SCA WEEK 3(SPACE RACE DATASETS).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "anonymous-latest",
   "metadata": {},
   "source": [
    "# The Space Race datasets analysis\n",
    "The Space Race datasets used in this analysis was obtained from kaggle and it includes all the space missions since the beginning of Space Race (1957).\n",
    "\n",
    "Datasets: https://www.kaggle.com/agirlcoding/all-space-missions-from-1957/code"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "filled-steering",
   "metadata": {},
   "source": [
    "## The inferences I analysed in this datasets are;\n",
    "\n",
    "1. Firstly, let’s analyze how many missions were successfully launched and how many of them were failures using countplot and pie chart.\n",
    "\n",
    "2. Analyze the status of mission rockets. \n",
    "\n",
    "3. Now I would analyze based on the country that has launched a space mission.\n",
    "\n",
    "4. Analysis based on the company who manufactured \n",
    "\n",
    "5. Classifying the database on success and failure of the mission by the most popular companies.\n",
    "\n",
    "6. Analyze the yearly and monthly distribution of space missions (launch)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "unusual-vietnamese",
   "metadata": {},
   "outputs": [],
   "source": [
    "#import necessary libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import seaborn as sns\n",
    "from PIL import Image\n",
    "\n",
    "import os, sys\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import pandas.util.testing as tm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "finnish-roberts",
   "metadata": {},
   "outputs": [],
   "source": [
    "#import data\n",
    "data = pd.read_csv('/Users/wuraolaifeoluwa/Documents/Rasheed data doc /datasets/Space_Corrected.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "insured-plaintiff",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "early-parent",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4324, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "immune-bahrain",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Company Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Datum</th>\n",
       "      <th>Detail</th>\n",
       "      <th>Status Rocket</th>\n",
       "      <th>Rocket</th>\n",
       "      <th>Status Mission</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>LC-39A, Kennedy Space Center, Florida, USA</td>\n",
       "      <td>Fri Aug 07, 2020 05:12 UTC</td>\n",
       "      <td>Falcon 9 Block 5 | Starlink V1 L9 &amp; BlackSky</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CASC</td>\n",
       "      <td>Site 9401 (SLS-2), Jiuquan Satellite Launch Ce...</td>\n",
       "      <td>Thu Aug 06, 2020 04:01 UTC</td>\n",
       "      <td>Long March 2D | Gaofen-9 04 &amp; Q-SAT</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>29.75</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>SpaceX</td>\n",
       "      <td>Pad A, Boca Chica, Texas, USA</td>\n",
       "      <td>Tue Aug 04, 2020 23:57 UTC</td>\n",
       "      <td>Starship Prototype | 150 Meter Hop</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>Roscosmos</td>\n",
       "      <td>Site 200/39, Baikonur Cosmodrome, Kazakhstan</td>\n",
       "      <td>Thu Jul 30, 2020 21:25 UTC</td>\n",
       "      <td>Proton-M/Briz-M | Ekspress-80 &amp; Ekspress-103</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>ULA</td>\n",
       "      <td>SLC-41, Cape Canaveral AFS, Florida, USA</td>\n",
       "      <td>Thu Jul 30, 2020 11:50 UTC</td>\n",
       "      <td>Atlas V 541 | Perseverance</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>145.0</td>\n",
       "      <td>Success</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0  Unnamed: 0.1 Company Name  \\\n",
       "0           0             0       SpaceX   \n",
       "1           1             1         CASC   \n",
       "2           2             2       SpaceX   \n",
       "3           3             3    Roscosmos   \n",
       "4           4             4          ULA   \n",
       "\n",
       "                                            Location  \\\n",
       "0         LC-39A, Kennedy Space Center, Florida, USA   \n",
       "1  Site 9401 (SLS-2), Jiuquan Satellite Launch Ce...   \n",
       "2                      Pad A, Boca Chica, Texas, USA   \n",
       "3       Site 200/39, Baikonur Cosmodrome, Kazakhstan   \n",
       "4           SLC-41, Cape Canaveral AFS, Florida, USA   \n",
       "\n",
       "                        Datum                                        Detail  \\\n",
       "0  Fri Aug 07, 2020 05:12 UTC  Falcon 9 Block 5 | Starlink V1 L9 & BlackSky   \n",
       "1  Thu Aug 06, 2020 04:01 UTC           Long March 2D | Gaofen-9 04 & Q-SAT   \n",
       "2  Tue Aug 04, 2020 23:57 UTC            Starship Prototype | 150 Meter Hop   \n",
       "3  Thu Jul 30, 2020 21:25 UTC  Proton-M/Briz-M | Ekspress-80 & Ekspress-103   \n",
       "4  Thu Jul 30, 2020 11:50 UTC                    Atlas V 541 | Perseverance   \n",
       "\n",
       "  Status Rocket  Rocket Status Mission  \n",
       "0  StatusActive   50.0         Success  \n",
       "1  StatusActive  29.75         Success  \n",
       "2  StatusActive     NaN        Success  \n",
       "3  StatusActive   65.0         Success  \n",
       "4  StatusActive  145.0         Success  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Look at 5 first rows from the dataset\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "union-villa",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4324 entries, 0 to 4323\n",
      "Data columns (total 9 columns):\n",
      " #   Column          Non-Null Count  Dtype \n",
      "---  ------          --------------  ----- \n",
      " 0   Unnamed: 0      4324 non-null   int64 \n",
      " 1   Unnamed: 0.1    4324 non-null   int64 \n",
      " 2   Company Name    4324 non-null   object\n",
      " 3   Location        4324 non-null   object\n",
      " 4   Datum           4324 non-null   object\n",
      " 5   Detail          4324 non-null   object\n",
      " 6   Status Rocket   4324 non-null   object\n",
      " 7    Rocket         964 non-null    object\n",
      " 8   Status Mission  4324 non-null   object\n",
      "dtypes: int64(2), object(7)\n",
      "memory usage: 304.2+ KB\n"
     ]
    }
   ],
   "source": [
    "#Quick look into the columns and datatypes\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "compact-headline",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We observe from above result that unnamed columns are redundant, so we will remove them (i.e drop column ' unnamed: 0 and unnamed: 0.1')\n",
    "\n",
    "data = data.drop('Unnamed: 0', axis = 1)\n",
    "data = data. drop('Unnamed: 0.1', axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "competent-jesus",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Company Name         0\n",
       "Location             0\n",
       "Datum                0\n",
       "Detail               0\n",
       "Status Rocket        0\n",
       " Rocket           3360\n",
       "Status Mission       0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check for missing values\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "stupid-feeding",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "56"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[' Rocket'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "german-updating",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'450.0 '"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Rocket column has many missing values, as the datatype is string, let's replace it with mode value\n",
    "data[' Rocket'].mode()[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "serious-venice",
   "metadata": {},
   "outputs": [],
   "source": [
    "#since '450.0' is the most occuring value in 'Rocket' column we fill the missing value with it.\n",
    "data[' Rocket'] = data[' Rocket'].fillna(data[' Rocket'].mode()[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "composed-flour",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4324 entries, 0 to 4323\n",
      "Data columns (total 7 columns):\n",
      " #   Column          Non-Null Count  Dtype \n",
      "---  ------          --------------  ----- \n",
      " 0   Company Name    4324 non-null   object\n",
      " 1   Location        4324 non-null   object\n",
      " 2   Datum           4324 non-null   object\n",
      " 3   Detail          4324 non-null   object\n",
      " 4   Status Rocket   4324 non-null   object\n",
      " 5    Rocket         4324 non-null   object\n",
      " 6   Status Mission  4324 non-null   object\n",
      "dtypes: object(7)\n",
      "memory usage: 236.6+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "empty-imagination",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>unique</th>\n",
       "      <th>top</th>\n",
       "      <th>freq</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Company Name</th>\n",
       "      <td>4324</td>\n",
       "      <td>56</td>\n",
       "      <td>RVSN USSR</td>\n",
       "      <td>1777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Location</th>\n",
       "      <td>4324</td>\n",
       "      <td>137</td>\n",
       "      <td>Site 31/6, Baikonur Cosmodrome, Kazakhstan</td>\n",
       "      <td>235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Datum</th>\n",
       "      <td>4324</td>\n",
       "      <td>4319</td>\n",
       "      <td>Wed Feb 07, 1990 01:33 UTC</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Detail</th>\n",
       "      <td>4324</td>\n",
       "      <td>4278</td>\n",
       "      <td>Cosmos-3MRB (65MRB) | BOR-5 Shuttle</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Status Rocket</th>\n",
       "      <td>4324</td>\n",
       "      <td>2</td>\n",
       "      <td>StatusRetired</td>\n",
       "      <td>3534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Rocket</th>\n",
       "      <td>4324</td>\n",
       "      <td>56</td>\n",
       "      <td>450.0</td>\n",
       "      <td>3496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Status Mission</th>\n",
       "      <td>4324</td>\n",
       "      <td>4</td>\n",
       "      <td>Success</td>\n",
       "      <td>3879</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               count unique                                         top  freq\n",
       "Company Name    4324     56                                   RVSN USSR  1777\n",
       "Location        4324    137  Site 31/6, Baikonur Cosmodrome, Kazakhstan   235\n",
       "Datum           4324   4319                  Wed Feb 07, 1990 01:33 UTC     2\n",
       "Detail          4324   4278         Cosmos-3MRB (65MRB) | BOR-5 Shuttle     6\n",
       "Status Rocket   4324      2                               StatusRetired  3534\n",
       " Rocket         4324     56                                      450.0   3496\n",
       "Status Mission  4324      4                                     Success  3879"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# STATISTICS \n",
    "\n",
    "stats = pd.DataFrame(data.describe().T)\n",
    "stats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "tested-monster",
   "metadata": {},
   "source": [
    "# 1. Firstly, let’s analyze how many missions were successfully launched and how many of them were failures using countplot and pie chart."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "prompt-webcam",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Status Mission', ylabel='count'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Let's analysis status mission using piechart and countplot\n",
    "sns.set_theme(style=\"darkgrid\")\n",
    "\n",
    "plt.figure(figsize = (13,7))\n",
    "sns.countplot('Status Mission', data = data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "smooth-composer",
   "metadata": {},
   "source": [
    "Analysis of the countplot shows;\n",
    "1. the mission status has a higher success rate while;\n",
    "2. prelaunch failure is Negligible or None \n",
    "Therefore, the percentage of success rate of the space mission is higher than the failure mission"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "polar-amazon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Success              3879\n",
       "Failure               339\n",
       "Partial Failure       102\n",
       "Prelaunch Failure       4\n",
       "Name: Status Mission, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Status Mission'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "equipped-charles",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (13,8))\n",
    "label = ['Success', 'Failure', 'Partial Failure','Prelaunch Failure']\n",
    "\n",
    "plt.pie(data['Status Mission'].value_counts(), \n",
    "        labels = label,\n",
    "        colors = ['c','m','r','b'],\n",
    "        #shadow = True,\n",
    "        labeldistance = 1.1,\n",
    "        startangle = 180,\n",
    "        autopct ='%1.1f%%',\n",
    "       )\n",
    "\n",
    "plt.legend(['Success', 'Failure', 'Partial Failure','Prelaunch Failure'])\n",
    "plt.title('Percentage of Status Mission')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "mechanical-relay",
   "metadata": {},
   "source": [
    "Observation\n",
    "\n",
    "This shows that mission status has a more successful rate with a percentage of 89.7%, followed by failure to partial failure. The least mission status is found to be a prelaunch failure with a percentage of 0.1%.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "medical-vegetable",
   "metadata": {},
   "source": [
    "# 2. Analyze the status of mission rockets. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "literary-shade",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "StatusRetired    3534\n",
       "StatusActive      790\n",
       "Name: Status Rocket, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Status Rocket'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fitting-mining",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Status Rocket', ylabel='count'>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (13,7))\n",
    "\n",
    "sns.countplot('Status Rocket', data = data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "photographic-egyptian",
   "metadata": {},
   "source": [
    "The above shows that less number of Rockets are active while majority of rockets are retired."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "ranging-hungary",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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22klMmjQFgLKyMnQ63Xkfx929YpGty+XEYHA/bb1Ibm4Ofn7+aDQaFMUFVOw+OdtppN9//y3du/egRYuWNG/egkmTpvDUU4+zevVKpkyZXnm/nJxsbr/9Zq666hp69+5DcHAwhw4dOuPxKna5VJz36XD8tVbmvvseZOzY8WzcuJ5nnnmCG2+8hZEjR1fxXWtYZE2IEEKIaqPX67nrrnv46qsvKCjIp2vX7ixdugSTyYTD4eChh+5j1aoVAOh0utN+mP+Tj48vMTEx/PHHEgC2bNnMrbfOAqB7954sXfo7AKtXr8Jms51xvdFYxief/A+TyQSAxWImK+sELVq0Ou35DxzYT6NGjbj++im0bdueTZs24HI5K+/jdFb8PiAggGPHjgKQkLAaqAgjV101noCAQKZPv4GRI8dw+PCZAUZUkBAihBCiWvXu3Ze2bdvz8cf/o3//gVx22RBuvHEakydfQ8uWLRk9eiwA/fsPZOrU6867kPPZZ19k4cLfmDz5Gj766H1eeOEVNBoN99//MKtXr2Ty5GvYtGk9Xl7eZ1w7c+ZNNGkSx5Qp13LddVdyww3TGDlyDD179jrt+Xv27I3LpXDddVcya9Z0IiOjyMzMPPla+vDaay+yd+8epkyZzi+//My0aZMqa9br9dx8823cddetzJgxmV27dnL99VMu9Vtab0jvGCGEqMP27z9AVFTsabepeU6IqJrMzDTatm2jdhmqkzUhQghRz5SZHVU6z0MItcl0jBBCCCFUISFECCGEEKqQECKEEEIIVUgIEUIIIYQqJIQIIYQQQhUSQoQQQgihCgkhQghRz3h6uRMY6H3Jf3l6XdjZI0ePHqFXry6sWrXyvPfLzDzBiy8+C8DBgwfO2vflQu3YsZ1Zs6YzZcq1XH/9Vbz//juVJ53+9tsv/Pnn0vNev39/Ih988O5/rkOcn5wTIoQQ9YyHu56x9y+45I+76M3xmE1Vb0u/ePFCBg8eyvz58xg8eMg575eVlUVGRgYArVu34fHHn/pPddpsNp5++jFmz55DVFQ0drudRx55gHnzfuLaa69n7969dOnS9byPkZJyjMLCwv9Uh/h3MhIihBDiknM4HCxd+ju33noHhw8fIiMjHYCtW7cwZcq1TJ58DffffzdGYzlvvfUaSUkHeP31l9mxYzu33XYTycmHmTTp6srHW78+gQceuAeAr7+ew7Rpk5gy5Vref/8d/nnwt8Vioby8HLPZDICbmxv33fcgXbp0Pdk9dy2ffvoxmzdv5OjRI9x++83MnDmFK64YxY8//kBZWRmffvox69evZc6cz1i8eCHPPfd05ePfdttN7NixndzcHG67bRYzZkzmhhumkpi4t5rf1fpHQogQQohLbuPG9URGRtK4cSwDBlzG/Pm/nByheJynnnqO7777iebNW7BkyWLuu+8h4uPb8OCDj1Ze36JFS7RaLUePHgHgzz+XMWLEKDZt2kBS0kHmzPmGr7/+gby8vMrGdaf4+fkxffoNTJ8+icmTr+Gtt14nLy+PFi1a0qNHT/r1G8hNN91Kr159WLhwPjNn3sicOd/y4Yez+eSTD/H19eWmm26lX7+BzJw565yvceHC3+jbtz9ffvkdd9zxf+zZs7ta3sv6TEKIEEKIS27x4oVcfvlwAIYOHcbvvy8iOfkwoaFhtGxZ0bX2ttvu4pprrjvnY4wcOZrly5dhsZjZtWs7/fsPZNu2rezfn8iMGZOZPn0SSUkHSEk5dsa1M2fOYvHiZUyffgMmk5H77ruLuXO/O+N+d999Hzabja+++oKPP/6wssNuVXTv3pPvvvuGp556jLy8XK666toqXysqyJoQIYQQl1RhYSEbN67n4MED/PjjD4BCaWkZmzZtOO1+5eVl5/2hP2zYSO688xZatGhJz569cXd3x+Vycu21k5g0qaIzbVlZGTqd7rTrEhP3kpSUxFVXXcOwYSMYNmwEl18+gnfeeYPrrpt82n0ff/xhfH396N9/AJdfPpzly5edUYdGowH+mvJxOCr68nTs2Im5c+exfv06Vqz4kyVLFvH++x9dyFvV4MlIiBBCiEtq6dLf6datB4sWLeW335bw22+/M2PGDWzatIHi4qLKkYtvvvmKX3+dh06nq9y58nehoaGEhYXz1VdzGDFiFABdu3Zn6dIlmEwmHA4HDz10H6tWrTjtOj8/fz7//BOSkw9X3paScrRyBObvz7d16xZuvvk2Bgy4jJ07dwDgdDpP3qcibAQEBJCamoKiKGRmnuDo0WQA3n//Hf74YwmjR4/lgQce5tChpEv5NjYIMhIihBD1jMXqYNGb46vlcatiyZKF3HrrHafdduWV1/Dtt1/z9tvv8+yzT2K322nUKIann34eu91GeXkZzzzzBGPHXnHadSNHjubjjz+kS5duAPTvP5Dk5GRuvHEaLpeLXr16M3r02NOuadw4lieffJYXX3yW8vJytFotbdu244EHHgGgR4+efPTRB/j6+jJr1i3ccssN+Pj4EhsbS2RkFJmZJ2jbth2ff/4JH374HjfddCuLFi3gmmsmEBvbhA4dOgFwzTXX8dRTj7FkySK0Wi0PPfQo4sJolH8uKxZCCFFn7N9/gKioWLXLEBcoMzONtm3bqF2G6mQ6RgghhBCqkBAihBBCCFVICBFCCCGEKiSECCFEHabRgKK41C5DXABZivkXCSFCCFGHeXt7U1iYj8Nhlx9udYCiKJSVleDp6aF2KbWC7I4RQog6zOVykZ+fT1FREQ7HmWdtiNrH09ODmJgY3Nzc1C5FdRJChBBCCKEKmY4RQgghhCrkxFQhGhiX3Y7icKC4Ti5m1GjR6nUVKxwBNJqKXhkn/6zRVnxWUVwuODlw+te1GjRabcVjOp3gUkBTcY1Gr0crw81CiPOQECJEPaG4XDgtFlAUNDodWjcDLpsVe2kZtsJCrPn5WPMLsBcX4ygrw15ahqO0tOK/RuPJEOGqWNzocqGc/IWiVIaPs9Ho9eh9fND7+qD38cHN1we9j2/FbX6+GIICcfP3x83PD72PDzpvL/Te3ihOJ4rDgUavR+fuXoPvlBCitpA1IULUMYqiVIYNrcEdR2kppvTjlB1OxpR2HGtePrbCQmyFRSiOqvX6qHEaDYbgYDyjo/CMjsa7SSzeTWLxiIxA7+2N02oFQOfujuYfHVKFEPWHhBAhajGnxYLidKJ1d8dpNmPOOEFZ8hGMx45hSjuOOeMELptN7TIvKa3BgEdkZEVAaRSNd9M4vGJicA8NAUBxOtF5ep5sry6EqMskhAhRS7icTlwWK1qDAUtWFqUHkyg/ehRT2nFM6ek4jSa1S1Sde1govq1a4deuDf7t2uEREY7LakPr5obWIOtPhKhrJIQIoRLF5cJptqA1uGHNy6Nw+06Kd+2m7OBBnGaL2uXVCVqDAe+mcfjGtyKwWxd8W7ZEcTor1pkYDGqXJ4T4FxJChKghiqLgNJvRurlhKyyiaNcuinfsomT/AZxGo9rl1Q9aLd6xsfi3b0dg9674tmyB4lLQuslOHSFqIwkhQlQjp8WCRqvFXlZG8e49FG3fSUnifhylpWqX1jBotXjHNSGkTy9CBg7AzdcPtBoZJRGilpAQIsQlVrGzQ4MlO5ucP1dQsGkTtoJCtcsSgGd0NMF9ehE26DIMoSGgKLI9WAgVSQgR4hJw2ewoigtbQSE5y1eQv34D1tw8tcsS5+EeGkpQ756EDx6EZ3QUisuFzkOaiglRkySECHGRTp0S6igrJ2flKvIT1mE+kal2WeIiuAUEENSzO2GDB+HTtCkupwO9p6faZQlR70kIEeICKE4nLpsNp8VK7urV5K1JwJR2XO2yxCWk9/EhsHs3osaNwTM6Cq1eLwemCVFNJIQIUQUOsxkUyFu9htxVqyk/clTtkkQN8GocQ9S4sYQM6AcuBZ2nTNcIcSlJCBHiHBSXC5fNhjUvj4xf5pO/fiOK3a52WUIFOk8PQgcOJHrCeNz8/dC6u1c29hNCXDwJIUL8g9NqRaPRULhtOyfmL6A8+YjaJYlaxDe+FdETxhPYpTOK7K4R4j+RECLESU6zGcXl4sSCRWT/sUzO8hDn5ebvR/iwy4kcMxqtwQ29l5faJQlR50gIEQ2e02zGXlZO+twfyVu7rvZ2nhW1k1ZLYOdONLpqIt5Nm6I1uMlUjRBVJCFENEiKy4XLbseUmsbxuT9RvHOX2iWJesCneTOa3DADn2ZNK9aNSKdfIc5LQohocJwWC+VHj5Hy+RyMR4+pXY6oh3zjWxF3wwy8YhvLAWhCnIeEENFgOM1mrHn5HP3kU0oT96tdjmgA/Nq2Ie7GGXhGRcv2XiHOQkKIqPecZjMOo5Fjn35B4eYtapcjGiD/Du2Ju3EmHuFh6OQkViEqSQgR9ZbTYsFlt5P21bfkrFwFLpfaJYkGLqBzJ+JunIl7SLCEESGQECLqIafVBi4n6T//StaixbhsNrVLEuI0gd27EXfDDAyBgTJNIxo0CSGi3nDZ7SguF9lL/yT9x59xGo1qlyTEuWk0hF42gKazbkRrcENrMKhdkRA1TkKIqBecVisFGzeT9s232AoK1S5HiCrTeXkRO3UyYUMGoXWTM0ZEwyIhRNRpTosFe0kJh954m/LDyWqXI8RF84ptTIv/uxPP6GjZ1isaDAkhok46ddjYifkLyPj5FznlVNQboQP70/Tmm9AY3NDJFI2o5ySEiDrHabZgzsri8FvvYE7PULscIS45nbc3TW+6geDevdF5SIM8UX9JCBF1hsvhQHE4SP36O7J//wPkn66o5/zatqHlffeg9/GWKRpRL0kIEXWC02KhLPkIye+8jy0/X+1yhKgxGjc3Gl93DZFjR8vCVVHvSAgRtZrLbsdls3H049nkJ6xXuxwhVOMZE0Prxx7CEByMzl2maET9ICFE1FpOi4XC7Ts59vFsHGVlapcjhOo0bm40nXUDoZcNlLUiol6QECJqHZfTicti4fBb71K0fYfa5QhR6wT16EaLe/8PrcGAVq9XuxwhLpqEEFGrOC0WTFlZJL3wiqz9EOI8DMFBxD/2MF6NGsmiVVFnSQgRtYbDbCZn5WrS5nwl534IURVaLY2vv5ao8WNlnYiokySECNUpLhcOi4Wj7/+Pgo2b1C5HiDrHr00b4h99CJ2nB1o3N7XLEaLKJIQIVTksFqz5BSS9+DKWzCy1yxGiztL7+tDqwfvxbdlSOvOKOkNCiFCN3WSiYPMWUj6ajctmU7scIeqFyLGjiZ06Ga3BgEajUbscIc5LQoiocYqi4LRYSPn0C3JXrlK7HCHqHe+4JrR56gn0vj4yPSNqNQkhokY5rVZsJSUkvfgKptQ0tcsRot7S+/nR7vmn8YiMlEWrotaSECJqjN1konhfIkffeR+nyaR2OULUe1qDgVYP3Y9/+3ayjVfUShJCRI2wGY1kL1tO+tffSuM5IWqSRkOTmdOJGH65BBFR60gIEdVKURTsJhNpX39L7tI/1S5HiAYrfPgw4m6cIVMzolaRECKqjd1uR7FaOfL2e3L8uhC1QEDnTsQ//ABaDw/ZOSNqBQkholpYTSYUq41DL7xE+ZGjapcjhDjJKzaWds8/g87bS/rOCNVJCBGXnKm0FMVo4uBTz2DNzVO7HCHEPxiCAmn3wrO4h4aiNRjULkc0YBJCxCVVVliIq6SEQ08/h72kVO1yhBDnoPXwoPXjj+DbsoUsWBWqkRAiLpmSvDycuXkcfuFl2YIrRF2g1dL89lsI6d9PgohQhYQQ8Z8pikJpXh621DSSX3sTxW5XuyQhxAVodtsthF42QIKIqHGyKkn8J4qiUJafjynxAMfe/xBcLrVLEkJcoKMffYJGp5UREVHjJISIi+ZyuSjOzsFy4CApH/xPDiETog478uHHoNUR0re3BBFRYySEiIvicDgoOHEC0jNI+fAjCSBC1HWKwpH3P0Sj1RLcu6cEEVEjJISIC2azWslJS8OjtIzkt96VKRgh6gtFIfnd99HotAT16C5BRFQ7rdoFiLrFYbeTceQI3lYbR159A8XpVLskIcSlpCgcPnnKsdNiUbsaUc9JCBFV5nA4SE1KIsjNjUMvvIzLZlO7JCFEdXC5OPTmOxTt3C1BRFQrCSGiSlwuF8f2HyDU15ekZ17AJd+YhKjfXC4Ovf4mxbv3ShAR1UZCiPhXiqKQvC+RqJBgDj31LE6jUe2ShBA1weUi6dXXKdmXKEFEVAsJIeK8KgLIPhpFRHDwyWfkKHYhGhqXi6SXX6P0YBJOq1XtakQ9IyFEnJOiKCTv30+j6EYkPfUMtoJCtUsSQqhAcTpJeulVLNk5uBwOtcsR9YiEEHFORw8cICa6EUlPP4slO0ftcoQQKnLZbOx/8hkcZeUosi1fXCISQsRZHd6XSHRMDIdfegVzeoba5QghagF7SQmJTz59yaZlXC4Fu8OFtDBruCSEiDMc3pdIWGgo6V9+TfnhZLXLEULUIub0DJJefOU/BxGHw0Wp0cq7P+7CapfzhhoqCSHiNMeSktBrNJTv2EneytVqlyOEqIVK9iVSuGXrRQcRq83J8Zwy7nxjNWt3ZvDuj7uw2GStSUMkIURUyjlxgpz0dAI1Go5/PkftcoQQtZFWS7M7bqs41t3d/YIvLy03s/VAFg+8l0BJecWBh+t3Z7JkfQoWqwSRhkZ6xwgATOXl7Fy/gYGDB7HvvofkOHYhxBl03l60fuIxfJrGXXBfGUVRMJptLEg4xk8rj5zx9a9+P0DTaH/aNA3G3U13qUoWtZyMhAgcDgdrlyxh0MiRHH7xVRylchaIEOJ0HhHhtHv9VTybxF5wAHE6nZgsNt7/ac9ZAwhUNOJ++attlJRZcblkoWpDISGkgVMUhQ3L/qTPoEGkffoZxpQUtUsSQtQyfm3a0PbVl9i1Zy+OC9zJYrHaKCm38vhHm9i4L+u89zVbHTz/xRbsDhmJbSg0iuyNatASt2/Hx8sb3eFkjs/5Su1yhBC1TOiQQcTMmMbmtWvpOXgwXt7eVb62zGghr8jEs59vo7C06se+j+vflKkjW+PhLisG6jv5G27Aso6nYyopJdLNQNJX36hdjhCiNtFqaTx9Kr69e7Jj02b6jxyJXl/1Hxml5WYSjxbw1g+7L3gL7sJ1x+jRNoI2cUG46WV9SH0mIyENVHlpKeuXLaP/gIEk3vcgjvJytUsSQtQSWg8Pmj9wLxY/PwoKC+nYqycajabK15ebrCzZkMJ3yw5xsT9h/LwNfPzIEHy9DBf3AKJOkDUhDZDDbmf1osVcNnwEh198WQKIEKKSISSEtq+9RLbDgV1x0al3ryoHEJfLhcls4+P5+/h26cUHEIBSo41Xv96OVc4PqdckhDQwiqKwetEievXvR/qXX2NKO652SUKIWsKnZQvavf4K+w4mERnXhKbx8VW+1mq1U2a08tSnm1m788QlqWdPch5LN6XJQWb1mISQBmbv1m14eniiycsnd+UqtcsRQtQSwf370fLJx9i0fj2d+vYhJCKiyteWmyzkFBq59911HEoruqR1fblkP7lFJpzSNK9ekhDSgJxIS2Pn+vV069eXY+9/qHY5QojaQKOh0eTriZoxlW0bNtB/xHC8fX2rfHlpuZmk1EIeeH8DeUXmS16ew6nwwudbsdslhNRHEkIaCIvJxIKvv2HC5MmkffIp9qJitUsSQqhMazDQ4qH7cevameSDSfQfMQI3Q9UXgpYbLazcls7zX2zDXI1HrmcVGPnfL3vkWPd6SEJIA6AoCqsWLaZ7377Yjh4lf/1GtUsSQqjMEBRIm1deIN/ghslioWv/flVegFpxBLuVLxYf5IvFB6mJA05X78hg56FcOcisnpEQ0gAcS0oiLyub9p07kfLRJ2qXI4RQmXfTONq+8SoHjh0jKCKC5m3bVvlam61iAeoLX2xj+daaXdj+4bw92B0yLVOfSAip50zl5fzx489MnDqZYx98hKNMtuMK0ZAF9epJ/LNPs2XDRtr16EFEo0ZVvtZospBfbOaB99aTeKygGqs8u1Kjjc8XJlbr1I+oWXJYWT2mKAoLv/mWJs2aEWaxcuy9D9QuSQihoqirJhI6eiQ7Nm2i99ChGNzdq3xtabmZlMxSXv5qO0aLeiFAo4G37xlIXJQ/Wm3VD1ATtZOMhNRjh/buw1heTotWLUn79HO1yxFCqESj19PsnrvxGtCPA3v30X/kyAsKIGVGC+v3ZPLUp1tUDSBQ0W33re93yrRMPSEhpJ4qKylhxfz5XDHpeo698z5O86XfOieEqP30fn60fvE5SgP8KSoupsdlA9Fqq/atv2IBqo1vlyXx0a+JuGpiBWoVHM8p4/eNKXKIWT0gIaQeUhSFpT/NY8iY0RRt2ETJvkS1SxJCqMCrcQzt3nyV5BOZ+AQFEd+xY5WvtdsdGM0VR6f/viGtGqu8ON8tTcJilZ0ydZ2EkHoocfsObFYLsY0bc/zLr9UuRwihgsCuXWj94nNs27KVVp07EhXbuMrXmsxWCkstPPj+enYdzqvGKi+e1e7knbk7ZTSkjpMQUs8UFxSwbN4vjLnmalJnf47LZlO7JCFEDYsYN4bYu+5g09oEeg8dgn9QUJWvLS03k5pVyr3vJJCRW7t30+1IyiXxaAEOp6wPqaskhNQjLpeLP378ia59+2A/kUnRtu1qlySEqEEanY64O2/Df/gw9u7YwYBRI3H39Kzy9WXlFrbuz+bxjzdRZrJXY6WXzgc/75YQUodJCKlH9mzZQlZ6Bn0GD+K47IYRokHR+/gQ/9zTmCMiyMnJodeQweh0uipdqygKRpOVn1cn8+5Pe3E4a8cC1KooKLHw7R8H5eyQOkpCSD1hLCtjxfzfGH31VeQuX4n5RKbaJQkhaohHVCRt33iFlMICDN5etO3apcpHsDudTkxmG2/N3c38NcequdLqsWh9CmVGmXquiySE1BPrli4jLCqK2Lg4Tvz4k9rlCCFqiH+H9rR95UV27NxJ09ZtiGnatMrXmi02isusPPK/jWzdn12NVVYvl0vh0wVykmpdJCGkHshOz2DHunWMmjiB4199g9NsUbskIUQNCB8+jGYP3MumhAR6XDaIwNCQKl9bZjSTnlPGPe8kkJpVWo1V1ozNiVnkF8t5SHWNhJA6zuVyseyXX2jfowfuLhd5a9aqXZIQorpptcTedAPBE8ezc8tW+o8ciae3V5UvLy03s+tQHo/8byPFZdZqLLRmzf5tHxYZDalTJITUcQd37+ZEaiqDRozg+GdzKs40FkLUWzovL1o9+RjOZk1JP36cPpcPRa/XV/n6cpOVRetSeP27XfXu6PPdh/M4nlOGtESrOySE1GFWs5nlv/xK/+HDsR4/LiejClHPuYeF0fb1lzlhNoNeT4cePS5oAarRbOPDn/cwd0VyNVeqntm/7cNql5NU6woJIXXY9nXrcDqddO/Xj+NffKV2OUKIauTbOp62r7/Mrr37aNSiObEtWlT5WovVRqnRxpOfbGL93qxqrFJ9h9KKOJRWhMtVv0Z56isJIXVUaXEx65YuY+i4sRRu3ow5PV3tkoQQ1SR00EBaPPYwmxPW0W1Af4LDwqp8bbnRQla+kXvfSSA5vbj6iqxFPluQiN0hUzJ1gYSQOmrDn3/i5etD644dyfjuB7XLEUJUB42GmGlTCJ90Hds3bqT/yBF4+fhU+fLScjP7jubz4AcbKChpOLvmUrNK2XUoV05SrQMkhNRBeVlZ7Fy/kYHDh5O3NgF7UbHaJQkhLjGthwctH3sIbYd2HDtyhH7Dh6N3c6vy9eUmC0s3p/Hy1zuw2hreGokvFu/H6ZLRkNpOQkgdoygKqxYuwtvfj/iOHcmav0DtkoQQl5ghJJi2r7xIjqJgdTrp3KdPlRegulwujGYbs3/bzzd/HGqwG+ay8o1s2HMCu6PhBbC6REJIHZN+9CiHExPpM2QwRTt2Ys2tnW22hRAXx6dFc9q9/ir7Dh0iLCaGZvHxVb7WarNTZrLx7GdbWL0joxqrrBu+/SOpwYawukJCSB2iKApr/1iKr78/7bt0IWver2qXJIS4hIL79aHVU0+waf16OvbpTVhUVJWvLTdZyCsycd87CRxMLazGKuuOvGIze5LzcMm0TK0lIaQOyTqeTlpyMt369cN45CimtONqlySEuEQaXXcN0TNnsGX9OvqPGI6Pn1+Vry0tN3MorYj73l1PbpEcXf53P608LOeG1GJVP2ZPqG7TypV4eHjQsVs3Ut54S+1yhBCXgNZgoOn/3YkrKpKkA/sZMHJkldd/AJQZLazZkcHniw4gH/jPlJRaRH6xmZhwX7VLEWchIyF1RH5ODkm799C5bx+chYWUHUxSuyQhxH/kFhBA65eep8jDg3KTie4DBlQ5gCiKgtFs46vfD/LpQgkg5/PjisOYLHa1yxBnISGkjti6eg06vZ7O3buT+dM8tcsRQvxHXk1iaffmqySlpREQHk6Ldu2qfK3d7qDcZOOlL7exbLNMy/6bDXtOyLqQWkpCSB1QWlTE7s2bad+jG24uF0Xbd6hdkhDiPwjq0Y3Wzz/Llo2baNOtKxExjap8rdFkIb/EzP3vrWPvkfxqrLL+cDgVFiQcw2qTDru1jYSQOmDn+g2Ahi49epD186/SKVeIOixq4hU0vv1WNick0GfY5fgFBFT52tJyM0dPlHDvO+vIyjdWX5H10O8bUy5orY2oGbIwtZYzlZezZc1a4jt2IMDfn5R169UuSQhxETR6PXF33IaueVP27d7NgFEj0Wqr/jmwtNzMhr1ZfDI/UU4CvQilRhsb92XSv2M0Op18/q4tJITUcnu3bMXhsNO1V08yf/0NxSlbzYSoa/S+vrR8/GHybTYcRUX0GjSoytcqioLJYmPu8sMsWp9afUU2APNWJtOrXaSEkFpE/iZqMavFwobly4lu0oTI2FhyV6xSuyQhxAXyjGlEuzdf5Uh2Dl4BAbTu2LHK1zocDoxmG69/u1MCyCWQll3G8ewytcsQfyMhpBY7sGsXFpOZ1p06UbB5Cy5Lw+mCKUR9ENC5E21eep5t27bTokN7omNjq3ytyWylqNTKwx9sYEdSbjVW2bD8JNt1axWZjqmlHA4H6/74A/+gQFq1bk36ux+oXZIQ4gJEjBlF5NVXsnFtAn2GDMbDy6vK15aVm8nIK+eFOdspNdqqscqGZ/vBHFmgWovISEgtlZKURGlxCY2aNsWg1VJ68KDaJQkhqkCj09HktpsJGDWS3du3M3DUyAsKIKXlZrYdzOGxjzZLAKkGTpfChj2ZOF0utUsRyEhIrbV93Xo8vbxp2aYNeStXybZcIeoAnbc3LR55kFKtlsKsTHoPGXJBJ6CazDZ+XXOUX1YfreZKG7blW9Po0yESLw/5HK42+RuohUqLi0lJOkRASDDN4luRt2qN2iUJIf6FR2Qk7V5/hbTiInSeHrTv1q3KAcTpdGKy2Hjnx90SQGrAwdRC7A4ZCakNJITUQof27kNBIbZ5c0zH07HmyqI0IWozv3ZtafvKi+zYs5smrVvTuFmzKl9rttgoLrPw2Eeb2JyYXY1VilMUBVZtT8chQUR1EkJqGUVR2LZ2LX4BAbSKjyd/+Uq1SxJCnEfY5UNo/tD9bExIoMfAywgKDa3ytWVGMydyy7j3nXUcO1FSjVWKf1q57TgOWReiOlkTUstkp2dQnF9AbIvmRDSOYfvGTWqXJIQ4G62W2JnT8OnRgx1btjBg1Ej0+qp/Sy0tN7MnOZ935u7GJp/Ia1xadhkl5VY8guTHoJpkJKSWSdyxHa1OS7M2rSnYuk3OBhGiFtJ5etDy8UdwtWxBWloqfS+//IICSLnJypINqbz27U4JICpatjkNq11OoVaThJBaxG6zsXvTZgKCg2kV35p8OSFViFrHPSyUtq+9QpbdhlOjpWPPnlVegOpyuTCabfzvl718/+fhaq5U/Js1OzOQE0PUJSGkFklNTsZmtRLeKBp3gxslifvVLkkI8Te+8a1o+/or7Nm/n6imTYlr1bLK11qsdkqNVp6avZl1uzOrsUpRVXlFZk7klatdRoMmIaQW2bVhIx6enrRs3Yb8VavlbBAhapGQgQNo8fgjbF63ni79+xESHl7la8uNZnIKjNz7TgKHjxdVY5XiQv2xKRWL1aF2GQ2WhJBaoqykhCMHDuAXGEhcyxbkJ6xXuyQhBIBGQ8zUyUROncy2DRvpP2I4Xj4+Vb68tNzMgZRCHnh/PfnFssarttmwJxOdTiZl1CLLgmuJw/v2obiUiu19Dgfm9Ay1SxKiwdO6u9Psvv/DHhJM8qFD9B8x/IL6jpQZLSzfepyvfk+Sgc1aqtRoI7fQTHRY1YOluHRkJKQWqDgbZB2+Af40ioujeMdOtUsSosEzBAXR5pUXydNqMdtsdO3X94IXoH6+6ABfLpEAUtttTszC6ZRdSmqQEFIL5GVlUZCbg5ePD7GxjSnZvkPtkoRo0LybNaXtG6+w/8gRQqKjaN6mTZWvtdnslJlsPPf5FlZuS6/GKsWlsv1gDhabbNVVg0zH1AKpyckAGAwGQqKiSNmbqHJFQjRcQX16EXfbrWxau4ZuAwbg6+9f5WuNJgtFZVae+WwrOYWmaqxSXEpJaYW46eUzuRokhNQCB3ftwtvXl8jYxpQeOSoHlAmhkuhrriJ4xDA2JyTQd9gwDO7uVb62tNzM0YwSXvlmByaL7LaoSxxOhUNpRbRvHqJ2KQ2OhBCVmY0mTqQeJzQygpjYWEq2bVe7JCEaHI2bG83uvgOlcQxJ+/czYNRItNqqfzIuM1pYu/MEny06gMslC0Dqog17M2nZOAB3g/xYrEky/qSyjNQUUBS0Wi0xTZpQtGOX2iUJ0aC4+fvT5sXnKPbxpriklO4DBlQ5gCiKgtFs5es/kpi9YL8EkDps56Fc5G+v5knkU9mR/QfQuenxDwpCq4A5XRayCVFTvGJjafXkoyTu3UdMixZENo6p8rV2uwOLzcmr3+xgT3JeNVYpakJWvhGrzYmHjITUKBkJUZHL5SJp9278AgKIiYujaKdszRWipgR270brF55hy+bNxHfpfEEBxGiyUlhq4cH310sAqUd2JOWgyH7qGiUhREX52dmYTSYM7u40lq25QtSYyCvGEXvHbWxKWEefyy/HLzCwyteWlptJySrh3ncSpO9IPbM5MRuTHOFeo2TcSUVpR46CAno3N0Kio0nbs0/tkoSo1zR6PXG33YK+VQv27dzJwAtcgFpabmZzYjYf/boPh1M+Mdc3e5PzMMhW3RolIURFB3ftwsvXh8iYGMqOpeA0m9UuSYh6S+/rQ8tHH6bA6cCWl0evIYOrfK2iKJgsNn5amcyChJRqrFKoyWhxkFtkJjpUjnCvKRL5VGI2mshIScHb15dGjRtTKlMxQlQbz+ho2r3xGkfzcvH086NNly5VvtbhcGA023jju10SQBqAg6mFapfQoEgIUcmJtFRQQKvVEhYRTtnBJLVLEqJe8u/YgTavvMC27dtp1q490U2aVPlak8VKcZmVRz7cwPaDOdVXpKg1DqYUYpF1ITVGpmNUcmT/AXR6HVqdjoCwMJKPHlO7JCHqnfBRI4i67ho2rUmg99DBeHh5Vfna0nIzWflGnp+zjZJyWzVWKWqToxnFuGSHTI2REKICRVE4uHsPfoGBBIeFYsrJwWW1ql2WEPWHVkuTm27As1NHdm/ZyoDRI9HpdFW+vLTczM5Dubz3017sDumu2pCkZZdicKv6vxXx30gIUUFxQSFmYzl+Af6ERkRSnnRY7ZKEqDd0Xl60ePgBygxuFJw4Qe/Lh6LRaKp0bcUJqDYWJBzjp5VHqrlSURs5nAq5hSaiZHFqjZA1ISrIy8qs/H14eBjGpEMqViNE/eEREU7b11/heHkZWoOBDt27VzmAOJ1OTBY77/+0RwJIA5eUVqR2CQ2GhBAVZKamVX5jDI2IoDw5WeWKhKj7/Nq0oe2rL7Fr714at2xJ4+bNq3ytxWqjpNzK4x9tZOO+rGqsUtQFB1IKZHFqDZHpGBWkJB/Gy8cXg7s7nr6+mDJOqF2SEHVa6JBBxMyYxqa1a+k5eDBe3t5VvrbMaCavyMyzn2+jsNRSjVWKuuJoRglOWZxaIySE1DCH3U52egYhEREEhYZSnp4BLln4JsRF0WppPH0qfr17sWPTZvqPHIleX/Vva6XlZhKPFvDWD7ux2p3VWKioS1KzSnGXxak1QkJIDcvPyak8HyQoLBSjbM0V4qJoPTxo/sC9WPz8OHb0KH2HXV7l9R8A5SYrf2xK47tlh5APveLvHE4XeUVmIkOqPqImLo6sCalh+dnZuE6OfIQEh2A+JiFEiAtlCAmh7Wsvke1wYFdcdO7Tu8oBxOVyYTTb+Hj+Pr5dKgFEnF1SmpycWhMkhNSwjJQU3AwGAIJDQzCmpKpbkBB1jE/LFrR7/RX2HkwiokksTePjq3yt1WqnzGjl6U83s3anrMUS55aUWojFdukXpx4+fJhWrVqxbNmy894vPT2dxx57DIB9+/bx+OOP/+fn3rJlC9deey3jxo1j9OjRvPbaazidFdOQP/74I4sXLz7v9Xv37uX111//z3X8nYSQGpaRkoKntxcarRa/0FBMacfVLkmIOiO4fz9aPvkYm9avp3PfPoRGRlb52nKThZxCI/e+u45DsgVT/IvMfCPOauiU/OuvvzJ8+HDmzp17/ufPzCQ9PR2A9u3b8+KLL/6n57XZbNx///288cYbLFy4kPnz53Ps2DG+++47AHbt2oXNdv6TgY8cOUJBQcF/quOfJITUIIfDQV5WNh5eXgQEBWEpLJSTUoWoCo2GRpOuI2rGVLZt2ED/EcPx9vWt8uWl5WaSUgt54P0N5BVJt2rx77Lyjei0VV9jVBUOh4OFCxdy7733cuDAAY4fr/gQunHjRsaNG8fYsWO55ZZbKC8v54UXXiAxMZFnn32WLVu2MHXqVJKSkhgzZkzl461evZpbb70VgNmzZzNhwgTGjRvHa6+9hvKPeUaz2Ux5eTnmk93aDQYDjz/+OD169GDjxo2sWrWK9957j3Xr1nH48GGmTp3KlVdeyaBBg/j6668pLS3lvffeY9WqVXz00Uf8+uuvPPLII5WPP3XqVLZs2UJ2djZTpkxh4sSJXHXVVezevfu874mEkBpUXFBQuSg1IDgY0/F0tUsSotbTGgw0f/B+3Lp1IflgEv1HjKic0qyKMqOFldvSef6LbZjl7AdRRXnFZtzcLu2PyDVr1hAVFUVcXBxDhw5l7ty52Gw2HnjgAV599VUWLVpEq1atmD9/Pk888QTt2rXj6aefrrw+Pj4erVbL4cMVp2wvXryYcePGkZCQQGJiIvPmzeO3334jJyeHhQsXnvbc/v7+3HLLLUycOJGxY8fywgsvkJOTQ3x8PH369GHw4MHcfffd9O/fn59//pnbb7+dX375ha+//pq3334bPz8/7r77bgYPHsxtt912ztc4b948LrvsMn799VcefPBBduw4f4d4CSE1qDA3l1PZ1NvPF1u2dOUU4nzcAgNo8/ILFLi7YbJY6Nq/3wUfwT5n8UG+WHwQlyxAFRfA5VIovcSNC3/99dfKkYxRo0Yxf/58kpKSCA8Pp3Xr1gDcd999TJ069ZyPMX78eJYsWYLZbGbr1q0MGTKETZs2sXfvXiZOnMiECRNITEzkyJEzT/297bbbSEhI4JZbbsFoNHLTTTfx5ZdfnnG/Rx55BKvVyieffMLbb7+NyWSq8mvs3bs3X3zxBffffz85OTlMmTLlvPeXLbo1KDczi1PfP329fbAfTVG3ICFqMe+4OFo+8Sh7du0krnVrIho1qvK1Npsdi83Jy19tJ/HYpZ3DFg1HTqGJQD+PS/JYBQUFlSMWX3/9NYqiUFpaSkJCwmn3Kysrw2g0nvNxxowZw/Tp04mPj6dfv364u7vjdDqZPn06M2fOBKC0tPSMho27d+9m//79TJ48mTFjxlT+eumll5gxY8Zp973nnnvw8/Nj0KBBjBo1iiVLlpxRh0ajOW3Kx263A9C1a1eWLFnCmjVr+P3335k/fz5z5sw55+uRkZAalJFyrLKVuI+PN9a8fJUrEqJ2CurVg/jnnmbLxo2069HjggKI0WQhv9jMA++tlwAi/pPjOWWX7LEWLlxIr169SEhIYNWqVZXrORISEigsLKwcufjss8/44Ycf0Ol0OBxnTh+Gh4cTGRnJ7NmzGTduHAC9evViwYIFGI1GHA4Hd9xxxxm7b/z9/fnggw9ISkqqvC05OblyBEan01XulNmwYQN33303Q4cOZdu2bUBFb6W/1xQYGMjRo0dRFIX09HQOHarogfbaa6+xYMECJkyYwFNPPcWBAwfO+77ISEgNKsjNw92jIlX7+PpRlJenckVC1D5RV00kdPRItqxLoO/wYRjc3at8bWm5mZTMUl7+ajtGi6z/EP9NZl45DqcLve6/f17/9ddfuffee0+7bdKkSXz22Wd8+umnPPTQQ9jtdho3bsxrr72GzWajrKyMBx98kKuuuuq068aPH8/bb79Nz549ARg8eDBJSUlcc801OJ1O+vfvz4QJE067Ji4ujldeeYXHHnuM8vJyNBoNHTt25KmnngKgT58+vPXWW/j6+nLXXXcxadIk/Pz8iIuLIzo6moyMDDp06MAHH3zAG2+8wd13380vv/zCiBEjiIuLo2vXrkDFAtX777+f+fPno9PpTlvTcjYa5Z9LaEW1cLlcvHr/A4RERKDVaply263suf1u7CUlapcmRK2g0etpeuftaJo2IfVYCt0HDkCrrfo3/zKjhXW7T/DJb/txyQIQcQkM7BzN7Vd1xMvDTe1S6i0ZCakhZqMRBQWtVotOr0fv7o69tFTtsoSoFfR+frR8/BHyzGZcJSX0HHRZla9VFAWTxca3y5L4fUNatdUoGp68YjMu+ZxerSSE1JDy0lK0mopPdT6+vlgKC5HzooUAr8YxtHzyMfbv20+j5s2Iim1c5WvtdgdWu5PXvtnBrsMyvSkurfxiM/oLGI0TF05CSA0xlpZVriT29vPDki8L5oQI7NqFpvfcxea1CXTu2wf/oKAqX2syWykz2Xnmsy1k5JZXY5V1i6Io5Oz5CYNvBEHNBqIoLnITf8NcUNGnyjssnpDWo8/Y6uy0m8nZMw+bMRcUBb9GXQlqPgiA4rTNFKesR6v3ILLLJNy8Kv6eMrZ8TmibMbj7htfsi6whhaUW3KSbbrWSEFJDystKUU7OU/v4+WLLzVW5IiHUFTFuDBETJ7Bx7Vr6Dh2Ku6dnla8tLTeTkVvOC3O2UWayV2OVdYu1LIfcxN+wFB0nuFUEAKUZO7GV5xE78D5QFI5v+JDyrH34RnU47dqCQ3+i9/QnqttUXA4bqWvfxDO4KZ6BsRQeWU2Tyx6kPDuR4tSNhLYZQ1nmXtx9w+ttAAFwOBUsVgfenrImpLpICKkhxfn5aE+usPb29cOenqFyRUKoQ6PT0eTWmzC0acPeHTsYOGrUGWcanE9puZmt+7P58Jd9OKqht0ddVpy6Cf+Ybrh5Bvx1o+JCcdpQXA5QFBSXE43uzG/9oW3HgVLR4dthLUVxOdDqK3bzabQ6FJcDxWlDo9XhctooOpZAo16zauJlqcpotksIqUYSQmpIQW4eboaKrYZ+3nJGiGiY9D4+tHjkQYqBwuxseg0ZfEEnoJrMNuatPsL8Nceqtc66Krz9FQCY8v86LdMvphtlWXs5tuJFFJcT79CW+IS3OeNajUYDGh1Zu36gPGsfPhFtMfiEAhASP5KMTR+jc/clotM1FCavIqBJ78qQUp+Zq6GTrviLhJAaUpSfj8G9ot+Fj68v+XJGiGhgPKIiafXU4xxKTiasUSPatW9X5WudTidmq4O35+5m6/7saqyy/ik4vBydwYdmlz+Jy2knc/tXFB5dS1CzgWe9f2Tn63G1n0jmjm8oOLyCkFbD8I1sj29kewBsxgLMRccJbjWM3P0LsZsK8QpuSmDTATX5smqMWc6bqVay7LeGFBcUVB665O3nhy1fRkJEw+Hfvh1tX3mRHTt30rR1G2KaNq3ytWaLjeIyC4/+b6MEkItQnp2If0w3NFo9OjdP/Bp1w1xw9Iz7GXMP4bBUnFuk1bvjG9UJa8mJM+6Xd2ARoW1GY8o/gsthJbr7DIy5h7AZ6+f3NKNF1hxVJwkhNcBus2ExmdDpKwae3H28sZfIGSGiYQgfPoxmD97HpoQEelw2iMDQkCpfW1ZuJj2njHveWUdqlvw/czHc/aIpy9oLgOJyYsw5gEdg7Bn3K8vaS8HhFSiKgsvpoCxzD14hzU67T3nOAfQefnj4R6O4HGhOHjuARoPirJ8/rI3m+vm6aguZjqkB5aVlaLTayrlvnZsbTqtV5aqEqGZaLbE3zsC7W1d2btlK/5Ej0eur/i2ntNzM7sN5vPPjHuwOVzUWWr+FtR1LbuICUla/jkajxSukOUHNLgMg/1BFf5GQVsMJbTOG3H2/kpbwFqDBJ6ItAXH9Kh/H5XRQmLyS6B43AuAV0pLi1E2krn0bz8DGuPtF1vRLqxHlsvuqWkkIqQHGstLKAKLRaNBqtSh2+Yct6i+dlxfNH7wPo6cHx9PS6HP50CovQAUoN1lZtC6FuSuSq7HK+iui07WVv9cZvInsMums9wtpNfyv+7l5Etll8jkfU6vT07jfXaf9uVHPGy9BtbVbmcmmdgn1mkzH1ABjWRkuV8UnOZ1ej1MCiKjH3MPCaPv6y5wwm0Gvp2PPnlUOIE6nE6PZyoc/75EAImoFo8WBQ0biqo2MhNQAu90OJ48z0Ov1uCSEiHrKt3U8LR55kG0bN9GmaxdCwqt+kJXVZsdkcfD8F1tJTi+uviKFuABmqwOny4VePrNXCwkhNcDpcKCcTCE6vR6nTYb3RP0TOmggMTfMYNOaNfQaPBgvH58qX1tmtJBfbObZz7dSUGKpxiqFuDAVIUQOxasuEkJqgMNur+wbo9frcdlkJETUIxoNMVMn49+/L9s3bmTAyJHo3ap+wmRpuZn9xwp484fdWG3OaixUiAtnstil12g1khBSA2wWK9qTnRj1bm44bbIzRtQPWnd3mt1/D7agQI4dOUK/4cMvbAGq0cLSzWl8u/SQfKMXtZLZ6kD+aVYfCSE1wGb9K4To9HpcMh0j6gFDcBCtnnyc9NxcPJxOOvfpU+VrXS4XZquD2Qv2s3qH9FEStZfV5qTqsVpcKAkhNcBmtaKRECLqEZ/mzWj5+CPs3LqNFh3aExYVVeVrrTY7FpuTF+ds42BqYTVWKcR/p9NpZCSkGkkIqQF/HwnRu+lxWiWEiLoruG8fmtx6MxvXrKHHZQPx8fOr8rXlJgvFZVae/nQLuUXmaqxSiEtDr9WCxJBqIyGkBthsNrTailbler0bipyWKuqoRtddQ9DlQ9myfh39RwzHzWCo8rUnMnNwKuBQ3IiL8iev2CzrQEStp9NpQSZkqo2EkBpQMRJy8sh2vR6XjISIOkZrMND0/+5EiY4i6cB+BowceUELUPcfPMznX/+Mh4eBnt06ccOoLkwb2Yq5K46wYc8JZAekqK30Og0yIVN9JITUALvVhlZ3aiREj0tGQkQd4x4eRmjvXhTl5dN9QNVbtiuKwpp1W/h1wVJCQgLx8vLk8JEUDh9JIa5JDNcN7sLUES35ceUR1uzIkPMYRK0jIyHVS46AqwF2u+30T41a+Qct6hZzega7br8L58EknFZrlU/93ZuYxDc//EpQcABeXp6nfS0lNZ0f5y1gbcJaxvWO4LPHhjCydyxuevm2JGoPvVYjGaQayf/tNcButVaOhDjsdrQeHipXJMSFs2TnkPzOe+y8/S5yV63GabX+6+m/zZs14bqrxmI2mUnPyMJiOXMUMD0ji19+W8yyP5cztHMQXzw+lCsGNMXdoKuulyJElel0Wskg1UijKLI0rLp9+NzzaDQa3D08iG3RnI6NYjj8/EtqlyXEf+Lm70/0lROIGD4MNKBzdz/nfY0mM1u372HZirWYzBaCg84cGTklLDSY7l070yg6igUJx1i8IQWTxVFdL0OI8xrUtRG3TeyIp4esXqgO8q7WAKfDUbmLwGG3oz3PN2sh6gp7SQmpX3xJxk/ziBo/lqixo0GjQXeWkT5vL08GDehF756d2b5zL3/8uZaCwmKCAv3x9vY67b65eQUsWbqCoMAAunftzITLhvD7xjQWJByj1CiLukXN0um0Mh1TjWQ6pgbo3dxQXBWtoO12+1m/SQtRVznKyzn+3Q9sm3kTGT//gsNowmk5exM6D3d3+vXuztOP/h+Trx2PolRMx5SVGc+4b2FRMctWrOaHn+bTIszF7EcHM2tcGwJ9JcSLmqPXariAjWDiAkkIqQEGd3ecJ0OIjISI+sppNpMx71e2zbiRtG+/x15WhtN89gPJDAY3enbrxJMP38nMKVeh1+s5npFJSWkZ/5whLi4pY8XqdXzz/Tyi/Kx89PAgbr+yPaGBZ5/OEeJSqlgTIimkush0TA1w9/DAWFYGgMMmIyGifnPZbGQtWkL2H8sIGzKIxpOuQ+fujs7zzNCg1+vp3LEtHdrFs/9gMkuWrSY9IwtfX28C/P1O21VWVm5kTcJGtm7fRZdO7Xn//oFs3pfFTyuPkJl/5kiKEJeCXqdBKx/Xq42EkBpgcHfH9ffpGPeqnzIpRF2lOBzkLFtOzvKVhPbvR+zUyeh9vM8aRnQ6HR3axdOuTUsOJaewZNkq0o6fwNvbk6DAgNPCiMlkZv3GrWzfsYfOHdvy5t392J2cx9zlyaRll9XkSxQNgK+XAb1OUkh1kRBSAwweHricTqBiOkZfj6djdpSVsiA/Bw0avHU6ZkREEWaoeL2FdhsvpB3j2SbN8dWf+U/vwxPHyf3bls98u41WXt7c3SiWNUWFLC8qwEur5eaoGEJPLvR9Oz2Va8MiiHKX0aVay+Uib20CeQnrCO7dk9ipUzAEBpw1jGi1Wlq3akZ8y6YcOZbGH8vXkHwkFU9Pd0KCg04LIxarlU1bd7J91z46tm/DS7f1JimtiLnLk0lOL67BFyjqs7Agrws6HVhcGAkhNcDDw6NyJMRht6O7gH4bdYnN5eLTzHSejWtOuMGdPwvz+T4ni3timrChpIjf8nIpdpx7q+Ud0Y0rf59iNvG/E+lMCY8E4PfCPF6Ma8HO8lJWFRdwbVgk20tLiHJ3lwBSVygKBRs3U7BxM4FduxA7fSoeYaFnDSMajYYWzZrQvOl0UtMyWLYygQMHj+DuYSAkOLCyISRUjC5u37mH3XsTad82nqdu6EZqVhk/LE/mQIp06RX/TYi/rD2qThJCaoDB86+REEVRcDmdaA0GXP9y0FNd4zrZX8F8MnBZXC7cNFqK7HZ2lZVxT0wsT6Yc+dfHcSguPss6wXXhkQS5VQQ2HRocioLV5UKv0WB1uVhamM/9MU2q7fWI6lO0YydFO3bi374dsdOm4tW4EVqDAc0/Jt81Gg1xTWK49cbJpJ/IYvnKdexOPIjBzY2Q4KCTR2pXcDic7Nqzn72JB2kT35KHJncmt8jCD8uT2XU4r6ZfoqgnAv3q78h1bSAhpAZ4eHjgdLoq/+yw2dB6eNS7EOKh1TE1IoqX0o7hrdOhKAqPxjYl0M2NOxs1/vcHOGldcREBej1dff9qEX9laDivHk/BT6/nxshGLCnIY3BgEJ46OVWzLivZl8jeBx/GN74VsVMn49O8OVqD2xlhBCAmOpIbpl1DVnYuK1ZvYPvOvej0ekJDgtDr//p34HS62Lc/icQDh2jdshl3XNmFcrOL75cns+1AtnTuFRfE16t+jlzXFhJCaoC7pyeKy1n5Z4fNhs7DHUepikVVgwyLhUX5ebwQ15wwgzvLCwv48EQ6zzZpdkFzqn8WFjA9Iuq027r5+dPNzx+AXJuVo2YTV4SE8X1OVuXakeFBIZf09YiaU5Z0iMTHn8K7aRyxUybh164tGr2+st3B30VGhDH1+gmMuHwAqxM2s3HLDjQaDaGhwbj9ba2RoigcOHSEA4eO0LJ5HDeO7sL0ka34YUUyG/dkSudeUSXenm5ql1CvyZLfGuBmMPD3024qQkj9W8eQaCynuadX5ULUIYFBnLBaKHc6/+XKv6RZzDhRaOXlfc77zM3N5pqwCA6YyrG4nNzdKJbE8jJybNKduK4zHkvhwHMvsuf+hyjcsg2nzYbrHOuIQkOCuWbiaJ58+G4G9O1BXl4BmZk52M/SXO/wkRS+m/sL27Zu4vrBsXz88CCGdI9BJ80kxXl4eehl5KyayUhIDXBzM5w2EmA1mdH7+Z3nirop1sODlUUFlDgc+Ov17CwrJdTNcNadMOdyyGSktZfPOUdOdpeXEqB3I9bDk91lpehP3U+jwS4fbesNc3oGh159HY+ICGKuv4bg3r3QaLVo3c78VBocFMCEscMZPLAP6zZuZ3XCRpxOJyHBQbj/Yzv8sdR0jqWm07hRFON6d2HK8Fb8tDKZFdvSsTtcZzy2aNgCfNyxO5zS2bkaSQipAXo3/Wk/VMvLy3APqX9TB629fRgRHMJrx1PQaTT46HTc9S9rQebn5QAwITQcgBybjZCz/KABsLtcLMrP496YWADaevuwqriQp1KO0MzTk0b1cHSpobNkZ5P89nukffMdMddcRehlAyv605xlh5m/ny9jRgzisn492LBlBytXb8BqtRESEoSHx+mLC49nZHI8I5OoyHCGduvC9cNa8uvqo/yxOQ2rreojd6J+C/B1l5GQaiZddGvAsaRDzP34E8KjK9Y5dO/fH7/DyZz4Zb7KlQlRt1xo594t23bz56oETCYLwcGBeHmePaiGhQbTvVsXGkVFSudeUalvhyjuuqaTrAupRhJCakBGSgrfvv8BoZEVZ1607tyZWIeT1I8+UbkyIeomvY/P3zr3atF5nDuMWKzWys69ZeXGs3buPSU4qKJzb1yTGJZsSGPhOunc25CN7hvHzDFtcTfILrzqct6JroyMDNq1a8f48eMZP348Y8eOZfDgwbz33nv/+sBTp06t/P348eP/U5GtWrU64zZFUXjvvfcYO3Ys48aN46qrriIhIeGsz38u7733Htu3b/9PtVWFl4/PaU25TGVlGELr33SMEDXl9M698y64c+/xjMyzdu4tKCxm6fKKzr0twys69944Vjr3NlRBfh4Y3GQ9SHX61zUhYWFhLFiwoPLPOTk5DB8+nNGjR9OsWbNzXrd169bK3//9+kvljz/+YP/+/cyfPx+9Xk9KSgrXX389S5YsITg4+LTnP5dt27bRs2fPS17bP3n7+FSemApQXlY/14QIUdNOde7NXLiY8BHDiLnmKrR6/VlPYT3Vubdrp3bs23+IRX+s4nhGJv5+vvj5nr4Y+lTn3i3bdtK1S0c+engQCbtO8POqI+QVnb0zsKh/osPOvUheXBoXHPHy8vJQFAVv74otlLNnz2bChAmMGzeO1157DUVReOGFFwC4+uqrgb9GMt5//31uvPFGRo0axXfffUdaWhozZ85kwoQJXH/99Rw4cACoGIG5/vrrGT9+PE899dQ563A6ndhOHvgVFxfHe++9h16vP+P5v/32W66++mrGjBnD2LFjOXr0KL/99huJiYk88cQTHDp0iKlTp7Jly5bK5x88eDAAixYtYvz48UycOJG7774bq/XCt4EaPDxwc3PDeXKrobGsDI/goAt+HCHE2blsNrIWLmbbjFmkzPkKW3ExDvPZw8Kpzr2PP3g7N02/Dm9PTzIysikqLuGfs9OnOvd++e1PBLiV8v59A7nn2o5Ehpx7C7moP5pE1r9djLXNv4aQ3Nxcxo8fz4gRI+jZsyfvvPMOH3zwARERESQkJJCYmMi8efP47bffyMnJYeHChTzxxBMA/Pzzz2c8ns1m4/fff2fy5Mk8/PDDPPjgg8yfP5/nn3+ee++9F4Dnn3+eiRMnsmDBArp06XLWuq644grKy8vp3bs3N954I7NnzyYuLg5/f//Tnr+8vJwVK1bwzTffsHjxYoYOHcr333/PFVdcQbt27XjhhRfOOt1zyjvvvMMXX3zBr7/+SlxcHMeOHfv3d/UfNBoN/kFB2E8GJovJhNZgQHeORXJCiItzqnPvtpk3cezjT7Hm5Z8zjJzq3Pvwfbdy202TCQoMIP1ENgWFRWeEkVOde7/4ei7uzgLeursfD03pQuMI35p4WUIFGg2EBUrfmOpW5ekYl8vFK6+8wqFDh+jVqxcAmzZtYu/evUycOBEAi8VCVFTU+R6ODh06AGA0GklMTOTRRx+t/JrJZKKoqIitW7fy5ptvAjBu3LjKUPF3/v7+zJ07l0OHDrFx40ZWrVrF559/zrx584iJiam8n4+PD2+++SZLliwhNTWVdevW0bp163972ZUGDRrE9ddfz5AhQxg+fPgFXXtavUFBZKWn4+FVsSCuvKAQj4gIjCmpF/V4QojzcLnIW7O2onNvrx7ETpuCIeB8nXubE9+yGUeOpfH7n2s4cjQVT08PQoIDz9K5dwc7du+lY/s2vHxbb5JSC/lh+RGOZBTX4AsU1S0kwBOnS0H2xVSvKp8TotVqeeihh7jiiiv44osvuOWWW3A6nUyfPp2ZM2cCUFpaiu5fenl4nDzLweVyYTAYTlsvkp2dTUBAAEDlJxGNRnPWObk5c+bQu3dv4uPjadWqFTNnzuT+++9n2bJlzJo1q/J+WVlZTJ06lSlTpjBgwABCQkI4ePDgWWs79ZyOv53Q+MQTT5CUlMTatWt58MEHufPOOy9qoW1QaCjHjxyt/HNZSbGEECGqm8v1V+febl2JnTYFj7Cws45Cnurce/et/96512azs23HHnbtqejc+/SN0rm3vmkc7ovTKZtHq9sFrQnR6/U89NBDfPzxx+Tl5dGrVy8WLFiA0WjE4XBwxx13sGzZMqBiqNNxnrbtvr6+NGnSpDKEbNiwgcmTJwPQp08fFi5cCMCff/5Zue7j78rKynjnnXcwGitWuJvNZk6cOFE5UnHq+fft20dsbCwzZsygY8eOJCQk4Dx5jLhOp6v8fWBgIEeOVHR4XbFiBVARRoYNG0ZgYCC33HIL48ePP2eA+TdBYaHY7X+9juKSUjwiIy7qsYQQF65o+w52330vB196hbLkIzgtFhTXmaek/r1z74P33kzrls04kZlDdk7eaY0o4a/OvV98/QM56Yd5aHInXrujD51ahtbUyxLVJCbcV3bG1IALfocHDBhAp06deOeddxg8eDDDhg3jmmuuYcyYMcTHxzNhwgQAhgwZwvjx48+7kPP1119n3rx5jB07ljfffJO3334bjUbDU089xbJlyxg7dixr166tXAT7d7fffjvNmjVj3LhxjBo1iquvvprx48fTt2/f056/b9++uFwuRo0axTXXXEN0dDQZGRkA9O/fn6effpqdO3cya9Ysvv/+eyZMmIDl5FY/vV7P3XffzcyZM5k4cSLbt2+vHPW5UP6BgWg0f73dpaUlGP5l6koIcemV7N3H3gceZv/Tz1F6MAmnxXrWMAJ/de599P7b6NS+DVlZOWRn51V+eDnF6XSxd38Sc76Zy7HD+7jryja8c09/erSVDxp1VfOYANz0cj5IdZPDympIdkYGc958i7CTwSMqNpae7dpy8NEnVa5MiIbNu2kcsVMn49e2zTk7956Sm5fPqoTNbN66E41GQ1hoMPpz9EZq2TyO7t264HDppHNvHfThg4Nl4XENkBBSQ0xGI+889gThjaIB8PX3Z+yVV7LzhptUrkwIAeAZE0Ps5OsI6NqlolneeRovFhQWk7B+CwkbKs4jCg0Nwu0cPY+aNomhe7euuBk8mLviCGt3ZuCUNFLr/fLKGAxuMhJS3SSE1BBFUXj9oYfxDwpCr69oaDf1zjvYOesWHGXlapcnhDjpr869vdFoNWft3HtKcUkp6zZuZ826Tefs3HtK40ZRdO/WBV8/P35aeYSV0rm31gry82D2o0PluPYaICGkBn3+2uuYjEa8fHwAGHPVleR/9S3Fu3arW5gQ4gyGkODKzr0ajQbtWTr3nlJWVs7GrTtZsXoDNquNkNAgPM7RXC8qMpzu3boQGhLML6uPslQ699Y6nVqG8vC07vhI47pqJyGkBi385lsOJyYSePLI9h4D+uOXfJSMn39RuTIhxLm4+fvT6KoJhA8bBhoNunOMdMDfOveuTMBssRIUFCCde+ugsf2bMmN0G5mOqQESQmrQ5tWrWfXbAsIbNQKgScuWdIiO5vDzL6lcmRDi3+h9fYgaP46oMaOqp3NvbGOWbEyVzr21wAOTuzKwSyO1y2gQJITUoJRDh5n70ceERVfskPHx82P8ddeyY9oNKlcmhKgqnacnkWNGET3xCjRaLTqPc7dfsNns7NyTyO/L1lBUUkKgvz++vmfvOxPg70e3rp1o2TyOP7cc59c1Rykuu/BeVeK/+/KpYQT7y5HtNUFCSA0qLy3lvSefIiw6uvIU2Cm33creu+/FViCnLApRl2gNhn/t3HuK3e5g3/4kFi9dTV5BwVk7957i6+NN1y4daRPfgrU7M5i36ih5xdK5t6b4+xiY8+QwOSOkhkgIqUGKovDuk0/h7uGB4eSitRHjx1P6y68Ubt6qcnVCiIuh0esJGzKIxpOuQ+vujv48YcTpdLL/YDJLlq4iKzsPH18vAvz9zhpGvLw86dqpA+3bxbNpXxY/rTxCVr6xOl+KAPq0j+TuazvjLYtSa4SEkBr265wvSTl0iIDgYAA69+lNSFYO6d98p3JlQoj/RKsldEB/YqdMQufjfd4w4nK5OJR8jCXLVpOWnom3lwdBgQFnDSMe7u507tiOTh3bsutQHnNXJHM8u6w6X0mDdtvEDozo3QSt9sy/C3HpSQipYTvWr2fZvF8Ij644tCymaVO6tmxJ0hNPq1yZEOKS0GoJ7tWT2GmTz9m59xRFUf61c+8pBoMbHdu3oUunDtK5txp98sgQokJ91C6jwZAQUsPSjx3j2/c/qDy+3cPLi6tnzGDbpKkqVyaEuNT+6twb+q9hJDUtg6Ur1nIg6QgeHu5ndO49Ra/X0aFta7p26UhKVhlzpXPvJePprue750bippfGdTXl3OcSi2oREh6By+VCURQ0Gg0WkwmHzYZHZCSWrCy1yxNCXEJF23dQtH0H/h3aEzttCl4xjdC6u58x0vH3zr3pJ7JYvmode/Yl4eamJzQkGJ3urx+KDoeTnXsS2ZN4gLbxLXlocmdyiiz8sDyZ3Yfzavol1ivxTQKx2Z0SQmqQjISo4MPnngfA4+Qno6GjR2P5Yyn5CevVLEsIUc1841sRO20KPs2aoTW4oTnLSMcpmVk5rFyzke279qLT6QgLDUZ3luZ6Go2G1q2a071rZ0rNTr7/M5ltB3Kq82XUW9NGtWbioObozvP3Ii4tCSEqWPz99xzcvYeg0FAAOvToTmRpOWmffaFyZUKImuDdrCmxUyZd0s69Go2GFs2a/NW5d3kyG/dK594L8e59l9E02l/tMhoUCSEq2LNlK4t/+J6I6IoT+SJjYujbvTuJ9z2ocmVCiJpU2bm3S2c0Ot2l69wb15ge3bqgc/PgR+ncWyV6nZafXhotUzE1TEKICrKOp/PlW29Xnpyq1emYctut7Lz5dhylpSpXJ4SoaRWde68lpE8v0FSxc2/CJpwuF6EhgRjO0VyvcUwU3bv+1bl3xdZ0HE7p3Hs2beKCeOrGXnI+SA2TEKICm9XKGw8/QmhkZOXq98vHjMGy9E/y1qxVuTohhFoMISEnO/cOqFLn3g1bdrJyTdU794YEB/PrGuncezbXDm3JtZe3lJNSa5iEEJXMfuVVrBYLXt4VfSRatm9PSz8/jrz6hsqVCSHU5hYQQKMrJxA+7PIqd+5dtiIBi/XfO/f26NaF6KhIflt7lCUbU6Vz70n/e2gwMeG+apfR4EgIUcmaRYvZtGpV5XkhXt7eXDl9GtumzACXDJcKIf7WuXfsaEBz3s69ZouF7Tv3sXT5yc69Qf54e52rc2/gyc69MSzZmMKChGOUmezV9CpqvyA/Dz59bCgGNxkFqWkSQlRy/MgRvv3gw8qTUwEmTJrEiQ8+ovTAARUrE0LUNhfXuXc1RSWlBAb44+tz/s69LZrFsXxrw+3cO7pvHDPGtMHDIEdn1TQJISqx22y8+chjBIaGVG6369q3D8HZuRz/6huVqxNC1EZad3fCh19e5c69exMPsmTZavIKigjw88HP7+zTDQ29c++b/zeAlo0D1S6jQZIQoqJ5n39BWnJyZTO70MhIBl12GXvvuFvlyoQQtZlGryds6GAaX39tlTr3Jh44zO/LVpOZnYuvr/d5O/d26dSBDg2oc6+PpxtfPzNcFqSqREKIihJ37GDB198Q0ajivBCNRsPkW29h3z0PYM2T45eFEOen0ekIGdCP2CmT0Xt7nXdkpLJz79LVpGVk4u3lSVCg/9k793qc7NzboS07D+Xy4/IjHM+pn517B3VtxK0TO+DlIVtz1SAhREWlxcV88PQzhEVHV34juGzEcFi/ieyly1SuTghRZ5zq3Dt9Cm7+/ucdGVEUheSjqfyxfG2VO/d27dSBA6mF/LA8maMZJdX5Smrcczf3pnOrMLXLaLAkhKhs9suvYjGb8PatmKttGt+K9tGNOPTsCypXJoSoiwK7dSV2+hQ8Qqveufdg0lHcPQxV7tz7w5/JHEyt+5173d10fP/8SNkVoyIJISrbuGIFaxYvqdwlY3B357qbZrF92g24bDaVqxNC1FX+HTsQO3XyOTv3nqIoyj8697oRFhp01jCi02lpG9+Sbl07k11o5oflR9iTXHenjnu1i+De67vIVIyKJISoLDPtOF++/fZpW3XHXn0V+V9/R9GOnSpWJoSoD/7q3NsUrcHwr517V6zZyI4L6dxrcvL98rrZuffhad3o2yHqnAFNVD8JISpzOp28/djj+Pj54XbyiOYO3bsTbbGS8tEnKlcnhKgvvJs1JXbqZPzatK5y595NW3ei02gIrULnXrtTx9wVdadzr1arYe4Lo/B0l7NB1CQhpBZY/N33HNi9m+CwisVRvv7+jL/+OnbMmIXikCOVhRCXjlfjGBpPvp6Azp2q1Ll37brNrNu4DQWFsNDgKnXunbv8CAm7anfn3s4tQ3lkeneZilGZhJBaIDkxkZ8+/axyqy7A6KuupPjHeRRs2qxiZUKI+sojIoKYSdcS3KsXGu0FdO51OgkNDapa594VR1ixrXZ27n16Vi+6xofJVIzKJITUAiajkXcef+K0rrrN27ShbVQUh555XuXqhBD1mSEkhJhrryJ04AV27rXZCQkJPGfn3uiTnXuDg4P5ZfVRlm2pPZ17A3zc+fyJy2VXTC0gIaSW+Pa9D8jNzsI/sOLoYJ1ez6RbbmbPHf+HrbDub4UTQtRuF9u512yxEBIciOc5OveGh4XQvWvnys69izekYraqO8181eAWXHd5S9ylV4zqJITUEgd27WL+l1+dNiXTb+gQ3BMPcGLerypWJoRoSPS+PkRfMY7IMaNPhpF/79z7+59rMBpNdaZz71dPDyfI79xNAEXNkRBSS1gtFt554kkCgoLQn5ybDY2MZMjQIey+5Q6VqxNCNDQ6Ly8iR48ieuL4f+3ca7Xa2LUnkd//XFOlzr3du3aiRfM4/tycxq9rj9Vo5972zUJ44oYesiC1lpAQUoss/flndm/eQmhEROVtV02bRtrb71J2MEnFyoQQDdWpzr2Nr70ajU536Tr3+nrTrXMnWsc3Z82ODH5ZXTOdex+f2YMebSLQamVBam0gIaQWOZGWxpw33yIyJqbytvbduxHjUjj27gcqViaEaOj+6tx7HVp3Q5U792Zl5+Hj63XOzr3eXp506dyB9m3+1rm3oHo69/p5G5jz5DBZkFqLSAipRRRF4aMXXsTpcODl4wOAp7cXV8+YwfaZN+GyWFSuUAjR0F1M597Ff6zieEYm3t5eqnbuveKyZkwZHi8LUmsRCSG1zLaEdSz/5VfCG/11jPuwsWOx/Lmc3JWrVaxMCCH+RqsluHcvYqdNrnLn3t//XMPRY2mqde6d8+QwQgLOXaeoeRJCapmykhLef+oZQqP+OjOkcfNmdGvThgMPPaZydUIIcabA7t1oMm0K7qEh/9q5NyU1naUrEkg6dP7OvW56Pe3bxdO1c0dSMsv4Yfl/69zbJi6IZ27qLce01zISQmqhn2Z/yvGjRwkMCQFAo9Uy6eab2P/Qo1gys1SuTgghzs6/YweaTJuCZ6PoKnfu3b33IAaD4fyde1u3oluXTmQXmvl+eTJ7k/MvuLZHpnWjd/soWZBay0gIqYWOHDjAj5/MPu3MkJ4DBuB/IpPjX32jYmVCCPHvfFvHEzt18iXt3KvVamjdsjndunWhxOjghz+T2Xawap17g/w8mP3YUNxlQWqtIyGkFnLY7bz75FN4+fhgOHlQkF9AAOOuu5ads26VBapCiDqhOjv39ujeFZtDyw/Lk9m07/yde2eNb8fIPk0w6CWE1DYSQmqpNYsWs2nVKsKioipvGzpmNI71G8le/LuKlQkhxIW5qM69m7ajKKc69579/lXp3OvtoefLp4fjITtiaiUJIbVUXlYWn7z8ChGNGlXOq4ZGRjB0xAh233w7irN2NIISQoiq8oiMJOb6ay6gc+821iRsrlLn3h7duuLt48vPK0/v3HvN0JZcPaSFhJBaSkJILaUoCl++9TbFhYX4BQRU3j7mqqso/nU++Qnr1StOCCH+g4vp3Lti9Qbs9qp37p23+ghrdmTw6WOX4+0pR7TXVhJCarHkxER+/ORTIhv/dYJqo7g4enfvzr6771WxMiGE+O/cAgNodOVEwi8fWjEycp4wciGde728PBk8sB/Nm8bicLpkW24tdu4ly0J1TVu3JiAkGFN5eeVtGSkpuNwNBHTqqGJlQgjx39mLikn57Au2z7qZzIWLcVosOK1nb2bn7eXJ4IG9eebx/+PqCaOwWG2kZ2RhNJnOuG/S4aM4HXbc9FoJILWcjITUcnu2bGXxd98R8bd+Ms3btKFDXBwHHn1CxcqEEOLSupjOvUuWraGkpIyAQD98fbwpLzei1Wp54qE7z7rVV9QuMhJSy7Xu1BEPb2+sf9uWe/TgQfRhYfi1aaNiZUIIcWk5TSYyfp7H3gceQfMvAcLd3UCvHl146pG7mT55InqdjuMZWeTmFTJq2CAJIHWEjITUAZtXrmLVwkWn9ZNp0bYt7WJiOPjE0ypWJoQQl17zu+8gdED/8+6e+adTnXsPHj7KxLHDMRhkMWpdICMhdUCHnj3Q6XXY7fbK244cPIghKgrf+FYqViaEEJeWISSE0P79LiiAAOh0Ojq2b811V46RAFKHSAipA7x8fOh52WUU5uZV3qa4XOzatpXoSdepWJkQQlxajSddC+foOSPqHwkhdUTXAf3RajU4/j4asv8AHo1j8GnZQsXKhBDi0rjYURBRd0kIqSN8/f3pcdllFPxtNMTlcrFr6zZipk1WsTIhhLg0ZBSk4ZEQUod0G9AfjYbTRkMOJyaiCwsjqEc3FSsTQoj/xjM6mpB+fWUUpIGREFKH+AUE0H3gQArz8itvU1wuNq5NoPGsG9GcpymUEELUZs3uvE2+hzVAEkLqmB4DBwAKDoej8rbMtDQKi4uIHDdWvcKEEOIiBfXohk/TOLRytkeDIyGkjvELDKxYG5KTc9rtmxLWEXXlFbgFBqhTmBBCXASNmxvNbr/1vKejivpLQkgd1GfoUNw9PLCYzJW3lRUXc2hfIo1nTFOxMiGEuDDRE69A5+mpdhlCJRJC6iBPby+GTphAUX7eabfv3rIF/86dZMuuEKJOMAQH0ejKCTIK0oBJCKmj2nXrSnijRpQUFVXeZrfb2bp+A01umSXb3IQQtV7Tm2f9a48YUb9JCKmjdDodI66+ClNZGS6Xq/L2IwcOYPfwIGTgABWrE0KI8/Nr05qATh3Ryo6YBk1CSB0W07Qp7bp1ozA397TbN65ZS+yMqeg8ZYhTCFELabU0v+sOmYYREkLqusvGjEZRFOw2W+VteVlZnEjPIOrqK1WsTAghzi5i+OUYAgPVLkPUAhJC6riA4GD6jxxBwT9GQ7auX0/48GF4RISrVJkQQpxJ7+ND7LQpMlIrAAkh9UK3/v3x8fPDVF5eeZvJaGTfjh00ufVmFSsTQojTxU6fIiejikoSQuoBdw8Phl91FcWFhSiKUnn7vu07ICyMsGGXq1idEEJU8G0dT+jAAegMBrVLEbWEhJB6omX7djRp0YKi/L/6yrhcLtYsW0bjaVNkWkYIoSqdpyfxDz+Azt1d7VJELSIhpJ7QarVcPnECNosFp9NZeXtxQQG7tm6h2X33gFb+uoUQ6mh6283ovb3VLkPUMvJTqR6JaNSIHoMGkZ+Vddrt+3fuwuzmRtTEK9QpTAjRoAX16klwzx5oZRpG/IOEkHpmwMgRBISEnnaSKsDaP/8k8opxeMfFqVSZEKIhcgsMoPndciaIODsJIfWMu4cHV0ybirnciMNur7zdWFbG5rUJNH/gXjRubipWKIRoSFrce4+sAxHnJCGkHoqKbczA0aPIy84+bbfM0YMHyS8tpfG0ySpWJ4RoKMJHjcC3ZXM5ml2ck4SQeqrXkMFENY6luKDgtNvXr1xJ0IAB+Ldvp1JlQoiGwDM6irjpU9F7eqpdiqjFJITUU3q9nnFTJ2O32bBZrZW3Wy0W1q1YQbN77kbn5aVihUKI+kqj09Hy4QdlIar4VxJC6rGQ8HCGXXnlGdMyGSkppB1Po8kts1SsTghRXzW6/lo8w8PQyLEA4l/Iv5B6rnOf3rRo2/aMTrtbEtbh3a4twX16qVSZEKI+8o1vRfTY0bIbRlSJhJB6TqvVMvq6a9FotVhMpsrbHXY7q/5YStztt+IZ00jFCoUQ9YXex4dWDz0gAURUmYSQBsAvMJDR119HYV4eLper8vb87Gw2J6wj/snH0Pv4qFihEKKu0+h0tHrsYdz8fNUuRdQhEkIaiNadOtGhRw/ys7NPu/3IgQMcS02jxcMPyLHuQoiLFjvrBnyaxqGVc4jEBZCfOg2ERqPh8okT8PLxoayk5LSvbV23DrOXJ7E3zFCnOCFEnRY2/HLCBvaX7bjigkkIaUC8fHy4etYsTOXlWC2WytsVRWHV73/g17snoUMGqVihEKKu8WvXliYzpuEmzenERZAQ0sBExTZm3JTJ5Gfn4HQ4Km+3Wa38uWAhsTOn4xvfSsUKhRB1hXt4OK0eeVBGQMRFkxDSALXt2pW+wy4nNzPztPNDSgoLWbPsT1o+8hCGkGAVKxRC1HY6T0/in3ocrbs7Go1G7XJEHSUhpAHSaDRcNmY0Ldq1Iy8r67SvZaSksG/3blo9/qicdiiEODutlmYP3IshMBC9fJ8Q/4GEkAZKp9Mxdspk/IOCz+gvs3f7dvKMRpr+350qVSeEqM1iplyPX6uWGLyl9YP4bySENGBe3t5cc/MsnA4npvLy0762bsUK9HFNiLpqgkrVCSFqo5CBA4gYPgx3XzkPRPx3EkIauJDwcK6adQPFBYXY7fbK250OB38uXET42LEE9eyhYoVCiNrCp2ULmt5yEwY53FBcIhJCBE3j4xl25URyT2SedqKqqbycPxcupOldt+Pfvp2KFQoh1OYRFUn844+i95KdMOLSkRAiAOhx2UA69+1N7okTp+2YKcjJYcXiJbR4+AF8WjRXsUIhhFoMISG0ef4ZdF5eshNGXFISQgRQsWNm+JVXEt2kyRkdd7MzMlj753JaPfkYXo1jVKpQCKEGt4AA2rzwLHh6ojfIkezi0pIQIioZ3N2ZOHMG7p6eFBcUnva19GPH2JSQQPyzT+MREa5ShUKImqT38SH+uadxuhvwlBNRRTWQECJO4xcYyOQ7bgeNQllx8WlfO5Z0iJ3bt9H6+WcxBAepU6AQokboPD1o9cyTONwN+AXJ/++iekgIEWcIiYhg8u13YLNaMZaVnfa1pD17Sdy/nzYvPY8hKFClCoUQ1Unr7k7LJx/H6eNNUESE2uWIekxCiDiriJhGXH/7bRhLyzAbjad9bd/27Rw8dIg2L72AW2CAOgUKIaqF1t2dVk8/gSswgODISLXLEfWchBBxTjFNm3LNLTdRUliE1Ww+7Wt7tm4jKfkwbV56HreAAHUKFEJcUlp3d1o99TgOPz9CoqLULkc0ABJCxHk1a92aiTfMoDAvD6vFctrXdm/ZyuGjx2jz4nO4+fupVKEQ4lI4FUBsPj6ENopWuxzRQEgIEf+qdadOXDF9GgW5uWcEkV2bN5OclkrrF5+TEREh6qhTAcTi5Ul4bGM5C0TUGAkhokradevG+KlTKcjJwWa1nva1nRs3cfhYCu1efwXPaBnCFaIu0fv6EP/sU1i8vIiMi5MAImqUhBBRZR16dGfc1CnkZ58ZRHZv3cr27dto8/IL+Ma3UqlCIcSFcA8Pp+1rL1Oi0RAZ10QCiKhxGuXvZ3QLUQW7Nm1i8Xc/EBoZgZvBcNrXops0YdCI4Rz74CMKN29RqUIhxL/xadGclo8/QlpqGq06dZQAIlQhIURclJ0bN7Lkh7kEhYbi4Xl6Q6vgsDCGXzGezJ/mkb34d5UqFEKcS1CPbsTddQdJ+w/SoWd3tFoZFBfqkBAiLtrB3buZP+dLfPz98fb1Pe1rPn5+jJw4gZL1Gzn+1Tcg/8yEqBXCR40g6tqrObgvkc59+0gAEaqSECL+k+NHj/Ljx7PR6XX4/+NoZ4OHB8PHjUNJT+fo2++hOBwqVSmEQKOh8bQp+PTpxYmMDNp27SpTMEJ1EkLEf5aXlcUPH32MxWQiOPz05nY6vZ5BI0bg53Jx6MWXcRpNKlUpRMOlcXOj2T1344wMx2y30yw+Xu2ShAAkhIhLpLSoiJ8+/ZS8rGxCIyNP+4Sl0WjoNXAgMRHhJD3zPLb8AhUrFaJh0fv40OLxRyiw2/AOCCQqtrHaJQlRSUKIuGTMRhO/ff0VRw8mER4dfcZcc/uuXWnfsSNJz76AKS1NpSqFaDjcw0Jp9cyTHEs7TuMWLQgMDVG7JCFOIyFEXFIOu50/fvqZ3Zs2ER4djU6vP+3rca1a0nfQYNLmfEneytUqVSlE/efXtg3NH7iXfXv20K57d7x8fNQuSYgzSAgRl5zL5WLdH0tZ+/sfhEVFnnGWSEBwMENHj8Z84CApH32C6x8Hnwkh/gOtlkbXXEXoyOHs3radbgP6Y3B3V7sqIc5KQoioFoqisGvTJn7/YS6BISF4eHmd9nW9mxt9Bw0iIiSYwy+/jjk9XaVKhag/3AIDaP7AvRjd3EhNTaXP0KHodDq1yxLinCSEiGqVnJjIvM/n4O7hgX9Q4Blfb9G2DT37DyDt8znkrV5T8wUKUU/4d+xA83v/j60bN+Dt50+Xfn1lC66o9SSEiGqXc+IEv3wxh5LCQkIiIs5YsBoYEsKQ0aMxJ+4n5ePZMj0jxIXQaomZdB3BQ4ewaO5cuvbvR4t27dSuSogqkRAiaoTFZGLZvF/Yu3UrIRERZ8xR693c6Dt4MBFBQRx+5TXM6RkqVSpE3WEIDqL5g/dTorjYsGYNI6++mqDQULXLEqLKJISIGqMoCrs3b2bpjz/j7ul5jumZtvTs35+0z78gb/VaFaoUom4I7NqFpv93JxvXrMXpcnHZ6FFnLAIXoraTECJqXHZGBr9+MYeSoqLzTM+MwrRvP6kfz8Zls6lUqRC1j0anI2bqZAIH9mfh3B/p1r8fLdu3V7ssIS6KhBChCovJxB8//Uzi9u3nnJ7pN2Qw4cEhpLz/IaUHDqpUqRC1h0dEBM0euIcCs4VtGzYw/OqrCQwJVrssIS6ahBChmlPbeJf+9DMeXl74B545PRPbojl9LhtE8dZtHP/yK+k9IxokjV5P1MTxRI4fx5o/lmLwcKf/iBHo3dzULk2I/0RCiFBddnoGv3wxh9Lis0/PuBkMdO/Xl7imzUid/RkFGzepVKkQNc+3dTxN77qDvKJCli9azJArxtOsdWu1yxLikpAQImoFs9HE0p8rpmeCw8Nx9/A44z5hUVH0HzoER8YJUv73Cbb8fBUqFaJm6Ly9aTxzGgHdu/H7L79iNhoZN2Uy/kFBapcmxCUjIUTUGqd2zyz/ZT6K4iI4PPyMw5a0Wi0dunejXZcunJj7E1lL/gCXS6WKhagewf370WTWTA7tP8DyBQvocdlA+gwbhv4fvZiEqOskhIhap7SoiOW//saBXbsICA46a+Mtv8BA+g8ZjKeikPLehxhTUmu+UCEuMY+IcJrcfiua0FB++/4HnE4Ho6+7jqjYxmqXJkS1kBAiaiVFUTiyfz9LfvgRk7GckIiIs/bAaNG2LT369yNvxSoyvp8r23lFnaTR64m8YhxRE8azafUatq5dy6CxY+jct6+Mfoh6TUKIqNXMRhPrli1l6+q1ePn6nHUHjYeXF70HDiAiLJzUTz6laPsOFSoV4uL4xrci7s7bKTIa+e2HH4iIjubyiRNl661oECSEiDrhRGoqi7//gbysbEIiws96MmR0kyb0HtAfV0Ehx+d8RfnhZBUqFaJqPCIiiJk2GZ92bVk2/zfSkpMZee21tGzfThrPiQZDQoioMxx2O9sSElizeAk6vZ6g0NAzvllrNBpatG1L1969KT+YRPpX32DJylKpYiHO5BYQQKPrriG4f1+2r9/A+uUr6Ny3N/2Hj8DT20vt8oSoURJCRJ1TkJvL0p9+5lhSEkGhYXh4eZ5xH51eT7sunWnftSsF6zeS8f1c7CUlKlQrRAWdpydRE68gYtRIkvbtY/nChfj6+zP6+uuIjo1VuzwhVCEhRNRJLpeLAzt3svTneVitFkLCws96eqS7pyede/SgRds25Py5nMxffsNRVqZCxaKh0rq7EzFyBJETx5ORmsbyRYsoKSxk0NixdO3XV049FQ2ahBBRp5mMRrauXsOmlSvRoCE4PAztWXbRePv60qlHd5q2bEX2H0vJ+m0hjvJyFSoWDYXWYCBi1AgiJ15B9okTrF66jBMpqbTt1oXLRo+RhadCICFE1BMlhYWsX/Ynuzdtxs3dcNb1IgA+fn507tGdJi1akLVoCVkLF+M0ST8aceloDQbCRw4n6soJZJ/IJGHFco4nH6FpfDyDx40jIqaR2iUKUWtICBH1Sm5mJqsXLSY5MRFPb2/8g4LOGkZ8A/zp0qMnjZs1JXfVGnKW/I4lO0eFikV9off1IezyoUSOH0tOVhYbVq3mWFISETExXD7hCho3by67XoT4Bwkhot5RFIX0Y8dYs3gJx48cxcvHG7/AwHOOjLTu0IFW7dtRdjiZnAWLKN6zF+R/C1FF3s2aEj5mFMG9enI8+QhbN2yoWDQdEsLg8eNp2b7dGU0ZhRAVJISIektRFI4fOcLqRYvJSEnBy9cXv4CAs4YRnV5Ps9bxtOvQETcN5CxcQt7q1TjNFhUqF7WdRq8npG9vwsaOwS0kmAN79rBr8xZyT5wgMCSEQePG0rJ9ezntVIh/ISFE1HuKopB6OJnVixaRmZaGl4/POUdGACIaNaJtxw5ExcaStyaB7MVLsGTKWSMCDMFBhI8YTtjwyynKzydx714O7dlLcUEBASEhDJbwIcQFkRAiGgyXy0XqocNs+HM5aUePoNe7ERgacs4fGN6+vienatpjPHqUnIWLKdq5S6ZqGiC/dm0JHzuagPbtOXLwIPt37yIt+QhWs5mA4GAGjhlNfMeOEj6EuEASQkSDoygKeVlZ7Nywgd2bNuN0OvEPCsLT6+ynVep0OprGx9OuU0fcdTpyf19K/voN2PILarhyUZN0Xl6EDOhH+NgxuNzc2L9nDwf37CEnMxPF5aJ5mzb0uOwyYls0lzUfQlwkCSGiQTOVl7N/5y42rVhOaXEpnl5e+Aede6omLDqKVm3aENuiBebMTArXrqNg4yZsBYU1XLmoDjpvL4J69CCof1/827QhMzWVxD17OLJ/P+WlpRgMBroPHEjHnj0JDA1Ru1wh6jwJIUIATqeT1MOH2bRyJamHk9Hr9BVTNec4zVKr1RLZuDHNWragcfPmmDJOUJSwviKQFEogqUv0Pj4E9exOYP/++Me3IjstjaNHj5B6+DC5mVnYrFbCIiPpM+xyWrRti7uHh9olC1FvSAgR4h/ysrLYtXETOzduxGl34B8UiKe39znvr9VqiYqNpVmL5jRu3gJjRjqFa9dRuGkztsKiGqxcVJXe15fgXj0I7N8Pv5YtyExN5diRo6QfPUp5aSnFJ4Nk2y5d6DagP1GxsXLGhxDVQEKIEOdgNpo4sGsXm1asoKSoGK1Wg39gIO6eZzbMO0Wr0xEdG0vTFs1p3Kw5xvSKQFKwaRP2ouKaK16cwc3fj6CePQkc0A+/5s04kZJSETyOHcNiMlFSVITdZsPTy5teQwbRrls3/AIC1C5biHpNQogQ/8LlcpGdnsHhvXvZvWULxrJydFotfkGB5x2aPxVImrVoTkzz5liLiijbm0jpvkRKE/dLV99qpvP0wDc+Ht92bfBt3x7vmBhOpBzj2JGjZKSkYDGZKC4sxGl3oHPT07pTJ9p27UJs8+bSVE6IGiIhRIgLcCqQHNq7lz2bt2AsL0On1f1rINFoNASFhREZ04joqCjCYmKwFZdQum8fZfsSKUncLyMl/5Hexwe/NvH4tGuLX/v2eEdHUZCZRWZWJtkZJ8g5cQKL2UxJYSFOhwO9mxttu3ShdefOxDSNw81gUPslCNHgSAgR4iK5XC6y0tM5tGcve7ZswVxuRKvT4hd4/kACJ0NJaCgRJ0NJeExjbGWllO5NpGzfPkoTD8gC13/hFhCAX9s2+LZvi1+7dniEhpCfkcGJzCyyMzLIz87G6XRit9lOBg8nbu6GyuDRKK6JBA8hVCYhRIhLwOVykXX8OEl797J38xbMRhNoKg488/LxqdI5EkGhoUTGxBAVFUl448Y4ysspSzqMJSUFY2oaxtTUBjtaovfxwatxY7xiY/Bq3hzfdm0w+PmRezydE1kVoaMgNxfF5UJRFKxmC+WlJTgdDgzu7rTt1o02nTsR3aSJTLUIUYtICBHiEnM6nWSnp5N6+DCHExPJOp5e+bULCSWBoSGEhEcQHBxMcHAwgeFhaIDy48cxH0vFfPw45hOZWDIz680uHL2fH55RkXhGReEZ2xjPpnF4x8Sg8/SgOCeXwsICCgoKycnIoCg/H0VRUBQFs8mEsbQU18kQEhAcTMt27WjVoT1RTZrISaZC1FISQoSoZlaLhZwTJ8hISSE5MZHMtOOc+t/Oy8cHb1/fKp+46entRVBoKIGhoQT6BxAQGIBfcDB6NzeM2dlYMjKxZmRgyy/AXlqKvaQEe0kp9tISnEZTdb7Mf6U1GND7+eHm54ubnx9u/v64R4Tj3jimIniER4AGygoKKSkuoqCwkKL8Aory8ykvLa18HJfLhdloxFhWBgq4FBehERE0b9uWxs2bEdGoET5+fiq+UiFEVUkIEaKG2axWck6c4ERKKocTEzmRmloRShTw8vHG09v7gqcMDO7u+AUGEhAUhF9gAD5eXnh6eOLh5YmHlxfu3t7o3NywlZdjKy3DXlKCo6QUR3ExjuLik4GlFMXhqHjAv31bqPwW8c9vFSdHITQaDTpvb9z8fNH7+aH39z/5yw+9ny8GH1/cfH3QaDRYjUasJhMWk7likWhZKSXFJZQWFVJSVIzVbD7jtbmcTkwnQ4dGo0FRFMKjo2nRtg0xzZoT3igar/Oc4yKEqL0khAihMpvVSm5mJhkpqRw9cICs9HRsFgtotCiKC4O7O55eXrh7ev6nHiVanQ4PT088vbwqwonnyf96eOLl6YGHhwc6rQ4qz+TScOb5XBU3VNz+1xdtVitmiwWz1YLVbMFiNlf+sp78r8NuP299p9ZyWMymijCi0VY8g0ZDdGxjmrdrS6MmTQiPjj7vWS1CiLpDQogQtYyiKJSXllKUl0dBbh4nUlPJPH6cgpwcUABNxZSE3s0Ndw8PPDw90bu51YkTPRVFweFwYDWbsZot2O12NJqKsHNqLUdkTAxRTWIJDY8gMCQEv6BAdDqd2qULIaqBhBAh6giHw0FZ5dRFETknTpCTkUl+djam8rL/b+cOdtOGggCKjsEW2ECQoipK0///vxAXjGyDu3CDUimrtOpUzTkb/EDeeHX13uAo3u6S/JyVKIoiyrKKsqqirMr5syxjsVz+kWiZpimul0uM4xjjMMRlHG/X18s1ikUxR0YUMcV8fLOu6/jy+BgPT1/j4enb7Qhpf3/vL7PwyYgQ+A8MfR/daT7G6E6nOJ9Oce66OL608XJ4ju/Ph2gPhzi2bRzbNoa+j8VyedtZuSli/u6965jXr3MZ0zTFdL1GtVrFZruNZreL7W4X27u72O73sdvvY13XsarrecemqaPZbGLdNH/pqQD/OhECn9DQ93Huuhj6Pqb3hlDnxS/3vP3tdb5ktV577wbwYSIEAEjx8VF7AIDfIEIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABIIUIAgBQiBABI8QP3VSkkYHlevgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15,8))\n",
    "\n",
    "\n",
    "plt.pie(data['Status Rocket'].value_counts(), \n",
    "        labels = ['Retired Status','Active Status'],\n",
    "        colors = ['r','b'],\n",
    "        shadow = True,\n",
    "        labeldistance = 1.1,\n",
    "        startangle = 40,\n",
    "        explode = (0,0.1),\n",
    "        autopct ='%1.1f%%',\n",
    "       )\n",
    "\n",
    "plt.legend(['Retired Status','Active Status'])\n",
    "plt.title('Percentage of Rocket Status')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "forced-ready",
   "metadata": {},
   "source": [
    "Observation\n",
    "\n",
    "The observation shows that a low number of Rockets are active compared to the retired rockets, where the majority of rockets (81.7%) are retired.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "patent-adolescent",
   "metadata": {},
   "source": [
    "# 3. Now I would analyze based on the country that has launched a space mission."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "early-clark",
   "metadata": {},
   "outputs": [],
   "source": [
    "# lets create a new column called country from the location column\n",
    "\n",
    "coun_func = lambda x:x.split(',')[-1]\n",
    "data['country'] = data['Location'].apply(coun_func)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "sophisticated-enemy",
   "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>Company Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Datum</th>\n",
       "      <th>Detail</th>\n",
       "      <th>Status Rocket</th>\n",
       "      <th>Rocket</th>\n",
       "      <th>Status Mission</th>\n",
       "      <th>country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>LC-39A, Kennedy Space Center, Florida, USA</td>\n",
       "      <td>Fri Aug 07, 2020 05:12 UTC</td>\n",
       "      <td>Falcon 9 Block 5 | Starlink V1 L9 &amp; BlackSky</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Success</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CASC</td>\n",
       "      <td>Site 9401 (SLS-2), Jiuquan Satellite Launch Ce...</td>\n",
       "      <td>Thu Aug 06, 2020 04:01 UTC</td>\n",
       "      <td>Long March 2D | Gaofen-9 04 &amp; Q-SAT</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>29.75</td>\n",
       "      <td>Success</td>\n",
       "      <td>China</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>Pad A, Boca Chica, Texas, USA</td>\n",
       "      <td>Tue Aug 04, 2020 23:57 UTC</td>\n",
       "      <td>Starship Prototype | 150 Meter Hop</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>450.0</td>\n",
       "      <td>Success</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Roscosmos</td>\n",
       "      <td>Site 200/39, Baikonur Cosmodrome, Kazakhstan</td>\n",
       "      <td>Thu Jul 30, 2020 21:25 UTC</td>\n",
       "      <td>Proton-M/Briz-M | Ekspress-80 &amp; Ekspress-103</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Success</td>\n",
       "      <td>Kazakhstan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ULA</td>\n",
       "      <td>SLC-41, Cape Canaveral AFS, Florida, USA</td>\n",
       "      <td>Thu Jul 30, 2020 11:50 UTC</td>\n",
       "      <td>Atlas V 541 | Perseverance</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>145.0</td>\n",
       "      <td>Success</td>\n",
       "      <td>USA</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Company Name                                           Location  \\\n",
       "0       SpaceX         LC-39A, Kennedy Space Center, Florida, USA   \n",
       "1         CASC  Site 9401 (SLS-2), Jiuquan Satellite Launch Ce...   \n",
       "2       SpaceX                      Pad A, Boca Chica, Texas, USA   \n",
       "3    Roscosmos       Site 200/39, Baikonur Cosmodrome, Kazakhstan   \n",
       "4          ULA           SLC-41, Cape Canaveral AFS, Florida, USA   \n",
       "\n",
       "                        Datum                                        Detail  \\\n",
       "0  Fri Aug 07, 2020 05:12 UTC  Falcon 9 Block 5 | Starlink V1 L9 & BlackSky   \n",
       "1  Thu Aug 06, 2020 04:01 UTC           Long March 2D | Gaofen-9 04 & Q-SAT   \n",
       "2  Tue Aug 04, 2020 23:57 UTC            Starship Prototype | 150 Meter Hop   \n",
       "3  Thu Jul 30, 2020 21:25 UTC  Proton-M/Briz-M | Ekspress-80 & Ekspress-103   \n",
       "4  Thu Jul 30, 2020 11:50 UTC                    Atlas V 541 | Perseverance   \n",
       "\n",
       "  Status Rocket  Rocket Status Mission      country  \n",
       "0  StatusActive   50.0         Success          USA  \n",
       "1  StatusActive  29.75         Success        China  \n",
       "2  StatusActive  450.0         Success          USA  \n",
       "3  StatusActive   65.0         Success   Kazakhstan  \n",
       "4  StatusActive  145.0         Success          USA  "
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "deadly-cooper",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       " Russia                            1395\n",
       " USA                               1344\n",
       " Kazakhstan                         701\n",
       " France                             303\n",
       " China                              268\n",
       " Japan                              126\n",
       " India                               76\n",
       " Pacific Ocean                       36\n",
       " Iran                                13\n",
       " New Zealand                         13\n",
       " Israel                              11\n",
       " Kenya                                9\n",
       " Australia                            6\n",
       " North Korea                          5\n",
       " New Mexico                           4\n",
       " Brazil                               3\n",
       " Barents Sea                          3\n",
       " South Korea                          3\n",
       " Gran Canaria                         2\n",
       " Shahrud Missile Test Site            1\n",
       " Yellow Sea                           1\n",
       " Pacific Missile Range Facility       1\n",
       "Name: country, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's analysis countrys thats explore the space \n",
    "#Top 7 countries\n",
    "country_data = data['country'].value_counts()\n",
    "country_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "convertible-acoustic",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Country involved in space mission')"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#since we have visualize country chart that launched space vehicles, lets see top 10 countries with mission status\n",
    "plt.figure(figsize = (13,7))\n",
    "sns.barplot(x = country_data.values, y = country_data.index)\n",
    "\n",
    "plt.xlabel('Number of space mission')\n",
    "plt.ylabel('Country Name')\n",
    "plt.title('Country involved in space mission')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "norwegian-antique",
   "metadata": {},
   "source": [
    "Observation\n",
    "\n",
    "From the datasets, 22 countries have launched space missions. Russia has the highest with (1395) launches followed by the USA (1344) to Kazakhstan(701) and the least with just 1 launch mission are Pacific Missile Range Facility, Yellow Sea, and Shahrud Missile Test Site.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "coated-airline",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (13,10))\n",
    "\n",
    "\n",
    "plt.pie(data['country'].value_counts().iloc[:7], \n",
    "        labels = ['Russia', 'USA', 'Kazakhstan', 'France', 'China', 'Japan','India'],\n",
    "        #colors = ['r','b'],\n",
    "        shadow = True,\n",
    "        labeldistance = 1.1,\n",
    "        startangle = 40,\n",
    "        explode = (0,0,0,0,0,0.1,0),\n",
    "        autopct ='%1.1f%%',\n",
    "       )\n",
    "\n",
    "plt.legend(['Russia', 'USA', 'Kazakhstan', 'France', 'China', 'Japan','India'])\n",
    "plt.title('Top 7 country involved in space mission')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "continent-waterproof",
   "metadata": {},
   "source": [
    "The plot gets clumsy if each and every country is plotted on it, so for visualiazation basis, \n",
    "I selected 7 top countries that has launched a mission, this shows Russia to have the highest percentage followed by USA and the least is India"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "specified-banking",
   "metadata": {},
   "outputs": [],
   "source": [
    "##plt.figure(figsize = (15,7))\n",
    "\n",
    "##sns.countplot(data['country'],  data = data, hue = 'Status Mission', order =  ['Russia', 'USA', 'Kazakhstan', 'France', 'China','Japan','India'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "contained-shower",
   "metadata": {},
   "source": [
    "# 4. Analysis based on the company who manufactured (to avoid clumsy plot, I selected 7 most popular companies.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "cognitive-cleveland",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RVSN USSR           1777\n",
       "Arianespace          279\n",
       "CASC                 251\n",
       "General Dynamics     251\n",
       "NASA                 203\n",
       "VKS RF               201\n",
       "US Air Force         161\n",
       "ULA                  140\n",
       "Boeing               136\n",
       "Martin Marietta      114\n",
       "SpaceX               100\n",
       "MHI                   84\n",
       "Northrop              83\n",
       "Lockheed              79\n",
       "ISRO                  76\n",
       "Roscosmos             55\n",
       "ILS                   46\n",
       "Sea Launch            36\n",
       "ISAS                  30\n",
       "Kosmotras             22\n",
       "US Navy               17\n",
       "ESA                   13\n",
       "ISA                   13\n",
       "Eurockot              13\n",
       "Rocket Lab            13\n",
       "Blue Origin           12\n",
       "IAI                   11\n",
       "ExPace                10\n",
       "ASI                    9\n",
       "AMBA                   8\n",
       "CNES                   8\n",
       "MITT                   7\n",
       "JAXA                   7\n",
       "Land Launch            7\n",
       "UT                     5\n",
       "KCST                   5\n",
       "CASIC                  5\n",
       "CECLES                 4\n",
       "Arm??e de l'Air        4\n",
       "Exos                   4\n",
       "KARI                   3\n",
       "SRC                    3\n",
       "AEB                    3\n",
       "OKB-586                2\n",
       "RAE                    2\n",
       "Yuzhmash               2\n",
       "IRGC                   1\n",
       "Starsem                1\n",
       "OneSpace               1\n",
       "Khrunichev             1\n",
       "Sandia                 1\n",
       "EER                    1\n",
       "Landspace              1\n",
       "i-Space                1\n",
       "Douglas                1\n",
       "Virgin Orbit           1\n",
       "Name: Company Name, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['Company Name'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "brutal-start",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RVSN USSR           1777\n",
       "Arianespace          279\n",
       "CASC                 251\n",
       "General Dynamics     251\n",
       "NASA                 203\n",
       "VKS RF               201\n",
       "US Air Force         161\n",
       "Name: Company Name, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Top 7 company\n",
    "company_data = data['Company Name'].value_counts().iloc[:7]\n",
    "company_data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "necessary-eugene",
   "metadata": {},
   "source": [
    "## The plot gets clumsy if each and every company is plotted on it, so plotting 7 of the well-known company."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "patient-kuwait",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 7 company involved in space mission')"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (13,7))\n",
    "sns.barplot(x = company_data.values, y = company_data.index)\n",
    "\n",
    "plt.xlabel('Number of space mission')\n",
    "plt.ylabel('Company Name')\n",
    "plt.title('Top 7 company involved in space mission')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "delayed-breakfast",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "lovely-detail",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (15,10))\n",
    "\n",
    "\n",
    "plt.pie(data['country'].value_counts().iloc[:7], \n",
    "        labels = ['RVSN USSR', 'Arianespace', 'General Dynamics', 'CASC','NASA','VKS RF', 'US Air Force'],\n",
    "        shadow = True,\n",
    "        labeldistance = 1.1,\n",
    "        startangle = 40,\n",
    "        explode = (0,0,0.1,0,0,0,0),\n",
    "        autopct ='%1.1f%%',\n",
    "       )\n",
    "\n",
    "plt.legend(['RVSN USSR', 'Arianespace', 'General Dynamics', 'CASC','NASA','VKS RF', 'US Air Force'])\n",
    "plt.title('Top 10 company involved in space mission')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "simplified-stress",
   "metadata": {},
   "source": [
    "Observation\n",
    "\n",
    "From the datasets, 56 companies are involved in the manufacturing of space rockets. \n",
    "\n",
    "The plot gets clumsy if every company is plotted on it, so for visualization basis, I analyzed 7 top company that manufacture space rockets, this shows RVSN USSR to have the highest percentage of 33.1% followed by Arianespace(31.9%) to General Dynamics(16.6%) and the least is US Air Force with 1.8% manufactured.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "convertible-trinity",
   "metadata": {},
   "source": [
    "# 5. Classifying the database on success and failure of the mission by the most popular companies."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "demonstrated-cartoon",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number manufactured')"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#relationship between company and mission status\n",
    "plt.figure(figsize = (13,7))\n",
    "\n",
    "sns.countplot(data['Company Name'],  data = data, hue = 'Status Mission', order =  ['RVSN USSR', 'Arianespace', 'General Dynamics', 'CASC','NASA', 'VKS RF', 'US Air Force'])\n",
    "plt.ylabel('Number manufactured')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eight-point",
   "metadata": {},
   "source": [
    "Observation\n",
    "\n",
    "This shows that the highest success rate of space mission recorded was manufactured by RVSN USSR company and the least is US Air Force, I believe this high rate is because of the RVSN USSR company is the highest recorded manufacturer of space rockets and also because the US Air Force navy is the lowest. \n",
    "\n",
    "Also, from the plot above, all the companies have a high success rate compared to the rate of failed space missions. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "rolled-brake",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number manufctured')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#relationship between company and rocket status\n",
    "plt.figure(figsize = (13,7))\n",
    "\n",
    "sns.countplot(data['Company Name'],  data = data, hue = 'Status Rocket', order =  ['RVSN USSR', 'Arianespace', 'General Dynamics', 'CASC','NASA'])\n",
    "plt.ylabel ('Number manufctured')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "distant-collective",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "sacred-lecture",
   "metadata": {},
   "source": [
    "# 6. Analysis of yearly and monthly distribution of space missions (launch)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "unsigned-brush",
   "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>Company Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Datum</th>\n",
       "      <th>Detail</th>\n",
       "      <th>Status Rocket</th>\n",
       "      <th>Rocket</th>\n",
       "      <th>Status Mission</th>\n",
       "      <th>country</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>LC-39A, Kennedy Space Center, Florida, USA</td>\n",
       "      <td>Fri Aug 07, 2020 05:12 UTC</td>\n",
       "      <td>Falcon 9 Block 5 | Starlink V1 L9 &amp; BlackSky</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>50.0</td>\n",
       "      <td>Success</td>\n",
       "      <td>USA</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CASC</td>\n",
       "      <td>Site 9401 (SLS-2), Jiuquan Satellite Launch Ce...</td>\n",
       "      <td>Thu Aug 06, 2020 04:01 UTC</td>\n",
       "      <td>Long March 2D | Gaofen-9 04 &amp; Q-SAT</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>29.75</td>\n",
       "      <td>Success</td>\n",
       "      <td>China</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>SpaceX</td>\n",
       "      <td>Pad A, Boca Chica, Texas, USA</td>\n",
       "      <td>Tue Aug 04, 2020 23:57 UTC</td>\n",
       "      <td>Starship Prototype | 150 Meter Hop</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>450.0</td>\n",
       "      <td>Success</td>\n",
       "      <td>USA</td>\n",
       "      <td>Aug</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Roscosmos</td>\n",
       "      <td>Site 200/39, Baikonur Cosmodrome, Kazakhstan</td>\n",
       "      <td>Thu Jul 30, 2020 21:25 UTC</td>\n",
       "      <td>Proton-M/Briz-M | Ekspress-80 &amp; Ekspress-103</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>65.0</td>\n",
       "      <td>Success</td>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ULA</td>\n",
       "      <td>SLC-41, Cape Canaveral AFS, Florida, USA</td>\n",
       "      <td>Thu Jul 30, 2020 11:50 UTC</td>\n",
       "      <td>Atlas V 541 | Perseverance</td>\n",
       "      <td>StatusActive</td>\n",
       "      <td>145.0</td>\n",
       "      <td>Success</td>\n",
       "      <td>USA</td>\n",
       "      <td>Jul</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Company Name                                           Location  \\\n",
       "0       SpaceX         LC-39A, Kennedy Space Center, Florida, USA   \n",
       "1         CASC  Site 9401 (SLS-2), Jiuquan Satellite Launch Ce...   \n",
       "2       SpaceX                      Pad A, Boca Chica, Texas, USA   \n",
       "3    Roscosmos       Site 200/39, Baikonur Cosmodrome, Kazakhstan   \n",
       "4          ULA           SLC-41, Cape Canaveral AFS, Florida, USA   \n",
       "\n",
       "                        Datum                                        Detail  \\\n",
       "0  Fri Aug 07, 2020 05:12 UTC  Falcon 9 Block 5 | Starlink V1 L9 & BlackSky   \n",
       "1  Thu Aug 06, 2020 04:01 UTC           Long March 2D | Gaofen-9 04 & Q-SAT   \n",
       "2  Tue Aug 04, 2020 23:57 UTC            Starship Prototype | 150 Meter Hop   \n",
       "3  Thu Jul 30, 2020 21:25 UTC  Proton-M/Briz-M | Ekspress-80 & Ekspress-103   \n",
       "4  Thu Jul 30, 2020 11:50 UTC                    Atlas V 541 | Perseverance   \n",
       "\n",
       "  Status Rocket  Rocket Status Mission      country month  year  \n",
       "0  StatusActive   50.0         Success          USA   Aug  2020  \n",
       "1  StatusActive  29.75         Success        China   Aug  2020  \n",
       "2  StatusActive  450.0         Success          USA   Aug  2020  \n",
       "3  StatusActive   65.0         Success   Kazakhstan   Jul  2020  \n",
       "4  StatusActive  145.0         Success          USA   Jul  2020  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#convert datum datatype from object to datetime to extract year and month features\n",
    "month_function = lambda x:x.split( )[1]\n",
    "data['month'] = data['Datum'].apply(month_function)\n",
    "\n",
    "year_function = lambda x:x.split( )[3]\n",
    "data['year'] = data['Datum'].apply(year_function)\n",
    "\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "instructional-marks",
   "metadata": {},
   "source": [
    "## A. Yearly space launch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "herbal-constraint",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Yearly space launch')"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "sns.distplot(data['year'], bins = 83)\n",
    "\n",
    "plt.title('Yearly space launch')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "traditional-supplement",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Number of space launch')"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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YrVo11apVy9TYAAAA1rE6/h4QEKDU1FRNnjxZ+fn5qlatml5++WVTIwMAAFjJETfO5T5sAADg99QZ9ESZb4Jb6W6ca4tLej3o7xEAAICFKkqM3hEbNuLvZhEaNo819g3W2TzW2DzWuHJyxIbtdIcXUX7Cw2v4e4RKjzX2DdbZvMq2xu7CQh3KKfD3GKjkHLFhy3rnVZXk5vh7DABAJVT30VGS2LDBLKvj7wcPHlT//v29H8vNzVV2dra++OILk2MDAABYxdiG7eT4e0BAgB5++GEtW7ZMycnJmj9/vurXr6+BAwfqk08+UevWrbV//36NHz9emzZtUvPmzSVJtWvXlsvlknS8Kdq3b99TNngAAACVnfXx9xMWLVqkCy64QDExMaZGBgAAsJKx0kGTJk104403Svq/+HtAQMAZ4+89evT43cdyu92aOXOmhg0bZmpcAAAAa1kff5ekTz/9VI0bN1ZERISJEQEAAKxmdfz9hLVr16pTp04mRwUAALCW1fH3E7788ks1a9bM1KgAAABWszr+fsKePXtUr149U6MCAABYzRHxd26cCwAwpe6jo6xKQZGmMo/4uyHhf33M3yMAACopd2Ghv0eAAzhiw0b83SyezZnHGvsG62weawycG0ds2Ii/m1fZYs42Yo19g3U2ryKtMWF32MIRG7bM+Uly52b7ewwAQAVT/7HpIuwOGxi9D1tqaqqioqIUFRWlGTNmSDreGI2JiVG7du2UkpJyytfEx8crLS3N+3ZmZqYeeeQRdenSRXFxcdq7d6/JkQEAAKxjbMN2cvw9PT1dX331lZYtW6bRo0fr1Vdf1YoVK7Rjxw598sknkqT9+/dr0KBBWrVqVanHGTlypNq0aaP09HTFxsYqOTnZ1MgAAABWsjr+fujQIX377bd68803JUndu3dXixYtTI0MAABgJavj73v27FGDBg00depUde7cWUOGDFFISIipkQEAAKxkdfy9uLhYX3/9tW677TYtWbJEd999txISEkyOCwAAYB2r4+/h4eGqVq2a2rRpI0mKjo7Wtm3bTI4MAABgHavj75dddpnq1q3rvTDhH//4h66//npTIwMAAFjJ+vh7amqqxo8fr2effVbVq1cv9XgAAABO4Ij4OwAA56Iilg7If5lH/N0QWqJm8cfBPNbYN1hn81hj4NwYv0oUAAAA58cRR9iIv5tXkWLOFVVlXGN3YYEO5RT6ewwAsJ7RDVtqaqpWrlwpSWrdurVGjhypjRs3atq0aSooKFDHjh01dOjQUl8THx+v5s2bq1u3bpKk9PR0JScnq3bt2pKkO++885SvOZt984bJnXvg7J8IwKcufeItSWzYAOBsjG3YTm6JBgQE6OGHH9ayZcuUnJys+fPnq379+ho4cKA++eQTtW7dWvv379f48eO1adMmNW/e3Ps427dvV0JCgqKjo02NCgAAYDVjr2E7uSUaEhJySks0ODjY2xKV5G2JduzYsdTjbN++Xenp6ercubOGDx+unJwcUyMDAABYyeqWqHR84/fEE0/I5XKpfv36mjRpkqmRAQAArGT8ooMffvhBAwcOVHx8vIKDg/Xzzz+X+viZWqKS9Morr3j//fDDD6tt27ZG5gQAALCV1S3R3NxczZs3z/u2x+NRcLAjLmwFAADwsroleuGFF2r27NnaunWrJOmdd97RPffcY2pkAAAAK1ndEg0KCtILL7ygCRMmKD8/X1dccYVmzJhhamQAAAArOaIlyn3YADtd+sRbVmWKyCaZxxqbxxqbR0vUkAYPPufvEQD8DndhxYpqA4C/OGLDRvzdLJ7NmccaA4CzEX8HAACwnCOOsBF/N68yhslt44Q1Li4sUDYxeAA4hfXx9xO+/vpr3XfffdqxY0eZ59j11gAV52ae+w8CwCeuHuwSMXgAOJWxU6Inx9/T09P11VdfadmyZRo9erReffVVrVixQjt27NAnn3wiSdq/f78GDRrkbYue7NixY5o0aZKKiopMjQsAAGAt6+PvkpSUlKQHH3zQ1KgAAABWsz7+/tFHHyk/P/+MN9gFAACozKyOv2dlZWnmzJmleqIAAABOY3X8fd26dTp8+LB69eql2NhYSVJsbKzy8vJMjg0AAGAVY0fYTsTfU1JS1KJFC0ml4++NGjXSsmXL1L1799M+Ro8ePUqdJo2IiJDL5TI1MgAAgJWsjr8DAADAIfF37sMGVAxXD3b5NcFFAsw81tg81tg84u+GXNH3DX+PAOAPKCYGDwC/yxEbNuLvZvFszjzWGACczREbNlqi5jmhc+lvvlpjep4AYB9HbNi+fedhFfEaNuAP+dOjS0TPEwDsYvQ+bKmpqYqKilJUVJRmzJgh6XhjNCYmRu3atVNKSsopXxMfH6+0tDTv21u2bFG3bt0UExOjQYMGKScnx+TIAAAA1rE+/j5q1CjNmDFDS5cu1dVXX605c+aYGhkAAMBKxk6Jnhx/l3RK/F2SN/7eunVrb/y9Zs2apR5nxYoVCgkJUVFRkfbv36+IiAhTIwMAAFjJ+vh7SEiIvvvuO7Vu3VqfffaZoqKiTI0MAABgJaOvYZOOx9/79++v+Ph4XXbZZad8/Ezx9xMiIiK0ceNGPfbYYxo6dKiJMQEAAKxldfy9oKBAa9eu9b7duXNnfffddyZHBgAAsI6xDduJ+HtycrL3NObJ8Xe3261ly5apVatWp32M4OBgTZw4UTt27JAkrVy5Un/5y19MjQwAAGAlq+PvQUFBSklJ0TPPPCO32626desqMTHR1MgAAABWckT8nRvnAn/cnx5d4tgMFgkw81hj81hj84i/GxL519n+HgGoMAiwA4B9HLFhI/5uFs/mzGONAcDZHLFhI/5uHvH3c0dsHQBwNkY3bKmpqVq5cqUkqXXr1ho5cqQ2btyoadOmqaCgQB07djzlvmrx8fFq3ry5unXrJun4rUGmTp2q4uJi1axZU1OnTlXDhg3LNMfWdx9SYR6vYYOdbh64VMTWAQBnYn1LdMSIEUpMTJTL5VJMTIymTJliamQAAAArGduwndwSDQkJOaUlGhwc7G2JSvK2RDt27Oh9jMLCQj355JOKjIyUdLx4kJGRYWpkAAAAK1ndEq1SpYpiY2MlSSUlJUpNTVXbtm1NjQwAAGClCtESLSws1PDhw1VcXKyBAweaGBMAAMBaVrdEJenIkSN6+OGHVVxcrJkzZyokJMTkyAAAANaxuiUqHb/o4PLLL9eLL76oKlWqmBoXAADAWla3RL/++mt99NFHuvrqq9WlSxdJx1/39sYbb5gaGwAAwDqOaIlyHzbY7OaBS89aMaB04Buss3mssXmssXm0RA25odccf48AnBbtTgDA2Thiw0ZL1CyezQEAYJbx23oAAADg/DjiCBvxd/OIv5t3tjUmIg8AlZfxDVt5BOAlaeHChdqyZUupq07/qM1/668CLjpAJdfykWUiIg8AlZPRU6LlEYAvKChQcnKyEhMTTY4KAABgLaMbtvIIwG/evFklJSUaMWKEyVEBAACsZXTDVh4B+JYtW2rkyJEKDQ01OSoAAIC1fHKVaHkE4AEAAJzK+IatPALwAAAATmZ0w1ZeAXgAAAAnM3pbj/IIwAMAADidI+Lv3IcNTtDykWUkws4TmTXzWGPzWGPziL8bcvMDc/09AmAcEXkAqLwcsWEj/m4Wz+bMY40BwNmIvwMAAFjOEUfYiL+bR/z9jysqLNBhIu0AgDIwumErj/D7vn37NGLECB08eFCNGzdWcnKyqlWrVqY5Nr7XT/lcdABL3PXwchFpBwCUhbFTouURfpekiRMn6oEHHtCqVavUtGlTvfrqq6ZGBgAAsJKxDVt5hN+Lioq0efNmtW/fXpLUrVu3UzZ0AAAAlZ2xDVt5hN+zs7NVvXp1BQcfP3MbHh7u/XwAAACnMH6V6PmE33/vnr6E4gEAgNMY3bCdb/i9Vq1aysvLk9vtliRlZWURigcAAI5jbMNWHuH3kJAQNWvWTCtWrJAkpaenE4oHAACOY+y2HuUVfh8/frwSEhI0c+ZM1a9fX88//7ypkQEAAKzkiPg792GDTe56eHmZM1OkqXyDdTaPNTaPNTaP+Lsht8W96e8RAK8iIu0AgDJyxIaN+LtZPJsDAMAsR2zYaImaR0vUvIq2xjRTAaD8OGLDtu79B3WM17ABPtXxoRWimQoA5cPofdhSU1MVFRWlqKgozZgxQ9LxxmhMTIzatWunlJQU7+d+88036t69u9q3b68xY8aouLhYkrRt2zZ1795dMTExGjhwoLKyskyODAAAYB1r4u8jRozQuHHjtHr1ank8Hi1YsEAej0dDhgzRiBEjtHTpUsXGxmrcuHGmRgYAALCSFfH3X375Rfn5+d726InIe3Z2tvLz83XrrbdKktq0aaP169ersJDTLAAAwDmsiL9nZmaWev+JyHtYWJguvPBCrV+/XpK0fPlyFRUVKTs729TYAAAA1rEi/n66yHtAQIBeeuklvfbaa+rSpYtyc3NVs2ZNhYSEmB4bAADAGlbE3//7/SdH3oODgzV//nylp6era9euKikpUc2aNU2ODQAAYBUr4u8NGzZU1apV9fnnn0sqHXkfPXq0tm3bJkmaO3euOnTooMBA4wcGAQAArGFN/D05OVljx47VkSNHdN1116lPnz6SpAkTJmj8+PE6duyYIiIilJiYaGpkAAAAKzki/s6NcwHf6/jQigqXLCOzZh5rbB5rbB7xd0Pu7DnP3yMAjkPkHgDKjyM2bMTfzeLZnHmsMQA4myM2bMTfzatoYfKKyKY1JuwOAL5ldMOWmpqqlStXSpJat26tkSNHauPGjZo2bZoKCgrUsWNHDR06VNLxlujYsWOVl5enZs2aaeLEiQoODtbevXsVHx+vvLw8XXTRRUpKSlLDhg3LNMeaBX15DRtQjmL7rxRhdwDwHatbopL04osvKioqSi6X65RgPAAAgBNY3RKVpJKSEuXl5UmSjh07ptDQUFMjAwAAWMnYKdEmTZp4/32iJdq7d+8ytUQl6cknn1RcXJzmz5+voqIivf/++6ZGBgAAsJLVLVFJio+P16RJk/Tpp59q4sSJGjx48O9+PgAAQGVldUv00KFD+umnn9S2bVtJUvv27ZWVlaXs7GyTYwMAAFjF6pZoWFiYqlatqi1btkg6vgGsVq2aatWqZWpsAAAA61jdEg0ICFBqaqomT56s/Px8VatWTS+//LKpkQEAAKzkiJYo92EDylds/5WVsrxAUcI81tg81tg8WqKGtLvvLX+PAFQqdEIBwLccsWGjJWoWz+bMY40BwNmM39YDAAAA58cRR9iIv5tnU5i8sqpoa0wgHgDKj9Xx95ycHPXv39/7eLm5ucrOztYXX3xRpjmWf9BXR/P2l98PBuCsevRbJQLxAFA+rI6/165dWy6XSy6XS4sXL1bDhg01adIkUyMDAABYyfr4+wmLFi3SBRdcoJiYGFMjAwAAWMnYhq1JkybeDdiJ+HtAQECZ4++S5Ha7NXPmTA0bNszUuAAAANayPv4uSZ9++qkaN26siIgIo7MCAADYyOr4+wlr165Vp06dTI4KAABgLavj7yd8+eWXatasmalRAQAArGZ1/P2EPXv2qF69eqZGBQAAsJoj4u/chw3wvR79VlW4nBYJMPNYY/NYY/OIvxsS1YP4O+BrBOIBoPw4YsNG/N0sns2ZxxoDgLMRfwcAALCcI46wEX83r6KFySsim9e4qChfhw8X+XsMAKi0rI6/BwcHKzMzU2PHjlVmZqZCQ0OVnJysRo0alWmO9IV9dISLDgBjej24WhIbNgAwxer4uySNHDlSbdq0UXp6umJjY5WcnGxqZAAAACtZHX8/dOiQvv32W8XFxUmSunfvrqeeesrUyAAAAFayOv6+Z88eNWjQQFOnTlXnzp01ZMgQhYSEmBoZAADASlbH34uLi/X111/rtttu05IlS3T33XcrISHB9MgAAABWsTr+Hh4ermrVqqlNmzaSpOjoaG3bts3kyAAAANaxOv5+2WWXqW7dut4LE/7xj3/o+uuvNzUyAACAlayPv6empmr8+PF69tlnVb169VKPBwAA4ASOiL9zHzbArF4Prq4U6SwSYOaxxuaxxuYRfzeky71v+3sEoFIrKsr39wgAUKk5YsNG/N0sns2ZxxoDgLM5YsNGS9Q8mzuXtiksylcO3U0AQBk4YsP2wcLeyjvCa9hgh35914juJgCgLIzehy01NVVRUVGKiorSjBkzJB1vjMbExKhdu3ZKSUnxfu4333yj7t27q3379hozZoyKi4slHb/FR8uWLRUbG6vY2NhSXwMAAOAE1sfft2/froSEBLlcLrlcLg0dOtTUyAAAAFayOv4uHd+wpaenq3Pnzho+fLhycnJMjQwAAGAlq+PvJ/79xBNPyOVyqX79+po0aZKpkQEAAKxk/KKDH374QQMHDlR8fLyCg4P1888/l/r4meLvkvTKK6943/fwww+rbdu2ZgcGAACwjNXx99zcXM2bN8/7fo/Ho+BgR1zYCgAA4GV1/P3CCy/U7NmztXXrVknSO++8o3vuucfUyAAAAFayOv4eFBSkF154QRMmTFB+fr6uuOIK7+1BAAAAnMIR8XfAJudSOiBN5Russ3mssXmssXnE3w2hJWoWfxwAADDL6EUHAAAAOH+OOMJG/N084u9mFbsL/T0CAMCPjG7YUlNTtXLlSklS69atNXLkSG3cuFHTpk1TQUGBOnbs6E1NffPNNxo7dqzy8vLUrFkzTZw4sdQtPL7++mvdd9992rFjR5nneDetD/F3VGgDe6+WVODvMQAAfmJ9S1SSjh07pkmTJqmoqGwv1AYAAKgMrG+JSlJSUpIefPBBU6MCAABYzfqW6EcffaT8/Hzv/doAAACcxuqWaFZWlmbOnFkqTwUAAOA0VrdE161bp8OHD6tXr16KjY2VJMXGxiovL8/k2AAAAFYxdoTtREs0JSVFLVq0kFS6JdqoUSMtW7ZM3bt3L9US/Z//+R9vS7RHjx7q0aOH9zEjIiLkcrlMjQwAAGAlq1uiAAAAcEhLlPuwoaIb2Hs1+S8fILNmHmtsHmtsHi1RQ3p1e9vfIwDnhdIBADibIzZsxN/N4tmcecfTX5QOAMCpiL8DAABYzhFH2Ii/m0f83bzKuMaFRfnKOUxyDgDOxvr4+5YtWzR16lQVFRWpYcOGmj59ui6++OIyzfFmeh/lctEBYJ0hvVZLYsMGAGdjffx91KhRmjFjhpYuXaqrr75ac+bMMTUyAACAlayPv69YsUJXX321ioqKtH//fl100UWmRgYAALCS9fH3kJAQfffdd2rdurU+++wzRUVFmRoZAADASsavEv3hhx/Uv39/xcfH67LLLjvl42eKv58QERGhjRs36rHHHvO+5g0AAMAprI6/FxQUaO3atd73d+7cWd99953JkQEAAKxjbMN2Iv6enJzsPY15cvzd7XZr2bJlatWqVan4uyRv/D04OFgTJ07Ujh07JEkrV67UX/7yF1MjAwAAWMnq+HtQUJBSUlL0zDPPyO12q27dukpMTDQ1MgAAgJUcEX/nPmyAnYb0sitqT2bNPNbYPNbYPOLvhvTrQvwdsFFhUb6/RwCACsERGzbi72bxbM481hgAnI34OwAAgOUccYSN+Lt5lTFMbhub15iIOwCYZX38/fPPP9fUqVNVXFysmjVraurUqWrYsGGZ5nhtSR/9xkUHgDEj7ifiDgAmWR9/HzFihBITE+VyuRQTE6MpU6aYGhkAAMBKVsffCwsL9eSTTyoyMlLS8URVRkaGqZEBAACsZHX8vUqVKoqNjZUklZSUKDU1VW3btjU1MgAAgJUqRPy9sLBQw4cPV3FxsQYOHGh0XgAAANtYHX+XpCNHjujhhx9WcXGxZs6cqZCQEJMjAwAAWMfq+Lt0/KKDyy+/XC+++KKqVKlialwAAABrWR1///rrr/XRRx/p6quvVpcuXSQdf93bG2+8YWpsAAAA6zgi/s592ACzRtxvV8T9XJEAM481No81No/4uyEDOxN/B0wi4g4AZjliw0b83SyezZnHGgOAszliw0ZL1DybO5eVxbmsMY1PAKgcHLFhe3FpH+Uc5TVscJ5netL4BIDKwOh92FJTUxUVFaWoqCjNmDFD0vHGaExMjNq1a6eUlBTv537zzTfq3r272rdvrzFjxqi4uLjUY7344ot6+eWXTY4LAABgJevj77m5uRo9erTmzp1ralQAAACrWR1/l6SPPvpIV1xxhfr162dqVAAAAKtZHX+XpC5duuiRRx5RUFCQqVEBAACsViHi7wAAAE5mffwdAADA6ayPvwMAADid1fF3AAAAOCT+DjgVpYOyIQFmHmtsHmtsHvF3Q2iJmsUfB/NYYwBwNuNXiQIAAOD8OOIIG/F384i/m8ca/3EFRQX67XChv8cAgHJjdMOWmpqqlStXSpJat26tkSNHauPGjZo2bZoKCgrUsWNHDR06VNLxlujYsWOVl5enZs2aaeLEiQoODta+ffs0YsQIHTx4UI0bN1ZycrKqVatWpjmSVvRVNvF3wDGm37tKEhs2AJWH9S3RiRMn6oEHHtCqVavUtGlTvfrqq6ZGBgAAsJLVLdGioiJt3rxZ7du3L/V+AAAAJ7G6JZqdna3q1asrODi41PsBAACcxOqWKI1RAAAAy1uitWrVUl5entxud6n3AwAAOInVLdGQkBA1a9ZMK1asKPV+AAAAJ7G+JTp+/HglJCRo5syZql+/vp5//nlTIwMAAFjJES1R7sMGOMv0e1edU8qLBJh5rLF5rLF5tEQNSej0lr9HAOBDBUUF/h4BAMqVIzZsxN/N4tmceawxADgb8XcAAADLOeIIG/F38wiTm8ca/3HE3wFUNkY3bHl5eYqLi9OsWbPUqFEjpaWlafbs2QoKClLz5s2VkJCg4OBgbdu2TRMnTlRhYaEaNGigKVOmKDw8XAcOHNDYsWO1d+9eVatWTQkJCbrpppvKPMeYVX11kIsOAMeY1Y34O4DKxdgp0a1bt+r+++/Xrl27JEk//fSTXnjhBc2bN09Lly5VcXGx5s+fL4/HoyFDhmjEiBFaunSpYmNjNW7cOElSUlKSrrvuOi1btkzJyckaMWKE8vPzTY0MAABgJWMbtgULFmj8+PHeMsF3332nG2+80ft2mzZttHbtWmVnZys/P1+33nqr9/3r169XYWGhvvnmG3Xs2FGSdOmll6pmzZr64osvTI0MAABgJWMbtsTERDVr1sz7dmRkpLZu3aqMjAy53W6tWrVKBw4cUFhYmC688EKtX79ekrR8+XIVFRUpOztb1113nZYvXy5J+v777/Xjjz+WSlgBAAA4gc+uEm3cuLGGDRumRx99VL169VJERIRCQkIUEBCgl156Sa+99pq6dOmi3Nxc1axZUyEhIRo1apR2796tmJgYvf3222revLlCQkJ8NTIAAIAVfHaVaEFBgf785z8rPT1dkrRmzRpdeumlx4cIDtb8+fMlSYcPH9arr76qmjVrat++fZo8ebKqVz9+lWdMTIwuu+wyX40MAABgBZ8dYTt69Kj69u2rvLw8FRYWav78+erUqZMkafTo0dq2bZskae7cuerQoYMCAwP1zjvv6L333pMkrV+/XkVFRYqMjPTVyAAAAFbw2RG2sLAwDR48WD179lRxcbGio6MVExMjSZowYYLGjx+vY8eOKSIiQomJiZKkRx55RMOGDZPL5VK1atWUmpqqwEDu9QsAAJzFEfF37sMGOMusbsTfbcUam8cam0f83ZDEDsTfASch/g6gsnHEho34u1k8mzOPNQYAZ3PEho2WqHl0Ls1jjX3DlnXOLypQLj1UAP+fIzZsD6/pq8xjvIYNQMWxJHaVcumhAvj/jF5ymZeXp+joaO3du1eSlJaWpk6dOikmJkZTpkxRcXGxJGnbtm3q3r27YmJiNHDgQGVlZUmSCgsLNWzYMMXExCg2NlYbN240OS4AAICVrI6/u1wulZSUaOnSpZoxY4YSEhJMjQsAAGAtq+PvJSUlOnbsmNxut44dO6bQ0FBT4wIAAFjL6vh7165ddfjwYd1xxx3661//quHDh5saFwAAwFpWx99TU1N14403asOGDVq6dKkSExP1yy+/+GpkAAAAK1gdf//oo4+UkpKigIAANW7cWDfccIO2bdumhg0b+mpsAAAAv7M6/h4ZGam1a9dKkg4dOqQdO3bo2muv9dXIAAAAVrA6/j5q1CiNGzdOUVFRCgwM1NNPP60rrrjCVyMDAABYwRHxd26cC6CiWRJ7bgF725FZM481No/4uyGz2xF/B1Cx5BOwB3ASR2zYiL+bxbM581hj32CdAdjKERs24u/m2RLMrsxYY9+oSOtMIB5wDkds2PquGanMYwf9PQYAlKuVsXMIxAMOYfy2HucbgB80aJBiY2MVGxurmJgYRUREaPv27abHBgAAsIbRDVt5BOBnzZoll8sll8ultm3b6r777tOf/vQnk2MDAABYxeiGrTwC8Cfs3LlT6enpio+PNzkyAACAdYxu2MojAH/CzJkz9dBDD6l6dS4gAAAAzuKzNJV0bgF4ScrJydGGDRvUo0cPX44LAABgBZ9eJXouAXhJ+uSTT9SqVStVrVrVl+MCAABYwadH2M4lAC9JX375ZalTqwAAAE7i0yNs5xKAl6Q9e/bozjvv9OWoAAAA1nBE/B0AKqOKWDog/2Uea2we8XdDaImaxR8H81hj32CdAdjKp69hAwAAQNk54ggb8XfzKlIwu6Jijc0rdBf5ewQA+F3GN2x5eXmKi4vTrFmz1KhRI6WlpWn27NkKCgpS8+bNlZCQoODgYG3btk0TJ05UYWGhGjRooClTpig8PFyFhYWaMWOGtmzZoqKiIo0aNUotW7Ys0wwPrpmizKPZZ/9EAI62ostzkvL9PQYAnML6lujs2bOVnZ2txYsX64UXXtCoUaPEdRIAAMBJrG+Jrly5UgMGDFBAQICaNGmiN998kw0bAABwFOtbort379bmzZvVrVs39ezZUwcOHPDeUBcAAMAJrG+Jut1u/frrr1q0aJEmTpyo4cOHKzeXy+4BAIBzWN8SveSSSxQVFaWAgABFRkaqXr16+vnnn/XnP//Zl6MDAAD4jfUt0TZt2mjFihWSjieqMjIy1LhxY1+ODQAA4FfWt0SHDx+uSZMmKSoqSpI0ZcoU1ajB/agAAIBzOKIlyn3YAPwRK7o8R5rKMPJf5rHG5tESNWReu7H+HgFABUDpAICtHLFhI/5uFs/mzGONfeN4/ovSAQD7cEMzAAAAyzniCBvxd/MIk5vHGvvGyeucX1So3MMFfpwGAI6zPv6+b98+RUVF6bLLLpMkXXLJJZozZ06ZZnhw9fPKPHrYwE8HoDJb0XWScsWGDYD/WR9/3759u2JiYuRyueRyucq8WQMAAKjorI+/b9++Xd9//726deumPn366LvvvjM5MgAAgHWsj79XrVpVXbp0UVpamh566CE9/vjjKiwsNDk2AACAVayPvz/xxBOKi4uTJLVu3VoXXnihfvrpJ1+ODQAA4FfWx9/nz5+v6OhohYWFSZI8Ho+Cgx1xcSsAAICkChB/37x5sxYuXChJ+ve//62SkhJdeeWVvhwbAADAr6yPv48ZM0YJCQlyuVyqWrWqnnvuOQUGcr9fAADgHM6Iv3MfNgDnYEXXSSTByhmZNfNYY/OIvxsyr/3T/h4BQAWUX8QV6QDs4IgNG/F3s3g2Zx5r7BusMwBbOWLDRkvUPDqX5rHGvnG+60x/FIAJjtiwPbj6VWUezfH3GAAcYEXXUfRHAZQ7o5db5uXlKTo6Wnv37pUkpaWlqVOnToqJidGUKVNUXFwsSdq2bZu6d++umJgYDRw4UFlZWac8Ttu2bfXZZ5+ZHBcAAMBKxjZs5RF+P2Hy5Mn67bffTI0KAABgNWMbtvIIv0vSihUrVK1aNUVERJgaFQAAwGrGNmzlEX7ft2+f3nrrLY0cOdLUmAAAANbzWTKgrOH34OBgjRkzRuPGjVNoaKivxgQAALCOz64SLWv4PTs7Wz/99JPGjBkjSfrPf/6jsWPHavLkyd7TpwAAAE7gsyNsZQ2/X3311frkk0/kcrnkcrnUtGlTTZkyhc0aAABwHJ8dYTuX8DsAAAAcE3/nxrkAfGNF11Hkrc6A/Jd5rLF5xN8Nmdf+MX+PAMAhCMYDMMERGzbi72bxbM481tg3WGcAtnLEho34u3mEyc1jjX3j5HXOLypS7uF8P04DAMc5YsPWb9VsZR4lbQWgbJZ3e1q5YsMGwP+M39bjfAPwmZmZevDBB9W5c2fdd999+uabb0yPDAAAYBWjG7byCMCnpKSoffv2WrJkiQYPHqyJEyeaHBkAAMA6Rjds5RGAT0xMVM+ePSVJe/fu1UUXXWRyZAAAAOsY3bCVRwA+MDBQgYGB6tChg6ZNm6bevXubHBkAAMA6PktTSWUPwIeEhHi/dtWqVVqwYIFGjhypw4cP+3JsAAAAv/LpVaJlDcDXrFlT69at080336xq1arp2muvVYMGDbRnzx7VrFnTl6MDAAD4jU+PsJU1AB8YGKjFixdrwYIFkqQff/xRBw4c0JVXXunLsQEAAPzKp0fYziUAP3r0aI0ePVqLFy9W1apV9dxzz6latWq+HBsAAMCvHBF/B4BzQemg/JH/Mo81No/4uyG0RM3ij4N5rLFvsM4AbOXT17ABAACg7BxxhI34u3mEyc1jjX3jTOvMKVIA/mJ8w5aXl6e4uDjNmjVLjRo1UlpammbPnq2goCA1b95cCQkJCg4O1rZt2zRx4kQVFhaqQYMGmjJlisLDw5WZmalRo0bpwIEDCgwM1MiRI9WiRYsyzdBv1TxlHuU0B4Dzs7zbE8TgAfiF9S3RGTNmqE2bNnK5XHruuec0fPhwud1uk2MDAABYxfqWaLt27by3/rj88stVUFCgo0ePmhwbAADAKta3RNu1a6eLL75YkjRnzhxde+21qlGD1/IAAADnqDAt0Xnz5un999/XjBkzfDkyAACA31nfEpWOv47tk08+0bvvvqt69er5cmQAAAC/s74lOm/ePH322Wf6+9//zmYNAAA4ktUtUY/Ho1deeUXVq1dX7969vY/z+uuvq27dur4cHQAAwG8c0RLlPmwAysPybk+QrjpP5L/MY43NoyVqyJsdHvT3CAAqgfyiIn+PAMChHLFhI/5uFs/mzGONfYN1BmAr4u8AAACWc8QRNuLv5hEmN481Ll+E3AFUJNbH30/YsGGDXn/9db311ltlnqHfyne56ABAKcu7DyLkDqDCsD7+XlJSorlz5+rpp59WSUmJyXEBAACsZH38fefOndq5c6cmT55sclQAAABrWR9/b9KkiRITE70BeAAAAKepMPF3AAAAp6oQ8XcAAAAnsz7+DgAA4HRWx98BAADglPg792ED8F+Wdx90SoaKNJV5rLF5rLF5xN8NebNjL3+PAMAyhNwBVCSO2LARfzeLZ3PmscYA4GyO2LDREjWPzqV5rLFvsM5mFbqL/T0CUCE5YsPWb+X7yjya5+8xAMDxlnd/yN8jABWS8ftm5OXlKTo6Wnv37pUkpaWlqVOnToqJidGUKVNUXHz82da2bdvUvXt3xcTEaODAgcrKypIkFRYWasSIEerYsaO6du2qnTt3mh4ZAADAKtbH3+fPn68LLrhAK1eu1OjRo5WQkGByZAAAAOtYH39ft26dOnfuLEm6+eablZ2drX379pkcGwAAwCrWx98zMzMVHh7ufYzw8HD9+uuvJscGAACwSoWMv5OsAgAATmJ9/L1OnTrKysrS5ZdfLknKysrynlIFAABwAuvj761bt5bL5ZIkbdmyRVWrVlWDBg18OTYAAIBfWR9/7927t5555hlFRUWpSpUqmjFjhi9HBgAA8DuHxN+5cS4A2GB594fIrBlGys484u+GvNmxp79HAACINBVwrhyxYSP+bhbP5sxjjX2DdTaPVitwbhyxYSP+bh5/hM2rjGucX1Sk3MP5/h4DAKzniA1b/5ULlXn0iL/HAPBflnXvq1yxYQOAsznrbT3Wrl17zg/+R8Pve/fuVa9evRQbG6vevXvrl19+kSQdOHBAgwYNUnR0tHr27KkvvvjinGcBAACoqM66YUtJSTmnB/6j4XdJevHFFxUVFSWXy6V27dp5v2dSUpKuu+46LVu2TMnJyRoxYoTy83k2DgAAnOWsG7ZrrrlGM2fO1ObNm/XVV195/3c2fzT8LkklJSXKyzt+241jx44pNDRUkvTNN9+oY8eOkqRLL71UNWvW5CgbAABwnLO+hm3r1q3aunWrPvjgA+/7AgIC9NFHH53x607c+PaEyMhIJSUlKSMjQ3Xq1PGG3yXpySefVFxcnObPn6+ioiK9//77kqTrrrtOy5cv11NPPaXvv/9eP/74o/drAAAAnOKsG7aPP/64XL7RyeH30NBQdejQQdu3b5ckxcfHa9KkSWrbtq1Wr16twYMHa8mSJRo1apQmT56smJgY3XDDDWrevPlpg/AAAACV1Vk3bIcOHdKSJUt05MgReTwelZSUaPfu3XruuefK9I1OF34/dOiQfvrpJ7Vt21aS1L59e40fP17Z2dk6evSoJk+erOrVj9+WIyYmRpdddlkZf0QAAICK7ayvYXvqqae0ceNGLVq0SL/++qvS09MVGFj2Zvzpwu9hYWGqWrWqtmzZIkn6/PPPVa1aNdWqVUvvvPOO3nvvPUnS+vXrVVRUpMjIyDJ/bwAAgIrsrEfY9u3bp7Vr12rChAmKi4vTE088oSFDhpT5G50p/J6amqrJkycrPz9f1apV08svvyxJeuSRRzRs2DC5XC5Vq1ZNqamp57RZBAAAqMjOGn+Pi4vTe++9p3nz5qlWrVrq3LmzunfvrkWLFvlqRgCVlG2lA9JU5rHG5rHG5lkZf69du7Zmz56tG2+8US+//LKqV6/uvQVHRUFL1Cz+OJjHGgOAs531/OKkSZNUpUoVNWvWTE2bNtVLL72k4cOH+2I2AAAA6A+cEpWk/Px87d69W02aNFFhYaH3xrYAUFH93ulYjmSaxxqbxxqbZ+Up0S+//FKDBw9WcHCw3nvvPcXGxmrmzJn6y1/+ctZvnJeXp7i4OM2aNUuNGjVSWlqaZs+eraCgIDVv3lwJCQkKDg7W3r17FR8fr7y8PF100UVKSkpSw4YNVVhYqFGjRun7779XYGCg4uPjddttt5V5AfqvSCf+DqCUZff2IjwPoMI46ynRGTNmaN68eapZs6bq1aunGTNmnFIx+D3l0RJ1uVwqKSnR0qVLNWPGDCUkJJzHjwoAAFAxnXXDlp+fr6uvvtr7duvWreV2u8/6wOXREi0pKdGxY8fkdrtLvR8AAMBJznpKNDg4WDk5OQoICJB0/EjZH1EeLdGuXbtq8eLFuuOOO/Tbb7/p+eefL9MPBwAAUBmc9Qjbo48+qr/+9a/KyMjQ008/rfvvv1+PPvpomb/RyS3RXr16KSIiwtsFPdES/fTTTzVx4kQNHjxYHo9HqampuvHGG7VhwwYtXbpUiYmJ+uWXX8r+UwIAAFRgZz3CtmjRIvXu3VtFRUXyeDx67LHHSp0i/aPOpSX60UcfKSUlRQEBAWrcuLFuuOEGbdu2TQ0bNizz9wcAAKioznqErX379lqyZInefvttFRQU6JJLLjmnb3QuLdHIyEjv69wOHTqkHTt26Nprrz2n7w8AAFBRnfUIW0xMjGJiYrRz504tWrRIPXr00I033qjevXvrz3/+8x/+RufSEh01apTGjRunqKgoBQYG6umnn9YVV1xxbj8pAABABfWHbpxbUlKidevWaeHChfrmm2/Uvn17/fvf/1aLFi00YsQIX8x5XrgPG4D/tuzeXqfc+JIbjprHGpvHGpvnjxvnnnXDlpKSorS0NF166aV64IEH1L59e4WEhOjo0aNq06aNPvvss3IfGABMo3TgH6yxeayxeVaWDg4dOqQ33nhDkZGRpd5/4YUX6rnnniufCQ0j/m4WfxzMY40BwNnOumGbPHnyaT/WsmXLch0GAAAApzrrhq0yON3hRZSf8PAa/h6h0mONTy+/qFi5h4/5ewwAMMb4hu18A/CDBg1SRkaGpOMXP3z//fdauHCh/vSnP/3hGfqvWKrMo0dN/YgA/GzZvT3FCWMAldlZ78N2PsojAD9r1iy5XC65XC61bdtW9913X5k2awAAABWd0Q1beQTgT9i5c6fS09MVHx9vcmQAAADrGD0lWh4B+BNmzpyphx56SNWr83o0AADgLEaPsP23cwnAS1JOTo42bNigHj16+HJcAAAAK/h0w3ZyAP69995TgwYNThuAz8rKUnZ2tiTpk08+UatWrVS1alVfjgsAAGAFn27YziUAL0lffvmlmjVr5stRAQAArOHT+7CdSwBekvbs2aM777zTl6MCAABY4w/F3ys67sMGVG7L7u1ZLukuEmDmscbmscbmWdkSrQzmdorx9wgADMovKvb3CABglCM2bMTfzeLZnHmsMQA4myM2bLREzaNzaR5r7BtnWmeapQD8xREbtodWrOQ1bADO29J7u9MsBeAXxm/rkZeXp+joaO3du1eSlJaWpk6dOikmJkZTpkxRcfHx157s3btXvXr1UmxsrHr37q1ffvlFklRYWKgpU6aoS5cuioqK0vr1602PDAAAYBXr4++zZ89Wdna2Fi9erBdeeEGjRo2SAy5sBQAA8LI+/r5y5UoNGDBAAQEBatKkid588002bAAAwFGMbtgSExNLFQoiIyO1detWZWRkyO12nxJ/nzdvnu644w7NnTtXAwYMkCTt3r1bmzdvVrdu3dSzZ08dOHBAgYE+DTQAAAD4lU8vOjg5/h4aGqoOHTpo+/btkv4v/t62bVutXr1agwcP1pIlS+R2u/Xrr79q0aJF+u677/Twww9r5cqVqlGDK+YAAIAzWB9/v+SSSxQVFaWAgABFRkaqXr16+vnnn305NgAAgF9ZH39v06aNVqxYIel4UzQjI0ONGzf25dgAAAB+ZX38ffjw4Zo0aZKioqIkSVOmTOF0KAAAcBRHxN+5cS6A8rD03u4kws4TmTXzWGPziL8bMqdTR3+PAKASIDIPwF8csWEj/m4Wz+bMY419g3UGYCtHbNiIv5tHmNw81tg3nLjORO0B+xnfsOXl5SkuLk6zZs1So0aNlJaWptmzZysoKEjNmzdXQkKCgoODtXfvXsXHxysvL08XXXSRkpKS1LBhQ+3bt09RUVG67LLLJEmXXHKJ5syZU6YZHl7xoTKP8scIAH7Pkns7E7UHLGd9S3T79u2KiYmRy+WSy+Uq82YNAACgorO+Jbp9+3Z9//336tatm/r06aPvvvvO5MgAAADWsb4lWrVqVXXp0kVpaWl66KGH9Pjjj6uwsNDk2AAAAFbxaeng5JZor169FBERoZCQEEn/1xL99NNPNXHiRA0ePFgej0dPPPGE4uLiJEmtW7fWhRdeqJ9++smXYwMAAPiV9S3R+fPnKzs72/sYHo9HwcGOuLgVAABAUgVoiW7evFkLFy6UJP373/9WSUmJrrzySl+ODQAA4FfWt0THjBmjhIQEuVwuVa1aVc8995wCA326zwQAAPArR7REuQ8bAJzekns7+6zwQE3CPNbYPFqihszudI+/RwAAa9FIBezniA0bLVGzeDZnHmvsG6wzAFvxYjAAAADLOeIIG/F385wYzPY11tg3bF5nIu2AcxndsJ1v+P3kx+nSpYsSExPVvHnzMs8xYMU6LjoAUOG57u1IpB1wKGOnRMsj/H7C5MmT9dtvv5kaFQAAwGrGNmzlEX6XpBUrVqhatWqKiIgwNSoAAIDVjG3YyiP8vm/fPr311lsaOXKkqTEBAACs57OrRMsafne73RozZozGjRtX6ogbAACA0/hsw1bW8Pvnn3+un376SWPGjFFsbKx27NihsWPH6l//+pevRgYAALCCzzZsZQ2/33LLLfrkk0/kcrnkcrnUtGlTTZkyRbfeequvRgYAALCCz+7Ddi7hdwAAADgk/s592ABUBq57O1b4dBb5L/NYY/OIvxvyRqc7/T0CAJw3Iu2Aczliw0b83SyezZnHGvsG6wzAVsTfAQAALOeII2zE382zOZhdWbDGvuGLdSbiDqCsjG/YzjcAn5mZqZEjR+rQoUMKDQ3VxIkTde2115ZphkdWrFfm0XxDPyEAlE36vW2JuAMoE6OnRMsjAJ+SkqL27dtryZIlGjx4sCZOnGhyZAAAAOsY3bCVRwA+MTFRPXv2lCTt3btXF110kcmRAQAArGP0lGhiYmKptyMjI5WUlKSMjAzVqVPnlAB8XFyc5s+fr6KiIr3//vuSpMDA43vKDh066JdfftGrr75qcmQAAADr+PQq0bIG4E++p++qVau0YMECjRw5UocPH/bl2AAAAH7l0w1bWQPw2dnZWrdunY4cOSJJuvbaa9WgQQPt2bPHl2MDAAD4lU83bGUNwNeqVUuLFy/WggULJEk//vijDhw4oCuvvNKXYwMAAPiVT+/Ddi4B+NGjR2v06NFavHixqlatqueee07VqlXz5dgAAAB+5Yj4O/dhA2CT9HvbOjaBRf7LPNbYPOLvhrzeqaW/RwAALyLuAMrKERs24u9m8WzOPNbYN1hnALZyxIaNlqh5dC7NY419w1/rTF8UwJk4YsP2yMp/Ketogb/HAIDTWty9NX1RAKdl/LYeeXl5io6O1t69eyVJaWlp6tSpk2JiYjRlyhQVFx9/LcfevXvVq1cvxcbGqnfv3vrll18kSZmZmXrooYcUGxurrl27atOmTaZHBgAAsIr18fcZM2aoTZs2crlceu655zR8+HC53W6TYwMAAFjF+vh7u3btvPdqu/zyy1VQUKCjR4+aHBsAAMAq1sff27Vr5/36OXPm6Nprr1WNGrz4GgAAOIdPLzo4Of4eGhqqDh06aPv27ZL+L/7etm1brV69WoMHD9aSJUsUEBAgSZo3b57ef/99vfPOO74cGQAAwO+sj79Lx1/H9sEHH+jdd99V/fr1fTkyAACA31kff583b54+++wz/f3vf1e9evV8OS4AAIAVrI6/ezwevfLKK6pevbp69+7tfZzXX39ddevW9eXoAAAAfuOM+Ds3zgVgucXdWzsii0X+yzzW2Dzi74a83vFWf48AAGdEEB7AmThiw0b83SyezZnHGvsG6wzAVo7YsBF/N48wuXmssW9U9HUmIg9UTsY3bHl5eYqLi9OsWbPUqFEjpaWlafbs2QoKClLz5s2VkJCg4OBg7d27V/Hx8crLy9NFF12kpKQkNWzY0Ps4GzZs0Ouvv6633nqrzDMMXPm/vIYNgCOkdW9BRB6ohKxviZaUlGju3Ll6+umnVVJSYnJcAAAAK1nfEt25c6d27typyZMnmxwVAADAWta3RJs0aaLExER99tlnJkcFAACwlk9LBye3RHv16qWIiAiFhIRI+r+W6KeffqqJEydq8ODBcsAt4gAAAM6qQrREAQAAnMz6ligAAIDTWd0SBQAAgENaotyHDYBTpHVvYXWtgZqEeayxebREDXmt41/8PQIA+ARNUqBycsSGjZaoWTybM4819g3WGYCtfHrRAQAAAMrOEUfYiL+bV9GD2RUBa3xcfpFbuYeP+nsMAPAp6+PvhYWFGjNmjHbs2KHQ0FAlJyfrqquuKtMMj67coayjhYZ+QgC+tLD7X4ibA3Ac6+Pv8+fP1wUXXKCVK1dq9OjRSkhIMDkyAACAdayPv69bt06dO3eWJN18883Kzs7Wvn37TI4NAABgFevj75mZmQoPD/c+Rnh4uH799Vc1aNDA5OgAAADWqJDx98BALm4FAADOYX38vU6dOsrKyvI+RlZWlveUKgAAgBNYH39v3bq1XC6XJGnLli2qWrUqp0MBAICjWB9/7927t5555hlFRUWpSpUqmjFjhi9HBgAA8DtHxN+5DxtQeSzs/hdj+SjSVOaxxuaxxuYRfzdkZsem/h4BQDnJL3L7ewQA8DlHbNiIv5vFsznzWGMAcDbujwEAAGA5RxxhI/5uHmFy82xeY4LsAGCWFfH3nJwc9e/f3/s1ubm5ys7O1hdffKFdu3Zp7NixysnJUc2aNTVp0iQ1bty4TDM8vvIHZR0tKu8fDcD/t6D7dQTZAcAgK+LvtWvXlsvlksvl0uLFi9WwYUNNmjRJkjRq1Ch169ZNS5cu1bBhw/TUU0+ZHBkAAMA61sTfT1i0aJEuuOAC7/3ZvvnmG3Xo0EGSdOONNyozM1N79uwxOTYAAIBVjG7YEhMT1axZM+/bkZGR2rp1qzIyMuR2u0vF3yXJ7XZr5syZGjZsmPd91113nZYvXy5J2rRpkw4fPlwqVQUAAFDZWRN/l6RPP/1UjRs3VkREhPd9SUlJWrNmjTp37qwNGzYoMjKy1NcAAABUdj69SvTk+LskrVmzRpdeeqn342vXrlWnTp1KfU1xcbFeeeUVValSRSUlJVqwYIEaNWrky7EBAAD8yor4+wlffvllqVOokpSSkqKPPvpIkvTBBx+oadOmCgsL8+XYAAAAfmVN/F2S9uzZo3r16pX6muHDhys+Pl6pqamqW7eupk2b5suRAQAA/M4R8XfuwwaYtaD7dZUinUUCzDzW2DzW2Dzi74a80rGJv0cAKjWC7ABgliM2bMTfzeLZnHmsMQA4myM2bLREzbO5c1lZsMa+wTqbxxr/cXR6cYIjNmxPrNqrA0eL/T0GAABl8vduV9DphaQKEH/PycnR8OHDtX//flWpUkWTJ0/Wtddea3psAAAAa1gff3/zzTd1zTXXaMmSJXrssce87wcAAHAK6+PvJSUlOnLkiCTp2LFjCg0NNTkyAACAdYyeEk1MTCz1dmRkpJKSkpSRkaE6deqcNv4+c+ZM7/v69++vnj17qmXLljpy5Ijmzp1rcmQAAADrWB9/nzx5snr16qX169dr7ty5Gjp0qPeIGwAAgBP4dMN2cvz9vffeU4MGDc4af//oo4/UvXt3SdJNN92k2rVra+fOnb4cGwAAwK+sj79HRkZ6X+e2a9cuZWZmqnHjxr4cGwAAwK+sj78nJSXpmWee0RtvvKEqVapo+vTpqlGDmy4CAADncET8HQCAiuhcSgek7Mwj/m4ILVGz+ONgHmvsG6yzeawxcG58+ho2AAAAlB2nRAEAQKVQUOTWb2U8hXwuKuUp0fNtiXbr1k1ut1uSlJ+frz179uif//ynLrnkkj88w7TVvyr7qLvcfzYAAGCPGV0b+nsEY4xu2LZu3aqxY8ee0hJduHCh6tSpowkTJmj+/Pnq16+fXC6XpOMpqr59+2ro0KGSpLS0NO/jjRw5Ul27di3TZg0AAKCis74lesKmTZv07bffasCAASZHBgAAsI7RDVtiYmKpG+FGRkZq69atysjIkNvtPm1LdNiwYac81ksvvaShQ4cqKCjI5MgAAADW8eltPU5uiYaGhqpDhw7avn279+O/1xKVpB9++EHZ2dlq06aNL8cFAACwgk83bCe3RCVpzZo1Z22Jnun9AAAATmB9S/RM7wcAAHAC61uiJ95ft25dX44KAABgDUfcOJf7sAEAUPnN6NrQJ+kzf9w41xEbNgAAUPlROqjgiL+bRczZPNbYN1hn81hj81jjyon4OwAAgOU4JQoAACqcwiK3cnxw+vP3VMpToucbf8/Ly9P48eO1c+dOScfrCddff32ZZpi5OlO/cdEBAACVRnzX+v4ewaeMnhLdunWr7r///lPi7/PmzdPSpUtVXFys+fPnq3bt2nK5XHK5XFq8eLEaNmyoSZMmSZKmTZum+vXrKz09XU8//bQmTJhgcmQAAADrWB1/93g8WrNmjR555BFJUqtWrTR16lSTIwMAAFjH6vj7wYMHVaVKFb3zzjvq0qWL+vTpI7ebU5sAAMBZfHqV6Mnx9169eikiIkIhISHej/93/N3tduvAgQO6+OKLlZ6eroEDB+rxxx/35cgAAAB+Z3X8PSwsTMHBwYqOjpYk3X777Tp69KgOHjyo2rVr+3J0AAAAv7E6/l6lShXddtttWr58uffjF1xwgcLCwnw5NgAAgF9ZH39PTEzUM888o7/97W8KDg5WSkqKAgO53y8AAHAOR9w4l/uwAQBQucR3re+3BFelvHGuDR5tX8ffIwAAgHJUWOSsAzGO2LARfzeL0LB5rLFvsM7mscbmscaVEy8GAwAAsJwjXsMGAAAql8KiEuUcPuKX710pX8N2vvH3zZs3a/Dgwd6rR6+77jpNmzatTDO8uypLuUdLyvXnAgAA/jOoW11/j+BTRjdsW7du1dixY0+Jvy9cuFB16tTRhAkTNH/+fPXr108ul0uSVFJSor59+2ro0KGSpO3bt6t///4aOHCgyVEBAACsZXX8XTq+YduwYYO6dOmiQYMGKSMjw+TIAAAA1rE6/i5JNWrUUJ8+fZSenq7WrVt7j7wBAAA4hdXxd0maNGmS2rZtK0m6//779eOPPyo3l8uVAQCAc/h0w3Zy/P29995TgwYNzhh/Lykp0cyZM+V2l745XnCwI24fBwAAIMny+HtgYKA+/PBDrV69WpKUnp6uG264QRdccIEvxwYAAPAr6+Pv06dP17hx4/TKK6+oVq1amjFjhi9HBgAA8DtH3DiX+7ABAFC5DOpWl/h7ZdOrQ7i/RwAAAOWosMhZB2IcsWEj/m4WoWHzWGPfYJ3NY43NY40rJ0ds2E53eBHlJzy8hr9HqPRYY99gnc1jjc9dUVGJDvupnwn/csSGbfGqgzrCa9gAABXcX7vxEh+nMn5bj7y8PEVHR2vv3r2SpLS0NHXq1EkxMTGaMmWKiouLdfDgQcXGxnr/d9ddd+mmm24q9Ti//vqrbrnlFu/jAAAAOIXRDdvWrVt1//33nxJ/nzdvnpYuXari4mLNnz9ftWvXlsvlksvl0uLFi9WwYUNNmjTJ+zglJSUaM2aMioqKTI4LAABgJevj75I0e/Zs3XbbbQoLCzM5LgAAgJWsj7/v2LFDn332mfr162dyVAAAAGv59KKDk+PvoaGh6tChg7Zv3+79+H/H348dO6ZJkybphRdeUGCgTytaAAAA1vDphu3k+LskrVmz5ozx9y1btujAgQN69NFHJUmZmZl65JFHlJqaqiuvvNKXowMAAPiN1fH3O+64Qx9//LH3goQ6dero9ddfZ7MGAAAcxfr4OwAAgNM5Iv4OAEBl8EdKB6SpzCP+bggtUbP442Aea+wbrLN5rDFwbrj0EgAAwHKcEgUAAITly6BSnhLNy8tTXFycZs2apUaNGiktLU2zZ89WUFCQmjdvroSEBOXk5Kh///7er8nNzVV2dra++OIL/fjjjxo7dqyOHj2qiy++WElJSWrYsGGZZli94pCOEn8HAOC0ut57ib9HwBlY3xKdOHGiHnvsMS1ZskSdOnXS888/b3JkAAAA61jfEn3zzTfVqlUrlZSUaN++fbroootMjgwAAGAdo6dEExMTS70dGRmppKQkZWRkqE6dOqdtic6cOfP/BgwO1m+//aZOnTopPz9f8+fPNzkyAACAdXx6lejJLdFevXopIiJCISEh3o//d0v0hIsuukjr16/X888/r0cffVRut9uXYwMAAPiVTzdsJ7dE33vvPTVo0OCMLVFJWrFihU5cyNqqVSvl5+crJyfHl2MDAAD4ldUtUUmaO3euPvzwQ0nSv/71L4WFhalWrVq+HBsAAMCvrG+JJiUlady4cXrllVdUo0YNvfTSS74cGQAAwO8cceNc7sMGAMCZdb33ErJhf1ClvHGuDdp34hQqAABnUlTEgQ2bOWLDRvzdLGLO5rHGvsE6m8cam8caV07E3wEAACzniCNspzsfjPITHl7D3yNUeqyxb7DO5rHG5YtouzNYH3/fuXOnxo0bpyNHjig0NFQTJkzQtddeW6YZ1i09pGNcdAAAqIQ69iTa7gTWx9/Hjh2rAQMGyOVy6amnnlJ8fLzJkQEAAKxjffy9R48eatWqlSQpIiJCGRkZJkcGAACwjtENW2JiYqlyQWRkpLZu3aqMjAy53e7Txt+HDRvmfV+3bt0UFBQkSXrppZfUtm1bkyMDAABYx6cXHZwcfw8NDVWHDh20fft278dPF3/3eDyaMWOGtm7dqrffftuXIwMAAPidTzdsJ8ffJWnNmjVnjb8XFxcrPj5e+/fv19tvv60aNbi6CAAAOIv18ffp06crLy9Pc+fOZbMGAAAcyer4+6FDh/Tuu++qUaNG6tGjh/f9LpfLl2MDAAD4lSPi79yHDQBQWXXsWTraTprKPOLvhtwZQ/wdAFA5EW13Bkds2Ii/m8WzOfNYY99gnc1jjYFz44hTogAAAOfqv3utnBI1ZFP6QeUf4ZAxAAAouza9wv09gv3x9xMWLlyoLVu2KCkpyfTIAAAAVrE+/l5QUKDk5GQlJiaaHBUAAMBa1sffN2/erJKSEo0YMcLkqAAAANayPv7esmVLjRw5UqGhoSZHBQAAsFaFiL8DAAA4mfXxdwAAAKezPv4OAADgdFbH3wEAAOCQ0gE3zgUAAOeqTa/wUmUDSgeGtOhS298jAACACqqoyP8HfRyxYSP+bhYxZ/NYY99gnc1jjc1jjSsnR5wSBQAA5hUXlSj7pEh6ZcUpUUM+X3hQBbyGDQAAo27r6/9IemVlffz9t99+0/Dhw7Vnzx7VqlVLL7zwgsLD+YUAAADOYX38/YUXXlCzZs20cuVK9ejRgwg8AABwHOvj7+vWrfP+Ozo6Wv/85z9VVFRkcmwAAACrWB9/z8zM9J4CDQ4OVvXq1XXo0CGTYwMAAFilQsbfAwN9WtQCAADwK+vj73Xq1NGBAwdUr149FRcXKy8vTzVr1vTh1AAAAP5lffy9devW3g3eihUr1KxZM4WEhPhybAAAAL+yPv7+5JNPKiEhQVFRUapRo4aSk5N9OTIAAIDfUToAAADlgtLB+XF86YCWqFl068xjjX2DdTaPNTaPNa6cuNwSAADAcpwSBQAAKi4sUXZO5T+dWR4q5SnRP9ISDQ4OVmZmpsaOHavMzEyFhoYqOTlZjRo10q5duzR27Fjl5OSoZs2amjRpkho3blymGXa8f0CFecTfAQA4nb88VMffI+AMrGiJStLIkSPVpk0bpaenKzY21ns16KhRo9StWzctXbpUw4YN01NPPWVyZAAAAOtY0RI9dOiQvv32W8XFxUmSunfv7t2YffPNN+rQoYMk6cYbb1RmZqb27NljcmwAAACrWNES3bNnjxo0aKCpU6eqc+fOGjJkiPfmuNddd52WL18uSdq0aZMOHz6srKwsk2MDAABYxadXiZ7cEu3Vq5ciIiIUEhKi4uJiff3117rtttu0ZMkS3X333UpISJAkJSUlac2aNercubM2bNigyMhISgcAAMBRrGiJhoeHq1q1amrTpo0kKTo6WlOmTJEkFRcX65VXXlGVKlVUUlKiBQsWqFGjRr4cGwAAwK+saIledtllqlu3rj755BNJ0j/+8Q9df/31kqSUlBR99NFHkqQPPvhATZs2VVhYmC/HBgAA8CtrWqKpqakaP368nn32WVWvXl1JSUmSpOHDhys+Pl6pqamqW7eupk2b5suRAQAA/M4RN87lPmwAAJzZXx6qQ9LqD6qUN861QdOel/h7BAAArFZcyIENmzliw0b83SxCw+axxr7BOpvHGpvHGldOxN8BAAAs54jXsAEAgDMj/v7HVcrXsJ1v/D0nJ0fDhw/X/v37VaVKFU2ePFnXXnttmWb4/t0sFeVybh4AgNO5flBdf4+AM7A+/v7mm2/qmmuu0ZIlS/TYY49p0qRJJkcGAACwjvXx95KSEh05cvwQ7bFjxxQaGmpyZAAAAOsYPSWamJhY6u3IyEglJSUpIyNDderU+d34+2effaYGDRpo3LhxkqT+/furZ8+eatmypY4cOaK5c+eaHBkAAMA61sffJ0+erF69emn9+vWaO3euhg4d6j3iBgAA4AQ+3bCdHH9/77331KBBg9PG37dt2yZJ+uijj9S9e3dJ0k033aTatWtr586dvhwbAADAr6yPv0dGRmrt2rWSpF27dikzM1ONGzf25dgAAAB+ZX38PSkpSc8884zeeOMNValSRdOnT1eNGjV8OTYAAIBfOeLGudyHDQCAM7t+UF2SVn9Qpbxxrg2u6RXu7xEAALAa8Xe7OWLDRvzdLELD5rHGvsE6m8cam8caV06OOCUKAADKn1P7o5wSNWT3m1kqznX7ewwAACqVq4bU8/cIjmF9/L1bt25yu49vtvLz87Vnzx7985//1CWXXGJ6dAAAACtYH39PS0uTy+WSy+XSDTfcoCFDhrBZAwAAjmJ9/P2ETZs26dtvv9WAAQNMjgwAAGAdoxu2xMRENWvWzPt2ZGSktm7dqoyMDLnd7t+Nv3fu3FlDhgxRSEhIqcd66aWXNHToUAUFBZkcGQAAwDrWx98l6YcfflB2dra3NQoAAOAk1sffJWnt2rXq1KmTL0cFAACwhvXxd0n68ssvS51aBQAAcBLr4++StGfPHtWtW9eXowIAAFjDEaUDbpwLAED5u2pIPUdmsCgdGHJ5P+LvAACUN4LxvuOIDRvxd7MIDZvHGvsG62wea2wea1w5OeKUKAAATuYudOtQzlF/j1FpcErUkF9fy5T7N17DBgBwpoYj6vt7BJwn47f1yMvLU3R0tPbu3SvpeBu0U6dOiomJ0ZQpU1RcXCxJyszM1COPPKIuXbooLi7O+/l5eXkaNmyYunTpoi5duuirr74yPTIAAIBVrI+/T5s2TfXr11d6erqefvppTZgwweTIAAAA1rE6/u7xeLRmzRo98sgjkqRWrVpp6tSpJkcGAACwjtXx94MHD6pKlSp655131KVLF/Xp00duN69FAwAAzmJ1/N3tduvAgQO6+OKLlZ6eroEDB+rxxx/35cgAAAB+Z3X8PSwsTMHBwYqOjpYk3X777Tp69KgOHjzoy7EBAAD8yur4e5UqVXTbbbdp+fLlko5H4C+44AKFhYX5cmwAAAC/sj7+npiYqGeeeUZ/+9vfFBwcrJSUFAUG+nSfCQAA4FeUDgAAqOQoHZQvSgeG0BI1i26deayxb7DO5rHG5rHGlRPnFgEAACzniCNspzu8iPITHl7D3yNUeqyxb7DO5vlrjTktiIrM+IYtLy9PcXFxmjVrlho1aqS0tDTNnj1bQUFBat68uRISEhQcHKzMzEyNHTtWmZmZCg0NVXJysho1aqTNmzdr8ODBqlevniTpuuuu07Rp08o0Q9Zre+X+rdjEjwcAqCDqjbjC3yMA58z6luj27dvVv39/uVwuuVyuMm/WAAAAKjqrW6LS8Q3bhg0b1KVLFw0aNEgZGRkmRwYAALCO1S1RSapRo4b69Omj9PR0tW7dWkOHDjU5MgAAgHWsbolK0qRJk9S2bVtJ0v33368ff/xRublcrgwAAJzD6pZoSUmJZs6cKbfbXepxgoMdcXErAACAJMtbooGBgfrwww+1evVqSVJ6erpuuOEGXXDBBb4cGwAAwK+sb4lOnz5d48aN0yuvvKJatWppxowZvhwZAADA7xzREuU+bACAeiOucESyiTSVebREDQkf2MjfIwAA/Mxd6D77JwGWcsSGjfi7WTybM4819g3W2TzWGDg3xN8BAAAs54gjbMTfzSOYbR5rbJ6nuMTfIwDA77I+/n7Cr7/+qs6dOystLa3U+/+IrDd2yv1bUXn/aAAqmXrDIv09AgD8Luvj75JUUlKiMWPGqKiITRcAAHAe6+PvkjR79mzddtttCgsLMzkuAACAlayPv+/YsUOfffaZ+vXrZ3JUAAAAa1kdfz927JgmTZqkyZMnKzCQC1oBAIAzWR1/37Jliw4cOKBHH31UsbGxyszM1COPPKKffvrJl2MDAAD4ldXx9zvuuEMff/yxXC6XXC6X6tSpo9dff11XXnmlL8cGAADwK+vj7wAAAE7njPg792ED8AfUGxZJNskw0lTmscbmEX83JHzAVf4eAUAFQOkAgK0csWEj/m4Wz+bMY419g/wXAFs5YsNGS9Q8/kNn3n+vsbvQrUM5R/00DQDAlxyxYcua87VKeA0bKpm6Q2/w9wgAAB8xfluPvLw8RUdHa+/evZKktLQ0derUSTExMZoyZYqKi4slyXuPtS5duiguLs77+T/++KPi4uLUuXNn9e7dW7/88ovpkQEAAKxiffx94sSJeuyxx7RkyRJ16tRJzz//vMmRAQAArGN9/P3NN99Uq1atVFJSon379umiiy4yOTIAAIB1jL6GLTExsdTbkZGRSkpKUkZGhurUqfO78ffPPvtMDRo00Lhx444PGBys3377TZ06dVJ+fr73iBwAAIBTWB1/P+Giiy7S+vXr9fzzz+vRRx+V2+325dgAAAB+ZXX8XZJWrFihEzGGVq1aKT8/Xzk5Ob4cGwAAwK+sjr9L0ty5c/Xhhx9Kkv71r38pLCxMtWrV8uXYAAAAfmV9/D0pKUnjxo3TK6+8oho1auill17y5cgAAAB+54z4OzfORSVUd+gN5KrKGQkw81hj81hj84i/GxL+0HX+HgEod+5CLr4BAKdwxIaN+LtZPJszjzUGAGdzxIaN+Lt5xN/NY419g3U272xr7C5061DOUR9NA1QMjtiwZc3dqpLfCv09BgDgD6j71M3+HgGwjvXx9507d+qBBx5QbGysevbsqW+++cb0yAAAAFaxPv4+duxYDRgwQC6XS0899ZTi4+NNjgwAAGAd6+PvPXr0UKtWrSRJERERysjIMDkyAACAdYxu2BITE9WsWTPv25GRkdq6dasyMjLkdrt/N/7euXNnDRkyRCEhIZKkbt26KSgoSJL00ksvqW3btiZHBgAAsE6FiL97PB5Nnz5dW7du1ejRo305MgAAgN9ZH38vLi7W8OHDtX37dr399tuqUYNL7gEAgLNYH3+fPn268vLyNHfuXDZrAADAkayOvx86dEjvvvuuGjVqpB49engfx+Vy+XJsAAAAv3JE/B0AUHFQOjg/pOzMI/5uCC1Rs/jjYB5r7Buss3msMXBufPoaNgAAAJSdI46wEX83j2C2eZVxjd2FxTqUc8zfYwCA9Yxv2PLy8hQXF6dZs2apUaNGSktL0+zZsxUUFKTmzZsrISFBwcHByszM1NixY5WZmanQ0FAlJyerUaNG3sdZuHChtmzZoqSkpDLPkPXmFpXkFpTnjwWgHNQdcru/RwCACsH6lmhBQYGSk5OVmJhoclQAAABrWd8S3bx5s0pKSjRixAiTowIAAFjL+pZoy5YtNXLkSIWGhpocFQAAwFoVoiUKAADgZNa3RAEAAJzO+pYoAACA01ndEgUAAIBDWqLchw2wU90ht1uVKSKbZB5rbB5rbB4tUUPC+zU7+ycB8Dl3YbG/RwCACsERGzbi72bxbM481hgAnI34OwAAgOUccYSN+Lt5lTFM7k9E0QEAJ7M+/v7bb79p+PDh2rNnj2rVqqUXXnhB4eHhZZrhwLxNKsnNN/QTAuWvzhNt/D0CAMAi1sffX3jhBTVr1kwrV65Ujx49iMADAADHsT7+vm7dOu+92qKjo/XPf/5TRUVFJscGAACwivXx98zMTO8p0ODgYFWvXl2HDh0yOTYAAIBVKmT8PTCQi1sBAIBzWB9/r1Onjg4cOCBJKi4uVl5enmrWrOnLsQEAAPzK+vh769atlZ6eLklasWKFmjVr5j1dCgAA4ATWx9+ffPJJJSQkKCoqSjVq1PBePQoAAOAUjoi/cx82VDR1nmhTKkVFmso3WGfzWGPzWGPziL8bcsmDLfw9AlAmRNEBACdzxIaN+LtZPJsDAMAsR2zYaIma5Sl2+3sEAAAqNUds2A689QmvYTOozuD2/h4BAIBKzfhtPfLy8hQdHa29e/dKktLS0tSpUyfFxMRoypQpKi4+/lqd9PR0tWzZUrGxsYqNjVVKSookadu2berevbtiYmI0cOBAZWVlmR4ZAADAKtbE37dv366EhAS5XC65XC4NHTpUHo9HQ4YM0YgRI7R06VLFxsZq3LhxJkcGAACwjhXxd+n4hi09PV2dO3fW8OHDlZOTo+zsbOXn5+vWW2/1fv769etVWFhocmwAAACrWBF/l6Tw8HA98cQTcrlcql+/viZNmqSwsDBdeOGFWr9+vSRp+fLlKioqUnZ2tsmxAQAArGJF/F2SXnnlFd1www0KCAjQww8/rH/+858KCAjQSy+9pNdee01dunRRbm6uatasSZoKAAA4ik+vEj05/i5Ja9as0aWXXqrc3FwtWrRIDz74oCTJ4/EoOPj4aMHBwd7XuR0+fFivvvoq8XcAAOAoVsTfL7zwQs2ePVtbt26VJL3zzju65557JEmjR4/Wtm3bJElz585Vhw4dFBjo07EBAAD8ypr4+wsvvKAJEyYoPz9fV1xxhWbMmCFJmjBhgsaPH69jx44pIiJCiYmJvhwZAADA75wRf+fGuUbVGdyeNJVh5L98g3U2jzU2jzU2j/i7IZf0be3vESo10lQAAJjliA0b8XezwsNr+HsEAAAqNUds2Ii/m2fTps1dWKxDOcf8PQYAAOXG+IYtLy9PcXFxmjVrlho1aqS0tDTNnj1bQUFBat68uRISEhQcHKz09HQlJyerdu3akqQ777xTQ4cO1d69exUfH6+8vDxddNFFSkpKUsOGDcs0w4G316okl/+AO0Wdx2P8PQIAAOXK6paoJL344ouKioqSy+VSu3btvFF4AAAAp7C6JSpJJSUlysvLkyQdO3ZMoaGhJkcGAACwjtUtUUl68sknNW/ePN1xxx2aO3euBgwYYHJkAAAA6/j0ooOTW6KhoaHq0KGDtm/fLul4S/SEhx9+WG3btpUkxcfHa9KkSWrbtq1Wr16twYMHa8mSJQoICPDl6AAAAH7j08bTyS3R9957Tw0aNPC2ROfNm+f9vBMt0UOHDumnn37ybt7at2+vrKwsZWdn+3JsAAAAv7K6JRoWFqaqVatqy5YtkqTPP/9c1apVU61atXw5NgAAgF9Z3RINCAhQamqqJk+erPz8fFWrVk0vv/yyL0cGAADwO2e0RLkPm6PUeTym0nX0aAP6ButsHmtsHmtsHi1RQy7p09bfI8CH3IXF/h4BAIBy5YgNGy1Rs3g2BwCAWT696AAAAABl54gjbGWNvxMPBwAANrE6/t6nTx/179/f+1i5ubnKzs7WF198UaYZDsxfoZLco3/48+s8dm+ZHh8AAMAkoxu2rVu3auzYsafE3xcuXKg6depowoQJmj9/vvr16+eNv0dHR5d6DJfLJel4U7Rv377eKDwAAIBTWB9/P2HRokW64IILvPdtAwAAcArr4++S5Ha7NXPmTA0bNszkuAAAAFayPv4uSZ9++qkaN26siIgIX44LAABgBavj7yesXbtWnTp18uWoAAAA1rA6/n7Cl19+WerUKgAAgJNYHX8/Yc+ePapXr54vRwUAALCGM+Lv53AfNlJLfxxpKvNYY99gnc1jjc1jjc0j/m7IJb3L9vo3d2GxAgMDDE1TObFe5rHGvsE6m8cam8cam2dijc/0mI44wgYAAFCREX8HAACwHBs2AAAAy7FhAwAAsBwbNgAAAMuxYQMAALAcGzYAAADLsWEDAACwHBs2AAAAy7FhAwAAsFyl3bAtXbpUnTp10j333KN3333X3+NUGqmpqYqKilJUVJRmzJghSdq4caNiYmLUrl07paSk+HnCymP69OlKSEiQJH3zzTfq3r272rdvrzFjxqi4uNjP01V8H3/8sbp166YOHTpoypQpkvhdLm8ul8v792L69OmS+F0uL3l5eYqOjtbevXslnf53l/U+d/+9xu+//76io6MVExOjUaNGqbCwUJIP19hTCf3666+eNm3aeLKzsz1HjhzxxMTEeH744Qd/j1XhbdiwwdOzZ09PQUGBp7Cw0NOnTx/P0qVLPa1bt/b85z//8RQVFXn69+/vWbdunb9HrfA2btzoad68uSc+Pt7j8Xg8UVFRni+++MLj8Xg8o0aN8rz77rt+nK7i+89//uNp2bKlJyMjw1NYWOi5//77PevWreN3uRwdPXrUc/PNN3sOHjzoKSoq8tx7772eDRs28LtcDr788ktPdHS05/rrr/fs2bPHc+zYsdP+7rLe5+a/1/inn37y3HPPPZ7c3FxPSUmJZ+TIkZ4333zT4/H4bo0r5RG2jRs36tZbb1XNmjV14YUXqn379lq1apW/x6rwwsPDlZCQoCpVqigkJERXXXWVdu3apcsvv1yXXnqpgoODFRMTw1qfp8OHDyslJUWDBg2SJP3yyy/Kz8/XjTfeKEnq1q0ba3yePvzwQ3Xq1En16tVTSEiIUlJSdMEFF/C7XI7cbrdKSkp07NgxFRcXq7i4WMHBwfwul4MFCxZo/PjxqlOnjiRp27Ztv/u7y9+Oc/ffa1ylShVNmDBB1atXV0BAgK655hrt27fPp2scbORR/SwzM1Ph4eHet+vUqaNt27b5caLKoUmTJt5/79q1SytWrFDv3r1PWev9+/f7Y7xK45lnntHQoUOVkZEh6dTf5/DwcNb4PO3evVshISF66KGHlJWVpTZt2qhJkyb8Lpej6tWr68knn1THjh0VGhqqW265RSEhIfwul4PExMRSb//ef/P279/P347z8N9r3LBhQzVs2FCSdOjQIb377ruaNm2aT9e4Uh5h83g8p7wvICDAD5NUTj/88IP69++v+Ph4XXbZZad8nLU+dx988IHq16+vFi1aeN/H73P5c7vd2rRpk5599lktWLBA27dv975O5WSs87n79ttvtWjRIv3jH//Q+vXrFRgYqA0bNpzyeazx+Tvd3wj+dpS//fv3q2/fvurevbuaN2/u0zWulEfY6tatqy1btnjfzszM9B7WxPn5/PPPNWTIEI0ePVpRUVH697//rQMHDng/zlqfnxUrVigrK0uxsbHKycnR0aNHFRAQUGqNs7KyWOPzdMkll6hFixaqVauWJOnuu+/WqlWrFBQU5P0cfpfPz/r169WiRQvVrl1b0vFTRXPmzOF32YC6dev+7t/h/34/631+du7cqQEDBuivf/2r+vfvL+nUtTe5xpXyCNttt92mTZs26dChQzp27JjWrFmjVq1a+XusCi8jI0OPP/64kpOTFRUVJUm64YYb9PPPP2v37t1yu91atmwZa30e3nzzTS1btkwul0tDhgzRXXfdpWnTpqlq1ar6/PPPJUnp6ems8Xlq06aN1q9fr99++01ut1uffvqpOnTowO9yOYqMjNTGjRt19OhReTweffzxx7rlllv4XTbgdH+HGzZsyHqXk7y8PD300EN68sknvZs1ST5d40p7hG3o0KHq06ePioqKdO+99+rPf/6zv8eq8ObMmaOCggIlJSV53xcXF6ekpCQ98cQTKigoUOvWrdWhQwc/Tlk5JScna+zYsTpy5Iiuu+469enTx98jVWg33HCDHn74YT3wwAMqKirS7bffrvvvv19XXnklv8vlpGXLlvr666/VrVs3hYSE6E9/+pMeeeQR3XPPPfwul7OqVaue9u8wfzvKx8KFC3XgwAHNnTtXc+fOlSTdddddevLJJ322xgGe3zsBCwAAAGtUylOiAAAAlQkbNgAAAMuxYQMAALAcGzYAAADLsWEDAACwHBs2AGW2d+9eRURE6IMPPij1/jlz5ighIaHcvs9dd92l7du3l9vjnUleXp7i4uIUFRWl1atX++R7nou0tDQNHDjQp9+zd+/eNCgBP6uU92EDYF5gYKCmT5+uZs2aqXHjxv4e57x98803OnjwoD788EN/jwIAp2DDBuCchIaGql+/fho2bJjee+89ValSpdTHExIS1KRJEz300EOnvH3XXXcpOjpa69at0+HDh/XEE0/of//3f/XVV18pODhYM2fOVN26dSVJf/vb3/Ttt9+qsLBQ/fr107333itJ+vjjjzVz5kwVFRUpNDRU8fHxuummm/Tyyy/ryy+/VGZmpiIiIpScnFxqrrVr1yo1NVVut1vVq1fXqFGjVL16dY0ePVr79+9XbGys3n//fYWGhnq/Zs2aNZo5c6YCAgIUFBSkkSNH6uabb1bv3r111VVXaceOHcrOzlZsbKyGDBkiSZo1a5bWrl2rgoICHTt2TPHx8brnnntUXFysZ599VuvWrVNQUJBuuukmjR8/XlWqVNHMmTO1Zs0alZSUqGHDhho/frx3HX7Pl19+qWeffVaFhYXKysrSbbfdpqlTp2rv3r2KiYnRF198IUml3k5LS9OHH36owMBA7d69WyEhIZo+fbquueYaZWVlafz48frpp58UGBiouLg4701AP/roI82ePVsHDx5UixYtNGXKFAUGcpIG8BU2bADO2aOPPqqNGzcqJSVF8fHxZfragoICLVmyRCtWrNCwYcO0ePFiRUZG6vHHH9fixYs1aNAgScfv4r548WLt379fXbp00Q033KCQkBClpKTo7bffVlhYmH744Qf169dPa9askST98ssvWrZsmYKDS/+J27lzp8aPH6/33ntPl156qTZt2qTHHntMq1at0pQpUzR58mS5XK5TZp0xY4aSk5N14403av369frss8908803S5L27dunv//97zp27Jjuu+8+/elPf9I111yjjRs36p133lFoaKiWL1+ul156Sffcc4/+9re/6auvvpLL5VKVKlX09NNPa8WKFZKk77//Xh988IGCg4P1/vvva+zYsXrjjTdOu4Zvv/22hgwZoubNm+vIkSO6++67tWPHDtWsWfOMa79582YtW7ZM9erV0+TJkzVnzhxNnz5dEydO1BVXXKFXX31Vubm5uv/++9W6dWtJ0pEjR/T++++rsLBQ99xzj/73f/9XzZo1+2P/ZwM4b2zYAJyzwMBAPfvss+ratatatmxZpq9t166dJOnSSy/VJZdcosjISEnSZZddppycHO/nxcXFSTqenGvZsqU2bdqkoKAgZWZm6sEHH/R+XkBAgP7zn/9Ikm688cZTNmuS9K9//Uu33nqrLr30UknyBuB37NihgICA084aFRWlwYMHq3Xr1rr99ts1YMAA78d69uypkJAQhYSEqEOHDlq/fr3atGmj6dOna+nSpdq9e7e2bt2qI0eOSJI2btyo2NhY7xG8F154QZL05JNPavv27erevbskqaSkRMeOHTvjGiYlJemf//ynZs2apZ9++kn5+fk6evToWTds119/verVqydJuu6667yngTdu3KgRI0ZIkmrUqKFly5Z5v6ZTp04KCgrSBRdcoCuuuEIHDx484/cAUL7YsAE4Lw0aNNCECRMUHx+vLl26eN8fEBCgk8t3RUVFpb7u5FOoISEhp338k0+7eTweBQcHy+12q0WLFt7NjiRlZGSoTp06+vDDD3XhhRf+7mP9XonP4/GouLj4jDMMHTpU9957r9avX6+0tDS9/vrrSktLk6RSG0OPx6PAwEB99dVXeuyxx/Tggw/q9ttv180336yJEyee8vmSdODAAZWUlKikpMTbN5WkwsLCUhvX39OrVy9FRkbqjjvuUMeOHbV161Z5PJ6zrv3Jp3tP/tzg4OBSG9c9e/YoLCzslLn/+/EBmMcLEACct44dO6pVq1Z66623vO8LCwvTjh07JEmHDh3Sli1bzumxFy9eLOn4qceNGzeqRYsWuvXWW7Vhwwbt3LlTkvTJJ5+oc+fOKigoOONjnfi6PXv2SJI2bdqkjIwM3XDDDaf9muLiYt111106evSo7r//fo0fP147d+5UcXGxJGnJkiUqKSlRTk6OVq5cqbvuukubN29W06ZN1a9fP91yyy366KOP5Ha7JR0/qrds2TIVFhaqpKREEyZM0PLly9WyZUstXLhQeXl5kqQXX3xRI0eOPO1cOTk52rFjh4YPH6527dpp//79+s9//qOSkhJddNFFKioq0o8//ihJf/hCihYtWmjRokWSpNzcXPXt21e7du36Q18LwCyOsAEoF2PHjtXnn3/ufbt3794aPny42rdvr0aNGumWW245p8ctKChQ165dVVRUpLFjx3qvSJ00aZKefvpp71G3mTNnnvbI2glXX321xo8fr8GDB8vtdis0NFSzZs1SjRo1Tvs1wcHBGj16tIYPH+49AjV16lTvEcL8/Hzde++9OnLkiB544AG1aNFCTZo00Zo1a9SpUyeFhISoRYsWysnJ8d465JdfflG3bt3k8Xh0yy23qHfv3goMDNT+/ft13333KSAgQPXr11dSUtJp57r44ov1yCOPqGvXrqpZs6bCwsL0l7/8Rbt371aLFi00YsQIDRgwQLVq1VKHDh3+0Fo/88wzmjBhgmJiYuTxeDRw4EA1bdr0D30tALMCPBzXBoBz0rt3b/Xq1esPb4gA4FxxShQAAMByHGEDAACwHEfYAAAALMeGDQAAwHJs2AAAACzHhg0AAMBybNgAAAAsx4YNAADAcv8Po//oTwsq4OUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,15))\n",
    "sns.countplot(y=data['year'])\n",
    "\n",
    "plt.title ('Yearly space launch')\n",
    "plt.xlabel ('Number of space launch')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "expanded-driving",
   "metadata": {},
   "source": [
    "Observation\n",
    "\n",
    "From the plot, 2016 through 2020 and mid '60s to late '70s has high variation in the number of space launch missions per year while late '50s and early '20s has lower variations in the number of spaces launched by year."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "enormous-correction",
   "metadata": {},
   "source": [
    "# B. monthly space launch"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "buried-payday",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dec    450\n",
       "Jun    402\n",
       "Apr    383\n",
       "Oct    381\n",
       "Aug    373\n",
       "Sep    365\n",
       "Mar    353\n",
       "Jul    351\n",
       "Nov    336\n",
       "Feb    336\n",
       "May    326\n",
       "Jan    268\n",
       "Name: month, dtype: int64"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['month'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "dietary-mission",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of space launch')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,8))\n",
    "sns.countplot(data['month'],order = ['Jan', 'Feb', 'Mar', 'Apr', 'May', 'Jun', 'Jul', 'Aug', 'Sep', 'Oct', 'Nov', 'Dec'])\n",
    "\n",
    "plt.title ('Monthly space launch')\n",
    "plt.ylabel ('Number of space launch')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "clinical-burning",
   "metadata": {},
   "source": [
    "Observation\n",
    "\n",
    "Observation shows, December has the highest number of space launches with over 400 launches monthly, followed by June with 402 launches to April with 383 launches and the least is January with 268 space launches monthly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "black-borough",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}