Parse Niederschlag.ipynb

       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>24 rows × 365 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "datetime  1    2    3    4    5    6    7    8    9    10   ...  356  357  \\\n",
       "00:00:00  0.0  0.0  0.0  0.6  0.8  0.0  0.0  0.0  0.0  0.0  ...  0.0  1.2   \n",
       "01:00:00  0.0  0.0  0.0  1.1  0.4  0.0  0.0  0.0  0.3  0.0  ...  0.0  0.6   \n",
       "02:00:00  0.0  0.0  2.4  1.1  0.0  0.0  0.0  0.0  0.3  0.0  ...  0.1  0.2   \n",
       "03:00:00  0.0  0.0  0.1  0.6  0.6  0.0  0.0  0.3  0.4  0.0  ...  0.4  0.3   \n",
       "04:00:00  0.0  0.0  0.0  1.0  0.0  0.0  0.0  0.2  0.8  0.0  ...  0.0  0.2   \n",
       "05:00:00  0.0  0.0  0.0  1.6  0.0  0.0  0.0  1.0  0.9  0.0  ...  0.0  0.0   \n",
       "06:00:00  0.0  0.0  0.2  2.5  0.0  0.0  0.0  0.4  0.1  0.0  ...  0.1  0.1   \n",
       "07:00:00  0.0  0.0  1.2  1.6  0.0  0.0  0.0  0.1  0.2  0.0  ...  1.4  0.0   \n",
       "08:00:00  0.0  0.0  2.8  1.1  0.0  0.0  0.0  0.0  0.8  0.0  ...  0.3  0.0   \n",
       "09:00:00  0.0  0.0  0.1  1.2  0.0  0.1  0.0  0.0  0.2  0.0  ...  1.1  0.0   \n",
       "10:00:00  0.0  0.0  0.1  1.2  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.0   \n",
       "11:00:00  0.0  0.0  0.9  1.5  0.0  0.0  0.1  0.0  0.1  0.0  ...  0.0  0.0   \n",
       "12:00:00  0.0  0.0  0.0  3.2  0.0  0.0  0.2  0.0  0.0  0.0  ...  0.1  0.1   \n",
       "13:00:00  0.0  0.0  0.0  1.9  0.0  0.0  0.1  0.0  0.0  0.0  ...  0.0  0.5   \n",
       "14:00:00  0.0  0.0  0.0  0.5  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.2  1.5   \n",
       "15:00:00  0.0  0.0  0.2  0.6  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.4  2.3   \n",
       "16:00:00  0.0  0.0  0.1  0.8  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.3  2.3   \n",
       "17:00:00  0.0  0.0  0.0  0.4  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  1.1   \n",
       "18:00:00  0.0  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.2  1.4   \n",
       "19:00:00  0.0  0.0  0.5  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.2  1.8   \n",
       "20:00:00  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.0  0.6   \n",
       "21:00:00  0.0  0.0  0.3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.1  1.5   \n",
       "22:00:00  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  0.7  0.1   \n",
       "23:00:00  0.0  0.0  0.5  0.0  0.0  0.0  0.0  0.0  0.0  0.0  ...  1.3  0.0   \n",
       "\n",
       "datetime  358  359  360  361  362  363  364  365  \n",
       "00:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "01:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "02:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "03:00:00  0.0  0.0  0.0  0.0  0.0  0.1  0.0  0.0  \n",
       "04:00:00  0.0  0.0  0.0  0.0  0.0  0.1  0.0  0.0  \n",
       "05:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "06:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "07:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "08:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "09:00:00  0.0  0.0  0.4  0.0  0.0  0.0  0.0  0.0  \n",
       "10:00:00  0.0  0.0  1.1  0.0  0.0  0.0  0.0  0.0  \n",
       "11:00:00  0.0  0.0  0.6  0.0  0.0  0.0  0.0  0.0  \n",
       "12:00:00  0.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "13:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "14:00:00  0.2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "15:00:00  0.2  0.0  0.1  0.0  0.0  0.0  0.0  0.0  \n",
       "16:00:00  0.0  0.0  0.0  0.0  0.0  0.7  0.1  0.0  \n",
       "17:00:00  0.0  0.0  0.0  0.0  0.0  1.4  1.1  0.0  \n",
       "18:00:00  0.0  0.0  2.2  0.0  0.0  0.0  0.1  0.0  \n",
       "19:00:00  0.0  0.0  1.0  0.0  0.0  0.0  0.1  0.0  \n",
       "20:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "21:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "22:00:00  0.0  0.0  0.1  0.0  0.0  0.0  0.0  0.0  \n",
       "23:00:00  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  \n",
       "\n",
       "[24 rows x 365 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rain2022 = pd.pivot_table(df3, values='precipitation', index=df3.index.time, columns=df3.index.dayofyear)\n",
    "rain2022"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "42ddd82d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f1b17ef2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(rain2022, annot=False, cmap='viridis', vmax=5)\n",
    "plt.title('mm/h Regen in Würzburg, 2022')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "29be9114",
   "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>precipitation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-31</th>\n",
       "      <td>35.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-28</th>\n",
       "      <td>28.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-31</th>\n",
       "      <td>29.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30</th>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-31</th>\n",
       "      <td>68.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-06-30</th>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-31</th>\n",
       "      <td>54.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-08-31</th>\n",
       "      <td>69.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-31</th>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>166 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            precipitation\n",
       "datetime                 \n",
       "2010-01-31           35.9\n",
       "2010-02-28           28.5\n",
       "2010-03-31           29.7\n",
       "2010-04-30           23.7\n",
       "2010-05-31           68.4\n",
       "...                   ...\n",
       "2023-06-30           21.3\n",
       "2023-07-31           54.2\n",
       "2023-08-31           69.9\n",
       "2023-09-30           18.6\n",
       "2023-10-31           52.7\n",
       "\n",
       "[166 rows x 1 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df2[(df2.index.year >= 2010)].resample('M').sum()\n",
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "283cd890",
   "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>precipitation</th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2010-01-31</th>\n",
       "      <td>35.9</td>\n",
       "      <td>2010</td>\n",
       "      <td>Jan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-02-28</th>\n",
       "      <td>28.5</td>\n",
       "      <td>2010</td>\n",
       "      <td>Feb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-03-31</th>\n",
       "      <td>29.7</td>\n",
       "      <td>2010</td>\n",
       "      <td>Mar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-04-30</th>\n",
       "      <td>23.7</td>\n",
       "      <td>2010</td>\n",
       "      <td>Apr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-05-31</th>\n",
       "      <td>68.4</td>\n",
       "      <td>2010</td>\n",
       "      <td>May</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-06-30</th>\n",
       "      <td>21.3</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jun</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-07-31</th>\n",
       "      <td>54.2</td>\n",
       "      <td>2023</td>\n",
       "      <td>Jul</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-08-31</th>\n",
       "      <td>69.9</td>\n",
       "      <td>2023</td>\n",
       "      <td>Aug</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-09-30</th>\n",
       "      <td>18.6</td>\n",
       "      <td>2023</td>\n",
       "      <td>Sep</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-10-31</th>\n",
       "      <td>52.7</td>\n",
       "      <td>2023</td>\n",
       "      <td>Oct</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>166 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            precipitation  Year Month\n",
       "datetime                             \n",
       "2010-01-31           35.9  2010   Jan\n",
       "2010-02-28           28.5  2010   Feb\n",
       "2010-03-31           29.7  2010   Mar\n",
       "2010-04-30           23.7  2010   Apr\n",
       "2010-05-31           68.4  2010   May\n",
       "...                   ...   ...   ...\n",
       "2023-06-30           21.3  2023   Jun\n",
       "2023-07-31           54.2  2023   Jul\n",
       "2023-08-31           69.9  2023   Aug\n",
       "2023-09-30           18.6  2023   Sep\n",
       "2023-10-31           52.7  2023   Oct\n",
       "\n",
       "[166 rows x 3 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import calendar\n",
    "df4['Year'] = df4.index.year\n",
    "df4['Month'] = df4.index.month\n",
    "df4['Month'] = df4['Month'].apply(lambda x: calendar.month_abbr[x])\n",
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "28a0fd61",
   "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></th>\n",
       "      <th>precipitation</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2010</th>\n",
       "      <th>Jan</th>\n",
       "      <td>35.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>28.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>29.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apr</th>\n",
       "      <td>23.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>68.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">2023</th>\n",
       "      <th>Jun</th>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>54.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>69.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>166 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            precipitation\n",
       "Year Month               \n",
       "2010 Jan             35.9\n",
       "     Feb             28.5\n",
       "     Mar             29.7\n",
       "     Apr             23.7\n",
       "     May             68.4\n",
       "...                   ...\n",
       "2023 Jun             21.3\n",
       "     Jul             54.2\n",
       "     Aug             69.9\n",
       "     Sep             18.6\n",
       "     Oct             52.7\n",
       "\n",
       "[166 rows x 1 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df4 = df4.set_index(['Year', 'Month'])\n",
    "df4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8e3bd7d1",
   "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>Year</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "      <th>2017</th>\n",
       "      <th>2018</th>\n",
       "      <th>2019</th>\n",
       "      <th>2020</th>\n",
       "      <th>2021</th>\n",
       "      <th>2022</th>\n",
       "      <th>2023</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Jan</th>\n",
       "      <td>35.9</td>\n",
       "      <td>38.6</td>\n",
       "      <td>66.6</td>\n",
       "      <td>29.8</td>\n",
       "      <td>31.1</td>\n",
       "      <td>53.3</td>\n",
       "      <td>62.2</td>\n",
       "      <td>14.7</td>\n",
       "      <td>56.1</td>\n",
       "      <td>37.2</td>\n",
       "      <td>23.2</td>\n",
       "      <td>54.6</td>\n",
       "      <td>50.7</td>\n",
       "      <td>41.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Feb</th>\n",
       "      <td>28.5</td>\n",
       "      <td>31.4</td>\n",
       "      <td>12.2</td>\n",
       "      <td>35.1</td>\n",
       "      <td>39.6</td>\n",
       "      <td>8.4</td>\n",
       "      <td>60.1</td>\n",
       "      <td>21.2</td>\n",
       "      <td>12.4</td>\n",
       "      <td>10.6</td>\n",
       "      <td>106.5</td>\n",
       "      <td>48.6</td>\n",
       "      <td>51.0</td>\n",
       "      <td>20.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Mar</th>\n",
       "      <td>29.7</td>\n",
       "      <td>6.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>26.1</td>\n",
       "      <td>7.7</td>\n",
       "      <td>43.3</td>\n",
       "      <td>36.5</td>\n",
       "      <td>41.6</td>\n",
       "      <td>46.0</td>\n",
       "      <td>44.8</td>\n",
       "      <td>27.0</td>\n",
       "      <td>35.8</td>\n",
       "      <td>18.4</td>\n",
       "      <td>72.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Apr</th>\n",
       "      <td>23.7</td>\n",
       "      <td>14.2</td>\n",
       "      <td>11.8</td>\n",
       "      <td>42.1</td>\n",
       "      <td>40.7</td>\n",
       "      <td>17.3</td>\n",
       "      <td>49.6</td>\n",
       "      <td>20.9</td>\n",
       "      <td>34.5</td>\n",
       "      <td>27.8</td>\n",
       "      <td>10.9</td>\n",
       "      <td>17.6</td>\n",
       "      <td>87.8</td>\n",
       "      <td>49.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>May</th>\n",
       "      <td>68.4</td>\n",
       "      <td>6.6</td>\n",
       "      <td>34.7</td>\n",
       "      <td>99.7</td>\n",
       "      <td>73.7</td>\n",
       "      <td>22.4</td>\n",
       "      <td>66.9</td>\n",
       "      <td>118.4</td>\n",
       "      <td>48.4</td>\n",
       "      <td>72.0</td>\n",
       "      <td>41.2</td>\n",
       "      <td>69.8</td>\n",
       "      <td>28.9</td>\n",
       "      <td>21.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jun</th>\n",
       "      <td>21.5</td>\n",
       "      <td>110.0</td>\n",
       "      <td>67.2</td>\n",
       "      <td>44.7</td>\n",
       "      <td>16.7</td>\n",
       "      <td>39.3</td>\n",
       "      <td>53.4</td>\n",
       "      <td>49.3</td>\n",
       "      <td>27.3</td>\n",
       "      <td>44.6</td>\n",
       "      <td>75.6</td>\n",
       "      <td>100.9</td>\n",
       "      <td>23.2</td>\n",
       "      <td>21.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jul</th>\n",
       "      <td>75.2</td>\n",
       "      <td>94.6</td>\n",
       "      <td>66.8</td>\n",
       "      <td>36.3</td>\n",
       "      <td>77.5</td>\n",
       "      <td>26.7</td>\n",
       "      <td>47.5</td>\n",
       "      <td>85.0</td>\n",
       "      <td>54.4</td>\n",
       "      <td>25.3</td>\n",
       "      <td>15.5</td>\n",
       "      <td>138.7</td>\n",
       "      <td>17.5</td>\n",
       "      <td>54.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Aug</th>\n",
       "      <td>185.1</td>\n",
       "      <td>43.4</td>\n",
       "      <td>28.0</td>\n",
       "      <td>108.9</td>\n",
       "      <td>95.1</td>\n",
       "      <td>67.6</td>\n",
       "      <td>30.6</td>\n",
       "      <td>61.1</td>\n",
       "      <td>22.5</td>\n",
       "      <td>39.2</td>\n",
       "      <td>61.9</td>\n",
       "      <td>82.0</td>\n",
       "      <td>40.2</td>\n",
       "      <td>69.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sep</th>\n",
       "      <td>55.3</td>\n",
       "      <td>28.3</td>\n",
       "      <td>44.8</td>\n",
       "      <td>88.9</td>\n",
       "      <td>31.2</td>\n",
       "      <td>26.2</td>\n",
       "      <td>32.5</td>\n",
       "      <td>68.3</td>\n",
       "      <td>24.1</td>\n",
       "      <td>31.2</td>\n",
       "      <td>31.9</td>\n",
       "      <td>6.0</td>\n",
       "      <td>109.1</td>\n",
       "      <td>18.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oct</th>\n",
       "      <td>27.6</td>\n",
       "      <td>36.1</td>\n",
       "      <td>41.9</td>\n",
       "      <td>56.5</td>\n",
       "      <td>39.2</td>\n",
       "      <td>28.5</td>\n",
       "      <td>38.1</td>\n",
       "      <td>36.1</td>\n",
       "      <td>8.8</td>\n",
       "      <td>65.9</td>\n",
       "      <td>41.6</td>\n",
       "      <td>42.5</td>\n",
       "      <td>43.9</td>\n",
       "      <td>52.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nov</th>\n",
       "      <td>87.0</td>\n",
       "      <td>0.6</td>\n",
       "      <td>79.7</td>\n",
       "      <td>60.2</td>\n",
       "      <td>35.3</td>\n",
       "      <td>87.8</td>\n",
       "      <td>66.0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>11.4</td>\n",
       "      <td>37.2</td>\n",
       "      <td>9.6</td>\n",
       "      <td>26.3</td>\n",
       "      <td>43.7</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dec</th>\n",
       "      <td>106.5</td>\n",
       "      <td>109.5</td>\n",
       "      <td>78.5</td>\n",
       "      <td>30.2</td>\n",
       "      <td>41.3</td>\n",
       "      <td>27.6</td>\n",
       "      <td>7.4</td>\n",
       "      <td>49.9</td>\n",
       "      <td>86.2</td>\n",
       "      <td>54.2</td>\n",
       "      <td>48.3</td>\n",
       "      <td>60.5</td>\n",
       "      <td>46.9</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Year    2010   2011  2012   2013  2014  2015  2016   2017  2018  2019   2020  \\\n",
       "Month                                                                          \n",
       "Jan     35.9   38.6  66.6   29.8  31.1  53.3  62.2   14.7  56.1  37.2   23.2   \n",
       "Feb     28.5   31.4  12.2   35.1  39.6   8.4  60.1   21.2  12.4  10.6  106.5   \n",
       "Mar     29.7    6.2   5.7   26.1   7.7  43.3  36.5   41.6  46.0  44.8   27.0   \n",
       "Apr     23.7   14.2  11.8   42.1  40.7  17.3  49.6   20.9  34.5  27.8   10.9   \n",
       "May     68.4    6.6  34.7   99.7  73.7  22.4  66.9  118.4  48.4  72.0   41.2   \n",
       "Jun     21.5  110.0  67.2   44.7  16.7  39.3  53.4   49.3  27.3  44.6   75.6   \n",
       "Jul     75.2   94.6  66.8   36.3  77.5  26.7  47.5   85.0  54.4  25.3   15.5   \n",
       "Aug    185.1   43.4  28.0  108.9  95.1  67.6  30.6   61.1  22.5  39.2   61.9   \n",
       "Sep     55.3   28.3  44.8   88.9  31.2  26.2  32.5   68.3  24.1  31.2   31.9   \n",
       "Oct     27.6   36.1  41.9   56.5  39.2  28.5  38.1   36.1   8.8  65.9   41.6   \n",
       "Nov     87.0    0.6  79.7   60.2  35.3  87.8  66.0   62.4  11.4  37.2    9.6   \n",
       "Dec    106.5  109.5  78.5   30.2  41.3  27.6   7.4   49.9  86.2  54.2   48.3   \n",
       "\n",
       "Year    2021   2022  2023  \n",
       "Month                      \n",
       "Jan     54.6   50.7  41.8  \n",
       "Feb     48.6   51.0  20.5  \n",
       "Mar     35.8   18.4  72.5  \n",
       "Apr     17.6   87.8  49.3  \n",
       "May     69.8   28.9  21.9  \n",
       "Jun    100.9   23.2  21.3  \n",
       "Jul    138.7   17.5  54.2  \n",
       "Aug     82.0   40.2  69.9  \n",
       "Sep      6.0  109.1  18.6  \n",
       "Oct     42.5   43.9  52.7  \n",
       "Nov     26.3   43.7   NaN  \n",
       "Dec     60.5   46.9   NaN  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_precipitation = df4.reset_index().pivot_table(columns='Year',index='Month',values='precipitation', sort=False)\n",
    "df_precipitation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "fa12c1b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax=sns.heatmap(df_precipitation, cmap='viridis_r', annot=True, fmt=\".0f\")\n",
    "ax.invert_yaxis()\n",
    "plt.title(\"Precipitation in Würzburg [mm / month]\");\n",
    "plt.savefig('wurzburg_monthly_precipitations.png', facecolor='w', bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "470cf56e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABkYAAANrCAYAAAATQSSyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAABeFklEQVR4nOzde7iVZYH//8+GzVlAAWGzFYUIZzQ0FRQPJaiIGWhF5aSNR3I0lYbEMc1MbAxM8xT2bb42qKhDdFDMskxNZcbQEbFSsbQDIhRbioiD4gZx/f7oy/61OelGcLO9X6/rWtflep57rX0/+14arTfP81RVKpVKAAAAAAAACtCquScAAAAAAADwdhFGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAANjqbrnlllRVVaV9+/aZP3/+BvuHDRuWgQMHNtrWt2/fnHrqqVt1HlVVVZkwYcJWfc+tZcKECamqqsqf//znNxy7LX43b8YLL7yQqqqq3HLLLVvl/c4999xUVVWlrq6u0fa//OUvadWqVdq0aZOVK1c22rdw4cJUVVXlvPPOa9h26qmnZocddkiSfPWrX01VVVVeeOGFrTLHjf2M7d3DDz+cqqqqhscTTzzR3FN60+6+++5UV1fnT3/60ybH9O3bN6NGjdqi938rr13nrrvuarG/XwAANk4YAQBgm6mvr88XvvCFNzV2xowZueSSS7bxjGiK3r1759FHH83IkSO3yvsdfvjhSf72Rf7fmzlzZqqrq1NVVZVHHnmk0b6HHnqo0WuT5JJLLmnY/slPfjKPPvpoevfuvVXm2JJ9/etfz6OPPpo999yzuafypt1xxx057LDDsvPOOzf3VDZp6NChefTRR9/0f8sAANj+CSMAAGwzH/jABzJt2rT88pe/fMOx++23X/r37/82zGrLrFmzJq+99lpzT+Nt1a5duxx00EFb7UvrYcOGpaqqaoMw8vDDD+eAAw7I4MGDG4LH3+9r1apVDjvssIZt/fv3zwEHHJDkb/HmoIMOSrt27d7w569atSqVSuWtH8hW9Morr2y199prr71y0EEHpVOnTlvtPbelNWvW5O67785HP/rR5p7KRq37vOy000456KCDtuv/PgEA0DTCCAAA28wFF1yQ7t2753Of+9wbjt3Y5aKWL1+e888/P/369Uvbtm2zyy67ZNy4cXn55Zc3GHfGGWeke/fu2WGHHfKBD3wgzz///EZ/zm9+85uceOKJ6dmzZ9q1a5c999wzX//61xuNWXdpottuuy3jx4/PLrvsknbt2uW3v/1tXnnllYY5tW/fPt26dcvgwYPzrW99q9F7/O///m+OPfbYdO/ePe3bt0///v0zbty4Debz0ksv5YQTTkjXrl3Tq1evnH766Vm2bNlmf1evvvpqxo8fn3333Tddu3ZNt27dcvDBB+f73//+BmP/+te/ZsyYMenWrVt22GGHjBw5Mr///e/f1GXGNnYprXWXAJs7d26T5929e/fsvffeGw0jw4YNy9ChQzcaRvbff/907do1yaYvj7b+52fd5dzuu+++nH766dl5553TsWPH1NfXN7os0vqP9S/JNXfu3Bx55JHp1KlTdt5555x77rmNYsbmLje2/lzX/e6efPLJfOxjH8tOO+3U8GV7fX19xo8fn5qamnTs2DGHHXZY5syZ85Yvo7bukmC//vWvc/TRR6dTp07p3bt3rrjiiiTJY489lve9733p1KlT9thjj0ydOrXR69f9Hh988MGGf8e6dOmSk08+OS+//HLq6upy/PHHZ8cdd0zv3r1z/vnnZ82aNW9qbj/96U+zbNmyfOQjH2nycV122WUZMmRIunXrli5dumT//ffPlClTNhm+7r333uy///7p0KFD/vEf/zE33XTTRo9zY58XAADeeaqbewIAALxzde7cOV/4whfyr//6r3nwwQdzxBFHvOnXvvLKKxk6dGgWLlyYz3/+89lnn30yd+7cfPGLX8zTTz+dBx54IFVVValUKvnwhz+cWbNm5Ytf/GIOOOCA/OxnP8sxxxyzwXs+++yzOeSQQ7Lbbrvl6quvTk1NTX7yk5/kM5/5TP785z/n0ksvbTT+oosuysEHH5z/+I//SKtWrdKzZ8+cd955ue2223L55Zdnv/32y8svv5xnnnkmS5YsaXjdT37ykxx77LHZc889c80112S33XbLCy+8kPvuu2+DOX30ox/NP/3TP2XMmDF5+umnc9FFFyXJBl/c/r36+vr85S9/yfnnn59ddtklq1evzgMPPJDRo0fn5ptvzsknn5wkef3113PsscfmiSeeyIQJE7L//vvn0UcfzQc+8IE3vQ6bsiXzTv52Sazrr78+ixYtSu/evbNkyZI8/fTTueqqq/L666/nqquuyvLly9OlS5csWLAgv//979/SGQWnn356Ro4cmdtuuy0vv/xy2rRpk0cffbTRmFWrVuWkk07K2rVr061bt4bta9asyQc/+MGceeaZufDCCzNr1qxcfvnlmT9/fn7wgx9s8ZxGjx6dT3ziEznrrLMaIt9pp52Wb3/727ngggtyxBFH5Nlnn81HPvKRLF++fIt/zt8fx+jRo3PWWWfl3/7t3zJt2rRcdNFFWb58ee6444587nOfy6677prJkyfn1FNPzcCBAzNo0KBG7/GpT30qo0ePzvTp0/Pzn/88n//85/Paa6/lueeey+jRo/Mv//IveeCBB/KVr3wltbW1je4Jsyl33HFHDj744NTW1jb5mF544YWceeaZ2W233ZL8LfCMHTs2f/jDH/LFL36x0dhf/vKXGT9+fC688ML06tUr//mf/5kxY8bk3e9+d6MzkZKNf14AAHgHqgAAwFZ28803V5JUZs+eXamvr6+8613vqgwePLjy+uuvVyqVSmXo0KGV97znPY1es/vuu1dOOeWUhueTJk2qtGrVqjJ79uxG4773ve9VklR+9KMfVSqVSuXHP/5xJUnl+uuvbzTuy1/+ciVJ5dJLL23YdvTRR1d23XXXyrJlyxqNPffccyvt27ev/OUvf6lUKpXKQw89VElSOeywwzY4toEDB1Y+/OEPb/b4+/fvX+nfv39l1apVmxxz6aWXVpJUrrzyykbbzz777Er79u0bfleVyoa/m/W99tprlTVr1lTGjBlT2W+//Rq233PPPZUklW984xuNxk+aNGmD383GzJs3r5KkcvPNN2/RvDfmrrvuqiSpTJs2rVKpVCp33HFHpbq6urJixYrK8uXLK61bt6788Ic/rFQqlcrUqVMbrXWlUtnkvNf/Ha37DJ588smbnc9rr71W+dCHPlTZYYcdKnPmzGnYfsopp2z2c/XII49UKpWN/442Ndd1v7svfvGLjcbNnTu3kqTyuc99rtH2b33rW5Ukm137SuX//7w+9NBDG+xbdxx33HFHw7Y1a9ZUdt5550qSypNPPtmwfcmSJZXWrVtXzjvvvIZt636PY8eObfS+H/7whytJKtdcc02j7fvuu29l//333+x8K5W//d579OhRufrqq99w7O67714ZOXLkJvevXbu2smbNmsqXvvSlSvfu3Tf4d6d9+/aV+fPnN2xbtWpVpVu3bpUzzzxzg+Pc3Ofl7/+7BgBAy+ZSWgAAbFNt27bN5ZdfnieeeCLf+c533vTrfvjDH2bgwIHZd99989prrzU8jj766Eb3qfj7m3D/vRNPPLHR81dffTU//elP85GPfCQdO3Zs9J4f/OAH8+qrr+axxx5r9JqNnalw4IEH5sc//nEuvPDCPPzww1m1alWj/c8//3x+97vfZcyYMWnfvv0bHudxxx3X6Pk+++yTV199NYsXL97s67773e/m0EMPzQ477JDq6uq0adMmU6ZMya9+9auGMTNnzkySHH/88Y1ee8IJJ7zhvLbVvIcOHZpWrVo1rN/DDz+cwYMHZ4cddkjnzp2z//77N6zpww8/nOrq6rzvfe/b4nm+0dkm5557bu65555897vfzf7777/B/k19rta/5NdbmdOm1uljH/tYqqvf+kn+VVVV+eAHP9jwvLq6Ou9+97vTu3fv7Lfffg3bu3Xrlp49e2b+/PkbvMeoUaMaPV93g/eRI0dusH1jr1/fzJkz8+c//zmjR49u0rGs8+CDD2b48OHp2rVrWrdunTZt2uSLX/xilixZssFncN999204syRJ2rdvnz322GOj89xe73cCAMDWJYwAALDNfeITn8j++++fiy+++E3ff+Cll17KU089lTZt2jR6dO7cOZVKJX/+85+TJEuWLEl1dXW6d+/e6PU1NTWNni9ZsiSvvfZaJk+evMF7rvvSeN17rtO7d+8N5vW1r30tn/vc53LXXXfl8MMPT7du3fLhD384v/nNb5Ikf/rTn5Iku+6665s6zvXnve4m4usHl79355135vjjj88uu+yS22+/PY8++mhmz56d008/Pa+++mqjY66urm50eagk6dWr15ua29aed5LsuOOO2XfffRvCwkMPPZShQ4c27B86dGij6DV48OB07tx5i+e5sTVc5/LLL89//Md/5P/+3/+70cuLbe5z9feXTnurc1r3Xuuvy8Z+/pbo2LHjBpGubdu2G3wu1m3/+8/QOuuPbdu27Sa3b+z16/ve976XQYMGpW/fvm84dn2PP/54RowYkST55je/mZ/97GeZPXt2Lr744iQbfgY39jts167dRj+rm/u8AADwzuEeIwAAbHNVVVX5yle+kqOOOio33njjm3pNjx490qFDh03es6JHjx5J/val52uvvZYlS5Y0+gK0rq6u0fiddtoprVu3zkknnZRzzjlno+/Zr1+/Dea9vk6dOuWyyy7LZZddlpdeeqnh7JFjjz02v/71r7PzzjsnSRYuXPimjnNL3H777enXr1++/e1vN5rj+jeKXve7+ctf/tLoC+z1fzdvt8MPPzxXX311nnrqqcydOzdXXnllw76hQ4fmmmuuyVNPPZUXXnhhg7Nb2rVrt9EbYm8qVGxsDZO/3Wz7kksuyYQJE3L66advdMzmPlfrtq0LDuvPaXPhZP05rXuvl156KbvssssGP/+d5vXXX8+MGTPymc98ZoteP3369LRp0yY//OEPGwWfu+666y3PbVOfFwAA3lmcMQIAwNti+PDhOeqoo/KlL30pK1eufMPxo0aNyu9+97t07949gwcP3uCx7m+aH3744UmS//qv/2r0+mnTpjV63rFjxxx++OH5+c9/nn322Wej79nUv53fq1evnHrqqTnhhBPy3HPP5ZVXXskee+yR/v3756abbtroF/hbQ1VVVdq2bdvoS9y6urp8//vfbzRu3ZkY3/72txttnz59+jaZ15u1bs0uu+yytGrVqtGlstb982WXXdZo7Dp9+/bNU0891Wjbgw8++KY+U+vce++9OeOMM3L66afn0ksv3ezYTX2uhg0bluRvn4H27dtvMKf112Jz1t0AfP11+t73vpfXXnvtTb9PSzFr1qzU1dVt8WWrqqqqUl1dndatWzdsW7VqVW677batNUUAAN7hnDECAMDb5itf+UoGDRqUxYsX5z3vec9mx44bNy533HFHDjvssHz2s5/NPvvsk9dffz0vvvhi7rvvvowfPz5DhgzJiBEjcthhh+WCCy7Iyy+/nMGDB+dnP/vZRr8kvf766/O+970v73//+/PpT386ffv2zYoVK/Lb3/42P/jBD/Lggw++4TEMGTIko0aNyj777JOddtopv/rVr3Lbbbfl4IMPTseOHZMkX//613PsscfmoIMOymc/+9nstttuefHFF/OTn/xkgy/at8SoUaNy55135uyzz87HPvaxLFiwIP/+7/+e3r17N1zSK0k+8IEP5NBDD8348eOzfPnyDBo0KI8++mhuvfXWJEmrVs3z96QOO+ywtG7dOjNmzNjgUlk77rhj3vve92bGjBlp06ZNDj300EavPemkk3LJJZfki1/8YoYOHZpnn302N9xwQ7p27fqmfva8efPy8Y9/PO9617ty2mmnbXBfmf3226/hsmBt27bN1VdfnZUrV+aAAw7IrFmzcvnll+eYY45pCDhVVVX553/+59x0003p379/3vve9+bxxx/fIMxtznve856ccMIJufrqq9O6descccQRmTt3bq6++up07dq12dZpW/ne976XgQMHZo899njTr/n7CDhy5Mhcc801OfHEE/Mv//IvWbJkSb761a82rBsAALwRYQQAgLfNfvvtlxNOOOFNfWncqVOn/M///E+uuOKK3HjjjZk3b146dOiQ3XbbLcOHD284Y6RVq1a5++67c9555+XKK6/M6tWrc+ihh+ZHP/pR/vEf/7HRe+6111558skn8+///u/5whe+kMWLF2fHHXfMgAEDGt2cenOOOOKI3H333bn22mvzyiuvZJdddsnJJ5/ccH+DJDn66KPz3//93/nSl76Uz3zmM3n11Vez6667bnDD8i112mmnZfHixfmP//iP3HTTTXnXu96VCy+8MAsXLmw402Ld7+YHP/hBxo8fnyuuuKLhd3P77bfnoIMOyo477rhV5tNUnTt3zqBBg/L44483ur/IOkOHDs3Pf/7zHHjggQ2xaZ1/+7d/y/Lly3PLLbfkq1/9ag488MB85zvfyYc+9KE39bPnz5+flStX5vnnn8/73//+DfbPmzev4bO17nJNn/nMZ3L55ZenQ4cOOeOMM3LVVVc1es3VV1+dJLnyyiuzcuXKHHHEEfnhD3/YpPtn3Hzzzendu3emTJmSa6+9Nvvuu2++853v5AMf+ECzrdO2cuedd27y8mUb88orrzSKHkcccURuuummfOUrX8mxxx6bXXbZJWeccUZ69uyZMWPGbIspAwDwDlNVqVQqzT0JAADg7TNt2rR88pOfzM9+9rMccsghzT0dNmHWrFk59NBD81//9V858cQTNznu4YcfzuGHH54HHnggQ4cOTXX19vv33x5//PEMGTIkTz31VPbee+83HL9kyZL07Nkz48ePb3QvmrdTpVLJ2rVrc+utt2bMmDGZPXt2Bg8e3CxzAQBg69h+/8QMAAC8Zd/61rfyhz/8IXvvvXdatWqVxx57LFdddVUOO+wwUWQ7cv/99+fRRx/NoEGD0qFDh/zyl7/MFVdckQEDBmT06NFv6j2GDx+eJNv1F/cHHnhg3szfzfvTn/6UJ598MjfccEOS5BOf+MS2ntomff/7389HPvKRZvv5AABsfcIIAAC8g3Xu3DnTp0/P5Zdfnpdffjm9e/fOqaeemssvv7y5p8bf6dKlS+67775cd911WbFiRXr06JFjjjkmkyZNSvv27Tf72kGDBmX27NkNz/faa69tPd1t7p577skZZ5yRf/iHf8i0adOy//77N9tchg0b9o77/QIAlM6ltAAAAAAAgGK0au4JAAAAAAAAvF2EEQAAAAAAoBjCCAAAAAAAUIwWefP1119/PX/84x/TuXPnVFVVNfd0AAAAAACAZlSpVLJixYrU1tamVavNnxPSIsPIH//4x/Tp06e5pwEAAAAAAGxHFixYkF133XWzY1pkGOncuXOSvx1gly5dmnk2AAAAAABAc1q+fHn69OnT0A82p0WGkXWXz+rSpYswAgAAAAAAJMmbuv2Gm68DAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGJUN/cEWoq+F97T3FPYZl64YmRzTwEAAAAAAN4WzhgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUIwmhZG+ffumqqpqg8c555yTJKlUKpkwYUJqa2vToUOHDBs2LHPnzm30HvX19Rk7dmx69OiRTp065bjjjsvChQu33hEBAAAAAABsQpPCyOzZs7No0aKGx/33358k+fjHP54kufLKK3PNNdfkhhtuyOzZs1NTU5OjjjoqK1asaHiPcePGZcaMGZk+fXoeeeSRrFy5MqNGjcratWu34mEBAAAAAABsqElhZOedd05NTU3D44c//GH69++foUOHplKp5LrrrsvFF1+c0aNHZ+DAgZk6dWpeeeWVTJs2LUmybNmyTJkyJVdffXWGDx+e/fbbL7fffnuefvrpPPDAA9vkAAEAAAAAANbZ4nuMrF69OrfffntOP/30VFVVZd68eamrq8uIESMaxrRr1y5Dhw7NrFmzkiRz5szJmjVrGo2pra3NwIEDG8YAAAAAAABsK9Vb+sK77rorf/3rX3PqqacmSerq6pIkvXr1ajSuV69emT9/fsOYtm3bZqeddtpgzLrXb0x9fX3q6+sbni9fvnxLpw0AAAAAABRsi88YmTJlSo455pjU1tY22l5VVdXoeaVS2WDb+t5ozKRJk9K1a9eGR58+fbZ02gAAAAAAQMG2KIzMnz8/DzzwQD71qU81bKupqUmSDc78WLx4ccNZJDU1NVm9enWWLl26yTEbc9FFF2XZsmUNjwULFmzJtAEAAAAAgMJtURi5+eab07Nnz4wcObJhW79+/VJTU5P777+/Ydvq1aszc+bMHHLIIUmSQYMGpU2bNo3GLFq0KM8880zDmI1p165dunTp0ugBAAAAAADQVE2+x8jrr7+em2++Oaecckqqq///l1dVVWXcuHGZOHFiBgwYkAEDBmTixInp2LFjTjzxxCRJ165dM2bMmIwfPz7du3dPt27dcv7552fvvffO8OHDt95RAQAAAAAAbESTw8gDDzyQF198MaeffvoG+y644IKsWrUqZ599dpYuXZohQ4bkvvvuS+fOnRvGXHvttamurs7xxx+fVatW5cgjj8wtt9yS1q1bv7UjAQAAAAAAeANVlUql0tyTaKrly5ena9euWbZs2dt2Wa2+F97ztvyc5vDCFSPfeBAAAAAAAGynmtINtugeIwAAAAAAAC2RMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFKO6uScAAAAAAGw/+l54T3NPYZt54YqRzT0FYDvgjBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxqpt7AgC8s/S98J7mnsI29cIVI5t7CgAAAAC8Bc4YAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMaqbewIAAAAtSd8L72nuKWwzL1wxsrmnAAAA25wzRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIrR5DDyhz/8If/8z/+c7t27p2PHjtl3330zZ86chv2VSiUTJkxIbW1tOnTokGHDhmXu3LmN3qO+vj5jx45Njx490qlTpxx33HFZuHDhWz8aAAAAAACAzWhSGFm6dGkOPfTQtGnTJj/+8Y/z7LPP5uqrr86OO+7YMObKK6/MNddckxtuuCGzZ89OTU1NjjrqqKxYsaJhzLhx4zJjxoxMnz49jzzySFauXJlRo0Zl7dq1W+3AAAAAAAAA1lfdlMFf+cpX0qdPn9x8880N2/r27dvwz5VKJdddd10uvvjijB49OkkyderU9OrVK9OmTcuZZ56ZZcuWZcqUKbntttsyfPjwJMntt9+ePn365IEHHsjRRx+9FQ4LAAAAAABgQ006Y+Tuu+/O4MGD8/GPfzw9e/bMfvvtl29+85sN++fNm5e6urqMGDGiYVu7du0ydOjQzJo1K0kyZ86crFmzptGY2traDBw4sGHM+urr67N8+fJGDwAAAAAAgKZqUhj5/e9/n2984xsZMGBAfvKTn+Sss87KZz7zmdx6661Jkrq6uiRJr169Gr2uV69eDfvq6urStm3b7LTTTpscs75Jkyala9euDY8+ffo0ZdoAAAAAAABJmhhGXn/99ey///6ZOHFi9ttvv5x55pk544wz8o1vfKPRuKqqqkbPK5XKBtvWt7kxF110UZYtW9bwWLBgQVOmDQAAAAAAkKSJYaR3797Za6+9Gm3bc8898+KLLyZJampqkmSDMz8WL17ccBZJTU1NVq9enaVLl25yzPratWuXLl26NHoAAAAAAAA0VZPCyKGHHprnnnuu0bbnn38+u+++e5KkX79+qampyf3339+wf/Xq1Zk5c2YOOeSQJMmgQYPSpk2bRmMWLVqUZ555pmEMAAAAAADAtlDdlMGf/exnc8ghh2TixIk5/vjj8/jjj+fGG2/MjTfemORvl9AaN25cJk6cmAEDBmTAgAGZOHFiOnbsmBNPPDFJ0rVr14wZMybjx49P9+7d061bt5x//vnZe++9M3z48K1/hAAAAAAAAP9Pk8LIAQcckBkzZuSiiy7Kl770pfTr1y/XXXddPvnJTzaMueCCC7Jq1aqcffbZWbp0aYYMGZL77rsvnTt3bhhz7bXXprq6Oscff3xWrVqVI488Mrfccktat2699Y4MAAAAAABgPU0KI0kyatSojBo1apP7q6qqMmHChEyYMGGTY9q3b5/Jkydn8uTJTf3xAAAAAAAAW6xJ9xgBAAAAAABoyYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFqG7uCQAAAAAA8Nb1vfCe5p7CNvPCFSObewq8gzhjBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUo7q5JwAAACXqe+E9zT2FbeqFK0Y29xQAAAA2yhkjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFCM6uaeAMDG9L3wnuaewjb1whUjm3sKAAAAAFAkZ4wAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIpR3dwTAAC2D30vvKe5p7DNvHDFyOaeAgAAALCdcMYIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAY1c09AdjW+l54T3NPYZt54YqRzT0FAAAAAIAWxRkjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIrRpDAyYcKEVFVVNXrU1NQ07K9UKpkwYUJqa2vToUOHDBs2LHPnzm30HvX19Rk7dmx69OiRTp065bjjjsvChQu3ztEAAAAAAABsRpPPGHnPe96TRYsWNTyefvrphn1XXnllrrnmmtxwww2ZPXt2ampqctRRR2XFihUNY8aNG5cZM2Zk+vTpeeSRR7Jy5cqMGjUqa9eu3TpHBAAAAAAAsAnVTX5BdXWjs0TWqVQque6663LxxRdn9OjRSZKpU6emV69emTZtWs4888wsW7YsU6ZMyW233Zbhw4cnSW6//fb06dMnDzzwQI4++ui3eDgAAAAAAACb1uQzRn7zm9+ktrY2/fr1yyc+8Yn8/ve/T5LMmzcvdXV1GTFiRMPYdu3aZejQoZk1a1aSZM6cOVmzZk2jMbW1tRk4cGDDGAAAAAAAgG2lSWeMDBkyJLfeemv22GOPvPTSS7n88stzyCGHZO7cuamrq0uS9OrVq9FrevXqlfnz5ydJ6urq0rZt2+y0004bjFn3+o2pr69PfX19w/Ply5c3ZdoAAAAAAABJmhhGjjnmmIZ/3nvvvXPwwQenf//+mTp1ag466KAkSVVVVaPXVCqVDbat743GTJo0KZdddllTpgoAAAAAALCBJl9K6+916tQpe++9d37zm9803Hdk/TM/Fi9e3HAWSU1NTVavXp2lS5ducszGXHTRRVm2bFnDY8GCBW9l2gAAAAAAQKHeUhipr6/Pr371q/Tu3Tv9+vVLTU1N7r///ob9q1evzsyZM3PIIYckSQYNGpQ2bdo0GrNo0aI888wzDWM2pl27dunSpUujBwAAAAAAQFM16VJa559/fo499tjstttuWbx4cS6//PIsX748p5xySqqqqjJu3LhMnDgxAwYMyIABAzJx4sR07NgxJ554YpKka9euGTNmTMaPH5/u3bunW7duOf/887P33ntn+PDh2+QAAQAAAAAA1mlSGFm4cGFOOOGE/PnPf87OO++cgw46KI899lh23333JMkFF1yQVatW5eyzz87SpUszZMiQ3HfffencuXPDe1x77bWprq7O8ccfn1WrVuXII4/MLbfcktatW2/dIwMAAAAAAFhPk8LI9OnTN7u/qqoqEyZMyIQJEzY5pn379pk8eXImT57clB8NAAAAAADwljUpjAAAAADAm9H3wnuaewrb1AtXjGzuKQCwhd7SzdcBAAAAAABaEmEEAAAAAAAohjACAAAAAAAUwz1GAAAAgO2W+1QAAFubM0YAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAilHd3BMAAOCt6XvhPc09hW3mhStGNvcUAAAAeIdxxggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGNXNPQEAAAB4O/S98J7mnsI288IVI5t7CgAALYYzRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxahu7gkAAAAAAECp+l54T3NPYZt64YqRzT2FDThjBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACjGWwojkyZNSlVVVcaNG9ewrVKpZMKECamtrU2HDh0ybNiwzJ07t9Hr6uvrM3bs2PTo0SOdOnXKcccdl4ULF76VqQAAAAAAALyhLQ4js2fPzo033ph99tmn0fYrr7wy11xzTW644YbMnj07NTU1Oeqoo7JixYqGMePGjcuMGTMyffr0PPLII1m5cmVGjRqVtWvXbvmRAAAAAAAAvIEtCiMrV67MJz/5yXzzm9/MTjvt1LC9Uqnkuuuuy8UXX5zRo0dn4MCBmTp1al555ZVMmzYtSbJs2bJMmTIlV199dYYPH5799tsvt99+e55++uk88MADW+eoAAAAAAAANmKLwsg555yTkSNHZvjw4Y22z5s3L3V1dRkxYkTDtnbt2mXo0KGZNWtWkmTOnDlZs2ZNozG1tbUZOHBgw5j11dfXZ/ny5Y0eAAAAAAAATVXd1BdMnz49c+bMyRNPPLHBvrq6uiRJr169Gm3v1atX5s+f3zCmbdu2jc40WTdm3evXN2nSpFx22WVNnSoAAAAAAEAjTTpjZMGCBfnXf/3X/Nd//Vfat2+/yXFVVVWNnlcqlQ22rW9zYy666KIsW7as4bFgwYKmTBsAAAAAACBJE8PInDlzsnjx4gwaNCjV1dWprq7OzJkz87WvfS3V1dUNZ4qsf+bH4sWLG/bV1NRk9erVWbp06SbHrK9du3bp0qVLowcAAAAAAEBTNSmMHHnkkXn66afzi1/8ouExePDgfPKTn8wvfvGLvOtd70pNTU3uv//+htesXr06M2fOzCGHHJIkGTRoUNq0adNozKJFi/LMM880jAEAAAAAANgWmnSPkc6dO2fgwIGNtnXq1Cndu3dv2D5u3LhMnDgxAwYMyIABAzJx4sR07NgxJ554YpKka9euGTNmTMaPH5/u3bunW7duOf/887P33ntvcDN3AAAAAACAranJN19/IxdccEFWrVqVs88+O0uXLs2QIUNy3333pXPnzg1jrr322lRXV+f444/PqlWrcuSRR+aWW25J69att/Z0AAAAAAAAGrzlMPLwww83el5VVZUJEyZkwoQJm3xN+/btM3ny5EyePPmt/ngAAAAAAIA3rUn3GAEAAAAAAGjJhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxWhSGPnGN76RffbZJ126dEmXLl1y8MEH58c//nHD/kqlkgkTJqS2tjYdOnTIsGHDMnfu3EbvUV9fn7Fjx6ZHjx7p1KlTjjvuuCxcuHDrHA0AAAAAAMBmNCmM7LrrrrniiivyxBNP5IknnsgRRxyRD33oQw3x48orr8w111yTG264IbNnz05NTU2OOuqorFixouE9xo0blxkzZmT69Ol55JFHsnLlyowaNSpr167dukcGAAAAAACwniaFkWOPPTYf/OAHs8cee2SPPfbIl7/85eywww557LHHUqlUct111+Xiiy/O6NGjM3DgwEydOjWvvPJKpk2bliRZtmxZpkyZkquvvjrDhw/Pfvvtl9tvvz1PP/10HnjggW1ygAAAAAAAAOts8T1G1q5dm+nTp+fll1/OwQcfnHnz5qWuri4jRoxoGNOuXbsMHTo0s2bNSpLMmTMna9asaTSmtrY2AwcObBgDAAAAAACwrVQ39QVPP/10Dj744Lz66qvZYYcdMmPGjOy1114NYaNXr16Nxvfq1Svz589PktTV1aVt27bZaaedNhhTV1e3yZ9ZX1+f+vr6hufLly9v6rQBAAAAAACafsbIP/zDP+QXv/hFHnvssXz605/OKaeckmeffbZhf1VVVaPxlUplg23re6MxkyZNSteuXRseffr0aeq0AQAAAAAAmh5G2rZtm3e/+90ZPHhwJk2alPe+9725/vrrU1NTkyQbnPmxePHihrNIampqsnr16ixdunSTYzbmoosuyrJlyxoeCxYsaOq0AQAAAAAAtvweI+tUKpXU19enX79+qampyf3339+wb/Xq1Zk5c2YOOeSQJMmgQYPSpk2bRmMWLVqUZ555pmHMxrRr1y5dunRp9AAAAAAAAGiqJt1j5POf/3yOOeaY9OnTJytWrMj06dPz8MMP5957701VVVXGjRuXiRMnZsCAARkwYEAmTpyYjh075sQTT0ySdO3aNWPGjMn48ePTvXv3dOvWLeeff3723nvvDB8+fJscIAAAAAAAwDpNCiMvvfRSTjrppCxatChdu3bNPvvsk3vvvTdHHXVUkuSCCy7IqlWrcvbZZ2fp0qUZMmRI7rvvvnTu3LnhPa699tpUV1fn+OOPz6pVq3LkkUfmlltuSevWrbfukQEAAAAAAKynSWFkypQpm91fVVWVCRMmZMKECZsc0759+0yePDmTJ09uyo8GAAAAAAB4y97yPUYAAAAAAABaCmEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBhNCiOTJk3KAQcckM6dO6dnz5758Ic/nOeee67RmEqlkgkTJqS2tjYdOnTIsGHDMnfu3EZj6uvrM3bs2PTo0SOdOnXKcccdl4ULF771owEAAAAAANiMJoWRmTNn5pxzzsljjz2W+++/P6+99lpGjBiRl19+uWHMlVdemWuuuSY33HBDZs+enZqamhx11FFZsWJFw5hx48ZlxowZmT59eh555JGsXLkyo0aNytq1a7fekQEAAAAAAKynuimD77333kbPb7755vTs2TNz5szJYYcdlkqlkuuuuy4XX3xxRo8enSSZOnVqevXqlWnTpuXMM8/MsmXLMmXKlNx2220ZPnx4kuT2229Pnz598sADD+Too4/eSocGAAAAAADQ2Fu6x8iyZcuSJN26dUuSzJs3L3V1dRkxYkTDmHbt2mXo0KGZNWtWkmTOnDlZs2ZNozG1tbUZOHBgw5j11dfXZ/ny5Y0eAAAAAAAATbXFYaRSqeS8887L+973vgwcODBJUldXlyTp1atXo7G9evVq2FdXV5e2bdtmp5122uSY9U2aNCldu3ZtePTp02dLpw0AAAAAABRsi8PIueeem6eeeirf+ta3NthXVVXV6HmlUtlg2/o2N+aiiy7KsmXLGh4LFizY0mkDAAAAAAAF26IwMnbs2Nx999156KGHsuuuuzZsr6mpSZINzvxYvHhxw1kkNTU1Wb16dZYuXbrJMetr165dunTp0ugBAAAAAADQVE0KI5VKJeeee27uvPPOPPjgg+nXr1+j/f369UtNTU3uv//+hm2rV6/OzJkzc8ghhyRJBg0alDZt2jQas2jRojzzzDMNYwAAAAAAALaF6qYMPuecczJt2rR8//vfT+fOnRvODOnatWs6dOiQqqqqjBs3LhMnTsyAAQMyYMCATJw4MR07dsyJJ57YMHbMmDEZP358unfvnm7duuX888/P3nvvneHDh2/9IwQAAAAAAPh/mhRGvvGNbyRJhg0b1mj7zTffnFNPPTVJcsEFF2TVqlU5++yzs3Tp0gwZMiT33XdfOnfu3DD+2muvTXV1dY4//visWrUqRx55ZG655Za0bt36rR0NAAAAAADAZjQpjFQqlTccU1VVlQkTJmTChAmbHNO+fftMnjw5kydPbsqPBwAAAAAAeEu26ObrAAAAAAAALZEwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYTQ4j//3f/51jjz02tbW1qaqqyl133dVof6VSyYQJE1JbW5sOHTpk2LBhmTt3bqMx9fX1GTt2bHr06JFOnTrluOOOy8KFC9/SgQAAAAAAALyRJoeRl19+Oe9973tzww03bHT/lVdemWuuuSY33HBDZs+enZqamhx11FFZsWJFw5hx48ZlxowZmT59eh555JGsXLkyo0aNytq1a7f8SAAAAAAAAN5AdVNfcMwxx+SYY47Z6L5KpZLrrrsuF198cUaPHp0kmTp1anr16pVp06blzDPPzLJlyzJlypTcdtttGT58eJLk9ttvT58+ffLAAw/k6KOPfguHAwAAAAAAsGlb9R4j8+bNS11dXUaMGNGwrV27dhk6dGhmzZqVJJkzZ07WrFnTaExtbW0GDhzYMAYAAAAAAGBbaPIZI5tTV1eXJOnVq1ej7b169cr8+fMbxrRt2zY77bTTBmPWvX599fX1qa+vb3i+fPnyrTltAAAAAACgEFv1jJF1qqqqGj2vVCobbFvf5sZMmjQpXbt2bXj06dNnq80VAAAAAAAox1YNIzU1NUmywZkfixcvbjiLpKamJqtXr87SpUs3OWZ9F110UZYtW9bwWLBgwdacNgAAAAAAUIitGkb69euXmpqa3H///Q3bVq9enZkzZ+aQQw5JkgwaNCht2rRpNGbRokV55plnGsasr127dunSpUujBwAAAAAAQFM1+R4jK1euzG9/+9uG5/PmzcsvfvGLdOvWLbvttlvGjRuXiRMnZsCAARkwYEAmTpyYjh075sQTT0ySdO3aNWPGjMn48ePTvXv3dOvWLeeff3723nvvDB8+fOsdGQAAAAAAwHqaHEaeeOKJHH744Q3PzzvvvCTJKaeckltuuSUXXHBBVq1albPPPjtLly7NkCFDct9996Vz584Nr7n22mtTXV2d448/PqtWrcqRRx6ZW265Ja1bt94KhwQAAAAAALBxTQ4jw4YNS6VS2eT+qqqqTJgwIRMmTNjkmPbt22fy5MmZPHlyU388AAAAAADAFtuq9xgBAAAAAADYngkjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMUQRgAAAAAAgGIIIwAAAAAAQDGEEQAAAAAAoBjCCAAAAAAAUAxhBAAAAAAAKIYwAgAAAAAAFEMYAQAAAAAAiiGMAAAAAAAAxRBGAAAAAACAYggjAAAAAABAMYQRAAAAAACgGMIIAAAAAABQDGEEAAAAAAAohjACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxhBEAAAAAAKAYwggAAAAAAFAMYQQAAAAAACiGMAIAAAAAABRDGAEAAAAAAIohjAAAAAAAAMVo1jDyf/7P/0m/fv3Svn37DBo0KP/zP//TnNMBAAAAAADe4ZotjHz729/OuHHjcvHFF+fnP/953v/+9+eYY47Jiy++2FxTAgAAAAAA3uGaLYxcc801GTNmTD71qU9lzz33zHXXXZc+ffrkG9/4RnNNCQAAAAAAeIerbo4funr16syZMycXXnhho+0jRozIrFmzNhhfX1+f+vr6hufLli1LkixfvnzbTvTvvF7/ytv2s95ub+fvsTlYu5bpnbxuibVryaxdy/ROXrfE2rVU7+R1S6xdS/VOXrfE2rVU7+R1S6xdS2btWqZ38rol1q6leievW/L2rd26n1OpVN5wbFXlzYzayv74xz9ml112yc9+9rMccsghDdsnTpyYqVOn5rnnnms0fsKECbnsssve7mkCAAAAAAAtyIIFC7LrrrtudkyznDGyTlVVVaPnlUplg21JctFFF+W8885reP7666/nL3/5S7p3777R8S3d8uXL06dPnyxYsCBdunRp7unwJlm3lsvatVzWruWydi2TdWu5rF3LZe1aJuvWclm7lsvatVzWrmWybi3XO3ntKpVKVqxYkdra2jcc2yxhpEePHmndunXq6uoabV+8eHF69eq1wfh27dqlXbt2jbbtuOOO23KK24UuXbq84z6cJbBuLZe1a7msXctl7Vom69ZyWbuWy9q1TNat5bJ2LZe1a7msXctk3Vqud+rade3a9U2Na5abr7dt2zaDBg3K/fff32j7/fff3+jSWgAAAAAAAFtTs11K67zzzstJJ52UwYMH5+CDD86NN96YF198MWeddVZzTQkAAAAAAHiHa7Yw8k//9E9ZsmRJvvSlL2XRokUZOHBgfvSjH2X33XdvriltN9q1a5dLL710g8uHsX2zbi2XtWu5rF3LZe1aJuvWclm7lsvatUzWreWydi2XtWu5rF3LZN1aLmv3N1WVSqXS3JMAAAAAAAB4OzTLPUYAAAAAAACagzACAAAAAAAUQxgBAAAAAACKIYwAAAAAAADFEEYAAAAAAIBiCCMAAAAAAEAxqpt7AvzNb37zm8yaNSt1dXWpqqpKr169csghh2TAgAHNPTW2wMsvv5w5c+bksMMOa+6pwDvO2rVr07p164bn//u//5v6+vocfPDBadOmTTPOjKY67bTT8uUvfzm1tbXNPRXepKVLl+a3v/1tevfunV133bW5p8Ob9Ne//jXf/e538+KLL2b33XfPxz/+8XTt2rW5p8VGzJkzJ4MGDWruabAFFi9enLlz52bQoEHp0qVLXnrppUydOjWvv/56Ro4cmb333ru5p8hm/P73v88jjzySRYsWpXXr1unXr1+OOuqodOnSpbmnxhvwXco7j+9TYNvwXcqGqiqVSqW5J1GyZcuW5eSTT84PfvCDdO3aNT179kylUsmf/vSnLF++PMcee2xuvfVWfyBrYX75y19m//33z9q1a5t7KqxnzZo1ufjii3PnnXemW7du+fSnP53TTjutYf9LL72U2tpaa7cdWrRoUT7+8Y/nsccey6GHHpq77rorJ510Un70ox8lSQYMGJCHH344vXv3buaZsr6nnnpqo9sHDx6c73znO3nXu96VJNlnn33ezmnxBj7/+c/nC1/4Qjp27Jg1a9bknHPOyZQpU1KpVFJVVZUPfehDmTZtWtq3b9/cU2U9H/vYx3LiiSdm9OjRefbZZzN06NBUVVXlXe96V1544YVUVVXlwQcfzJ577tncU2U9rVq1Sr9+/TJmzJiccsop2WWXXZp7SrwJDz/8cEaNGpVXXnklNTU1uffeezNy5Mh06NAhrVq1ygsvvJC77747I0aMaO6psp6XX345p556au64444kSVVVVXr27Jk//elP6dChQ6644oqcc845zTxLNsZ3Ke9cvk/ZPvkupeXyXcqmuZRWMxs7dmzmzZuXRx99NEuXLs1zzz2X559/PkuXLs2sWbMyb968jB07trmnCe8YX/7yl3PrrbfmrLPOyogRI/LZz342Z555ZqMxevH26XOf+1wqlUpmzJiR3r17Z9SoUVm+fHkWLFiQ+fPnp1evXvnyl7/c3NNkI/bdd9/st99+2XfffRs9XnvttXz0ox9t2M/25Stf+UpWrlyZJLnqqqty11135bvf/W4WLlyY73//+3n88cdz1VVXNfMs2ZiZM2c2/O30888/PyNGjMjChQvz2GOPZcGCBRk5cmTGjRvXvJNkk4488sh87WtfS9++fTNq1KjcddddvmTYzn3hC1/IqaeemuXLl+e8887LyJEj86EPfSjPP/98fv3rX2fs2LG57LLLmnuabMR5552XRYsW5ec//3l+9atf5SMf+UhOPvnkLF++PNdff30uuOCCTJs2rbmnyUb4LgXeXr5Labl8l7JpzhhpZjvuuGN+8pOfZMiQIRvd/9hjj+UDH/hA/vrXv769E2OzunXrttn9a9euzcqVK/2f2O3QgAEDcu2112bUqFFJkt/97nc55phjcuihh+amm27K4sWL/S2H7VRtbW3uvPPOHHTQQfnLX/6SHj165P7778+RRx6ZJHnooYfyqU99Kr/73e+aeaasb999982uu+6ar371q+nQoUOSv/2hecCAAfnxj3/ccKmD3XffvTmnyXpatWqVurq69OzZM/vtt1/Gjh2b008/vWH/d77znUyYMCHPPvtsM86SjenYsWOefvrp9O/fP7W1tbnnnnsaxcfnn38+Bx54oD9fbofW/XvXrVu3fP/7389NN92Un/zkJ+nRo0dOOeWUnH766fmHf/iH5p4m6+natWuefPLJ9O/fP6+99lo6dOiQ2bNnZ999903yt0v9HHDAAf6d2w7tvPPOuffeexsuYbd06dLU1tZmyZIl6dixY77+9a/nP//zP/Pzn/+8mWfK+nyX0nL5PqVl8l1Ky+W7lE1zj5HtQFVV1Rbto/nU19fn05/+9CavFTx//nx/K2w79Yc//CEDBw5seN6/f/88/PDDOeKII3LSSSflyiuvbMbZsTlLly5tuKRIt27d0rFjx0ZfpPfv3z+LFi1qrumxGY8//nguuOCCfPSjH83tt9/e6Ava2tpaQWQ7tu7PIQsWLMiBBx7YaN+BBx6Y+fPnN8e0eAP77LNPHnzwwfTv3z81NTWZP39+o3/v5s+f3xAp2T5VV1fnox/9aD760Y/mD3/4Q2666abccsst+epXv5pDDz00//3f/93cU+TvtG3bNq+++mqSZPXq1Xn99dcbnifJqlWrir129/butddea3SppR122CGvvfZaXn755XTs2DEjRozI+eef34wzZHN8l9Iy+T6lZfJdSsvlu5RNE0aa2bHHHpszzjgjU6ZMyeDBgxvte+KJJ3LWWWfluOOOa6bZsSn77rtv+vTpk1NOOWWj+3/5y1/6H/LtVE1NTX73u9+lb9++Ddtqa2vz4IMP5vDDD9/kmtL8evbsmUWLFqVPnz5JknPPPbfR3zZaunRpOnXq1FzTYzPatm2b6667Lj/+8Y9z3HHH5eyzz87nPve55p4Wb8I3v/nN7LDDDmnXrl2WLl3aaN+yZcvSrl27ZpoZm3PJJZfk5JNPTps2bfKZz3wmn/3sZ7NkyZLsueeeee6553LppZfmpJNOau5pshEb+yJvl112ySWXXJJLLrkkP/3pT3PTTTc1w8zYnEMPPTQXXnhhLrzwwtx6663Zf//9c/nll+fb3/52qqqq8u///u8b/H89tg8HHHBArr/++txwww1Jkuuvvz4777xzdt555yTJypUrs8MOOzTnFNkE36W0XL5PaZl8l9Jy+S5l04SRZjZ58uSccMIJOfDAA7PjjjumZ8+eqaqqyksvvZRly5bl6KOPzte+9rXmnibrGTly5GZPye3WrVtOPvnkt29CvGlHHHFEpk2b1nDK4Drr/gd92LBhzTMx3tC+++6bRx99tOFvrV9xxRWN9j/yyCNu3r2dO+aYY/LEE0/ktNNOa7jRG9uv3XbbLd/85jeT/C1uPfnkk3n/+9/fsP+hhx5ySZ/t1MiRI3PjjTdm3Lhx+eMf/5hKpZIzzjgjSdKuXbucddZZmTRpUjPPko15o6scH3nkkRv8GYbmd9VVV+WDH/xg3v/+92evvfbKfffdl09/+tPZcccdkyQ77bRT7r333uadJBt1xRVX5Kijjsodd9yRtm3bpq6uLlOnTm3YP2vWrHzwgx9sxhmyKb5Labl8n9Iy+S6l5fJdyqa5x8h24te//nUeffTR1NXVJflbiT344IPzj//4j808M3hnmT9/fn7961/n6KOP3uj+RYsW5b777vO3HVqg2bNnp0OHDo1O72X79bWvfS0PPfRQJk+enF133bW5p8MWeOyxx9KuXbtGl2hi+7J27do8+eST+f3vf5/XX389vXv3zqBBg9K5c+fmnhqbMHPmzBx66KGprvb311qiJUuWpHv37g3Pf/rTn2bVqlU5+OCDG21n+7Jo0aL88Ic/TH19fY444ojstddezT0lmsB3KfD28F3KO1fJ36UIIwAAAAAAQDFaNfcE2LylS5fm1ltvbe5p0ETWreWydi2XtWu5rF3LZN1aLmvXclm7lsm6tVzWbvv3+uuvb3L7iy+++DbPhqawdi2TdWu5rN2GhJHt3IsvvpjTTjutuadBE1m3lsvatVzWruWydi2TdWu5rF3LZe1aJuvWclm77dfy5ctz/PHHp1OnTunVq1cuvfTSrF27tmH/n/70p/Tr168ZZ8imWLuWybq1XNZu01y8tpktX758s/tXrFjxNs2EprBuLZe1a7msXctl7Vom69ZyWbuWy9q1TNat5bJ2Ldcll1ySX/7yl7ntttvy17/+NZdffnnmzJmTO++8M23btk2SuHL89snatUzWreWydpvmHiPNrFWrVqmqqtrk/kqlkqqqqkYlj+Zn3Voua9dyWbuWy9q1TNat5bJ2LZe1a5msW8tl7Vqu3XffPVOnTs2wYcOSJEuWLMnIkSPTtWvX3H333fnrX/+a2tpaa7cdsnYtk3Vruazdpgkjzaxr1665+OKLM2TIkI3u/81vfpMzzzyzyA/n9sy6tVzWruWydi2XtWuZrFvLZe1aLmvXMlm3lsvatVydOnXKM8880+jyLytWrMjRRx+dDh065D//8z/z7ne/29pth6xdy2TdWi5rt2kupdXM9t9//yTJ0KFDN7p/xx13LPZ0pu2ZdWu5/r/27ifEqroN4PhzL0OJM2mDMP9gzGkRmtdFIW4spigVIqOh1Qj9odCFLiwJZhO1CESJIOkPWAspwiJynxMogQWWQ1GhDDnNIKLDqNUinbD0tHhhaF7nTi1659znvZ8PuLm/68xz+K704ZyjXV7a5aVdTrrlpV1e2uWkW17a5dXb2xunTp2a9R99t9xySwwPD8fGjRtjYGCgxOmYj3Y56ZaXdvV5+XrJtmzZEosWLap73tXVFS+99NICTsQ/oVte2uWlXV7a5aRbXtrlpV1OuuWlXV4bN26MAwcO3PB5W1tbHD58eN6ulEu7nHTLS7v6PEoLAAAAgDR+/vnnOHfuXKxevXrO819//TVGRkbq3g1EebTLSbe8tKvPYgQAAAAAAGga3jHSAC5fvhwHDx6ML774IiYnJ6NSqURnZ2esX78+BgcHo7W1tewRmYNueWmXl3Z5aZeTbnlpl5d2OemWl3Z5aZeXdjnplpd2c3PHSMlOnjwZGzZsiCtXrkR/f390dnZGURQxNTUVn332WbS2tsbw8HDceeedZY/KX+iWl3Z5aZeXdjnplpd2eWmXk255aZeXdnlpl5NueWlXn8VIye6///7o6uqKd999N2666aZZZ1evXo2nnnoqzp8/H0ePHi1pQuaiW17a5aVdXtrlpFte2uWlXU665aVdXtrlpV1OuuWlXX0WIyVbvHhxnDhxou5W7vvvv49169bFlStXFngy5qNbXtrlpV1e2uWkW17a5aVdTrrlpV1e2uWlXU665aVdfdWyB2h27e3t8cMPP9Q9P336dLS3ty/gRPwTuuWlXV7a5aVdTrrlpV1e2uWkW17a5aVdXtrlpFte2tXn5esl27p1azz55JPxwgsvxIYNG6KzszMqlUpMTk7Gp59+Grt3745nn3227DH5L7rlpV1e2uWlXU665aVdXtrlpFte2uWlXV7a5aRbXtrNo6B0e/bsKbq7u4tKpVJUq9WiWq0WlUql6O7uLvbu3Vv2eNShW17a5aVdXtrlpFte2uWlXU665aVdXtrlpV1OuuWl3dy8Y6SBjI+Px+TkZEREdHV1RV9fX8kT8U/olpd2eWmXl3Y56ZaXdnlpl5NueWmXl3Z5aZeTbnlpN5vFCAAAAAAA0DS8fL0BTE9Px7Fjx+LkyZM3nP3222/x3nvvlTAVf0e3vLTLS7u8tMtJt7y0y0u7nHTLS7u8tMtLu5x0y0u7Osp9khejo6PFbbfdNvOMt/7+/uLcuXMz55OTk0W1Wi1xQuaiW17a5aVdXtrlpFte2uWlXU665aVdXtrlpV1OuuWlXX3uGCnZ0NBQrFmzJqampmJ0dDSWLFkS69evjzNnzpQ9GvPQLS/t8tIuL+1y0i0v7fLSLifd8tIuL+3y0i4n3fLSbh5lb2aaXUdHR/Htt9/O+mz79u3F8uXLi7Gxsabe2jUy3fLSLi/t8tIuJ93y0i4v7XLSLS/t8tIuL+1y0i0v7eprKXsx0+ymp6ejpWV2hjfffDOq1Wr09/fHwYMHS5qM+eiWl3Z5aZeXdjnplpd2eWmXk255aZeXdnlpl5NueWlXn8VIyVauXBknTpyIVatWzfr89ddfj6Io4pFHHilpMuajW17a5aVdXtrlpFte2uWlXU665aVdXtrlpV1OuuWlXX3eMVKygYGB+OCDD+Y8e+ONN2JwcDCKoljgqfg7uuWlXV7a5aVdTrrlpV1e2uWkW17a5aVdXtrlpFte2tVXKZr1ygEAAAAAgKbjjhEAAAAAAKBpWIwAAAAAAABNw2IEAAAAAABoGhYjAAAAAABA07AYAQAAGkJRFPHggw/Gpk2bbjh76623YunSpXHmzJkSJgMAAP6fWIwAAAANoVKpxIEDB+L48eOxf//+mc/Hx8djaGgo9u3bF8uXL/9Xf+fvv//+r/48AACg8VmMAAAADaO3tzf27dsXzz//fIyPj0dRFPHMM8/EAw88EOvWrYuHHnoo2traorOzMx5//PG4ePHizN/95JNP4p577olbb701li1bFg8//HCMjY3NnE9MTESlUomPPvoo7rvvvli0aFG8//77ZVwmAABQokpRFEXZQwAAAPzVo48+Gr/88ks89thj8fLLL8dXX30Va9euja1bt8YTTzwR09PTMTQ0FH/88UccOXIkIiIOHToUlUol1qxZE5cvX44XX3wxJiYm4ptvvolqtRoTExPR19cXK1asiFdffTXuuuuuuPnmm6Onp6fkqwUAABaSxQgAANBwpqamolarxaVLl+Ljjz+Or7/+Oo4fPx6HDx+e+c7Zs2ejt7c3RkdH44477rjhZ1y4cCE6Ojriu+++i1qtNrMYee2112Lnzp0LeTkAAEAD8SgtAACg4XR0dMS2bdti1apVMTAwECMjI3H06NFoa2ub+bNy5cqIiJnHZY2NjcWWLVvi9ttvjyVLlkRfX19ExA0vbF+7du3CXgwAANBQWsoeAAAAYC4tLS3R0vKff7Jcv349Nm/eHHv37r3he93d3RERsXnz5ujt7Y133nknenp64vr161Gr1eLq1auzvt/a2vq/Hx4AAGhYFiMAAEDDu/vuu+PQoUOxYsWKmWXJX126dClOnToV+/fvj3vvvTciIo4dO7bQYwIAAAl4lBYAANDwduzYET/99FMMDg7Gl19+GT/++GMMDw/H008/HdeuXYv29vZYtmxZvP3223H69Ok4cuRI7Nq1q+yxAQCABmQxAgAANLyenp74/PPP49q1a7Fp06ao1Wqxc+fOWLp0aVSr1ahWq/Hhhx/GyMhI1Gq1eO655+KVV14pe2wAAKABVYqiKMoeAgAAAAAAYCG4YwQAAAAAAGgaFiMAAAAAAEDTsBgBAAAAAACahsUIAAAAAADQNCxGAAAAAACApmExAgAAAAAANA2LEQAAAAAAoGlYjAAAAAAAAE3DYgQAAAAAAGgaFiMAAAAAAEDTsBgBAAAAAACahsUIAAAAAADQNP4EAPU4Csb3yuYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_precipitation.sum().plot.bar(title='Niederschlag in Würzburg [mm / Jahr]', ylim=(0, None));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "40727a96",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_precipitation.mean(axis=1).plot.bar(title='Mittlerer Niederschlag in Würzburg\\n1966 -> 2022\\n[mm / Monat]',\n",
    "                                       ylim=(0, None));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0a195120",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABlkAAANCCAYAAADlR6opAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAACDX0lEQVR4nOzdeXhV5bk34CdkJgFkSjCggMShAopDtUdtAXGionXGoUqrPcc6oDi0TlXRtlittXiwk61Vj1SLtWJbW6dWQK0TYnHs0ULjAEiDloJJkwDJ+v7wkM9tGJLFsAO57+vaV9xrep+19sqO7N9+3zcnSZIkAAAAAAAAaJNO2S4AAAAAAABgSyRkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAWIOjjz46iouL41//+tdatznllFMiPz8//vGPf2xwe2+99Vbk5OTEHXfc0eZ9Fy1aFBMnToy5c+e2WDdx4sTIycnZ4Po2pRUrVsRXv/rV2HbbbSM3NzeGDRuW7ZLa5Ic//OEaX7eZM2dGTk5O3Hfffes9xpe+9KUYMGDAxi+unVh9LWbOnJlq/wEDBsSXvvSl5ufruudb6/XXX4+JEyfGW2+91WJdNl+PnJycmDhx4kY51o033hg5OTnx3HPPZSxvamqKHj16RE5OTrzxxhsZ61asWBGdO3eOY445pnnZ6veR999/P+67774Nei3X5uNtbKnuv//+OOmkk6KysjKKi4tjwIABccopp8Tf/va3NW7/xz/+Mf7jP/4jOnfuHL169YovfelLUV1d3WK7b3zjGzFmzJjo27dv5OTkZPwufNLf//73OOaYY2KbbbaJ0tLSOPjgg+PFF1/cWKe4wR5//PE4/fTTY5dddomSkpLo27dvfOELX4g5c+ascfsXX3wxDjrooCgtLY1tttkmjjnmmPj73/+esc2bb74ZF198cey1116xzTbbRI8ePWL//fdf43vvggULYsKECTF8+PDYZpttUv/dBQD4OCELAMAanHHGGVFfXx933333GtcvW7Yspk+fHmPGjIny8vINbm/bbbeNZ555Jg4//PA277to0aK45ppr1viB81e+8pV45plnNri+TelHP/pR/OQnP4krrrginnrqqbjrrruyXVKbrC1k4f/bc88945lnnok999wz1f7Tp0+PK6+8svn5uu751nr99dfjmmuuWWPIcuWVV8b06dNTH3tDPPPMM/GVr3xloxxr5MiRERExY8aMjOUvvfRSLF26NEpKSlqse+6556Kurq5534j//z6yzTbbxIEHHrhBr+XW7Prrr49///vfccUVV8TDDz8c3/rWt+Ivf/lL7LnnnvHaa69lbDtr1qwYPXp0lJeXx29+85u4+eab449//GOMGjUqGhoaMrb9/ve/Hx988EEceeSRUVBQsNb2lyxZEp/97GfjzTffjJ///Odx7733Rn19fYwYMaJFmJYtP/rRj+Ktt96K888/P/7whz/EzTffHNXV1fGZz3wmHn/88Yxt//d//zdGjBgRK1asiHvvvTd+/vOfx5tvvhmf/exnY8mSJc3bPfroo/H73/8+jj322PjVr34Vv/jFL2LHHXeM448/Pq699tqMY86bNy9+8YtfREFBQXz+85/fLOcMAGz98rJdAABAezR69OioqKiIn//853H22We3WH/PPfdEXV1dnHHGGRvUTmNjY6xatSoKCwvjM5/5zAYda0369esX/fr12+jH3ZheffXVKC4ujnPPPTfbpRARK1eujJycnMjL23j/VOjatesG3d977LHHRqulNQYNGrRZ2/u4jfk+sMcee8Q222wTM2fOjEsvvbR5+cyZM6OioiKGDx8eM2bMiK9+9asZ6yIiI2T5+PtIjx49Wl3jpriXNlRdXV0UFRVtkh5+v/vd76KsrCxj2YEHHhgDBgyI73//+/Gzn/2sefnXvva12GmnneK+++5rvj4DBw6M/fffP37+85/HWWed1bzthx9+GJ06ffT9yHWF0N/97ndjyZIl8fTTT0f//v0jIuKAAw6IQYMGxVVXXRXTpk1LdV7vvPNOlJWVRVFRUar9P+4HP/hBi2t02GGHRWVlZUyaNCkOPPDA5uVXXXVVFBYWxoMPPhhdu3aNiIi99tordtxxx7jxxhvj+uuvj4iIE088Mc4555yM13T06NHx/vvvx/XXXx+XXHJJFBYWRkTE5z73ueaA5oUXXoh77rlng88JAEBPFgCANcjNzY1x48bFnDlz4pVXXmmx/vbbb49tt902Ro8eHUuWLImzzz47dt111ygtLY2ysrI48MAD48knn8zYZ/WQYDfccEN861vfioEDB0ZhYWHMmDFjjcOFzZs3L7785S/HjjvuGJ07d46+ffvGEUcckVHPzJkz49Of/nRERHz5y1+OnJycjOGG1jRcWFNTU9xwww2xyy67RGFhYZSVlcVpp50WCxYsyNhuxIgRMWTIkJg9e3Z89rOfjc6dO8cOO+wQ3/nOd6KpqWm917C+vj4uu+yyGDhwYBQUFETfvn3jnHPOyRiCLScnJ372s59FXV1dc+3r6hWyuqZnnnkm9ttvv+YheW6//faIiPj9738fe+65Z3Tu3DmGDh0aDz/8cItjPPXUUzFq1Kjo0qVLdO7cOfbbb7/4/e9/n7HNHXfcETk5OTFjxow466yzolevXtGzZ8845phjYtGiRc3bDRgwIF577bWYNWtWc/2fHGZq5cqVccUVV0RFRUV07do1DjrooPV+q3zUqFGxyy67RJIkGcuTJInKysr19ngaMGBAjBkzJqZPnx677bZbFBUVxQ477BD//d//nbHd6mG87rrrrrjooouib9++UVhYGPPmzYuIaP5mfdeuXaNz586x//77x5/+9KcW7f3v//5vnHTSSVFeXh6FhYWx/fbbx2mnndb8jfw1DRf2pS99KUpLS+O1116LUaNGRUlJSfTu3TvOPffc+Pe//93ifFYPkbS+e/6FF16IE088MQYMGNB8f5x00knx9ttvNx/vjjvuiOOPPz4iPgoTPnnvrWm4sNbczx+/9g8//HDsueeeUVxcHLvsskv8/Oc/X+drttonhwtr7b24Jp06dYrPfe5z8ec//zlWrVrVvHzmzJkxYsSIGD58eIthv2bOnBm9e/eOwYMHN5/PmoanGjFiRIwYMSJjv7XdSwMGDGi+xp98fLL9d999N4455pjo2rVrdOvWLb74xS9m9FpY0zVa7ZO1rr52jz76aJx++unRu3fv6Ny5czQ0NESSJDFp0qTo379/FBUVxd577x2PPfZYi/Nqi0+GBxERFRUV0a9fv3j33Xebly1cuDBmz54dp556akYAtd9++8VOO+3UohfV6oBlfaZPnx4HHnhgc8AS8VHAecwxx8Tvfve7jHugLX7+859HeXl5jBs3Lh555JHUx4lY8zUqLS2NXXfdNeMarVq1Kh588ME49thjmwOWiIj+/fvHyJEjM65Rr1691hia7bPPPvHvf/87/vnPfzYva+21BABoC/+HAQCwFqeffnrk5OS0+HD09ddfj+effz7GjRsXubm5zR/gXH311fH73/8+br/99thhhx1ixIgRa5y34L//+7/j8ccfjxtvvDEeeuih2GWXXdbY/qJFi6Jnz57xne98Jx5++OH4wQ9+EHl5ebHvvvs2f0i/5557NgcM3/jGN+KZZ55Z73BDZ511VlxyySVx8MEHx29/+9v45je/GQ8//HDst99+LeZDWLx4cZxyyinxxS9+MX7729/G6NGj47LLLoupU6eu89olSRJHHXVU3HjjjXHqqafG73//+7jwwgvjzjvvjAMPPLD5w/dnnnkmPv/5z0dxcXFz7esLEBYvXhxf/vKX4ytf+Ur85je/iaFDh8bpp58e1157bVx22WXx9a9/PX79619HaWlpHHXUURkfRM+aNSsOPPDAWLZsWdx2221xzz33RJcuXeKII45Y47e8v/KVr0R+fn7cfffdccMNN8TMmTPji1/8YvP66dOnxw477BB77LFHc/2f/ID08ssvj7fffjt+9rOfxa233hp/+9vf4ogjjojGxsa1nuP5558fb7zxRotA46GHHor58+fHOeecs85rFBExd+7cmDBhQlxwwQUxffr02G+//eL888+PG2+8scW2l112Wbzzzjvx4x//uPnb+FOnTo1DDjkkunbtGnfeeWfce++90aNHjzj00EMz6nrppZfi05/+dDz77LNx7bXXxkMPPRTXXXddNDQ0xIoVK9ZZ48qVK+Pzn/98jBo1Kh544IE499xz4yc/+UmMHTt2rfus755/6623Yuedd47JkyfHI488Etdff32899578elPf7r5/j788MNj0qRJEfHRN+vXd++19n7++DW56KKL4oILLojf/OY3sdtuu8UZZ5wRTzzxxDqvx7qs715cm5EjR0ZNTU3Mnj07Ij4KWZ944okYPnx4DB8+PKqrq+P111+PiI/mY3nmmWdixIgRqXt6rOlemj59evM1fuaZZ+LPf/5zDB06NEpKSmL77bfP2P/oo4+OysrKuO+++2LixInxwAMPxKGHHhorV65MVU/ER+/l+fn5cdddd8V9990X+fn5ccUVV8QVV1wRhx12WPzmN7+Jr371q/GVr3wl3nzzzdTtrMnf//73ePvtt5tDq4iPeu9FROy2224ttt9tt92a17dFXV1dzJ8/f63HrKurazGXSWudddZZcc0118Qbb7wRhx12WFRUVMQ555wTf/7zn1sEwWksW7YsXnzxxYxrNH/+/Kirq1vr+cybNy/q6+vXedwZM2ZE79691xjsAABsVAkAAGs1fPjwpFevXsmKFSual1100UVJRCRvvvnmGvdZtWpVsnLlymTUqFHJ0Ucf3by8qqoqiYhk0KBBGcf7+Lrbb799rbWsWrUqWbFiRbLjjjsmF1xwQfPy2bNnr3Xfq6++Ovn4//L99a9/TSIiOfvsszO2e+6555KISC6//PKMc4+I5LnnnsvYdtddd00OPfTQtdaZJEny8MMPJxGR3HDDDRnLp02blkREcuuttzYvGzduXFJSUrLO432yphdeeKF52QcffJDk5uYmxcXFycKFC5uXz507N4mI5L//+7+bl33mM59JysrKkg8//LB52apVq5IhQ4Yk/fr1S5qampIkSZLbb799jdfphhtuSCIiee+995qXDR48OBk+fHiLWmfMmJFERPL5z38+Y/m9996bRETyzDPPZFyD/v37Nz9vbGxMdthhh+QLX/hCxr6jR49OBg0a1Fzn2vTv3z/JyclJ5s6dm7H84IMPTrp27ZrU1tZm1Pi5z30uY7va2tqkR48eyRFHHJGxvLGxMdl9992TffbZp3nZgQcemGyzzTZJdXX1WutZ3c6MGTMyzjkikptvvjlj229/+9tJRCRPPfVUxvmMGzeu+fm67vlPWrVqVVJTU5OUlJRktPWrX/2qRU0fr+3jr0db7uf+/fsnRUVFydtvv928rK6uLunRo0dy5plnrrfeiEiuvvrq5udtuRfXZPXvwaRJk5IkSZI5c+YkEZH87//+b5IkSVJeXp7ccsstSZIkyaxZs5KISH74wx9mnM/Hr/1qw4cPz7jv13Yvrcm5556b5OXlJX/4wx+al61+r/r4e1uSJMkvfvGLJCKSqVOnNi/75DVaW62rr91pp52Wsd0///nPpLCwMBk7dmzG8meeeSaJiDX+PqexcuXKZMSIEUnXrl2Td955p8U5ffw9YLX/+q//SgoKCtZ6zJKSkjW+HgsXLkwiIrnuuutarLv77ruTiEiefvrpdCfyMVVVVcl3vvOdZNiwYUlEJNtvv33y9a9/vcV7TVuccsopSV5eXsb7+p///OckIpJ77rmnxfaTJk1KIiJZtGjRWo/505/+dI3vLx/XlvcRAIB10ZMFAGAdzjjjjHj//ffjt7/9bUR8NITJ1KlT47Of/WzsuOOOzdv9+Mc/jj333DOKiooiLy8v8vPz409/+lP89a9/bXHMI488MvLz89fb9qpVq2LSpEmx6667RkFBQeTl5UVBQUH87W9/W+NxW2P1JNefHP5nn332iU996lMtek706dMn9tlnn4xlu+22W8bQS2uyegLjT7Zz/PHHR0lJyRqHnGqtbbfdNvbaa6/m5z169IiysrIYNmxYVFRUNC//1Kc+FRHRXGttbW0899xzcdxxx0VpaWnzdrm5uXHqqafGggULWgzjdeSRR2Y8X/2t6vWd/4Yeo1OnTnHuuefGgw8+GO+8805EfPTN7ocffjjOPvvsVvUyGDx4cOy+++4Zy04++eRYvnx5vPjiixnLjz322IznTz/9dPzzn/+McePGxapVq5ofTU1Ncdhhh8Xs2bOjtrY2/v3vf8esWbPihBNOiN69e6+3pjU55ZRTWtQY0XKy9taqqamJSy65JCorKyMvLy/y8vKitLQ0amtrU//etPV+HjZsWEYPjaKiothpp53adN98Utp7cbfddouePXs296qbOXNm9OnTJ3beeeeI+GiOitXXek3zsbTVJ++lT/rOd74Tt9xyS/z4xz+O0aNHt1j/yfvhhBNOiLy8vNT3w5pqevbZZ6OhoSFOOOGEjOWf+cxnWgwTl1aSJHHGGWfEk08+Gf/zP/8T2223XYtt1vZ7vCHzxaxr33Wta2pqyvhdX1tPuwEDBsQll1wSf/nLX+KNN96IM844I373u9/FsGHDYu+9925zvVdeeWX84he/iO9///sZ7+sbcj4PPfRQnHPOOXHcccfF+PHj21wTAEBbCVkAANbhuOOOi27dujUPT/SHP/wh/vGPf2RMeH/TTTfFWWedFfvuu2/8+te/jmeffTZmz54dhx12WNTV1bU45rbbbtuqti+88MK48sor46ijjorf/e538dxzz8Xs2bNj9913X+NxW+ODDz5Yaw0VFRXN61fr2bNni+0KCwvX2/4HH3wQeXl5LT54z8nJiT59+rRopy169OjRYllBQUGL5QUFBRERzUPKLF26NJIkWeu5r6774z55/qsnT27L9U97jNNPPz2Ki4vjxz/+cUR8NKxVcXFxnH766a1qt0+fPmtd9snz/OQ1+cc//hERH93/+fn5GY/rr78+kiSJf/7zn7F06dJobGxsnhS9rfLy8lpcn7XV2Fonn3xy3HLLLfGVr3wlHnnkkXj++edj9uzZ0bt37w36vWnL/Zz292Zd0t5HOTk5MXz48Pjzn/8cK1eujBkzZsTw4cOb1w8fPjxmzZoVSZLEjBkzok+fPmsdwrA11vX+NnXq1Lj88svjqquuyngP/bhP3rer75ENec/4ZE2rj1VeXt5i2zUta6skSeIrX/lKTJ06Ne644474whe+kLF+9Wu5pnP65z//ucb3uPXp3r175OTkrPWYEWt+71zt2muvzfg9HzRo0HrbXLp0afzrX/+K5cuXR05OTpvrvuaaa+Jb3/pWfPvb345zzz03Y936rlFOTk5ss802LdY98sgjccwxx8TBBx8cv/jFLzYosAIAaK289W8CANBxFRcXx0knnRQ//elP47333ouf//zn0aVLl+ZJsyM++uBwxIgR8aMf/Shj3w8//HCNx2zthz5Tp06N0047rXnuiNXef//9NX641BqrP7h67733WnwwvmjRoujVq1eq466pnVWrVsWSJUsyPphOkiQWL17cPHH55tS9e/fo1KlTvPfeey3WrZ63ZWOd/8bQrVu3GDduXPzsZz+Liy++OG6//fY4+eSTW/3aL168eK3LPvmB/SfvydXXYcqUKfGZz3xmjccvLy+PxsbGyM3NjQULFrSqpk9atWpVfPDBBxn1rK3G1li2bFk8+OCDcfXVV8ell17avLyhoSFj8uu2ao/3c1uMHDky7r///njuuefiySefjOuuu6553fDhw+P999+POXPmxLPPPhtHH310xr5FRUUt5pyJ+Oh9aE2/L2t7f3vsscfi9NNPjy996UtxzTXXrLXWxYsXR9++fZufr+keKSwsXGNNawtiPlnT6mOtDhM/2f6G9GZZHbDcfvvtcdttt61x3pwhQ4ZERMQrr7wSn//85zPWvfLKK83r26K4uDgqKyvjlVdeabHulVdeieLi4thhhx3Wuv9//dd/xZgxY5qfrw7xPukvf/lLTJs2LaZNmxZvvfVW7LbbbjF+/Pg46aSTWsyvsy7XXHNNTJw4MSZOnBiXX355i/WDBg2K4uLitZ5PZWVlFBUVZSx/5JFH4qijjorhw4fHr3/96+agHQBgU9OTBQBgPc4444xobGyM7373u/GHP/whTjzxxOjcuXPz+pycnBYfSL388svxzDPPbFC7azru73//+1i4cGHGsrb0rjjwwAMjIlpMXD979uz461//GqNGjdqQkputPs4n2/n1r38dtbW1G62dtigpKYl999037r///oxr1dTUFFOnTo1+/frFTjvt1ObjbmgPhXU577zz4v3334/jjjsu/vWvf7X4tve6vPbaa/HSSy9lLLv77rujS5cuseeee65z3/333z+22WabeP3112Pvvfde46OgoCCKi4tj+PDh8atf/ap5Uvm2+sUvftGixoiIESNGrHWftd3zOTk5kSRJi9+bn/3sZy2GP2rL7017vJ/bYvXwX9///vdj2bJlGdd28ODB0bNnz7juuuuivr6+xVBhAwYMiJdffjlj2ZtvvtliaL11mTt3bhx77LFx4IEHxq233rrObT95P9x7772xatWqjJrXVNPjjz8eNTU1rapn3333jcLCwpg2bVrG8meffXaDhnRLkiT+8z//M26//fb4yU9+El/+8pfXuF3fvn1jn332ialTp2bcl88++2y88cYbccwxx6Rq/+ijj47HH3883n333eZlH374Ydx///1x5JFHRl7e2r9jWVFRkfH7PXTo0OZ1b731Vlx11VWx8847x5577hn33XdfnHLKKfH666/HSy+9FJdcckmbApZvfvObMXHixPjGN74RV1999Rq3ycvLiyOOOCLuv//+jC8svPPOOzFjxowW1+jRRx+No446Kg444IB44IEH1hoSAQBsCnqyAACsx9577x277bZbTJ48uXmc/Y8bM2ZMfPOb34yrr746hg8fHm+88UZce+21MXDgwFi1alXqdseMGRN33HFH7LLLLrHbbrvFnDlz4rvf/W6LHiirv/H7i1/8Ij71qU9FaWlpVFRUZMxPstrOO+8c//Vf/xVTpkyJTp06xejRo+Ott96KK6+8Mrbbbru44IILUtf7cQcffHAceuihcckll8Ty5ctj//33j5dffjmuvvrq2GOPPeLUU0/dKO201XXXXRcHH3xwjBw5Mi6++OIoKCiIH/7wh/Hqq6/GPffck2pomaFDh8Yvf/nLmDZtWuywww5RVFSU8QHlhthpp53isMMOi4ceeigOOOCAFnOsrEtFRUUceeSRMXHixNh2221j6tSp8dhjj8X111+fERKuSWlpaUyZMiXGjRsX//znP+O4446LsrKyWLJkSbz00kuxZMmS5p5bN910UxxwwAGx7777xqWXXhqVlZXxj3/8I37729/GT37yk+jSpcta2ykoKIjvfe97UVNTE5/+9Kfj6aefjm9961sxevToOOCAA9a637ru+c997nPx3e9+N3r16hUDBgyIWbNmxW233daiB9Dq3gK33nprdOnSJYqKimLgwIFr7EHTXu/n1ho8eHCUlZXF9OnTo3fv3s3zFUV8FEx97nOfi+nTp0dEy/lYTj311PjiF78YZ599dhx77LHx9ttvxw033NDqOXiWL18en//856O4uDguvvjieOGFFzLW77rrrtG1a9fm5/fff3/k5eXFwQcfHK+99lpceeWVsfvuu2fMn3LqqafGlVdeGVdddVUMHz48Xn/99bjllluiW7duraqpR48eceGFF8Z1110X3bt3j6OPPjoWLFgQ11xzTWy77bbRqVPmdxFHjBjRPKTaupx33nlx2223xemnnx5Dhw6NZ599tnldYWFh7LHHHs3Pr7/++jj44IPj+OOPj7PPPjuqq6vj0ksvjSFDhrQIZ2bNmhVLliyJiIjGxsZ4++2347777ouIj3oirX4tLr744rjrrrvi8MMPj2uvvTYKCwvjO9/5TtTX18fEiRNbdW3W5I477oif/vSnccIJJ8T//M//xL777pv6WN/73vfiqquuisMOOywOP/zwjGsUERk956655pr49Kc/HWPGjIlLL7006uvr46qrropevXrFRRdd1LzdU089FUcddVT06dMnLr/88pg7d27GMT95j62+dn//+98jIuKFF15onqfruOOOS31uAEAHlgAAsF4333xzEhHJrrvu2mJdQ0NDcvHFFyd9+/ZNioqKkj333DN54IEHknHjxiX9+/dv3q6qqiqJiOS73/1ui2OsXnf77bc3L1u6dGlyxhlnJGVlZUnnzp2TAw44IHnyySeT4cOHJ8OHD8/Y/5577kl22WWXJD8/P4mI5Oqrr06SJEmuvvrq5JP/y9fY2Jhcf/31yU477ZTk5+cnvXr1Sr74xS8m7777bsZ2w4cPTwYPHtyi1k+e19rU1dUll1xySdK/f/8kPz8/2XbbbZOzzjorWbp0aYvjlZSUrPd466qpf//+yeGHH95ieUQk55xzTsayJ598MjnwwAOTkpKSpLi4OPnMZz6T/O53v8vY5vbbb08iIpk9e3bG8hkzZiQRkcyYMaN52VtvvZUccsghSZcuXZKIaL42q7f91a9+lXGMNb3W67qmd9xxRxIRyS9/+cs1rl+T1dfjvvvuSwYPHpwUFBQkAwYMSG666aY1ns8na1xt1qxZyeGHH5706NEjyc/PT/r27ZscfvjhLbZ//fXXk+OPPz7p2bNnUlBQkGy//fbJl770paS+vj6jnY9ft9Wv+8svv5yMGDEiKS4uTnr06JGcddZZSU1NTYvzGTduXMaytd3zCxYsSI499tike/fuSZcuXZLDDjssefXVV9d4jMmTJycDBw5McnNzM16TNb0erb2f13Yvrun3dk0+fi5J0rZ7cV1OOOGEJCKS4447rsW6yZMnJxGR9O3bt8W6pqam5IYbbkh22GGHpKioKNl7772Txx9/vMX5rO9+X9tjdf2r36vmzJmTHHHEEUlpaWnSpUuX5KSTTkr+8Y9/ZByzoaEh+frXv55st912SXFxcTJ8+PBk7ty5LV7jtV271ef1rW99K+nXr19SUFCQ7LbbbsmDDz6Y7L777snRRx+dse1ee+2V9OnTZ32XOOnfv/9az3NNv9+PPvpo8pnPfCYpKipKevTokZx22mktzjVJPrp31nf9Vps3b15y1FFHJV27dk06d+6cjBo1KpkzZ856a1+XxYsXJ6tWrdqgY6y2rnNZ08cTL7zwQjJq1Kikc+fOSdeuXZOjjjoqmTdvXsY2q++d1l6jtrQPANAaOUmynq/jAAAAWXPsscfGs88+G2+99Vbk5+e3ap8BAwbEkCFD4sEHH9zE1aX3pS99Ke67775WD/EEm1pVVVXssssucfXVVzfPE/Lhhx9Gjx49YvLkyXHOOedkuUIAANojw4UBAEA709DQEC+++GI8//zzMX369LjppptaHbAA6/fSSy/FPffcE/vtt1907do13njjjbjhhhuia9euGUNCPvHEE9G3b9/4z//8zyxWCwBAeyZkAQCAdua9995r/vD3zDPPjPHjx2e7JNiqlJSUxAsvvBC33XZb/Otf/4pu3brFiBEj4tvf/naUl5c3b3f44YfH4YcfnsVKAQBo7wwXBgAAAAAAkEKnbBcAAAAAAACwJRKyAAAAAAAApCBkAQAAAAAASMHE9xHR1NQUixYtii5dukROTk62ywEAAAAAALIoSZL48MMPo6KiIjp1Wnt/FSFLRCxatCi22267bJcBAAAAAAC0I++++27069dvreuFLBHRpUuXiPjoYnXt2jXL1QAAAAAAANm0fPny2G677Zrzg7URskQ0DxHWtWtXIQsAAAAAABARsd4pRkx8DwAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUshqyPLEE0/EEUccERUVFZGTkxMPPPDAWrc988wzIycnJyZPnpyxvKGhIcaPHx+9evWKkpKSOPLII2PBggWbtnAAAAAAAKDDy2rIUltbG7vvvnvccsst69zugQceiOeeey4qKiparJswYUJMnz49fvnLX8ZTTz0VNTU1MWbMmGhsbNxUZQMAAAAAAEReNhsfPXp0jB49ep3bLFy4MM4999x45JFH4vDDD89Yt2zZsrjtttvirrvuioMOOigiIqZOnRrbbbdd/PGPf4xDDz10k9UOAAAAAAB0bO16TpampqY49dRT42tf+1oMHjy4xfo5c+bEypUr45BDDmleVlFREUOGDImnn356c5YKAAAAAAB0MFntybI+119/feTl5cV55523xvWLFy+OgoKC6N69e8by8vLyWLx48VqP29DQEA0NDc3Ply9fvnEKBgAAAAAAOox225Nlzpw5cfPNN8cdd9wROTk5bdo3SZJ17nPddddFt27dmh/bbbfdhpYLAAAAAAB0MO02ZHnyySejuro6tt9++8jLy4u8vLx4++2346KLLooBAwZERESfPn1ixYoVsXTp0ox9q6uro7y8fK3Hvuyyy2LZsmXNj3fffXdTngoAAAAAALAVarchy6mnnhovv/xyzJ07t/lRUVERX/va1+KRRx6JiIi99tor8vPz47HHHmve77333otXX3019ttvv7Ueu7CwMLp27ZrxAAAAAAAAaIuszslSU1MT8+bNa35eVVUVc+fOjR49esT2228fPXv2zNg+Pz8/+vTpEzvvvHNERHTr1i3OOOOMuOiii6Jnz57Ro0ePuPjii2Po0KFx0EEHbdZzAQAAAAAAOpashiwvvPBCjBw5svn5hRdeGBER48aNizvuuKNVx/j+978feXl5ccIJJ0RdXV2MGjUq7rjjjsjNzd0UJQMAAAAAAERERE6SJEm2i8i25cuXR7du3WLZsmWGDgMAAAAAgA6utblBVnuyAAAAsPHUrWiM+UtqUu9fv7IxFiyti37di6Mof8NGBxjUuzSKC4wwAADA1k3IAgAAsJWYv6Qmxkx5KttlRETEg+MPiCF9u2W7DAAA2KSELAAAAFuJQb1L48HxB6Tef151TUyYNjcmjx0WlWWlG1wLAABs7YQsAAAAW4nigtyN0nuksqxULxQAAGiFTtkuAAAAAAAAYEskZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkEJWQ5YnnngijjjiiKioqIicnJx44IEHmtetXLkyLrnkkhg6dGiUlJRERUVFnHbaabFo0aKMYzQ0NMT48eOjV69eUVJSEkceeWQsWLBgM58JAAAAAADQ0WQ1ZKmtrY3dd989brnllhbr/v3vf8eLL74YV155Zbz44otx//33x5tvvhlHHnlkxnYTJkyI6dOnxy9/+ct46qmnoqamJsaMGRONjY2b6zQAAAAAAIAOKC+bjY8ePTpGjx69xnXdunWLxx57LGPZlClTYp999ol33nkntt9++1i2bFncdtttcdddd8VBBx0UERFTp06N7bbbLv74xz/GoYceusnPAQAAAAAA6Ji2qDlZli1bFjk5ObHNNttERMScOXNi5cqVccghhzRvU1FREUOGDImnn346S1UCAAAAAAAdQVZ7srRFfX19XHrppXHyySdH165dIyJi8eLFUVBQEN27d8/Ytry8PBYvXrzWYzU0NERDQ0Pz8+XLl2+aogEAAAAAgK3WFtGTZeXKlXHiiSdGU1NT/PCHP1zv9kmSRE5OzlrXX3fdddGtW7fmx3bbbbcxywUAAAAAADqAdh+yrFy5Mk444YSoqqqKxx57rLkXS0REnz59YsWKFbF06dKMfaqrq6O8vHytx7zsssti2bJlzY933313k9UPAAAAAABsndp1yLI6YPnb3/4Wf/zjH6Nnz54Z6/faa6/Iz8+Pxx57rHnZe++9F6+++mrst99+az1uYWFhdO3aNeMBAAAAAADQFlmdk6WmpibmzZvX/Lyqqirmzp0bPXr0iIqKijjuuOPixRdfjAcffDAaGxub51np0aNHFBQURLdu3eKMM86Iiy66KHr27Bk9evSIiy++OIYOHRoHHXRQtk4LAAAAAADoALIasrzwwgsxcuTI5ucXXnhhRESMGzcuJk6cGL/97W8jImLYsGEZ+82YMSNGjBgRERHf//73Iy8vL0444YSoq6uLUaNGxR133BG5ubmb5RwAAAAAAICOKashy4gRIyJJkrWuX9e61YqKimLKlCkxZcqUjVkaAAAAAADAOrXrOVkAAAAAAADaq6z2ZAEAYOOpW9EY85fUpN6/fmVjLFhaF/26F0dRfvqhVwf1Lo3iAkO3AgAAsPUTsgAAbCXmL6mJMVOeynYZ8eD4A2JI327ZLgMAAAA2OSELAMBWYlDv0nhw/AGp959XXRMTps2NyWOHRWVZ6QbVAQAAAB2BkAUAYCtRXJC7UXqQVJaV6okCAAAArWDiewAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFPKyXQAAALBx1K1ojPlLalLvX7+yMRYsrYt+3YujKD839XEG9S6N4oL0+wMAAGwphCwAALCVmL+kJsZMeSrbZcSD4w+IIX27ZbsMAACATU7IAgAAW4lBvUvjwfEHpN5/XnVNTJg2NyaPHRaVZaUbVAcAAJA9erlvPkIWAADYShQX5G6UHiSVZaV6ogAAwBZML/fNR8gCAAAAAABbEb3cNx8hCwAAAGxFDA8CAOjlvvkIWQAAAGArYngQAIDNR8gCAAAAWxHDgwAAbD5CFgAAANiKGB4EAGDz6ZTtAgAAAAAAALZEQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIIWshixPPPFEHHHEEVFRURE5OTnxwAMPZKxPkiQmTpwYFRUVUVxcHCNGjIjXXnstY5uGhoYYP3589OrVK0pKSuLII4+MBQsWbMazAAAAAAAAOqKshiy1tbWx++67xy233LLG9TfccEPcdNNNccstt8Ts2bOjT58+cfDBB8eHH37YvM2ECRNi+vTp8ctf/jKeeuqpqKmpiTFjxkRjY+PmOg0AAAAAAKADystm46NHj47Ro0evcV2SJDF58uS44oor4phjjomIiDvvvDPKy8vj7rvvjjPPPDOWLVsWt912W9x1111x0EEHRUTE1KlTY7vttos//vGPceihh262cwEAAAAAADqWdjsnS1VVVSxevDgOOeSQ5mWFhYUxfPjwePrppyMiYs6cObFy5cqMbSoqKmLIkCHN26xJQ0NDLF++POMBAAAAAADQFu02ZFm8eHFERJSXl2csLy8vb163ePHiKCgoiO7du691mzW57rrrolu3bs2P7bbbbiNXDwAAAAAAbO3abciyWk5OTsbzJElaLPuk9W1z2WWXxbJly5of77777kapFQAAAAAA6DjabcjSp0+fiIgWPVKqq6ube7f06dMnVqxYEUuXLl3rNmtSWFgYXbt2zXgAAAAAAAC0RbsNWQYOHBh9+vSJxx57rHnZihUrYtasWbHffvtFRMRee+0V+fn5Gdu899578eqrrzZvAwAAAAAAsCnkZbPxmpqamDdvXvPzqqqqmDt3bvTo0SO23377mDBhQkyaNCl23HHH2HHHHWPSpEnRuXPnOPnkkyMiolu3bnHGGWfERRddFD179owePXrExRdfHEOHDo2DDjooW6cFAAAAAAB0AFkNWV544YUYOXJk8/MLL7wwIiLGjRsXd9xxR3z961+Purq6OPvss2Pp0qWx7777xqOPPhpdunRp3uf73/9+5OXlxQknnBB1dXUxatSouOOOOyI3N3eznw8AAAAAANBxZDVkGTFiRCRJstb1OTk5MXHixJg4ceJatykqKoopU6bElClTNkGFAAAAAAAAa9Zu52QBAAAAAABoz4QsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUsjLdgEAAAAAbDx1Kxpj/pKa1PvXr2yMBUvrol/34ijKz019nEG9S6O4IP3+ALAlELIAAAAAbEXmL6mJMVOeynYZ8eD4A2JI327ZLgMANikhCwAAAMBWZFDv0nhw/AGp959XXRMTps2NyWOHRWVZ6QbVAQBbOyELAAAAwFakuCB3o/QgqSwr1RMFANbDxPcAAAAAAAApCFkAAAAAAABSMFwYAAAAAMBWpG5FY8xfUpN6//qVjbFgaV30614cRfm5qY8zqHdpFBek3x+2BEIWAAAAAICtyPwlNTFmylPZLiMeHH+AuZ3Y6glZAAAAAAC2IoN6l8aD4w9Ivf+86pqYMG1uTB47LCrLSjeoDtjaCVkAAAAAALYixQW5G6UHSWVZqZ4osB4mvgcAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAAp5LVmo5dffrnNB951110jL69VhwcAAAAAANjitCoFGTZsWOTk5ESSJK06aKdOneLNN9+MHXbYYYOKAwAAAAAAaK9a3dXkueeei969e693uyRJYsiQIRtUFAAAAAAAQHvXqpBl+PDhUVlZGdtss02rDvq5z30uiouLN6QuAAAAAACAdq1VE9/PmDGj1QFLRMQf/vCH2HbbbdPW1GzVqlXxjW98IwYOHBjFxcWxww47xLXXXhtNTU3N2yRJEhMnToyKioooLi6OESNGxGuvvbbBbQMAAAAAAKxLq0KWbLn++uvjxz/+cdxyyy3x17/+NW644Yb47ne/G1OmTGne5oYbboibbropbrnllpg9e3b06dMnDj744Pjwww+zWDkAAAAAALC1a/WcLKs1NjbGHXfcEX/605+iuro6o1dJRMTjjz++0Yp75pln4gtf+EIcfvjhERExYMCAuOeee+KFF16IiI96sUyePDmuuOKKOOaYYyIi4s4774zy8vK4++6748wzz9xotQAAAAAAAHxcm3uynH/++XH++edHY2NjDBkyJHbfffeMx8Z0wAEHxJ/+9Kd48803IyLipZdeiqeeeio+//nPR0REVVVVLF68OA455JDmfQoLC2P48OHx9NNPr/W4DQ0NsXz58owHAAAAAABAW7S5J8svf/nLuPfee5uDjk3pkksuiWXLlsUuu+wSubm50djYGN/+9rfjpJNOioiIxYsXR0REeXl5xn7l5eXx9ttvr/W41113XVxzzTWbrnAAAAAAAGCr1+aeLAUFBVFZWbkpamlh2rRpMXXq1Lj77rvjxRdfjDvvvDNuvPHGuPPOOzO2y8nJyXieJEmLZR932WWXxbJly5of77777iapHwAAAAAA2Hq1OWS56KKL4uabb44kSTZFPRm+9rWvxaWXXhonnnhiDB06NE499dS44IIL4rrrrouIiD59+kTE/+/Rslp1dXWL3i0fV1hYGF27ds14AAAAAAAAtEWrhgtbPan8ao8//ng89NBDMXjw4MjPz89Yd//992+04v79739Hp06ZOVBubm40NTVFRMTAgQOjT58+8dhjj8Uee+wRERErVqyIWbNmxfXXX7/R6gAAAAAAAPikVoUs3bp1y3h+9NFHb5JiPumII46Ib3/727H99tvH4MGD4y9/+UvcdNNNcfrpp0fER8OETZgwISZNmhQ77rhj7LjjjjFp0qTo3LlznHzyyZulRgAAAAAAoGNqVchy++23b+o61mjKlClx5ZVXxtlnnx3V1dVRUVERZ555Zlx11VXN23z961+Purq6OPvss2Pp0qWx7777xqOPPhpdunTJSs0AAACwIarer43ahlVZa39edU3Gz2woKcyLgb1KstY+AEBrtSpk+bgDDzww7r///thmm20yli9fvjyOOuqoePzxxzdWbdGlS5eYPHlyTJ48ea3b5OTkxMSJE2PixIkbrV0AAADIhqr3a2PkjTOzXUZEREyYNjer7c+4eISgBQBo99ocssycOTNWrFjRYnl9fX08+eSTG6UoAAAA6IhW92CZPHZYVJaVZqWG+pWNsWBpXfTrXhxF+bmbvf151TUxYdrcrPbmAYD2IJu9W9tDz9aILaN3a6tDlpdffrn5v19//fVYvHhx8/PGxsZ4+OGHo2/fvhu3OgAAAOiAKstKY0jfbuvfcBPZe0DWmgYAov30bs12z9aI9t+7tdUhy7BhwyInJydycnLiwAMPbLG+uLg4pkyZslGLAwAAAACAjibbvVuz3bM1Ysvp3drqkKWqqiqSJIkddtghnn/++ejdu3fzuoKCgigrK4vc3OxcbAAAAAAA2Npks3ernq2t0+qQpX///hER0dTUtMmKAQAAAAAA2FK0eeL7iIg333wzZs6cGdXV1S1Cl6uuumqjFAYAAAAAANCetTlk+elPfxpnnXVW9OrVK/r06RM5OTnN63JycoQsAAAAAABAh9DmkOVb3/pWfPvb345LLrlkU9QDAAAAAACwRWhzyLJ06dI4/vjjN0UtAAAAHV7V+7VR27AqK23Pq67J+JktJYV5MbBXSVZrAACA1mhzyHL88cfHo48+Gl/96lc3RT0AAAAdVtX7tTHyxpnZLiMmTJub7RJixsUjBC0AALR7bQ5ZKisr48orr4xnn302hg4dGvn5+RnrzzvvvI1WHAAAQEeyugfL5LHDorKsdLO3X7+yMRYsrYt+3YujKD93s7cf8VEvmgnT5matNw8AALRFm0OWW2+9NUpLS2PWrFkxa9asjHU5OTlCFgAAgA1UWVYaQ/p2y0rbew/ISrMAALBFanPIUlVVtSnqAAAAAAAA2KJ02pCdkySJJEk2Vi0AAAAAAABbjFQhy//8z//E0KFDo7i4OIqLi2O33XaLu+66a2PXBgAAAAAA0G61ebiwm266Ka688so499xzY//9948kSeLPf/5zfPWrX433338/Lrjggk1RJwAAAAAAQLvS5pBlypQp8aMf/ShOO+205mVf+MIXYvDgwTFx4kQhCwAAAAAA0CG0ebiw9957L/bbb78Wy/fbb7947733NkpRAAAAAAAA7V2bQ5bKysq49957WyyfNm1a7LjjjhulKAAAAAAAgPauzcOFXXPNNTF27Nh44oknYv/994+cnJx46qmn4k9/+tMawxcAAAAAAICtUZt7shx77LHx3HPPRa9eveKBBx6I+++/P3r16hXPP/98HH300ZuiRgAAAAAAgHanzT1ZIiL22muvmDp16sauBQAAAAAAYIuRKmSJiKiuro7q6upoamrKWL7bbrttcFEAAAAAAADtXZtDljlz5sS4cePir3/9ayRJkrEuJycnGhsbN1pxAAAAAAAA7VWbQ5Yvf/nLsdNOO8Vtt90W5eXlkZOTsynqAgAAAAAAaNfaHLJUVVXF/fffH5WVlZuiHgAAAAAAgC1Cp7buMGrUqHjppZc2RS0AAAAAAABbjDb3ZPnZz34W48aNi1dffTWGDBkS+fn5GeuPPPLIjVYcAAAAAABAe9XmkOXpp5+Op556Kh566KEW60x8DwAAAAAAdBRtHi7svPPOi1NPPTXee++9aGpqyngIWAAAAAAAgI6izSHLBx98EBdccEGUl5dvinoAAAAAAAC2CG0OWY455piYMWPGpqgFAAAAAABgi9HmOVl22mmnuOyyy+Kpp56KoUOHtpj4/rzzzttoxQHQenUrGmP+kprU+9evbIwFS+uiX/fiKMrPTX2cQb1Lo7gg/f4AAAAAsKVoc8jys5/9LEpLS2PWrFkxa9asjHU5OTlCFoAsmb+kJsZMeSrbZcSD4w+IIX27ZbsMAAAAANjk2hyyVFVVbYo6ANhAg3qXxoPjD0i9/7zqmpgwbW5MHjssKstKN6gOAAAAAOgI2hyyANA+FRfkbpQeJJVlpXqiAAAAAEArtHniewAAAAAAAPRkAQBoV6rer43ahlVZaXtedU3Gz2woKcyLgb1KstY+AAAAtIWQBQCgnah6vzZG3jgz22XEhGlzs9r+jItHCFoAAADYIrQ6ZLn11lvjyCOPjD59+mzKegAAOqzVPVgmjx0WlWWlm739+pWNsWBpXfTrXhxF+bmbvf151TUxYdrcrPXkAQAAgLZqdchyzz33xHnnnRe77757fOELX4gvfOELMXjw4E1ZGwBAh1RZVhpD+nbLStt7D8hKswAAALBFavXE9zNmzIj33nsvxo8fH3Pnzo399tsvBg0aFBdeeGHMnDkzmpqaNmWdAAAAAAAA7UqrQ5aIiO7du8cXv/jFuPfee2PJkiXxgx/8IOrr6+PUU0+N3r17x2mnnRb33Xdf1NbWbqp6AQAAAAAA2oU2hSwfV1BQEIcddlj88Ic/jHfffTceeeSRGDBgQHzzm9+Mm266aWPWCAAAAAAA0O60ek6W9dl7771j7733jmuvvTZWrly5sQ4LAAAAAADQLqXuybIu+fn5m+KwAAAAAAAA7cYmCVkAAAAAAAC2dkIWAAAAAACAFIQsAAAAAAAAKaSa+L6+vj5efvnlqK6ujqampox1Rx555EYpDAAAAAAAoD1rc8jy8MMPx2mnnRbvv/9+i3U5OTnR2Ni4UQoDAAAAAABoz9o8XNi5554bxx9/fLz33nvR1NSU8RCwAAAAAAAAHUWbQ5bq6uq48MILo7y8fFPUAwAAAAAAsEVoc8hy3HHHxcyZMzdBKQAAAAAAAFuONs/Jcsstt8Txxx8fTz75ZAwdOjTy8/Mz1p933nkbrTgAAAAAAID2qs0hy9133x2PPPJIFBcXx8yZMyMnJ6d5XU5OjpAFAAAAAADoENocsnzjG9+Ia6+9Ni699NLo1KnNo40BAAAAAABsFdqckqxYsSLGjh0rYAEAAAAAADq0Nicl48aNi2nTpm2KWgAAAAAAALYYbR4urLGxMW644YZ45JFHYrfddmsx8f1NN9200YoDAAAAAABor9ocsrzyyiuxxx57RETEq6++mrEuJydn41QFAAAAAADQzrU5ZJkxY8amqAMAAAAAAGCLYvZ6AAAAAACAFNrck6W+vj6mTJkSM2bMiOrq6mhqaspY/+KLL2604miduhWNMX9JTer961c2xoKlddGve3EU5eduUC2DepdGccGGHQMAAAAAALYEbQ5ZTj/99HjsscfiuOOOi3322cc8LO3A/CU1MWbKU9kuIyIiHhx/QAzp2y3bZQAAAAAAwCbX5pDl97//ffzhD3+I/ffff1PUQwqDepfGg+MPSL3/vOqamDBtbkweOywqy0o3uBYAAAAAAOgI2hyy9O3bN7p06bIpaiGl4oLcjdJ7pLKsVC8UAAAAAGgHqt6vjdqGVVlpe151TcbPbCgpzIuBvUqy1j60VptDlu9973txySWXxI9//OPo37//pqgJAAAAAKDDqnq/NkbeODPbZcSEaXOz2v6Mi0cIWmj32hyy7L333lFfXx877LBDdO7cOfLz8zPW//Of/9xoxQEAAAAAdDSre7BsjOH906hf2RgLltZFv+7FUZSfu9nbXz29QbZ68kBbtDlkOemkk2LhwoUxadKkKC8vN/E9AAAAAMAmkM3h/fcekJVmYYvT5pDl6aefjmeeeSZ23333TVEPAAAAAADAFqFTW3fYZZddoq6ublPUAgAAAAAAsMVoc8jyne98Jy666KKYOXNmfPDBB7F8+fKMBwAAAAAAQEfQ5uHCDjvssIiIGDVqVMbyJEkiJycnGhsbN05lAAAAAAAA7VibQ5YZM2ZsijoAAAAAAAC2KG0OWYYPH74p6gAAAAAAANiitGpOlpdffjmamppafdDXXnstVq1albooAAAAAACA9q5VIcsee+wRH3zwQasP+h//8R/xzjvvpC4KAAAAAACgvWvVcGFJksSVV14ZnTt3btVBV6xYsUFFAQBAR1X1fm3UNmSnV/i86pqMn9lSUpgXA3uVZLUGAACA1mhVyPK5z30u3njjjVYf9D/+4z+iuLg4dVEAANARVb1fGyNvnJntMmLCtLnZLiFmXDxC0AIAALR7rQpZZs6cuYnLAAAAVvdgmTx2WFSWlW729utXNsaCpXXRr3txFOXnbvb2Iz7qRTNh2tys9eYBAABoi1aFLAAAwOZTWVYaQ/p2y0rbew/ISrMAAABbpFZNfA8AAAAAAEAmIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQQl62CwAAAAA+0tBYH52KFkbV8jeiU1FptsvJiqrlNdGpaGE0NNZHRLdslwMAsE5CFgAAAGgnFtW+HSUDp8Tlz2e7kuwqGRixqHZY7BXl2S4FAGCdhCwAAADQTlSU9I/aqvFx89hhMaisY/ZkmV9dE+dPmxsVI/tnuxQAgPUSsgAAAEA7UZhbFE31fWNg151j154dc6ispvpl0VS/JApzi7JdCgDAepn4HgAAAAAAIIV2H7IsXLgwvvjFL0bPnj2jc+fOMWzYsJgzZ07z+iRJYuLEiVFRURHFxcUxYsSIeO2117JYMQAAAAAA0BG065Bl6dKlsf/++0d+fn489NBD8frrr8f3vve92GabbZq3ueGGG+Kmm26KW265JWbPnh19+vSJgw8+OD788MPsFQ4AAAAAAGz12vWcLNdff31st912cfvttzcvGzBgQPN/J0kSkydPjiuuuCKOOeaYiIi48847o7y8PO6+++4488wzN3fJkDV1Kxpj/pKa1PvXr2yMBUvrol/34ijKz019nEG9S6O4IP3+AAAAAABbinYdsvz2t7+NQw89NI4//viYNWtW9O3bN84+++z4z//8z4iIqKqqisWLF8chhxzSvE9hYWEMHz48nn766bWGLA0NDdHQ0ND8fPny5Zv2RGAzmL+kJsZMeSrbZcSD4w+IIX075gSdAAAAAEDH0q5Dlr///e/xox/9KC688MK4/PLL4/nnn4/zzjsvCgsL47TTTovFixdHRER5eXnGfuXl5fH222+v9bjXXXddXHPNNZu0dtjcBvUujQfHH5B6/3nVNTFh2tyYPHZYVJaVblAdAAAAAAAdQbsOWZqammLvvfeOSZMmRUTEHnvsEa+99lr86Ec/itNOO615u5ycnIz9kiRpsezjLrvssrjwwgubny9fvjy22267jVw9bF7FBbkbpQdJZVmpnigAAAAAAK3Qrie+33bbbWPXXXfNWPapT30q3nnnnYiI6NOnT0REc4+W1aqrq1v0bvm4wsLC6Nq1a8YDAAAAAACgLdp1yLL//vvHG2+8kbHszTffjP79+0dExMCBA6NPnz7x2GOPNa9fsWJFzJo1K/bbb7/NWisAAAAAANCxtOvhwi644ILYb7/9YtKkSXHCCSfE888/H7feemvceuutEfHRMGETJkyISZMmxY477hg77rhjTJo0KTp37hwnn3xylqsHAAAAAAC2Zu06ZPn0pz8d06dPj8suuyyuvfbaGDhwYEyePDlOOeWU5m2+/vWvR11dXZx99tmxdOnS2HfffePRRx+NLl26ZLFyAAAAAABga9euQ5aIiDFjxsSYMWPWuj4nJycmTpwYEydO3HxFAQAAAAAAHV67npMFAAAAAACgvRKyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkEK7n/geAKCjaGisj05FC6Nq+RvRqag02+VsdlXLa6JT0cJoaKyPiG7ZLgcAAADWS8gCANBOLKp9O0oGTonLn892JdlTMjBiUe2w2CvKs10KAAAArJeQBQCgnago6R+1VePj5rHDYlBZx+vJMr+6Js6fNjcqRvbPdikAAADQKkIWAIB2ojC3KJrq+8bArjvHrj073nBZTfXLoql+SRTmFmW7FAAAAGgVE98DAAAAAACkIGQBAAAAAABIQcgCAAAAAACQgpAFAAAAAAAgBSELAAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBTysl0AH6l6vzZqG1Zlpe151TUZP7OlpDAvBvYqyWoNAACQTQ2N9dGpaGFULX8jOhWVZrucrKhaXhOdihZGQ2N9RHTLdjkAALBOQpZ2oOr92hh548xslxETps3Ndgkx4+IRghYAADqsRbVvR8nAKXH589muJLtKBkYsqh0We0V5tksBAIB1ErK0A6t7sEweOywqyzb/t9XqVzbGgqV10a97cRTl52729iM+6kUzYdrcrPXmAQCA9qCipH/UVo2Pm8cOi0FZ+LdBezC/uibOnzY3Kkb2z3YpAACwXkKWdqSyrDSG9M1Od/i9B2SlWQAA4GMKc4uiqb5vDOy6c+zas2MOldVUvyya6pdEYW5RtksBAID1MvE9AAAAAABACkIWAAAAAACAFIQsAAAAAAAAKQhZAAAAAAAAUhCyAAAAAAAApJCX7QIAAAAAyFT1fm3UNqzKStvzqmsyfmZDSWFeDOxVkrX2t3R1Kxpj/pL0r1/9ysZYsLQu+nUvjqL83NTHGdS7NIoL0u8PsCUQsgAAAAC0I1Xv18bIG2dmu4yYMG1uVtufcfEIQUtK85fUxJgpT2W7jHhw/AExpG+3bJcBsEkJWQAAAADakdU9WCaPHRaVZaWbvf2N1YshrXnVNTFh2tys9eTZGgzqXRoPjj8g9f6rX4MNvQcH9d789y/A5iZkAQAAAGiHKstKs9YLYO8BWWmWjaS4IHej3DvZvAcBthQmvgcAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIQcgCAAAAAACQQl62CwAAAAAAAP6/hsb66FS0MKqWvxGdikqzXU5WVC2viU5FC6OhsT4iumW7nLUSsgAAAAAAQDuyqPbtKBk4JS5/PtuVZFfJwIhFtcNiryjPdilrJWQBgK1E3YrGmL+kJvX+9SsbY8HSuujXvTiK8nNTH2dQ79IoLki/PwAAAHR0FSX9o7ZqfNw8dlgMKuuYPVnmV9fE+dPmRsXI/tkuZZ2ELACwlZi/pCbGTHkq22XEg+MPiCF92283XgAAAGjvCnOLoqm+bwzsunPs2rNj/hu7qX5ZNNUvicLcomyXsk5CFgDYSgzqXRoPjj8g9f7zqmtiwrS5MXnssKjcgG/JDOrdMb9hAwAAAHQ8QhYA2EoUF+RulB4klWWleqIAAAAAtEKnbBcAAAAAAACwJRKyAAAAAAAApCBkAQAAAAAASEHIAgAAAAAAkIKQBQAAAAAAIAUhCwAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACCFvGwXAHyk6v3aqG1YlbX251XXZPzMhpLCvBjYqyRr7QMAAAAAtIWQBdqBqvdrY+SNM7NdRkRETJg2N6vtz7h4hKAFAAAAANgiCFmgHVjdg2Xy2GFRWVaalRrqVzbGgqV10a97cRTl52729udV18SEaXOz2psHAAAAAKAthCzQjlSWlcaQvt2y1v7eA7LWNAAAAADAFsfE9wAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJBCXrYLAAAAPtLQWB+dihZG1fI3olNRabbLyYqq5TXRqWhhNDTWR0S3bJcDAACwTkIWAABoJxbVvh0lA6fE5c9nu5LsKhkYsah2WOwV5dkuBQAAYJ2ELAAA0E5UlPSP2qrxcfPYYTGorGP2ZJlfXRPnT5sbFSP7Z7sUAACA9RKyAABAO1GYWxRN9X1jYNedY9eeHXOorKb6ZdFUvyQKc4uyXQoAAMB6mfgeAAAAAAAgBT1ZAAAAAADakYbG+uhUtDCqlr8RnYo63jCyVctrolPRwmhorI+IjtnDmy2HkAUAAAAA2pmq92ujtmFVVtqeV12T8TMbSgrzYmCvkqy1n22Lat+OkoFT4vLns11J9pQMjFhUOyz2ivJslwLrJGQBAAAAgHak6v3aGHnjzGyXEROmzc1q+zMuHtFhg5aKkv5RWzU+bh47LAaVdbyeLPOra+L8aXOjYmT/bJcC6yVkAQAAAIB2ZHUPlsljh0VlFj5gr1/ZGAuW1kW/7sVRlJ+72dufV10TE6bNzVpPnvagMLcomur7xsCuO8euPTvecFlN9cuiqX5JFOYWZbsUWC8hCwAAAAC0Q5VlpTGkb3Y+YN97QFaaBdjiCFkA2hFj7nbsMXcBAAAA2LIIWQDaCWPufqQjj7kLAAAAwJZFyALQThhz15i7AAAAAGxZhCwA7YwxdwEAAABgy9Ap2wUAAAAAAABsifRkAYB2pOr92qwNmTavuibjZzaUFOaZkwcAAADYYghZAKCdqHq/NkbeODPbZcSEaXOz2v6Mi0cIWgAAAIAtgpAFANqJ1T1YJo8dFpVlpZu9/fqVjbFgaV30614cRfm5m739edU1MWHa3Kz15AEAAABoKyELALQzlWWlMaRvt6y0vfeArDQLAAAAfEzdysaIiHh14bKstJ/tL2JGZHc487YQsgAAAAAAQDsy//8ChkvvfyXLlWRfSWH7jjHad3UAAAAAANDBHDK4T0REDCorjeIsDumdrSHNVyspzGv387ZuUSHLddddF5dffnmcf/75MXny5IiISJIkrrnmmrj11ltj6dKlse+++8YPfvCDGDx4cHaLBQAAAACAFHqUFMSJ+2yf7TKyOqT5lqJTtgtordmzZ8ett94au+22W8byG264IW666aa45ZZbYvbs2dGnT584+OCD48MPP8xSpQAAAAAAQEewRfRkqampiVNOOSV++tOfxre+9a3m5UmSxOTJk+OKK66IY445JiIi7rzzzigvL4+77747zjzzzGyVDAAAAACpNDTWR6eihVG1/I3oVJS9YXqypWp5TXQqWhgNjfUR4Rv0QPu2RYQs55xzThx++OFx0EEHZYQsVVVVsXjx4jjkkEOalxUWFsbw4cPj6aef3mJClo7+hzPCH08AAACA1RbVvh0lA6fE5c9nu5LsKRkYsah2WOwV5dkuBWCd2n3I8stf/jLmzJkTL7zwQot1ixcvjoiI8vLMN9vy8vJ4++2313rMhoaGaGhoaH6+fPnyjVRtOv5wfsQfTwAAAICIipL+UVs1Pm4eOywGZXHC6WyZX10T50+bGxUj+2e7FID1atchy7vvvhvnn39+PProo1FUVLTW7XJycjKeJ0nSYtnHXXfddXHNNddstDo3VEf/wxnhjycAAADAaoW5RdFU3zcGdt05du3Z8Ub8aKpfFk31S6Iwd+2fBwK0F+06ZJkzZ05UV1fHXnvt1byssbExnnjiibjlllvijTfeiIiPerRsu+22zdtUV1e36N3ycZdddllceOGFzc+XL18e22233SY4g9bp6H84I/zxBAAAAABgy9OuQ5ZRo0bFK6+8krHsy1/+cuyyyy5xySWXxA477BB9+vSJxx57LPbYY4+IiFixYkXMmjUrrr/++rUet7CwMAoLCzdp7QAAANBWdSsbIyLi1YXLslZD/crGWLC0Lvp1L46i/NzN3v686prN3iYAQFrtOmTp0qVLDBkyJGNZSUlJ9OzZs3n5hAkTYtKkSbHjjjvGjjvuGJMmTYrOnTvHySefnI2SAQAAILX5/xcwXHr/K+vZcutXUtiuP7IAAIiIdh6ytMbXv/71qKuri7PPPjuWLl0a++67bzz66KPRpUuXbJcGAAAAbXLI4D4RETGorDSKs9CLJOKjniQTps2NyWOHRWWW5g0tKcyLgb1KstI2AEBbbHEhy8yZMzOe5+TkxMSJE2PixIlZqQcAAAA2lh4lBXHiPttnu4yIiKgsK40hfTvmvKEAAK3VKdsFAAAAAAAAbImELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIIS/bBQAAAAAA/1/dysaIiHh14bKstF+/sjEWLK2Lft2Loyg/d7O3P6+6ZrO3CZCWkAUAAAAA2pH5/xcyXHr/K1muJLtKCn10CbR/3qkAAAAAoB05ZHCfiIgYVFYaxVnqSTJh2tyYPHZYVJaVbvb2Iz4KWAb2KslK2wBtIWQBAAAAgHakR0lBnLjP9tkuIyrLSmNI327ZLgOgXTPxPQAAAAAAQApCFgAAAAAAgBSELAAAAAAAACkIWQAAAAAAAFIQsgAAAAAAAKQgZAEAAAAAAEhByAIAAAAAAJCCkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUhCwAAAAAAAApCFkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIIS/bBQDwkYbG+uhUtDCqlr8RnYpKs13OZle1vCY6FS2Mhsb6iOiW7XIAAAAAYL2ELADtxKLat6Nk4JS4/PlsV5I9JQMjFtUOi72iPNulAAAAAMB6CVnagbqVjRER8erCZVlpv35lYyxYWhf9uhdHUX5uVmqYV12TlXahPako6R+1VePj5rHDYlBZx+vJMr+6Js6fNjcqRvbPdikAAAAA0CpClnZg/v8FDJfe/0qWK8m+kkK3JB1XYW5RNNX3jYFdd45de3a84bKa6pdFU/2SKMwtynYpAAAAANAqPtFuBw4Z3CciIgaVlUZxFnqSzKuuiQnT5sbkscOiMovfni8pzIuBvUqy1j4AAAAAALSFkKUd6FFSECfus322y4jKstIY0rfjfXseAAAAAADSELIAAAAAtCMNjfXRqWhhVC1/IzoVdbz5GquW10SnooXR0FgfEb4MCkD7JmQBAAAAaEcW1b4dJQOnxOXPZ7uS7CkZGLGodljsFeXZLgUA1knIAgAAANCOVJT0j9qq8XHz2GExKItzp2bL/OqaOH/a3KgY2T/bpQDAeglZAAAAANqRwtyiaKrvGwO77hy79ux4w2U11S+LpvolUZhblO1SAGC9OmW7AAAAAAAAgC2RkAUAAAAAACAFIQsAAAAAAEAK5mQBAGgn6lY2RkTEqwuXZaX9+pWNsWBpXfTrXhxF+bmbvf151TWbvU0AAADYEEIWAIB2Yv7/hQyX3v9KlivJrpJC/4sKAADAlsG/YKEdaGisj05FC6Nq+RvRqag02+VkRdXymuhUtDAaGusjolu2ywHIikMG94mIiEFlpVGcpZ4kE6bNjcljh0VlWXb+HpUU5sXAXiVZaRsAAADaSsgC7cCi2rejZOCUuPz5bFeSXSUDIxbVDou9ojzbpQBkRY+Sgjhxn+2zXUZUlpXGkL4CbwAAAFgfIQu0AxUl/aO2anzcPHZYDMrSN4ezbX51TZw/bW5UjOyf7VIAAAAAAFpFyALtQGFuUTTV942BXXeOXXt2zG8ON9Uvi6b6JVGYW5TtUgAAAAAAWkXIAgAA0E7UrWyMiIhXFy7LSvv1KxtjwdK66Ne9OIqyMDdUxEfzQwEAwJZCyAIAANBOzP+/gOHS+1/JciXZV1Lon6sAALR//q8VAACgnThkcJ+IiBhUVhrFWehJMq+6JiZMmxuTxw6LyizOFVhSmBcDe5VkrX0AAGgtIQsAAEA70aOkIE7cZ/tslxGVZaUxpG/HnCsQAADaolO2CwAAAAAAANgSCVkAAAAAAABSELIAAAAAAACkIGQBAAAAAABIwcT3AAAAALAVqVvRGPOX1KTef151TcbPtAb1Lo3igtwNOgZAeydkAQAAAICtyPwlNTFmylMbfJwJ0+Zu0P4Pjj8ghvTttsF1ALRnQhYAAAAA2IoM6l0aD44/IPX+9SsbY8HSuujXvTiK8tP3RBnUuzT1vgBbCiELAAAAAGxFigtyN7gHyd4DNk4tAFs7E98DAAAAAACkoCcLAAAAQDtSt7IxIiJeXbgsK+1vrKGi0trQydYBYHMSsgAAAAC0I/P/L2S49P5XslxJdpUU+tgKgPbPXysAAACAduSQwX0iImJQWWkUZ6knyYRpc2Py2GFRWZadictLCvNiYK+SrLQN7YEebXq0seUQsgAAAAC0Iz1KCuLEfbbPdhlRWVa6wZOnA+no0fYRPdrYErhLAQAAAADaET3a9GhjyyFkAYB2oqGxPjoVLYyq5W9Ep6Ls/E9sNlUtr4lORQujobE+InxjEgAA6Lj0aIMth5AFANqJRbVvR8nAKXH589muJHtKBkYsqh0We0V5tksBAAAAWC8hCwC0ExUl/aO2anzcPHZYDMpSd+xsml9dE+dPmxsVI/tnuxQAAACAVhGyAEA7UZhbFE31fWNg151j154drzt2U/2yaKpfEoW5RdkuBQAAAKBVOmW7AAAAAAAAgC2RkAUAAAAAACAFIQsAAAAAAEAKQhYAAAAAAIAUTHwPAADtRN3KxoiIeHXhsqy0X7+yMRYsrYt+3YujKD83KzXMq67JSrsAAABpCFkAAKCdmP9/AcOl97+S5Uqyr6TQP1UAAID2z79cAACgnThkcJ+IiBhUVhrFWehJMq+6JiZMmxuTxw6LyrLSzd7+aiWFeTGwV0nW2gcAAGgtIQsAALQTPUoK4sR9ts92GVFZVhpD+nbLdhkAAADtnonvAQAAAAAAUhCyAAAAAADw/9q78/Cq6jt/4J8QyAIBZEd2DEKrCDSiCCKCyqLSEVdUrFqqrVVRtNUBHSVQldJFrTIurYpOi4JWqpSqLcXleRh3OlFGGR0YUKwwMEhRMCyG8/vDJj+uWMWbkJsbXq/nyRPuued77ufoN+eee9/ne75AGoQsAAAAAAAAaRCyAAAAAAAApEHIAgAAAAAAkIaGmS4AAAAAqDnl2ytixfrNabdfvm5zyu90FbcpisK83GptAwCgrhOyAAAAQD2yYv3mGH374mpvZ+Lcsmq1XzBhcPTu2LzadQAA1GVCFgAAAKhHitsUxYIJg9Nuv3VHRby3sTw6tSiMgkbpj0QpblOUdlsAgGwhZAEAAIB6pDAvt9ojSPp3q5laAADqOxPfAwAAAAAApEHIAgAAAAAAkAYhCwAAAAAAQBqELAAAAAAAAGkQsgAAAAAAAKRByAIAAAAAAJCGOh2yTJ8+PQ477LBo2rRptG3bNsaMGRNvvfVWyjpJkkRpaWl06NAhCgsLY+jQofHGG29kqGIAAAAAAGBfUadDlueeey4uueSSePHFF2PhwoXxySefxIgRI2LLli1V6/zkJz+Jm2++OWbOnBmvvPJKtG/fPoYPHx4fffRRBisHAAAAAADqu4aZLuCLPPXUUymPZ82aFW3bto0lS5bEkCFDIkmSuPXWW+Paa6+NU045JSIiHnjggWjXrl08+OCD8b3vfS8TZQOkpXxHRURE/OdfN2Xk9bfuqIj3NpZHpxaFUdAot9Zff/m6zbX+mgAAAABQHXU6ZPmsTZs+/eKxZcuWERGxcuXKWLt2bYwYMaJqnfz8/Dj66KPj+eefF7IAWWXF30OGSfOWZriSzGqSn1VvTQAAAADsw7Lmm6wkSeLKK6+MwYMHR+/evSMiYu3atRER0a5du5R127VrF++8884/3Na2bdti27ZtVY8//PDDvVAxwFcz4uD2ERFR3LYoCjM0kmTi3LK4dWy/6NG2qNZfP+LTgKV76yYZeW0AAAAA+KqyJmS59NJL4/XXX4/Fixfv9lxOTk7K4yRJdlu2q+nTp8fUqVNrvEaA6mjZJC/OPLxLpsuIHm2LonfH5pkuAwAAAADqvDo98X2lCRMmxPz58+OZZ56JTp06VS1v3/7Tq74rR7RUWrdu3W6jW3Y1efLk2LRpU9XP6tWr907hAAAAAABAvVWnQ5YkSeLSSy+NefPmxdNPPx3du3dPeb579+7Rvn37WLhwYdWy7du3x3PPPReDBg36h9vNz8+PZs2apfwAAAAAAAB8FXX6dmGXXHJJPPjgg/H4449H06ZNq0asNG/ePAoLCyMnJycmTpwYN910Uxx44IFx4IEHxk033RSNGzeOs88+O8PVAwAAAAAA9VmdDlnuvPPOiIgYOnRoyvJZs2bF+eefHxERV199dZSXl8fFF18cGzdujAEDBsSf/vSnaNq0aS1XCwAAAAAA7EvqdMiSJMmXrpOTkxOlpaVRWlq69wsCAAAAAAD4uzo9JwsAAAAAAEBdJWQBAAAAAABIg5AFAAAAAAAgDUIWAAAAAACANAhZAAAAAAAA0iBkAQAAAAAASEPDTBcAAHyqfEdFRET85183ZeT1t+6oiPc2lkenFoVR0Ci31l9/+brNtf6aAAAAANUhZAGAOmLF30OGSfOWZriSzGqS7/QEAAAAyA6+xQCAOmLEwe0jIqK4bVEUZmgkycS5ZXHr2H7Ro21Rrb9+xKcBS/fWTTLy2gAAAABflZAFAOqIlk3y4szDu2S6jOjRtih6d2ye6TIAAAAA6jwhCwAA1BPl2ytixfr05zeqnBupunMkFbcpisK82h+RBwAAUNuELAAAUE+sWL85Rt++uNrbmTi3rFrtF0wYbEQcAACwTxCyAABAPVHcpigWTBicdvutOyrivY3l0alFYRRUY26o4jaZmdcJAACgtglZAACgnijMy632CJL+3WqmFgAAgH1Bg0wXAAAAAAAAkI2ELAAAAAAAAGlwuzAAAIB6onx7RaxYvznt9svXbU75XR3FbYqiMC/9uX0AACAbCFkAAADqiRXrN8fo2xdXezsT55ZVexsLJgyu9hxBAABQ1wlZAAAA6oniNkWxYMLgtNtv3VER720sj04tCqOgUfVGoRS3KapWewAAyAZCFgAAgHqiMC+32qNH+nermVoAAGBfYOJ7AAAAAACANBjJUg+Y3BIAAAAAAGqfkKUeMLll9ivfUREREf/5100Zq6Em77+djpoI+QAAAAAAapOQpR4wuWX2W/H3gGHSvKUZriTzmuQ7LAEAAAAA2cG3mfWAyS2z34iD20dERHHboijMwCiSiE9HkkycWxa3ju0XPdpmJixrkt8wurdukpHXBgAAAAD4qoQsUAe0bJIXZx7eJdNlREREj7ZFbvkGAAAAALAHGmS6AAAAAAAAgGwkZAEAAAAAAEiDkAUAAAAAACANQhYAAAAAAIA0CFkAAAAAAADSIGQBAAAAAABIg5AFAAAAAAAgDUIWAAAAAACANAhZAAAAAAAA0iBkAQAAAAAASIOQBQAAAAAAIA1CFgAAAAAAgDQIWQAAAAAAANIgZAEAAAAAAEiDkAUAAAAAACANDTNdAABQM8q3V8SK9ZvTbr983eaU3+kqblMUhXm51doGAAAAQDYQsgBAPbFi/eYYffviam9n4tyyarVfMGFw9O7YvNp1AAAAANR1QhYAqCeK2xTFggmD026/dUdFvLexPDq1KIyCRumPRCluU5R2WwAAAIBsImQBgHqiMC+32iNI+nermVoAAAAA9gUmvgcAAAAAAEiDkAUAAAAAACANQhYAAAAAAIA0CFkAAAAAAADSIGQBAAAAAABIg5AFAAAAAAAgDUIWAAAAAACANAhZAAAAAAAA0iBkAQAAAAAASEPDTBcA1Izy7RWxYv3mtNsvX7c55Xe6itsURWFebrW2AQAAAACQDYQsUE+sWL85Rt++uNrbmTi3rFrtF0wYHL07Nq92HQAAAAAAdZ2QBeqJ4jZFsWDC4LTbb91REe9tLI9OLQqjoFH6I1GK2xSl3RYAAAAAIJsIWaCeKMzLrfYIkv7daqYWAAAAAIB9gYnvAQAAAAAA0mAkCwAAAAAA1CPl2ytixfrNabdfvm5zyu90FbcpisK89KcmyAZCFgAAAAAAqEdWrN8co29fXO3tTJxbVq32CyYMrvYUB3WdkAUAAAAAAOqR4jZFsWDC4LTbb91REe9tLI9OLQqjoFH6I1GK2xSl3TZbCFkAAAAAAKAeKczLrfYIkv7daqaW+k7IAgBQT7jnLgAAANQuIQsAQD3hnrsAAABQu4QsAAD1hHvuAgAAQO0SsgAA1BPuuQsAAAC1S8gCAAAAUI+Ypw0Aao+QBaCe8EEKAACIME8bANQmIQtAPeGDFAAAEGGeNgCoTUIWgHrCBykAACDCPG0AUJuELAD1hA9SAAAAAFC7GmS6AAAAAAAAgGwkZAEAAAAAAEiDkAUAAAAAACANQhYAAAAAAIA0CFkAAAAAAADSIGQBAAAAAABIg5AFAAAAAAAgDUIWAAAAAACANAhZAAAAAAAA0iBkAQAAAAAASIOQBQAAAAAAIA1CFgAAAAAAgDQIWQAAAAAAANIgZAEAAAAAAEiDkAUAAAAAACANQhYAAAAAAIA0CFkAAAAAAADSIGQBAAAAAABIg5AFAAAAAAAgDUIWAAAAAACANAhZAAAAAAAA0iBkAQAAAAAASIOQBQAAAAAAIA0NM11ATbnjjjvipz/9aaxZsyYOPvjguPXWW+Ooo47KdFkAAAAAALWqfHtFrFi/Oe32y9dtTvmdruI2RVGYl1utbUBdVy9Clrlz58bEiRPjjjvuiCOPPDLuvvvuOP744+PNN9+MLl26ZLo8AAAAAIBas2L95hh9++Jqb2fi3LJqtV8wYXD07ti82nVAXZaTJEmS6SKqa8CAAVFSUhJ33nln1bKvf/3rMWbMmJg+ffqXtv/www+jefPmsWnTpmjWrNneLBUAAAAAYK+q7kiWrTsq4r2N5dGpRWEUNEp/JIqRLGSzPc0Nsn4ky/bt22PJkiUxadKklOUjRoyI559//nPbbNu2LbZt21b1eNOmTRHx6X80AAAAAIBs16VpTjVaN4yeLZtWu4YdW7fEjq3V3gxkRGVe8GXjVLI+ZPm///u/qKioiHbt2qUsb9euXaxdu/Zz20yfPj2mTp262/LOnTvvlRoBAAAAAIDs89FHH0Xz5v/4tndZH7JUyslJTWaTJNltWaXJkyfHlVdeWfV4586d8cEHH0SrVq3+YZv67MMPP4zOnTvH6tWr3S5tH6YfoA+gD6APoA+gDxChH6APoA+gD6APRHyaMXz00UfRoUOHL1wv60OW1q1bR25u7m6jVtatW7fb6JZK+fn5kZ+fn7Jsv/3221slZo1mzZrts38w/H/6AfoA+gD6APoA+gAR+gH6APoA+gD6wBeNYKnUoBbq2Kvy8vLi0EMPjYULF6YsX7hwYQwaNChDVQEAAAAAAPVd1o9kiYi48sor41vf+lb0798/Bg4cGL/85S/j3XffjYsuuijTpQEAAAAAAPVUvQhZxo4dGxs2bIhp06bFmjVronfv3vHEE09E165dM11aVsjPz48pU6bsdgs19i36AfoA+gD6APoA+gAR+gH6APoA+gD6wFeRkyRJkukiAAAAAAAAsk3Wz8kCAAAAAACQCUIWAAAAAACANAhZAAAAAAAA0iBkAf6hnJyceOyxxzJdBgAAGea8EAAAPp+QZR9w/vnnx5gxYzJdBhly/vnnR05Ozm4/y5cvz3Rp1ILK//8XXXTRbs9dfPHFkZOTE+eff37tF0ZGPP/885GbmxujRo3KdCnUEscAPst5IZX0hX2TcwHWrVsX3/ve96JLly6Rn58f7du3j5EjR8YLL7yQ6dKoZatXr47vfOc70aFDh8jLy4uuXbvG5ZdfHhs2bNij9s8++2zk5OTE3/72t71bKDWq8vPBj3/845Tljz32WOTk5GSoKmrTrt8TNmrUKNq1axfDhw+P++67L3bu3Jnp8rKWkAX2AaNGjYo1a9ak/HTv3j3TZVFLOnfuHHPmzIny8vKqZVu3bo2HHnoounTpUq1t79ixo7rlUYvuu+++mDBhQixevDjefffdam2roqLCCViW2JvHAACyS02eC5CdTj311HjttdfigQceiLfffjvmz58fQ4cOjQ8++CDTpVGL/ud//if69+8fb7/9djz00EOxfPnyuOuuu2LRokUxcOBA/aGeKygoiBkzZsTGjRszXQoZUvk94apVq+LJJ5+MYcOGxeWXXx6jR4+OTz75JNPlZSUhyz7mqaeeisGDB8d+++0XrVq1itGjR8eKFSuqnl+1alXk5OTEvHnzYtiwYdG4cePo27evq1qyXOUVSrv+5Obmxu9///s49NBDo6CgIA444ICYOnXqbgfTNWvWxPHHHx+FhYXRvXv3eOSRRzK0F6SrpKQkunTpEvPmzataNm/evOjcuXN84xvfqFq2p8eHhx9+OIYOHRoFBQXxm9/8plb3hfRt2bIlHn744fj+978fo0ePjvvvv7/qucqr0P7whz9E3759o6CgIAYMGBBLly6tWuf++++P/fbbLxYsWBAHHXRQ5OfnxzvvvJOBPeGrqqljwDHHHBOXXnppyrY3bNgQ+fn58fTTT+/9HaHGdevWLW699daUZf369YvS0tKqxzk5OXHPPffEySefHI0bN44DDzww5s+fX7uFstftSV8g+33RuUDl+/yuPu+q5htuuCHatm0bTZs2jQsuuCAmTZoU/fr12/vFUyP+9re/xeLFi2PGjBkxbNiw6Nq1axx++OExefLkOPHEEyMiYtOmTfHd73432rZtG82aNYtjjjkmXnvttaptlJaWRr9+/eLuu++Ozp07R+PGjeP00083miHLXHLJJZGXlxd/+tOf4uijj44uXbrE8ccfH3/+85/jr3/9a1x77bUREbFt27a4+uqro3PnzpGfnx8HHnhg3HvvvbFq1aoYNmxYRES0aNHC6Ogsc9xxx0X79u1j+vTp/3CdRx99NA4++ODIz8+Pbt26xc9//vOq5yZPnhxHHHHEbm369OkTU6ZM2Ss1U7Mqvyfs2LFjlJSUxDXXXBOPP/54PPnkk1XnB1/2fhARMX/+/Ojfv38UFBRE69at45RTTsnA3tQNQpZ9zJYtW+LKK6+MV155JRYtWhQNGjSIk08+eberka+99tr44Q9/GGVlZdGzZ88466yzJJn1zB//+Mc455xz4rLLLos333wz7r777rj//vvjxhtvTFnvuuuuq7ra6Zxzzomzzjorli1blqGqSde3v/3tmDVrVtXj++67L8aPH5+yzp4eH/75n/85Lrvssli2bFmMHDmyVuqn+ubOnRu9evWKXr16xTnnnBOzZs2KJElS1rnqqqviZz/7WbzyyivRtm3b+Kd/+qeU0Uoff/xxTJ8+Pe6555544403om3btrW9G6SpJo4BF1xwQTz44IOxbdu2qjazZ8+ODh06VH3Ipn6aOnVqnHHGGfH666/HCSecEOPGjXOFK2ShPTkX+CKzZ8+OG2+8MWbMmBFLliyJLl26xJ133rkXK6amFRUVRVFRUTz22GMp7+eVkiSJE088MdauXRtPPPFELFmyJEpKSuLYY49NOe4vX748Hn744fj9738fTz31VJSVlcUll1xSm7tCNXzwwQfxxz/+MS6++OIoLCxMea59+/Yxbty4mDt3biRJEueee27MmTMnbrvttli2bFncddddUVRUFJ07d45HH300IiLeeuutWLNmTfziF7/IxO6Qhtzc3Ljpppvi9ttvj/fee2+355csWRJnnHFGnHnmmbF06dIoLS2N6667rurL93HjxsVLL72UckHWG2+8EUuXLo1x48bV1m5Qw4455pjo27dvzJs3b4/eD/7whz/EKaecEieeeGL8x3/8RyxatCj69++f4b3IoIR677zzzktOOumkz31u3bp1SUQkS5cuTZIkSVauXJlERHLPPfdUrfPGG28kEZEsW7asNsqlhp133nlJbm5u0qRJk6qf0047LTnqqKOSm266KWXdX//618n+++9f9TgikosuuihlnQEDBiTf//73a6V2qq/y73/9+vVJfn5+snLlymTVqlVJQUFBsn79+uSkk05KzjvvvM9t+4+OD7feemst7gE1ZdCgQVX/73bs2JG0bt06WbhwYZIkSfLMM88kEZHMmTOnav0NGzYkhYWFydy5c5MkSZJZs2YlEZGUlZXVfvGkrSaPAVu3bk1atmxZ1SeSJEn69euXlJaW1sauUEN2PS/s2rVrcsstt6Q837dv32TKlClVjyMi+Zd/+Zeqx5s3b05ycnKSJ598shaqZW9Kpy/87ne/q7X6qHlfdC4wa9aspHnz5inr/+53v0t2/cpgwIABySWXXJKyzpFHHpn07dt3r9ZNzfrtb3+btGjRIikoKEgGDRqUTJ48OXnttdeSJEmSRYsWJc2aNUu2bt2a0qa4uDi5++67kyRJkilTpiS5ubnJ6tWrq55/8sknkwYNGiRr1qypvR0hbS+++OIXHtNvvvnmJCKSl156KYmIquPEZ1V+hti4cePeK5Yat+v7/xFHHJGMHz8+SZLUY/7ZZ5+dDB8+PKXdVVddlRx00EFVj/v06ZNMmzat6vHkyZOTww47bC9XT034ou+Jx44dm3z961/fo/eDgQMHJuPGjdvb5WYNI1n2MStWrIizzz47DjjggGjWrFnVvByfvR9vnz59qv69//77R8SnE+SRnYYNGxZlZWVVP7fddlssWbIkpk2bVnU1U1FRUVx44YWxZs2a+Pjjj6vaDhw4MGVbAwcONJIlC7Vu3TpOPPHEeOCBB2LWrFlx4oknRuvWrVPW2dPjwz59ZUKWeuutt+Lll1+OM888MyIiGjZsGGPHjo377rsvZb1d/95btmwZvXr1Svl7z8vLS3l/IHvUxDEgPz8/zjnnnKp+U1ZWFq+99ppbQ+wDdv27b9KkSTRt2tR5IWSZPT0X+LJtHH744SnLPvuYuu/UU0+N999/P+bPnx8jR46MZ599NkpKSuL++++PJUuWxObNm6NVq1YpnxNXrlyZcsV6ly5dolOnTlWPBw4cGDt37oy33norE7tEDUv+PsJt5cqVkZubG0cffXSGK2JvmTFjRjzwwAPx5ptvpixftmxZHHnkkSnLjjzyyPjv//7vqKioiIhPR7PMnj07Ij7tMw899JBRLPVAkiSRk5OzR+8HZWVlceyxx2a44rqjYaYLoHZ985vfjM6dO8evfvWr6NChQ+zcuTN69+4d27dvT1mvUaNGVf+uvA+vCY6zV5MmTaJHjx4py3bu3BlTp0793PslFhQUfOH2PntvZrLD+PHjq+ZT+Nd//dfdnt/T40OTJk1qpV5qzr333huffPJJdOzYsWpZkiTRqFGjL53scNe/98LCQn//WawmjgEXXHBB9OvXL957772477774thjj42uXbvW2j5Qsxo0aLDbrYJ2vUVgpV3PCyM+PS44L6xf9rQvkL2+7FxgT/vAZ88DPtuG7FBQUBDDhw+P4cOHx/XXXx8XXHBBTJkyJS6++OLYf//949lnn92tzWfn7NlVZb9wnpgdevToETk5OfHmm2/GmDFjdnv+v/7rv6JFixbRuHHj2i+OWjVkyJAYOXJkXHPNNSkXTlV+0b6rzx7vzz777Jg0aVL85S9/ifLy8li9enVVkE/2WrZsWXTv3j127tz5pe8Hn73d4L5OyLIP2bBhQyxbtizuvvvuOOqooyIiYvHixRmuikwpKSmJt956a7fw5bNefPHFOPfcc1Me7zpRMtlj1KhRVV+WfnYuFceH+uuTTz6Jf/u3f4uf//znMWLEiJTnTj311Jg9e3b07t07Ij79++7SpUtERGzcuDHefvvt+NrXvlbrNbN31MQx4JBDDon+/fvHr371q3jwwQfj9ttv3/uFs9e0adMm1qxZU/X4ww8/jJUrV2awIjJFX6jf9uRcoLi4OD766KPYsmVL1QU1ZWVlKev26tUrXn755fjWt75VtezVV1/d6/Wz9x100EHx2GOPRUlJSaxduzYaNmwY3bp1+4frv/vuu/H+++9Hhw4dIiLihRdeiAYNGkTPnj1rqWKqo1WrVjF8+PC444474oorrkj5onTt2rUxe/bsOPfcc+OQQw6JnTt3xnPPPRfHHXfcbtvJy8uLiKga2UB2mj59enzjG99I+fs96KCDdvss8Pzzz0fPnj0jNzc3IiI6deoUQ4YMidmzZ0d5eXkcd9xx0a5du1qtnZr19NNPx9KlS+OKK66ITp06fen7QZ8+fWLRokXx7W9/u3YLraOELPuQFi1aRKtWreKXv/xl7L///vHuu+/GpEmTMl0WGXL99dfH6NGjo3PnznH66adHgwYN4vXXX4+lS5fGDTfcULXeI488Ev3794/BgwfH7Nmz4+WXX4577703g5WTrtzc3KpbP1WeGFVyfKi/FixYEBs3bozvfOc70bx585TnTjvttLj33nvjlltuiYiIadOmRatWraJdu3Zx7bXXRuvWrT/36jayU00dAy644IK49NJLo3HjxnHyySfv9brZe4455pi4//7745vf/Ga0aNEirrvuut36BvsGfaF+25NzgUWLFkXjxo3jmmuuiQkTJsTLL79cNcFxpQkTJsSFF14Y/fv3j0GDBsXcuXPj9ddfjwMOOKAW94bq2LBhQ5x++ukxfvz46NOnTzRt2jReffXV+MlPfhInnXRSHHfccTFw4MAYM2ZMzJgxI3r16hXvv/9+PPHEEzFmzJiq2wYXFBTEeeedFz/72c/iww8/jMsuuyzOOOOMaN++fYb3kD01c+bMGDRoUIwcOTJuuOGG6N69e7zxxhtx1VVXRceOHePGG2+Mli1bxnnnnRfjx4+P2267Lfr27RvvvPNOrFu3Ls4444zo2rVr5OTkxIIFC+KEE06IwsLCKCoqyvSu8RX16dMnxo0bl3Lx1A9+8IM47LDD4kc/+lGMHTs2XnjhhZg5c2bccccdKW3HjRsXpaWlsX379qrPlGSHbdu2xdq1a6OioiL+93//N5566qmYPn16jB49Os4999xo0KDBl74fTJkyJY499tgoLi6OM888Mz755JN48skn4+qrr8707mWEOVn2ATt37oyGDRtGgwYNYs6cObFkyZLo3bt3XHHFFfHTn/400+WRISNHjowFCxbEwoUL47DDDosjjjgibr755t1u+zJ16tSYM2dO9OnTJx544IGYPXt2HHTQQRmqmupq1qxZNGvWbLfljg/117333hvHHXfcbl+qRHx69WpZWVn85S9/iYiIH//4x3H55ZfHoYceGmvWrIn58+dXXaFG/VATx4CzzjorGjZsGGefffaX3l6SuqfyvDAiYvLkyTFkyJAYPXp0nHDCCTFmzJgoLi7OcIXUFn1h37En5wKrVq2K3/zmN/HEE0/EIYccEg899FCUlpamrDtu3LiYPHly/PCHP4ySkpJYuXJlnH/++d4LskhRUVEMGDAgbrnllhgyZEj07t07rrvuurjwwgtj5syZkZOTE0888UQMGTIkxo8fHz179owzzzwzVq1alXKFeo8ePeKUU06JE044IUaMGBG9e/fe7ctX6rYDDzwwXn311SguLo6xY8dGcXFxfPe7341hw4bFCy+8EC1btoyIiDvvvDNOO+20uPjii+NrX/taXHjhhbFly5aIiOjYsWNMnTo1Jk2aFO3atau6LS3Z50c/+lHK7cBKSkri4Ycfjjlz5kTv3r3j+uuvj2nTpu02F+Ppp58eGzZsiI8//tjFeVnmqaeeiv333z+6desWo0aNimeeeSZuu+22ePzxxyM3N3eP3g+GDh0ajzzySMyfPz/69esXxxxzTLz00ksZ3rPMyUncRLXeGzVqVPTo0SNmzpyZ6VIAqIOeffbZGDZsWGzcuPEL77cNERGrV6+Obt26xSuvvBIlJSWZLoevyHkhlfQFasLw4cOjffv28etf/zrTpVBLSktL47HHHtvtdnIAsC9zu7B6bOPGjfH888/Hs88+GxdddFGmywEAstiOHTtizZo1MWnSpDjiiCMELFnGeSGV9AXS9fHHH8ddd90VI0eOjNzc3HjooYfiz3/+cyxcuDDTpQEAZJSQpR4bP358vPLKK/GDH/wgTjrppEyXAwBksX//93+PYcOGRc+ePeO3v/1tpsvhK3JeSCV9gXRV3jrkhhtuiG3btkWvXr3i0Ucf/dwJsQEA9iVuFwYAAAAAAJAGE98DAAAAAACkQcgCAAAAAACQBiELAAAAAABAGoQsAAAAAAAAaRCyAAAAAAAApEHIAgAAAAAAkAYhCwAAAAAAQBqELAAAAAAAAGkQsgAAAAAAAKTh/wFvXdEKTuqM4AAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_precipitation.transpose().plot.box(showfliers=False, ylim=(0, None))\n",
    "duration = \"2010 -> 2022\"\n",
    "plt.title(f\"Variation of monthly precipitation in Würzburg, {duration}\")\n",
    "plt.ylabel(\"[mm / month]\");\n",
    "plt.savefig('monthly_precipitation_variation_wuerzburg.png', facecolor=\"w\", bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e5d682d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "# TODO: Compare 1995 -> 2021 with 2015 -> 2021\n",
    "# TODO: Get duration from min max index\n",
    "# TODO: Ridgeline for each month?\n",
    "# TODO: apply to Feuerbach\n",
    "# TODO: Push and document\n",
    "# TODO: Show on map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "803223b4",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}