1p06YNq1evtrT5+/tTq1Yt5s2bR/fu3Vm6dCnvvvtumucvW7YMLy8vPvroI8tH+eHh4SxZsoR33nmHSZMmceDAAXr06MHatWsZP348AwYMICQkhE8//fSux3bt2rUcOHCAKVOmMGHCBPbs2UNAQIBl+axZs1i4cCFdu3Zlzpw5wO0hOFnh9OnTzJkzB39/f+bOnUtCQgJDhw5N94YGYN68eWmOHcCHH37Ir7/+ypgxY1i0aBGVKlVi6NChljdOd/Pee+9RrVo15s2bR82aNXnzzTf56aefgNsXkr7++uts3ryZYcOGMXv2bOzt7enRowdnz561bCM6Opp169YRGBjI8OHD0xTV//XRRx+xfPnyu/b6nz59Gnd39zRt5cqVsyyLi4vj8uXL91wn1cKFC0lOTmbevHm0a9eO+fPn07lzZ1xdXZk9ezYVK1Zk3LhxVhWvL774ouVcvZcpU6bg7OxMUFAQ3bp149NPPyU4OBj4/8Om7vaV0ZCkL774gsuXL/P2229b2mxsbHj33Xdp2rRpmnV37tyJg4MDZcqUyfR+ieQ1Gr4iIg/txo0bfP7557zxxhsMGjQIgCZNmhAeHs6+fftwcnJi8+bNTJw4kS5dugDQrFkzYmJimDFjBn5+fum2GRQUhLOzM0uWLMHe3h4AT09PfH19Wbt2LT169AAgNjaWRYsWWQqSiIgIJk+ezPXr1ylWrBgdOnRgy5YtvPPOO9jY2BAWFsaJEyeYNm1aute0t7enbt262Nvb4+LiQt26dUlJSWHWrFn4+PhYxsM2a9YMJycnxo8fT79+/ahWrRpwuzfQ398/zTbj4uKYMmUKderUAeD7779n8+bN7NixgzJlytCiRQu+//57Dhw4cNfja2try6JFi3BwcABuf4KQWkzFxMSwbNkyBgwYwMCBA4Hbb0aef/55jh49er8f3X3FxsayfPlyateuDdz+RGTQoEEcOXIET0/PNOvWqFEjzbGD2xc/Nm3a1DJOu0GDBri4uGRY1P/XM888w9ixYy37Ex4ezqJFi2jWrBk//fQTv/76K8uWLePpp5+2rO/j48OCBQssb1iSk5MZMmQIzzzzzD1fq2rVqvdcHhMTk27IRerjmJgYYmJi0rRltE6qEiVKMGXKFEwmE/Xq1WP16tWUKFHCMtSjfPnyPPfcc/z999+ULl36nrlSlSxZkpIlS953vXr16vHee+8Bt/9/7ty5kx9++IGuXbtaPWwqJSWFlStX0q5du/vm/PHHH1m3bh09e/akYMGCmX4NkbxGPeUi8tAOHDhAcnIyLVu2TNO+cuVKBg4caOktv3Nsbfv27bl27VqGvaZ79+7l2WeftRTkAJUrV8bDw4O9e/da2kqXLp2mhzC1OEkdqtCpUyciIiIsz9m4cSOVK1emZs2amdq3kydPcu3atXTZU4dspO4bkOHFmSaTKU3xWrx4cZydndP0GBYtWpTo6Oi7ZvDw8LAU5Kn7mLp/Bw4cIDExkVatWqV5zdatW2dq/+7Hzs4uTf47j+/91KtXj+DgYAYOHMjq1au5fv06o0aNuufQGgAfH580j1u2bMkff/xBSkoKe/bsoUCBAjz55JMkJSVZCvxmzZrx66+/pnle5cqVM5XzQdnY2FhmYfnv0BX4/1ND2tj8/z+1tWvXtqyXP39+ChUqlOb4Fi1aFLg9lCirpb4xTFWiRAnLp05ms9lyLDP6unOmmd27d3Pu3Dl69ux5z9f85ZdfGDJkCHXq1GH48OFZu0MiuYx6ykXkof37778AODs733W5nZ2dpeBI5eLiAtzuSbyzBy0qKspy4dh/FS9ePE3P451DElILoJSUFOD2x/JVq1Zl8+bNPPnkk2zevJnu3btbvW93ZnF0dMTBwSFNlozyFihQAFtb23Rt1rhzfZPJZCmSrl+/DqQ/9qnH9mHZ29unKSrvPL73M3bsWNzc3NiwYQM7d+7ExsaG5557jilTpuDo6HjX57m6uqZ57OzszK1bt4iLi+PGjRvcvHkzXU89QL58+dI972E5OjoSGxubpi31saOjo2U/7lwnteB1cnKytGV0kaO158ODyuj/Sup59Ntvv92zwA4ICEjzida2bdt44oknqFWr1l2fs2XLFkaOHEnNmjXTfNIjIhlTUS4iDy216Lh+/TolSpSwtIeFhWE2mylSpAhJSUncuHEjTWGeetHmncU6QJEiRbh69Wq69itXrlg9XeDzzz/PJ598QseOHbl8+TK+vr6Zfm5qtjuzREVFkZCQkGH2Ryn1U4Jr166lOfb/vYAzI6m9tf/tAf3vWP2skj9/foYMGcKQIUM4deoUW7duJSgoiI8++oiJEyfe9Xk3btxI8/jq1as4ODhQqFAhnJycKF68OIsWLcryvBkpX758uosoz507B0DFihUpVKgQrq6ulrY71ylfvvwjyfkwatasec951cuWLZvm8Y8//kibNm3uuv4XX3zBxIkTefrpp5k3b56GrYhkgoaviMhDq127NnZ2duzcuTNN+7hx4/jkk09o0KABQLobA23ZsoXixYtnWLQ0aNCA7du3p7nhyMmTJzl27Bj169e3Kl/Hjh35999/mTlzJo0aNbJq7vEKFSpQrFixDLMDVmfJatWrV6dQoUJs3749TfuOHTvu+bzU3t3Lly9b2v47FOdB/bdXPTk5mQ4dOrB8+XLgdgH7+uuvU7duXS5dunTP7dx5Lm3fvp1GjRphMplo0KAB165do2DBgtSqVcvytWnTJjZu3PjQ+3Cnp556it27d6d507Jt2zaKFi1quZ4gdYx2cnJymnWqVq2aZZ9aZCdHR8c0x/LOr2LFilnWvXbtGufPn7/rGPRt27YxceJEWrduzcKFC1WQi2SSespF5KEVL16cLl26sGDBAssY5G+++YawsDDGjRtHtWrVaNOmDVOnTiU2NhYPDw+2b9/O5s2bGTduXJpCLtXAgQPp0qULr732Gr179yY6OppZs2ZRpkyZdNOt3Y+bmxtNmjThp59+YsqUKVY919bWFn9/fz744AOKFCnCs88+y9GjR5k7dy5t27a970WC2c3JyYlevXqxaNEi7O3tqV69Ohs2bODw4cPpxjj/V+PGjXFwcGDy5Mm8/vrrXLx4kQULFqQZw/8gChcuzOHDh9m7dy8NGzakdu3azJ8/HwcHBypWrMiBAwfYv3//PXvJAdasWYOzszP16tVj/fr1HD16lM8++wyAFi1aUKtWLfr374+/vz+lSpXi22+/ZdWqVffd7oPo2rUrn332Gf379+fVV1/lyJEjLF68mLfeestyvF599VU6d+7M0KFDefHFF/nll1/YuHFjltzd9NatW5Y3Nv/l4eFBkyZN+Oeff/jnn38sF9pmt+PHjwO337DeKSEhgfHjx+Pq6ppumkq4fVGtinSRjKkoF5EsMXr0aIoVK8aqVau4fv06VapUYcmSJZYxp4GBgcyePZvly5dz48YNKlasyEcffUTHjh0z3J6npycrVqxgxowZDB061HLTlhEjRtxzLPLdeHl5sW/fvnt+5H433bt3J3/+/CxdupQ1a9bg5uZGnz59LDPNGM3f35/k5GRWrFhBTEwMzZs3p2vXrmlue36nwoULM2vWLAIDAxkwYABVqlRh2rRpvPHGGw+VZcCAAZZZabZu3crYsWMpWLAgCxcu5OrVq5QpU4aRI0fy4osv3nM7w4YN47vvvuPjjz+matWqfPzxx5bbzdva2vLJJ58QGBjIRx99RExMDO7u7unGPWcVNzc3li1bxuTJkxkyZAguLi4MGzbMcjdPgGrVqrFgwQICAwPx9/endOnSBAQEpLs76IO4detWmikwU7388ss0adKENWvWMG/ePLZv355umEl2SB3KVbhw4XTL/vzzT8uwtIyu3fjqq6/uOQ5dJC8zme+8pFpEJBd67bXXKFKkCIGBgUZHyVKJiYls2bKFZs2apRkm8dZbb3Hq1Kl7FuY50fnz53n22WeZPXt2rroTZnbr1q0bs2bNSneBrIg8PtRTLiK52vLlyzly5Ag//vijZW7v3MTe3p6goCDWrFlDv379KFCgAL/88gtbtmxh0qRJRseTR2DXrl3Ex8erIBd5zKkoF5Fc7ZdffmHfvn28/fbblhvg5DaLFi0iMDCQd999l7i4OCpUqMCUKVP43//+Z3Q0eQQqV67MJ598YnQMEXlIGr4iIiIiImIwTYkoIiIiImIwFeUiIiIiIgZTUS4iIiIiYjAV5SIiIiIiBlNRLiIiIiJiMBXlIiIiIiIGU1EuIiIiImIwFeUiIiIiIgZTUS4iIiIiYjAV5SIiIiIiBlNRLiIiIiJiMBXlIiIiIiIGU1EuIiIiImIwFeUiIiIiIgZTUS4iIiIiYjA7owM87lJSUoiNjSVfvnyYTCaj44iIiIhIDmQ2m7l16xaFChXCxiZ9v7iK8ocUGxvLsWPHjI4hIiIiIo+BqlWr4uTklK5dRflDypcvH3D7ANvb2xuc5vEWe/MWhQrkMzqGiM5FyTF0LkpOoXPx4SUmJnLs2DFL7XgnFeUPKXXIir29PQ4ODganebwlJptwcNAbGzGezkXJKXQuSk6hczHr3G24sy70FBERERExmIpyERERERGDqSgXERERETGYinIREREREYOpKBcRERERMZiKchERERERg6koFxERERExmIpyERERERGDqSgXERERETGYinIREREREYOpKBcRkSwVHx/P1atX8ff3JyEhweg4IiKPBRXlIiKSpUJDQxk5ciRhYWEMGjSIyMhIoyOJiOR4KspFRCRLdejQAXt7e2rWrMnzzz+Pq6ur0ZFERHK8XFGUx8TE0KFDB86fP5+m/bPPPqNHjx6Wx2FhYfj5+dGmTRvGjBlDUlISABcvXqRbt260bduW119/ndjY2EeaX0QkN7G1tWXAgAFMmzaNKlWqGB1HROSx8NgX5QcOHOCVV17h9OnTadpPnDjB4sWL07SNGDGCcePGsXXrVsxmM8HBwQBMnDiRrl27EhoaiqenJ0FBQY8qvohIrmMymahTpw758+enevXqRscREXksPPZFeXBwMOPHj8fNzc3SlpiYyLhx4xgyZIil7cKFC8THx1O3bl0A/Pz8CA0N5datW+zdu5c2bdqkaRcREREReVTsjA7wsCZPnpyubfr06bzwwguULVvW0nb58uU04xpdXV2JiIjg+vXrODo6Ymdnl6ZdRERERORReex7yu/0888/c+nSJV544YU07SkpKZhMJstjs9mMyWSy/Ptfdz4WEREREclOj31P+Z1CQkI4fvw4zz//PHFxcVy5coVhw4YxYsSINNNyXblyBTc3N5ydnYmOjiY5ORlbW1siIyPTDIUREREREcluua4oDwgIsHy/Z88e5s2bx6xZswBwcHBg//79NGjQgA0bNuDl5UW+fPlo2LAhW7ZswdfXl/Xr1+Pl5WVQehERERHJi3JdUX4vgYGBjB07lpiYGGrWrEnPnj0BGD9+PKNGjWLBggWUKlWKGTNmGJw071m3bh2bt3yDrY2GDonxklPMOhclR9C5KDlF85at6NrlJaNj5Goms9lsNjrE4ywhIYFDhw7h6emJg4OD0XEeW/379+fosWN4VK1qdBQRFUKSY+hclJzg2LFjVKpchU8+XmJ0lMfa/WrGPNVTLjlb5cpV0s0tL2KE6LhEnAraGx1DROei5Aj9+/cnOUV9uNkt182+IiIiIiLyuFFRLiIiIiJiMBXlIiIiIiIG05hyyRE6duxIfGKy0TFERETkDvob/WioKJccoUOHDkTHJRodQ0RERO6gv9GPhoaviIiIiIgYTEW5iIiIiIjBVJSLiIiIiBhMRbmIiIiIiMFUlIuIiIiIGExFuYiIiIiIwVSUi4iIiIgYTEW5iIiIiIjBVJSLiIiIiBhMRbmIiIiIiMFUlIuIiIiIGExFuYiIiIiIwVSUi4iI5BDx8fFcvXoVf39/EhISiI+PZ8mSJWzfvp34+Hij44lINrIzOoCIiIjcFhoaSkhICOHh4QwaNIj4hETiYmMoWLAgv/32G++++67REUUkm6inXEREJIfo0KED9vb21KxZk+eff553Ro6mePHi2NjY0LdvX6PjiUg2yhU95TExMXTp0oWFCxdStmxZPv/8c1atWoXZbMbb25t33nkHk8lEWFgYY8aMITY2loYNGzJx4kTs7Oy4ePEiI0aM4OrVq1SoUIHAwEAKFSpk9G6JiEgeY2try4ABA/Dw8CA8PJyCTkUZP348cXFx+rskkss99j3lBw4c4JVXXuH06dMAnDt3juXLl7NmzRo2bdrEH3/8wc8//wzAiBEjGDduHFu3bsVsNhMcHAzAxIkT6dq1K6GhoXh6ehIUFGTU7oiISB5mMpmoU6cO+fPnp3r16jg7F6dcuXJ4eHjg6OhodDwRyUaPfVEeHBzM+PHjcXNzA6BcuXJs3ryZggULEhUVRUxMDIULF+bChQvEx8dTt25dAPz8/AgNDeXWrVvs3buXNm3apGkXEREREXlUHvuifPLkyTRs2DBNW758+QgODqZVq1a4urpSrVo1Ll++jKurq2UdV1dXIiIiuH79Oo6OjtjZ2aVpFxERERF5VB77ovxuXnrpJfbs2YOLiwvz5s0jJSUFk8lkWW42mzGZTJZ//+vOxyIiIiIi2SnXFeWXLl1i//79ANjZ2eHj48PRo0cpWbIkkZGRlvWuXLmCm5sbzs7OREdHk5ycDEBkZKRlKIyIiIiIyKOQK2Zf+a/o6GhGjBjB+vXrcXJyYuvWrTRo0IAyZcrg4ODA/v37adCgARs2bMDLy4t8+fLRsGFDtmzZgq+vL+vXr8fLy8vo3RARg6xbt47NW77B1kafmInxklPMOhclR2jeshVdu7xkdIxcLdf1lFetWpX+/fvTpUsXOnbsSP78+enTpw8AgYGBBAQE0LZtW+Li4ujZsycA48ePJzg4mPbt27Nv3z6GDRtm4B6IiJFCQ0M5ceK40TFERHKMY8eOsX3bd0bHyPVMZrPZbHSIx1lCQgKHDh3C09MTBwcHo+M81qLjEnEqaG90DMnj+vfvT3KKmU8+XmJ0FBH9XpQcQb8Xs8b9asZc11MuIiIiIvK4UVEuIiIiImIwFeUiIiIiIgZTUS4iIiIiYrBcNyWiiMjD6NixI/GJyUbHEBHJMfR78dFQUS4i8h8dOnQgOi7R6BgiIjmGfi8+Ghq+IiIiIiJiMBXlIiIiIiIGU1EuIiIiImIwFeUiIiIiIgZTUS4iIiIiYjAV5SIiIiIiBlNRLiIiIiJiMBXlIiIiIiIGU1EuIiIiImIwFeUiIiIiIgZTUS4iIiIiYjAV5SIiIiIiBrMzOoCIiFH27NnDzJkzKVeuHMePHycpKYmJEycSF3+L2TMDSUlJAWDAgAG0adPG4LQiIpKbqSgXkTzt4MGDjB8/nurVq7N06VJmzpwJJhv69OmDj48PR44cYfXq1SrKRUQkW+WK4SsxMTF06NCB8+fPA7B69Wo6dOiAr68v7777LomJiQCEhYXh5+dHmzZtGDNmDElJSQBcvHiRbt260bZtW15//XViY2MN2xcRebRKly5N9erVAahRowb//vsvrZ5rzfvvv89bb73F4cOHefPNNw1OKSIiud1jX5QfOHCAV155hdOnTwMQHh7OJ598wpdffsnGjRtJSUnh888/B2DEiBGMGzeOrVu3YjabCQ4OBmDixIl07dqV0NBQPD09CQoKMmp3ROQRy58/v+V7k8mE2Wzmhc4vsXHjRpo2bcpPP/1Ex44dSUhIMDCliIjkdo99UR4cHMz48eNxc3MDwN7envHjx+Po6IjJZKJq1apcvHiRCxcuEB8fT926dQHw8/MjNDSUW7dusXfvXstH06ntIpJ39e3V3fLJ2gcffEBUVBSRkZFGxxIRkVzssR9TPnny5DSPy5QpQ5kyZQC4du0aq1atIiAggMuXL+Pq6mpZz9XVlYiICK5fv46joyN2dnZp2kUk7xoy7E1mTp/GrFmzMJlM+Pv7U7ZsWaNjiYhILvbYF+V3ExERQb9+/XjhhRdo3Lgx+/fvx2QyWZabzWbLR9X/bQfSPRaR3Klx48aEhISkexwdl8i6desMTCYiInnNYz98JSMnT56kS5cu/O9//+ONN94AoGTJkmk+fr5y5Qpubm44OzsTHR1NcnIyAJGRkZahMCIiIiIij0Ku6ymPiYnh1VdfZdiwYXTq1MnSXqZMGRwcHNi/fz8NGjRgw4YNeHl5kS9fPho2bMiWLVvw9fVl/fr1eHl5GbcDedS6devYvOUbbG30KYUYLznFrHNRcoTmLVvRtctLRscQkUcg1/WUf/XVV1y5coVly5bx/PPP8/zzzzN79mwAAgMDCQgIoG3btsTFxdGzZ08Axo8fT3BwMO3bt2ffvn0MGzbMwD3Im0JDQzlx4rjRMUREcoxjx46xfdt3RscQkUfEZDabzUaHeJwlJCRw6NAhPD09cXBwMDrOY6t///4kp5j55OMlRkcRITouEaeC9kbHkDxOvxclJ9HvxYd3v5ox1/WUi4iIiIg8blSUi4iIiIgYTEW5iIiIiIjBct3sK/J46tixI/GJyUbHEBHJMfR7USRvUVEuOUKHDh2Ijks0OoaISI6h34sieUuWDl+5evUqBw8ezMpNioiIiIjkellalIeEhPDyyy9n5SZFRERERHI9XegpIiIiImIwFeUiIiIiIgZTUS4iIiIiYjAV5SIiIiIiBsvUlIiTJk3K1MbCwsIeKoyIiIiISF6UqaJ8x44dmd5gqVKlHjiMiIiIiEhelOVFuYiIiIiIWOeB7uiZkJBAeHg40dHR6ZaZTCYaNmz40MFERERERPIKq4vyH374gREjRhAVFYXZbE633GQyaWy5iIiIiIgVrC7KJ0+eTLly5XjrrbcoVqxYdmQSEREREclTrC7KIyIiGD16NE2aNMmOPCIiIiIPZM+ePcycOZNy5cpx/PhxkpKSmDhxImazmalTp5KSkgLAgAEDaNOmjcFpRdKyuihv3LgxR48exdvbOzvyiIiIiDywgwcPMn78eKpXr87SpUuZOXMmtra29OnTBx8fH44cOcLq1atVlEuOY3VR/v7779OnTx/Onj1LzZo1KVCgQLp1OnXqlBXZRERERKxSunRpqlevDkCNGjX4+uuv6datG++//z47duzg6aef5s033zQ4pUh6VhflO3bs4PTp05w6dYqvvvoq3XKTyaSiXERERAyRP39+y/cmkwmz2UyXLl1o0aIFP//8Mz/++CPz5s0jNDQUBwcHA5OKpGVj7ROCgoJo1aoV33zzDXv37k339dtvv2VHzvuKiYmhQ4cOnD9/3tL2zjvvsG7dOsvjixcv0q1bN9q2bcvrr79ObGwsAFFRUfTv35927drRrVs3IiMjH3l+ERERyR5dunQhLCwMPz8/PvjgA6KiovS3XnIcq4vymJgYunXrRoUKFXBycsrw61E7cOAAr7zyCqdPnwZuX4w6cOBAtm7dmma9iRMn0rVrV0JDQ/H09CQoKAiAWbNm0bBhQ7755htefPFFJk+e/Kh3QURERLLJ22+/zZw5c+jUqRM9evTA39+fsmXLGh1LJA2ri/JnnnmGn3/+OTuyPLDg4GDGjx+Pm5sbAJs2beLZZ5+lXbt2lnVu3brF3r17LRd2+Pn5ERoaCsD333+Pr68vAB06dOCHH37g1q1bj3gvRERE5GE0btyYkJCQdI8bNmzIunXrWL9+PV9//TV9+vQxMKVIxqweU+7t7c3UqVM5evQotWrVolChQmmWm0wmevfunVX5MuXOnu1+/foBsH//fkvb9evXcXR0xM7u9i67uroSEREBwOXLl3F1dQXAzs4OR0dHrl27RokSJR5FfBERERHJ46wuyseMGQPArl272LVrV7rlRhTlmWE2mzGZTGna7nz833VtbKz+EEFERCTLrFu3js1bvsHWJuO/VSKPUvOWreja5SWjY+RqVhflR44cyY4c2c7Z2Zno6GiSk5OxtbUlMjLSMtzFzc2NK1euULJkSZKSkoiNjaVo0aLGBhYRkTwtNDSUEyeO41G1qtFRJI87duwYySlmFeXZzOqiHG73JMfFxWFjY5PhPOU5Ub58+WjYsCFbtmzB19eX9evX4+XlBdwekrN+/XoGDhzIli1baNiwIfny5TM4sYiI5HWVK1dh8eLFRseQPK5///4kp5iNjpHrZboov3DhAsuXL+fHH3/k3LlzllvV2tjYUKFCBZo0aUKvXr1y9NXM48ePZ9SoUSxYsIBSpUoxY8YMAIYOHcqoUaPw8fHBycmJwMBAg5OKiIiISF6SqaL8zz//pF+/fhQtWpTmzZtTtmxZywWesbGxnD9/np07d/L111+zdOlSateuna2h72bHjh1pHk+dOjXN4zJlyrBy5cp0zytatCgLFy7M1mwiIiIiIneTqaJ86tSp1K9fn6CgIMvsJXcaOXIkgwYNIiAggC+++CJLQ4qIiIiI5GaZmmIkLCyM7t2737Ugh9tjtrt37/7YXggqIiIiImKUTPWUlyxZkkOHDlkujLyb33//nWLFimVJMBERkbysY8eOxCcmGx1DROfiI5KpovzVV19lwoQJXLlyhRYtWuDu7k6hQoUwmUzExsZy7tw5tm3bxpdffsk777yT3ZlFRERyvQ4dOhAdl2h0DBGdi49Iporyl156CXt7e+bMmcPnn3+e7qY7ZrOZUqVKMXbsWLp27ZotQUVEREREcqtMT4nYqVMnOnXqxOnTpzlz5gwxMTGYzWacnJxwd3enfPny2RhTRERERCT3svrmQeXLl8fd3f2xu3mQiIiIiEhOladuHiQiIiIikhPlqpsHiYiIiIg8jkxms9l8v5W6dOlC4cKF73nzoFu3bjFo0CBiYmLy1M2DEhISOHToEJ6enjg4OBgd57EWHZeIU0F7o2OI6FyUHEPnouQUOhcf3v1qRt08SERERETEYJkqylNvHnQ/unmQiIiIiIj1dPMgERERERGD6eZBIiKSpeLj44mNjWX8+PFMnz5d19uIiGSC1TcPOnPmDKdPn9bNg0REJEOhoaGEhIQQHh7OoEGDmDp1Kq6urkbHEhHJ0ay+eZC7uzvu7u7ZkUVERHKBDh068O2331KzZk1atWqlglxEJBOsLspFRETuxdbWlgEDBuDh4UF4eLjRcUREHgsqykVEJEuZTCbq1KkDQPXq1Q1OIyLyeMhUUV6/fv1Mb9BkMrF///4HDiQiIiIiktdkqij/6KOPeOedd7Czs6N79+7pZl8REREREZEHl6mi/Nlnn2XJkiX06tULZ2dnunXrlt25RERERETyjEzd0RNuD2EZMmQIc+bMISYmJjszWS0mJoYOHTpw/vx5AHbv3o2vry+tW7dm5syZlvXCwsLw8/OjTZs2jBkzhqSkJAAuXrxIt27daNu2La+//jqxsbGG7IeIiIiI5E1WXejZq1cvKlSoQFxcHI6OjtmVySoHDhxg7NixnD59Grh904rRo0ezcuVKSpUqxYABA9i1axfe3t6MGDGCSZMmUbduXUaPHk1wcDBdu3Zl4sSJdO3aFR8fH+bPn09QUBAjRowwdsdExBDr1q1j85ZvsLXRMD0xXvOWreja5SWjY4jII5DpnnIAe3t7WrVqhZubW3blsVpwcDDjx4+3ZDp48CDu7u6UK1cOOzs7fH19CQ0N5cKFC8THx1O3bl0A/Pz8CA0N5datW+zdu5c2bdqkaReRvCk0NJQTJ44bHUOEY8eOsX3bd0bHEJFH5LGfEnHy5MlpHl++fDnNjSrc3NyIiIhI1+7q6kpERATXr1/H0dEROzu7NO0ikndVrlyFxYsXGx1D8rj+/fuTnGI2OoaIPCJW9ZQ/DlJSUtLMDmM2mzGZTHdtT/33vzS7jIiIiIg8SrmuKC9ZsiSRkZGWx5GRkbi5uaVrv3LlCm5ubjg7OxMdHU1ycnKa9UVEREREHpVcV5TXqVOH8PBwzpw5Q3JyMiEhIXh5eVGmTBkcHBwsNzbasGEDXl5e5MuXj4YNG7JlyxYA1q9fj5eXl5G7ICIiIiJ5jNVF+bfffsu1a9eyI0uWcHBwYOrUqQwePJj27dtTsWJF2rZtC0BgYCABAQG0bduWuLg4evbsCcD48eMJDg6mffv27Nu3j2HDhhm4ByIiIiKS15jMZrNVV5E89dRTTJw40TJbSV6XkJDAoUOH8PT0xMHBweg4j7XouEScCtobHUPyuJCQEOITk+ns97zRUSSP07koOYn+Rj+8+9WMVs++4uLiwvXr17MknIhITtOhQwei4xKNjiGic1Ekj7G6KPf19WXy5Mns2rWLSpUqUbx48TTLTSYTvXv3zqp8IiIiIiK5ntVFeept63fu3MnOnTvTLVdRLiIiIiJiHauL8iNHjmRHDhERERGRPOuhpkS8cOECf/75J3FxccTGxmZVJhERERGRPMXqnnKArVu3Mn36dM6ePYuNjQ1r1qxh3rx5FCpUiICAAPLly5fVOUVEREREci2re8q3bNnCsGHDePLJJ5k1axYpKSkAPPfcc2zbto358+dneUgRERERkdzM6p7yoKAgevbsybvvvmu5NT2An58fUVFRrFy5UjffERERERGxgtU95WfOnMHb2zvDZdWrVycyMvKhQ4mIiIiI5CVWF+WlS5dm//79GS47ePAgpUqVeuhQIiIiIiJ5idVFebdu3Vi0aBFz5szh0KFDmEwmIiIiWLNmDQsXLuSll17KjpwiAsTHx3P16lX8/f1JSEggPj6eJUuWsH37duLj40lKSiIpKYlXXnkFs9lMYmIi8fHxHDx4kICAAOLj443eBREREcmAyWw2m6190rx581iyZAmJiYmkPt3Ozo4ePXowcuTILA+ZkyUkJHDo0CE8PT1xcHAwOs5jLTouEaeC9kbHyNHWr19PSEgI4eHhlC9fnlu3bhEdHU3BggXx9PTkf//7H9OmTeP06dNUrFiRPn368Pfff/Pjjz9y7do1Spcuzbx587C313G+F52LklPoXJScQufiw7tfzfhAUyL6+/vTq1cv/vzzT27cuIGTkxO1a9fG2dn5oQOLyN116NCBb7/9lpo1a9KqVStq1KjB1KlTSUhIoG/fvpQoUYKnnnoKR0dHihYtStOmTalbty4///wz5cqVo2fPnirIRUREcqAHKsoBnJycqFq1Kv/++y/Ozs4qyEUeAVtbWwYMGICHhwfh4eEUK1aM8ePHExcXR6FChQBo3Lgxr732Gn/88QcA+fLl4+2336ZUqVK6yZeIiEgO9UBF+Zo1a1i0aBEXLlywtFWsWJFhw4bx3HPPZVk4EUnLZDJRp04d4PZsRwDFixdPs07q8vr16wNgb2+Pp6dnhuuKiIhIzmB1Ub5q1So++OAD2rRpw5AhQ3B2dubq1ats27aNoUOHMmvWLFq3bp0dWUVEREREciWri/KlS5fSp0+fdBd0Pv/880yaNIm5c+eqKBcRERERsYLVUyJevXqVpk2bZrisRYsWnDt37qFDiYiIiIjkJVYX5U8//TQbNmzIcNmOHTt48sknHzqUiIiIiEheYvXwFW9vb6ZPn06XLl3w8fHBxcWFGzdu8P333/Pjjz/Sr18/li1bBty+KK13795ZnVlyoXXr1rF5yzfY2piMjiJC85at6NpFN0ITEZFHx+qbB1WrVi3zGzeZCAsLszrU40Q3D8oa/fv35+ixY3hUrWp0FMnjjh07RqXKVfjk4yVGRxHRDVskx9C5+PCy/OZBR44cyZJgj8LixYtZu3Yt9vb2tG/fntdff53du3cTEBBAQkIC7dq1Y/jw4QCEhYUxZswYYmNjadiwIRMnTsTO7oGncZcHULlyFRYvXmx0DMnj+vfvT3KK1Tc6FhEReShWjyl/XOzevZtNmzaxdu1a1q9fz4EDB9i4cSOjR48mKCiILVu2cOjQIXbt2gXAiBEjGDduHFu3bsVsNhMcHGzwHoiIiIhIXpFri/K///6bZs2a4ejoiK2tLc888wxr1qzB3d2dcuXKYWdnh6+vL6GhoVy4cIH4+Hjq1q0LgJ+fH6GhocbugIiIiIjkGbm2KK9ZsyY//fQTN27cICEhgR07dvD777/j6upqWcfNzY2IiAguX76cpt3V1ZWIiAgjYouIiIhIHpRrB003adIEPz8/evToQdGiRWnSpAk//fQTJtP/n93DbDZjMplISUnJsF1ERERE5FHIkqL84MGDXLp0icaNG1O0aNGs2ORDi4mJoXXr1vTp0weAjz/+mEaNGhEZGWlZJzIyEjc3N0qWLJmm/cqVK7i5uT3yzHlZx44diU9MNjqGiM5FERExhNXDVy5evEiXLl2YN28eAF988QUvv/wyQ4cOpU2bNvz9999ZHvJBnD9/nkGDBpGUlER0dDRfffUVw4YNIzw8nDNnzpCcnExISAheXl6UKVMGBwcH9u/fD8CGDRvw8vIyeA/ylg4dOtCmbTujY4joXBQREUNYXZR/+OGHXL16laeeeorExERmzpxJixYt2LFjB7Vr12batGnZkdNq1apVo3Xr1nTs2JHOnTvTq1cvGjRowNSpUxk8eDDt27enYsWKtG3bFoDAwEACAgJo27YtcXFx9OzZ0+A9EBEREZG8wuqbBzVu3JhJkybx3HPP8cMPP9C/f3+WL1/OU089xU8//cTgwYP5448/sitvjqObB2Ud3ZhAcgqdi5JT6FyUnELn4sO7X81odU/5rVu3KFKkCAC7du2iUKFCNGzYEICkpCTs7fUDExERERGxhtUXetaoUYPg4GAcHBzYvHkz3t7e2NnZcf36dZYsWYKnp2d25BQRERERybWsLspHjBhB//79CQkJoUiRIrzxxhsA+Pj4ALdnORERERERkcyzuih3dXVl+/bthIeHU7FiRQoVKgTcvgC0atWqXLp0KctDioiIiIjkZlaPKX/22Wc5deoUtWrVshTkAM888wxnzpyhV69eWRpQRERERCS3y1RP+bhx47h8+TJw+26XH374IU5OTunWO3XqFMWKFcvahCIiIiIiuVymesq9vb2JjY0lNjYWgJs3b1oep37Fx8dTrVo1ZsyYka2BRURERERym0z1lD/77LM8++yzAPTo0YMJEyZQqVKlbA0mIiIiIpJXWH2h58qVK7Mjh4jIQzObzfz1118cP34cd3d3GjRogMlkMjqWiIjIfWWqKF+2bBm+vr64uLiwbNmye65rMpno3bt3VmQTEcm0mzdvMnz4cH788UdLW506dQgKCqJo0aLGBRMREcmETBXlH374IQ0aNMDFxYUPP/zwnuuqKBcRIyxYsIAff/yR5GR7YmLKUqjQJQ4cOMCHH35IQECA0fFERETuKVNF+ZEjRzL8XkQkp9i8eTMA5849S1xcSfLli6JKlbV88803fPDBB9jZWT1aT0RE5JGxep5yEZGcKDExEYCkpPwAJCc7YDZDUlISKSkpRkYTERG5L6u7jlJSUggODmbXrl3cvHkzwz92n376aZaEExHJrGeeeYYNGzZQtuxObtyoQuHCpzGZoEmTJtjb2xsdT0RE5J6sLsqnTp3Kp59+So0aNShRogQ2NupsFxHjDR06lN9//51z585RsuReAJydnRk1apTByURERO7P6qJ848aN+Pv74+/vnx15REQeSIkSJVi7di2bNm3i2LFjPPHEE3Tq1Ekzr4iIyGPB6qI8MTGRhg0bZkcWEZGHUqhQIbp06WJ0DBEREatZPfakefPmbNu2LTuyiIiIiIjkSVb3lD/zzDMEBARw/vx5ateuTYECBdIs1zzlIiIiIiLWsboof/fddwH4/vvv+f7779MtV1EuIiIiImIdq4ty3TxIRERERCRr5er5DDds2ICPjw8+Pj58+OGHAOzevRtfX19at27NzJkzLeuGhYXh5+dHmzZtGDNmDElJSUbFFhEREZE8xuqe8p49e953nZxw86CbN28yefJkQkNDKVy4MK+88go7duzg/fffZ+XKlZQqVYoBAwawa9cuvL29GTFiBJMmTaJu3bqMHj2a4OBgunbtavRuiIiIiEgeYHVPuaOjI05OTmm+bG1tOXr0KMePH6dmzZrZkdNqycnJpKSkcPPmTZKSkkhKSsLR0RF3d3fKlSuHnZ0dvr6+hIaGcuHCBeLj46lbty4Afn5+hIaGGrsDIiIiIpJnWN1THhQUlGH7zZs3GThwIIULF37oUFnB0dGRoUOH0q5dOwoUKMCTTz7J5cuXcXV1tazj5uZGREREunZXV1ciIiKMiC0iIiIieVCWjSkvUKAAr776KqtWrcqqTT6UI0eOsHbtWnbu3MmPP/6IjY0Np0+fxmQyWdYxm82YTCZSUlIybBcREREReRSy9ELPa9euERsbm5WbfGA//fQTTZo0oXjx4tjb2+Pn58eePXuIjIy0rBMZGYmbmxslS5ZM037lyhXc3NyMiC0iIiIieZDVw1eWLVuWri0lJYXLly+zbt06mjZtmiXBHla1atX46KOPiIuLo0CBAuzYsYM6deqwadMmzpw5Q9myZQkJCeGFF16gTJkyODg4sH//fho0aMCGDRvw8vIyehdEREREJI+wuihPnVrwTo6Ojnh5eVluLmS0Zs2a8ffff+Pn50e+fPmoVasWgwcPpmnTpgwePJiEhAS8vb1p27YtAIGBgYwdO5aYmBhq1qyZqVlmRERERESygslsNpuNDvE4S0hI4NChQ3h6euLg4GB0nMdadFwiTgXtjY4honNRcgydi5JT6Fx8ePerGXP1zYNERERERB4HKspFRERERAymolxERERExGAqykVEREREDKaiXERERETEYFZPidiyZcu73u3SxsaGggUL4u7uTrdu3WjcuPFDBxQRERERye2s7in39fUlMjKS+Ph4GjdujI+PD02aNCEpKYmLFy9SqVIlLl++TJ8+ffjhhx+yI7OIiIiISK5idU/51atXqVu3LosXLyZ//vyW9sTERAYNGoSTkxNffvkl48aNIygoSHfGFBERERG5D6t7ykNDQ3n11VfTFOQA9vb29OjRg82bNwPQrl07jh49mjUpRURERERyMauLcnt7ey5evJjhsosXL2JrawtAcnIy9va685OIiIiIyP1YPXylffv2TJ8+nQIFCtCqVSscHR2JiYlh+/btzJgxAx8fH+Li4vjyyy/x9PTMjswiIiIiIrmK1UX5O++8w/Xr1xk1ahQmkwk7OzuSkpIwmUz4+voycuRItm/fzp49e1i6dGl2ZBYRERERyVVMZrPZ/CBPDA8PZ+/evdy4cQM3Nzfq16/PE088AcD169fJnz8/BQoUyNKwOVFCQgKHDh3C09MTBwcHo+M81qLjEnEqqCFPYjydi5JT6FyUnELn4sO7X81odU95qgoVKlChQoUMlxUrVuxBNysiIiIikudYXZSnpKQQHBzMrl27uHnzJikpKWmWm0wmVqxYkWUBRURERERyO6uL8qlTp/Lpp59So0YNSpQogY2N1RO4iIiIiIjIf1hdlG/cuBF/f3/8/f2zI4+IiIiISJ5jdTd3YmIiDRs2zI4sIiIiIiJ5ktVFefPmzdm2bVt2ZBERERERyZOsHr7yzDPPEBAQwPnz56ldu3a6aQ9NJhO9e/fOqnwiIiIiIrme1UX5u+++C8D333/P999/n255TinK16xZw2effWZ5fP78eZ5//nlatWpFQEAACQkJtGvXjuHDhwMQFhbGmDFjiI2NpWHDhkycOBE7uweeMVJEREREJNOsrjqPHDmSHTmy3IsvvsiLL74IwPHjx3njjTd47bXXeOWVV1i5ciWlSpViwIAB7Nq1C29vb0aMGMGkSZOoW7cuo0ePJjg4mK5duxq8FyIiIiKSF+SJ+QwnTJjA8OHDOXfuHO7u7pQrVw47Ozt8fX0JDQ3lwoULxMfHU7duXQD8/PwIDQ01NrSIiIiI5BmZ6ilftmwZvr6+uLi4sGzZsnuum1OGr6TavXs38fHxtGvXjpCQEFxdXS3L3NzciIiI4PLly2naXV1diYiIMCKuiIiIiORBmSrKP/zwQxo0aICLiwsffvjhPdfNaUX5l19+SZ8+fYDbdyM1mUyWZWazGZPJdNd2EREREZFHIVNF+X/HkT8uY8rh9pzqe/fuZerUqQCULFmSyMhIy/LIyEjc3NzStV+5cgU3N7dHnldERERE8qYHml4kISGB8PBwoqOj0y0zmUw55uZCR48epXz58hQsWBCAOnXqEB4ezpkzZyhbtiwhISG88MILlClTBgcHB/bv30+DBg3YsGEDXl5eBqcXERERkbzC6qL8hx9+YMSIEURFRWE2m9MtN5lMhIWFZUm4h3Xu3DlKlixpeezg4MDUqVMZPHgwCQkJeHt707ZtWwACAwMZO3YsMTEx1KxZk549exoVW0RERETyGJM5o8r6Htq0aYOTkxNvvfUWxYoVy3CdatWqZUm4x0FCQgKHDh3C09MTBwcHo+M81qLjEnEqaG90DBGdi5Jj6FyUnELn4sO7X81odU95REQEo0ePpkmTJlkSUEREREQkr7N6nvLGjRtz9OjR7MgiIiIiIpInWd1T/v7779OnTx/Onj1LzZo1KVCgQLp1OnXqlBXZRERERETyBKuL8h07dnD69GlOnTrFV199lW65yWRSUS4iIiIiYgWri/KgoCBatWrF8OHDcXFxyY5MIiIiIiJ5itVFeUxMDN26daNChQrZkUdEREREJM+x+kLPZ555hp9//jk7soiIiIiI5ElW95R7e3szdepUjh49Sq1atShUqFCa5SaTid69e2dVPhERERGRXM/qonzMmDEA7Nq1i127dqVbrqJcRERERMQ6Vhfls2fPpmHDhhQvXjw78oiIiIiI5DlWjykfP348+/bty44sIiIiIiJ5ktVFuYuLC9evX8+OLCIiIiIieZLVw1d8fX2ZPHkyu3btolKlSumGsWhMuYiIiIiIdawuymfOnAnAzp072blzZ7rlKspFRERERKxjdVF+5MiR7MghIiIiIpJnWV2UpzKbzZw8eZKYmBiKFSuGu7t7VuYSEREREckzHqgo/+qrr5g5cybXrl3DbDZjMpkoXrw4/v7+dOnSJaszioiIiIjkalYX5SEhIYwdOxYfHx/at2+Pi4sLkZGRbNmyhYkTJ+Lk5ISPj092ZBURERERyZWsLsoXLVpEly5dmDBhQpr2Vq1aUaRIET7++GMV5SIiIiIiVrB6nvIzZ87QunXrDJe1atWKU6dOPXQoEREREZG8xOqivHTp0hw7dizDZUePHqVo0aIPm0lEREREJE+xuij38/Nj9uzZrFmzhqioKACioqIIDg5m7ty5dOzYMctDPqgdO3bg5+dHu3btmDRpEgC7d+/G19eX1q1bW+ZcBwgLC8PPz482bdowZswYkpKSjIotIiIiInmM1UV53759adGiBe+99x6NGzfG09OTxo0bM27cOJ555hmGDBmSHTmtdu7cOcaPH09QUBAbN27k77//ZteuXYwePZqgoCC2bNnCoUOH2LVrFwAjRoxg3LhxbN26FbPZTHBwsMF7ICIiIiJ5hdUXetrZ2TFjxgwGDhzI3r17iYqKokiRIjRo0AAPD4/syPhAvvvuO9q3b0/JkiWB23ciPXPmDO7u7pQrVw4AX19fQkNDqVy5MvHx8dStWxe4/WnAnDlz6Nq1q1HxRURERCQPyVRR/r///Y/JkydTo0YN1q9fj7e3N1WrVqVq1arZne+BnTlzhnz58jFw4EAuXbpE8+bNqVKlCq6urpZ13NzciIiI4PLly2naXV1diYiIMCK2iIiIiORBmRq+cvLkSUuR+u6773Lu3LlsDZUVkpOT+eWXX5gyZQqrV6/m4MGDnDt3DpPJZFkn9cZHKSkpGbaLiIiIiDwKmeopr1GjBm+++SZly5bFbDbz9ttv4+DgkOG6JpOJjRs3ZmnIB+Hi4kKTJk1wdnYGbk/XGBoaiq2trWWdyMhI3NzcKFmyJJGRkZb2K1eu4Obm9sgzi4iIiEjelKmifObMmXz66afcuHGDEydOUKFCBUuxm1O1aNGCkSNHEhUVRaFChfjxxx9p27Ytixcv5syZM5QtW5aQkBBeeOEFypQpg4ODA/v376dBgwZs2LABLy8vo3dBRERERPKITBXlpUqVYuTIkQDs2bOH4cOHU61atWwN9rDq1KlDv3796Nq1K7du3aJp06a88sorVKxYkcGDB5OQkIC3tzdt27YFIDAwkLFjxxITE0PNmjXp2bOnwXsgIiIiInmFyWw2m40O8ThLSEjg0KFDeHp63nVIj2ROdFwiTgXtjY4honNRcgydi5JT6Fx8ePerGa2ep1xERERERLKWinIREREREYOpKBcRERERMZjVRfnQoUPZuXMnSUlJ2ZFHRERERCTPydTsK/8VHR2Nv78/Tk5OdOjQgY4dO1K7du3syCYiIiIikidYXZQvXbqUK1euEBISwqZNm/jss89wd3fn+eefp2PHjpQtWzY7coqIiIiI5FoPNKbcxcWF3r17s3btWkJDQ/Hz82Pbtm0899xzdOvWjbVr15KQkJDVWUVEREREcqWHutAzPj6ev//+m8OHDxMeHo6TkxPFihVj2rRpPPvss/z6669ZlVNEREREJNeyevhKUlISP/30E5s2bWLHjh2Wu2VOnjyZVq1aYW9vT0JCAv369WP06NHs2LEjO3KLiIiIiOQaVhflTZs2JSoqCg8PD4YOHYqvry/FixdPs46DgwONGzfm888/z7KgIiIiIiK5ldVFuZ+fH506dcLDw+Oe6/Xs2ZPXXnvtgYOJiIiIiOQVVhflI0eOzNR6hQsXtjqMiIiIiEheZHVRnpKSQnBwMLt27eLmzZukpKSkWW4ymVixYkWWBRQRERERye2sLsqnTp3Kp59+So0aNShRogQ2Ng81gYuIiIiISJ5ndVG+ceNG/P398ff3z448IiIiIiJ5jtXd3ImJiTRs2DA7soiIiIiI5ElWF+XNmzdn27Zt2ZFFRERERCRPsnr4yjPPPENAQADnz5+ndu3aFChQIM1yk8lE7969syqfiIiIiEiuZ3VR/u677wLw/fff8/3336dbrqJcRERERMQ6VhflR44cyY4cIiIiIiJ5ltVFeSqz2czJkyeJiYmhWLFiuLu7Z2UuEREREZE844GK8q+++oqZM2dy7do1zGYzJpOJ4sWL4+/vT5cuXbI64wPr0aMH165dw87u9m6+//77xMbGEhAQQEJCAu3atWP48OEAhIWFMWbMGGJjY2nYsCETJ060PE9EREREJDtZXXWGhIQwduxYfHx8aN++PS4uLkRGRrJlyxYmTpyIk5MTPj4+2ZHVKmazmdOnT7Nz505LcR0fH0/btm1ZuXIlpUqVYsCAAezatQtvb29GjBjBpEmTqFu3LqNHjyY4OJiuXbsavBciIiIikhdYXZQvWrSILl26MGHChDTtrVq1okiRInz88cc5oig/deoUAH379uXGjRu89NJLVK1aFXd3d8qVKweAr68voaGhVK5cmfj4eOrWrQuAn58fc+bMUVEuIiIiIo+E1fOUnzlzhtatW2e4rFWrVpZi2GhRUVE0adKE+fPns3z5cr788ksuXryIq6urZR03NzciIiK4fPlymnZXV1ciIiKMiC0iIiIieZDVRXnp0qU5duxYhsuOHj1K0aJFHzZTlqhXrx7Tpk3DyckJZ2dnOnfuzJw5czCZTJZ1UsfDp6SkZNguIiIiIvIoWF2U+/n5MXv2bNasWUNUVBRwu1c6ODiYuXPn0rFjxywP+SD27dvHL7/8YnlsNpspU6YMkZGRlrbIyEjc3NwoWbJkmvYrV67g5ub2SPOKiIiISN5ldVHet29fWrRowXvvvUfjxo3x9PSkcePGjBs3jmeeeYYhQ4ZkR06rRUdHM23aNBISEoiJieHrr7/mzTffJDw8nDNnzpCcnExISAheXl6UKVMGBwcH9u/fD8CGDRvw8vIyeA9EREREJK+w+kJPOzs7ZsyYwcCBA9m7dy9RUVEUKVKEBg0a4OHhkR0ZH0iLFi04cOAAnTp1IiUlha5du1KvXj2mTp3K4MGDSUhIwNvbm7Zt2wIQGBjI2LFjiYmJoWbNmvTs2dPgPRARERGRvMJkNpvN91tp2bJlmd+gyUTv3r0fJtNjJSEhgUOHDuHp6YmDg4PRcR5r0XGJOBW0NzqGiM5FyTF0LkpOoXPx4d2vZsxUT/mHH36Y6RfMa0W5iIiIiMjDylRRfuTIkezOISIiIiKSZz3wfeTNZjMnT54kJiaGYsWK4e7unpW5RERERETyjAcqyr/66itmzpzJtWvXLHN6Fy9eHH9/f7p06ZLVGUVEREREcjWri/KQkBDGjh2Lj48P7du3x8XFhcjISLZs2cLEiRNxcnLCx8cnO7KKiIiIiORKVhflixYtokuXLkyYMCFNe6tWrShSpAgff/yxinIREREREStYffOgM2fO0Lp16wyXtWrVilOnTj10KBERERGRvMTqorx06dIcO3Ysw2VHjx6laNGiD5tJRERERCRPsXr4ip+fH7Nnz6ZQoUK0adOGwoULExUVRWhoKHPnzqV79+7ZkVNEREREJNeyuijv27cvR44c4b333mPcuHHY2tqSnJyM2WymdevWDBkyJDtyioiIiIjkWlYX5XZ2dsyYMYOBAweyd+9eoqKiKFKkCA0aNMDDwyM7MoqIiIiI5GoPNE/577//zr59++jfvz8AYWFhLFmyhL59+1KjRo0sDSgiIiIikttZfaHntm3b6NGjBz/99JOlzWQycebMGbp06cKePXuyNKCIiIiISG5ndVE+b948OnfuzKeffmppq1atGmvWrKFTp05Mnz49SwOKiORkZ8+eZevWrRw8eBCz2Wx0HBEReUxZPXzl9OnTjBo1KsNl7dq1Y9OmTQ8dSkQkp0tKSuL9999n7dq1lrZ69eoxd+5cihUrZmAyERF5HFndU+7q6sqBAwcyXHb48GH9MRKRPGHVqlWsXbsWs9mG6OiyJCU58Mcff/D+++8bHU1ERB5DVveUv/DCC8yfPx+z2Uzz5s0pXrw4165d4/vvv2fBggW89tpr2ZFTRPKA33//nf379xuaITo6mhSzmSKFC99zvc8++wyA8+e9iY4uT758MVSu/BXfffcd8+fPx97e/qFyNGjQgPr16z/UNkRE5PFhdVHev39/rly5wty5c5k9e7al3dbWli5dujBo0KAsDSgi8ijFxMRgzkRRfuvWrf/7txAASUn5MZttMZuTSEpKeuiiXERE8hari3IbGxvGjh3L4MGDOXDgAP/++y9OTk7Url0bZ2fn7MgoInlE/fr1De8dXrJkCcnJKff91O/SpUusXr2a0qV/5tq16jg5ncPGJgkPDw+GDBmCyWR6RIlFRCQ3eKB5ygGKFCmCl5dXVmYREXlsvP766+zevZtz585RuvRuAAoUKMDYsWNVkIuIiNUeuCgXEcnLXF1dWbNmDevWrePvv/+mdOnSdO7cmTJlyhgdTUREHkN5oij/8MMPuX79OlOnTmX37t0EBASQkJBAu3btGD58OHD7rqRjxowhNjaWhg0bMnHiROzs8sThEZEH5OTkRK9evYyOISIiuYDVUyI+bn755Re+/vprAOLj4xk9ejRBQUFs2bKFQ4cOsWvXLgBGjBjBuHHj2Lp1K2azmeDgYCNji4iIiEgekqmi/G7zkud0N27cYObMmQwcOBCAgwcP4u7uTrly5bCzs8PX15fQ0FAuXLhAfHw8devWBcDPz4/Q0FADk4uIiIhIXpKpovzll1/m4MGDAIwePZpVq1axf/9+YmNjszXcwxo3bhzDhw+n8P9NbXb58mVcXV0ty93c3IiIiEjX7urqSkRExCPPKyIiIiJ5U6YGTQcHB1OuXDkADh06xMaNG0lKSsLGxoZy5cpRo0YNqlevbvm3ePHi2Ro6M9asWUOpUqVo0qQJ69atAyAlJSXNrAhmsxmTyXTXdhERERGRRyFTRXnt2rUt32/cuJFbt25x/Phx/v77b8LCwvj777/ZtWsXcXFxmEwmwsLCsi1wZm3ZsoXIyEief/55/v33X+Li4rhw4QK2traWdSIjI3Fzc6NkyZJERkZa2q9cuYKbm5sRsUVEREQkD3qg6UXy5ctHjRo1qFGjhqXNbDYTHh7OkSNHsizcw1i2bJnl+3Xr1vHbb78xceJEWrduzZkzZyhbtiwhISG88MILlClTBgcHB/bv30+DBg3YsGGD5mAXERERkUcmU0X57t27qVGjBkWLFr3rOiaTiYoVK1KxYsWsypblHBwcmDp1KoMHDyYhIQFvb2/atm0LQGBgIGPHjiUmJoaaNWvSs2dPg9OKiIiISF5hMpvN5vutVK1aNUwmE6VLl6ZmzZqWrxo1auDs7PwocuZYCQkJHDp0CE9PTxwcHIyO81iLjkvEqaC90TEkj1uyZAnJySkMHDjA6Cgi+r0oOYbOxYd3v5oxUz3lmzdv5vDhw5avxYsXExsbi8lkomTJkpYCPbVYd3FxyfIdERERERHJrTJVlFeqVIlKlSrRsWNHS9upU6c4fPgwf//9N4cPH2bZsmVER0fnmAs9RUREcrLff/+duXPncvDgQdzc3OjatSvdu3fX7F8iedQD30e+YsWKlC1bFl9fX0vbmTNnOHz4cJYEExERya3+/vtvXn31VRITEwE4e/YsU6dO5d9//8Xf39/gdCJihEzdPOi/kpKSmDlzJk899RR16tShcePGDB8+nN9//x13d3fat2+fHTlFRERyjWXLlpGYmMi//1bk6NFXOH/+9oxfK1asIC4uzuB0ImIEq4vyhQsXsmzZMlq3bs3bb7+Nr68vJ06coFu3bixevDg7MoqIiOQqJ06cAODateokJ+cnKqoSiYmFiIuL459//jE4nYgYwerhK+vXr+fNN9+kd+/eadq/+uorJk6cSMWKFWnVqlVW5RMREcl1KlSowLFjxyha9Bjx8c4UKnQBe/tY8ufPT4kSJYyOJyIGsLooj4yMTHPToFSdO3fm9OnTLF26VEW5iIjIPfTu3Ztt27ZRrNhxihU7bmnv2rUrhQoVMjCZiBjF6uEr7u7ud51d5Zlnnskxd/QUERHJqWrXrs2iRYvw9PQEwMXFhSFDhjBs2DBjg4mIYazuKe/cuTPz58+nUaNGVK9ePc2yf/75h4IFC2ZZOBERkdyqSZMmNGnShOTkZGxtbR9oG4mJiezYsYMjR45Qrlw52rZtq552kceU1UV5jx492Lt3Ly+++CLt27fHy8sLFxcXzp49y7x583jmmWeyI6eIiEiu9KAF+Y0bN3j11VfTfEI9f/58li1bhru7e1bFE5FHxOqi3GQyMXv2bJYvX86nn37Kxo0bLcuaNm3KqFGjsjSgiIiIpBcUFMSRI0dITHTk338r4uh4noiICCZNmsSSJUuMjiciVnqgmwfZ2NjQt29f+vbtS3h4ONeuXaNMmTKULFkyq/OJiIhIBrZv3w7A+fPNiY935dq1mlSt+iW7d+8mLi5Ow0lFHjNWF+W7du0iNjbWcpOgChUqUKFChSwPJiIiIneXOuzFZEpJ86+NjQ0mk8mwXCLyYKyefWXu3Ln8+eefGS47c+YMycnJD5tJREQkz0lJSWHXrl1MmzaNRYsWceHChXuu37p1awDKldtByZK/4O6+BZPJjLe3NwUKFHgUkUUkC1ndU37y5En8/f0zXLZgwQIApk6d+nCpRERE8pCkpCSGDx/Ojh07LG0LFixgcsA0fNq1zvA5r7/+On/99Rf79u3D2fn2xZ4VKlRgzJgxjySziGQtq4tyGxsbzGZzhsu8vLwIDAx86FAiIiJ5yaZNm9ixYwfJyfZcu1YdB4cbFC58himTJtKqpTcODg7pnlOoUCGWLVvGr7/+ytGjRylbtize3t7Y29sbsAci8rCsLspr1KjBTz/9RIsWLdItc3Fx4cqVK1kSTEREJK/4/vvvAbh8uQHXr1cDzFSsuJ4bN25w4MABGjVqlOHzbGxsePrpp3n66acfXVgRyRZWjynv2rUrX375Jd999126ZUePHsXFxSVLgomIiOQV+fLlA8DG5tb/tZixsUlKs0xEcjere8rbtWvHwYMHGTx4MM8++yxt2rTBzc2NEydOMG/ePNq0aZMdOUVERHKt9u3b88033+Dm9jv581/F3v5f7O1jKFW6NLVr1zY6nog8Ag80T/nIkSPx9PRk7ty5vPPOO5b2Bg0aMGzYsKzKJiIikie0aNGCXr16sWLFCooUCQfA2dmZSVM+fOA7forI4+WBinIAHx8ffHx8OHfuHJcvX8bNzY1y5cplZbaHNnv2bLZu3YrJZKJz58706dOH3bt3ExAQQEJCAu3atWP48OEAhIWFMWbMGGJjY2nYsCETJ07Ezu6BD4+IiEimmUwm3nnnHTp37szevXspXLgwzZs3J8msglxyvsTERK5cuYKLi4suNH4IVo8pv1O5cuVo0KBBjivIf/vtN3799Vc2btzI2rVrWblyJUeOHGH06NEEBQWxZcsWDh06xK5duwAYMWIE48aNY+vWrZjNZoKDgw3eAxERyWsqVqzIyy+/TLt27TTXuOR4ZrOZpUuX4u3tzXPPPYeXlxdBQUGkpKQYHe2x9NBFeU7VqFEjPv30U+zs7Lh69SrJyclERUXh7u5OuXLlsLOzw9fXl9DQUC5cuEB8fDx169YFwM/Pj9DQUGN3QERERCQHCw4OZvr06URFRZGU5EB0dDTz589nxYoVRkd7LOXaohxuX7E+Z84cfHx8aNKkCZcvX8bV1dWy3M3NjYiIiHTtrq6uREREGBFZRERE5LHw6aefAnDxYlOOHevK+fPeAKxcudLIWI+tXF2UAwwZMoRffvmFS5cucfr0aUwmk2WZ2WzGZDKRkpKSYbuIiIiIZOyff/4BIDr6iTT/RkREkJycbFiux1WWFuUbNmxg/fr1WbnJB3by5EnCwsIAKFCgAK1bt2bPnj1ERkZa1omMjMTNzY2SJUumab9y5Qpubm6PPLOIiIjI46JmzZoAuLntw8HhGiVK7AWgevXqmjXoAWRpUT569GjefffdrNzkAzt//jxjx44lMTGRxMREtm/fTpcuXQgPD+fMmTMkJycTEhKCl5cXZcqUwcHBgf379wO331x4eXkZvAciIiIiOZe/vz+2trYUK3acSpU24Ox8BBsbGwYPHmx0tMdSls75t3z5csxmc1Zu8oF5e3tz8OBBOnXqhK2tLa1bt8bHxwdnZ2cGDx5MQkIC3t7etG3bFoDAwEDGjh1LTEwMNWvWpGfPngbvgYiIiEjO1ahRI1asWMEnn3zCiRMnqFChAn369KFRo0ZGR3ssmcyZqKI1xvruEhISOHToEJ6enjg4OBgd57EWHZeIU0HNbyrGWrJkCcnJKQwcOMDoKCL6vSg5hs7Fh3e/mjFTw1fq16/P0aNHszyciIiIiIhksii/efMmCQkJlscpKSn4+flx7ty5NOslJCQQExOTtQlFRLJIXFwcYWFhXL161egoIiIiaTzQhZ5ms5m///6bqKioNO1HjhzROCIRyXFS7zrXvHlzOnfuTPPmzRk5ciQ3b940OpqIiAiQDfOU55QLPUVEUm3ZsoXp06cTGxtLQkJhkpPNhISEEBAQYHQ0ERERIA/cPEhE8raUlBQWLFgAwD//NOLkyRc4daojZjNs3LiR2NhYgxOKiIioKBeRXG7ChAmEh4cDEBdXAoCEhGKkpNhz69atdMPwREREjJDpecp79+5NlSpV8PDwoHLlyphMJpKSkrIzm4g8YiEhIVy6dMnoGFnm7NmzrFu3DrPZhMlkpkSJvVy5UgdHx3PY2ibi5OTExo0bsbH5//0Tly5dwmw2s2TJEgOTG69UqVJ06NDB6BgiInlGporyDz74gLCwMMLCwggJCSEuLg6AV155hXLlylG1alU8PDx0S1WRx9ylS5c4e/4ChYoVNzrKQzGbzRzYv5dDf/4BQFSUO4UKXaJQoX8oVOgfy3p1n2zM9ZuJaZ+czwETcDU2/hEmzllir2t2GhGRRy1TRfmLL76Y5vHp06ctRXpYWBh//PEH3333HYBuMiTymCtUrDi1nvM1OsZD2bN9K3/98bvlcb58NwkP96F48b8pUuQktra3aNquI759dIOgjPz13SajI4iI5DmZHr7yX+XLl6d8+fK0a9fO0nb16lUOHz7MkSNHsiyciMiD2LPtGwAuXWqMm9sfFCwYgbv7d5jNJmxtb2HvkJ9n/V42OKXIwzGbzezcuZP169cTGxtLkyZNeOWVVyhUqJDR0UTkATxQUZ6R4sWL4+XlhZeXV1ZtUkTkgcT+38WbcXElOXfuWcqU+QF7+2gAHIsU5ZUhI3AsUtTAhCIPb8GCBcyfP9/y+Ndff+Xbb79lxYoVFChQwMBkIvIgNPuKiOQ6FarXBKBkyT3Y2NwiJqYUAEWLuzI6aDlVatVNs/4/585w/K8/iYuJftRRRR5IZGQkCxcuwmyGiIiGnDvXgsRERw4fPsyGDRuMjiciDyDLespFRHKKVp1f4egf+4D/f2Gnja0t/3vtDezy5bOsF33jOp/NnEp42CEA7PLlo9ULr9BSQ1skh/vrr79ITk4iLq4kV6/WAsDWNoHSpXezb98+unTpYnBCEbGWinIRyXVcSpZm6Idz+HHLBi6En8DZtQRPt+1A2YpV0qy3ev4MwsMOkZxsT2JiYQpwhdAvP8W1TFlqNW5qUHqR+ytWrBgA9vZR2NgkkpKSjwIFIgFwdnY2MpqIPCAV5SKSKxV1ccW3Z7+7Lr9xJZJjB34nJcWOkyf/R1JSQYoX/4sSJfbx245vVZRLjlanTh2qVKnC8ePHqVJlDUlJ+XFwiMLW1hY/Pz+j44nIA9CYchHJk27GxQKQlORAUtLti+Li42/3MN7U2HLJ4WxsbJg3bx61atXC1jYRB4coihUrxocffki1atWMjiciD0A95SKSJ7mWLoNT0WJE37hOyZK/EhdXAheXAwBUqlnb4HQi91e2bFm++OILTp06RWxsLB4eHjg4OBgdS0QekHrKRSRPsrPLh2/v/phMNjg7H6Fs2V3kz3+D4iVL49Xhf0bHE8kUk8lEpUqVqF27tgpykcecespFJM+q+7QXxd1K8uu2b4i+cZ3yVavzVOv2FHR0MjqaiIjkMSrKRSRPK1e5KuUqVzU6hshDS0lJ4auvvmLjxo3Ex8fTrFkz+vTpQ5EiRYyOJiKZoKJcREQkF/jggw8IDg62PA4LC2PXrl18/vnnusOnyGMgV48pnzdvHj4+Pvj4+DBt2jQAdu/eja+vL61bt2bmzJmWdcPCwvDz86NNmzaMGTOGpKQko2KLiIhY5cyZMwQHB2M223DhwjOcOdOGxEQnjh07xqZNm4yOJznAxYsX+frrr1m4cCE7duzg5s2bRkeSO+Taonz37t389NNPfP3116xfv57Dhw8TEhLC6NGjCQoKYsuWLRw6dIhdu3YBMGLECMaNG8fWrVsxm81pehtERERysr/++guAmJgy/PtvZWJjS3P1ag0ADh48aGQ0MZjZbGbatGk899xzjBkzlrlz5zJ48GBatmzJ7t27jY4n/5Fri3JXV1dGjRqFvb09+fLlo1KlSpw+fRp3d3fKlSuHnZ0dvr6+hIaGcuHCBeLj46lbty4Afn5+hIaGGrsDIiIimVSiRAkA8ue/iq1tPJBCoUKXAHBzczMwmRgtJCSEFStWYDaDyQRxcW7cvOlMVFQUw4YNIyoqyuiI8n9y7ZjyKlX+/+20T58+zTfffEP37t1xdXW1tLu5uREREcHly5fTtLu6uhIREfFI84qIiDyoBg0a4OHhwdGjR6lSJZiUFDvs7BJwcMivO3zmAr///jv79+9/oOeuW7cOuF2Q//tvBS5caA6YcXf/Bohg3Lhx1KxZ857biI6OJsVspkjhwg+UIas0aNCA+vXrG5ohO+XanvJUx48fp2/fvrzzzjuUK1cOk8lkWWY2mzGZTKSkpGTYLiIi8jiwsbEhKCiIJk2aYGOTjJ1dAuXLl2fBgiDKli1rdDwx0K1bt/7zfaH/+85EUtLt7zNzDV1MTAyxMTHZEU/+I9f2lAPs37+fIUOGMHr0aHx8fPjtt9+IjIy0LI+MjMTNzY2SJUumab9y5Yo+7hMRkcdKyZIl+fjjj4mMjOTmzZuULVsWG5tc3/eWJ9SvX/+Be4hv3brF/PnzAXB2PkJKij0mUxKFC4cD8Pbbb1O+fPl7bmPJkiUkJ6fw2muvPVAGyZxc+7/10qVLvPHGGwQGBuLj4wNAnTp1CA8P58yZMyQnJxMSEoKXlxdlypTBwcHB8tHQhg0b8PLyMjK+iIjIA3F1deWJJ55QQS4A9OzZk2rVqgFgY5OEm9vvuLoexGQyM3DgwPsW5PLo5Nqe8k8++YSEhASmTp1qaevSpQtTp05l8ODBJCQk4O3tTdu2bQEIDAxk7NixxMTEULNmTXr27GlUdBEREZEs4ejoyKpVq9iwYQOhoaHcuHGDypUr8+KLL9KoUSOj48l/5NqifOzYsYwdOzbDZRs3bkzXVq1aNb766qvsjiUiIiLySOXPn5+XX36Zl19+2egocg/6bEtERERExGC5tqdcRERERLJOcnIyu3fv5ty5c3h4eFC/fn3NVpeFVJSLiEV0dDSx/0bx13e6LXdeFnv9KvYpxs5HLCI5S2xsLJ07d+bYsWOWtqeffpo5c+ZQoEABA5PlHhq+IiIiIiL3tGvX9xw7dozExELcuFGZ5GQHdu/ezaJFi4yOlmuop1xELJycnEi0yUet53yNjiIG+uu7TTgVym90DBHJIZKSkjh16hRmM5w+3Z6kJEcKFrxE+fKhhIaGMmzYMKMj5grqKRcRERGRuzKbzZjNZsBESko+AMu//71jqDwc9ZSLiIiIyF3ly5ePsmXLcf78OdzdvyU6uhxFipwAwNvb2+B0uYd6ykVERETknry9vSlevDgFClzBze0PHByiqVSpEv7+/kZHyzXUUy4iIiIi9+Ts7ExISAibNm3i/PnzeHh40LZtW/Ln1/UnWUVFuYiIiIjcV+HChenWrZvRMXItDV8RERERETGYespFRERE8pDExER27NjBqVOnqFSpEi1atMDe3t7oWHmeinIRERGRPCIyMpK+ffty6tQpS1vlypX55JNPcHFxMTCZaPiKiIiISB4RGBjIqVOnSEx04soVTxITnThx4gQzZswwOlqep6JcREREJA8wm81s27YNgDNn2nD58pOcPfscgKVdjKOiXERERCTPMd/xrxhNY8pFJNdIunWLv/b8zKUz4RQvUYo6Tb3IX6Cg0bFERHIEk8nEc889x6ZNm3B330p0tDtOTmcAeO655wxOJyrKRSRXiI36l0Xvj+afs6ctbdvWfkH/cVNwLVXGuGAiIjnI22+/TVhYGCdOnKB48cMAVK1alTfffNPgZKKiXERyhW+DV/HP2dMkJjry77+VcHQ8B1evsGHpQvqN+cDoeCIiOYKLiwtr1qzh+++/Jzw8nIoVK9K8eXPy5ctndLQ8T0W5iOQKh/f+CsD58y2Ij3fh2rUaVK36JccP/sGtxATy2TsYnFBEJGewt7endevWRseQO+hCTxHJFWxsb/86M5mS//OvGZPJBJiMCyYiIpIJub4oj4mJoUOHDpw/fx6A3bt34+vrS+vWrZk5c6ZlvbCwMPz8/GjTpg1jxowhKSnJqMgi8gBqN3kGgHLldlCq1M+UL78FkwlqNHyKfLpTnYhIGmazmd27dzNt2jTmzJnDyZMnH3hbt27dYsuWLQQEBLBkyRIuX76chUnzjlxdlB84cIBXXnmF06dPAxAfH8/o0aMJCgpiy5YtHDp0iF27dgEwYsQIxo0bx9atWzGbzQQHBxuYXESs1arzK1So7omdXTzFih3D3j6GEmWf4Pm+A4yOJiKSo5jNZsaMGcNrr73GihUrWLRoEZ06deLrr7+2eltxcXH07t2bESNG8NlnnzFr1ix8fHzYv39/NiTP3XJ1UR4cHMz48eNxc3MD4ODBg7i7u1OuXDns7Ozw9fUlNDSUCxcuEB8fT926dQHw8/MjNDTUwOQiYq38BQoyYHwAr703mQ49+9HrnfcYNm0uRZwf/LbRKSnJRN+4TrI+ORORXGTXrl1s2LCBlBQ7IiNrc+NGZVJSUvjggw+4ceOGVdtauXIlf/75J7duFeTy5frExJQhLi6OcePGkZKSkj07kEvl6gs9J0+enObx5cuXcXV1tTx2c3MjIiIiXburqysRERGPLKeIZA0bGxuq1KpLlVp1H2o7ZrOZ3VtD2L72S2L+vUFBRye8fP1o0enF/xujLiJ5RUhICJcuXTI6RpZKvXvnlSu1uHKlLgD58sUA/zB58mSqVq2aZv1Lly79v/buO76m+3/g+OvOJDc7ZNmrUiSxYqsRe3ao8lOji5avVoeUUqVVRe3VqlFVfFtaSquK0ipKYu+qEULIHrJz1/n9EblfkSDmFd7Px8ND7rnnfM77nPu557zv53zO56AoCgsXLixUVn7PgpiYJmRkVACsVK++kvPnzzNlyhS8vLzu56Y8cP7+/nTt2vW+lP1IJ+XXs1qtBU6oipJ3E9iNpgshHk/7/9rCuq/nA2CxaMnKSGfjd0vRaDS07N7DztEJIR6kmJgYLkRfwtmzlL1DuWdMVx/iqdEYr05RUKvz/s4yW0nKzCm4gM4BFRSeDliv3kifX5ZabbbdcJ9uNKMUsUxJlZmSdF/Lf6yScj8/PxISEmyvExIS8PHxKTQ9MTHR1uVF3DlFUYiIiGDr1q2oVCrat29PSEiIvcMSjxmz2cThXTs4988xXNzcqd+q7S0fJrR9/VoAYmMbkZxcAze3SMqV2872X9fSottz8qNdiMeMs2cpgtp1s3cY94xrhar8OyYML6/j6HTpaLXZODklY3B1o22/gegdHItdVoai4adF8/D334WLyyUcHRPRaExUeOJJmjz34n3cigfv6O+/3NfyH6ukvHbt2pw7d46oqCjKlSvH+vXr6dGjB2XLlsXBwYH9+/dTv3591q1bR4sWLewdbok3ZcoUli5danu9YsUKBg0axLBhw+wYlXicmIy5LPx0DOdPHrdN2/bzGvq/N4qaIY1uuFxKQl73tStXKgMq0tIqoyjbSU9JxmI2o5WHbAghSrBKATXp1GcAG79bhpvbBQAcDc70fWfkbSXkAI3aduDC6ZPs/2sr7u6RAHj5+NJrqDwh9HY9Vkm5g4MDkyZN4s033yQ3N5eWLVvSsWNHAKZOncqHH35IRkYGtWrVon///naOtmQ7fvw4S5cuRVHUJCYGolIplCp1nAULFtC5c2eeeOIJe4coHgO7N2/g/MnjmEwGkpNr4uiYiLv7eVYvmENAnfpotEUfAstUqsq5f47h43OApKRAPDxOoVKBb7kKkpALIR4JrZ95gTrNWnHqyEH0Dg7UqN8QRyfDbZejVmvo9Z93adH1WaJOncTN0+umx1dxY4/FHvvjjz9sfzdp0oSff/650DxPPvkkP/7444MM66Fx4MCBez50UUREBAApKU+QkFAfAK02Gw+PM0ybNo369esXmD89PR2rouDu5nZP47gd9evXp169enZbv7j3/j24D4C4uAakpVUBFJycVpOemsLl85GUr1a9yOXa9ezDwk8/xNPzFJ6ep2zT27/Q90GELYQQD4Sntw+N2nS4J2X5V6yMf8XK96Ssx9VjkZSLB0979ReyVpt9dYqCRpNd4L1rZWRkoNg5KRePHu3Vhwbl10OVymy7mUnn4HDD5aoF1ub1jyby59pVxF6MorRfGVo93YOAOnJPhBBCiPtDknJBvXr17nkLcdeuXenYsSNubheoWHEDKpWCwRCPg4MDY8eOLTAEJcDChQuxWKwMHDjwpuVaLBY2bdrEjh07cHJyolu3btStW/eexi4eHfWeCuWf/Xvw9d2LwRCLo2MKWm0uZSpVwbdchZsuW6VmIFVqBj6gSIUQwj5iL0ax94/NZFxJpXKNQOq3DEWnL9hoEX/pInu2biIu+iImUy6u7p48EVyHek+FFurSd+bYYQ7v2o7FbKZmSCNqhjRGrX6kH4tzz0hSLu4Lf39/Jk2axJgxY4C8m+YMBgMTJ04slJAXl8ViYdiwYfz555+2aStXriQsLIyXXnrpHkQtHjXBTZpz8cyzbP91re1mJi9fP/q8PUJGUBFCPPaORvzN8hmTUK4+5Ofgzm3s+WMTr4+diIOjEwAn9u/h26kTsFrMKArkHzoP79rO3j9/Z9CYCbYkftPKZWxd/b2t/H3btlCvRSi9/vOuHHOLQZJycd906tSJZs2asWvXLlQqFU2bNsXV1fWOy9uyZQt//vknFouehITaaLXZlC59jOnTZ9ClS5c7TvbFo0ulUtG1/2s06dCF8//+g4ubG9WC6qLRaOwdmhD3VHx8PFlZWVSoUEFaJUWxmM0mflr0BYrVSmpqVbKzfShV6ijRZ0+za+N6Wj/TE4vFwtpFX2C1mLFa1ajVVlJSqpOT40Xp0keI+vcfIrZsonnn7iTGXmbr6u9RFBWJiUFYrXq8vQ9xYPsf1G/Z5q4f6vY4kG+uuK/c3Nzo2LEjHTp0uKuEHGDXrl1A3hPIkpMDiY9vQEZGGSwWM3v37r0X4YpHVClff+q3CCWgTogk5OKREhcXx8CBA2ndujVdunShU6dO7Nixw95hiRIgJuo8GVdSMRpduXz5KVJSniQurgEApw4fACDh0kVSkxIwmx1Qq63k5HgQE9OMlJQaxMfnDdhw6kjevKePHAQgLa0SCQn1SUoKIjm5Rt57V8sTNyct5aLEcHZ2BkCny7w6xYpWm1XgPXH3MlOS7vsDEh5mxuy8OqW/g6HBHhWZKUmUcr75A5aE/SmKwtChQzlx4gRWqwarVU90dDRvvvkma9eupVKlSvYOUTzEHBzzxiPXaHJRq01YrXp0uoy895zyuq7or3ZhUanNAGi1uahUJhRF9795r86T/3/edAVQXVPe43s8vR2SlIsSo1u3bixduhQvr5NXb9jLQK/PRK/XExMTg9FoRH91tA1xZ/z9/e0dgt3FpKWgKAqlSnvZOxS7KeVc1u51Yf369cTExNg1hvT0dDIyMuwag6IoN+yLm5iYyIkTJzCbnTh79mksFgfKlv0Ld/fzvPvuu9SpU+eexODi4nLXVzrvlr+/P127drVrDI8a7zLlKF+tOhfPnKJq1Z/IzfXA2fkyAPVbtgHyHgJUuUYg5/45hqKo0GqzqVp1LUajKy4uMQXmrRnSGEeDM5BAlSprsVp1GAwJqDUa6jRraZdtLGkkKRclRo0aNRg7diyTJ08m/+ZRAKPRyPjx49m8eTNfffUVOnm4yx2Tk17xRwIS91dMTAwXoi/h7FnKbjEYc02YLFa7rf9/lCKnZmTmXdXJyfHCYslrpczM9Mfd/TxZWdn3LPaMXBNGdc49KetOZKYk2W3djzKVSkWfYe/zzefjibsYhU6XhUqtpvUzPQls2NQ2X+833+ObyZ8QE3UOAL0+A70+A7VGQ7uefXiybt5QsY4GA/2Hj2bFzMlAat68jk70GDSUUn7S4FMckpSLEuWFF16gQYMGPP3001gsFhISgjGZXPDxOUhERAQbNmzg6aeftneYQoh7wNmzFEHtutk7jIdWSmI8eyIicHa+jIfHv5hMrpQqdRyAeu0607jjo7HvHufudPdbKV9/3pkyl6h/T5Bx5QoVqgfg7lW6wDyepX14+/M5RP37D1eSkwAFtUZDpYAauHoUvKJYLbA2o774hrPHj2CxmKlaMxhHg3RdKS5JykWJc/r0aSwWCxkZ/ranharVFvz8IggPD5ekXAjxWPAs7UOzTt3YuWEdZcrssk33LV+RkFZt7RiZKEnUajWVa9z8mQwqlYpKT9YsVnk6vd7Wei5ujyTlosRxu/rUT70+A5XKjKJo0euvFHhPCCEeB90GDMS/YmX2b99KbnY21YPr0bL7c7ab7oQQJYck5eKh9vfff/PTTz8RExOD2WzGzc2N2rVrU6ZMGS5fvky1amswm51wckpEpVJJK7kQ4pFlMuayZ+sm/j18AL2DI/VbhlKjXkMatG5Hg9bt7B2eKIHOnTzOni2byEhLpfKTtWjSoQtOzi6YTSb2/rmZfX9uIS01GRd3D+q3CKVR246FnvYp7h1JysVDa/HixUyfPh2gwFPEdu3ahZ+fH2XLluXSpUvodJkYDAZGjRpFzZrFu7wmhBAlidlsYuGnYzh/8rht2pHdO2jX80Xa9exjx8hESbX3z9/54cuZttf/HtrP/u1/MPjjz/lu9uecPnrI9t6VpEQuRZ7hSPjfDBozAa0MqHBfSFIuHkrJycnMmTMHAKtVi1ptJjm5BpmZvnh7HyY2NpZXXnmF0NBQMjMzqVOnDi4uLnaOWggh7o9DO7dx/uRxTCYD8fH10eky8fY+wJbV39GwTQfcvew3So0oeUzGXNZ/uwiApKRaZGd74+19kITL0fy0aB6njx5CuTroT0JCPUwmZ3x89nP+5HEO7twmV2buE0nKHwIPw3i89hYTE4OiKCxcuBCAyMhITCYTWVleGAzJGI0uxMY2AlRYrXoqVtzMhg0bbH3I//nnHztGf+/IWLxCiKJEnjgGQFJSEFeuVAPAYIjFxeUyUf+eILjJU/YM75GWnp5O5pW0R2oUmMT4OLIzM8jNdScuriEAVquaChX+4MzRvCdzqlSQkVGGxMTaAKjVRvz9I9i/ZQOOZvsNkWlPmSlJ6K337941ScofAg/DeLx2p3NABSRl5n3Rc1HnTdbljcOr1Waj1WZjNhtwdEwGQKPT2+Z/FMhYvEKIG3FyyXt4j4ND3vFPpTKj16cVeE+I4sp/mqdWm4VGk43F4oSjYwoAOp2ebK4+2VifZhtQIf/c6+DgaJ+gHwOSlD8kZDzegqxWK4cOHiTuYhRWqxq12kLVqmswGt1wcspLXtv06k9gwyZ2jvTeeZRaYYQQxZcQc4mdv64j9uJ5SvuVoXnnp/GvWLnAPCGt2rLz13V4ep7GySkBrTYXrTabUn5lqForqMC8xpwcdm1az7+H9qN3cKRei1CCmzS/4ZNBxc25urpiVOseuXP0kWPHiDx+lGrV1mA0utrOre3/rz+rF8xDsVrQ6zN44okfMZsdcHRMRaVS0fGl1/GvUMm+wdvJ0d9/wdX5/v0oUd+3koW4C2q1mgFhH1KmUhXU6ryn0mk0JpycktDp9XTq89IjlZALIR5Pl8+fZfaIYeze/Cvn/jnO3j9/Z/YH73D2xNEC8/lXqMT/vTUcJ2cXHB1T0Wqz8StfkZdHfIRarbHNZzIaWTB+FBtWLOHs8SP8c2APK2ZO4rf/fvOAt0w87Pq89T6Va9RCozHi5JSE3sGRrv1fo2FoB/q9+wFOBmcg70q1o2MqDk4Ger85/LFNyB8EaSkXD63SfmUYNnk2MVGR5GRlo3dwJDcnC/+KlUlJiOfUkYOUr/oETs5yg6cQ4uGWk5XFxTP/4ujsQrkq1Wyt1hu/X0ZuTjbp6eVITq6Jh8cZ3N0j2bD8a978bEaBMspXq06Xvq+QnBBHuarVqRXSiISYS5w6fAC/CpVw8/Ti0M5tXDj9LyaTM7GxDdHpMvH13ctfP6+hSfsueHr72GPzxUPIzdOLwR9/TuzFKDLTrlCmclVbIh7YsAlP1g3hwpl/SUmIx71UaSo+ESDDId5nkpSLh5pKpaJMpaq21ymJ8Sz89EMuRZ4B8p4c1vH/BvBUl2fsFKEQQtxc+JbfWP/tYow52QD4VahEv/dG4e1flvP/5A1xGBPTFLPZmawsX9zcIrl45hRmswmtVofJmMvKeTM4sntHgeFhXTw8yUjN6wesUqtp2qErOVmZACQlBZKeXgkAZ+fLuLpGE3XqH0nKRSF+5SsWOV2r01GlRiDUeMABPcak+4ooMRRFYcWMSVyKPIPZ7Eh2dmlMRiO/LF3IqSMH7R2eEEIUEnXqH9YsmIsxJzvvmGVyIvbCeb6dOgFFUXB29wDAySnh6v+JqFTg5Oxs65by23+XcmT3jqslqsjK8sVq1ZCRmoKiqMjK8sFqUfj7t5+5kpR4TXkKarUJB4dUAFyurksI8XCSlvJr/PLLL3z55ZeYzWYGDBjAiy++aO+QHnpmk4mdG9YR/vtvZKZfQVHAbDRitVpQqVR4lynHSyM+orRfGdsySXEx/PXzGqIjT+NRqjTNOj9N1ZpBN1kLnDl2mD9+WsmF0/9itapITy+Ho2MqRqMren06e7Zuonpw3fu9uaKEuXTpEosXL2bnzp1kZWXh6elJ+/btGTBggG04zeKIiopiyZIlnDhxAn9/f/r160dISMh9jFw8KsPQ7d6+DcgbCzouriEqlYlq1X4g7mIUH/Z9FovFAkC5cn8WWM5B78CBX1ejd3Ag4vffbNMvXgwlI6MCjo6JVKnyC4qi5vz5Tri5nadcub+Iu3AeVCrc3SNxdT0PqFCrLbi5e5B56TxHYy48mA2/h+73MHSPupzsLHb+uo6TB/eh1enw8vYh6tRJ0lKTcTQ407BNB1p174FO70B05Gm2r19L9NnTmE1GHBydqPRkTVp270FpvzKkJiWyZuHcqw+xUvFEUG2eeXUIrh6etvWZjEb+/u1nwrf8RnpqCijg5OJCjboNaP3sC3j5+NpvZzzkJCm/Ki4ujhkzZrBmzRr0ej29e/emUaNGVKtWzd6hPbSsVivfTBnPqUP7i3xfURTiL11k6tuvM2LOYjy9fUi4fIm5o98lOzMDgOizpzm2N5w+w96nTtMWRZZzcOc2vps9xfZarVbw9DxTYJ787ixC5Lt48SL/93//R0pKim1aSkoK8+fPZ+vWraxYsQJnZ+dblhMZGUmfPn1IT08H4Pjx42zdupVp06bRoUOH+xa/eDQYjUYAcnM9AHBwSEOrzUVRwGQy2bqj5HdJyX9gS2pKMuvX/EiX557HZDLaysvN9bz6vzuKkpdwq1RWW/nZWZm2QvJvktdqtbRs1wG1Wi6OP27MJhMLPxnNxbOnbNMir3k/Nzub31et4MzRw7Tp0ZuvJ47DajEX6CYVF32Bw7t20H/4hyz9/BNyr3bDAjgasYuzx48yfOZXuLi5Y7VaWTplPKcOHygQhyk5l4itGzm6ZxdvTZyBl4/f/dzsEkuS8qt27dpF48aN8fDwAKBDhw5s3LiRoUOH2jewh9iZY4dtCbnFoiMxMQhf3wNYrVpiYppitWrx99+FVpvDT4u/4JWR49i65nuyMzNsDyRwdb1AqVLH2bD8a4IbNyswigCA1Wphw/KvgbyWJrXahKfnKXJyPIiLa4iDQyp+fntITogjM+0Kzm7uD3w/iIfTwoULSUlJuZqfqIiNbYzJ5IKvbzinT59m7dq1xboa9tVXX5Genn5NnY2iVKkTTJs2jXbt2kmic588KsPQpVtVXFj8Jd7eh1AUFd7eh23JjsWiQ6MxkZJSnStXquLldRw3twtkZZVGozEBV8hS1FR44kmiTp1EpYIyZXaQkvIk7u6RqFQKFosGV9cLeHmdAMBsNl89BjfBYtHh778byMa9fGWCSugDhu73MHSPskN//8XFs6cwGp1JSKhDmTJ/o1KBxZJ3nlYUDf7+uzn3zzHWLv4Cq8WMxaJFozGTlFSD9PRKlC59GLjM6gVzyMnORqWCuLj65OSUxsdnL5DMjvU/0anPS5w6fMCWkOcn9omJQWRklMXb+xAQyx8/reL519+y4155eElSflV8fDze3t621z4+Phw5cuSBrDs9PZ20pCTCV33zQNZ3PavVgmK13vZyJ0+etP195UpVFEV39e/KXLmSd3Omo2MS3t6HiTx2mL//u5B/90cAEB8fQk5OKbKyfPHwOE1qYgJ/LJmHk5NTgXVkZWZyJTkJs9mBuLgGlC+/FYDExGAyM8uSmVkWN7dzGAwJbP56Lj4+d34Tk0qtLvSj4EGymE3orY/xA6SAAwcOsH9/0Vdebte2bduA/KfS+ZOS8iQAWm0gZcrsZvXq1WRlZRVa7vqny27fvh2AuLgG5OZ6kZXlg4fHGS5dusSsWbNwcbk/o//Ur1+fevXq3ZeyS4rMlCS7dl8xZmdhuqZV8E4oFgueXl6kJCdTtuzOAu9pNCYURUVMTGNAg8nkjJvbBfT6dOLiGlC27E4O/rGJUt6lUalAUVQ4O8fh7ByXV7YCGo2FcuX+AvJaxM1mM2lpFW1P/UxJScHH5yDh61eTdfHsHW2DztEJvZPhznfCXcpMSaKUc1m7rT8/hpJYFw8eyDuepqTUQFG0th+EaWmVSUu79jx9hMSYywBoNGYsFt3VJ32qiYvT4+KyjuS4GFQqyMnxIikpGIDExDqUL/8Hh7dvxVMLx48ds61bpQKTyYn4+PqAivh4DZUr/8rJvbsJ97yz7kiPel2UpPwqq9Va4MEKiqI8sActeHh4kJGR8UDWVRSzYsVyB8s5Of6v5cLJKYGsLB/b3yqVCUVRYzDknTz0ej0qwNHRkczMTAyGWHJySuHomIRabUStVqPX6bh+j+v1elQqFRqNEQeHFMzmvKTd2TmWtLQqaLXZODhcAcDRwaHQ8rdDo1Kh1div1VOncbBdqRF3z9nZmaSkvIdhODikoNHkYLE42BKaG3VdcXFxwZrfh+DqfGlpaTg7x5Cb64WjYzIajRGNRoODgwwPdr/4+/vbOwTSrSYyTLl3VYZOoya0dWsiIyOJj48nPj4ek8kEgNWqQa22YDDEk5Xlj8EQC4DZ7GQ7djo5OeLv68tR8lrWr1yphl6fjk6XjqNjKu7u7jg7O+Pp6YmzszN79uy5erOoCUXR2MoxODmhu8Pjm4uDzq4t1aWcy9q1PpTkumi42tBlMMSRlFTTNv1/dUSNwRAPgEajwWKxYLWq0WhMODomkZPjjbNzrO19s9mMTpeGVpuB2eyMwRBztXwDOo0aZ8P/GtYUBbTaHBwcUsnN9bTVbyepizekUpRrzj6PsZ9++ol9+/YxYcIEAObNm4eiKLfsvpKbm8uxY8cIDAx87E7QaWlpdOzYkdTUK6hUYDbr0WiMVy+N6VEUNVptDooCM2fOoH379mzYsIGwsDAAjEZXdLoMVCqFnj178t77o3A16AutZ8yYMaxZswZFUWE2O6LVZl/9BW5Ao8lFrbZQv359vv322we9C8RDbMuWLQwbNsz22mrVYrHo0emy0Gq1/PTTT1SpUqXIZdOzjLa6uH79ekaMGAEUrLO9evXio48+uv8bIh4p33//PePHjy8wLa9/ed5N6/C/bi0qlYpvl39H3dqB9O3bl0OHDmG1arBYHNDpstBoNKxcuZIaNfLGrDMajXTp0oXLly8XOAYbDAY2bNhQ4GqweDxcvnyZrl27kZubg8nkiFabA1DoPG0wONO7dy++/vprW7cTRVFhMrnY6mXffgNYvmwpkPeD0mx2RK/PG4Jz+fLl1K1bl9TUVDp27EhaWvo190moMJmc0evzGh9nz55NmzZtHvCeeDjcKmeUzpBXNW3alN27d5OcnEx2djabN2+mRYuibzwUedzc3Fi4cCEVK1YAQKs1Xv0ig0ZjtH35X3ppAO3btwegc+fOhIWF4eqadwLSatU888wzjBw58obrGTVqFN27d0erVaPTZePk5IiLiws6XRZqtYXmzZszffr0+7/BokRp27Yto0aNwvnqw6XUajM6XRa+vr7Mnj37hgn59bp06cLw4cNxcXG5Wmc1PPvss7ZEXYjb0atXL4YMGYJWq+XaJjG9Pt32WqMxYTAYmD59Ok9UD0ClUjFz5kyaNm2KWm1Bp8vCx8eHadOm2RLyvDL0LFiwgMDAQNsxuGLFisyfP18S8sdUmTJl+OKLeZQrVw6dLgeVCgxXW7Pz64ifnx8LFy5g2LBh9O/fH70+ryuqSqWg16fj4uLCe++9x3/eHMb777+PVqtFrbag12ei1+v5+OOPqVs3b/QzDw8PFi5cSIUK5a+JQkGvz8DZ2ZlRo0Y9tgl5cUhL+TV++eUXvvrqK0wmE88//zwDBw685TKPc0t5PkVROH/+PLGxsXh7e5Obm8uBAwdwc3OjY8eORe6X7OxsLly4gI+PD56eeaMJXNs6WZTk5GQSExOpUKECGo2GqKgoXF1d8fWV4ZXEjeXk5HDhwgUsFgs6nY7KlSuj0dz83oGi6mJRdVaIO5WZmcnp06exWCz4+voSHR2NSqUiJycHDw8PatWqhVarLVQXY2NjycjIoFKlSmi1N+6BevHiRUwmE5UqVZKbkQVWq5Vz587h6OhI2bJluXTpEpGRkfj7+1O1atUC3XXT0tKIiYnBxcWFjIwMKlSogJOTk60uGo1GDhw4gFqtpk6dOuj1hc/biqIQFRVFbGwser0eg8FApUqVcHR8vG/YvVXOKEn5XZKk/N65VVIuxIMidVE8LKQuioeF1MW7J91XhBBCCCGEeMhJUi6EEEIIIYSdSVIuhBBCCCGEnUlSLoQQQgghhJ1JUi6EEEIIIYSdSVIuhBBCCCGEnd14kFNRLPkjShqNRjtHUvKZjCZyNTJCp7A/qYviYSF1UTwspC7evfxc8UajkUtSfpdMJhMAp06dsnMkQgghhBDiYWcymYp8kJI8POguWa1WMjMz0el0BZ6IJYQQQgghRD5FUTCZTDg7Oxf5pF1JyoUQQgghhLAzudFTCCGEEEIIO5OkXAghhBBCCDuTpFwIIYQQQgg7k6RcCCGEEEIIO5OkXAghhBBCCDuTpFwIIYQQQgg7k6RcCCGEEEIIO5OkXNxTERER9OvXr9jz//XXXzz11FO899579zEqIWDkyJGsWbOmWPMePXqU0aNH3+eIhCho9uzZtGrViiVLlvDBBx9w6dIle4ckSojo6GgCAgL4+++/C0wPDQ0lOjq62OVcWwdvx5EjR5gyZQoAW7duZdasWbe1PNx+/vAo0to7APF427hxI0OHDqVXr172DkUIm6CgIIKCguwdhnjMrFu3jiVLllC5cmVCQ0P5z3/+Y++QRAmi0+kYM2YMP//8My4uLndUxrV18HacOXOGpKQkANq0aUObNm3uaP2PO0nKxT2XkpLCq6++Snx8PMHBwYwdO5bw8HBmz56N2WymXLlyjB8/ni1btrB161Z2796NWq0mJCSEjz76iNTUVAwGA6NHjyY4OJiRI0eSmppKVFQUYWFhlC5dmokTJ5KTk4Onpycff/wx5cuXt/dmi4eMoihMmjSJbdu24ePjg8VioWHDhoSGhvLHH38AMGfOHADefPNNGjduTGBgIAkJCbz//vvMnz+fZcuW0a9fP4KCgti/fz/Jycl8+OGHtGzZktjYWIYPH86VK1eoXr06e/fuZfv27fbcZFFCmM1mxo0bx+nTp0lMTCQgIIDSpUsTFxfHf/7zH5555hni4+MZNGgQK1as4OLFi0Ue8/r164e7uzunT59m5syZ1KhRw96bJuzIx8eHpk2bMnnyZMaPH1/o/fnz5/Pzzz+j0Who1qwZYWFhaDQa2/sfffSRrQ5OmzaNhISEQudtT09PJk+ezN9//41araZt27b079+f2bNnk5WVxZdffomvry979uyhXbt2/PDDD8yfPx+AZcuWERUVxdtvv82oUaOIi4sjPj6eJk2aMGHChAe2nx5qihD3UHh4uFK7dm3l3LlzitVqVYYNG6bMmTNH6d69u5KamqooiqJ89913yqhRoxRFUZQRI0Yoq1evVhRFUXr06KFs2rRJURRFOXjwoNKqVSslNzdXGTFihDJixAhFURQlNzdX6datm3Lp0iVFURRl+/btyoABAx7wVoqS4LffflP69u2rGI1GJSkpSWnWrJmyevVqpXXr1rZ5Zs+ercyePVtRFEWpXr26Eh4erihKXj3u27evoiiK0rdvX+XTTz9VFEVRtm7dqjz77LOKoijK0KFDleXLlyuKoiibN29Wqlev/sC2TZRse/bsUcaNG6coiqJYLBalb9++ysaNG5XWrVsrFy9eVBRFsf19s2Ne3759bfVXPN4uXryotG7dWklPT1datWql7Ny5U1GU/9Wjbdu2KT179lSysrIUk8mkvPHGG7bj17Xy509KSiryvB0dHa107txZURRFycrKUoYNG6bk5OQoq1evtp2n8/82Go1Ks2bNbGX06tVLOXz4sPLLL78oX3zxhaIoeef0tm3bKkePHi1w3H1cSUu5uOdCQkKoVKkSAN26dWPkyJGoVCr69+8PgNVqxd3dvcAymZmZXLhwgfbt2wNQp04d3N3diYyMBCA4OBiA8+fPc/HiRQYPHmxbNiMj435vkiiB9uzZQ/v27dHpdHh5edGiRYtbLlO7du0ipz/11FMAPPHEE6SmpgLw999/M3HiRADatWuHm5vbvQlcPPIaNGiAh4cHK1asIDIykvPnz5OVlVXkvLc65uUfG4UAcHFxYfz48bZuLPnCw8Pp0qULTk5OAPTo0YO1a9fy4osvFlnO4cOHiYmJKXTe9vX1xcHBgd69e9O6dWuGDx+Og4NDkWXodDratWvH5s2badasGampqQQHBxMcHMyRI0f45ptviIyMJDU19Yb1/3EjSbm457Ta/1UrRVEAqFevnu0SVm5uLpmZmQWWyZ/v+mkWiwUAR0dHIO/AUK5cOdatWweAxWIhMTHx3m+EKPFUKlWBeqXVarl8+XKBaWazuUB9za9n18s/6ahUKts0jUZTZL0V4la2bt3K7Nmz6d+/P8899xwpKSk3rEu3OubdqM6Kx1fz5s1t3VjyWa3WQvOZzeYblmGxWIo8b2u1Wn744Qf27NnD9u3b6d27N8uWLbthOU8//TSzZs3iypUrdOvWDcjrxrJp0yZeeOEFmjZtyqlTp+RYepWMviLuuf3793P58mWsVitr165lwIABHDp0iHPnzgHwxRdf8PnnnxdYxsXFhXLlyrF582YADh06RGJiIk888USB+apUqcKVK1fYt28fAKtXr2b48OEPYKtESdOkSRN+++03jEYjV65cYceOHbi6upKamkpycjJGo5EdO3bcVfm//PILkDeKUFpa2r0KXTzidu/eTadOnejRowdubm5ERETYGiDyaTQaLBaLHPPEHRk5ciQ7d+4kPj4egMaNG/Prr7+Sk5OD2Wxm9erVNG7c+IbL165du8jz9okTJ+jbty8NGjRgxIgRVK1alXPnzqHRaIpM8uvUqUN8fDzr1q2je/fuQN5Vxl69etG9e3dyc3M5efJkkT8aHkfSUi7uuWrVqjFq1CgSEhJo3LgxgwcPpmbNmrz99ttYrVZ8fX1tQydda8qUKYwbN445c+ag0+mYM2cOer2+wDx6vZ5Zs2YxYcIEcnNzcXFxKdAaIES+tm3bcvToUbp27Urp0qWpWrUqrq6uvPbaazz//PP4+fnd1Qgro0ePZsSIEaxatYonn3xSuq+IYuvZsyfDhw/n119/RafTUa9evULD1rVq1YpBgwaxaNEiOeaJ25bfjeXVV18FoHXr1vzzzz/06NEDs9lM8+bN6du37w2X9/b25rPPPit03vb09KROnTp07doVJycn6tWrR4sWLbh48SJz585l6tSpVKlSpUBZnTp1YufOnbYBGQYMGMC4ceNYsGABLi4u1K1bl+joaCpUqHD/dkgJoVLkmoEQQty2b7/9lqZNm1KtWjWOHz/OmDFjij0OuhBCCHE9aSkXQog7ULFiRd59913UajUODg5FDkEmhBBCFJe0lAshhBBCCGFncqOnEEIIIYQQdiZJuRBCCCGEEHYmSbkQQgghhBB2Jkm5EEIIIYQQdiZJuRBCCCGEEHYmSbkQQgghhBB2Jkm5EEIIIYQQdiZJuRBCCCGEEHYmSbkQQgghhBB2Jkm5EEIIIYQQdiZJuRBCCCGEEHYmSbkQQgghhBB2Jkm5EEIIIYQQdiZJuRBCCCGEEHYmSbkQQgghhBB2Jkm5EEIIIYQQdiZJuRBCCCGEEHYmSbkQQgghhBB2Jkm5EOK+UhTF3iGIB8hen/ejUM8ehW24V2RfiMeRJOVClFD9+vUjICCgwL+aNWvSuHFjBg8ezNmzZ+0S0+uvv257vWrVKmbOnPnA4ygpAgICWLx48Q3fDw0N5ZNPPnmAEf3P9Z9lcVz/eY8cOZKuXbve48gK27dvH2+99dZdlxMaGkpAQACTJ08u8v1Lly7ZvmvJycl3vb5rbdmyhbFjx97TMu+lkSNHFjreXPsvNzf3nqzHaDTy6aefsnXrVtu0e/09WLNmzX35DIW4W1p7ByCEuHP16tVjxIgRttdGo5GTJ08yb948Xn31VTZt2oSDg4Pd4ps/fz6tWrWy2/pLurlz5+Lm5mbvMIrt+s97yJAhZGVl3ff1/vjjj5w7d+6elKVSqdi8eXOB71W+TZs23ZN1FGXp0qUYDIb7Vv69UL58eaZOnVrke3q9/p6sIz4+nmXLlhESEmKbVtK+B0LcKUnKhSjB3NzcqFOnToFpDRs2xNHRkTFjxhAeHk7Lli3tE5y4azVr1rR3CHelQoUK9g7httWtW5cDBw5w4sSJQvt/48aNBAQE8O+//9opOvtydHQsdLx5EEr690CI4pLuK0I8glxcXApNi4qKYsiQIdStW5eQkBDCwsIKXL7Nyspi9OjRNG/enODgYJ599lk2b95se7+orghbtmwhICCA6OjoQusLDQ3l0qVLrFixgoCAgGKtoyipqamEhYXRoEEDGjVqxJQpU/jggw/o168fANHR0QQEBLB06VJCQ0Np1qwZBw4cAOD333+nR48e1KlTh5YtWzJz5kxMJlOBGK+/LD5hwgRCQ0NtrwMCAvj+++8ZPHgwtWvXJjQ0lOXLlxdYxmw2M2vWLFq1akVQUBDPPfccu3fvLjDPuXPnePXVV6lbty7t2rVjx44dN93u6+Nbs2YNjRo1Yvfu3Tz99NMEBgbSuXPnApf5ixIQEMD8+fPp0qULjRo1YuPGjQAcO3aMAQMGULt2bRo3bsz48ePJzs6+YTnx8fF88MEHNG/enFq1atG8eXMmTJiA0Wi0xXr95319ncnMzGTy5MmEhoYSHBzM888/z86dO23vR0REEBAQwL59++jduzdBQUG0adOGH3744YZxjRw5kp9++onTp08TEBBAREQEkFcvhg0bRtOmTalbty6DBw/m/PnzN91XADVq1KBChQqFWsUvX77M0aNH6dChQ6FlilPPFi5cyNixY2nYsKHtCldGRgaQ11Voz549bNu2zfZ9mjNnDs899xyfffYZISEh9O7dG7h1Xcvfh0ePHi0QY0hICHPmzAFg0KBBhISEkJiYaHv/tddeo0WLFqSlpd1yH91MVlYW48ePp2nTpgQHB9OvXz9OnDhRYJ5FixbRrl07goKCaNu2LfPmzcNqtRIdHU2bNm0AGDZsmO07nv89yMrKom7dunz11VcFysv/7PP3w5EjRxg4cCAhISEEBgbSoUMHvv/++7vaLiEeBEnKhSjBFEXBbDbb/mVmZhIREcGMGTMoU6aM7RJwYmIiffr04fLly3z++ed8/PHHHDp0iFdffdWWVE2ePJnw8HBGjx7NV199RdWqVRk2bNgd902fO3cu3t7edOjQgZUrV97ROhRF4Y033mD37t2MHj2aTz/9lO3bt7N+/fpC886aNYvhw4cTFhZGYGAgK1euZOjQoQQFBTF37lz69u3L119/zQcffHDb2zJ16lQMBgNz5syhXbt2jB8/nlWrVtneHzNmDEuWLKF///7MmzePKlWqMHDgQNuPg4yMDPr160dSUhJTpkxh0KBBjBw58rbjyMzMZNSoUbz44ot89dVXeHp68s4775CamnrT5ebOncuLL77IuHHjCAkJ4cyZM/Tt2xeVSsXMmTMZPnw4GzZs4O233y5yeavVymuvvcaJEycYO3YsixYt4umnn+bbb7+1fbZFfd5FlbFmzRoGDRrEnDlzKFOmDIMGDSr0A+Xdd9+lQ4cOLFiwgJo1a/Lhhx9y5syZImMbMmQILVu2pHz58qxcuZJatWoRGxtLz549iYqKYuzYsUycOJHo6Gj69OlDXFzcLfdzu3bt+P333wtM27RpE7Vr18bf37/A9OLWs6+++oq0tDSmT5/O22+/za+//sqXX34JwNixY6lZsyb16tVj5cqV+Pj4APDvv/9y9OhR5syZwxtvvAHcuq4VxyeffILVauXzzz8H8n7w7dixgwkTJtyym8i1x5v8f/kURWHw4MH8+uuvvP3228yaNQu9Xk+/fv24cOECABs2bGDWrFm89NJLLF68mJ49ezJnzhxWrVqFj48Pc+fOBfLqwPV97A0GA6GhobYflvk2bNiAt7c3jRo14vLly/Tv3x+DwcCsWbOYN28elStXZuzYsZw8ebLY+0gIe5DuK0KUYH/99Re1atUqMM3R0ZEmTZrwwQcf4OzsDOT1V83NzeXrr7/Gy8sLgODgYDp06MCGDRt45pln2LdvH82aNaNTp04A1K9fn9KlSxc46d6OmjVrotfrKV26tO2S9+2uY9euXRw8eJBvv/2WRo0a2eJu27ZtoXmfeeYZOnfuDOQlgDNnzqRLly6MGzcOgObNm+Pq6srYsWN57bXXePLJJ4u9LVWqVGHatGkAtGjRgpiYGObPn88LL7zA2bNnWbNmDZ9++ik9e/a0zZOQkMDMmTP59ttvWbNmDSkpKfzwww+2pM7d3Z0333yz2DEAmEwmwsLCbNtZqlQpnn76aSIiIopswc3XrFkz+vTpY3v92WefUapUKRYsWGDrC1ypUiVefPFF9u7dS4MGDQosHxcXh7u7O6NHj7bttyZNmrBjxw727t1Lv379ivy8r7Vt2zYOHDjAokWLeOqppwBo2bIlvXr1YsaMGbZpkNdy/PLLLwNQq1Ytfv/9d7Zv3061atUKlVuhQgW8vLy4fPmybb1z584lJyenQH1v2LAhbdu2ZcmSJbf8QdSxY0cWL17M2bNnqVq1KpDXdSW/3ua7nXrm5+fH9OnTUalUNG/enD179rB9+3bCwsKoVq0aLi4uGAyGAvvObDYzatQogoKCAIpV14rDz8+PsLAwxo0bR/v27Zk0aRK9evUq8BkU5fTp04WON5DXpz8oKIidO3cSHh7OkiVLaNq0KQBPPfUUXbp04csvv2TixIns3buXsmXL0qdPH1QqFQ0bNkSr1eLj44Ner6dGjRoAVKxYscjPu2vXrrzxxhtcuHDB1j0q/7NRq9WcPn2aOnXqMHXqVHQ6HQC1a9emUaNG7Nu377a+90I8aNJSLkQJVr9+fX788Ud+/PFHJk6ciIeHB61bt2b27NlUrFjRNl9ERAR16tTBzc3N1rrl7+9P1apVbZd869aty6pVq3jjjTdYuXIlKSkpthEX7pXbXceePXtwdXW1JeQAvr6+1K1bt9C8+ckT5CUvycnJdOzYscA8+V0p9u3bd1tx5yfB+dq0acOlS5eIjY1lz549QF5ydG3rYcuWLTlw4ABGo5EDBw5QvXr1Aq2sbdq0QaPR3FYcQIGkzc/PD+Cm3U6g4L6BvPrQrFkz1Gq1Ld46derg4uJSqNsNgL+/P8uWLaN69eqcP3+ebdu2MX/+fJKSkmxXWm5l7969ODs7F0r8OnfuzPHjx21dOa7fRjc3NwwGw23dMLp3714aNWpkS8gBvLy8aNKkie3zupng4GDKlClj61oVGxvLkSNHCv3wuZ16FhQUhEqlsr328/Mr1jZd+9kVp64VV+/evWnYsCFvvvkmrq6uRd7Yer0KFSrYjjfX/stPniMiInBycqJBgwYFWtGbN29OeHg4kHcMOHfuHD169GDBggWcOnWKV199tUCXsZtp3rw5Hh4ettbykydPEhkZSbdu3YC8H3rffPMNVquVkydPsnHjRhYuXAhwW/tHCHuQlnIhSjBXV1dbK1pQUBD+/v68/PLL6PV626VpyOuXffjw4SJbuby9vQH48MMP8fHxYd26dfz555+o1WratWvHZ599VmQf9Ttxu+tISUkpkFjlK126NAkJCQWmlSpVyvb3lStXCk2DvL72Dg4OBRLA4sjvTpAvP6bU1FRb15EWLVoUuWxKSgppaWl4enoWmK7RaIrctltxdHS0/a1W57WrWK3Wmy5z/X5ITU1l5cqVRXYzuX6/5vvhhx+YOXMmiYmJeHt7U7t2bRwcHIo9nnRaWhqlS5cuND1/WmZmpm3atdsIedt5O+NWp6Wl2Vpcr1WqVKkbdoO5Xn4XlsGDB7Nx40aCg4MLdV25nXrm5ORUYB6VSnXLbTIYDAVGZClOXSsulUpF165d2bNnDyEhIbarajfj4OBgO94UJTU1lezsbAIDAwu9l99q3b17dywWCytWrGD69OlMmzaNJ598kunTpxf68VgUnU5Hhw4d2LhxI4MGDeK3336jfPnyBAcHA2CxWJg0aRIrV67EZDJRoUIFWzc+GftcPOwkKRfiEdKkSROef/55fvjhBzp27GhrfXJxcaFFixZFjuWcfzJ2dHTkrbfe4q233iIyMpJNmzbxxRdfMGXKFD7++GNUKlWh5O/aRKo4brWO6/n4+BQ5lvCtxhf28PAAICkpqcD0tLQ0cnNzbe9D4YS2qNbL65Od/HK9vLxwdXVFpVLx3XffodUWPqR6enri4eFRqN+8oii2pO5Bc3FxoU2bNvzf//1fofeu//EAeS20Y8aMYciQIfTt29f2Y+L5558v9jrd3d0L3FiYL/9HwLWfyd260boSExOLvZ727duzdOlSoqOj2bRpU6GuK3B79exeKE5di4qKAgomoIqiFLqakpqayuzZswkICGDdunX06NGDhg0b3nV8pUqVKnQj5vWeffZZnn32WZKSkvjjjz+YN28eQ4cO5bfffivWerp27crKlSuJjo5m48aNdOnSxfbel19+yapVq5g8eTItW7bEYDCQnZ3Njz/+eFfbJsSDIN1XhHjEvPvuu7i6ujJp0iTb5dr69esTGRlJQEAAQUFBBAUFUb16debOncv+/fuxWCx07dqVb775BsjrQz148GDq1KlDTEwMkJe8JyUlFUhi9+/ff9NY8ltygWKt43ohISGkp6ezd+9e27Tk5GQOHTp00/VWrlwZT0/PIm8Ig7zx3SEvOY2Pj7e9b7VaOXjwYKHytm3bVuD11q1bqVKlCj4+PtSvXx9FUcjMzLTt26CgIHbv3s0333yDVqulUaNGnD59usDoH7t377bb5fT8+hAYGGiL19/fn2nTpnH69OlC8x86dAiVSsXgwYNtCXlcXBynTp0qkPxd+3kXtc7MzMxCN3X+9ttv1KpV667G079+vfXr1yciIqLAj7fk5GR2795t++xvpV69enh7e7Ny5UoOHz5cZJ/94tazO9mGohSnruVfcbq2Xh86dKjQfRsTJ07EarXa7tcYM2YMOTk5xY73RvElJydjMBgKxPfLL7/w888/AzB69Ghb40CpUqXo2bMnzz//vO0YUJwuXQ0aNMDPz49FixZx/vx5W9eV/G0NDAykU6dOtqsM+XVOWsrFw06SciEeMV5eXrz++utERUWxbNkyAF5++WXS09N57bXX2LJlC3/99ReDBg0iPDycwMBANBoNwcHBzJs3j++++46IiAgWLFjA/v37adeuHZB3yTw1NZWPP/6YiIgIZs2axZYtW24ai5ubG8ePH2fv3r2o1epbruN6jRs3JiQkhPfee49169axZcsWBg4cSG5uboH+udfTaDQMHTqUX3/9lY8//pidO3eyePFiJk2aRMeOHalevbptm/766y+WLVvG7t27eeeddwq1ekLeSf2TTz5h586dfPrpp/z+++8MGzYMyBtCr0OHDoSFhbFixQrCw8OZPXu2bQQctVrNM888Q/ny5XnjjTfYtGkT69atY9SoUbZL+g/akCFDOHbsGMOGDeOvv/7i999/Z+DAgZw8ebLIMaGDgoKwWq189tlnREREsHbtWvr374/RaCzQAnvt5319AtSqVStq165NWFgYK1euZPv27bz99tscPnz4rp/G6ebmRmxsLH///TdXrlzhpZdeQqfT8corr7B582Y2bdrEK6+8gl6vZ8CAAcUqM79r1ZIlS2w/Wq5X3HpW3G04e/YsERERN0yOi1PXAgIC8PX1ZdasWWzbto3169czYsQIXF1dbeXs2LGDtWvXMmLECDw8PPjoo4+4dOkSs2fPLna8RWndujVBQUEMGjSIn376ifDwcD755BOWLl1q65rSoEEDNm3axPTp0wkPD2ft2rV89913tmNAfpy7du264WgpKpWKzp07s2rVKgICAgrcEBoUFMThw4dZvnw5e/bsYfHixYwcORKVSnXXPzqEuN+k+4oQj6ABAwbw3Xff8eWXX/Lss89SpkwZ/vvf/zJlyhTCwsJQqVTUqlWLJUuW2PrefvjhhxgMBtsNfGXLlmXEiBEFRnl45513WL58OWvXrqVJkyZMmjSJgQMH3jCO119/3TYKxaZNm265jqLMnj2b8ePHM27cOPR6Pb1798bR0fGWTz/s27cvjo6OfP311/zwww/4+Pjw8ssvM2TIENs8b7zxBgkJCcyYMQOtVkv37t15/fXXC41D/tprr/HPP/8wZMgQKlSowIwZMwrc3Dd16lRmzZrFggULbNv13nvv8eqrrwJ5fXGXLl3K+PHjGTlyJG5ubrzzzjtMmTLlpttwvwQGBrJ06VJmzpzJW2+9hYODA/Xq1ePzzz/H19e30Pz5o/ksXbqU1atX4+fnR6dOndBqtSxduhSj0Yhery/0eV9Lo9GwaNEipk6dyowZM8jOzqZGjRosWLDghn2ki6tXr178+eefvP7663z++ed07tyZFStWMGXKFEaMGIFGo6Fhw4bMmDHDdnNscbRv357//ve/hW7kvFZx6llxvPTSS7zzzju89tprLF269Ibz3aquaTQaZs6cyYQJExg6dCjlypUjLCzMNvxiZmYmY8eOpUGDBjzzzDNA3s2kr7zyCosWLaJTp0437Td+MxqNhsWLFzN16lSmTJlCRkYGFStWZOLEiTz33HNA3ihJGRkZrFixgm+++QZXV1c6dOjAe++9B+RdvRo4cCDLly/n4MGD/PLLL0Wuq1u3bnz99deFnp0waNAgEhISmDt3Lrm5uVSqVIkxY8awfv36Iq+CCfEwUSlyPUcI8ZC6ePEiR48epX379rY+tBaLhdDQUDp27HhHY47froCAAN5//31b0iOEEELcD9JSLoR4qL3//vvs2rWLLl26YDKZ+PHHH0lOTuaFF16wd2hCCCHEPSNJuRDioVW+fHm++OILvvjiC/7zn/8AeX1Gly1bVqzh04QQQoiSQrqvCCGEEEIIYWcy+ooQQgghhBB2Jkm5EEIIIYQQdiZJuRBCCCGEEHYmSbkQQgghhBB2Jkm5EEIIIYQQdiZJuRBCCCGEEHb2/zR8ybPwxW7bAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.ticker as ticker\n",
    "\n",
    "data = barplot\n",
    "x = \"festival\"\n",
    "y = \"cfu\"\n",
    "order= ['before', 'during', 'after', 'No festival']\n",
    "\n",
    "box_pairs=[(\"before\", \"during\"), (\"before\", \"after\"), (\"during\", \"after\"),\n",
    "           (\"before\",\"No festival\"), (\"during\",\"No festival\"), (\"after\",\"No festival\")]\n",
    "\n",
    "test_short_name = 'Permutation Test'\n",
    "pvalues = [0.0001,0.1020,0.0359, 0.03690, 0.0051, 0.6967 ]\n",
    "\n",
    "sns.set(rc={'figure.figsize':(11.7,8.27)})\n",
    "sns.set_style(\"whitegrid\", {'axes.grid' : False})\n",
    "plt.rcParams[\"figure.figsize\"] = (11.7,8.27)\n",
    "\n",
    "ax = sns.boxplot(x=x, y=y, data=data, order=order, color='lightblue', showfliers=False)\n",
    "sns.stripplot(ax=ax, x=x, y=y, data=data, alpha=1, linewidth=2, order=order, color='darkblue')\n",
    "\n",
    "ax.xaxis.grid(which=\"major\", color='b', linewidth=0.7, alpha=0.1)\n",
    "ax.set_xlabel(\"Results grouped in relation to Montreux Festival\", size=16, labelpad=20)\n",
    "ax.set_ylabel(\"$\\itE. coli$ colony forming units per 100mL\", size=16, labelpad=20)\n",
    "plt.suptitle(\"Distribution of survey results summer 2016, 2017 and 2020\" , fontsize=16, family='sans')\n",
    "plt.title(f\"colony forming units per 100mL; n={len(barplot)}\", fontsize=16, family='sans', y=1.03)\n",
    "ax.yaxis.set_major_locator(ticker.MultipleLocator(100))\n",
    "\n",
    "\n",
    "test_results = add_stat_annotation(ax, data=data, x=x, y=y, order=order, fontsize='medium',\n",
    "                                   box_pairs=box_pairs,\n",
    "                                   perform_stat_test=False, pvalues=pvalues, test_short_name=test_short_name,\n",
    "                                   show_test_name=False,text_format='star',\n",
    "                                   pvalue_thresholds=[[1.1e-4, \"****\"], [1.1e-3, \"***\"], [1.1e-2, \"**\"], [0.05, \"*\"], [1, \"ns\"]],verbose=2)\n",
    "test_results\n",
    "\n",
    "plt.savefig(f\"plots/permutation_test_distribution.svg\")\n",
    "plt.savefig(f\"plots/permutation_test_distribution.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5c9c96c",
   "metadata": {},
   "source": [
    "The confidence interval should be extracted manually"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "29082c1d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Median c.i. for before goes from 0.0 to 33.333333333333336 and a median of 0.0\n",
      "Median c.i. for during goes from 62.5 to 260.4166666666667 and a median of 175.0\n",
      "Median c.i. for after goes from 0.0 to 58.333333333333336 and a median of 8.333333333333334\n",
      "Median c.i. for No festival goes from 0.0 to 100.0 and a median of 33.333333333333336\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 842.4x595.44 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig1, ax1 = plt.subplots()\n",
    "a = ax1.boxplot(barplot.query('festival == \"before\"')[\"cfu\"])\n",
    "print('Median c.i. for before goes from {} to {} and a median of {}'.format(ax1.lines[0].get_xydata()[1][1]\n",
    ",ax1.lines[0].get_xydata()[2][1], ax1.lines[5].get_xydata()[0][1]))\n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "a = ax1.boxplot(barplot.query('festival == \"during\"')[\"cfu\"])\n",
    "print('Median c.i. for during goes from {} to {} and a median of {}'.format(ax1.lines[0].get_xydata()[1][1]\n",
    ",ax1.lines[0].get_xydata()[2][1], ax1.lines[5].get_xydata()[0][1]))\n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "a = ax1.boxplot(barplot.query('festival == \"after\"')[\"cfu\"])\n",
    "print('Median c.i. for after goes from {} to {} and a median of {}'.format(ax1.lines[0].get_xydata()[1][1]\n",
    ",ax1.lines[0].get_xydata()[2][1], ax1.lines[5].get_xydata()[0][1]))\n",
    "\n",
    "fig1, ax1 = plt.subplots()\n",
    "a = ax1.boxplot(barplot.query('festival == \"No festival\"')[\"cfu\"])\n",
    "print('Median c.i. for No festival goes from {} to {} and a median of {}'.format(ax1.lines[0].get_xydata()[1][1]\n",
    ",ax1.lines[0].get_xydata()[2][1], ax1.lines[5].get_xydata()[0][1]))\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (3.7)",
   "language": "python",
   "name": "python3.7"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}