Investigate_a_Dataset .ipynb

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   "source": [
    "\n",
    "# Project: Investigating Medical Appointments. \n",
    "## Table of Contents\n",
    "<ul>\n",
    "<li><a href=\"#intro\">Introduction</a></li>\n",
    "<li><a href=\"#wrangling\">Data Wrangling</a></li>\n",
    "<li><a href=\"#eda\">Exploratory Data Analysis</a></li>\n",
    "<li><a href=\"#conclusions\">Conclusions</a></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='intro'></a>\n",
    "## Introduction\n",
    "### Data:\n",
    ">  Medical appointments described with 14 variables including whether the person attended or missed the appointment.\n",
    "##### variables:\n",
    ">PatientId\n",
    "<br>AppointmentID\n",
    "<br>Gender \n",
    "<br>ScheduledDay\n",
    "<br>AppointmentDay\n",
    "<br>Age\n",
    "<br>Neighbourhood\n",
    "<br>Scholarship\n",
    "<br>Hipertension\n",
    "<br>Diabetes\n",
    "<br>Alcoholism \n",
    "<br>Handcap\n",
    "<br>SMS_received \n",
    "<br>No-show\n",
    "### Questions:\n",
    "<br>1- is there any co-relation between the attendance and the Age or gender of the person?\n",
    "<br>2- is there any co-relation between the attendance and the medical condition of the person, that includes (Hipertension, Diabetes, Alcoholism, Handicap)?\n",
    "<br>3- is reminding the patient with an SMS helps?\n",
    "<br>4- what effect does the scholarship have?\n",
    "<br>5- how different is the medical profile of people who attend and who don't?\n",
    "<br>6- what effect does the duration between Scheduling and the actucal date have?\n",
    "<br>7- does the day on which the appointment is scheduled make a difference?\n",
    "<br>8- what effect does the Neighbourhood have?\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "%matplotlib inline\n",
    "import datetime\n",
    "sns.set_style('darkgrid')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "## Data Wrangling\n",
    ">Exploring Data:\n",
    "\n",
    "### General Properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PatientId</th>\n",
       "      <th>AppointmentID</th>\n",
       "      <th>Gender</th>\n",
       "      <th>ScheduledDay</th>\n",
       "      <th>AppointmentDay</th>\n",
       "      <th>Age</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Scholarship</th>\n",
       "      <th>Hipertension</th>\n",
       "      <th>Diabetes</th>\n",
       "      <th>Alcoholism</th>\n",
       "      <th>Handcap</th>\n",
       "      <th>SMS_received</th>\n",
       "      <th>No-show</th>\n",
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       "  </thead>\n",
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       "      <td>0</td>\n",
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       "      <td>No</td>\n",
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       "      <th>2</th>\n",
       "      <td>4.262962e+12</td>\n",
       "      <td>5642549</td>\n",
       "      <td>F</td>\n",
       "      <td>2016-04-29T16:19:04Z</td>\n",
       "      <td>2016-04-29T00:00:00Z</td>\n",
       "      <td>62</td>\n",
       "      <td>MATA DA PRAIA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>No</td>\n",
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       "      <th>3</th>\n",
       "      <td>8.679512e+11</td>\n",
       "      <td>5642828</td>\n",
       "      <td>F</td>\n",
       "      <td>2016-04-29T17:29:31Z</td>\n",
       "      <td>2016-04-29T00:00:00Z</td>\n",
       "      <td>8</td>\n",
       "      <td>PONTAL DE CAMBURI</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8.841186e+12</td>\n",
       "      <td>5642494</td>\n",
       "      <td>F</td>\n",
       "      <td>2016-04-29T16:07:23Z</td>\n",
       "      <td>2016-04-29T00:00:00Z</td>\n",
       "      <td>56</td>\n",
       "      <td>JARDIM DA PENHA</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      PatientId  AppointmentID Gender          ScheduledDay  \\\n",
       "0  2.987250e+13        5642903      F  2016-04-29T18:38:08Z   \n",
       "1  5.589978e+14        5642503      M  2016-04-29T16:08:27Z   \n",
       "2  4.262962e+12        5642549      F  2016-04-29T16:19:04Z   \n",
       "3  8.679512e+11        5642828      F  2016-04-29T17:29:31Z   \n",
       "4  8.841186e+12        5642494      F  2016-04-29T16:07:23Z   \n",
       "\n",
       "         AppointmentDay  Age      Neighbourhood  Scholarship  Hipertension  \\\n",
       "0  2016-04-29T00:00:00Z   62    JARDIM DA PENHA            0             1   \n",
       "1  2016-04-29T00:00:00Z   56    JARDIM DA PENHA            0             0   \n",
       "2  2016-04-29T00:00:00Z   62      MATA DA PRAIA            0             0   \n",
       "3  2016-04-29T00:00:00Z    8  PONTAL DE CAMBURI            0             0   \n",
       "4  2016-04-29T00:00:00Z   56    JARDIM DA PENHA            0             1   \n",
       "\n",
       "   Diabetes  Alcoholism  Handcap  SMS_received No-show  \n",
       "0         0           0        0             0      No  \n",
       "1         0           0        0             0      No  \n",
       "2         0           0        0             0      No  \n",
       "3         0           0        0             0      No  \n",
       "4         1           0        0             0      No  "
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('noshowappointments-kagglev2-may-2016.csv') #reading file and creating dataframe.\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
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       "           PatientId  AppointmentID Gender          ScheduledDay  \\\n",
       "110522  2.572134e+12        5651768      F  2016-05-03T09:15:35Z   \n",
       "110523  3.596266e+12        5650093      F  2016-05-03T07:27:33Z   \n",
       "110524  1.557663e+13        5630692      F  2016-04-27T16:03:52Z   \n",
       "110525  9.213493e+13        5630323      F  2016-04-27T15:09:23Z   \n",
       "110526  3.775115e+14        5629448      F  2016-04-27T13:30:56Z   \n",
       "\n",
       "              AppointmentDay  Age Neighbourhood  Scholarship  Hipertension  \\\n",
       "110522  2016-06-07T00:00:00Z   56   MARIA ORTIZ            0             0   \n",
       "110523  2016-06-07T00:00:00Z   51   MARIA ORTIZ            0             0   \n",
       "110524  2016-06-07T00:00:00Z   21   MARIA ORTIZ            0             0   \n",
       "110525  2016-06-07T00:00:00Z   38   MARIA ORTIZ            0             0   \n",
       "110526  2016-06-07T00:00:00Z   54   MARIA ORTIZ            0             0   \n",
       "\n",
       "        Diabetes  Alcoholism  Handcap  SMS_received No-show  \n",
       "110522         0           0        0             1      No  \n",
       "110523         0           0        0             1      No  \n",
       "110524         0           0        0             1      No  \n",
       "110525         0           0        0             1      No  \n",
       "110526         0           0        0             1      No  "
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(110527, 14)"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Data consists of 110527 rows and 14 columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 110527 entries, 0 to 110526\n",
      "Data columns (total 14 columns):\n",
      " #   Column          Non-Null Count   Dtype  \n",
      "---  ------          --------------   -----  \n",
      " 0   PatientId       110527 non-null  float64\n",
      " 1   AppointmentID   110527 non-null  int64  \n",
      " 2   Gender          110527 non-null  object \n",
      " 3   ScheduledDay    110527 non-null  object \n",
      " 4   AppointmentDay  110527 non-null  object \n",
      " 5   Age             110527 non-null  int64  \n",
      " 6   Neighbourhood   110527 non-null  object \n",
      " 7   Scholarship     110527 non-null  int64  \n",
      " 8   Hipertension    110527 non-null  int64  \n",
      " 9   Diabetes        110527 non-null  int64  \n",
      " 10  Alcoholism      110527 non-null  int64  \n",
      " 11  Handcap         110527 non-null  int64  \n",
      " 12  SMS_received    110527 non-null  int64  \n",
      " 13  No-show         110527 non-null  object \n",
      "dtypes: float64(1), int64(8), object(5)\n",
      "memory usage: 11.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df.info() #checking data types."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PatientId         0\n",
       "AppointmentID     0\n",
       "Gender            0\n",
       "ScheduledDay      0\n",
       "AppointmentDay    0\n",
       "Age               0\n",
       "Neighbourhood     0\n",
       "Scholarship       0\n",
       "Hipertension      0\n",
       "Diabetes          0\n",
       "Alcoholism        0\n",
       "Handcap           0\n",
       "SMS_received      0\n",
       "No-show           0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isnull().sum()#finding NaN values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
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     "execution_count": 115,
     "metadata": {},
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   ],
   "source": [
    "df.duplicated().sum() #checking duplicated values."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " No NaN values or duplicated rows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df['AppointmentDay'][0]) #data type check."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "str"
      ]
     },
     "execution_count": 117,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df['ScheduledDay'][0]) #data type check."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>1.474963e+14</td>\n",
       "      <td>5.675305e+06</td>\n",
       "      <td>37.088874</td>\n",
       "      <td>0.098266</td>\n",
       "      <td>0.197246</td>\n",
       "      <td>0.071865</td>\n",
       "      <td>0.030400</td>\n",
       "      <td>0.022248</td>\n",
       "      <td>0.321026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.560949e+14</td>\n",
       "      <td>7.129575e+04</td>\n",
       "      <td>23.110205</td>\n",
       "      <td>0.297675</td>\n",
       "      <td>0.397921</td>\n",
       "      <td>0.258265</td>\n",
       "      <td>0.171686</td>\n",
       "      <td>0.161543</td>\n",
       "      <td>0.466873</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>3.921784e+04</td>\n",
       "      <td>5.030230e+06</td>\n",
       "      <td>-1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>4.172614e+12</td>\n",
       "      <td>5.640286e+06</td>\n",
       "      <td>18.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.173184e+13</td>\n",
       "      <td>5.680573e+06</td>\n",
       "      <td>37.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>9.439172e+13</td>\n",
       "      <td>5.725524e+06</td>\n",
       "      <td>55.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>9.999816e+14</td>\n",
       "      <td>5.790484e+06</td>\n",
       "      <td>115.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          PatientId  AppointmentID            Age    Scholarship  \\\n",
       "count  1.105270e+05   1.105270e+05  110527.000000  110527.000000   \n",
       "mean   1.474963e+14   5.675305e+06      37.088874       0.098266   \n",
       "std    2.560949e+14   7.129575e+04      23.110205       0.297675   \n",
       "min    3.921784e+04   5.030230e+06      -1.000000       0.000000   \n",
       "25%    4.172614e+12   5.640286e+06      18.000000       0.000000   \n",
       "50%    3.173184e+13   5.680573e+06      37.000000       0.000000   \n",
       "75%    9.439172e+13   5.725524e+06      55.000000       0.000000   \n",
       "max    9.999816e+14   5.790484e+06     115.000000       1.000000   \n",
       "\n",
       "        Hipertension       Diabetes     Alcoholism        Handcap  \\\n",
       "count  110527.000000  110527.000000  110527.000000  110527.000000   \n",
       "mean        0.197246       0.071865       0.030400       0.022248   \n",
       "std         0.397921       0.258265       0.171686       0.161543   \n",
       "min         0.000000       0.000000       0.000000       0.000000   \n",
       "25%         0.000000       0.000000       0.000000       0.000000   \n",
       "50%         0.000000       0.000000       0.000000       0.000000   \n",
       "75%         0.000000       0.000000       0.000000       0.000000   \n",
       "max         1.000000       1.000000       1.000000       4.000000   \n",
       "\n",
       "        SMS_received  \n",
       "count  110527.000000  \n",
       "mean        0.321026  \n",
       "std         0.466873  \n",
       "min         0.000000  \n",
       "25%         0.000000  \n",
       "50%         0.000000  \n",
       "75%         1.000000  \n",
       "max         1.000000  "
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Ages of zero and -1 indicate a pregnant woman and babies."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Cleaning:\n",
    ">1- AppointmentDay and ScheduledDay are to be datetime format.\n",
    "<br>2- the time component of the AppointmentDay is missing so we need to ignore that component in the ScheduledDay in order to make the data consistent and to extract a consistent waiting time, then we are dropping the two columns.\n",
    "<br>3- subtract the two dates to get the waiting time for each patient.\n",
    "<br>4- there are columns need to be ranamed: No-show to Attendance, Handcap to Handicap, Hipertension to Hypertension.\n",
    "<br>5- the new attendance column will be better understood if we replaced the Yes and NO values with ones and zeros.. note that the No meant that the patient did really attend.\n",
    "<br>6- Age categories are important as ages are too many and creating categories would ease the analysis to some extend.\n",
    "<br>7- patient ID and appointment ID are irrelevant to the analysis so we will drop them. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['ScheduledDay']=pd.to_datetime(df['ScheduledDay']) #converting to datetime\n",
    "df['AppointmentDay']=pd.to_datetime(df['AppointmentDay'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['ScheduledDay']= df['ScheduledDay'].apply(lambda x: x.strftime('%D')) #getting only the date portion of the value.\n",
    "df['AppointmentDay']= df['AppointmentDay'].apply(lambda x: x.strftime('%D')) #getting only the date portion of the value.\n",
    "df['AppointmentDay']=pd.to_datetime(df['AppointmentDay']) \n",
    "df['ScheduledDay']=pd.to_datetime(df['ScheduledDay'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['WeekDay']=df['AppointmentDay'].apply(lambda x: x.strftime('%A')) #extracting the day of the week."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                        110527\n",
       "mean     10 days 04:24:31.828602965\n",
       "std      15 days 06:07:11.673762786\n",
       "min               -6 days +00:00:00\n",
       "25%                 0 days 00:00:00\n",
       "50%                 4 days 00:00:00\n",
       "75%                15 days 00:00:00\n",
       "max               179 days 00:00:00\n",
       "Name: WaitingTime, dtype: object"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['WaitingTime']=df['AppointmentDay'] - df['ScheduledDay'] #getting waiting time\n",
    "df['WaitingTime'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "waiting_prob= df[df['WaitingTime'] < \"0 days \"] #checking for waiting times that are not possible"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(waiting_prob.index,inplace=True) #droping those values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['WaitingTime']=df['WaitingTime'].apply(lambda x: x.days) #extracting the number of days only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.rename(columns={'No-show':'Attendance','Handcap':'Handicap','Hipertension':'Hypertension'},inplace=True) #renaming columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Attendance']= df['Attendance'].replace({'No':1,'Yes':0}) #changing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(['PatientId','AppointmentID','ScheduledDay','AppointmentDay'],axis=1,inplace=True) #dropping unimportant columns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "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>Gender</th>\n",
       "      <th>Age</th>\n",
       "      <th>Neighbourhood</th>\n",
       "      <th>Scholarship</th>\n",
       "      <th>Hypertension</th>\n",
       "      <th>Diabetes</th>\n",
       "      <th>Alcoholism</th>\n",
       "      <th>Handicap</th>\n",
       "      <th>SMS_received</th>\n",
       "      <th>Attendance</th>\n",
       "      <th>WeekDay</th>\n",
       "      <th>WaitingTime</th>\n",
       "      <th>Age categories</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>99832</th>\n",
       "      <td>F</td>\n",
       "      <td>-1</td>\n",
       "      <td>ROMÃO</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>pregnant woman</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Gender  Age Neighbourhood  Scholarship  Hypertension  Diabetes  \\\n",
       "99832      F   -1         ROMÃO            0             0         0   \n",
       "\n",
       "       Alcoholism  Handicap  SMS_received  Attendance WeekDay  WaitingTime  \\\n",
       "99832           0         0             0           1  Monday            0   \n",
       "\n",
       "       Age categories  \n",
       "99832  pregnant woman  "
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "age_bins=[-2,-1,10,20,30,40,50,60,70,80,90,100,110,120] #creating categories from numerical values of age.\n",
    "age_cat=['pregnant woman',\"baby-10\",\"10-20\",'20-30','30-40','40-50','50-60','60-70','70-80','80-90','90-100','100-110','110-120']\n",
    "df['Age categories']=pd.cut(df['Age'],age_bins,labels=age_cat)\n",
    "df[(df['Age']==-1)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['Handicaped']=df['Handicap'].replace({2:1,3:1,4:1}) #creating new column for handicapabilty."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='eda'></a>\n",
    "## Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.hist(figsize=(9,9));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['Attendance'].value_counts().plot(kind='bar',color=['green','black'],title='showed up vs missed',alpha=.8); #plotting number of appointments missed vs attended.\n",
    "plt.xticks([0,1],['Attended','Missed']);\n",
    "plt.xlabel(' Attendance status');\n",
    "plt.ylabel('Number of patients');\n",
    "plt.title('Distribution of appointments');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Clearly the Number of patients attended their appointments is far more than who missed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question 1: is there any co-relation between the attendance and the Age or gender of the person?\n",
    "#### First Gender:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_data=df.groupby('Gender')['Attendance'].value_counts()\n",
    "plt.figure(figsize=(8,5));\n",
    "plt.bar(['Female attended','Female missed','Male attended','Male missed'],gender_data.values,color=['red','red','blue','blue'],alpha=.7,width=.2);#plotting number of appointments missed vs attended by both sexes.\n",
    "plt.title('count of gender appointments');\n",
    "plt.xlabel('Gender status');\n",
    "plt.ylabel('Number of appointments');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fX4ABA8IZPXoojz/+BPPnz6FTp25ZtzIl21BY+RO326HHjx9FSEhfypV7hFmzpvHVV59Tr1595zw//bSN3bt3MX36HBITE/nggygA5s6dTdu2b1C16lMMGxbGpk0beOSRiixfvpglS1aRkJBA27YtqVmzNsHBbQgObgPAm2+G0LlzdwAmT57EyJHjKFCgIN27d6RatepcvHgx3QcugHfeeZuoqKV4eXnTqlVT6tZ91hkqpk6dleb93+69VqpUmeXLF/Puu1EkJyfTpcvrPP54FTw8PG574Dp9+hQjR4Zz4cJ5GjRoDMDGjd/ftuZPPlnNm28O4qeftvHDD1soV648Z8+eUVCRe6Zo0WLY7XYcDgdxcXHYbDb27t1DxYqPAfDEE0/yww/RacLKrl07qFKlKgBly5Zj375fABg5cjxWq5WUlBQuX75M7ty52b17F0FBJZg69S3OnDlNw4aNyZUrFwDlypWnRo1afPTRCmfbJUs+yPXr10lNTSU5ORk3NzeOHTtClSpP4ObmRkBAAG5ubly+fIk8efICsHz5YipXfoLixUsAsGDBMmw2GzExVzAGvLy8nO3v2/czR48epk+fUAB2795J8eIl6NmzCw888AA9e/bF3d2dSZMisVpv3gMkNTUVDw8PjDGMHz+KDh26MmBAH2ebp06dZPXqD2nXrgNr1qwCbvaZmJhAYmICOXJ4sWvXDgoXLkLu3Hkyb+VJtqVrVtLp1g79wgsvcfHiBcqVewSAcuUeYdeuHWmm/eGHLRQvXoKBA/sSGtrLOepQqtTNg44xhvj4mwdBLy8v7r//ARISbu7Evx+hWbfuG/z8/JwHwlmz5lGgQEHi4+OJi7uBv3/AHQ9ct/z+wFW8eElu3LhBcnISxhgsFguHDh0kMTGRXr260qNHJ/bs2Q1w2/f6yy97KVfuETw8PPD19aVgwcIcPnwwzYErR44czv7j4+MJDQ3j0UcrOV+7U81eXt4kJCSQkJCAl5cX8+a9S+vW7TJjFYqki7e3N+fOnaFlyyaMGzeKJk2aO/eTm7/3IS7uRpp54uLinKOSAG5ubqSmpmK1Wjl37izBwa9w7dpVihQpyrVrV9m+/Uc6d+7OxIlTWLp0ESdOHAegbt1n/1BP8eIlCA0N4dVXm5A//30ULVqMkiUfJDp6M6mpqZw+fYpjx46QmJgI3DyN9dFHH9KiRbCzDZvNxrp139CmTQsqVKiIzfbr59T3338vzSmds2fP4Ofnz+TJ07jvvvtZuHA+NpuNgIAAjDFMnfo2JUs+SJEiRZk7dxZVqz6VZiQoPj6eiIhx9Os30BluAIoUKUq+fPmZMmUSbdu2Z+nSD6hT5xkmThzDzJnv4HA4/tL6kv+GLAkrKSkp9OnTh+bNm9OyZUsOHz7M8ePHadGiBS1btiQ8PPxft2H+docuUKAg27f/CNwcIUhMTEgz7bVrV9m372dGjBhHv34DGDYsDGMMhQoV5u23J/Lqq024cuWK85Na/vz3ERzclHbtWtGkSbM0bUVFzaNt218PJDabjT17dtO6dTNy585DrlwBGT5wBQYW5/XXgwkObsaTT1bHz8+PHDly0KJFMBERU+nbdwDDh4eRmpp62/f6+wOzt7c3N27cuO2BC6BkyVIUKxb4u9duX/PLLzdjxYqlXL9+jVy5cuPl5c2BA/uYOHEMGzasy/iKE8mgqKj3qVy5KosXf8i8eYsYNWooqakpzt/Hx8fh6+ubZh4fHx/i43+9mZgxxhkI7r//ARYvXknjxi8TGfkW/v45KV36YfLkyYu3tzePPPIoBw8euG0tsbGxREXNIypqKUuXfkThwoVZvHgBlSs/wSOPVKRHj04sWbKQBx98CH//nABs2xZNhQqP/qHGmjXrsHLlZ6SkpPD555842z9x4liaDxI5cwbw1FM1AKhWrTr79v0MQFJSEsOGhREfH0efPv0B+PLLz1iz5iO6devAlSuX6d27G1u3buHy5csMGTKAKVMi+PHHbURFzQOgXbsOjBw5nv3791G9ek0+/ngVDRq8gJ+fPz/++EPGVpT8p2RJWFm3bh2pqaksXryYrl278vbbbzNmzBhCQkJYtGgRxhjWrl2bFV1nid/v0AMHDiEqah79+vUkV65c5MwZkGZ6f/+cVK5cFXd3d4oUKYaHhydXr8YwefIk3nlnNosWreB//3ueqVPfZsuWjVy+fImlS1ezYsUavv9+HT//vAeAo0eP4OvrS6FChdO0X7ZsOZYv/5hSpUqzYMH8DB24Dh06yObNG1i2bDXLlq0mJuYK33zzNYULF6FeveewWCwUKVKUnDlzcvnypdu+198fmOPj4/Hz87vtgetO7lRz3rx5GTZsND169GHhwvm0atWGVatW0LfvAFasWPq316XIn/H393eGcX//nKSmplKy5IP89NM2ALZs2cQjj1RMM0+5co+wZctGAPbs2U1Q0M1RzNDQXpw8eQK4Gerd3Nx48MGHOHr0MFevXiU1NZW9e3cTGJg2zN/i6emJl5c3Xl7eAOTJk/f/j0fHyZUrN9Omvcurr76GxWLBz+/mnU+3bfvBeV0YQFzcDbp16+A8heTl5eUcwd258ycqVaqcps/y5R9h8+ab72XHju0EBhbHGMOAAX0oUaIkb745yDlismTJKqZOncXUqbPInTsPERFTqVmzDvPnf8DUqbPo0aM3jz1WyXlKG26GnnXr1vLss8+RmJiIm5sbFouF+Pi0H/pEfitLrlkJDAx0nvO9ceMGNpuNHTt2ULnyzZ2iRo0abNy4kWeeeSYrus90v9+hN23awMCBQ8ibNx9vvTU+zYEBoHz5Cixb9gHNm7/K5cuXSExMwN8/5/8fBH0AyJs3H7t378TPzx9PT088PDywWCz4+vpy48bNIebfH3SMMXTt2p6xYyPw9/fH29ub5OTkNAeu8+fPMXJk+B0PXL6+vnh6euLp6YnVaiVXrtzExl7nk09Wc/jwIfr27c+lSxeJi4sjT568LF+++A/vtVSp0syaNY2kpCRSUlI4fvwogYHFWbJklbOfJk0aEhEx9Y7L9G41w82L88qWLYefnx/JyckAfxjBEskKrVu3JjR0AF26vEFKSgodOnSldOmHGD9+FDNnvkPRosWoVasuACNGDKF9+y7UqFGbrVuj6dSpHcYYBg4MB6BVqzaMHj0Um82dHDlyEBo6mFy5ctGxY1dnmK9T52lnuPk9Dw8PunULoVevrnh6euLr68vAgUPx9PQkOnoTa9Z8hIeHB717hzrnOXHiOP/73/POn318fHnmmf/RtWt7bDYbxYuX5Nlnn3NOW6BAwTR9duvWi7FjR7Bq1Qp8fHwJDx/J+vXfsWPHTyQnJ7Nly80L/zt16vaXriVbuvQDmjRpjsVi4fnnGzJ+/Gh8fHwYM2ZShtuS/w6LMSbTn9p09uxZunTpQnx8PDExMcyYMYMePXqwYcMGADZv3syKFSuYOHHiHdtwjQcZumG3O5g7dw7u7u4EB7cG4LvvviUycgo5cnhRuXJlevYMAWDAgP706NGDBx4owKRJE/nhhx8wxkHPniFUq/YUP/30IxEREdhsVmw2d4YNG07BggWZOjWSjRs34ObmRsWKj9KnT18sFgsjR46gatWq1K37tLOmb75Zy7vvzsbDw4O8efMxfPhwrFYboaFvcuHCeTw8PAkLC6NEiZIAdO7ciZ49e1K69EPONpYsWczKlStxd3encOHCDBs2DIBBgwZx9uxZLBbo1asPFStWvON7Xb58GcuWLcMYB+3bd+CZZ9Kea3/22af5+ONP0nyNcdCggTz33HM89VR1kpKS7liz3W6nV68QJk2KwN3dnRkzprN+/Tpq1apNhw4dM3cl38GtdS//bteuWUhIsGRoHosFMnpU9PIy5Myphx/+27nCfq8HGd5eloSVMWPG4OHhQZ8+fTh79iyvvfYa165dIzo6GoCvv/6aTZs2MWTIkDu2kZJiz/QHSvmnJuCWlJju6f/KhuvwzMF1m9efTyguzRUeaCZ/X1ycNx07ZuwQZ7NZSU21Z2iemTMt+Phoe/m3c4X9Xg8yvL0sOQ3k7++Pu7s7ADlz3jzn+/DDDxMdHU2VKlVYv349TzzxRFZ0fVduSYk4Oqb/k7nVZsWRwYOW28yZoLAiIiKSabIkrLRp04aBAwfSsmVLUlJS6NWrF2XLlmXw4MFEREQQFBREvXr1sqJrERERyWayJKz4+PgwefLkP7y+YMGCrOhOREREsjHdFE5ERERcmsKKiIiIuDSFFREREXFpCisiIiLi0hRWRERExKUprIiIiIhLU1gRERERl6awIiIiIi5NYUVERERcmsKKiIiIuDSFFREREXFpCisiIiLi0hRWRERExKUprIiIiIhLU1gRERERl6awIiIiIi5NYUVERERcmsKKiIiIuDSFFREREXFpCisiIiLi0hRWRERExKUprIiIiIhLU1gRERERl6awIiIiIi7NlhWNfvjhh6xcuRKApKQkfvnlFxYtWsTo0aOxWCyULFmS8PBw3NyUlUREROTusiQtvPTSS0RFRREVFUWZMmUICwvjnXfeISQkhEWLFmGMYe3atVnRtYiIiGQzWTq0sXv3bg4dOkSzZs3Yu3cvlStXBqBGjRps2rQpK7sWERGRbCJLTgPdMnPmTLp27QqAMQaLxQKAj48PsbGxd53XarUQEOCdqfVYE69htVnTPb3FYsE9A9Pf7MQt0+uWe8+q9ZgtJCa6YcvgUc5iAVsG93urFW0v2YD2e9eVZWHl+vXrHDlyhCeeeAIgzfUpcXFx+Pv733V+u91w9Wp8ptYUYHfgSLWne3p3m5WUDEwP4GZ3ZHrdcu8FBHhrPWYDdrs3qakmQ/PYbFZSM7jf2+0WbS/ZgCvs9/ny+f2j/buqLDsNtHXrVp588knnzw8//DDR0dEArF+/nkqVKmVV1yIiIpKNZFlYOXr0KIUKFXL+HBoaSmRkJM2aNSMlJYV69eplVdciIiKSjWTZaaA33ngjzc+BgYEsWLAgq7oTERGRbEo3OhERERGXprAiIiIiLk1hRURERFyawoqIiIi4NIUVERERcWkKKyIiIuLSFFZERETEpSmsiIiIiEtTWBERERGXprAiIiIiLk1hRURERFyawoqIiIi4NIUVERERcWkKKyIiIuLSFFZERETEpSmsiIiIiEtTWBERERGXprAiIiIiLk1hRURERFyawoqIiIi4NIUVERERcWkKKyIiIuLSFFZERETEpSmsiIiIiEuzZVXDM2fO5JtvviElJYUWLVpQuXJl+vfvj8VioWTJkoSHh+PmpqwkIiIid5claSE6Oprt27fzwQcfEBUVxblz5xgzZgwhISEsWrQIYwxr167Niq5FREQkm8mSsLJhwwZKlSpF165d6dSpE7Vq1WLv3r1UrlwZgBo1arBp06as6FpERESymSw5DRQTE8OZM2eYMWMGp06donPnzhhjsFgsAPj4+BAbG5sVXYuIiEg2kyVhJSAggKCgIDw8PAgKCsLT05Nz5845fx8XF4e/v/9d27BaLQQEeGdqXdbEa1ht1nRPb7FYcM/A9Dc7ccv0uuXes2o9ZguJiW7YMniUs1jAlsH93mpF20s2oP3edWVJWHnsscd4//33adu2LRcuXCAhIYGqVasSHR1NlSpVWL9+PU888cRd27DbDVevxmdqXQF2B45Ue7qnd7dZScnA9ABudkem1y33XkCAt9ZjNmC3e5OaajI0j81mJTWD+73dbtH2kg24wn6fL5/fP9q/q8qSsFK7dm22bt1KkyZNMMYwZMgQChUqxODBg4mIiCAoKIh69eplRdciIiKSzWTZV5fffPPNP7y2YMGCrOpOREREsind6ERERERcmsKKiIiIuDSFFREREXFpCisiIiLi0hRWRERExKUprIiIiIhLU1gRERERl6awIiIiIi5NYUVERERcmsKKiIiIuDSFFREREXFpCisiIiLi0hRWRERExKUprIiIiIhLU1gRERERl6awIiIiIi5NYUVERERcmsKKiIiIuDSFFREREXFpCisiIiLi0hRWRERExKUprIiIiIhLU1gRERERl6awIiIiIi5NYUVERERcmi2rGm7cuDF+fn4AFCpUiE6dOtG/f38sFgslS5YkPDwcNzdlJREREbm7LAkrSUlJAERFRTlf69SpEyEhIVSpUoUhQ4awdu1annnmmazoXkRERLKRLBna2LdvHwkJCbRr147WrVuzY8cO9u7dS+XKlQGoUaMGmzZtyoquRUREJJvJkpGVHDly8Prrr9O0aVOOHTtG+/btMcZgsVgA8PHxITY29q5tWK0WAgK8M7Uua+I1rDZruqe3WCy4Z2D6m524ZXrdcu9ZtR6zhcREN2wZPMpZLGDL4H5vtaLtJRvQfu+6siSsBAYGUrRoUSwWC4GBgQQEBLB3717n7+Pi4vD3979rG3a74erV+EytK8DuwJFqT/f07jYrKRmYHsDN7sj0uuXeCwjw1nrMBux2b1JTTYbmsdmspGZwv7fbLdpesgFX2O/z5fP7R/t3VVlyGmj58uWMHTsWgPPnz3Pjxg2qVatGdHQ0AOvXr6dSpUpZ0bWIiIhkM+kaWTl//jwTJkwgJiaGevXq8eCDD/LII4/ccfomTZowYMAAWrRogcViYfTo0eTKlYvBgwcTERFBUFAQ9erVy7Q3ISIiItlXusLK4MGDadu2LdOmTaNSpUr079+fpUuX3nF6Dw8PJk2a9IfXFyxY8NcrFRERkf+kdJ0GSkpKomrVqlgsFoKCgvD09MzqukRERESAdIYVDw8Pvv/+exwOBzt27MDDwyOr6xIREREB0hlWRowYwYcffkhMTAxz585l6NChWVyWiIiIyE3pumbF4XDQr1+/X2ey2UhJScHd3T3LChMRERGBdIaVjh07cv78eYKCgjh69CheXl6kpqbSr18/XnjhhayuUURERP7D0nUaqFChQnz++ecsXryYL7/8knLlyrFmzRp9u0dERESyXLrCyuXLl8mdOzcAOXPm5NKlSwQEBOipySIiIpLl0nUaqEyZMvTu3ZsKFSqwY8cOHnroIT799FPy5MmT1fWJiIjIf1y6wkp4eDhr167l8OHDNGrUiFq1anHkyBFq166d1fWJiIjIf1y6zuNcvXqVhIQE8ufPT0xMDDNnziQoKAgvL6+srk9ERET+49I1stKjRw+KFSvGgQMH8PT0VEgRERGReybdV8gOHz6cwMBA3nvvPa5du5aVNYmIiIg4pTusJCUlkZCQgMViIT4+PitrEhEREXFKV1h59dVXmT9/PtWqVaNmzZoEBQVldV0iIiIiQDqvWSlQoAD16tUD4LnnnuPnn3/O0qJEREREbrlrWNm2bRuHDh1i3rx5tG3bFrj5nKCFCxeyZs2ae1KgiIiI/LfdNaz4+/tz6dIlkpOTuXjxIgAWiyXNQw1FREREstJdw0qpUqUoVaoUTZs25b777rtXNYmIiIg4peualc2bNzNz5kySk5MxxmCxWFi7dm1W1yYiIiKSvrAye/ZsZsyYwQMPPJDV9YiIiIikka6wUrhwYYoWLZrVtYiIiIj8QbrCSo4cOXjjjTd46KGHsFgsAPTu3TtLCxMRERGBdIaVmjVrZnUdIiIiIreVrjvYNmzYkNTUVE6ePEmBAgUUXkREROSeSVdYCQ8P58yZM2zcuJG4uDhCQ0P/dJ7Lly9Ts2ZNDh8+zPHjx2nRogUtW7YkPDwch8PxtwsXERGR/4Z0hZUTJ07Qs2dPPDw8qFOnDrGxsXedPiUlhSFDhpAjRw4AxowZQ0hICIsWLcIYo689i4iISLqlK6zY7XauXLmCxWLhxo0buLndfbZx48bRvHlz8ufPD8DevXupXLkyADVq1GDTpk1/s2wRERH5r0jXBbYhISG0aNGCixcv0qxZMwYOHHjHaT/88ENy585N9erVmTVrFoDzRnIAPj4+fzoyA2C1WggI8E5PeelmTbyG1WZN9/QWiwX3DEx/sxO3TK9b7j2r1mO2kJjohi1dR7lfWSxgy+B+b7Wi7SUb0H7vutK1G1euXJn33nuPHDlycOrUKcqXL3/HaVesWIHFYmHz5s388ssvhIaGcuXKFefv4+Li8Pf3/9M+7XbD1avx6Skv3QLsDhyp9nRP726zkpKB6QHc7I5Mr1vuvYAAb63HbMBu9yY11WRoHpvNSmoG93u73aLtJRtwhf0+Xz6/f7R/V5Wu00BDhgxh1apV5M6dm9WrVzNy5Mg7Trtw4UIWLFhAVFQUDz30EOPGjaNGjRpER0cDsH79eipVqpQ51YuIiEi2l66w8ssvv9ClSxcAwsLC+OWXXzLUSWhoKJGRkTRr1oyUlBTq1auX8UpFRETkPyldp4GMMcTExJArVy6uX7+O3Z6+IdKoqCjnvxcsWPDXKhQREZH/tHSFlW7duvHyyy8TEBDA9evXCQ8Pz+q6RERERIB0hpXr16/z1VdfERMTQ548eZzf7BERERHJaum6ZmXp0qVYrVby5s2roCIiIiL3VLpGVpKTk2ncuDGBgYHOG8JNmjQpSwsTERERgXSGlb59+2Z1HSIiIiK3la7TQA8//DAbN25k1apVXL16lfvuuy+r6xIREREB0hlWBg4cSOHChTl27Bh58+Zl0KBBWV2XiIiICJDOsHL16lWaNGmCzWbj0UcfxZiM3b5aRERE5K9KV1gBOHz4MADnzp3706cui4iIiGSWP00dN27cICwsjIEDB/Lzzz/To0cP+vfvfy9qExEREbn7t4EWLFjA3LlzsdlshIWFUaNGjXtVl4iIiAjwJyMra9as4fPPP2fx4sW8//7796omEREREae7hhUPDw88PDzInTs3KSkp96omEREREad0XymrbwCJiIjIP+Gu16wcOnSIPn36YIxx/vsW3W5fRERE7oW7hpW3337b+e/mzZtndS0iIiIif3DXsFK5cuV7VYeIiIjIbenubiIiIuLSFFZERETEpSmsiIiIiEtTWBERERGXprAiIiIiLk1hRURERFyawoqIiIi4NIUVERERcWl3vSncX2W32wkLC+Po0aNYrVbGjBmDMYb+/ftjsVgoWbIk4eHhuLkpK4mIiMjdZUlY+fbbbwFYvHgx0dHRzrASEhJClSpVGDJkCGvXruWZZ57Jiu5FREQkG8mSoY2nn36aESNGAHDmzBny5s3L3r17nbfvr1GjBps2bcqKrkVERCSbyZKRFQCbzUZoaChfffUVU6ZM4dtvv8VisQDg4+NDbGzsXee3Wi0EBHhnak3WxGtYbdZ0T2+xWHDPwPQ3O3HL9Lrl3rNqPWYLiYlu2DJ4lLNYwJbB/d5qRdtLNqD93nVlWVgBGDduHH379uWVV14hKSnJ+XpcXBz+/v53ndduN1y9Gp+p9QTYHThS7eme3t1mJSUD0wO42R2ZXrfcewEB3lqP2YDd7k1qqsnQPDabldQM7vd2u0XbSzbgCvt9vnx+/2j/ripLTgOtWrWKmTNnAuDl5YXFYqFs2bJER0cDsH79eipVqpQVXYuIiEg2kyUjK88++ywDBgzg1VdfJTU1lYEDB1K8eHEGDx5MREQEQUFB1KtXLyu6FhERkWwmS8KKt7c3kydP/sPrCxYsyIruREREJBvTjU5ERETEpSmsiIiIiEtTWBERERGXprAiIiIiLk1hRURERFyawoqIiIi4NIUVERERcWkKKyIiIuLSFFZERETEpSmsiIiIiEtTWBERERGXprAiIiIiLk1hRURERFyawoqIiIi4NIUVERERcWkKKyIiIuLSFFZERETEpSmsiIiIiEtTWBERERGXZvunCxBxVampqYwZM4yzZ8+SkpLMa6+9TrFiQYwaNRSLxUJQUHF69w7Fze3XzG+32xk3biQnTx7Hzc3KwIHhFCxYyPn7KVMmUaRIURo3buKcPjx8AA0aNOaJJ54E4J13JrNr1w7sdjuNGr1Io0YvkpCQwMSJYzh79gwpKSn06tWPhx8uy4YN65k3712sVivPP9+IRo1evG3dTz1V8441ADgcDvr1C6F69Ro0btyEpKREhg8fTExMDN7e3gwaNIxcuXLxww9bmD59CjlyeFGlSlXatHkDgNDQXly/fg2r1YanZw4mTZrCuXPnGDlyCMYY/P39CQ8fRY4cOZg7dxbR0ZupVq06rVu3IzU1laFDBzJs2BisVmuWrlMR+XfSyIrIHXzxxaf4+wcwbdq7TJw4hYiI8URGRtC+fWemTXsXYwzff78uzTwbN34PwPTpc3n99Y5ERkYAEBMTQ58+PdiwYb1z2tOnT9GtWwd++eVn52s//bSNU6dOMnPme0yb9i4LF87n+vXrLFr0PkFBxZk27V1CQ8M4ceI4qampREZGEBExlalTZ7F69UouX75027rvVMMts2dP5/r1a86fV65cTlBQCaZNe5f//e955s+fg8PhYOzYEYwcOZ7p0+dw4sRxdu7c4Xwv06bNYerUWUyaNAWApUsXUqfOM7zzzmyKFQtizZpVAGzb9gMzZ75HdPRmAD766EOef/4FBRVxGXv37qFbtw4A7N+/j/btW9Olyxu89dZ4HA5HmmmTk5MZOnQQHTq0oVevrpw8eQKAmJgr9O/fm65d29O5cztOnz4FwIoVS3njjda0b9/aeby4ceMGffr0oGvX9rRp04aLFy8627fb7fTo0YP163/db6dOnUqTJk1o3rw5u3btAuDMmTO0adOG4OBgWrVqxZEjRwDYtWsXLVu2pEWLFvTo0YOkpCRSUlLo168fLVu2pEmTJqxduxaAQ4cO0aJFC5o3b87QoUOx2+388ssvBAcHO/8rV64c69evxxhD9erVna9PmjQJgOPHj9OmTRteffVV2rZtS0xMDA6Hgy5dutC0aVM2btwIwMmTJxk5cmS614lGVkTuoHbtp6ldu67zZ6vVxv79+6hY8TEAnnjiSX74IZqaNWs7p6lRoxZPPvkUAOfPnyNXrjwAJCTE065dB7Zs2eicNj4+ntDQMBYunO98rUyZcpQoUQoAi8WCw+HAZrPxww9bqFv3GXr37oa3tw99+oRy7NhRChYsjL+/PwDlyz/Czp07blv3nWoA+Pbbr7FYLM6RHYBdu3bSsmXr/3+f1Zg3bw7Xrl3Fz8/fOVJUrtwj7Nq1g8KFCxMbG0toaC9iY2Np1aoN1apVp2TJB7lw4fz/v9c47rvvPgBsNhspKSm4ublx48YNdu/eycsvv5LBtSOSNRYunM8XX3xKjhxeAIwfP4qQkL6UK/cIs2ZN46uvPqdevfrO6T/+eCVeXt7MmjWPEyeO8dZb44mImMq0aVN45pnnqFv3GX76aRvHjx/Dx8eXlSuXM2/eIpKTk2jV6hWefPIpPv30Y4oXL06XLj359tvPmDNnDv379+fEiROEhoZy7tw5mjS5ORK6d+9efvjhB5YtW8bZs2fp3r07K1asYPLkybRq1Yqnn36a77//noiICCIjIxk8eDBTpkyhaNGiLFu2jNOnT7N9+3YCAgKYMGECMTExvPjii9StW5eIiAh69+7N448/Tv/+/fnmm2945plniIqKAuCzzz4jf/781KhRg+PHj1OmTBlmzJiRZvkNHjyY3r17U6FCBb744guOHTuGh4cHBQsWZMyYMfTv359q1aoxbdo0+vTpk+71opEVkTvw9vbG29uH+Pg4wsJCad++M8YYLBbL///eh7i4G3+Yz2azMXJkOG+9NcEZGgoUKEiZMmXTTFeyZCmKFQtM85qnpyf+/v6kpqYycmQ4jRq9iLe3N9euXSU2NpaIiKlUq1adqVPfJi4uDl9f39/Ue7Oe29V9pxqOHDnEV199wRtvdErz+m/b9vb2Ji7uBgEBuUhKSuT48WPY7XY2b95IYmICKSkpNG/eitGjJzJ69AQiIyOIiblCvnz5+fDDpbRq9Qpbtmyidu2nAXj55WaEhb1Js2YtWbBgHi1bBjNt2hQiIsZx5crlDK8nkcxUsGAhRo2a4Pz54sULlCv3CPBrQP+to0ePOoN+kSLFOHbsKAC7d+/k4sXz9OzZhS+//IyKFR8jICCAefMWYbPZuHz5Mr6+vlgsFooXL0F8fDxwc5TFZrv5ASM+Pp6RI0dSpUoVZ38//vgjTz31FBaLhQIFCmC327ly5QqhoaHUrHnzdK/dbsfT05OjR48SEBDA/PnzadWqFVevXiUoKIj//e9/9OzZ09nmrVHNyMhIHn/8cZKTk7l48SJ58uRxThMfH09kZCSDBg0Cboam8+fPExwcTPv27Tly5AiJiYlcuXKFb7/9luDgYHbs2EH58uXx9vYmISGBhIQEvL29+fHHHylWrBh58+ZN93pRWBG5i/Pnz9G9eyfq1avPs8/+L831KfHxacPCb4WFDeODD1YwbtxIEhISMtTn9evX6dOnO4GBQQQHtwXA3z8n1arVAKBatRrs3/8LPj43A8nt6vl93Xfy+eefcPHiBXr06MRnn61h8eJFbNmyKU3b8fHxzoNqWNhwJkwYTVhYKEWKFCVnzgDy5MlL48YvY7PZyJUrNyVLPsiJE8eZNm0yAwcOZcGCpfTs2ZeRI8MBqFmzNuPGvUVQUAni4uKIiYkhICAX9es3ZNmyxRlaViKZrVatus6wADdD/vbtPwI3T/MmJqbdn0uWLMWmTd9jjGHPnt1cunQRu93O2bNn8PPzZ/Lkadx33/3OEVSbzcaKFUvo2LEttWrd/DDj75+TH37YQqtWTZkzZ45zFKV06dIUL148TX83btxIc9zx8fEhNjaW3Llz4+7uzpEjRxg3bhxdu3YlJiaG7du307JlS9577z22bNnC5s2b8fHxwdfXlxs3btCjRw9CQkKAm6Hl9OnTNGjQgJiYGAIDf/0wtXz5cv73v/+RO3duAPLly0eHDh2IioqiY8eO9OvXj2vXrnHw4EGqVq3K+++/z7Vr11i5ciWBgYHcf//9jB49mi5dujB//nzq169PeHg4ERERfzi1djuZHlZudy7s+PHjtGjRgpYtWxIeHp6uwkT+aVeuXKZ372507tydBg1eAKBkyQf56adtAGzZsolHHqmYZp7PP/+EqKj3AMiRIwdubm5pAs6fSUpKJCSkM88/38h58SpA+fIVnKdvdu78iWLFgihWLJBTp05y/fo1UlJS2LFjO2XLlr9t3XfSpUtPZs+ez9Sps3juuQY0b96SJ554knLlHmHz5o3//z43Ot9ndPQmJkyYzOjREzh9+hSVKlVm69ZohgzpD9wMNkePHqZo0UD8/Pzx8bl5UM2bNy+xsbFp+p4/fw6vvfY6iYmJWK1ugCXDwU4kqw0cOISoqHn069eTXLlykTNnQJrfP/98I3x8fOjevSMbN67nwQdLY7VayZkzgKeeuvUBozr79v16bdrLLzfjo48+Z+fO7fz00zbee282LVu2ZsGCZcyZM4fu3bvfsR5fX1/i4n79kBIXF4efnx8AW7ZsoWvXrowfP56goCACAgIoWrQoJUqUwN3dnerVq7Nnzx4Azp49S+vWrXnhhRdo2LChs72CBQvy5Zdf0qJFC8aOHet8/eOPP6Zp06bOn8uWLUvdujfDVqVKlTh//jw5c+bEx8eHJ554AovFQu3atZ39devWjSlTpvDzzz9Tt25dli5dSpMmTciZMyebN2/+0/WQ6WFl9erVBAQEsGjRImbPns2IESMYM2YMISEhLFq0CGOM82IeEVf2/vvvERsby7x579KtWwe6detA+/admTt3Fh07tiUlJcX5yWjEiCGcO3eOmjXrcODAfrp2bU/v3t3p0aM3np6e6e5z1aoVnDlzmtWrVzr7PHPmNK1bt+XAgf107NiWxYsX0rVrT2w2G9269aJ37+507NiW559vRL58+W9bd1JSYobe+4svNuHo0SN07vw6q1evpG3b9gDky5efzp1fp1OndlSq9DhBQcWpWrUahQoVoUOHNvTu3Y0OHboSEBBASEg/Zs16h27dOjB58iR6937T2f6ePbu4//4HyJs3L48/XoWNG7/nrbfG/2m4ErnXNm3awMCBQ5gwYTLXr1/j8cerpPn9vn0/U758BaZOnUXNmrUpUKAgcPMasluBf8eO7QQGFufEiWMMHNgPYww2mw13d3csFgt+fn7O0ZI8efKkCSO/9+ijj7JhwwYcDgdnzpzB4XCQO3dutmzZwqhRo3j33XcpV64cAIULFyYuLo7jx48DsG3bNkqWLMmlS5do164d/fr1c47iAHTq1Iljx44BN0dsbn3Qio2NJTk5mQceeMA57dSpU5k/f/7/L4N9FChQgBw5clCsWDG2bbv5gW7r1q2ULFnSOU9SUhJffvkljRo1IiEhAavVisVicZ4CuxuLMcb86VQZEBcXhzEGX19fYmJiaNKkCcnJyaxfvx6LxcLXX3/Nxo0bCQ8Pv2s7KSl2rl798zeQEQFxMTg6dkz39O42Kymp9gz14TZzJld9cmW0NMli/qkJuGXgD7bV6obdnrERQIdnDq7bvDJammShuDhvOnbM2CHOZrOSmsH9fuZMCz4+mXu8knsvIMCbq1fjOXv2DOHhA5k1ax4bNqzn3XdnkCNHDipWfIyOHbsCNz+gtG/fhRw5chAePpDExAR8ff0YMGAwefPm49y5s4wdO4LExER8fHwJDx+Jv78/c+fOYsuWTc6L2tu2bc+lSxcZO3YECQkJWCyGHj16UK1aNWdd/fv3p379+tSocXOkJjIykvXr1+NwOBgwYACVKlWiUaNGJCcnky9fPgACAwMZPnw4mzdvZtKkSRhjqFixImFhYYwcOZLPPvuMoKAgZx+zZ8/m559/Zvz48bi7u+Pl5cXIkSPJnz8/u3btYsaMGUybNs05/bVr1+jXrx/x8fFYrVaGDBlC8eLF2bdvH8OGDcNut1OoUCHGjh2Lh4cHALNmzaJChQpUrlyZX375hSFDhuDr68s777yDt7f3XddNpoeVW27cuEHnzp155ZVXGDduHBs2bABg8+bNrFixgokTJ951fofDgd2euaVZz52FTp3+fML/Z7FYyPDimTED+/0P/Pl0ck9p3f83nTvnlpHVDoDFAn9h1XP//Tq97UquXbOQkGDJ0Dx/Zd17eRly5sy8v1Xu7voK/+1kyVeXz549S9euXWnZsiUNGzZkwoRfr6yOi4tzftXybux2k/kjK3YHjgx8YvpLIyt2R6bXLX+f1v1/k93uTWpq1o+s2O0WrXsXc3NULWMB8q+OqhmTees+Xz6/TGsrO8n0a1Zudy7s4YcfJjo6GoD169dTqVKlzO5WREREsqlMDyszZszg+vXrTJs2zXlnu5CQECIjI2nWrBkpKSnUq1cvs7sVERGRbCrTTwOFhYURFhb2h9cXLFiQ2V2JiIjIf4BuCiciIiIuTWFFREREXJrCioiIiLg0hRURERFxaQorIiIi4tIUVkRERMSlKayIiIiIS1NYEREREZemsCIiIiIuTWFFREREXJrCioiIiLg0hRURERFxaQorIiIi4tIUVkRERMSlKayIiIiIS1NYEREREZemsCIiIiIuTWFFREREXJrCioiIiLg0hRURERFxaQorIiIi4tIUVkRERMSlKayIiIiIS1NYEREREZeWZWFl586dBAcHA3D8+HFatGhBy5YtCQ8Px+FwZFW3IiIiks1kSViZPXs2YWFhJCUlATBmzBhCQkJYtGgRxhjWrl2bFd2KiIhINpQlYaVIkSJERkY6f967dy+VK1cGoEaNGmzatCkruhUREZFsyJYVjdarV49Tp045fzbGYLFYAPDx8SE2NvZP27BaLQQEeGdqXdbEa1ht1nRPb7FYcM/A9Dc7ccv0uuXv07r/b0pMdMOWwaOcxQK2DK57qxWtexejdZ+9ZElY+T03t18HcOLi4vD39//Teex2w9Wr8ZlaR4DdgSPVnu7p3W1WUjIwPYCb3ZHpdcvfp3X/32S3e5OaajI0j81mJTWD695ut2jdu5h/67rPl88v09rKTu7Jt4EefvhhoqOjAVi/fj2VKlW6F92KiIhINnBPwkpoaCiRkZE0a9aMlJQU6tWrdy+6FRERkWwgy04DFSpUiKVLlwIQGBjIggULsqorERERycZ0UzgRERFxaQorIiIi4tIUVkRERMSlKayIiIiIS1NYEREREZemsCIiIiIuTWFFREREXJrCioiIiLg0hRURERFxaQorIiIi4tIUVkRERMSlKayIiIiIS1NYEREREZemsCIiIiIuTWFFREREXJrCioiIiLg0hRURERFxaQorIiIi4tIUVkRERMSlKayIiIiIS1NYEREREZemsCIiIiIuTWFFREREXJrCioiIiLg0hRURERFxabZ71ZHD4WDo0KHs378fDw8PRo4cSdGiRe9V9yIiIvIvdc9GVr7++muSk5NZsmQJffr0YezYsfeqaxEREfkXu2dh5ccff6R69eoAVKhQgT179tyrrkVERORf7J6dBrpx4wa+vr7On61WK6mpqdhsty/B3d1Kvnx+mVtEPj/44rMMzeL5V7r5C/NIFtO6/0/Klw+++OKvzPlXDo2ZfLySv0XrPnu5ZyMrvr6+xMXFOX92OBx3DCoiIiIit9yzsPLoo4+yfv16AHbs2EGpUqXuVdciIiLyL2Yxxph70dGtbwMdOHAAYwyjR4+mePHi96JrERER+Re7Z2FFRERE5K/QTeFERETEpSmsiIiIiEtzmbBy6tQpHn30UYKDg53/TZ06NdP7CQ4O5vDhw395/jNnzvDNN98AsH//frZu3fq36vnggw+IjIxM17Tr16+nf//+f6s/V/dv2Q5+q1evXiQnJ2dKW7dMnDiRDz/8MFPb/LeIjo7mwQcf5NNPP03zesOGDe+6/X/44YdMnDjxb/W9YMECAJKSkli2bNnfaispKYk6deqke/pq1ar9rf6yo39yW/htW2vXrs2Utm45fPgwwcHBmdpmdudS3x0uUaIEUVFR/3QZd7VlyxaOHDlCnTp1+PLLL8mbNy+PP/74P11WtvJv2A5+66233vqnS8h2goKCWLNmDfXr1wdufjBISEjI8n6nT59Oq1atuHjxIsuWLaNp06ZZ3qfc3T+1Ldzy0ksv3bO+5M5cKqzcyaRJk9i6dSvGGNq0acNzzz1HcHAwDz74IAcPHsTb25tKlSqxYcMGrl+/zty5c7FarQwaNIjY2FhiYmJo2rQpLVu2dLYZGxvLoEGDiImJASAsLIwHH3zQ+Xu73c6QIUM4d+4cMTEx1KhRg+7duzNr1iwSExMpXrw4K1euxN3dnTJlypCYmMhbb72F1WqlcOHCDB8+nI8//ph169aRmJjIiRMnaN++PS+99BLbtm1j9OjR5MyZEzc3NypUqABAVFQUa9aswWKxUL9+fVq3bs3hw4cZOHAgXl5eeHl5kTNnznu67F3JP7EdREdHM2vWLNzd3Tl37hzNmzdny5Yt7Nu3j9atW9OyZUvq1KnDZ599xrp165g9ezY2m42CBQsyfvx4tm/fzrhx47DZbPj7+zNx4kQ8PT0JDw/n+PHjOBwOQkJCqFKlCl988QXTp08nd+7cpKSkEBQUdM+XsasoXbo0x44d4/r16/j7+7N69WoaNmzI2bNngZsjIF9++SWpqan4+fn9YXTydvvSb33++ecsXLjQ+fPkyZNZsmQJ165dY+jQoaSmpnLo0CGmTp3Ka6+9dttt5Nlnn+XRRx/l6NGj5MmTh8jISBITE+nbty/Xr1+nSJEizvb379/PyJEjAQgICGD06NF4e3szePBgDh06ROHChTN9dC67yOptoWHDhlSqVIkDBw4QGBhInjx52LZtGx4eHsyaNYsZM2aQN29e6tWrR0hICMYYUlJSGDZsGMWKFaNnz57cuHGDxMRE+vXrR5UqVfjss8+YN28ebm5uPPbYY/Tt25cLFy7Qt29fjDHky6fbR2aYcREnT540FStWNK1atXL+d+7cOfPdd9+ZkJAQY4wxiYmJplGjRubatWumVatW5qOPPjLGGNOuXTuzYMECY4wxb775pvnqq6/Mnj17zBdffGGMMebcuXPmmWeeMcYY06pVK3Po0CEzfvx4s3DhQmOMMUePHjXNmzf/Qz1Lly519lu5cmVjjDErVqwwEyZMMMYYM2XKFLNo0SLjcDjMs88+ay5dumSMMeatt94yS5YsMStWrDDt2rVz9lGvXj1jjDEvvfSSOXLkiDHGmCFDhpgpU6aYgwcPmubNm5vU1FRjt9tNcHCwOXz4sOnevbvZsGGDMcaYmTNnmtDQ0Exd7q7G1baDLVu2mPr165vk5GSzfft2U6NGDZOUlGROnDhhGjVqZIwxpnbt2iYxMdF0797drFmzxhhjzMqVK821a9fM2LFjzaxZs4zdbjdfffWVOX36tFm4cKEZP368McaYK1eumPr16xtjjKlbt665cuWKcTgc5o033jArVqzIsuXsyrZs2WJCQkLMO++8Y5YvX24cDodp1aqVWbdunQkNDTV2u91ERkYau91ujLm53rdt2+bcN++0L/3W9OnTTXx8vDHGmMGDBzu3oSeffNIYc3M7bNq0qTHG3HEbKV26tDlz5owxxphmzZqZ7du3m6ioKBMREWGMMWbHjh2mdu3axhhjmjZtag4ePGiMMWbp0qUmIiLCfPPNN6Z3797GGGNOnz5typQpkwVL89/tXmwLtWvXNtu2bTPGGFOvXj3z3XffGWOMefXVV83PP//sPM5/++23pkuXLiYhIcHs3r3bbNu2zRw4cMC8/PLLJjY21hw7dsx89913JiYmxjz33HPO7atv375mw4YNZuzYsWbJkiXGGGM++eQT06pVq3u1GLMFlxpZud3w/+rVq9m7d6/z/F5qaipnzpwBoEyZMgD4+/tTokQJ57+TkpLImzcv8+fP58svv8TX15fU1NQ07R44cIAtW7bw2Wc3b8F+/fr1NL8PCAhg9+7dbNmyBV9f37t+6rly5QoXLlwgJCQEgMTERKpVq0aRIkUoXbo0AA888ICzjfPnzxMYGAjcvFneiRMnOHDgAGfOnKFNmzYAXLt2jRMnTnDw4EHKly/vnPbIkSPpXJr/Xq60HQCULFkSd3d3/Pz8KFKkCB4eHuTMmZOkpKQ00w0YMICZM2fywQcfEBQUxNNPP02nTp2YMWMGr732Gvfddx/ly5fnwIED/Pjjj+zatcv5Xi5duoSvry+5cuUCoGLFin9rGWYHDRs2ZOjQoRQuXJhKlSo5X3dzc8Pd3Z3evXvj7e3NuXPn0qzXO+1Lvx2pypMnD6Ghofj4+HDkyBHn6Obt3GkbyZUrFw888ABwc/9OSkri4MGDzmegPfLII867dB8+fJhhw4YBkJKSQmBgYJp9u0CBAs625I+ycluAtMeQW/f/unUMuaVGjRocO3aMLl26YLPZ6Ny5MyVLluTVV1+ld+/epKamEhwczIkTJ7hy5QodOnQAIC4ujpMnT3Lw4EFeeOEF4Oax/IMPPsj8BZWNuVRYuZ2goCCqVKnCiBEjcDgcTJs2jUKFCv3pfHPnzqVChQq0bNmSLVu2sG7duj+026hRIxo2bMjly5f/cDHdhx9+iJ+fH8OHD+f48eMsXboUYwxubm44HA4ALBYLDoeDXLlycf/99zNt2jT8/PxYu3Yt3t7enD17FovF8ofa8uXLx+HDhylevDi7d+8mZ86cBAUFUaJECd59910sFgvz5s2jVKlSBAUFsX37dmrUqPGffvjjP7UdALddh7ezZMkSunfvTp48eRgyZAhfffUVcXFxvPjii4SGhjJz5kyWLl1KUFAQ999/P506dSIxMZHp06fj7+9PbGwsV65cIXfu3OzevZv7778/fQsnmypcuDDx8fFERUXRu3dvTp48CcC+ffv4+uuvWbZsGQkJCbz00kuY39wu6k770i2xsbFMmTKF7777DoC2bds657/1/9/u53faRm63XQQFBbFjxw6efvppfv75Z+cfzsDAQMaNG0eBAgX48ccfuXjxIjabjU8++YTXXnuN8+fPc/78+UxegtlHVm0Lt6RnH4+OjiZ//vzMnTuX7du3ExERQVhYGHFxccyaNYsLFy7QvHlzli9fzgMPPMDcuXNxd3fnww8/5KGHHuLIkSNs376d0qVLs3v37sxbOP8RLh9W6tSpww8//EDLli2Jj4/n6aefTvNAxDupXbs2Q4cO5eOPPyYgIACr1ZpmdKRTp04MGjSIpUuXcuPGDbp165Zm/qpVq9K7d29+/PFHvLy8KFq0KBcuXKBUqVJMnz6dMmXKULZsWcaPH0/x4sUZNGgQHTp0wBiDj48P48ePd55T/b0JEyY4P9X5+PiQM2dOSpcuTdWqVWnRogXJycmUL1+e++67j/DwcHr16sWcOXPInTs3np5/5fF6/37/1HaQEeXLl6dt27YEBATg4+NDrVq1OHHiBP3798fb2xt3d3eGDx/OfffdR1hYGK1ateLGjRu0bNkSDw8PxowZw+uvv07OnDn13Kz/V79+fT766CMCAwOdf6CKFi2Kl5cXL730Eh4eHuTLl48LFy4457nTvnSLr68vjz76KC+++CLe3t74+/s75y9evDh9+/Zl1KhRpKSkMGHChAxtI6+++ioDBgygRYsWBAUF4e7uDsDQoUMJDQ3FbrcDMGrUKAIDA/nxxx9p2rQpBQoUcI6qye1lxbaQEaVLl6ZXr17Mnz8fNzc3unbtSrFixXjnnXdYtWoV7u7u9OjRg9y5c9OmTRuCg4Ox2+0ULFiQ5557jp49e9KrVy8+/fTTdH3QkrR0B1sRERFxaS5znxURERGR21FYEREREZemsCIiIiIuTWFFREREXJrCioiIiLg0hRURF3Xy5El69OjBK6+8QuvWrenQoQMHDx78W21m9gPUlixZQkpKyh1//9sHf4qI/FUKKyIuKCEhgc6dO9O2bVuWLl3K+++/T7du3Rg+fPg/XVoaM2fOdN487Xa2bNnCTz/9dA8rEpHsSHeeEnFB3377LU888USa2+6XL1+e999/H4CzZ88yePBgkpKS8PT0ZMSIEdjtdvr06cP999/PyZMnKVeuHMOGDbvjA9R++OGH2z58c8WKFTgcDnr06EHVqlWBm4+U+P1D3Hbt2sXFixfp1asXkZGRd33wZ8WKFZk3bx5Dhw6lePHifPDBB1y6dIkOHTrc9kFwIiK/pbAi4oJOnTqV5qm9nTt35saNG1y4cIH58+czbtw4goODqVmzJps3b2bixIn06tWLY8eOMWfOHLy8vHj66ae5ePEi7733Hg0aNOCVV17h008/5YMPPsAYw+DBg1m0aBF58uTh7bffZuXKlc6nQ0+fPj1NPbt27cLPz49JkyZx6NAhbty4QdOmTZk+fTpvvfUWZ8+epUKFCjRt2pSkpCRq1KhBSEgIHTp04MiRI9StW5d58+b94X2eOHGCS5cuMW/ePC5fvsyxY8eyeMmKyL+RwoqIC7r//vvTPAvqVnh45ZVXSE1N5cCBA8ycOZN3330XY4zztu5FihRxPoYgX758zofr/f4Band7+Oath2z+1u0e4vZbGXnwJ/z6DJ7bPQhOROT3FFZEXFDdunWZPXs2O3bscD4R+Pjx45w7dw6LxUJQUBDt2rXj0Ucf5fDhw2zduhW488P1fv8Atbs9fNPN7Y+Xst3uIW5RUVHOh3mm58GfHh4eXLx4keLFi/Pzzz9z3333sX///j88CK527dpZtFRF5N9KYUXEBfn4+DB9+nQmTZrExIkTSU1NxWazMWLECAoWLEhoaChDhw4lKSmJxMREBg0adMe2bvcANTc3tww9fPN2D3EDqFSpEh06dGDIkCF/+uDP1q1bM3z4cB544AHy588PcNsHwYmI/J4eZCgiIiIuTV9dFhEREZemsCIiIiIuTWFFREREXJrCioiIiLg0hRURERFxaQorIiIi4tIUVkRERMSlKayIiIiIS/s/rOQq10OuYa8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "a=['Female attended','Female missed','Male attended','Male missed']\n",
    "b=df.groupby('Gender')['Attendance'].value_counts(normalize=True)*100 \n",
    "plt.bar(a,b,color=['red','red','blue','blue'],alpha=.7,width=.2) ##plotting percentage of appointments missed vs attended by both sexes.\n",
    "plt.title('percent of gender attendance')\n",
    "plt.xlabel('Gender status')\n",
    "plt.ylabel('Percentage')\n",
    "for index, value in zip(a,b):\n",
    "    plt.text(index,value,str(value)+\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_mean=df.groupby('Gender')['Attendance'].mean()\n",
    "x=gender_mean.index\n",
    "y=gender_mean.values\n",
    "plt.bar(x,y,color=['red','blue'],alpha=.7,width=.2); #plotting mean attendance.\n",
    "plt.xlabel('Gender')\n",
    "plt.ylabel('Mean Attendance')\n",
    "plt.title('Mean attendance per gender')\n",
    "for value, index in zip(y,x):\n",
    "    plt.text(index,value,str(value))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> Although Females has the larger number of appointments, Males has a slightly higher attendance percetage among their peers and overall slightly higher attendance mean.\n",
    "#### Second: Age:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1=df[df['Attendance']==1] #creating a df for people who attended.\n",
    "df0=df[df['Attendance']==0] #creating a df for people who missed.\n",
    "one=( df1.groupby('Age categories')['Attendance'].count()).values\n",
    "zero=( df0.groupby('Age categories')['Attendance'].count()).values\n",
    "ind=np.arange(13)\n",
    "width=.35\n",
    "#plotting both in the same graph.\n",
    "plt.bar(ind, one, width, color='green', alpha=.7, label='Attended');\n",
    "plt.bar(ind + width, zero, width, color='r', alpha=.7, label='Missed');\n",
    "locations = ind + width / 2\n",
    "labels =  ['pregnant woman', 'baby-10', '10-20', '20-30', '30-40',\n",
    "                  '40-50', '50-60', '60-70', '70-80', '80-90', '90-100',\n",
    "                  '100-110', '110-120'];\n",
    "plt.xticks(locations, labels,rotation='vertical');\n",
    "plt.xlabel('Age categories');\n",
    "plt.ylabel('Number of appointments');\n",
    "plt.title('Number of appointments for each Age category');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Age counts shows that more appointments are missed as we move for older age but due to the low number of appointments we can't be sure so we have to look to means and percetages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.groupby('Age categories')['Attendance'].mean().plot(kind='bar'); #plotting mean attendance vs age cats.\n",
    "plt.ylabel('Mean attendance');\n",
    "plt.xlabel('Age categories');\n",
    "plt.title('Age categories vs Mean attendance');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">- Mean attendance for the pregnant woman and the group fro, 100-110 is one due to the lack of data (only one pregnant woman).\n",
    "<br> \n",
    ">-The distribution of means in the middle shows that from ages 10 to 70 people tend not to miss this appointments more as they grow up, then the means falls as they get pass 70. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "percent_attended=one*100/df.groupby('Age categories')['Attendance'].count() #creating percentages\n",
    "percent_missed=zero*100/df.groupby('Age categories')['Attendance'].count()\n",
    "ind=np.arange(13)\n",
    "width=.35\n",
    "plt.bar(ind, percent_attended, width, color='green', alpha=.7, label='Attended'); #plotting them\n",
    "plt.bar(ind + width, percent_missed, width, color='r', alpha=.7, label='Missed');\n",
    "locations = ind + width / 2\n",
    "labels =  ['pregnant woman', 'baby-10', '10-20', '20-30', '30-40',\n",
    "                  '40-50', '50-60', '60-70', '70-80', '80-90', '90-100',\n",
    "                  '100-110', '110-120'] ;\n",
    "plt.xticks(locations, labels,rotation='vertical');\n",
    "plt.xlabel('Age categories');\n",
    "plt.ylabel('percetage');\n",
    "plt.title('percentage of appointments for each Age category');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "locations=[0,1]\n",
    "mean_age=df.groupby('Attendance')['Age'].mean().values\n",
    "plt.bar(locations,mean_age,alpha=.7,width=.35,color=['r','g']); #plotting mean age for both categories of attendance.\n",
    "plt.xlabel('Patient attended');\n",
    "plt.ylabel('Mean Age');\n",
    "for index, value in zip(locations,mean_age):\n",
    "    plt.text(index,value,str(value)+\"%\")\n",
    "plt.xticks(locations,['No','Yes']);\n",
    "plt.title('Mean age vs attendance status');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">- The mean age of patients shows that slightly older patients tend to keep theri appoitments.\n",
    "<br>\n",
    "> \n",
    "### Question 2: Is there any co-relation between the attendance and the medical condition of the person, that includes (Hipertension, Diabetes, Alcoholism, Handicap)?<br> \n",
    "### Question 3:Is reminding the patient with an SMS helps?\n",
    "### Question 4: what effect does the scholarship have? \n",
    "### Question 5:How different is the medical profile of people who attend and who don't? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inter=['Scholarship','Hypertension','Diabetes','Alcoholism','SMS_received','Handicaped'] #list of all interest columns.\n",
    "\n",
    "for col in inter: #loop to plot graphs of counts and percentages.\n",
    "    data=df.groupby(col)['Attendance'].value_counts()\n",
    "    data_per=df.groupby(col)['Attendance'].value_counts(normalize=True)*100\n",
    "    x_labels=['No '+col+' Attended','No '+col+' Missed',col+\" Attended\",col+\" missed\"]\n",
    "    plt.figure(figsize=(8,5))\n",
    "    plt.bar(x_labels ,data,color=['b','r','b','r'],alpha=.7,width=.2)\n",
    "    plt.title('count of appointments Vs '+col)\n",
    "    plt.xlabel('status')\n",
    "    plt.ylabel('Number of appointments')\n",
    "    for index, value in zip(x_labels,data.values):\n",
    "        plt.text(index,value,str(value))\n",
    "    \n",
    "    plt.figure(figsize=(8,5))\n",
    "    plt.bar(x_labels,data_per,color=['b','r','b','r'],alpha=.7,width=.2)\n",
    "    plt.title('percent of attendance Vs '+col)\n",
    "    plt.xlabel('status')\n",
    "    plt.ylabel('Percentage')\n",
    "\n",
    "    for index, value in zip(x_labels,data_per):\n",
    "        plt.text(index,value,str(value)+\"%\")\n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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RETETgHLlyjN37gIAEhJ2s2DB23Tt2oPPPluFu7sHCxYs5tixo8yaNZWZM+eycOF7PPnkM7Ru3Y4JE/7F999/R71697Bq1XLefz+SrKwsnn/+aVq0aMmHHy6iUaMABgx4iu3bt/Luu/MYOXIM06dP4fXXp3LnnVUYMeIlDhzYT6tWbWjV6upU3suWfUjDho2dIePMmdMsX77UObU5wP79PzFt2hSSk886X9u69QfeeWcOKSkpzteioj6iefMW9OnzGMeOHWX8+NdYuPCjG9Zw7lwyx44l8d57S7h06RLDhw/hgw8iyczM4I03XuennxK4776OAKSmpvLee/NZtOgjvLy8efnl52nW7F6Cg7sSHNwVgBkz3qBz50cUMkSKgc2bzR1H27Vrz4ED+5k5c+51M0TPnj2dbdt+oE4df4A/NCYdPLg/z7p//vkAq1at4tq8p/Xq1SMyMhKAL7/8kgoVKtC+fXtWr15NTk4Oy5cv58yZM3z55ZcAHDt2jFdffZXTp0/z6KOPArBx40YSExNZtWoVqampPPPMM6xevZq3336bLl260LNnTxYsWEBUVBRPPPEEAMuXL+fgwYO0aNECgG+//dbZX2xsLLNnz2bOnDk3/Xx06aSQ7d4dT8uWrQFo0KAh+/fvu24bwzCYNWsar7wyEqvVSmJiovOLv3r1uzh6NBEAf/+6XLp0CcMwSE9Pw9XVlX379tKwYWPc3Nzw8vKiSpVqHD78M0ePHnG20ahRY3bvjictzUZ2dhZVqlTFYrFw772tiYv77xTkZ8+e4auvvuDJJ58FIDMzk+nTpzB8+Mhc9WZlZTF58jSqV//v1N4uLhZmz36b0qVLO1/r0+cxunW7OkV4To4dN7eSedZw9OgRWrZshYuLCz4+Pri4uHD+/DkyM7N46KHODBjwlLPdX345QZ06/pQuXQYXFxfuvvse9u7d41y/f/9PJCYedvYtIkWb2eOow+HgxInjTJ36OoMHP8Xatf92ttuwYSNeeWWUc/mPjEl51X3xYirz589l9Oj/nom5Jj09nTlz5vDaa68B8N1331GpUiUGDhzIv/71Lzp27OjcbtKkSbRs2dL53kOHDhEYGIiLiwtly5bFarWSnJxMXFwcgYGBALRv357vv/8egB9//JFdu3YREhLibKNGjRrY7XYcDgc2mw1X1/zPV5gSNBwOB2PHjiUkJITQ0FCSkpJyrV+zZg09evSgV69eLFu2zIwSioy0tDQ8Pb2cyy4uLrnODgDExm6iRo2aVK9+FwB16vjz/febMQyDhIQ9nDuXjN1up2rVasyePZ3HH3+UlJQUmjRpdl37Hh4e2Gw26tSpy3ffbQLgu+82kZGRQVpaGh4entdte01U1Ef06fMYbm5uAMyaNZV+/ULx9a2Qq95GjQKoWLFSrtdatGhFmTI+uV7z9vamZMlSnD9/jokTx/Dccy/kWUOdOnXZuvUHcnJyOHnyBEePHiEjI4PSpUtz772tcrVbtWp1EhOPkJJynoyMDOLitpORccW5/sMPFzkvx4hI0Wf2OJqRcYVevfowduxEZsyYw6efruLQoZ8B6NTpgVz9/JEx6UZ1Z2VlERExkX/+cxienp783qpVq3jooYcoW7YscPWSdFJSEu+++y7PPvsso0ZdDT133333dZc06tWrx+bNm8nOzub48eMcOnSIK1euYLPZnGd3PT09uXz5MmfPnmXu3LmMHTs2VxseHh6cPHmShx9+mDFjxhAaGnrzDweTLp3ExMSQlZVFVFQU8fHxREREMH/+fOf6qVOnsnbtWjw8POjcuTOdO3emTJkyZpTyl+fp6Ul6+n8fNmMYxnUJ8auvvqR3777O5c6dHyEpKZEhQ56jYcPG1K17N1arlTffnMG8ee9Rs2YtPvlkBXPnzqZly1a52k9PT8fb25vQ0CeYPXs6L730PC1btqZixYp4enpy5Urubb28rv7xORwOYmO/Y+DA5wE4dy6ZXbt+5MSJ4yxcuIBLly4ybtwoJkyY8of2//DhQ4wbN5oXXnjp12Bku2EN997bin379vLPfw6idu061K1bj9Klb/w3U7p0aYYMGcZrr/0fFSpUwN//bmfIuXz5MseOHaVp0+Z/qE4R+esyexx9+eVX6NOnH6VKlQKgWbPmHDp0kNq169xSfXmNSTeq+9Chgxw/fpzp06dgGHYOHTrE66+/7jyDER0dzVtvveV8j4+PD/fff/+vZ4Dv5ejRo3nW0a5dO/bs2UNYWBh333039evXx8fHBy8vL9LS0ihVqhRpaWmULl2adevWceHCBQYOHEhycjIZGRnUrFmTAwcO0K5dO4YPH86pU6cICwsjOjqakiVL5tmvKWc0fnsaJiAggISEhFzr69aty+XLl8nKysIwDCwWixllFAkNGzZmy5ZYABIS9lCzZu3rtjlwYB8NGzZ2Lu/f/xONGgUwd+4C7ruvA3feWQW4+sd8LQGXL+/L5cuXqFevPrt3/0hmZiY2m42kpERq1KhFfPyPPPRQZ958823uvPNOGjZsjKenF66uJTh58gSGYbBt2w80btwEgCNHDuPn50fJkqWc7X/88Wrmzl3A3LkLKF26zB8OGYmJRxgz5lXGjZtE69ZtAfKs4dixJO64oyxvv/0+jz8ehsViyfP+ipycHPbu3cO8ee/xr3+Fc+zYURo2DABg166dNG9+7x+qU0T+2sweR48fP8bgwc9gt9vJyclh9+5d+Pvffcv15TUm3ajue+5pwNKlK5g7dwEzZ86kdu3azpBx7XuzcuXKzrabNWvGt99+++s+7c+17vcSExMpV64cy5Yt49lnn8VisVC6dGmaNm3qbGPTpk00a9aMAQMGsHr1aiIjIxk4cKDzHo7SpUs7x94yZcqQk5OD3W6/6f6bckbDZrM578YFsFqt5OTkOBNmnTp16NWrF+7u7gQFBeW6bn8jVqsFHx8PM0otVFarC4880pldu+J44YVnAIOJE18nNnYD6enp9O7dh5SUFLy9vbjjjv+eQqtfvy4jRixg5cpleHt7Ex4+CR8fDyZNmsTEiWNwdbXi6lqCCRPCqVKlCgMGDOCf/3wOw3AwdOhQKla8gwYN6jJq1Cg++AAqVqxAePgkvLw8mDBhAq+/Pha73UGbNm1o2/bql/L586eoUeOuPD8Hi4Xr1rm6WvH2LpXrdReXq59lyZIlWbhwPjk52cybNwsAb28v5syZd8MaMjMzWbjwHdati8bNrSTjxo3N1a6HhxulSpVwvubt7cHAgQMoWbIkYWFPcNdddwJw9uwv1KpVo1j+PYn8Hd2ucbRbt0d4/vmncXV1pUeP7jRt2tDZlpdXKUqUcP3DY1L16pWuq/u3bZw5czHXviYmJlKlSpVcr/Xp04dx48bRp08fDMNgwoQJeR6rO++8k82bN7Nq1SpKlizpvCwyePBgXn31VVasWMEdd9zBjBkz8mzjiSeeYPTo0Tz22GNkZ2czdOhQ5y9x8mIxrt3SWoCmTJlC48aNCQ4OBq7eXLJp09X7Afbv38/LL7/MypUr8fDwYMSIEQQFBfHwww/n2V52tr1An2VfztOKSz4H5u/EkZ7O+bSbJ1IRkd/zLGPFw01jKUB6VjppFwt2HC0uc52YckajadOmbNy4keDgYOLj4/H393eu8/b2plSpUpQsWRKr1UrZsmW5dOmSGWXkycXD4+o/wQUAF8OAtMuFXYaIFDEebh5YJmgsBTDGGaShcfRGTAkaQUFBxMbG0rdvXwzDYPLkyURHR5Oenk5ISAghISE89thjlChRgurVq9OjRw8zyhAREZFCZsqlk4JW0JdOfH29dUbjtwyD5GQlcRH5Y3x9vXVG41fGuIIfR4vLpRM9sEtERERMo6AhIiIiplHQEBEREdMoaIiIiIhpFDRERETENAoaIiIiYhoFDRERETGNgoaIiIiYRkFDRERETKOgISIiIqZR0BARERHTKGiIiIiIaRQ0RERExDQKGiIiImIaBQ0RERExjYKGiIiImEZBQ0REREyjoCEiIiKmUdAQERER0yhoiIiIiGkUNERERMQ0ChoiIiJiGgUNERERMY2ChoiIiJhGQUNERERM42pGow6Hg/Hjx3PgwAHc3NyYNGkSfn5+ACQnJzNs2DDntvv27WP48OH069fPjFJERESkEJkSNGJiYsjKyiIqKor4+HgiIiKYP38+AL6+vkRGRgLw448/MmvWLPr06WNGGSIiIlLITAkacXFxBAYGAhAQEEBCQsJ12xiGwcSJE5k+fTpWq9WMMkRERKSQmRI0bDYbXl5ezmWr1UpOTg6urv/tbsOGDdSpU4eaNWvm257VasHHx8OMUuVXOr4iIn+OxtEbMyVoeHl5kZaW5lx2OBy5QgbAmjVrGDBgwC21Z7cbpKamF1h9vr7eBdZWcVGQx1dE/h40luZW0ONocTm+pvzqpGnTpmzatAmA+Ph4/P39r9tm7969NG3a1IzuRURE5C/ClDMaQUFBxMbG0rdvXwzDYPLkyURHR5Oenk5ISAgpKSl4enpisVjM6F5ERET+IiyGYRiFXUR+srPtBX/pRCHnvwyD5OTLhV2FiBQxvr7eWCZoLAUwxhX8OKpLJyIiIiL5UNAQERER0yhoiIiIiGkUNERERMQ0ChoiIiJiGgUNERERMY2ChoiIiJhGQUNERERMo6AhIiIiplHQEBEREdMoaIiIiIhpFDRERETENAoaIiIiYhoFDRERETGNgoaIiIiYRkFDRERETKOgISIiIqZR0BARERHTKGiIiIiIaRQ0RERExDQKGiIiImIaBQ0RERExjYKGiIiImEZBQ0REREzjakajDoeD8ePHc+DAAdzc3Jg0aRJ+fn7O9bt37yYiIgLDMPD19WXatGmULFnSjFJERESkEJlyRiMmJoasrCyioqIYPnw4ERERznWGYTBmzBimTJnCxx9/TGBgICdPnjSjDBERESlkppzRiIuLIzAwEICAgAASEhKc6xITE/Hx8WHJkiUcPHiQ++67j5o1a5pRhoiIiBQyU4KGzWbDy8vLuWy1WsnJycHV1ZULFy7w448/MmbMGPz8/Bg0aBANGjSgdevWebZntVrw8fEwo1T5lY6viMifo3H0xkwJGl5eXqSlpTmXHQ4Hrq5Xu/Lx8cHPz4/atWsDEBgYSEJCwk2Dht1ukJqaXmD1+fp6F1hbxUVBHl8R+XvQWJpbQY+jxeX4mnKPRtOmTdm0aRMA8fHx+Pv7O9dVq1aNtLQ0kpKSANixYwd16tQxowwREREpZKac0QgKCiI2Npa+fftiGAaTJ08mOjqa9PR0QkJCeP311xk+fDiGYdCkSRPuv/9+M8oQERGRQmYxDMMo7CLyk51tL/hLJxZLgbVX5BkGycmXC7sKESlifH29sUzQWApgjCv4cVSXTkRERETyoaAhIiIiplHQEBEREdMoaIiIiIhpFDRERETENAoaIiIiYhoFDRERETGNgoaIiIiYRkFDRERETKOgISIiIqZR0BARERHTKGiIiIiIaRQ0RERExDQKGiIiImIaBQ0RERExjYKGiIiImEZBQ0REREyjoCEiIiKmUdAQERER0yhoiIiIiGkUNERERMQ0ChoiIiJiGgUNERERMY2ChoiIiJjG1YxGHQ4H48eP58CBA7i5uTFp0iT8/Pyc6xctWsSqVasoW7YsABMmTKBmzZpmlCIiIiKFyJSgERMTQ1ZWFlFRUcTHxxMREcH8+fOd6/fu3csbb7xBgwYNzOheRERE/iJMCRpxcXEEBgYCEBAQQEJCQq71e/fuZcGCBSQnJ3P//ffz3HPPmVGGiIiIFDJT7tGw2Wx4eXk5l61WKzk5Oc7lzp07M378eJYsWUJcXBwbN240owwREREpZKac0fDy8iItLc257HA4cHW92pVhGISFheHt7Q3Afffdx08//USHDh3ybM9qteDj42FGqfIrHV8RkT9H4+iNmRI0mjZtysaNGwkODiY+Ph5/f3/nOpvNRpcuXfjiiy/w8PBg69at9OrV66bt2e0GqanpBVafr693gbVVXBTk8RWRvweNpbkV9DhaXI7vLQWNH374gePHj9OoUSNq1KhByZIlb7p9UFAQsbGx9O3bF8MwmDx5MtHR0aSnpxMSEsLQoUMZMGAAbm5utG7dmvvuu69AdkZERET+WiyGYRg322DmzJmcPn2aw4cP079/fzZv3szMmTNvV30AZGfbC/6MhsVSYO0VeYZBcvLlwq5CRIoYX19vLBM0lgIY4wp+HC0uZzTyvRk0Li6OqVOn4uHhQY8ePThx4sTtqEtERESKgXyDht1uJzMzE4vFgt1ux8VFDxMVERGRW5PvPRphYWH07NmTlJQUevfuzRNPPHEbyhIREZHiIN+g8fDDDxMQEEBycjLly5fnzjvvvB11iYiISDGQ73WQuXPnsmTJEho1akRERAQLFiy4HXWJiIhIMZBv0NiwYQMjR44E4K233mLDhg2mFyUiIiLFQ75Bw2KxkJWVBUB2djb5/BpWRERExCnfezT69u1L165d8ff358iRIzzzzDO3oy4REREpBvINGr1796ZTp04cP36catWqUbZs2dtRl4iIiBQD+QaNffv2ERUVRWZmpvO1KVOmmFqUiIiIFA/5Bo2RI0fSv39/KlWqdDvqERERkWIk36BRvnx5evfufTtqERERkWIm36BRpUoVFixYQL169bD8OhFZu3btTC9MREREir58g0Z2djaJiYkkJiY6X1PQEBERkVuRb9D4/Y2fZ8+eNa0YERERKV7yDRpvvfUWy5YtIzs7m4yMDO666y4+//zz21GbiIiIFHH5Phl006ZNbNq0ia5du/LFF19QsWLF21GXiIiIFAP5Bg0fHx/c3NxIS0vDz8+PK1eu3I66REREpBjIN2hUqlSJVatW4e7uzowZM7DZbLejLhERESkGLEY+s6Q5HA5OnTpFmTJl+PTTT2ndujW1a9e+XfUBkJ1tJzU1vcDa8/X1hl9/qiuAYZCcfLmwqxCRIsbX1xvLBI2lAMa4gh9HfX29C7S9wpLnzaCfffbZda95e3uTkJBw24OGiIiIFE15Bo3Dhw8DEB8fj7u7O02aNGHPnj3k5OTQvXv321WfiIiIFGF5Bo3hw4cD8PTTT7NgwQLn60899ZT5VYmIiEixkO/NoCkpKVy6dAmACxcukJqaanZNIiIiUkzk+8CuQYMG0atXL7y8vLDZbEyePPl21CUiIiLFQL5B48EHH+TBBx/k/Pnz+Pj4YLVa823U4XAwfvx4Dhw4gJubG5MmTcLPz++67caMGUOZMmV45ZVX/rfqRURE5C8t36ARGxvL4sWLyczMdL724Ycf3vQ9MTExZGVlERUVRXx8PBEREcyfPz/XNsuXL+fgwYO0aNHifyxdRERE/upuaVK10aNHU6lSpVtuNC4ujsDAQAACAgJISEjItf7HH39k165dhISEcOTIkT9YsoiIiBQV+QaNypUr06ZNmz/UqM1mw8vLy7lstVrJycnB1dWVs2fPMnfuXObOncuXX355S+1ZrRZ8fDz+UA3yx+j4ioj8ORpHbyzfoFGuXDnGjh3LPffcg+XXp2mGhITc9D1eXl6kpaU5lx0OB66uV7tat24dFy5cYODAgSQnJ5ORkUHNmjXp2bNnnu3Z7UbBPxlUcinI4ysifw8aS3Mr6HG0uBzffING1apVATh37twtN9q0aVM2btxIcHAw8fHx+Pv7O9cNGDCAAQMGALB69WqOHDly05AhIiIiRVe+QePFF1/k+++/58SJEzRq1IgaNWrk22hQUBCxsbH07dsXwzCYPHky0dHRpKen53s2RERERIqPfCdVmzlzJqdPn+bw4cP079+fzZs3M3PmzNtVH6BJ1UynSdVE5H+gSdX+S5Oq5S3fJ4PGxcUxdepUPDw86NGjBydOnLgddYmIiEgxkG/QsNvtZGZmYrFYsNvtuLjk+xYRERER4Bbu0QgLC6Nnz56kpKTQu3dvnnzyydtRl4iIiBQD+QaNJk2asGzZMpKSkqhataomVRMREZFblud1kIMHD7J582aee+459uzZw6VLl0hISGDo0KG3sz4REREpwvI8o3Hp0iW++OILzp8/z+effw6AxWLhscceu23FiYiISNGWZ9Bo3rw5zZs3Z/fu3TRq1Mj5+rZt225LYSIiIlL05Rk0duzYweHDh1m0aJHzBlC73c6yZctYu3btbStQREREiq48g0bp0qVJTk4mKyuL5ORk4Oqlk65du9624kRERKRoyzNo+Pv74+/vT+/evTlz5gxLly4lNjaWBx988HbWJyIiIkVYnkEjKyuLzz//nI8++gg3NzdsNhvr16+nVKlSt7M+ERERKcLy/Hlrx44dOXDgANOnT2fZsmVUqFBBIUNERET+kDzPaAwYMIC1a9dy8uRJHn30UfKZe01ERETkOnme0Rg4cCBr1qwhNDSUtWvXkpCQwLRp0zh48ODtrE9ERESKsHxnSLv33nuZNm0a33zzDZUqVeL//u//bkddIiIiUgzc8lSspUuXJjQ0lM8++8zEckRERKQ40ZzvIiIiYhoFDRERETGNgoaIiIiYRkFDRERETKOgISIiIqZR0BARERHTKGiIiIiIaRQ0RERExDSmBA2Hw8HYsWMJCQkhNDSUpKSkXOu/+uorevXqxaOPPsrKlSvNKEFERET+AvKcVO3PiImJISsri6ioKOLj44mIiGD+/PkA2O12ZsyYwSeffIKHhwfBwcF06tSJsmXLmlGKiIiIFCJTgkZcXByBgYEABAQEkJCQ4FxntVr54osvcHV15fz58wB4enqaUYaIiIgUMlMundhsNry8vJzLVquVnJwc57Krqytff/013bp1o3nz5ri6mpJ3REREpJCZ8g3v5eVFWlqac9nhcFwXJh544AH+8Y9/MHLkSD777DN69eqVZ3tWqwUfHw8zSpVf6fiKiPw5GkdvzJSg0bRpUzZu3EhwcDDx8fH4+/s719lsNgYNGsTChQtxc3PD3d0dF5ebn1ix2w1SU9MLrD5fX+8Ca6u4KMjjKyJ/DxpLcyvocbS4HF9TgkZQUBCxsbH07dsXwzCYPHky0dHRpKenExISQteuXXn88cdxdXWlbt26PPLII2aUISIiIoXMYhiGUdhF5Cc7217wZzQslgJrr8gzDJKTLxd2FSJSxPj6emOZoLEUwBhX8ONocTmjoQd2iYiIiGkUNERERMQ0ChoiIiJiGgUNERERMY2ChoiIiJhGQUNERERMo6AhIiIiplHQEBEREdMoaIiIiIhpFDRERETENAoaIiIiYhoFDRERETGNgoaIiIiYRkFDRERETKOgISIiIqZR0BARERHTKGiIiIiIaRQ0RERExDQKGiIiImIaBQ0RERExjYKGiIiImEZBQ0REREyjoCEiIiKmUdAQERER0yhoiIiIiGlczWjU4XAwfvx4Dhw4gJubG5MmTcLPz8+5fu3atSxZsgSr1Yq/vz/jx4/HxUWZR0REpLgx5ds9JiaGrKwsoqKiGD58OBEREc51GRkZzJ49mw8//JDly5djs9nYuHGjGWWIiIhIITMlaMTFxREYGAhAQEAACQkJznVubm4sX74cd3d3AHJycihZsqQZZYiIiEghM+XSic1mw8vLy7lstVrJycnB1dUVFxcXypcvD0BkZCTp6em0bdv2pu1ZrRZ8fDzMKFV+peMrIvLnaBy9MVOChpeXF2lpac5lh8OBq6trruVp06aRmJjInDlzsFgsN23PbjdITU0vsPp8fb0LrK3ioiCPr4j8PWgsza2gx9HicnxNuXTStGlTNm3aBEB8fDz+/v651o8dO5bMzEzefvtt5yUUERERKX5MOaMRFBREbGwsffv2xTAMJk+eTHR0NOnp6TRo0IBVq1bRvHlzwsLCABgwYABBQUFmlCIiIiKFyGIYhlHYReQnO9te8JdO8rlc87diGCQnXy7sKkSkiPH19cYyQWMpgDGu4MdRXToRERERyYeChoiIiJhGQUNERERMo6AhIiIiplHQEBEREdMoaIiIiIhpFDRERETENAoaIiIiYhoFDRERETGNgoaIiIiYRkFDRERETKOgISIiIqZR0BARERHTKGiIiIiIaRQ0RERExDQKGiIiImIaBQ0RERExjYKGiIiImEZBQ0REREyjoCEiIiKmUdAQERER0yhoiIiIiGkUNERERMQ0ChoiIiJiGlOChsPhYOzYsYSEhBAaGkpSUtJ121y5coW+ffty+PBhM0oQERGRvwBTgkZMTAxZWVlERUUxfPhwIiIicq3fs2cPjz/+OMePHzejexEREfmLMCVoxMXFERgYCEBAQAAJCQm51mdlZTFv3jxq1qxpRvciIiLyF+FqRqM2mw0vLy/nstVqJScnB1fXq901a9bsD7VntVrw8fEo0BolNx1fEZE/R+PojZkSNLy8vEhLS3MuOxwOZ8j4X9jtBqmp6QVRGgC+vt4F1lZxUZDHV0T+HjSW5lbQ42hxOb6mXDpp2rQpmzZtAiA+Ph5/f38zuhEREZG/OFPOaAQFBREbG0vfvn0xDIPJkycTHR1Neno6ISEhZnQpIiIif0EWwzCMwi4iP9nZ9oK/dGKxFFh7RZ5hkJx8ubCrEJEixtfXG8sEjaUAxriCH0d16UREREQkHwoaIiIiYhoFDRERETGNgoaIiIiYRkFDRERETKOgISIiIqZR0BARERHTKGiIiIiIaRQ0RERExDQKGiIiImIaBQ0RERExjYKGiIiImEZBQ0REREyjoCEiIiKmUdAQERER0yhoiIiIiGkUNERERMQ0ChoiIiJiGgUNERERMY2ChoiIiJhGQUNERERMo6AhIiIiplHQEBEREdMoaIiIiIhpTAkaDoeDsWPHEhISQmhoKElJSbnWb9iwgV69ehESEsKKFSvMKEFERET+AkwJGjExMWRlZREVFcXw4cOJiIhwrsvOzmbKlCksXLiQyMhIoqKiSE5ONqMMERERKWSmBI24uDgCAwMBCAgIICEhwbnu8OHDVK9enTJlyuDm5kazZs3YsWOHGWWIiIhIITMlaNhsNry8vJzLVquVnJwc5zpvb2/nOk9PT2w2mxlliIiISCFzNaNRLy8v0tLSnMsOhwNXV9cbrktLS8sVPG6kRAkrvr433+YPM4yCba+IK/DjKyJ/C8Y4jaXXaBy9MVPOaDRt2pRNmzYBEB8fj7+/v3NdrVq1SEpKIjU1laysLHbs2EGTJk3MKENEREQKmcUwCv6f9g6Hg/Hjx3Pw4EEMw2Dy5Mn89NNPpKenExISwoYNG5g3bx6GYdCrVy8ef/zxgi5BRERE/gJMCRoiIiIioAd2iYiIiIkUNERERMQ0ChoiIiJimiIfNLZu3crQoUP/dDtz5szh448//sPvGzlypPMXNrdTZmYmK1euvOG6L774goCAAM6cOeN87X+pMzQ0lMOHD9/Sttfa37RpE1FRUX+oHxH5ayvO4+yCBQto164dmZmZztf+yNh3TceOHXO1cTPX2l+9ejXr16//Q/0URUU+aPxdJScn5xk0Vq5cSf/+/QtlHpn27dsTEhJy2/sVEflfREdHExwczOeff37b++7ZsyedOnW67f3ebqY8sOtGriU3m83GhQsXeOGFF3jwwQfZtm0bs2bNwmq1Uq1aNcLDwwEYPXo0x48fx2638+STTxIcHExoaCg1atQgMTERwzCYNWtWrj6+/PJLFi9ejIuLC82aNeOVV15xrtu3bx+zZ8/m3XffZe3atSxYsIA1a9awY8cO/v3vf1OhQgXWr1/PunXrSE1N5aWXXqJjx46sWbOGJUuW4Obmxl133UV4eDglSpTI1W9UVBTvv/8+NpuN8ePH06hRI2bMmEFCQgJpaWnUqlWLKVOmEBcXxxtvvIGrqyulS5dm+vTpuZ6gOnLkSNzc3Dh58iRnz54lIiKC+vXr37CGd955h0OHDjF37lxefPFFZxvHjx/n4sWLPPfcc/To0YNBgwblqjcjI4NRo0bxyy+/kJ2dzZgxY2jQoMENjzfAvHnzOHfuHFeuXGHmzJlUq1aNiIgI4uLiAOjSpQthYWG5PucjR44wZMgQXnrpJWw2GxkZGYwYMYKWLVsSFBREkyZNSEpKolWrVly+fJndu3dTo0YNpk2b9mf/zET+1jTO5j/O/tbWrVupXr06ffv2ZcSIEfTs2TPX+vPnzzNy5EguX76MYRi88cYblC1blhEjRmCz2bDb7bz00ku0bt0agPHjx3PixAkA5s6di4eHR55jK1w9w1O+fHkefPBBXn75ZQzDIDs7mwkTJuDp6cnQoUOpXLkyJ06coHPnzvz888/89NNP3H///QwbNux//Cu5/W5b0ABIT09n0aJFpKSk0Lt3bzp27MiYMWNYtmwZ5cqVY/bs2Xz66adkZWVxxx13MG3aNGw2Gz179qRVq1bA1YeBhYeH89FHH/Huu+8SFBQEQGpqKnPmzOGTTz7B3d2dESNGEBsbS9u2bQGoV68ev/zyC5mZmWzevBmLxcK5c+fYsGEDQUFB7Nq1i4oVK/L666+zdetW3n//fZo0acKcOXP49NNP8fLyYvLkyURFRdG/f/9c+1W/fn2ef/55Vq9ezerVq6lZsyalS5dm0aJFOBwOOnfuzJkzZ4iJiSEoKIinn36aDRs2cOnSpev+B7jzzjsJDw9nxYoVREVFMXTo0BvWMGjQIA4ePJgrZACsWrWKXr164e3tTUBAAN98802uP+zly5dTpUoVZs2axcGDB/n+++/Zu3dvnsf7vvvuo1u3bsyZM4d169ZRu3ZtTpw4wYoVK8jJyeGxxx5zbvtbx44d49y5cyxevJjz589z9OhRAE6ePMmSJUvw9fXl3nvvZeXKlYwZM4ZOnTpx6dIlSpcu/Sf+wkRE42z+4+w1K1eupHfv3tSsWRM3Nzd27dpF48aNnevnz59Px44d6devHz/88AO7d+9m3759tGnThrCwMM6cOUO/fv2IiYkBoFevXjRv3pyRI0cSGxtLSkpKnsf4t3bv3o23tzczZszg0KFD2Gw2PD09OX78OAsXLiQjI4NOnTqxadMm3N3d6dChg4JGXlq0aIGLiwvly5endOnSnD17lrNnz/Lyyy8DV/+13bZtWy5evEibNm2Aq48sr1WrFsePHwfI9T/Chg0bnG0fO3aMlJQUBg4cCFx9tPm191zTrl07tm7dyqlTp+jatSvff/89O3bsYOjQoezatYv69esDUL58eTIyMjh+/Di1a9d2/pG2aNGC77777rr9+v37SpYsSUpKCsOGDcPDw4P09HSys7MZNGgQ77zzDmFhYVSsWJFGjRpd11a9evUAqFSpEjt37syzhvvvv/+699rtdqKjo6lSpQobNmzg4sWLLF26NFfQOHLkCO3btwfA398ff39/JkyYkOfxbtCggXPfzp07x+HDh2nevDkWi4USJUrQuHHjG17LrFOnDo8//jjDhg0jJyeH0NBQAHx8fLjzzjsB8PDwoHbt2gB4e3vf8vVNEcmbxtn8x1mAixcvsmnTJlJSUoiMjMRms7F06dJcQSMxMZFHH30UwHnWYu3atXTt2hWAihUr4uXlRUpKCpB7vMzIyODw4cN5HuPfat++PUePHuX555/H1dWVwYMHA1CtWjW8vb1xc3OjfPny+Pj4AGCxWG64T39Vt/Uejb179wJw7tw5bDYblSpVolKlSrz99ttERkYyaNAgWrZsSa1atZwzutpsNg4ePEjVqlUBnDPB7ty50/klBVC1alUqV67snH6+f//+uf5gAP7xj3/w3nvvUbduXdq1a8dHH32En5+f8xTd7z+8qlWrcvjwYdLT0wHYtm0bNWrUuG6/fv++TZs2cerUKWbOnMmwYcPIyMjAMAyio6Pp0aMHkZGR1KlT54b3UNxqDS4uLjgcjlzbfvvttzRo0IDIyEg++OADVq1axfnz59m/f79zm1q1arFnzx7g6mWW4cOH3/R4/16tWrWcl02ys7P58ccf8fPzu267AwcOkJaWxoIFC4iIiGDixIk33D8RKVgaZ/MfZwHWrFlDr169WLhwIR988AErVqxwnoW45rfj5fbt25k2bVqu43bmzBkuXbqUZwC41bF169atVKhQgYULFzJ48GBmzpx5w/aKqtt6RuPcuXOEhYVx+fJlxo0bh9Vq5bXXXmPgwIEYhoGnpydTp06lWbNmjBkzhn79+pGZmcmLL75IuXLlAPj0009ZvHgx7u7uTJ06lYMHDwJQtmxZnnjiCUJDQ7Hb7VSpUoWHH344V/9NmzYlMTGRZ555hrvvvpuTJ0/yzDPP5Flv2bJlGTJkCAMGDMDFxYXq1avnuh6Zl0aNGvH222/Tp08f3NzcqFatGmfPnqVhw4aMHDkSDw8PSpQo4bxOejM3qyE7O5tp06YxYsQIAFasWEHv3r1zvf/RRx/lo48+ci737duX0aNH079/f+x2O6NHj6Zu3bp5Hu/f69ChA9u2bSMkJITs7Gweeugh5780fuuuu+5i3rx5fPbZZ5QoUYJ//vOf+e6riPx5GmdvbZxduXIlU6dOdS67u7vzwAMP5AomgwYNYvTo0axZswaAyZMn4+3tzejRo/nqq6/IyMggPDzcOWno7/Xp0+eWxta7776boUOHsmTJElxcXHjhhRfy3f+i5LY9gvzaTYK38geUl9DQUMaPH0+tWrUKsDIRkeJB46z8FennrSIiImIaTaomIiIiptEZDRERETGNgoaIiIiYRkFDRERETKOgIVIEbN26ldatWxMaGkpoaCh9+vQhMjLypu+JiooiOzubffv2MXfu3D/c5/bt23M9g+VW+srLL7/8kuvBTyLy96GgIVJEtGrVisjISCIjI1m6dCmLFi3i0qVLeW7/7rvv4nA4qFev3nWPqr8Vn3zyCWfPnr2lba/1lZctW7awc+fOP1yDiBR9t/WBXSJSMGw2Gy4uLlitVrZt2+Y8Y5GRkcEbb7zBjh07SE5OZujQoYSFhbF8+XJmzZp1wwmx5syZw4kTJzh//jy//PILo0aN4o477mDz5s3s3buX2rVrOx8bn5KSct3kT7t373b2NWfOHMaOHcvp06e5cOEC7du3Z8iQISxYsICMjAyaNGnC4sWLnc9p+Pjjjzl37hwDBw684SR8IlL0KWiIFBFbtmwhNDTUOc/MmDFj8PT05Oeff2batGlUrFiRd955h3Xr1jF48GDmz5/PrFmziI+PB/KeEAvAzc2N999/n9jYWOcjmQMDAwkODnaGDLjx5E+9e/d29nXq1CkCAgLo3bs3mZmZtG/fnpdffpmBAwdy5MgROnXqxOLFi6/bt7wm4RORok9BQ6SIaNWq1XVTdgPO2TA9PDw4c+YMTZs2veH7bzYh1m8n88vKysqzhrwmf7rGx8eHPXv2sGXLFry8vG7aFsC1x/jkNQmfiBR9ChoiRdy//vUvYmJi8PLy4tVXX3V+eVssllz3Tfx2QqwSJUqwevVq6tWrR0xMzA0nb7JYLPz+eX6/nfzpxx9/ZObMmURGRjr7Wr16Nd7e3oSHh5OUlMSKFSswDCPXJIBubm4kJydTq1YtfvrpJypWrJhrEr6zZ8/St29fOnToYOJRE5HbRUFDpIjr1q0bffr0oXTp0pQvX955A2fz5s0ZOHCgc4KmW5kQ67caN27M9OnTqVq1qnPei7wmf7rW19ixYxk2bBhxcXG4u7vj5+fH2bNn8ff3Z/78+dSvX58BAwYQHh5O5cqVqVChAqBJ+ESKMz2CXEREREyjn7eKiIiIaRQ0RERExDQKGiIiImIaBQ0RERExjYKGiIiImEZBQ0REREyjoCEiIiKmUdAQERER0/w/L6NWqlFejPYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6zBjD1KlTmDx5KpUrV2H16s84c+YU7dp1oF27DgDMmDGVhx/uiL+/P1OmjCc0tC09ez7K5s2b+eWXXyhdujRRUVG8//77lC5dmrfffpsLFy5QunRp7HY7U6dOxcvLy9XnsWPHGDFiBKdPn6Zr19xgtWfPHuLi4li+fDknTpzg2WefZdWqVezZs4f27dszZsyYPOMaHR0NwPbt25k1axbdu3fnu+++Iycnh6VLlxITE8Nrr73GnDlzrvnz0akTEREp1HbujKNp02YA1K1bj3379uZZX6NGLex2O1lZmRhjXEcBKlWqzJQpUXm2TUw8S716DQCoV68BO3fGAeDu7sZrr82jRIkSrm39/Uu4joRcsn//Xg4c2MegQQMYPXoE586dIyHhKCVLlmT58g8ZNGgAKSkXqVr1Vtd39u3bw5Ejh+nU6VEAdu3aQWLiGfr168fq1au566672L59O8HBwUydOpVevXpRtmxZSpcujTGGMWPGMHToUHx8/hOY0tPTmTx5Mk2bNnV9dscdd/Duu+/i5ubGyZMnKVu2LADx8fHs3r2bPn368MILL3D27FnXd4wxTJo0ifHjx2Oz2ahevToOhwOn04ndbsfDI//jFTqiISIihVpaWhrFi/u5lt3d3cnJyXH9EqxevQZPPRWGj48PLVu2wt8/9/kU99/fhlOnTuZp65ZbKrF9eyyNGjUmJuZ7MjJ+A6BJk7sv67d58xaXfVat2q3Urn07TZo05Ztvvua116bRvXsvdu3ayZAhw6lSpSovvTSE2rVv58477wLg/fcX8eSTA1xtnDp1En//EixevJi5c+fy9ttvU716dbZs2cJnn32Gr68vvXv3pmHDhnzxxRfcd9993HbbbXnq+O/lSzw8PJg1axbvv/++6whGUFAQdevW5Z577mHVqlVMnjyZ119/HYANGzZQq1YtgoKCAPD19eXEiRO0bduWCxcu8Oabb17tx+KiIxoiIlKoFS9enPT0/zy0yxjjChmHDh1k06YfWLFiFStWrOLChSQ2bFh31bZGjRpLdPRihg8fTKlSpShZMuAP1dK4cRNCQu4Ecq/POHBgPyVLBlC5cmWqVw/Cw8ODpk2bsX9/7lGX1NRUjh371fUdgJIlA7j33txrKlq3bk18fDwBAQHUq1ePwMBAihcvzp133snevXtZtWoVn3zyCWFhYSQmJvLkk0/mW2N4eDjff/897777LseOHePuu+92HfkIDQ1lz549rm1XrVpF9+7dXcuLFy/m3nvvZe3atXz++eeMHDmSzMzMa/anoCEiIoVavXoN2Lw5BoD4+F0EBdV0rfPz86NYsWIUK1YMm81GqVKlSU1NuWpbP/74A6NGjSUqajYpKRdp0qTpVbe9ksjIyfzf/20AYOvWn6hd+3ZuuaUSv/32G8ePJwCwY0ec62LRHTu2uY5sXFK/fgM2bcrdn59//pmaNWtSt25dDhw4QFJSEjk5OezYsYOaNWvy7bffEh0dTXR0NIGBgSxcuPCqtW3atIkJEyYAUKxYMTw8PFwXha5du9a1TZ06dVzf2b17NyEhIa7lEiVKuI4IlSxZkpycHBwOxzXHRKdORESkUGvZshU//7yFgQOfxBjDqFHj+OabNfz2WzqdOj1Kp06P8uyzT+Hh4UmlSpVdF2BeSeXKVXnxxcF4e3vTqFFjmjW79w/VMnDgIF59dSKffroCHx8fRowY47oTZsKEVzAG6tatzz335LZ77NhRbrmlUp42Bg0KJzJyEl9++Rl+fn7MmDGDkiVLMmzYMPr37w/AP/7xD9ddItfrrrvuYs2aNfTs2ROn00nv3r2pUqUKw4YNY9SoUXz00Uf4+PgwefJkAJKSkihevLjrmhaAfv36MWrUKHr16kV2djbh4eH4+vpes183Y8xf/m002dmOIvks+4AAX5KS7Fe9Lev8+XOMGzfKtf2hQwcYOHAQ7dp1JCJiAidPnqB48eIMHTqCKlWqMm7cy5w/fx6A06dPUadOXSZMeJVNm2JYtOhtAIKDb2PYsBE4nU7mzJnF/v17yMrK5sknB9C8eQt++mkz8+e/jre3D02bNqNfv9y/1AsXLmDTph+w2Tx44YWh3HFHXWbPnsHBg/sBSEo6j5+fPwsWLOaHHzayePE72Gy5t5J17NiZnJwcJk8ex+nTp3B3d2fEiNFUq3YrFy4kMXXqZFJTU3E6HYwePZFKlSqzatWnfP75Smw2G337PkXz5i1wOBxXrBlyb+MaN+5l2rd/hLvvvgeAESPCSUm5iM3mQbFi3syY8TqnT5/m1Vcn4nDkAPDSS6PyXJQlIteveEkbvl7X/iXzd5GelU7axWv/y/6PKirvOtERjZvs+++vfltWmTJlXVc0x8fvZMGCeXTo0JnPPvsYHx9fFixYzLFjvzJr1jRmzpzLhAmvApCSksILLwzk+eeHkZ6exrx5s5kzZwEBAQEsWfIeycnJbNr0Azk5Ocyfv5DExLN89906nE4nkZGTmDPnLSpVqszEiWPYsSMOb29v4uK2sWDBe5w5c4bRo1/inXfeZ/DgYQDk5OTwzDNPMWLEaHJycpgzZyZvv/0+Pj4+PPNMbkjYsyceh8PBm28u5OefN7NgwRtMmRLFvHmvExraljZtQtm2bStHj/6Kt7c3H3+8lHfeiSYrK4tnn32KJk2asm7d2stqBjhx4jiTJ4/j7NkztG//iGtsT5w4TnT08jxp/J135tOlS3datrz/37ervUFERN6rzkXk+vh6+eI2wS3/Df8GzDhDGqk3u4y/JAWNmyy/27Ig98KmWbOiGDduEjabjSNHjrj+1V616q38+uuRPNsvXPgWXbt2p2zZsmzZsomgoJrMnTuLkydP0KHDI5QqVYotWzZRo0ZNhg8fjDGG8PCXuHgxGX//ElSqVBn4z61d3t7eNGlyN25ublSoUAGHI4cLFy5QqlQpAD7+eCl33XU3NWrU5NChg1SqVMV1C1j9+g3YsSOOoKAarlui0tLSXBdq7dq1gxo1ajJ48LNUrFiRwYNfJDb2J+rVa4CXlxdeXl5UqlSFw4cPXrFmyL2Na8SI0SxZ8p5rDJKSzpOamsqIEeGkpqbSp08/mjdvwaBB4fj55V6d7nA48tx3LiIiBc+Si0GdTidjx46lR48ehIWFcfTo0TzrV61aRefOnenSpQsffvihFSUUGle7Lev3YmI2Ur16kOsQf61awfz44/cYY4iP38W5c4mui3EuXEhi69afads29xzkxYvJbN8eyzPPPM/06a+zfPmHHDt2lIsXkzl+PIFp016jd+++RERMICCgFJmZGRw9+isOh4NNm2LIyPiNtDS765czgK9vcdLS7ABkZ2fz+ecreeyxMNf+XGlbHx8fTp8+Sa9eXZk6dQpdu/YE/nMb1+zZ8yhfvgJLlrx32Zj4+vpit9uvWPOl8bj11up5xiw7O5uePfsQETGdiIgo5syZyYULSQQEBODh4cGxY7/yxhuv8eST//zff3giIpIvS4LGunXryMrKYtmyZQwbNozIyMg866dNm8aiRYv46KOPWLRoUZ6nqv3dXOu2rEvWrv2ajh07u5YffrgjxYsX5/nnnyYmZiO1a9+GzWYD4Lvv1hMa+pBruUSJktx22x2UKVMWX19fGjQI4eDBA5QsWZJ77rkXNzc3GjVqTELCsX9ffTyRqKgIRo8eQdWq1ShZMoDixf1IT09z9Z+enoafX+65w61bt9CwYYgrXOTuz39v68fy5R9y113NWLp0JYsXf8iUKePJzMzMcxtX8+Yt2Ldvz2Vjkp6ejr+//xVrvpoyZcryyCNd8PDwoFSp0tSqVZtjx3ID77ZtW3n55RcZM2airs8QEbGYJUEjNjaWFi1yL9Jr2LAh8fHxedbXrl2b1NRUsrKy8jyl7e/oWrdlXbJ//17Xk+og9yly9es3ZO7cBdx3X6s8Vyxv3foTd9/d3LVcu/btHDlymOTkZHJycti9exfVq1enfv2GrtunDh48QPny5QHYsuVHoqJmExERxYkTx7nzzruoV68BP/20GafTyenTp3E6DQEBAb/r7x5Xf7feWp3jxxNISblIdnY2cXHbqVu3Pv7+JVxHKUqUyL0lyul05rmNKy5uO9Wr1+D22+uwc+d2MjMzsdvtHD16hOrVa1y15iv5+ectjB07EsgNKkeOHKZateps27aV2bOnM2PGHG677Y7r/CmJiMj/ypJrNOz2vIfabTZbnqe01apViy5duuDj40NoaGieR7peic3mRkBA0buy2WZzp2PHh9mxI5bnnusPGCZNmkJMzAbS09Pp1q07SUlJ+Pv7UapUcdf36tSpzfDhC1ix4kP8/f2ZOHGya3xOnDjG7bfXpESJ3OWAAF/Cw4fy0ksvALm3RIWE1Kdu3duYOHECzz6bezvYhAkTCQjwpVq1ygwa1B9vb28efrg9ISH1AIiNbcJzzz2F02kYN26sq7+TJ4/TrVuXPD+fkSNH/vs6CifdunWlVq1bGTDgKcaMGc0LLwxw3RJVsWIZRo16mbFjx7J69af4+/sxdWoUJUuW5PHHH+eFF57GGCfh4eGUL1+KsLDeV6z5Ei8vD/z8ihEQ4EvbtqHs2LGVZ599Ejc3d8LDw7n11lsYOvQ5nE4HkZETAahe/VbGjZtg3Q9ZRP42iuLvqYJgye2tr776Kg0aNKBdu3YAtGzZko0bNwKwb98+hgwZwooVK/D19WX48OGEhobStm3bq7ZX0Le3liluwz2f+37/Tpzp6ZxPK9jbskSk6AsM9NddJ/9mxhkSEwv2rpOicnurJadOQkJCXMEiLi4uz0NF/P398fb2dj2lrXTp0qSkXP0pbVZw9/UFNzf9+fcfhS4REbGKJadOQkNDiYmJoWfPnhhjiIiIYPXq1aSnp9OjRw969OhBr1698PT0pGrVqnTu3Dn/RkVERKTQ+Vs+GTQw0D/3X/OSyxT8IT8RKfp06uQ/dOrk6vRSNREREbGMgoaIiIhYRkFDRERELKOgISIiIpZR0BARERHLKGiIiIiIZRQ0RERExDIKGiIiImIZBQ0RERGxjIKGiIiIWEZBQ0RERCyjoCEiIiKWUdAQERERyyhoiIiIiGUUNERERMQyChoiIiJiGQUNERERsYyChoiIiFhGQUNEREQso6AhIiIillHQEBEREcsoaIiIiIhlFDRERETEMh5WNOp0Ohk/fjz79+/Hy8uLyZMnU61aNQASExMZOnSoa9u9e/cybNgwHnvsMStKERERkZvIkqCxbt06srKyWLZsGXFxcURGRjJ//nwAAgMDiY6OBmD79u3MmjWL7t27W1GGiIiI3GSWBI3Y2FhatGgBQMOGDYmPj79sG2MMkyZNYvr06dhsNivKEBERkZvMkms07HY7fn5+rmWbzUZOTk6ebTZs2ECtWrUICgqyogQRERH5C7DkiIafnx9paWmuZafTiYdH3q5WrVrF448/fl3t2WxuBAT4FmiNkpfGV0Tkz9E8emWWBI2QkBC+++472rVrR1xcHMHBwZdts3v3bkJCQq6rPYfDkJycXmD1BQb6F1hbRUVBjq+I/D1oLs2roOfRojK+lgSN0NBQYmJi6NmzJ8YYIiIiWL16Nenp6fTo0YOkpCSKFy+Om5ubFd2LiIjIX4SbMcbc7CLyk53tKPgjGgo5/2EMiYmpN7sKESlkAgP9cZuguRTAjCv4ebSoHNHQA7tERETEMgoaIiIiYhkFDREREbGMgoaIiIhYRkFDRERELKOgISIiIpZR0BARERHLKGiIiIiIZRQ0RERExDIKGiIiImIZBQ0RERGxjIKGiIiIWEZBQ0RERCyjoCEiIiKWUdAQERERyyhoiIiIiGUUNERERMQyChoiIiJiGQUNERERsYyChoiIiFhGQUNEREQso6AhIiIillHQEBEREcsoaIiIiIhlPKxo1Ol0Mn78ePbv34+XlxeTJ0+mWrVqrvU7d+4kMjISYwyBgYFERUVRrFgxK0oRERGRm8iSIxrr1q0jKyuLZcuWMWzYMCIjI13rjDGMGTOGV199lY8++ogWLVpw4sQJK8oQERGRm8ySIxqxsbG0aNECgIYNGxIfH+9ad+TIEQICAnjvvfc4cOAA9913H0FBQVaUISIiIjeZJUHDbrfj5+fnWrbZbOTk5ODh4cGFCxfYvn07Y8aMoVq1agwcOJC6devSrFmzq7Zns7kREOBrRanybxpfEZE/R/PolVkSNPz8/EhLS3MtO51OPDxyuwoICKBatWrUrFkTgBYtWhAfH3/NoOFwGJKT0wusvsBA/wJrq6goyPEVkb8HzaV5FfQ8WlTG15JrNEJCQti4cSMAcXFxBAcHu9ZVqVKFtLQ0jh49CsDWrVupVauWFWWIiIjITWbJEY3Q0FBiYmLo2bMnxhgiIiJYvXo16enp9OjRgylTpjBs2DCMMTRq1Ij777/fijJERETkJnMzxpibXUR+srMdBX/qxM2twNor9IwhMTH1ZlchIoVMYKA/bhM0lwKYcQU/j+rUiYiIiEg+FDRERETEMgoaIiIiYhkFDREREbGMgoaIiIhYRkFDRERELKOgISIiIpZR0BARERHLKGiIiIiIZRQ0RERExDIKGiIiImIZBQ0RERGxjIKGiIiIWEZBQ0RERCyjoCEiIiKWUdAQERERyyhoiIiIiGUUNERERMQyChoiIiJiGQUNERERsYyChoiIiFhGQUNEREQso6AhIiIillHQEBEREct4WNGo0+lk/Pjx7N+/Hy8vLyZPnky1atVc6xctWsTHH39M6dKlAZgwYQJBQUFWlCIiIiI30XUFjU2bNpGQkED9+vWpXr06xYoVu+b269atIysri2XLlhEXF0dkZCTz5893rd+9ezdTp06lbt26f656ERER+UvLN2jMnDmT06dPc/jwYTw9PVmwYAEzZ8685ndiY2Np0aIFAA0bNiQ+Pj7P+t27d7NgwQISExO5//77efrpp//ELoiIiMhfVb5BIzY2liVLlhAWFkbnzp356KOP8m3Ubrfj5+fnWrbZbOTk5ODhkdvdww8/TK9evfDz82PQoEF89913tGrV6qrt2WxuBAT4Xs/+yP9I4ysi8udoHr2yfIOGw+EgMzMTNzc3HA4H7u75Xz/q5+dHWlqaa9npdLpChjGGvn374u/vD8B9993Hnj17rhk0HA5DcnJ6vv1er8BA/wJrq6goyPEVkb8HzaV5FfQ8WlTGN9/U0LdvXx599FEOHjxIt27d6NWrV76NhoSEsHHjRgDi4uIIDg52rbPb7bRv3560tDSMMWzZskXXaoiIiBRR+R7RaNu2LQ0bNiQxMZGyZctyyy235NtoaGgoMTEx9OzZE2MMERERrF69mvT0dHr06EF4eDiPP/44Xl5eNGvWjPvuu69AdkZERET+WtyMMeZaG8ydOxe73c7IkSN54YUXqFu3LgMGDLhR9QGQne0o+FMnbm4F1l6hZwyJiak3uwoRKWQCA/1xm6C5FMCMK/h59G9z6mTDhg2MHDkSgNdff50NGzZYXpSIiIgUDfkGDTc3N7KysgDIzs4mnwMgIiIiIi75XqPRs2dPOnToQHBwML/88gv9+/e/EXWJiIhIEZBv0OjWrRtt2rQhISGBKlWquB4bLiIiIpKffIPG3r17WbZsGZmZma7PXn31VUuLEhERkaIh36AxcuRI+vTpQ4UKFW5EPSIiIlKE5Bs0ypYtS7du3W5ELSIiIlLE5Bs0KlWqxIIFC7j99ttx+/ezJ+69917LCxMREZHCL9+gkZ2dzZEjRzhy5IjrMwUNERERuR75Bo3/vvDz7NmzlhUjIiIiRUu+QeP111/nww8/JDs7m4yMDG699Va+/PLLG1GbiIiIFHL5Phl048aNbNy4kQ4dOvDVV19Rvnz5G1GXiIiIFAH5Bo2AgAC8vLxIS0ujWrVq/PbbbzeiLhERESkC8g0aFSpU4OOPP8bHx4cZM2Zgt9tvRF0iIiJSBOT7mnin08mpU6coWbIkn376Kc2aNaNmzZo3qj5Ar4m3nF4TLyL/A70m/j/0mviru+rFoJ999tlln/n7+xMfH3/Dg4aIiIgUTlcNGocPHwYgLi4OHx8fGjVqxK5du8jJyeGRRx65UfWJiIhIIXbVoDFs2DAAnnrqKRYsWOD6/Mknn7S+KhERESkS8r0YNCkpiZSUFAAuXLhAcnKy1TWJiIhIEZHvA7sGDhxIly5d8PPzw263ExERcSPqEhERkSIg36Dx0EMP8dBDD3H+/HkCAgKw2Ww3oi4REREpAvINGjExMSxevJjMzEzXZ++//76lRYmIiEjRcF0vVRs1ahQVKlS4EfWIiIhIEZJv0KhYsSL33HPPH2rU6XQyfvx49u/fj5eXF5MnT6ZatWqXbTdmzBhKlizJiy+++IfaFxERkcIh36BRpkwZxo4dyx133IHbv5+m2aNHj2t+Z926dWRlZbFs2TLi4uKIjIxk/vz5ebZZunQpBw4coEmTJn+ifBEREfkryzdoVK5cGYBz585dd6OxsbG0aNECgIYNGxIfH59n/fbt29mxYwc9evTgl19++SP1ioiISCGSb9AYNGgQP/74I8ePH6d+/fpUr14930btdjt+fn6uZZvNRk5ODh4eHpw9e5a5c+cyd+5cvv766+sq0mZzIyDA97q2lf+NxldE5M/RPHpl+QaNmTNncvr0aQ4fPoynpycLFixg5syZ1/yOn58faWlprmWn04mHR25Xa9as4cKFCwwYMIDExEQyMjIICgri0UcfvWp7Docp+JeqSR4FOb4i8veguTSvgp5Hi8r45vtk0NjYWKZNm4avry+dO3fm+PHj+TYaEhLCxo0bgdx3pQQHB7vWPf7446xcuZLo6GgGDBhA+/btrxkyREREpPDK94iGw+EgMzMTNzc3HA4H7u75ZhNCQ0OJiYmhZ8+eGGOIiIhg9erVpKen53shqYiIiBQdbsYYc60Nvv76a+bOnUtSUhIVK1bkiSeeoEOHDjeqPgCysx0Ff+rk33fQCGAMiYmpN7sKESlkAgP9cZuguRTAjCv4ebSonDrJ94hGo0aN+PDDDzl69CiVK1fWS9VERETkul31PMiBAwf4/vvvefrpp9m1axcpKSnEx8cTHh5+I+sTERGRQuyqRzRSUlL46quvOH/+PF9++SUAbm5u9OrV64YVJyIiIoXbVYPGnXfeyZ133snOnTupX7++6/OffvrphhQmIiIihd9Vg8bWrVs5fPgwixYt4oknngBy70D58MMP+eKLL25YgSIiIlJ4XTVolChRgsTERLKyskhMTARyT53c6DtOREREpPC6atAIDg4mODiYbt26cebMGT744ANiYmJ46KGHbmR9IiIiUohdNWhkZWXx5ZdfsmTJEry8vLDb7axfvx5vb+8bWZ+IiIgUYle9vbV169bs37+f6dOn8+GHH1KuXDmFDBEREflDrnpE4/HHH+eLL77gxIkTdO3alXweICoiIiJymase0RgwYACrVq0iLCyML774gvj4eKKiojhw4MCNrE9EREQKsXzfkHbXXXcRFRXFt99+S4UKFXjppZduRF0iIiJSBOT/KtZ/K1GiBGFhYXz22WcWliMiIiJFyXUHDREREZE/SkFDRERELKOgISIiIpZR0BARERHLKGiIiIiIZRQ0RERExDIKGiIiImIZBQ0RERGxjIKGiIiIWEZBQ0RERCyjoCEiIiKWsSRoOJ1Oxo4dS48ePQgLC+Po0aN51q9du5YuXbrQtWtXVqxYYUUJIiIi8hfgYUWj69atIysri2XLlhEXF0dkZCTz588HwOFwMGPGDD755BN8fX1p164dbdq0oXTp0laUIiIiIjeRJUEjNjaWFi1aANCwYUPi4+Nd62w2G1999RUeHh6cP38egOLFi1tRhoiIiNxklgQNu92On5+fa9lms5GTk4OHR253Hh4efPPNN0ycOJH77rvP9fnV2GxuBAT4WlGq/JvGV0Tkz9E8emWWBA0/Pz/S0tJcy06n87Iw8eCDD/LAAw8wcuRIPvvsM7p06XLV9hwOQ3JyeoHVFxjoX2BtFRUFOb4i8veguTSvgp5Hi8r4WnIxaEhICBs3bgQgLi6O4OBg1zq73U6fPn3IysrC3d0dHx8f3N1184uIiEhRZMkRjdDQUGJiYujZsyfGGCIiIli9ejXp6en06NGDDh060Lt3bzw8PKhduzYdO3a0ogwRERG5ydyMMeZmF5Gf7GxHwZ86cXMrsPYKPWNITEy92VWISCETGOiP2wTNpQBmXMHPozp1IiIiIpIPBQ0RERGxjIKGiIiIWEZBQ0RERCyjoCEiIiKWUdAQERERyyhoiIiIiGUUNERERMQyChoiIiJiGQUNERERsYyChoiIiFhGQUNEREQso6AhIiIillHQEBEREcsoaIiIiIhlFDRERETEMgoaIiIiYhkFDREREbGMgoaIiIhYRkFDRERELKOgISIiIpZR0BARERHLKGiIiIiIZTysaNTpdDJ+/Hj279+Pl5cXkydPplq1aq71X3zxBe+99x42m43g4GDGjx+Pu7syj4iISFFjyW/3devWkZWVxbJlyxg2bBiRkZGudRkZGbz22mu8//77LF26FLvdznfffWdFGSIiInKTWRI0YmNjadGiBQANGzYkPj7etc7Ly4ulS5fi4+MDQE5ODsWKFbOiDBEREbnJLAkadrsdPz8/17LNZiMnJye3Q3d3ypYtC0B0dDTp6ek0b97cijJERETkJrPkGg0/Pz/S0tJcy06nEw8PjzzLUVFRHDlyhDlz5uDm5nbN9mw2NwICfK0oVf5N4ysi8udoHr0yS4JGSEgI3333He3atSMuLo7g4OA868eOHYuXlxfz5s27rotAHQ5DcnJ6gdUXGOhfYG0VFQU5viLy96C5NK+CnkeLyvhaEjRCQ0OJiYmhZ8+eGGOIiIhg9erVpKenU7duXT7++GPuvPNO+vbtC8Djjz9OaGioFaWIiIjITeRmjDE3u4j8ZGc7Cv6IRj6na/5WjCExMfVmVyEihUxgoD9uEzSXAphxBT+PFpUjGnp4hYiIiFhGQUNEREQso6AhIiIillHQEBEREcsoaIiIiIhlFDRERETEMgoaIiIiYhkFDREREbGMgoaIiIhYRkFDRERELKOgISIiIpZR0BARERHLKGiIiIiIZRQ0RERExDIKGiIiImIZBQ0RERGxjIKGiIiIWEZBQ0RERCyjoCEiIiKWUdAQERERyyhoiIiIiGUUNERERMQyChoiIiJiGQUNERERsYwlQcPpdDJ27Fh69OhBWFgYR48evWyb3377jZ49e3L48GErShAREZG/AEuCxrp168jKymLZsmUMGzaMyMjIPOt37dpF7969SUhIsKJ7ERER+YuwJGjExsbSokULABo2bEh8fHye9VlZWbzxxhsEBQVZ0b2IiIj8RXhY0ajdbsfPz8+1bLPZyMnJwcMjt7vGjRv/ofZsNjcCAnwLtEbJS+MrIvLnaB69MkuChp+fH2lpaa5lp9PpChn/C4fDkJycXhClARAY6F9gbRUVBTm+IvL3oLk0r4KeR4vK+Fpy6iQkJISNGzcCEBcXR3BwsBXdiIiIyF+cJUc0QkNDiYmJoWfPnhhjiIiIYPXq1aSnp9OjRw8ruhQREZG/IDdjjLnZReQnO9tR8KdO3NwKrL1CzxgSE1NvdhUiUsgEBvrjNkFzKYAZV/DzqE6diIiIiORDQUNEREQso6AhIiIillHQEBEREcsoaIiIiIhlFDRERETEMgoaIiIiYhkFDREREbGMgoaIiIhYRkFDRERELKOgISIiIpZR0BARERHLKGiIiIiIZRQ0RERExDIKGiIiImIZBQ0RERGxjIKGiIiIWEZBQ0RERCyjoCEiIiKWUdAQERERyyhoiIiIiGUUNERERMQyChoiIiJiGQUNERERsYwlQcPpdDJ27Fh69OhBWFgYR48ezbN+w4YNdOnShR49erB8+XIrShAREZG/AEuCxrp168jKymLZsmUMGzaMyMhI17rs7GxeffVVFi5cSHR0NMuWLSMxMdGKMkREROQmsyRoxMbG0qJFCwAaNmxIfHy8a93hw4epWrUqJUuWxMvLi8aNG7N161YryhAREZGbzMOKRu12O35+fq5lm81GTk4OHh4e2O12/P39XeuKFy+O3W6/ZnuenjYCA/2vuc0fZkzBtlfIFfj4isjfghmnufQSzaNXZskRDT8/P9LS0lzLTqcTDw+PK65LS0vLEzxERESk6LAkaISEhLBx40YA4uLiCA4Odq2rUaMGR48eJTk5maysLLZu3UqjRo2sKENERERuMjdjCv4cgtPpZPz48Rw4cABjDBEREezZs4f09HR69OjBhg0beOONNzDG0KVLF3r37l3QJYiIiMhfgCVBQ0RERAT0wC4RERGxkIKGiIiIWKbQBo0tW7YQHh7+p9uZM2cOH3300R/+3siRI10XvN5ImZmZrFix4rrqad68+Z/uq3Xr1gBMmTKFkydP/qn2rtf06dNZuXLlDelLRK6sqM6xYWFhHD582LX8+3nuf3X48GHCwsIACA8PJysr60+1d73Cw8PZsmXLDenrzyi0QePvKjEx8YpBw2qvvPIKt9xyyw3vV0SkMJk1axZeXl43u4y/FEse2PV7K1euZP369djtdi5cuMBzzz3HQw89xE8//cSsWbOw2WxUqVKFiRMnAjBq1CgSEhJwOBw88cQTtGvXjrCwMKpXr86RI0cwxjBr1qw8fXz99dcsXrwYd3d3GjduzIsvvuhat3fvXl577TXeeustvvjiCxYsWMCqVavYunUrn3/+OeXKlWP9+vWsWbOG5ORkBg8eTOvWrVm1ahXvvfceXl5e3HrrrUycOBFPT888/S5btox33nkHu93O+PHjqV+/PjNmzCA+Pp60tDRq1KjBq6++SmxsLFOnTsXDw4MSJUowffr0PA80GzlyJF5eXpw4cYKzZ88SGRlJnTp1rljDm2++yaFDh5g7dy6DBg26rp/BgQMHiIyMxOl0kpKSwujRowkJCeHBBx8kJCSEI0eOUKZMGebMmUNGRgYvvvgiKSkpVK1a1dVGWFgY48ePJyAggJEjR5KamooxhqlTp+Lt7c348ePJzMwkOTmZ5557jgceeIB27dpx5513cvDgQUqWLMnMmTPx9PRk3LhxHD16FKfTyZAhQ2jatClr165l/vz5lC5dmuzsbIKCgv7w3zWRvyPNsfnPsdfrp59+Yu7cuQBkZGQwdepUPD09GTZsGBUqVCAhIYF69eoxYcIEzp49y4svvogxhsDAQFcbrVu35uuvv+bUqVOMHj2a7OxsvL29mTVrFufOnbviXNymTRsaNGjAsWPHqFWrFlOmTCEtLY1XXnmFCxcuADB69Ghq167NkiVLWLFiBYGBgZw/f/4P7+NNYSz2ySefmH79+hmHw2ESExPN/fffb7KyssyDDz5ozp07Z4wxZtasWWbZsmUmOjraTJkyxRhjTGpqqgkNDTXnz583ffr0MZ9++qkxxpgPPvjATJo0yWzevNkMGTLEXLhwwbRt29akp6cbY4x58cUXzQ8//JCnhvbt25uMjAzz0ksvmY4dO5rExEQzdepU869//cu8/vrrZtSoUcYYYzZv3mz69+9vkpKSzAMPPGBSU1ONMcZMmTLFREdH52lzxIgR5o033nDt47hx40xqaqpZsGCBMcYYh8Nh/vGPf5jTp0+byMhIs2DBAuNwOMy3335rTpw4cVlb8+fPN8YYs2zZMjNmzJir1pCQkGC6det22TiPGDHCtG/f3vTp08f1p06dOsYYY7788kuzb98+Y4wxq1atMq+88ooxxpjbbrvNnDx50hhjTI8ePcz27dtNdHS0mTlzpjHGmLi4ONOqVStjjDF9+vQxhw4dMpMmTTIffvihMcaYH3/80Xz++ecmJibGbN682RhjTGxsrOnXr58xxphWrVqZn376yRhjzNSpU83ChQvNkiVLzLRp04wxxiQlJZl27doZY4xp06aNSUpKMk6n0/Tv39988sknl+2jiFxOc2z+c+zv9enTx3Tp0sU1T/bq1cs1z33wwQfm9OnTxhhj5s+fb+bNm2cSEhLMXXfdZVJTU01OTo65//77zdmzZ01kZKRZtmyZMSZ3ju3Tp48xJnfey8jIMAMHDjT/+te/XOu///77q87FderUMb/++qsxxpgXXnjBrF271kybNs0sWbLEGGPMkSNHTM+ePU1KSop58MEHTWZmpsnKyjLt27d3zb1/ZZYf0QBo0qQJ7u7ulC1blhIlSnD27FnOnj3LkCFDgNzk2Lx5cy5evMg999wD5D5BtEaNGiQkJABw9913A7kPA9uwYYOr7WPHjpGUlMSAAQOA3CeNXvrOJffeey9btmzh1KlTdOjQgR9//JGtW7cSHh7Ojh07qFOnDgBly5YlIyODhIQEatas6UrETZo04Ycffrhsv/77e8WKFSMpKYmhQ4fi6+tLeno62dnZDBw4kDfffJO+fftSvnx56tevf1lbt99+OwAVKlRg27ZtV63h/vvvv+o4Dx8+nJYtW7qWL12jUa5cOebNm4e3tzdpaWmuNkuVKkXFihUBqFixIpmZmRw8eND1npoGDRq4nuh6yZEjR+jatSsAzZo1A+DgwYPMnz+fjz/+GDc3N3JycgDw8PCgSZMmwH8e4ubu7k5sbCw7d+4EICcnh3PnzuHn50epUqUA9AA3kT9Ic2z+c+zvTZ06lRo1agC512i0bdsWgPLlyzNlyhR8fX05c+YMISEhAFStWtVVa2BgoGuu7NSpk2vM/vs6lCNHjrjmsnbt2gGwdevWK87FFStWpFq1akDu/HfkyBEOHDjA5s2b+frrrwFISUnhl19+oWbNmq5TM/nt51/FDblGY/fu3QCcO3cOu91OhQoVqFChAvPmzSM6OpqBAwfStGlTatSo4XrBmt1u58CBA1SuXBnA9WK2bdu2UbNmTVfblStXpmLFiq63wfbp04cGDRrk6f+BBx7g7bffpnbt2tx7770sWbKEatWquQ7Tubm55dm+cuXKHD58mPT0dCD3cFr16tUv26///t7GjRs5deoUM2fOZOjQoWRkZGCMYfXq1XTu3Jno6Ghq1arF8uXL823rajW4u7vjdDqvNdyXmTJlCi+88AJTp04lODgY8+9Hp/x3nwBBQUHExcUBsGfPHldouKRGjRrs2rULgJ9//pmoqChmz55Np06diIqKomnTpq72c3Jy2LdvH5D7or2aNWsSFBTEww8/THR0NG+//Tb/+Mc/KFGiBKmpqSQlJQG42heR66M5Nv859nqMHj2aiIgIIiMjKVeuXL5z5fbt24Erz1m/nytXrVpFdHT0VefiM2fOuN5ifmn8g4KC6NevH9HR0bz22mt06NCBKlWqcOjQITIyMnA4HOzdu/d/2s8b7YYc0Th37hx9+/YlNTWVcePGYbPZeOWVVxgwYADGGIoXL860adNo3LgxY8aM4bHHHiMzM5NBgwZRpkwZAD799FMWL16Mj48P06ZN48CBAwCULl2afv36ERYWhsPhoFKlSq50esml6xD69+/PbbfdxokTJ+jfv/9V6y1dujTPP/88jz/+OO7u7lStWjXPOcmrqV+/PvPmzaN79+54eXlRpUoVzp49S7169Rg5ciS+vr54enq6zpVey7VqyM7OJioqiuHDh+fbDkDHjh159tlnKVOmDBUqVHCd87uS3r178/LLL/PYY48RFBR02TnTgQMHMmrUKFatWgVAREQEO3bsYMqUKbz11ltUrFgxT/tvv/02J0+e5JZbbnFdwT569Gj69OmD3W6nV69eeHl58eqrr/LUU09RsmTJy46iiMi1aY7943PslXTq1Inu3btTokQJypYty9mzZ6+67eDBgwkPD+err75yhbXfe+mllxg7dizz58/H29ubqKgocnJyrjgXe3l5MWnSJE6dOkWDBg1o3bo1ISEhvPLKKyxfvhy73c6gQYMoXbo0gwcPpmfPnpQuXRofH5//aT9vNMufDLpy5Up++eWX6/pLdDWXLkS8dKhLCodLF0UVK1bsZpciUmRpji38mjdvTkxMzM0uwzK6vVVEREQso3ediIiIiGV0RENEREQso6AhIiIillHQEBEREcsoaIgUAlu2bKFZs2aEhYURFhZG9+7diY6OvuZ3li1bRnZ2Nnv37nU9VvmP+Pnnn13PQcnPpb6u5uTJk3keAiUifx8KGiKFxN133010dDTR0dF88MEHLFq0iJSUlKtu/9Zbb+F0Orn99tuv+704v/fJJ59c8zkCV+rrajZv3sy2bdv+cA0iUvjpyUgihZDdbsfd3R2bzXbFF0Ft3bqVxMREwsPD6du3L0uXLmXWrFlXfDnWnDlzOH78OOfPn+fkyZO8/PLLlCpViu+//57du3dTs2ZN15t7k5KSGDJkCMYYsrOzmTBhAjt37nT1NWfOHMaOHcvp06e5cOECLVu25Pnnn2fBggVkZGTQqFEjFi9e7Hpmw0cffcS5c+cYMGAAgwcPxm63k5GRwfDhw2natOnNHGIRKSAKGiKFxObNmwkLC8PNzQ1PT0/GjBlD8eLFOXjwIFFRUZQvX54333yTNWvW8MwzzzB//nxmzZrleqR8cnIyc+bM4ZNPPsHHx4fhw4e7HhLk5eXFO++8Q0xMDAsXLuTdd9+lRYsWtGvXzhUyAHbu3Im/vz8zZszg0KFD2O12unXr5urr1KlTNGzYkG7dupGZmUnLli0ZMmQIAwYM4JdffqFNmzYsXrz4sn07duwY586dY/HixZw/f55ff/31BoyoiNwIChoihcTdd9992eu74eovgvpv13o51u9f6peVlXXVGlq2bMmvv/7Ks88+i4eHB88880ye9QEBAezatYvNmzfj5+d3zbYA17seatWqRe/evRk6dCg5OTmEhYVd83siUngoaIgUcqNHj2bdunX4+fkxYsSIPC+C+v11E79/OZanpycrV67k9ttvZ926dVd8aZSbmxv//Ty/LVu2UK5cORYuXMj27duZOXMm0dHRrr5WrlyJv78/EydO5OjRoyxfvhxjTJ6XAXp5eZGYmEiNGjXYs2cP5cuXZ//+/aSlpbFgwQLOnj1Lz549adWqlYWjJiI3ioKGSCF3tRdB3XnnnQwYMIDnnnsOuL6XY/1egwYNmD59OpUrV3a9A+O2224jPDyc9957D3d3d1fbl/oaO3YsQ4cOJTY2Fh8fH6pVq8bZs2cJDg5m/vz51KlTh8cff5yJEydSsWJFypUrB8Ctt97KG2+8wWeffYanpycvvPCClUMmIjeQHkEuIiIiltHtrSIiImIZBQ0RERGxjIKGiIiIWEZBQ0RERCyjoCEiIiKWUdAQERERyyhoiIiIiGUUNERERMQy/w+J4+NVY0y6PwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inter=['Scholarship','Hypertension','Diabetes','Alcoholism','SMS_received','Handicaped']\n",
    "i=1\n",
    "for col in inter:#loop to plot means of attendance for people who had these characterstics.\n",
    "    x=df.groupby(col)['Attendance'].mean().index\n",
    "    y=df.groupby(col)['Attendance'].mean()\n",
    "    plt.figure(figsize=(8,5))\n",
    "    i+=1\n",
    "    plt.bar(x,y,width=.2,color=['r','g'])\n",
    "    plt.xlabel(col)\n",
    "    plt.xticks(x,['people who has not '+col,'people who has  '+col])\n",
    "    plt.ylabel('Attendance')\n",
    "    plt.xlabel('Patient status')\n",
    "    plt.title('Mean of attendance of '+col)\n",
    "    for index, value in zip(x,y):\n",
    "        plt.text(index,value,str(value))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sizes=[]\n",
    "condition=['Hypertension','Diabetes','Alcoholism','Handicaped']\n",
    "df1=df.query('Attendance== \"1\"') #dataframe of who attendedn.\n",
    "for ii in condition: #loop to create the portion sizes of the pie chart.\n",
    "    sizes.append(df1[ii].sum())\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.pie(sizes,labels=condition,autopct='%1.2f%%');\n",
    "plt.title('Health profile of patients who attended their appointments')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sizes=[]\n",
    "condition=['Hypertension','Diabetes','Alcoholism','Handicaped']\n",
    "df2=df.query('Attendance== \"0\"')\n",
    "for ii in condition: #loop to create the portion sizes of the pie chart.\n",
    "    sizes.append(df2[ii].sum())\n",
    "plt.figure(figsize=(8,8))\n",
    "plt.pie(sizes,labels=condition,autopct='%1.2f%%');\n",
    "plt.title('Health profile of patients who missed their appointments')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> From the last two sets of bar plots:\n",
    "<br>1- People with a scholarship constitute a small portion tend to have lower attendance mean.\n",
    "<br>2- people suffering from hypertension or diabetes or Handicaped are also a small portion of the data but they have higher attendance mean.\n",
    "<br>3- Alcoholic people are the least faction in terms of numbers and they have attendance mean higher than who are not but the difference is highly negligible.\n",
    "<br>4- Receiving an SMS reminder has lower the attendance mean."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">- the health profile of people who attend is somehow identical to those who miss."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Question6: what effect does the duration between Scheduling and the actucal date have?\n",
    "### Question7: does the day on which the appointment is scheduled make a difference?\n",
    "### Question8: what effect does the Neighbourhood have?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "waiting_data=df.groupby('Attendance')['WaitingTime'].mean()\n",
    "locations=[0,1]\n",
    "ax=plt.bar(locations,waiting_data,color=['black','yellow'],alpha=.5) #plotting mean wait time.\n",
    "plt.xticks(locations,['Missed','Attended'])\n",
    "plt.title('Mean waiting time')\n",
    "plt.ylabel('Mean Time in days')\n",
    "plt.xlabel('Attendance status')\n",
    "for index, value in zip(locations,waiting_data):\n",
    "    plt.text(index,value,str(value))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    ">Mean time of waiting is lower for people who attended their appointments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,5))\n",
    "x= df.groupby(['WeekDay'])['Attendance'].mean().index\n",
    "y=df.groupby(['WeekDay'])['Attendance'].mean()\n",
    "plt.bar(x,y,alpha=.7,width=.35,color='darkred'); #plotting mean attendance vs week day\n",
    "plt.xticks(fontsize=10);\n",
    "plt.title('Mean attendance for each Day of the week');\n",
    "plt.xlabel('Day');\n",
    "plt.ylabel('Attendance mean');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Friday', 'Tuesday', 'Monday', 'Wednesday', 'Thursday', 'Saturday'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['WeekDay'].unique() #making sure there is't sundays."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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H4Ndff2X//v0AnDhxgmzZstGjRw9q1qzpKJT90fWsVq2aY3VhTEwM7du358KFC9SsWZMVK1Y4fh+CgoJYvXq10z4+//xzkpKSSExMZMuWLbzwwguPNL8qVaqwd+9eRxF73bp1TJkyhWrVqrF7925+/vlnIHW15iuvvPKHT8f97TXftWsX7du3p1mzZgQEBLBnzx5HgdTNzY2dO3cCcOzYMc6cOYPJZHrguAMGDGDr1q00atSI0NBQfHx8HCvdRERE5MnQyjIREfmf16JFC65du8brr7+OzWYjf/78TJ061fF+QkICLVq0IDY2ljZt2lCtWrUH9vfiiy9y5swZXn/9dZKTk6lbty7NmjV7pJimTp3K2LFjadKkCUlJSTRu3JhXXnklzWqibt26MWbMGJo0aYKvry8BAQFpVsKkp1ChQsydO5fLly8TEBDgeCDA8OHDGTduHE2aNCE5OZlatWrRvXt3x3tjxozBz8+P6tWrO25RfBTp9e/m5sasWbMYO3YsCQkJmEwmJk6cSMGCBcmXLx+XLl2icePG+Pv7kz9/fiC1KBQSEsLAgQMdK5cmTJjgKHDe07FjR0aOHOlYcVa2bFnH7XHpKVasGIMGDaJ9+/Z4e3unufX19+rVq8egQYMYNWpUuudky5aN2bNnExYWRmJiIoZhEBYWRp48eThw4MBDXbsHzaNq1aoMHDiQsWPHEhISQunSpWnUqBFr1qxh/vz5jB8/nnfffZeUlBT69OlDhQoVHAUwZ0JDQxk6dCgvv/wyOXPmpHjx4kBqEXHjxo00aNAAk8lE5cqVyZYtGxcvXnxg7CNHjmTUqFE0adIEwzDo1q0bJUuWZNiwYYwfP97x+1C9enU6d+7stA8PDw/atGlDdHQ09evX57XXXsPFxeWh53cvp/f6z549OxMmTOCpp55izJgx9O/fH8MwsFgsLFiwwHHLZ3pq167t+HPTs2dPwsLCmDVrFq6urpQvX55Lly5hsViYM2cOoaGhTJ8+nQIFChAYGIiHhwfPPPNMuuP26NGDYcOGsX79esxmM//5z3/ue3CFiIiIZCyT4Ww9uYiIiADQrl073nzzTRo0aPB3h3Kfzz77DB8fH+rUqYPNZuOdd96hRo0atGnT5u8OTeQvM2TIEIoUKUKnTp3+7lAe2eTJk+nUqROBgYFcu3aNpk2b8t///hc/P7+/OzQRERF5AK0sExERyaSKFCnCyJEjmT59OsnJyVSpUoXXX3/97w5LROxy585Nhw4dHPsLjhs3ToUyERGRTEAry0REREREREREROy0wb+IiIiIiIiIiIidimUiIiIiIiIiIiJ2KpaJiIiIiIiIiIjY/WM3+LfZbFitT247NbPZ9ETHe9I0v8xN88u8/s1zA80vs9P8Mq9/89xA88vsNL/M6988N9D8MjvN76/j6mp+IuNkZv/YYpnVahAZGffExvP393qi4z1pml/mpvllXv/muYHml9lpfpnXv3luoPlldppf5vVvnhtofpmd5vfXyZ7d94mMk5npNkwRERERERERERE7FctERERERERERETsVCwTERERERERERGxU7FMRERERERERETETsUyEREREREREREROxXLRERERERERERE7FQsExERERERERERsVOxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERHJVFJSUhg1ahjdu3ekR4/OXLx4wfHeV199Qbdub6fb9uTJE/Tq1dXx+vTpUzRr9jK9enWlV6+ubN/+FQBr166iY8e2dO78Fjt2fJOmj4sXL1C/fh0SExMdx6xWK8OHD2bfvj2OY8HB/QgK6kivXl0ZMKA3AOHh4fTq1ZWePbswdOgAEhIS0vQ9efJ4FiyY87fFvHXrJ3Tp0p5OndqxYsW7AJw9e5ouXd6ib98exMfHA7By5VJOnDiW7nUWycwsf3cAIiIiIiIiIo9i795dWK1WFi5cxsGD+1i8eB7jx0/h7NnTfPbZRxiG4bTdmjUr+fLLrXh4eDqOnTlzilat3uSNN9o6jsXExLBx4zrWr/+Q+Ph43n67DXXqvABAbOxd5s6dgaurm+P8q1evMG5cKDduXKdx42Zpjq9atQGTyeQ4tmHDGl58sR6vvvo6ixbN49NPP6RFi9YAfPjhJn755Rxly5Z/5Jijo6P/dMxXr15hy5aNzJ27CFdXN5YuXURKSgqfffYxgwcP4/DhQxw4sI9SpUpz7dqvlCxZ+o+TJZIJqVgmIiKSyaWkpDBuXCjh4ddwcXEhOHg4NpuNsLDxgEHhwkXp128QZrPZ0Wbr1k/46qutpKRYSUpK4ty5M3z00ZeEh//KjBlTcHFxwc3NjeHDR5MtWwAANpuNQYP6UqtWbZo1a4FhGDRv3pA8efICULJkabp378WhQwdYsmQBFouFrFmzMnz4GDw8PJg5cyrHjx/F09OToKDePPdcScLDw5k4cQxWawoAgweH4O3tQ2hoiCPWc+fO0L17L5o1a8Hbb7fB29sHgFy5chMSEsrZs6fTjfnOnTsEBXVk5cp1uLu7c/fuXcaMGUFcXCzJycm8804/SpYsnebb+kuXLvLyy40JCnrHacxnz54mLGw83t4+TJw4DU9PT1auXEqFCpX0Pw0iIk9I3rz5sVqt2Gw2YmNjsVgsREVFsmDBXHr3HsDkyeOctsudOw/jx09h7NiRjmOnT//EpUsX2bVrB3ny5KVPnwF4enqSM+fTxMfHk5AQj4tL6k1ZhmEQFjaerl17MnToAEcfcXFxBAcPZ82alY5jt29HEBMTQ3BwP2JiYmjbtgM1atSiSJFi3Lhx3d4ulqeeegqAEyeO8eOPJ2ja9NU0K+UeNubs2f3/dMwHD+6nePESjBs3ioiIW7z1VkcsFguenl7Ex8cTHx+Pp6cnK1a8y1tvdXzkvIlkFiqWiYiIZHLOvl232Wx069aTsmXLM378KHbt2un4dhmgYcMmtGnTisjIOKZNm0yjRq/g6+vL0KHT6NdvEEWKFOPDDzexZs1K3nmnPwBLliwgOjrK0cfVq1coWrQ4YWEz0sQzbdok5s1bQrZsASxcOJdPPvmQXLlyc+nSRZYsWUl0dDQDBrzD0qWrePfdBbz2Wktq136e/fv3snDhPCZMmMLcuYuB1P9xWLx4Pk2aNHfcNnLvvXtmzXIe8+7du5g6dSq3b992nLt+/RoqVqxEy5ZtuHTpAqNGDWPZsjWOPq9evcLIkUNp374Tu3d/5zRmfbsuIvL38/T0JDz8V9q0aUFUVCSTJ09n0qSx9O7dH3d393TbPf98Xa5d+zXNsWeffY7GjZtRvPizrFy5lGXLltC9ey9y5HiKdu1ex2q10a5dBwCWLVtMtWo1KVKkaJo+fv8aIDk5mdat2/L6662JiYkmKKgTJUo8R/bsOVi4cA7btn1JcnISHTt25datWyxbtpgJE6by9dfbHivm4OBBfzrmqKhIjh49zMKFy0hMTCQoqBNLlrzHa6+1Ys6c6QQEBJA1azY8Pb04c+YUa9e+R9Wq1alZs06611wkM1KxTEREJJNz9u36yJHjMJvNJCcnExERQbZs2Zy2PXXqR86f/5kBA4IBGDVqAoGBgUDqPiZubqn/w/HNN//FZDJRtWp1R9vTp3/i1q0bvPNON9zd3enduz/58hVgzpzFjpVdqX24ceHCL1SpUhUXFxf8/f1xcXEhIuIWvXr1w8fHJ8259xiGwYwZUwgNHYvZbObUqZ9ISEigX7+eWK1WunbtScmSpdKN2WRyYebM+XTq1M7RZ8uWbXBzcwUgJeX/z71n9uxpBAW9g5eXV7ox69t1EZG/34YNa6lcuRrdu/fi+vVwXnutMbly5Wbq1IkkJSVx4cJ5Zs2aRp8+A/6wr9q1X8DX19fx88yZU9i3bzcREbfYsOFjAAYMeIdSpcrw1Vefkz17Dj799CNu346gf/9ezJu3xGm/AQGBNGv2mn2ldTaKFCnGpUsXmT9/FiEho6hSpRp79uxi3LhQKleuRmRkJAMH9ub27QgSEhLIn78ADRs2eeiYd+367k/HnCVLFsqVq4CXlzdeXt4UKFCQy5cvUqJESUaPngDAqFHDGDBgCCNGBDNz5nz69eupYpn862iDfxERkUzut9+uT548nhYtWmM2mwkPv0a7di2JiookX778Ttu+995yOnb8/1sQ7xWdjh8/yubNG2jZsg2//HKObdu+pHPn7mnaBgQE0rbt28yZs4h27ToyZszINH3s2PENhw8fokGDRhQpUoz9+/eSkpLC1atXuHDhFxISEvD398disXDp0gXmzZtJx45dHP3v3r2TggULkS9fAQA8PDx44412TJ8+l4EDhzJmzHBSUlKcxgxQvXp1smTxTxOzr68v7u4eRETcYuzYEXTr1tPx3rlzZ4mNjaVixcoA6cb82mut2LRpA9HRUWm+XZ86dSK7du14pNyJiMjj8fX1c9yW7+eXhZw5n2blynXMnbuY0aMnUKBAwYcqlAH079+LH388AcD33x+gWLHi+Pr64e7ujpubG+7u7vj4+HD37l3Wr/+QuXMXM3du6hdD06fPTbffgwf3M3LkECD1lsfz538mf/6CaWIPDAwkJiaG119vzbJlq5k7dzFt23agXr0G6RbK0ovZz+/Px1yqVFmOHPmexMRE4uPjuXDhvGO7BYC9e3dTsmQpfH19SUpKAiAhIf6hrrNIZqKVZSIiIpnc779d79MniJUr15Ez59OsW7eFTz75kDlzZjB8+Og07aKjo7l06QLly1dMc3z79q94771lhIXNJGvWrLz//nvcvHmD3r27Ex5+DYvFlZw5c1G2bHnHPmhlypTl5s0bGIaByWRi/fo1fPvtdqZNm4O7uzuVK1flp59O0rt3d555pgjFij2Ln18WAA4fPsS0aZMYMWKMozAG8OWXn/P6660dr/PmzUeePHkwmUzky5efLFmyEBFxi6eeynlfzA/y88/nCA0NoWfPPpQrV8Fx/KuvtvLKK80dr9OL2dfXV9+ui4j8jfxS4unauCEjpk2ld7cOJKek0K99B562JUBsArFxUVhsKfjH3gFgaNhkend4m4Cnc+Jvtd33/uiePRk/IwxXVwuBWbMxqk9ffLy9OV64ED06t8NkNvNcmfJUqlTlkeKsVq0GBw7so2vXDri4uNC1a0/8/f3p23cQM2aEYbPZMAyD/v0HP/I1GDhwKDNmhGGxWAgICGDw4GHkzp2DZ599zjFe6dJlHznmwoWfoXHjpgQFdQIM2rfv5Pj32mq18vHHWxg7dhKQ+u9k164dqFmz9iPHL/JPZzLSe0zI3yw52UpkZNwTG8/f3+uJjvekaX6Zm+aXef2b5waa3z/FihXvYjZbaNeuA/Hx8bRr15I8efIyYMAQ8ubNx/btX7F//15CQkLTtDtyZB87dnxH376DHMe+/HIrH320mUmTpjk+HP/W0qWLCAgIoFmzFsyfP5ssWbLw5pvtOXv2DFOmTGDx4hWsXLmU06dPERo6Fnd3DyB10/wffjjMK6805/r1cMaNC2XOnEUcPnyIWbOmMnnyDHLmfDrNWC1bNmX9+g8dTxDbsmUjP/98joEDh3Dr1k169+7Oe++tZ/v2r5zGfC9/LVo0Yc2ajbi7u3P+/C8MGzaI0aMn3rdXS8eObZkxY65jNVp6Md+zd+9url69TIsWrenRozPz579LUFBHFixY9hhZfDSZ5XfzcWl+mZvml3lllrn5x97B1q3bI7dztZhJTrE+cjuXRYuI9H7wFzH/BJklf49L8/vrZM/u+0TGycy0skxERCSTa9myDRMnjqFHj84kJyfTtWtPnn76aSZMGIXF4oqHhwfBwSMAGDt2JF269CBnzpycP3+eXLlyO/qxWq3MnDmVp57KSUhIagGtXLkKdOrk/H9I2rbtwNixI9i7dzdms5lhw0Zx+3YEy5cvoWjR4gwY0BuAunVfomHDJuzfv4dPP/0INzc3+vdP3SNt1qxpJCcnM25caiEvX778DB48jDt37uDl5e0olAE0btyU8eNHERTUCZPJxNChIzGZTI8U86JFc0lKSmLWrKkA+Pj4MGnSdCD1qWW/vW3zqadyOo353rXSt+siIiIi/05aWWanKnXmpvllbv/m+f2b5waa3z+FX0o8LokJj9zObHbBarU9cjubuwfRFs9HbvekZZb8PY5/89xA88vsNL/MK7PMTSvLnMss+Xtcmt9fRyvL/phWlomIiGRyLokJj/U/DWaLGdtj/k8DmaBYJiIiIiLyOPQ0TBERERERERERETutLBMRERERERGRJyIlJYVx40IJD7+Gi4sLwcHDyZ+/AACzZ08jX778NGvWIk2brVs/4auvtpKSYiUpKYlz587w0UdfcuvWTcLCxgMGhQsXpV+/QY4ndd+5c4egoI6sXLkOd3d3EhMTGDNmhH1fVC+GDRtN1qxZ6dWrq2OcS5cu8vLLjQkKeoetWz9hy5aN2Gw2atWqQ4cOnYmIuMWYMSNITk4mICCQYcNG4eHhwbffbmf16pWYTPDKK6/SpEkzrFYrkyeP4/Lli7i4mAkJCSV37jyOsb766gs2bVrPokXLAXj//bVs2rQZkwk6dOhCjRq1iI6OYsyYEcTGxpIlSxaCg4eTNWs2Dh7cz8KFczGbzVSsWJmuXXtgs9kYNmwQt27domvXICpVqsrVq1f44IN19O07MGOT+i+klWUiIiIiIiIi8kTs3bsLq9XKwoXLePvtzixePI87d+4wYEBvdu3a6bRNw4ZNWLFiJXPnLqZYsWfp02cgvr6+LF48j27derJgwTISExMc7ffv30v//j25ffu2o48tWzZSqNAzzJ//Lg0aNGLlyqUAzJ27mLlzFzN06EiyZ89B+/aduHr1Clu2bGTu3EUsWbKS5ORkUlJSWL16JQ0aNGL+/HcpUKAgH320yT6XucycOZ+FC5ezdu17REZGsnv3dwAsWLCMTp26MWfOdEcsZ8+e5rPPPuLeFvKRkZGsW/c+CxcuY9asBUybNgnDMHjvveWULl2WBQuW8tprrVi0aB4A8+fPYvjw0SxatJwjR77n55/PcfbsGXLmzMW0aXPYtGkDACtXLuWtt97+izP4v0HFMhERERERERF5IvLmzY/VasVmsxEbG4vFYiE+Po6OHbtSv37DB7Y9depHzp//maZNXwVg3LgwypYtT3JyMhEREWTLlg0AFxcTM2fOx8/Pz9H22LGjVKlSHYCqVWtw6NCBNH3Pnj2NoKB38PLy4uDB/RQvXoJx40bRq1dXSpUqg8VioXfv/tSv3xCbzcaNG9fJmjUAs9nM6tUf4OPjQ3R0FIYBnp6e1K79PIMHDwPg+vVwsmYNACAqKpIFC+bSu/cAx9j+/v5s2rQFi8VCREQEPj4+mEwmLlz4hapVU2MuXboMx479AECRIsWIjo4mJSWFpKQkXFxc8PT0JCEhnoSEeDw8PDl27Afy5s1HtmwBj5uq/2m6DVNERIDHWxJvs9mYMmUC586dxdXVlSFDRpAnT17H+79vN3PmFI4dO4qXlxcAkyZNx2azOl1efvToEebOnYnJZKJatRq8/XYXAObMmc6xYz9gMrnQq1dfSpcuS3h4OOPGjcQwDPz8/AgNHZ/ukniAVauWs2vXTpKTk3n11RY0btyM8+d/uW8ZP8CmTRv4/PNP0yyJNwyD5s0bOuZasmRpunfv5TTmffv2sHr1Csc1OXbsB957bz3JyUmEhY3H29uHiROn4enpycqVS6lQoRIlS5b+q9MrIiIi8o/g6elJePivtGnTgqioSMLCZpArV25y5crNvn27H9j2vfeW07Hj/982aTabCQ+/Rt++PfD29iFfvvwAVKpU9b62sbGx+Pj4AODl5UVs7F3He+fOnSU2NpaKFSsDqQWto0cPs3DhMhITEwkK6sSSJe/h6+uL1WqlQ4c3SExMcnw+tVgs7NjxNdOnT6ZatZpYLBbH8XHjQtm581vGjZuM1Wpl0qSx9O7dH3d39zTxWSwWNm1axdKli2nRohWQWhTbtWsnRYsWZ9eunSQkpD79vHDhZwgO7oufXxYKFy5C/vwFcHFxIXv2HMyePY0uXXqwZMkCgoLeYerUifj6+tGlSxAuLlov9bB0pUREBHi8JfHbt28nKSmJRYuW0737O8ydOwMg3XanT59i+vS5juXuPj4+6S4vnzVrGqNHT2Dx4hUcPnyIM2dOcfbsGY4fP8bixSsZMWIMM2dOBWDDhjW8+GI95s1bQoEChfj00w/TXRJ/+PAhjh8/xoIFS5k7dzHXr18HcLqM/86dO2zZsvG+JfFXr16haNHijnl0794r3ZirVq3uOK969Zq8+WZ7ChQoyGeffczgwcOoVq0GBw7s4/btCK5d+1WFMhEREflX27BhLZUrV2Pdus2sWLGW8eNHkZiY+IftoqOjuXTpAuXLV0xzPGfOp1m3bgvNmr3GnDkz0m3v7e1NXFwsAHFxcY7CGcBXX23llVeaO15nyZKFcuUq4OXlTdas2ShQoCCXL18EUotaq1d/wODBIYwbF+poU6fOi2zZ8jnJycl88cVnjuPDh4/m/fc3MXnyOI4d+4HLly8zdepEQkNDuHDhPLNmTXOc+9prrfjooy84evQIhw8fol27DoSHX6NPnx5cv36dp556ipiYGFatWsGqVRvYsOEj8ubNy7p1qwHo2LEr48aFcfr0KWrVqsMnn3xI48ZN8fX14/vv066kkwdTsUxERIDHWxJ/5MhhqlSpBkDJkqU4deonAKftbDYbV65cJixsPEFBHfn0048A0l1evnjxCnLlyk1cXByxsXfx8/Mne/YceHh4kJSU5IgRUr91i4mJBiAuLvV4ekviDxzYR+HCzxASMpDg4H7UqFELcL6MP2vWrKxYsfa+JfGnT//ErVs3eOedbgwc2JtLly6kG/M9N25c58svtzq+gfT09CI+Pp74+Hg8PT1ZseJd3nqr459No4iIiMg/mq+vH97eqYUqP78spKSkYLPZ/rDd998fcqz8uic4uB+XL18CUleLPWjlVKlSZdi7N3Xl2r59uylTppzjvUOHDjo+06aeW5YjR74nMTGR+Ph4Llw4T548eZk6dRKHDx+yj+eNyWQiNvYuvXp1TXM7pIuLC1988RmrVqVu3u/h4YGLiwslSpRk9eoNzJ27mNGjJ1CgQEH69BnApUsX6NOnN4ZhYLFYcHV1xWQy8cMPR2jQoBGzZs0nV65clCpVBnd3dzw9vfD0TL1TIyAgkJiYGEfsiYmJ7NixnZdeepmEhARcXFwwmUzExcX/4TWW/6fbMEVEBHi8JfF37951fNgBcHFxISUlxWm7hIR4XnutJa1bt8Vms/LOO90pXrxEusvLLRYLJ04cZ9SoEAoUKEjWrP4kJSVjMrnw5pstuHv3LsHBqftAZM+eg4UL57Bt25ckJyc5luc7WxIfFRVJePg1wsJmcu3aVYKD+7N27aZ0l/GnLolfn2ZJfEBAIG3bvs2LL/6Ho0d/YMyYkbz77ntOY75n/fo1tGzZBjc3NyD1m8M5c6YTEBBA1qzZ8PT04syZU6xd+x5Vq1anZs06f1FmRURERP45Or/anNCJ4+ndrQPJKSn0a9+Bp20JEJuAR3ICnolx+MfeAWBo2GR6d3ibp3Pk4OKxYxQOyOZ4D6D7a68xeexwXC2ueHi4M6Zv/zTvuxg2/FLiSXR3p3nzFowbF0pQUCdcXV0JDR3nOO/27QiyZPF3vC5c+BkaN25KUFAnwKB9+074+WXh9ddbM2XKBJYvX4KLiwsDBgzB29uHevUa0LNnFywWC4ULF+Gll14mKSmJCRNG07NnF1JSUpzeenlPvnwFKFasGN26vY3JZKJq1eqUK1eBK1cuO1avBQZmZ+jQEbi5udGrV1/69euJu7s7Pj4+hISMcvS1YcP7tGjRGpPJRKNGTQgLm4C3tzcTJ05zOrY4ZzLuPX7hHyY52UpkZNwTG8/f3+uJjvekaX6Zm+aXeWWmuc2ZMx1XVze6d+/F9evh9OkT5HjU9tKliwgICLhvz7LFi+dQuHBx6tatB0Dz5g3ZsmWr4/3ftrNarSQmJuDl5Q2kPsWnUKFnqF37eWbOnMr169epUqUa3333DQsWLPvdOPMxm834+WXhp59OMmzYKOLi4ujRoxPTp88lOLgf3br1okqVauzZs4stWz5gypRZjvY2m43x40dRvnxFLl26iL9/Vt54oy0A7du/wcyZ88iaNZvj/E8++ZCjR48wdeoUR/6Sk5MZOLA37dt3okSJkpjNZlxdXQFo2rQBH374OSaT6b6YO3Xqhs1mo02bFqxcuRZ3d4/7rv2oUcMYMGAII0YEM3PmfPr168mMGfMeOnf+sXewdev20Off42oxk5xifeR2LosWEemd9ZHbPWmZ6c/fo/o3zw00v8xO88u8Msvc9O+ec8qfc8rf/bJn930i42Rm/8qVZc42qTabzYwfPwqTyUShQoXp3z/Y6RLNkydPsGDBbObOXQzAnTu3mTx5HDExMdhsVoYPH0Pu3HmcblINEBoaQkJCPBaLKyNHjiEgIJCDB/ezcOFczGYzFStWpmvXHkDqktHo6CjMZgvu7h5MmzabiIhbjBkzguTkZAICAhk2bBQeHh5s2/YFGza8j9lspnDhZxgwYAg2m42JE0dz7do1kpOTaN++EzVr1iE0dCgREREAhIdf47nnSjJr1iynMXt7ezvdpBrAarUSGjqUxo2bOW6RWrRoHocOHcBkMtG370BKlCjJ2bOntUm1yL+Ar68fZnPqPwsPuyS+XLlyfPXVf6lbtx4nThynUKFn0j338uVLhIaGsGzZagzD4NixozRo0NixvLx8+Yp8++12SpUqg2EY9OzZhUmTpuPn54eXlxdJSUn4+vri6emJ2WzGy8sLV1c34uPj0iznDwxMXYoeG3uX4OD+TJ8+Fzc3N8eS+NKly/LBB+/TuvWbRETcIiEhHj+/LAQH96NXr37kzZvPsYz//PnzTJkylfHjw9IsiV+2bDFZsmThzTfbc/bsGZ56KicAPXp0vi9mgF9++Zn8+fM7LZTt3bubkiVL4evr6zg/IUHL5EVERERE/i7/ymLZbzepPnhwH4sXzyMlJYUuXYIoX74iU6ZM4LvvdlCnzgtp2q1Zs5Ivv9yKh4en49j8+bOpV+9l6tatx+HDh7h48QK5c+dxbFLt7+/vOHfDhvcpXLgwPXr04eOPt7B27Sreeacf8+fPYuTIcRQoUJAePTrz88/nKFz4Ga5evcKqVRvSrERYvXolDRo04uWXG7N06SI++mgTzZq9xpIlC3jvvfV4eHgQGhrCnj3fERUVhZ+fPyNGjCUqKpK3336TmjXrMHr0RCB1A8Tevbvzzjupj6R1FvOVK5cpWrQ4YWFpN0K8evUK48aFcuPGdRo3bgbAmTOn+PHHEyxevILw8GsMGTKAlSvfd2xSffjwIQ4c2EepUqW1SbVIJtSyZRsmThxDjx6dSU5OpmvXnnh6ejo9d+zYkXTp0oO6df/Dt9/upHv3jhiGQUhIqNPzAQoUKMhLLzWgW7e3sVgsNGjQkEKFCuPm5nbf8nKTycQbb7Rl4MDeuLm5ERAQQHDwCNzd3Tl+/Cjdu3fEarXy0ksNyJevAH37DmLGjDBsNhuGYdC//+B0l8SbzWaOHj1Mly7tsdls9O8fjNlspm3bDkyYMAqLxRUPDw+Cg0dQsGA+nnmmyH1L4gsXLsLYsSPYu3c3ZrOZYcNGpRszwKVLF8mVK89918RqtfLxx1sYO3YSAJUrV6Vr1w7UrFn7z6ZTREREREQe07+yWOZsk+qTJ09QrlwFAKpWrc6BA/vvK5blzp2H8eOnMHbsSMex48ePUrjwM/Tp04Onn36aPn0Gptmk+s6dCBo1akrjxk0pXPgZxybPv994Ojo6mpSUFMemf7dvRxATE0NwcD9iYmJo27YDNWrUonfv/hiGgc1m48aN6+TNmx9XVzcWLlyGh0fqigSr1YqbmzsvvPAfXnihriPWeytC7lm2bBEtWrQkMDAw3Zh/u0m1u7s7vXv3J1++AsTFxREcPJw1a1Y6+itatDjTps3BZDIRHn6NbNlSb1nSJtUimZ9fSjz+RiJzhgSnfcO+58OA1i3TvJ7Wvx8A5hvXGd8jyGkbZ+16NnuFns1ewebuQbQltRCXJ09eFi5Me9slQK1az1Or1vP3HR80KOS+YwULFmL27IX3HW/a9FWaNn31vuM9evS571ipUmXuu/0TUp8q9NtHlAP4+fmluc3zj2J+8cX/8OKL/7nvuNlsZuLEqY7XHTp0pkOHzvedJyIiIiIiT86/sljmbJPqH3444ljB5eXlTWzs3fvaPf98Xa5d+zXNsWvXfsXX149Zs+azfPkS1qxZSZs27ZxuUu3nl4UDB/bRtu3rREdHM2/eEiB1c8Dg4L74+WWhcOEi5M9fgJs3b9C6dVtef701MTHRBAV1okSJ58iaNRtWq5UOHd4gMTGJt9/ugouLC9myBQCwceM64uPjqVSpimM+cXGxDB8eTJcu//8/rHfu3ObQoYO8805/AOLjnW+snd4m1UWKFHV6bS0WC4sWzWPjxvX06zcI0CbVIv8GLokJj7V3hNlixvaYe0dgcb5qTURE5EnYuvUTtm79BICkpCTOnTvDggXLmDp1Aq6ubhQpUpQ+fQbet3VLixav4uGRuq1Jrly5CQkJdboNyr27Pe7cuUNQUEfHPqCQenfH0KEDWLVqAwCRkZGMHj2MxMREAgOzExISioeHBz/9dJI5c2ZgGAYBAQGMGDEWV1dXpk2bxLlzZ3F1dWXIkBHkyZOX06dPpRu7zWZj0KC+1KpVm2bNUh+S42z7mKNHjzJu3DgsFjOVKlV1fFk0Z850jh37AZPJhV69+lK6dFnH9diwYS0REREEBb0DwLffbmf16pWYTPDKK6/SpEkz4uLiGDKkP4mJiQwaFMIzzxTh6NEfOH78B9q27ZAB2RUR+XPSf67qn5CcnMyAAQNo3bo1bdq04eeff+bixYu88cYbtGnThtDQ0Id6NOzj2rBhLZUrV2Pdus2sWLGW8eNHkZKS7Hg/Li4WHx+fB/Tw/7Jk8XfcDlOjRi1OnfoRd3cPWrZ8Aw8PD7y8vKlQoSLnzp1h+fIltGnzFqtXf8D06XMZPnwwMTExrFq1glWrNrBhw0fkzZuXdetWExAQSLNmr2GxWMiaNRtFihTj0qWLQGpBavXqDxg8OMRxa5LNZmPu3JkcPLif8ePDHIWy69fDeeed7tSv35CXXmrgiPubb7ZTr159zGYzkPqoWmcxFy9eglq1UotZZcqU5ebNG/zRMx+6devJRx99ztq1q7h69QqBgYGMHj2B3r0HsGbNStq27cCHH25i4MChbNq04aGus4iIiIjIk9SwYRPmzl3M3LmLKVbsWfr0GUhY2Hh69x7A/Pnv4u3tw7ZtX6Rpk5iYCOBod2/7gdGjJzJ37mImTJiKj4+vYxuU/fv30r9/T27fvu3o44svPiM0NISoqCjHsRUrllCvXgPmz3+XIkWK8dFHmzAMg8mTxxMSEsqCBUupUqU6169f47vvviUpKYlFi5bTvfs7zJ2bup3Kg2JfsmQB0dH/P97WrZ9QuHBh5s1bQt269Vi7dhUAY8aMYtSo8cyfv5QffzzB6dOnOHv2DMePH2Px4pWMGDGGmTOn2q9FAmPGjGDz5g8c/aZuhTOXmTPns3DhctaufY/IyEgOHtxHzZq1GTAgmE8//QjDMPjgg/d5/fU3/lwSRUQySIYUy3bs2EFKSgrr1q2jZ8+ezJw5k4kTJ9K3b1/Wrl2LYRhs3749I4YGSLPR871NqosUKcbhw4cA2LdvD2XKlHuovkqXLsPevbsB+OGHIxQsWJjLly8RFNQZq9VKSkoKx44dpWjR4vj6+jqKcFmzZiU2NhZ3d3c8Pb3w9Ez99ikgIHXj6YMH9zNy5BAA4uLiOH/+Z/LnL8jUqZMccXp5eTuKYlOmTCApKZGJE6c5bse8fTuC/v17ERT0Do0bN00T96FDB6hatYbj9YULF5zGvGzZYjZsWAvg2KT6t3uo/db33x9k2rTJALi5uWOxWNKcq02qRURE5H/N1q2f0KtXV3r16krXrh148cXqnD59ii5d3qJHj86O/RR/y2azMWXKBLp1e5tevbpy5cplIHW1UVBQJ3r06MzUqRMd7T7+eAudOrWja9cO7N79HQB3795lwIDe9OzZhT59ehARccvRR58+PejZswt9+/YgKirSMe6VK5dp166l43VExC369AmiR4/OjBgxhISEBAC2bfuCLl3a0717R6ZMmeCIY9Wq5XTr9jYdO7bl008/TDOnr776gm7d3r5vngMG9ObDDzc6Yh48uB+9enWlW7e3OXHiGIDj+vXq1ZVXXqnPggVzAJg3bxbdur1N585v8fHHWwA4e/Y0Xbq8Rd++PYiPT/2cuXLlUkdfj+PUqR85f/5nmjZ9lZs3b1CqVBkg9fb8Y8d+SHPuuXNnSUhIoF+/nvTu3Z0TJ46nef+326AAuLiYmDlzPn5+fo5zfH39HA8Tu+fYsR+oUqUakLplzKFDB7h8+SJZsmRhw4a19OrVlejoKPLlK5Dm3JIlS3Hq1E8A6cb+zTf/dey7eU/hws8QF5f61L1728fExt4lKSmZ3LnzYDKZqFy5Gt9/f4Ds2XPg4eFBUlJSmq1mEhOTaNCgUZrtV8xmM6tXf4CPjw/R0VEYRupdP/+/bUsCnp6ebNv2BbVrv+BYaSci8k+TIbdhFixY0LFn2N27d7FYLPzwww9UrlwZgNq1a7N7927q1av3l4/tlxJP18YNGTFtKr27dSA5JYV+7TvwXNGijJo5naUpKRTMm49mlcpjjr3D0LDJ9O7wNgFP58TfaiM2LgqLLQV/+/46IR07MnLGdD7ZtB5fb28mDxlKFl9fmj5fhx5d2mFxdaPBy40pVKgwXboEMWnSWLZs2UhKSgrBwcNwc3OjV6++9OvXE3d3d3x8fAgJGYWfnx8HDuyja9cOuLi40LVrT/z9/Xn99dZMmTKB5cuX4OLiwoABQzh9+hSffvoRZcqUo3fv7gC8/vobHDnyPTExMaxY8S4rVrwLwLRps3F397BvJp3bcV0KFy7sdGPttm073LdJdXrKli3PN9/8l6CgjlitNl599XXHGH/VJtXOlsMvWrScKVMmYjabyZs3H0OGjEizHD4pKYnBg0O5cOEi3t7e9O8fTN68+Rzvz549jXz58tOsWQvHMWdL0ceMGUFcXCzJycm8804/xwMKfv9U0H379rB69QpHX8eO/cB7762nQIGCwP1L0detW82nn37seLDC4MEh5MtXgFWrlrNr106Sk5N59dUWNG7cjNOnTxEc3M/xdNLmzVtQt+5LfPfdTubMmQuk7h03YEAwsbGxTpfPX7lymSlTJpKSkoyrqyujR08gSxZ/p8vn9SRTERGRP6dhwyY0bNgEgGnTJtOo0SuEhY2nb9+BlCpVhsWL57Nt2xfUr9/Q0Wb79u2OlUEnThxn7twZTJo0nTlzpt/3QKqSJUuxceM63n13FUlJSfTo0YlKlao4Vgb9/sFSYWHj6dq1JyVLluLbb7dz+fIlsmTx54svPuODD9alWc30KA+W8vLy5vjxYyxYsJSEhATef3+Vo5+zZ0/z2Wcf3Xd3wu9XM61fv4aKFSvRsmUbLl26wKhRw1i2bI2jcHT16hVGjhxK+/adOHz4EFeuXGbRouUkJSXRrl1Lnn++boY8WOq995Y7bjfMlSs3R458T7lyFdi9+7v7vvj18PCgQ4e3qVu3IZcvX2LgwN6sXbsJi8Vy3zYoAJUqVb1vvBo1at13LDb2/+988fLy4u7du0RGRnL8+DH69h1E3rz5GDy4L8WKPUtsbKxjYQCAi4sLKSkpTmP/5ZdzbNv2JePGTWb58iWONs62j0mNwdtxjpeXF7/+ehWz2YzJ5MKbb6Z+Zg4OHmbvw4/Klas6PrvfY7FY2LHja6ZPn0y1ajWxWCxUrFiZPXu+48MPN9K1aw/mzZtFx45dCQsbT+7ceXjzzfYPnS8RkSchQ4plXl5eXL16lZdffpk7d+6wcOFCDh486FiF5O3tTUxMzAP7MJtN+Pt7PfLY5vAoXAcOYOZvD25K/TbL8U/6L79A79RCRhjA6NSnmJkNg3zAeoCePQDICyy/1y4yEuybX3ex/8esWVhzPg2Av39+3n333ftiatq0EU2bNrrveGjoiPuO+fuXYPXq1fcdP378pNN+R40aed9xgE8//TTNa7PZhZ49g+jZM+1G3P7+XixZsoT0TJkSlub1uHFj0z13wYL5jp/79u1N37690z03PW3atKJNm1aOsV5/vQWrVi2jV6+e1K5dh+DgQRw7dpDnn///hzOsXbsFb28vNmzYwPnz55k4cQKLFy/h9u3bhIQM4cKFixQrViTN79PMmTOIi4vB09MNf38vVq9eSq1aNWjX7i3Onz/P4MED+eCDTVy6dIlhw0IID79G69at8Pf3okGD/9CgQepG3cuWLaVixQqULfscCQkJhIaO5PjxY9Sr95JjvPPnzzF58mSee+45x/gHDhzg1KmTvP/++yQkxLN8+XL8/b24fPkXOnToQIcO///NbGxsLNOmTWP58hVkzZqVZcuWYhiJfPPNl5QoUZwBAwayceMHbN78PoMGBdO//yT69+9HmTJl2LbtK+7cuUF8fDQ//XSCDRs+4NKliwwaNJANGzaybdtWxo4dy4EDBzh58ghly5YlIuIGNWve/8EuI5nNLo/15z0zyCxzMydEYbaYH7mdyWTC9THakVmuS2aJU/lzKrPk73H8m+cGmXN+J06c4PLlC4wdO5plyxZRq1bqyp9q1Srz9ddf06rV/39p98MPh3nhhefx9/eiZs0qjBwZjL+/F2fPnuaFF2phMpmoW/cF9uzZg5+fJxUqVCBHDn8AChQowPXrlylT5jm+/PIK/v5e2GxJ+Ph44uHhQnR0JN9/v5d3351PyZIladKkIWazmZw5s7Nq1Spefrm+49qOHDncUeCKjIygePEiZM/uz9q17xMYmPogJ7MZsmb148CB/ZQoUZzQ0GDu3o1lwICB+Pt7ERkZybvvLmDYsGGMGjUSf38vzGYXDhz4Dk9PN55/vo7j81aXLp1wc3PDw8ODW7dc8fT0TJPn4cNnMWjQQHLlCiQgoAoVKpQhSxYvkpMtgEFgoC/+/n6YzQZgJTDQn/ffX0mvXj0f+/clOjqaK1cu8uKLqV/wTpw4kUmTJrJhwxpKlizJ3bt30/RdqlRxSpcujqurG1mzPku2bNlITo4lMPBpvvjiI5o0aUxAgO9947i4pP6/zW9XUplMOPr28/PFYjHw9/ciPNxG1qz+5MmTk/z581GuXEkAnn++Dpcu/Uy2bP6YTCmOtiYTBAb6OY39m2++4s6dW/Tv35Nff72Kq6srzzxTkA8++IDOnTvTsmUrTp8+zZAhwaxatZq4uDhHv4aRQvbs2dix4yty5szBsmVLiY2N5a232lK9ehWeeuopALy83PDwcE1znZo2bUyTJg0ZNiyEnTu30bz5q4walXrL6pIli3n77fa8//5KQkKGMX/+PCIjb1CgQIGHzpv+3XMus/zdqfw5l1ny978iQ4plK1asoGbNmgwYMIBr167Rvn17kpP/f8+w2NjYNEuRnbFaDSIj4x55bH+r7bE2m3a1mEl+nE2qrbbHivNJS/0w88+P855Tp37k1KnT9Oo1gCtXrnHt2k3u3IklMjKahARrmrn8+ONpnn++NpGRcWTN+hTnzp0jMjKO8PAI2rXrzL59u4mPT3K0+eab/5KUZKVixaqO402btsTNzZXIyDju3LmL2Zz68/XrtxkwYChr1qzk7t3ENOPeuHGdjz76iCVL3iMyMo7o6Gjq1m1AmTIVuHjxguPcEydOsGDBAiIiIqhevSbt2r3N119/S758BenRowexsbH07NmHyMg4fvjhKJcuXWTbtv+SJ09e+vQZwPHjxyhSpAjjx0/g11+v0qRJM1xcPMiVKx+nT58hMjKOmzfvkJIC16/f5ubNm3zxxVdMmTKFZ599ju7dexETE4PF4saNG5FcuxYBuBAZGYfZ7MaNG3e4fTuKnDnzMnv2HFq3fuuJ/65ktt/PR5FZ5qa/O51T/pxT/v5+/+a5Qeac3/z5C3jrrU5ERsbx9NO5+eab7yhXrgJffvlf4uNj08wnJuYuJpPrb46ZuHUrGqvVRlRU6komw7Bw+3YkN27cxtXVw3Guq6s74eG38PfPyq5du2jcuJFjZdDly+GcO3eO3r0H8tZbXZg0aSzvv7+Bxo2bUrZsZZKSwDBIE0tKSorjwVJvvvk20dEJWCyp13/jxnVERd2lRImyfPrpZ4SHXyMsbCbXrl1l0KD+rF79AcOHDyUoqA9WqwspKTb755KrfPjhx47VTP//OcxCQoKNq1cvMWjQIHr3HuCI5dy5s0RGRlG8eJnfxOfKrVvRjB07ksaNm5GUZKJx49ccD5YqX94bFxdXDh06wsKFix7rwVK7du2mfPlKjjG//HIbgwYNIzAwOzNmhFG1avU012vLlo1cuXKBd94ZyK1bN4mOjsbV1ZvIyDh27txF+/adnP7u2myp/2/j7v7/f+f+NhclSpTiyy//S8OGTdi27WtKlCiFr28Ad+/GcuLEafLkycu+fQdo3Lgp2bLlYPv2b6hatQ4nThynQIHCREbGOY29WrWadOqUOt7SpYsICAigZMkKfPLJZ7i4uBEZGYfF4klMTAwpKS5YLBZOnjxDrly52bFjB2+/3ZXLly9isbgRE5OI1WrCxcXC9esRuLunFgXj4pJISEgmMjKO2Ni7BAf3Z/r0ubi5uWE2u5KQkOKY5507tzl79mdef70tMTF3iYlJJCkphRs3buPvn+Oh86Z/95zLLH93Kn/OPcn8Zc9+f1Ff0sqQYpmfnx+urq4AZMmSumdYiRIl2L9/P1WqVGHnzp1UrfpkV65I5vLb5fB58uRl+vQwVq5cire3D+XKVUhzbpEiRdmx41sqVKjGyZMnuHXrJlarlVy5cpMrV2727dvtODe9pei+vql/WURE3GLs2BH07j3A0Xd61q9fQ8uWbXBzcwPSX4pet+5LvPpqS7y9vQkJGcju3d8RFRWZ5gNncHB/1q7dxLPPPkfjxs0oXvxZVq5cyrJlSyhatBgHDuxn2bI1eHp60bNnZ557rpTT5fPR0dGcP/8L/foNpmvXHkyaNJbPP/+UOnVedLp8Xk8yFRER+fNiYmK4dOkC5ctXBCAkZCQzZ05j7dr3KF68BG5urmnO9/HxcewXBWAYBhaLJc02E/ceSOXt7Z3m3Li4OHx9fR0PlmrW7DXOnTvL8OGDWbx4BV5e3o44qlevxcGD++/b2/a37j1Y6uDB/YwbF8rcuYux2WzMnz+by5cvOh4s5eeXhXz5CuDq6kq+fAVwc3Pn9OmfuHz5MlOnTiQpKYkLF84za9Y0fHw8uXnzBr17dyc8/BoWiys5c+aiatXq/PzzOUJDQ+jZs0+az3RffbWVV15pnia26OhoRowIply5CrRrl7rq/t6DpQBGjRrGgAFDGDEimJkz59OvX89H+uzilxLPjXOnKByQzbEFS/Hs2Qju3xMPdw8qlynDy6Wfg99s3dL2hdoMn3aAd7q1x4SJ8X37EZgYA4lw9cIvPOvvjZ+9r99yMWz4pcSTmM4eXe3bd2LcuFF88skWsmTxJzR0vONJl6NHD8MwoGTJ0lSvXhObzcbBg/vp3r0jhmE4HjKQJ08+Bg7sg4eHB+XKVaBatZrpzt3Z9jEAI0eOYvTo4dhsNipVqsJzz5WkePFnOX78KN27d8RqtfLSSw3Il6+A0369vX2oV68BPXt2wWKxULhwEV566WXH+ytXLnXscda8+esMGNCLp57KyTPPpP+ZW0Tk75AhxbIOHToQEhJCmzZtSE5Opl+/fpQsWZIRI0Ywffp0ChUqRP369TNiaPkX+P0HzlmzpjFv3hIKFSrMpk0bmDt3JgMGBDvOb9ToFZYuvcI773SjVKkyFCtW3PEU0N/74ovPHvnDmzM2m43du3fRtWuPB55nGAYtW7Zx7EFRrVpNzp497fQDZ2TkHWrXfsFRuKtd+wVmzpxCxYqVKVmyFAEBqRvFlilTnrNnz7B9+1cP/SE5Pj6egIAApk+fQ1xcHD16dKJkydJkz57jL/vAKSIi8r/q6NHDVKxY2fF6z55dhISMTLPC57fKlSvHV1/9l7p163HixHEKFXoGwPFAqvLlK7Jv3x7Kl6/Is88+x+LF80lMTCQ5OZmLF89TsGDhdB4s5UHevPk4evQIZcqU4+jRwxQsWCjduKdOncSLL/6H8uUr3vdgKVdXVyZOnOYo4JUuXZYPPnif1q3fJCLiFgkJ8RQr9iyrV6c++fzatV8JDQ2hT58BaVZH3FvNVLVqdc6f/4URI4IZPXrifV9IHjp0MM2+VYmJCfTtG0Tr1m3TFFvu+SseLOWSmECH/6Y+dMz25ZcA1Lb/R3wC7NuPbd9+AMYDjEjdQmXqb1e3zJ7Nvcc3bHExw4ABpH2cQ6ovPL1xwSDxN8c+/vhLx8/ZsqV+Tvu9ChUqsWTJe2njdnFh0KCQ+86tWbP2A/cL7tSpm+PnwMDsTJ06+75zypQpw+LFK9IcM5vNTse7596effc0bfoqTZu+6vTcvn0HOX6uUqWa40EFIiL/NBlSLPP29mbWrFn3HXe2F5fI7/3+A6efnx/e3qmbjQYGZuf48aNpzj916kfKly9Pt269OXXqR3799Uq6fffo0cfx88N+eHPml19+Jn/+/Li7ezzwvNR9HVqxevUHeHp6cvjwQRo1egWbzbjvA6efXxa6d+9Iv36DKFGiJN9/f4BixYpTrNizzJhxlsjISHx8fDh58jivvNLskT4ke3t74+npidlsxsvLC1dXN+Lj//9baj3JVERE5PH9/sFK6a3wGTt2JF269KBu3f/w7bc771sZ1KtXX8LCxrNo0Tzy5y/A88/XxWw206JFa3r27ILNZqNr1x64u7unuzJoyJARTJ8+GavVytNP5yIoKP09ZB/lwVJ16rzA0aOH6dKlPTabjf79g9P9cjI9ixbNJSkpiVmzpgKpK+wmTZoOpD7lPUsWf8e5H364iV9/vcrHH29xPAkzJCSUXLly/2UPlhIREUmPyfj9Y2v+IZKTrY91v65/7B1s3br98Ym/89j3Py9aRKR31kdu96RllvvX/VLiWbH6PVzNFtq9mvqN1OETJ5i+dAkWsxmLxZXRffuRO2dOx3J4D3d3Bk2cQHxCPL7ePozp358c9lVYAPNWvUdg1qy0apz2W695q94jIHsOGrz2BkOG9OfcubPktD+s4bcf3gDGjx9F3bovOb4Z/vrr/3L8+FH69Blw3xy2bv2EixcvOJ6G+cUXn7Fx43pcXV2pWLGy41u9+fNncfjw99hsNrp160mVKtU4ffoUM2aEYbFYCAgIYPDgYXh7+7Bnz7eOh0e8+OJ/aNu2A7du3WTSpLHEx8eTkpJC587dqFSpKmfPnknzIXn48NG4uLgwffpkfv75HFarlbp169G6dVsg9Wmfw4cHM3bsJCwWCytWvMuePbuoWbN2mkeBZ6TM8vv5ODLL3PR3p3PKn3PK39/v3zw3yDzz80uJxyUx4ZHbmc0uWK3O1h89mM3dg2iL5yO3e9IyS/70d+f9lDvnMkPuQPlLj/J3P+1Z9sdULLPTH7x/BuXPucySv8f1b55fZpmb/uw5p/w5p/z9/f7Nc4PMMz/92XNO+XMuM+RPuXMuM+QOlL/0KH/3U7Hsj7n88SkiIiIiIiIiIiL/G1QsExERERERERERsVOxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERERERE7y98dgIiIiMj/sq1bP2Hr1k8ASEpK4ty5MyxYsIzg4H7kyZMXgObNW1C37ktp2q1atZxdu3aSnJzMq6+2oHHjZly5cpnx40dhMpkoVKgw/fsH4+KS+t2ozWZj0KC+1KpVm2bNWmC1WpkzZwanT/9IUlIyHTt2pUaNWhw6dIAlSxZgsVjImjUrw4ePwcPDg61bP2HLlo3YbDZq1apDhw6dmTVrGmfPngbg9u0IfHx8Wbx4Bbt27WTFincxm800avQKr7zSnJSUFMaNCyU8/BouLi4EBw8nf/4ChIYOJSIiAoDw8Gs891xJZs2axfr1a/jvf78CoFq1GnTs2JVVq1awf/8eAO7evcvt2xF8/PGXXLlymSlTJpKSkoyrqyujR08gSxZ/goP7ER0dhdlswd3dg2nTZnP27GnCwsbj7e3DxInT8PT0ZOXKpVSoUImSJUtnfMJFRETkH0/FMhEREZG/UcOGTWjYsAkA06ZNplGjVzhz5hStWr3JG2+0ddrmwIEDHD9+jAULlpKQkMD7768CYM6c6XTpEkT58hWZMmUC3323gzp1XgBgyZIFREdHOfr48sutpKSksGDBMm7evME33/zXHsMk5s1bQrZsASxcOJdPPvmQ6tVrsmXLRubOXYSrqxtLly4iJSWFPn0GAJCSkkJQUCeCg4eTkpLCnDnTWbLkPTw9PQkK6kSNGrX48ccTWK1WFi5cxsGD+1i8eB7jx09h9OiJAERHR9O7d3feeWcAly9f5quvvmDx4hWYTCZ69uxM7dov0K5dB9q16wDA4MF9CQp6B4CwsPF07dqTkiVL8e2327l8+RJZsvhz9eoVVq3agMlkcsz7s88+ZvDgYRw+fIgDB/ZRqlRprl37VYUyERERcdBtmCIiIiL/AKdO/cj58z/TtOmrnD79E3v37qJnzy5MnDiGuLjYNOfu3r2LwoWfISRkIMHB/ahRoxYAp0+foly5CgBUrVqdQ4cOAPDNN//FZDJRtWp1Rx/79+8lR44cDBrUh8mTx1GjRm0A5sxZTLZsAQBYrVbc3Nw4eHA/xYuXYNy4UfTq1ZVSpcpgsfz/d64bN66jcuWqFC78DBcunCd37rz4+fnh6upK6dJlOHr0B/LmzY/VasVmsxEbG5umPcCyZYto0aIlgYGB5MyZk2nT5mA2m3FxcSElJQU3NzfHuTt2fI2vry9VqlQjMTGBO3dus3v3Tnr16srJkyd49tnnuH07gpiYGIKD+xEU1Indu78DwNPTi/j4eOLj4/H09GTFind5662Of0kORURE5N9BxTIRERGRf4D33ltOx45dAXj22efo0aMP8+YtIVeu3CxbtiTNuZGRkZw69SNjx05m0KChjB49HMMwMAzDsYrKy8ub2Ni7/PLLObZt+5LOnbun6SMqKpIrVy4TFjaTN99sz4QJowEIDAwEYMeObzh8+BANGjQiKiqSo0cPM3ToCMaPD2PmzCnExMQAkJyczEcfbeaNN9oBEBsbi4+Pj2Oce3F4enoSHv4rbdq0YPLk8bRo0dpxzp07tzl06CAvv5y6ws7V1RV/f38Mw2Du3JkUKVKMfPnyO85ftWoFb7+deq2io6M5f/4XKlWqwpw5i4iOjuLzzz8lOTmZ1q3bMmHCVCZMmMKcOdO5c+c2r73Wik2bNhAdHUXWrNnw9PTizJlTTJ06kV27dvzJLIqIiMi/gYplIiIiIn+zmJgYLl26QPnyFQGoXfsFihd/1vHzvX3B7vH396dy5Wq4urqSL18B3NzciYy849ifDCAuLrVo9cUXn3Hz5g169+7O559/yrp1a9m3bw9ZsmShevWamEwmypWrwOXLlxxt169fw7p1q5g2bQ7u7u5kyZKFcuUq4OXlTdas2ShQoCCXL18E4NCh/ZQtW95RIPP29k6zEu5eHBs2rKVy5WqsW7eZFSvWMn78KBITEwH45pvt1KtXH7PZ7GiXmJjI6NHDiYuLZcCAIY7j58//go+Pj2M/Nz8/P7y8vClfviImk4nq1Wtx6tRPBAQE0qzZa/a917JRpEgxLl26SGBgIKNHT6B37wGsWbOStm078OGHmxg4cCibNm3488kUERGRTE/FMhEREZG/2dGjh6lYsbLjdf/+vfjxxxMAfP/9AYoVK57m/HLlyrN//x4Mw+DWrZskJMTj55eFIkWKcfjwIQD27dtDmTLl6NGjD0uWrGTu3MW8/HJjWrduQ9Wq1Slduix79+4G4OzZMzz11FMArFy5lKNHf2DmzPn4+/sDUKpUWY4c+Z7ExETi4+O5cOG8o1h16NCBNLd3FihQkCtXLhMdHUVycjI//HCEkiVL4+vrh7d3akHNzy8LKSkp2Gy23/RRw9GHYRgMHTqAZ54pwuDBw9IU0X4/nru7B3nz5uPo0SOOa1mwYCEOHtzPyJGpRba4uDjOn/+Z/PkLOtrt3bubkiVL4evrS1JSEgAJCfGPkDURERH5t9IG/yIiIiJ/E7+UeFwSE7hx7hSFA7LhH3sHgNE9ezJ+RhiurhYCs2ZjVJ+++MTeYWjYZHp3eJu6xYvxfcECdO/0JobNYGSPHgQkRBPSqSOjZk5naUoKBfPmo1ml8pjtfQK421IcPzdp0pypUyfStWsHDMNg4MAQbt+OYPnyJRQtWpwBA3oDULfuSzRv3oLGjZsSFNQJMGjfvhN+flkAuHTpIg0aNHL0a7FY6NWrH/37v4PNZqNRo1fInj0HLVu2YeLEMfTo0Znk5GS6du2Jp6eno49cuXI7+ti+fTs//HCYpKQk9u1Lffpl9+69KFmyNJcuXaRSpSppruOQISOYPn0yVquVp5/ORVBQb1xdXTlwYB9du3bAxcWFrl17Oop/VquVjz/ewtixkwCoXLkqXbt2oGbN2n9FWkVERCSTMxmGYfzdQTiTnGwlMjLukdv5x97B1q3bI7dztZhJTrE+cjuXRYuI9M76yO2eNH9/r8e6nk+a8udcZsnf4/o3zy+zzE1/9pxT/pxT/v46yp1zmSF3oPylR/lzLjPkT7lzLjPkDpS/9Ch/98ue3feJjJOZ6TZMERERERERERERO92GKSJ/ma1bP2Hr1k8ASEpK4ty5M8yatYD582cDBoULF6Vfv0Fp9p7ZuvUTvvpqKykpVkebjz76klu3bhIWNv6+dps2beDzzz/FZIIOHbpQo0YtrFYrc+bM4PTpH0lKSqZjx67UqFGLo0ePMHfuTEwmE9Wq1eDtt7s4xtyyZSM2m41aterQoUNnwsPDGTduJIZh4OfnR2joeDw8PPjqq89Zt241Li5mGjV6hebNWzhiP3nyBAsWzGbu3MUAXLlymfHjR2EymShUqDD9+wc7zrXZbAwa1JdatWrTrFkLVq1awf79qbcW3b17l9u3I/j44y85dOgAS5YssG9InZXhw8fg4eHBokXzOHToACaTib59B1KiREnOnj1NWNh4vL19mDhxGp6enqxcuZQKFSpRsmTpDM62iIiIiIjIv5NWlonIX6ZhwybMnbuYuXMXU6zYs/TpM5C1a9+jW7eeLFiwjMTEBHbt2nlfmxUrVqZp4+vry+LF8+5rFxkZyZYtG1m4cBmzZi1g2rRJGIbBl19uJSUlhQULljFp0jSuXr0MwKxZ0xg9egKLF6/g8OFDnDlziqtXr7Bly0bmzl3EkiUrSU5OJiUlhQ0b1vDii/WYN28JBQoU4tNPPwRg3ryZzJw5nwULlrJu3Wqio6MBWLNmJZMnj3VsCg0wZ850unQJYv78dzEMg+++2+F4b8mSBURHRzlet2vXwXGtcuTIwbBhowCYNm0SEydOZd68JeTJk49PPvmQM2dO8eOPJ1i8eAWjR09g8uTxAHz22ccMHjyMatVqcODAPm7fjuDatV9VKBMREREREfkTVCwTkb/cqVM/cv78zzRt+irjxoVRtmx5kpOTiYiIIFu2bH/YBnDazt/fnxUr1mKxWIiIiMDHxweTycT+/XvJkSMHgwb1YfLkcdSokbpB8+LFK8iVKzdxcXHExt7Fz8+fgwf3U7x4CcaNG0WvXl0pVaoMFouFIkWKEROTWgiLi4vFYkldeFu4cBHu3r1LUlIihmFgMpkAyJ07D+PHT0kzh9OnT1GuXAUAqlatzqFDBwD45pv/YjKZ0jy97Z4dO77G19eXKlWqATBnzmKyZQsAUjegdnNzo2jR4kybNgeTyUR4+DXHNfT09CI+Pp74+Hg8PT1ZseJd3nqr42NmTUREREREREDFMhHJAO+9t5yOHbsCYDabCQ+/Rrt2LYmKiiRfvvx/2OZB7SwWC5s2radbt7d5/vm6AERFRXLlymXCwmby5pvtmTBhtOPcEyeO89ZbrciWLYCsWf2Jiork6NHDDB06gvHjw5g5cwoxMTFkz56DzZs30LZtS/bt28MLL/wHgIIFC9OpUzvatWtF9eq18PVN3Qzz+efrOgpq9/y2mObl5U1s7F3Onj3Ltm1f0rlzd6fzXrVqBW+//f/zDgwMBGDHjm84fPiQ4wlzFouFRYvmMXhwP+rVawDAa6+1YtOmDURHR5E1azY8Pb04c+YUU6dOZNeuHfcPJiIiIiIiIn9IxTIR+UvFxMRw6dIFypev6DiWM+fTrFu3hWbNXmPOnBn3tYmOjr6vzYPavfZaKz766AuOHj3C4cOHyJIlC9Wr18RkMlGuXAUuX77kOLdkyVJs3PgJRYsWZ/XqlWTJkoVy5Srg5eVN1qzZKFCgIJcvX2T+/FmEhIxi9eoN9OkzkHHjQjl37ix79+7igw8+5oMPPubOndt8/fV/0527i8v//5UaFxeLj48PH3/8ETdv3qB37+58/vmnrFu3ln37UvcqO3/+F3x8fMiTJ2+aftavX8O6dauYNm0O7u7ujuPduvXko48+Z+3aVVy9eoXAwEBGj55A794DWLNmJW3bduDDDzcxcOBQNm3a8EepEhERERERESdULBORv9TRo4epWLGy43VwcD9H8crLyytNQeme778/lKZNeu0uXbpASMggDMPAYrHg6uqKyWSidOmy7N27G4CzZ8/w1FNPYRgGPXp0duwx5uXlhclkolSpshw58j2JiYnEx8dz4cJ58uTJi6+vH97ePkDq6q6YmBh8fHxwd3fH3d0ds9lM1qzZHLdqOlOkSDEOHz4EwL59eyhTphwDBgxkyZLUPdlefrkxrVu3cdyOeejQgftuzVy5cilHj/7AzJnz8ff3t1+fg0ybNhkANzd3LBaLYwUbwN69uylZshS+vr6OPdQSEuLTjVNERERERETSp6dhishf6tKli+TKldvxum3bDkyYMAqLxRUPDw+Cg0cAMHbsSLp06UHOnDk5f/58mjbptQsMDOSZZ4rQrdvbjj3AypWrwHPPlWLq1Il07doBwzAYODAEk8nEG2+0ZeDA3ri5uREQEEBw8Ai8vLxo3LgpQUGdAIP27Tvh55eFvn0HMWNGGDabDcMw6N9/MDlzPk3Tpq/So0cnLBZXcufOQ8OGTdKde69efQkLG8+iRfPIn7+A4zbRB12rSpWqOF7fvh3B8uVLKFq0OAMG9Aagbt2XeOWV5nzzzX8JCuqI1Wrj1Vdfd1wvq9XKxx9vYezYSQBUrlyVrl07ULNm7YdPmoiIiIiIiDiYDMMw/u4gnElOthIZGffI7fxj72Dr1u2R27lazCSnWB+5ncuiRUR6Z33kdk+av7/XY13PJ035cy6z5M8vJR6XxIRHbmc2u2C12h65nc3dg2iL5yO3e5IyS+70Z8855c855e+vo9w5lxlyB8pfepQ/5zJD/pQ75zJD7kD5S4/yd7/s2X2fyDiZmVaWichfxiUx4bH+4TNbzNge8x8+/uHFMhEREREREclctGeZiIiIiIiIiIiInYplIiIiIiIiIiIidiqWiYiIiIiIiIiI2KlYJiIiIiIiIiIiYqdimYiIiIiIiIiIiJ2KZSIiIiIiIiIiInYqlomIiIiIiIiIiNipWCYiIiIiIiIiImKnYpmIiIiIiIiIiIidimUiIiIiIiIiIiJ2KpaJiIiIiIiIiIjYqVgmIiIiIiIiIiJip2KZiIiIiIiIiIiInSUjOt28eTNbtmwBIDExkZ9++om1a9cyYcIETCYTRYoUITQ0FBcX1epEREREREREROSfI0OqVa+++iqrVq1i1apVPPfccwwfPpx58+bRt29f1q5di2EYbN++PSOGFhEREREREREReWwZurTr+PHjnDt3jlatWnHy5EkqV64MQO3atdmzZ09GDi0iIiIiIiIiIvLIMuQ2zHsWLVpEz549ATAMA5PJBIC3tzcxMTEPbGs2m/D393rkMc0JUZgt5kduZzKZcH2MdphdHivOJ82cWeJU/pxS/tIb8J9/XZS79AbMJNcls8Sp/DmVGfKn3DmXGXIHyl96lL/0BvznXxflLr0BM8l1ySxxKn9OZZb8/a/IsGJZdHQ0v/zyC1WrVgVIsz9ZbGwsfn5+D2xvtRpERsY98rj+Vhu2FOsjt3O1mEl+jHYuVttjxfmk+ft7ZY44lT+nlD/nMkP+lDvnMkPuQPlLj/L311HunMsMuQPlLz3Kn3OZIX/KnXOZIXeg/KVH+btf9uy+T2SczCzDbsM8ePAg1atXd7wuUaIE+/fvB2Dnzp1UrFgxo4YWERERERERERF5LBlWLDt//jx58uRxvA4ODmbOnDm0atWK5ORk6tevn1FDi4iIiIiIiIiIPJYMuw2zc+fOaV4XLFiQ1atXZ9RwIiIiIiIiIiIif1qGPg1TREREREREREQkM1GxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERERERE7FctERERERERERETsVCwTERERERERERGxU7FMRERERERERETETsUyEREREREREREROxXLRERERERERERE7FQsExERERERERERsVOxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERERERE7FctERERERERERETsVCwTERERERERERGxU7FMRERERERERETETsUyEREREREREREROxXLRERERERERERE7FQsExERERERERERsVOxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERERERE7FctERERERERERETsVCwTERERERERERGxU7FMRERERERERETETsUyEREREREREREROxXLRERERERERERE7FQsExERERERERERsVOxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbGzZFTHixYt4uuvvyY5OZk33niDypUrM2TIEEwmE0WKFCE0NBQXF9XqRERERERERETknyNDqlX79+/nyJEjvP/++6xatYrw8HAmTpxI3759Wbt2LYZhsH379owYWkRERERERERE5LFlSLFs165dFC1alJ49e9K9e3eef/55Tp48SeXKlQGoXbs2e/bsyYihRUREREREREREHluG3IZ5584dfv31VxYuXMiVK1cICgrCMAxMJhMA3t7exMTEPLAPs9mEv7/XI49tTojCbDE/cjuTyYTrY7TD7PJYcT5p5swSp/LnlPKX3oD//Oui3KU3YCa5LpklTuXPqcyQP+XOucyQO1D+0qP8pTfgP/+6KHfpDZhJrktmiVP5cyqz5O9/RYYUy/z9/SlUqBBubm4UKlQId3d3wsPDHe/Hxsbi5+f3wD6sVoPIyLhHH9tqw5ZifeR2rhYzyY/RzsVqe6w4nzR/f6/MEafy55Ty51xmyJ9y51xmyB0of+lR/v46yp1zmSF3oPylR/lzLjPkT7lzLjPkDpS/9Ch/98ue3feJjJOZZchtmBUqVOC7777DMAyuX79OfHw81apVY//+/QDs3LmTihUrZsTQIiIiIiIiIiIijy1DVpa98MILHDx4kBYtWmAYBiNHjiRPnjyMGDGC6dOnU6hQIerXr58RQ4uIiIiIiIiIiDy2DCmWAQwePPi+Y6tXr86o4URERERERERERP60DLkNU0REREREREREJDNSsUxERERERERERMROxTIRERERERERERE7FctERERERERERETsVCwTERERERERERGxU7FMRERERERERETETsUyEREREREREREROxXLRERERERERERE7FQsExERERERERERsVOxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERERERE7FctERERERERERETsVCwTERERERERERGxU7FMRERERERERETETsUyEREREREREREROxXLRERERERERERE7FQsExERERERERERsVOxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERERERE7FctERERERERERETsVCwTERERERERERGxU7FMRERERERERETETsUyEREREREREREROxXLRERERERERERE7FQsExERERERERERsVOxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERERERE7FctERERERERERETsVCwTERERERERERGxU7FMRERERERERETEzpJRHTdr1gxfX18A8uTJQ/fu3RkyZAgmk4kiRYoQGhqKi4tqdSIiIiIiIiIi8s+RIcWyxMREAFatWuU41r17d/r27UuVKlUYOXIk27dvp169ehkxvIiIiIiIiIiIyGPJkGLZqVOniI+Pp2PHjqSkpNC/f39OnjxJ5cqVAahduza7d+9+YLHMbDbh7+/1yGObE6IwW8yP3M5kMuH6GO0wuzxWnE+aObPEqfw5pfylN+A//7ood+kNmEmuS2aJU/lzKjPkT7lzLjPkDpS/9Ch/6Q34z78uyl16A2aS65JZ4lT+nMos+ftfkSHFMg8PDzp16sTrr7/OhQsX6NKlC4ZhYDKZAPD29iYmJuaBfVitBpGRcY88tr/Vhi3F+sjtXC1mkh+jnYvV9lhxPmn+/l6ZI07lzynlz7nMkD/lzrnMkDtQ/tKj/P11lDvnMkPuQPlLj/LnXGbIn3LnXGbIHSh/6VH+7pc9u+8TGSczy5BiWcGCBcmfPz8mk4mCBQvi7+/PyZMnHe/Hxsbi5+eXEUOLiIiIiIiIiIg8tgzZYX/jxo1MmjQJgOvXr3P37l1q1KjB/v37Adi5cycVK1bMiKFFREREREREREQeW4asLGvRogVDhw7ljTfewGQyMWHCBLJmzcqIESOYPn06hQoVon79+hkxtIiIiIiIiIiIyGPLkGKZm5sb06ZNu+/46tWrM2I4ERERERERERGRv0SG3IYpIiIiIiIiIiKSGT3UyrK7d++yZMkSbt68yfPPP0+xYsXInz9/RscmIiIiIiIiIiLyRD3UyrKQkBDy5s3LhQsXCAwMZNiwYRkdl4iIiIiIiIiIyBP3UMWyyMhIWrRogcVioXz58hiGkdFxiYiIiIiIiIiIPHEPvWfZzz//DEB4eDguLtrqTERERERERERE/n0equo1bNgwQkJC+PHHH+nduzdDhgzJ6LhERERERERERESeuIfa4L9YsWKsX78+o2MRERERERERERH5Wz1UsaxWrVrcvn2brFmzEhkZiZubG4GBgYSGhlKjRo2MjlFEREREREREROSJeKjbMCtVqsQnn3zCrl272Lp1K//5z39YsmQJs2bNyuj4REREREREREREnpiHKpaFh4dTqFAhAPLly8e1a9fInz8/ZrM5Q4MTERERERERERF5kh7qNszs2bMzdepUypUrx5EjRwgMDGT37t24urpmdHwiIiIiIiIiIiJPzEOtLAsLCyNHjhzs3LmTp59+mkmTJuHl5cX06dMzOj4REREREREREZEn5qFWlpnNZkqVKsWzzz6LYRhs27aNxo0bZ3RsIiIiIiIiIiIiT9RDFct69epFcnIyN27cwGq1kiNHDhXLRERERERERETkX+ehbsO8e/cuS5cupXTp0mzevJnExMSMjktEREREREREROSJe6hi2b2nXsbHx+Ph4UFycnKGBiUiIiIiIiIiIvJ3eKhi2UsvvcS8efMoXrw4LVu2xMfHJ6PjEhEREREREREReeIeas+yunXr8tRTT2EymahTpw4Wy0M1ExERERERERERyVQeuLLszJkzfPfdd3Tr1o3du3eza9cuwsPD6d+//5OKT0RERERERERE5Il54BKx6Ohotm7dSkREBJ999hkAJpOJNm3aPJHgREREREREREREnqQHFssqVqxIxYoVOXnyJM8999yTiklERERERERERORv8VCbj0VGRtKlSxcSExMdx957770MC0pEREREREREROTv8FDFsokTJxISEkLOnDkzOh4REREREREREZG/zUMVy55++mmqV6+e0bGIiIiIiIiIiIj8rR6qWBYQEMDIkSMpUaIEJpMJgFatWmVoYCIiIiIiIiIiIk/aQxXL8uTJA8CtW7cyNBgREREREREREZG/00MVy3r16sWePXu4cuUKpUuXpmDBghkdl4iIiIiIiIiIyBP3UMWy6dOnEx4ezs8//4yrqyuLFy9m+vTpGR2biIiIiIiIiIjIE+XyMCd9//33hIWF4eXlRfPmzbly5UpGxyUiIiIiIiIiIvLEPVSxzGq1kpiYiMlkwmq14uLyUM1EREREREREREQylYe6DbN9+/a8+uqr3L59m9dff50OHTpkcFgiIiIiIiIiIiJP3kMVy15++WXKli3LzZs3CQwMJFeuXBkdl4iIiIiIiIiIyBP3UPdTzp07l5UrV1K6dGkmTZrE4sWLMzouERERERERERGRJ+6himVff/01Q4YMAWD27Nl8/fXXGRqUiIiIiIiIiIjI3+GhimUmk4mkpCQAkpOTMQwjQ4MSERERERERERH5OzzUnmVvvPEGTZo0oWjRovzyyy906dIlo+MSERERERERERF54h6qWJYnTx7ef/99Ll++TN68ecmWLVtGxyUiIiIiIiIiIvLEPdRtmHPmzCFbtmyUKVNGhTIREREREREREfnXeqiVZSaTiZ49e1KwYEFcXFLra/3798/QwERERERERERERJ60hyqWvfbaaxkdh4iIiIiIiIiIyN/uoW7DbNKkCSkpKVy+fJlcuXJRp06djI5LRERERERERETkiXuoYlloaCi//voru3fvJjY2luDg4D9sExERQZ06dfj555+5ePEib7zxBm3atCE0NBSbzfanAxcREREREREREfmrPVSx7NKlS/Tp0wc3NzdefPFFYmJiHnh+cnIyI0eOxMPDA4CJEyfSt29f1q5di2EYbN++/c9HLiIiIiIiIiIi8hd7qGKZ1Wrl9u3bmEwm7t6969jkPz2TJ0+mdevW5MiRA4CTJ09SuXJlAGrXrs2ePXv+ZNgiIiIiIiIiIiJ/vYfa4L9fv360atWKa9eu0bp1a0JCQtI9d/PmzWTLlo1atWqxePFiAAzDwGQyAeDt7f2HK9MAzGYT/v5eDxNe2nYJUZgt5kduZzKZcH2MdphdHivOJ82cWeJU/pxS/tIb8J9/XZS79AbMJNcls8Sp/DmVGfKn3DmXGXIHyl96lL/0BvznXxflLr0BM8l1ySxxKn9OZZb8/a94qGLZnTt3sFqt5M+fn4SEhAfuObZp0yZMJhN79+7lp59+Ijg4mNu3bzvej42Nxc/P7w/HtFoNIiPjHia8NPytNmwp1kdu52oxk/wY7VystseK80nz9/fKHHEqf04pf85lhvwpd85lhtyB8pce5e+vo9w5lxlyB8pfepQ/5zJD/pQ75zJD7kD5S4/yd7/s2X2fyDiZ2UMVy+bPn88HH3xAQEAAt27donv37tSsWdPpuWvWrHH83K5dO0aNGsWUKVPYv38/VapUYefOnVStWvWviV5EREREREREROQv9FB7lvn7+xMQEABAYGAgPj4+jzRIcHAwc+bMoVWrViQnJ1O/fv1Hj1RERERERERERCSDPdTKMh8fHzp16kSlSpU4efIkCQkJTJ8+HYD+/fun227VqlWOn1evXv0nQxUREREREREREclYD1Usq1u3ruPnp556KsOCERERERERERER+Ts9VLGsefPmGR2HiIiIiIiIiIjI3+6h9iwTERERERERERH5X6BimYiIiIiIiIiIiJ2KZSIiIiIiIiIiInYqlomIiIiIiIiIiNipWCYiIiIiIiIiImKnYpmIiIiIiIiIiIidimUiIiIiIiIiIiJ2KpaJiIiIiIiIiIjYqVgmIiIiIiIiIiJip2KZiIiIiIiIiIiInYplIiIiIiIiIiIidiqWiYiIiIiIiIiI2KlYJiIiIiIiIiIiYqdimYiIiIiIiIiIiJ2KZSIiIiIiIiIiInYqlomIiIiIiIiIiNipWCYiIiIiIiIiImKnYpmIiIiIiIiIiIidimUiIiIiIiIiIiJ2KpaJiIiIiIiIiIjYqVgmIiIiIiIiIiJip2KZiIiIiIiIiIiInYplIiIiIiIiIiIidiqWiYiIiIiIiIiI2KlYJiIiIiIiIiIiYqdimYiIiIiIiIiIiJ2KZSIiIiIiIiIiInYqlomIiIiIiIiIiNipWCYiIiIiIiIiImKnYpmIiIiIiIiIiIidimUiIiIiIiIiIiJ2KpaJiIiIiIiIiIjYqVgmIiIiIiIiIiJip2KZiIiIiIiIiIiInYplIiIiIiIiIiIidiqWiYiIiIiIiIiI2KlYJiIiIiIiIiIiYqdimYiIiIiIiIiIiJ2KZSIiIiIiIiIiInaWjOjUarUyfPhwzp8/j9lsZuLEiRiGwZAhQzCZTBQpUoTQ0FBcXFSrExERERERERGRf44MKZZ98803AKxbt479+/c7imV9+/alSpUqjBw5ku3bt1OvXr2MGF5EREREREREROSxZMjSrv/85z+MHTsWgF9//ZXAwEBOnjxJ5cqVAahduzZ79uzJiKFFREREREREREQeW4asLAOwWCwEBwezbds2Zs+ezTfffIPJZALA29ubmJiYB7Y3m034+3s98rjmhCjMFvMjtzOZTLg+RjvMLo8V55NmzixxKn9OKX/pDfjPvy7KXXoDZpLrklniVP6cygz5U+6cywy5A+UvPcpfegP+86+LcpfegJnkumSWOJU/pzJL/v5XZFixDGDy5MkMHDiQli1bkpiY6DgeGxuLn5/fA9tarQaRkXGPPKa/1YYtxfrI7VwtZpIfo52L1fZYcT5p/v5emSNO5c8p5c+5zJA/5c65zJA7UP7So/z9dZQ75zJD7kD5S4/y51xmyJ9y51xmyB0of+lR/u6XPbvvExknM8uQ2zA//PBDFi1aBICnpycmk4mSJUuyf/9+AHbu3EnFihUzYmgREREREREREZHHliEry1566SWGDh3Km2++SUpKCiEhIRQuXJgRI0Ywffp0ChUqRP369TNiaBERERERERERkceWIcUyLy8vZs2add/x1atXZ8RwIiIiIiIiIiIif4kMuQ1TREREREREREQkM1KxTERERERERERExE7FMhERERERERERETsVy0REREREREREROxULBMREREREREREbFTsUxERERERERERMROxTIRERERERERERE7y98dgIhIZpGSksLEiaO5du0ayclJtG/fieeeK8XkyeOIiYnBZrMyfPgYcufO42iTnJzM2LEj0rSpWbMOd+7cdtpu797dLF++BICiRYszYEAwCQkJjB49jOjoaDw8PBkxYgxZs2blypXLTJkykZSUZFxdXRk9egJZsvizaNE8Dh06gMlkom/fgZQoUdIRz4YNa4mIiCAo6B3Hsdmzp1Hsqey8bn+9IiqSz2Pv4oKJzln8qevtTZTVytBbN4i12cjiYiY0MDsBZjNf3b3LlFs3yWlO/eekR9asVPTwZNrtCI4kJmA14DVfX1r4+jE54hank5IAiOjUEU+/LCxevIKffjrJnDkzMAyDgIAARowYi9VqZciQ/iQmJjJoUAjPPFOEo0d/4PjxH2jbtkPGJlpERERERP6nqVgmIvKQvvxyK35+/owYMZaoqEjefvtNKlSoRL16L1O3bj0OHz7ExYsX0hTLPv30k/va1KxZh/nzZ/8fe3cdHsXVBXD4txL3QHC34k4pxdtCKaUUahR3CQR3CB4KQYIFCyW4lAqU0g+oIcWLuxYIIQJxl92d74+EhZDQIoHtLud9nj7N3oycyWXu3D0zc2+29dzc3FiyZAGLFgXg6urKhg1riImJ4ddfd/LGGxXo3r03//vfT6xZs5IhQ0Ywa9Z0+vQZQOXKVdi793fu3AkiPDyMixfPExCwmrCwUMaMGc6aNZtITU3B13c6Fy+ep3HjdwCIjo7Gx2cSd+7c5o1PPwUgTq9nY1wsPxcpRrLBwOchd3nXwYEVsTHUsLGlt6sbR5KTWBgdxZS8HlxMTWGomzvNHByNx3wsOZk7unTWFyxMmqLQ9u4dmts7MDpPXgDSFYVutjaMGO2Noij4+k7Hx8eXIkWK8tNP2wgPD+Xmzb9p0KAR1avXZMeOHxk8eDjffruJCROmvsIaF0IIIYQQQryOJFkmhBBPqWnT92ja9F3jZ41Gy7lzZyhdugyDB/enYMGCDB48Iss677//PnXrNsyyDpDjemfPnqZUqTL4+88jJOQuH33UBjc3N774ogN6vR6A8PAw3N3dSU1NITo6ioMH97Ns2SIqVKhEv35eaDQa5s5dhEqlIiwsFHd3dwBSU9No0eJDatd+k9u3bwGQnJxEjx59OHLkoDE+O7Waglorkg0GkhQFlSqj/O/0NAa6Zmyruo0tX0VGAnAxNZWLKSmsj4ujio0NQ9zcqWZjQ3lrDwBUgB7QPtgQsCkulrfrf0Dp0mUICrqFi4sLW7Zs5O+/b1CvXn2KFStBWFgYycnJJCenYGdnx6+/7qJRo6bY2Ni8YC0KIYQQQgghxD+TMcuEEOIp2dvbY2/vQFJSIt7eo+nd25PQ0BCcnJxZsGAJ+fMXYMOGNY+t45BtHSDH9WJjYzh16gSengOZM2chW7ZsJCjoNgAajYZBg/rx/fffUK9efeLi4rh582/q1KnLokXLiYuLZefOHQBotVqWL1/MqFFDadasBQDOzs68+eZbWWIrVKgwlSpV5nEFtBrahATTLiSYjk7OALxhbcPe5CQA9iYnkaIYAHjbzp6x7nlZXaAgSQYD38bHYaNW46zRkK4ojI+4x2eOTtirMy436YrCt/HxdPss46XPmJgYzp07S9u2nzN//hJOnPiL48ePUbv2m0RHR7Ft23e0bt2W/fv3UqZMWWbNmp7tbyyEEEIIIYQQuUmSZUII8QzCw8MYOLAf77/fkubNW+Di4kqDBo0AqF+/IZcvX/zXdYAc13N2dqF8+YrkyZMXe3t7qlWrybVrV43bWbhwGYsXf8348aNwdnbG3t6BmjVro1KpePvthly+fMm4bN++A/jxx51s3LiOu3eDn/r4DiQnEaHXs7NwUX4pUow/kpI4l5pCLxdXQnTp9A4LJUyno4A24wm5T5ydKWJlhUqloqm9A5czxySL0+vxDA+ltJU1vVzdjNs/kpxMLVtbnBwcjH+HIkWKULJkKbRaLXXr1uPKlUuo1WqGDBnJpEk+/Pbbbj7//EvWrFlJnz4DCA8PMyYRhRBCCCGEECK3SbJMCCGeUlRUJMOGeeHpOZBWrT4GoGrVahw+nPEa4+nTpyhZsnSWdSIiIrKt86T13nijAjdv3iAmJgadTseFC+coWbIk69atYteunwGwtbVFrdZgY2NL0aLFOHPmFABnzpykZMlSnDjxF3Pn+gJgbW2DVqtF9cgrkP/GWa3GRqXCWqXCRq3GSa0m3mDgREoKHzk4saJAQQprtVS3sUVRFNrcCSJMpwPgaEoyFaytSTEY6BUeSltHJ/o+kigDOJKSTAM7e+PnQoUKk5ycTHDwnczjOJ3lbxgdHcWdO0FUq1aD1NQU1Go1KpWKlJTkpz4mIYQQQgghhHgWMmaZEEI8BZ3OlsDAdcTFxRMYuIrAwFUAjBjxFfPmTeT777fi4ODImDGzSUy0Z9asMXTrNogffliTbR0fn+X06DE223rW1i506zaMIUMGoVbDO++8Q6lSZXB1dcPHZzI7dvyIwWBg3LiJAIwZMwE/P1/0ej0FCxbC03MQarWaPXt+w9OzB3q9gU8++ZxChQo/9XHWsrXjSHIyHUNDUKugho0t9WztuKPTMT7iHsRAPo2WKXk9UKlUTMuXj2H3wrFRqShlbcWnTs5sjovlbrqO7+Pj+T4+HoCpeT0oYmXFrfQ0PnpkMgArKyvGjJnAlCnjURSoXLkqb7/dwPj7NWtW0qVLDwDatv2c4cO9yJ+/AGXKlHuh+hRCCCGEEEKIJ1EpiqKYOoicpKfriYlJeub1XBOjMfTt+8zrWWk1pOv0z7yeevlyYhzc/n1BE3N1tX+uv+erJvWXM6m/nL3K+ktMtKdv32dvLrVaDbrnOLbly1U4OLy6OrfkunsRcu7lTOov90jd5cwc6g6k/p5E6i9n5lB/Unc5M4e6A6m/J5H6y87Dw+mV7MecyWuYQgghhBBCCCGEEEJkktcwhRBCCCHES6HT6ZgxYwqhoaGkp6fRtWtPGjRoDMAvv+zi+++/YfnyVVnW0ev1eHuP58aNG6jVGsaNm0ThwkW4cuUyc+Z8hZWVNWXLlmPw4BGo1Wrmz5/N2bNnsLfPGA9x5kw/NBoNU6aMJy4uDltbOyZMmIqbmxteXn2M+wkKus0HH7TC03Mgy5cv5vjxY6hUKoYMGUHFipUJCwtjxoyp6PUZ4zKOGjWOYsVKsGvXz2zatA4HB0c+ffcd2j4S+9nUFOZHRRFYsBAAl1NTmREViQawVqmY7uHBfZ2e2WFRPHi542xqKvPz5aearS1j798j0WAgHYWRbnmoZmvLiZRk5kZFoQIarV9H+76DjPtLSUmhX78e9OvnxVtvvU1ycjJz5swgNDSE9PR0hg4dScWKlQkMDODo0cPUr9+QLl16oNPpmDx5HFOmzECj0eRyrQshhBDmT5JlQgghhBDipdi9+384O7syYcI0YmNj6N69Iw0aNObatSv8/POP5DQayMGDfwKwdGkgJ08eZ9EiP2bO9GPWrOkMGTKCKlWqERCwhF9/3cX777fkypXL+Pn54+rqatzGli0beeONCnTv3pv//e8n1qxZyZAhI/D3DwDg7t1gJk4cS9euPbl69TIXL54nIGA1YWGhjBkznDVrNvH110v59NMvaNSoCUePHmbZssWMGjWeFSuWsmrVBhwdnRgxsA9vpqdT2MqKwNgYdiTEY6d6+OKGb1QkY93zUN7Ghm/j4wiMjWWkex7WFilCuk7PL4kJeCQl0sDensXRUdS1taOziws309MYff8eWwoVYVZUJHM98lPEyoqeZ85Q6+plypUrD4Cfny+PzuGyceNaSpUqzYQJU7l+/RrXr1+lYsXKHD9+jOXLVzFgQG+6dOnBjz/+wIcffiyJMiGEEOIJ5DVMIYQQQgjxUjRt+h69e/czftZotMTGxrB0qT+DBg3PcZ1GjZowefIUAMLDw3BzywPA/fv3qFKlGgBVqlTj7NnTGAwGgoPvMGvWdDw9e7Bjx48AfPFFB+PkIOHhYbi7u2fZx8KFc/H0HIi9vT3lypVn7txFqFQqwsJCjct6eQ01Tjii1+uxtrYmJCSYsmXL4ezsglqtpnK5cpxNTQWgqFbLvHwFsuxnlkc+ytvYZGxDUbB+JLOVZDCwJCaaMe55Aejs7MLnTk6Zy4JN5rIbChamiJUVSQYDCUmJODu7ArBx4zoqV66aZcKTY8eOYGVlxbBhXqxe/TV169YDQKvVkp6ejlqtJiEhgXPnzlCvXv0n1psQQgjxupNkmRBCCCGEeCns7e2xt3cgKSkRb+/R9O7dj5kzpzFo0DDja5M50Wq1+PhMYt682TRt+i4AhQoV5tSpE0DG02cpKcmkpCTz6adfMHHiNObOXcTWrd9x/fo1ADQaDYMG9eP777/Jkhi6fv0aiYmJ1K79Zpb9LV++mFGjhtKsWQsAXF1d0Wq1BAXdYvHi+fTo0ZsiRYpx8+bfREVFkpKSwpHTp0hWDAA0c3DM9sqGhzaj5HRKCpvi4+js7GL83daEeJrZO+CW+XSXs0aDrVpNhE7HuIh7DHbLSNppVSrOpKTwyd1g8rq54ebmyvHjxwgODqJ167ZZ9hcbG0N8fDx+fv7Ur98Qf//5AHz6aTu8vUfRrl0H1q9fTYcOnVmyZCF+fr5ERUX+e0UKIYQQrxlJlgkhhBBCiJcmPDyMgQP78f77LSlSpCh37txhzpwZTJo0jlu3brJgwdwc1/P2nsKmTd/j6+tDcnIy48ZNZN261YwcORg3NzdcXFyxsbHliy/aY2tri729A7Vq1eb69avGbSxcuIzFi79m/PhRxrJffvlftiQTQN++A/jxx51s3LiOu3eDATh58jhjx45gwoSpFCtWAmdnZwYOHMb48aOYMWMKFcuUNSa7nmRXYgLTIiNYnK8A7o8s+3NCAp86OWdZ9mpaGr3DQxno6k5tWztjeTVbW3YVLUaFMmVZv34NO3b8yM2bN/Dy6sPRo4dZunQh165dwdnZhfr1GwFQv34jrly5BEDjxk3x9Z1HqVJlSExMJDo6GldXN1q2/Ihvv938j/ELIYQQryNJlgkhhBBCiJciKiqSYcO88PQcSKtWH1OxYmXWr9+Cv38AU6Z8RYkSJRk8OOvrmLt2/cyKFRlji9na2qJWq1Gr1Rw6dIBx4yYye/YC4uJiqVOnLnfuBOHp2Qu9Xo9Op+Ps2TOUK1eedetWsWvXz49s42GS6vjxv4yvJwKcOPEXc+f6AmBtbYNWq0WlUnHy5HEWLJjD3LmLKF++IpAxYcGFC+dYvHgF3t5TuXnnDtVtbJ94/DsS4tkUF0dggYIUsbIylsfr9aQrCgW0D59Fu5GWxoh74cz0yEfDzKfuFEWha2gIcXo9AA52dqhUKiZPns7SpYH4+wdQt249PD0HUbbsG1StWp0jRw4CcObMSUqUKJUlnjVrVtK1a09SUlLQaNSAiuTk5KeoSSGEEOL1IgP8CyGEEEKIl2LNmrXExcUTGLiKwMCMWS99fJZjY2NLUpIdBoOaxMSMxNCsWWPo1m0Qdep8yNy53vz+e1/0eh19+oxFp3PDw6Msw4YNwcbGjmrV3qRq1eYANGnSmt69e6LRaGnR4mNKlSqNq6srPj6T2bHjRwwGA+PGTTTGFBUViYuLq/Fz9eo12bPnNzw9e6DXG/jkk88pVKgwY8eOID09HR+fSQAUK1acUaPGY2VlRc+enbC2tqFn2za4rd+Q47HrFYWZUZEU1GgZei8cgFq2tgxwc+dWejqFtFm74Quio0hTFHwjM16LdFSrWZi/AN1cXPAMD8NapcLjxg2GjZ/6xL93ly7dmTnTh759u6PVavH2nmL83fnzZylQoCB58+alTp26jBkzjD/++I2RI8c9VV0KIYQQrxOVktM0RP8B6el6YmKSnnk918RoDH37PvN6VloN6Tr9M6+nXr6cGAe3Z17vVXN1tX+uv+erJvWXM6m/nL3K+ktMtKdv32dvLrVaDbrnOLbly1U4OLy6OrfkunsRcu7lTOov91h63UnbmTNzqb/nZQ7nHkj95UTqLmfmUHcg9fckUn/ZeXg4vZL9mDN5DVMIIYQQQgghhBBCiEySLBNCCCGEEEIIIYQQIpMky4QQQgghhBBCCCGEyCTJMiGEEEIIIYQQQgghMkmyTAghhBBCCCGEEEKITJIsE0IIIYQQQgghhBAikyTLhBBCCCGEEEIIIYTIJMkyIYQQQgghhBBCCCEyaU0dgBCvE51Ox4wZUwgNDSU9PY2uXXvSoEFjABYunEuxYsVp0+azLOsYDAamTJnMxYuXsLKyYsyYCRQpUpRr164we/YMNBoNRYsWY8yYCajVaubPn83Zs2ewt7cHYOZMP7Zu/Y6jRw8BkJCQQFRUJNu37+avv46ybJk/Go2G2rXfpE+f/gAsXryAs2dPo9frad26La1btyUsLAwfn4koioKzszOTJk3H1tbWGKev73Ty2VkzGNArClMi73MrPR01Kqbl9aColZVx2Z8TEtgUH8v6goUB2BATw9a4OFRAX1dXGts7GJf9PTGRX5IS8PXID8CJlGTmRkWhAhqtX0f7voOMywYH32Hs2OGsW7cly9/w9OmTTJ06gR9++BmAwMAAjh49TP36DenSpQc6nY7Jk8cxZUrG31MIIYQQQgghxOtLkmVCvEK7d/8PZ2dXJkyYRmxsDN27d6RSpar4+Ezizp3bdOjQOds6f/65l7S0NJYvX8X58+fw95/HzJl+BAauoHv3XtSr14ApU7w5dOgADRo04sqVy/j5+ePq6mrcRufO3ejcuRsAo0YNwdNzIABLlixg4kQfSpQoSf/+vbhx4zqxsTEEB99h+fJVpKWl0bnzFzRp8i5btmzgnXea8cknn7N8+WJ27NjGZ599CcC2bd/z99/XyVepIgD7kpIAWFuwMH8lJzM7KpKF+QsAcDk1la0JcShKRmzRej2b4mLZUrAwaYpCm7t3aGRnj0qlYmZkBIeSkylvbW08lllRkcz1yE8RKyt6njlDrauXKVeuPLt2/cy3324mNjY2y98vPDyMzZvXo9PpjGXHjx9j+fJVDBjQmy5devDjjz/w4YcfS6JMCCGEeERON/lKlCjF9OmTUalUlCpVmmHDRqNWP3xZJS0tjVGjJnHr1m0cHBwYNmw0RYsW48qVy8yZ8xVWVtaULVuOwYNHoFarWb9+Nb/99gsODg506NCF+vUbGre1b98e9uz5jcmTpwNw5swp/P3no1KpqFevPt279wZg0SI/zp49jUqlxstrCFWrVic5OZk5c2YQGhpCeno6Q4eOJH/+AkyaNM64/RvXrjDYxo5PnZxyvMl3MTWVQffCKKbNuOH3hbMzLRwcmX7/HieSk3FQZRz3gvwF2BIXx8HkjP5PvMFAhF7PnmLFOZKcjH9MFFpU5Jk2ldGTZ3D69EnWr19tjOPs2dOsXfsN+fMXyBZzxYqV5SafEEKYgCTLhHiFmjZ9j6ZN3zV+1mi0JCcn0aNHH44cOZjjOmfPnqZ+/QYAVK5chcuXLwFQrtwbxMXFoSgKSUmJaLVaDAYDwcF3mDVrOtHRkXz44ce0avWxcVv79v2Bk5MTdevWA6Bs2Yxt6HQ60tLSUKvVVKpUhTJlygGgUqkwGAxotVrKln2De/fCAUhKSiR//ownvc6fP8vFi+f5+ONPCL9+GYB3HBxolPlkW4heR57MjlyMXs/86ChGuedlSsR9ANw0GrYVLYaiNxCi0+GkVqNSqQCobmvLO/YOfBcfZzyGDQULo1WpSDIYSEhKxNnZFQAnJ2f8/QNo166NcdnU1FTmzJnBqFHj6dnzYSJSq9WSnp6OWq0mISGBc+fO8OmnXzxdJQohhBCviZxu8pUtW47evT2pWbM2s2d/xZ9/7qNx46bGdX76aSv29vYEBKwmKOgW8+bNws/Pn1mzpjNkyAiqVKlGQMASfv11F2XKlOPXX3cTELAaAE/PHtSqVQdbW1vmz5/DsWOHKVu2nHHbCxbMxcfHl0KFCjNwYF/q12+ISqXm3LmzBASsITj4DpMmjSMwcD0bN66lVKnSTJgwlevXr3H9+lUqVqyMv38AkNF/CVy6kE9jYp94k+9SWiqdnV3o6uKa5e9yMTWVZfkL4vZIoqqnqys9M29UeoWHMcTdHYDpkRGsLliQPBotCwoX5qeftvH551/y1ltvA7Bx41qqVKlGiRIlWblyeY4xy00+IYR49WTMMiFeIXt7e+ztHUhKSsTbezS9e3tSqFBhKlWq/MR1EhMTcXJyNH5Wq9XodDqKFCnK/Plz6NjxM6KioqhRoxYpKcl8+ukXTJw4jblzF7F163dcv37NuO66davp3r2P8XPp0mUYPXoIHTt+Rr58+SlevAQ2NjY4Ozuj0+nw8ZlE69Ztsbe3x8MjHz/8sIVOnb7gyJFDNG36HhEREQQGBjBs2OhscWtVKsbfv8fMyAiaOTigVxQmRdxnlHseHDKTYY8uuykulk6hd2nm8PBYWzg4osphu2dSUvjkbjB53dxwc3MFoH79htjZ2WVZdt68WbRv3xkPj3xZyj/9tB3e3qNo164D69evpkOHzixZshA/P1+ioiKfWBdCCCHE66Rp0/fo3buf8bNGo+XKlcvUqFELgLfeepvjx49lWefmzZs0aJDxdFixYiW4desmAPfv36NKlWoAVKlSjbNnT3Pr1k1q1KiFjY0NNjY2FClSzNhvqVKlKiNGjM2y7YCA1RQqVJikpCQSExNwdnbFwyMftra2pKWlkZiYcfMQ4NixI1hZWTFsmBerV39tvFEIoCgK8+bNZsLAQWhUKt5xcGBiHg8g602+i2mp7E9OoltoCJMi7pNoMGBQFG6npzM18j5dQu+y9ZEbegC/JSbirFZT3y7jpmFggYxEGYBer8f6kafl790LZ/fu/xmfkHtSzDnd5KtXr/7TVqMQQojnIMkyIV6x8PAwBg7sx/vvt6R58xb/uryDgwOJiYnGz4qioNVqWbBgLosXr2Djxu9p0eJD/P3nY2NjyxdftMfW1hZ7ewdq1arN9etXAbh5828cHR0pUqQoAPHx8axbt5p167awZcuPFC1alM2b1wMQFxfH8OEDKVmyFJ07dwcyXtkcN24y69dvYfDgEfj4TGLPnt+IiYlhxIhBrF+/mp/3/MGP8fHGWKd75OOnwkWZEhHBqdQUgnTp+ERGMOr+Pf5OT8M3MsK4bHtnF/4oWpwTKckcS07+x79JNVtbdhUtRoUyZVm/fk2Oy0RE3OfMmVMEBgbg5dWHuLhYJk3K6HQ3btwUX995lCpVhsTERKKjo3F1daNly4/49tvN/1onQgghxOsgp5t8iqIYnwC3t3cgMTEhyzply5Zj3769KIrC+fPniIi4j16vp1Chwpw6dQKAgwf/JCUlmdKly3DmzEmSkhKJjY3h/PmzpKRk9AHefbd5tni0Wi3nz5+jS5d2uLvnwc3NFY1Gg0qlpmPHzxgypD/t23cCIDY2hvj4ePz8/KlfvyH+/vON2zl4cD8lS5aiZNGiD7f92E0+gCrWtgx3y8PqgoUorNWyNCaaZEWho4srX+XNx9L8BfkmPo6raanG7ayMjaGfq5vxs0dm8u73xESOnTlNixYfGn/3zTcb+OKLDsYE2pNift6bfDqdjmnTJtC/fy969+7CgQP7CA6+g6dnT/r378WcOTMwGAw5rhsdHcUnn3zI7du3ALh27Qr9+/fCy6sPw4Z5Gfe7ceM6evToRK9eXdi3bw+QMT7u8OGDGDCgN4MH9ycys7937NgRunfvgKdnT1av/tq4r+XLF9O7d1f69OnGxYvnAQgJucuAAb3p378XU6dOICUlBYADB/bTq1cXOg4ZlOXNgy9CgukRGkKP0BAmRNzLciyzoiLYEvdw2cDYGD6/G0y30BD2JSVmWfb3xERG3w83fj6SnMSXIcF0GDyQgIAlGWVHDuHl1cf4X6NGbxqTwpAxVu4nnzys58DAAPr27c7atYHGevH2HoVer8+54oQQ/wmSLBPiFYqKimTYMC88PQdmeT3yn1SpUo0///wTgPPnz1GqVBkAnJ2dccjszOXN60F8fBx37gTh6dkLvV6PTqfj7NkzlCtXHsgYp+vBI/8ANjY22NnZY5d55zNPnrzEx8eTmprCkCGefPhha7p162Vc3snJGYfMp77y5s1Y9vPPvyQwcD3+/gF06tSND5u+w8dOTvyUEM/XMdEA2KrVqFRQxdqGrYWLEliwELM88lHKyprRefJyMz2NgaEhGUlAwFqlQv3442SZFEWha2gIcZmdCwc7O2OH/XF583qwadMP+PsH4O8fgLOzC1OmzMiyzJo1K+natScpKSloNGpARfK/JOqEEEKI18njN/keHZ8sKSkRR0fHLMt/+GFrHB0dGTiwLwcP7ueNN8qj0WgYN24i69atZuTIwbi5ueHi4kqJEiX59NMvGD58EP7+86lYsRIuj73y+LjKlavw3Xc/Ua5cedavX8OuXT+TJ08evvlmG99+u53AwADu37+Hs7ML9es3AqB+/UZcuXLJuI3du3fSunXbbNt+9CZfksHAO/b2VLSxAeBdewcup6Viq1LRxdUVO7UaB7WaN23tuJKWBsCNtDSc1GqKPTKpEcC62BjWxMWwfPoMbDK3ZzAYOHjwAO+99zAp+KSYn/cm34PXaJcs+Zo5cxbi5zeLRYv86N3bkyVLvkZRFP78c1+29XQ6HbNmfYW1tY2xbMGCuQwdOhJ//wAaNWrKhg1riI+P57vvNrN8+Sr8/PxZuHAuAP/730+ULl2axYtX8O67zdi4cR0Gg4GZM6fh4zOLpUtXEhR0mzNnTnP16mUuXjxPQMBqpkz5Cl/fjPHplixZwMcff8qSJV9To0Yt4/izixb54efnz+rZc/k+Pp4InY7UzIRfYMFCBBYsxLS8GW8UROn1eIaHsjfzNVuAq6mp/C8hgfUFC7E8fwEWx0STnLn+zMgIFkRHGcfVBfCLjmJ63nxsmL+QU6dOcOPGdd56621j//LttxvQsWNXSpQoCfzzWLlHjx4GkNdohTATkiwT4hVau3YV8fHxrF79tfFuVGpqSo7LTps2kbCwMBo1aoq1tTX9+vVg0SI/Bg0aBsDo0ROYPHkcXl592Lr1W/r2HUCJEiVp3rwFfft2x8urDy1atKRUqdIABAXdplChIsbtW1tb4+U1hKFDB+Dl1YdTp07Qvn1ntm37npCQu2zfvtUYY0jIXYYMGUlAwGK8vPqwYMFchg0b9cTjzOhQptEtNIR+4aGMds+DjTrn5qaklTXlbWzoFBpC57AQqtrYUtvWLsdlVSoV3Vxc8AwPo3toCJdu3ODLLzs91d/+cefPn6VAgYLkzZuXOnXqcvDgn8ybN+upk5hCCCGEpcvpJl/Zsm9w8uRxIOMJm2rVamRZ5/Lli9SsWRN//wAaN25KoUIZM18fOnSAceMmMnv2AuLiYqlTpy7R0dHExMSwdOlKBg8eQXh4uLHf8jhFUejfvxdxmU8I2dtnTAbk5OSEnZ0dGo0Ge3t7rKysSU5OomrV6sbxYM+cOUmJEqWM27py5ZLxlVAgx5t8GqBfeBjnMvtpR1OSqWhtw+30dDoG30GvKKQrCqdSU6iQmVQ6kpJMg8eGhAiIieZkagoB+Qvi5uJiLP/77xsUL14cG5uHM4v/U8zw7Df5nuc1WgB///m0afMpefPmNZZNnvwVZcu+ATx4ndQGOzs7ChQoSHJyMikpycZEaunSZUjKTFA9eDU2NjYGJydnChfO6Is+eBW3XLnyzJ27CJVKRVhYKO6ZY73dunXTeJM3Y9kz3Lp1k8KFi+Ls7IyVlRU1bG04mZrClfQ0kg0KfcNC6RkWwpnMp9CSDAY8Xd1o9cgQHzfS0qhta4uNWo2NWk1xrRVXM5Od1W1t8c7z8JgByltbE2swZBnf94HHX6N9MFbu8OFjsmxDXqMVwjzJAP9m6sKF8yxduhB//4Anzi70gE6nY9SokQQF3UGtVjN6tDfFi5fg5s2/mTVrOqBQunQ5hg4dabzDYTAYGDlyCA0bNqJNm8+M23p8ViKALVs2EhkZaZxh8QFf3+k4Ozsby9etW8WBA/tJT0/nk08+o1WrNkyaNJbIyIzHuMPCQqn+xhv0SE1l1iOPlJ9NTWV+vvxUs7Vl7P17JBoMpKMw0i0P1WwfdjACYqK5npbGrHz5jWXJBgNdQkMY7OZOA3t7QnU6xt2/hwK4qNXMSkkBB7h06QKLFs1DURTy5MnDhAnT0Ov1jBkzjNTUVEaOHEeZMmU5c+Y0586dplOnbs9Vb15e3vTuPTFLmU6X8d+XXw4F4MEbl8OGzck4hmTo23cqev3Dx+QTE6FMmbeZM+ftLNtKTIQ2bTxp08YTABsbA5DRYRg+PPu4Yo0bN80yKC9Au3YdadeuY47xL1y47InH1rLlR7gmNsBw7C/s1WrmPFIPjytsZcWGzM4zwAD3PPTJHKj/cXXs7KjzSMezqb0DTe0znqhTjxtPTOZEAg9s3747x+08Xl65clUqV64KZHS4/+nYhBBCiNfRmjVriYuLJzBwFYGBqwDo128sS5d+hU63lKJFS1GnzkckJmqYNWsM3boNwt39DWbMGEFAwCocHJwYNsyHxER7PDzKMmzYEGxs7KhW7U2qVm2OoigEBYXTo0c3tFor+vUb+cSnbVQqFe3bd2LEiEFYW1uTJ08eRo+egI2NDefOnaFfvx7o9XqaN29BsWIl6NKlOzNn+tC3b3e0Wi3e3lMAiI6Oxt7eIcuT6e/aOzAx4j7dQkPQoRhv8nnnycuMqAisUJFXo2FiXg8c1WpaOTnRKTQErQo+cnCiTOZrlLfS06n3yA2/SL2OZTHRVLC2oX94GIwcTuNmLWnb9rNsNzGBJ8YM2W/yjRkzjD/++I2RI8fxJPaZfaRHX6NdvHj+P75Gu23bVlxdXalbtx7r1q0ylj9InJ07d4YfftiCv/8KAPLly0/nzp+j1xuMM687O7tw7NgROnX6nLi4OBYvXoGrqxupqSncvn2LIkWKcvjwQePkDVqtluXLF/Pdd98wdOhIAMqUKcfBg/v54INWHDiwj5SUZBITsz7J6KBSE28wUEKlpquLC586OnFbl07/8DC2Fy5KESsrimDFgUeeLCtnY0NAdFTG9wlF4XRqCp8qzkDGWLl/PZZ8LGtlzcDwMFx696RkmTcoXryE8XePv0b7rGPlpqQk061bL9zd8zyxDoUQpiPJMjO0YcMadu/+H7aZF+OcZhd6//2WxuUPHz6AXq9j2bJA/vrrCAEBi5k+fTYBAYvp23cA1avXZPr0yRw4sN+YOFmxYilxcbFZ9vv4rESpqSn4+k7n4sXzNG78TpZlt237nr//vk716jUBOHnyOOfOnWXp0pWkpKSwadM6AONrcXFxcQwa1I/RffuRZ9w4AgsWAuCXxAQ8khJpYG/P4ugo6tra0dnFhZvpaYy+f48tmZ2M/YmJHExOIr8m6z/pr6IiePQtvXVxMbzv4MCXzi4sjI7ih927aNm+G76+0/Hx8aVIkaL89NM2wsNDuXnzbxo0aET16jXZseNHBg8ezrffbmLChKnPXXepqWr69lX+fcHHaLWg0z37esuXq9HKWS6EEEKI59Cnz3hOnBjHI8M9MWsWQMZ4oVevQv/+AAowgwkTMpbRaleh0+lJToZx4x78vgnQhORkOHIEjhx50K+ZDEBaGpQvrwIeJjZq1qxNzZq1jZ8bNmxCw4ZNssWZU8LI2dmFr76ana3czc2N1as3Zil70k2+ijY2rCtYOFt5Lzd3ujq5ZCsf/9hTSXk0Wk4+8nSYevZcYhwyxjN75533eOed954qZnj+m3zh4WGMGzeStm0/o3nzFixdutD4u5xeo9269Qf0eoXjx49x/fpVfHwmMnOmH3ny5OX3339h7dpAZs2aj5ubGwcO7CMyMoItW7YDMHz4QKpUqcb69Wvo0KELbdp8yvXr1/D2HsWaNZvx9p7K7Nlf4eTkTLFixbO8ctu37wA6d+5Gnz7dqVatBl5eQ5k3z5dff91N7dp1cHFxxcEhY/y8BxIVA05qNSWsrCim1aJSqShhZY2rWkOEXk+BHDrBpa2t+dLJmf7hoRTVWlHFxhY3Tc5vP8Tp9XwdG8MPhYtQcOVKvlqzls2b19OhQxfja7R9+vQHHo6VGxx8h8DAAONYuVOmzDDenA4JucvRo0eMr9HWrPke3367mb59BzxVXQohXq1c/xqdnp7OuHHjuHv3LmlpaXh6elKmTBnGjBmDSqWibNmyTJo0KcuTT+LZFC5chOnTZzNtWsYTSo/PLnTgwL4sybKiRYuj0+kxGAxZZgny8ZmFRqMhPT2dyMhI42PPe/b8hkqlyjK+Vca2q9KoURN+/PF7AFJT02jR4kNq137TOPgnZNz5unjxPB9//Imx/NixI5QuXYZx40aQmJjIgAGDs2w7MHA5n332BR558vDg+akkg4ElMdGsKpCROOvs7IJ1ZuZLr4BN5s9B6elsiYvF09WNHx4ZXH51bAzVbGyzjDvwhrUN4ZljCCQaDBTUaLhz5zYuLi5s2bKRv/++Qb169SlWrARhYWEkJyeTnJyCnZ0dv/66i0aNmhrHmhBCCCGEEOK/6sFrtEOHjqJ27TeBh6/R1qxZmyNHDmVJRgKsWbOOmJiMhKWXVx9GjhxHnjx52b37f/z44w8sWrQcZ+eMRKGTkzM2NjZYW1ujUqlwdHQkISEBJycnYxLOzc3NOFHV0aOHmD17Aba2towbN5KWLT/ixIm/2Lv3D4YPH421tQ3azKTXX38doXv3PpQpU5ZNm9ZTp05dSpQoSXDwHeLiYnEwpHMiJYWuzq5sjY/nWnoa3nnyck+nI8FgIO8TnlCM0uuIMRhYU7Aw8QYDfcNCKWNlneOytmo19pn/Qcb4vjExMUD212gfjJX7QOvW7+c4Vm7v3v25cOGcjJUrhBnI9WTZ9u3bcXV1Zfbs2URHR9O2bVvKly/PkCFDqFu3LhMnTuT333+nWbNmub3r10aTJu8SGhpi/PxgdqEaNWoZZxd6lJ2dHSEhd+nQ4TNiY2OYNWseABqNhrCwUIYM6Y+DgyPFihXn77+v8+uvu/Hx8WXVqhVZtvPuu82NY1RAxgDzb775Fv/730/GsoiICAIDA/jqqzn88cevxvLY2BjCwkKZNWs+oaF3GT16GBs3fo9KpSI6Oorjx/9i4MBhkPLw1uXWhHia2Tvglnmxc878f4ROx7iIe4xyz0OSwcBXkRH4FijA1eSHY38dSU4mKD2diXk9OJ3ysDy/RsuC6Ch2JiaQpigMaNSYs/ejOXfuLEOGjKRo0WKMGjWEN96oQO3ab3Lo0J9s2/Ydffr0Z/HiBfTo0YdZs6ZTuHAROnbs+uyVJ4QQQgghxEum09kSGLjumV+jLVjQEb0+4/VNg0FDUpItcXE2zJs3h3z5CjJmTMZ4XFWq1KZLl4GULn2SXr16oNGoqVatKnXq1KVUqdLMnDmNrVu/Q6fTMXr0eAA8PPLh6dkTGxsbmjdvQalSpdHrS7Bnz294evZArzfwySefU6hQYaKjo5kxYyrW1laUKFGa4cNHo9Vq8fIayrBhA1Hr0mnr6ER+rZZPnJzwjrhH19C7gIqpeT3QPmECKDe1huD0dNqH3MVKBcPc3dE8YVlrlYoRbnnoGxaK7Yhh2Lq4MW7cZCD7WMD/5nleoxVCmFauJ8tatGjB+++/b/ys0Wi4cOECb76ZcTejUaNGHDx4UJJluWjcuInMnz+XjRvXUr58Rayts87As2XLRt5+uz7du/cjPDyMwYM9WbNmMzY2NhQoUJDNm7fy00/bWLRoHu7u7ty/f49Bg/oRFhaKVmtFgQKFsj1l9iR79vxGTEwMI0YMIioqkpSUFIoXL4GzswvFipXAysqKYsVKYG1tQ0xMNG5u7uzZ8zvNmr2fbYyKnxMS8HvskfiraWmMvh/OMLc81La147fERCL0eoaFhRGn13NPr2NlTAxX01MJ1enoERrCzfR0LqWlkVejwS86kml5PahvZ8/+pCTGzval3+BRFClShJIlMx6Tr1u3HleuXKJ27TcZMiRj3IR161bx+edfsmbNSoYOHUVg4HKCgm5TrFjx5602IYQJPDre47VrV5g9ewYajYaiRYsxZsyELE89p6WlMWrUJG7duo2DgwPDho2maNFi/7je4+M9pqamMHXqhMwxcuwZP34Kbm5uBAffYfbsGeh06VhZWTFlylfG11GCg+8wduxw1q3bkmPcANHRUfj6+hAfH4/BoMd32HCKAJvjYvkxIQEV0NfVlcb2DugVhdlRkVxMSyVNUfB0daOxvQNB6en4hIeSZlCwVqmY5ZEP18x2+PHxHpMMBnwiI7ir05GuKIy/fJmiteqxd+/vrF+/BpUKWrf+hI8+aoNOp8PHZxJhYaFZxsk8cuQQK1cuI3/+AkydOhO1Wo2fny/t23emYOar90IIIXJHaqqa06fH4uIy9pleo8069MdqpmcOU5w372EMBozbOngQDh5UAC/Ai+XLVTg4JGUu68GcOQ9f93ygdeu22WYh1Wg0jBgxNtuylSpVZuXKddnKGzRoRIMGjXBNjMbQty8AVioVvh5PHiu3v5u78WeVSsXEvB5PXPbxsXLfdXDgXQcH1HP8jK/QQs6v0T5KxsoVwvzlerLMwSFj4O2EhAQGDRrEkCFD8PX1NQ4k6eDgQPwjr8o9iUajwtXV/l+Xy7ZeSiwa7bNPw6tSqbB6jvXQqJ8rzheVmGiHVpux7x9/PMbMmTPIly8fX33lQ5MmjbLE5OGRB2trK1xd7bG2LoDBoMfJyYZRo0YycuRIihcvQd68btjaWjFu3MOL1eLF/uTNm5cWLR5eCBwdbbGy0mbZvr29Nba2Gdvv3bsHvXv3ADIGCL158yYdOrRj7969rF+/jn79enP//n3S0lIoVqwgGo2GM2dO0LdvP1xd7Y31F6/Xo0OhqO3DVx6vp6Uy8n44fgUKUj7zVcgPXJz5wMUZlUrF0cRENsfF0i9v1kEyx4aH0dLRiSoO9rjGaHC10mKl1VDQxor4hAQqVixDamoKcXH3KVasOBcvnuOTTz41HmNkZCTh4Xdp3HgA3323ETc3B2xtrbCyUp657lNSnm8MMZUKtM/x71Oj4ZX++7Tk80/qLmfmUHcPBAau5KeftmNnZ4erqz3r1gXi5TWARo0aM3r0SM6e/YsmTR5OeLFx41YcHOzZsmULN2/eZMaMrwgIWPGP682fP4+kpHjs7KxxdbVnzZotVKxYgQEDvPjf//7H5s1rGDt2HMOGzWTYsKFUq1aNX3/9hejoexQvXojt27ezfv064uJijX+fx+MGmD3bhzZtPqZFiw84duwot+8G46qCbxLi2Vq0GGmKQqug27zr5MSO+HgMKhWbihYjXKdjV0I8VloN08JDGZonL9VsbfklIZ5ggx4Pm4xXUSaF30etUqHVqLHSalgXGcMbtjbMdivIldRULofcpWITGwICFvPNN99ib2/Pxx9/RKtWH3D27Ek0Gti8eTOHDh1i1arlzJ+/gB07trJyZSCLF/sTHh6ERqPF3d2VChXKvLQ615joGv0sLP3ck7YzZ1J/OZP6yz1Sdzkzh7p7EeZw3QOpvycxl/p7XbyUob9DQ0MZMGAAHTp04KOPPmL27IcDVSYmJuLs7Pyv29DrFeP78s/CVW/AoNM/83pWWg3pz7GeWm94rjifl05nS2qqmrCwjIFQ794FR8fi9OrV1zi7UOnSjbl7F+Pj1O+91wU/vwns3t0JnS6dzp2HEB1tT+vWvRg5cjxarRW2trYMGTKNu3cf7is+Hmxts9ZDQkIK6em6LGVJSWmkpKRn+zs8Wl69+pscOnSYzz//HIPBwJAho4iPTwXgxo2/cXLKQ0xMkrH+rqemUFCjzVInc+9HkGpQmH7vHgCOajUL8xcAMupPpzegGJRs9WgwKOj0BtJ1eka75eGriAgMSsY9tPFjxpGYqGPUKG+GDx+OomTc+alWrY7xeBYt8ufLL7sSE5NEq1af0KtXT/LnL0D+/MWeue71evvnGqhfq9Wge45/n3q96pX++7Tk80/qLmfmUHcPuLvnY+pUX6ZNm0hMTBIlS5YhNPQ+0dGJxMTEkZKizxLTxYtXaNKkETExSbi55ef69ev/uN6ePb+Rlqandu23SE5OIyYmiaNH/6JDhy7ExCRRtWptlixZQnh4FPfv32fXrl+YPXs2FSpUol8/L2JiktBobFiwYBnt2rUxxvJ43AAnTpygaNESdO3ajYIFCzKxd09sFfi2YGHQGwhNT8dRpUKnN7A/MYGyVtb0uRuMAox1z0t8WjoROh17EhOYc/8+lWxsGOLmTrpOz+rYGKpY26B/pO38MymR9+0d6RkcjINajXfNmsTHp7J27Rb0eg1BQaHodAbS0sDdvQDJyWlERSVw714kigIxMUlotdaEh0cRGxtPerqKgIBlDB8+5qX+O3B1tX/l/86elaWfe9J25kzq70n7k/rLLVJ3OTOHunsR5nDdA6m/J3mV9efh4fRK9mPOcj1ZFhERQY8ePZg4cSL16tUDoGLFihw9epS6deuyf/9+3nrrrdze7Wvj4WyKhYBNmT83IefZhR6dlWi+8cL3zTfwzTcKUB1YD2Q8Uv1wtqIHBrB8+T/PSgTQsuVHOcb6eHn//oNzXG79+i3Zyirb2LIgMxH2wMLHPj/u8cemH/B5ZPrm0tbWrCzw8HUfdZkyxAC1atVhxYq1OW73wauYkPGKZt269f4xDiHEf9Pj4z0WKVIUP79ZrFmzEgcHR2rUqJVl+bJly7Fv315q1arHhQvniYi4j16vz3G9J433+Og09/b29iQmJhAXF8fNm38zdOgo+vTpz8yZ09i5cwetWn1M/foN/zVugNDQEJycnFmwYAmrVq0g8Jtv6A9oVSo2xcWyJCaaDpkDMMfoDQSp0vHPV4ATqSlMiLiPr0c+bqSnM8HOnv7OrkyOjGB7QjwFtVY5jvcYo9cTZ9CzrEBBtifEMycggNFTZqLVatm37w/8/HypV68BWq0WOzs7wsJCso2T2a1bL+bPn025cuW5e/cOlStX5bffdnHt2lU++KCV8fUUIYQQQghL8CzDf+h0OsaMGU1Q0B3S09Po2rUnDRo0zjb0hrf3VAoXLsLGjev47bfdqNVqOnfuTuPGTYmLi2Xq1AkkJibi4uLC6NHeuLm5c/z4MVasWIpWq8XNzQ1v76mAE/PmzePQoUOoVCq8vb2pWrUqSUlJTJ48meDgYNLT05kwYQJVq1bl7NmzzJw5E0VR8PDwYPbs2djY2LB8+XL++OMP0tPTad++PZ9//jkXLlygX79+lChRAoD27dvTsmVL9u3bx+LFi4GMHNGkSZNITU1l5MiRREZG4uDggK+vL+7u7hw+fJj58+ej1WrJkycPvr6+2NnZ4e/vz969e9FqtYwbN46qVasSExPD+++/T7ly5QB477336Nq1K/7+/vz55580bdqUfv36odPpGDZsGPPmzcs2BFROcn1KymXLlhEXF8eSJUvo3LkznTt3ZsiQISxatIh27dqRnp6eZUwzIYQQwhQWLJjL4sUr2Ljxe1q0+BB///lZfv/hh61xdHRk4MC+HDy4nzfeKI9Go8lxvV27fjaO97hz5w42b97IkSOHskxzn5SUhKOjI87OztjbO1CzZm1UKhVvv92Qy5cvPVPsLi6uNGjQCID69Rty4dpV4+/aO7vwR9HinEhJ5lhyMq5qNY3s7FGpVNS2teN2ejouajUOKhV17TPKG9nZcyEtja0JcVxPT6NHaAgHk5OZFx3F5dRUXNQamtpnDLPQxM4+y/4aN36HrVt3kp6ezq5dP7Nly0befLMemzf/wOrVG5k+fTKpqamUKFGS6dNn06lTN3bs+JFmzVpw9OgRhg4dxerVXz9PFQohhBBC/Cdt2LAGX99ppKWlARAYuILu3XuxdOlK0tPTOXToQJbld+/+H66urixZ8jVz5izEz28WAEuWLKRZsw9YvHgFvXv35/btW8THx/Pdd5tZvnwVfn7+LFw4F4C1a1dRtWp1li5dyaeftmP58ozE1Ny5M5kxYw6LF6+gSJFi/PTTNi5evMjp06fZsmULfn5+eHt7A7By5UrKli3Lxo0bmTZtGn///TeKojBhwgRmzJjBpk2baNiwIXfv3uXo0aOcOnWKTZs2sW7dOsLCwgC4ePEi3bt3Z926daxbt46WLVuSkJDA7NmzWbZsGVu2bKFw4YyJPDZt2kS5cuXYuHEjbdq0YcmSJQBMnjyZxYsXs2HDBooXL863337LhQsXOHbsGN9++y1+fn5MmTLFuL9WrVoZ99e1a8ZEfIcOHeKbb77hzz//BOCbb77h008/fapEGbyEJ8u8vb2Nf+hHrV+/Prd3JYQQQjw3Z2dn4zibefN6cO7cmSy/v3z5IjVr1qRv30FcvnyRkJDgJ643fPho43orVy4nT548vPXW29y8+TeHDx+kYsXKHDlykGrVamBjY0vRosU4c+YU1arV4MyZk8YJRp5W1arVOHz4IC1afMjp06coXbwEN0NCWRgdhZ9HfrRkzOKlVkENW1sOJCfTzMGRK2mpFNRqsVWrKW5lxfHkZKpZWXMiNZkyVlZ86ZzXuA/v+/do4eBIeRsbatja8mdyEhVtbDiRmkKZN8qRmJjA6NHD8PPzx9raGjs7O9RqNU5Ozmg02sy/lQs6nQ6DwWDc7vbtW/ngg4wnjxXFgEqlIuWRp9iEEEIIIcxd4cJFmD59NtOmTQSgXLk3iIuLQ1EUkpIS0T42qGDTpu/h4mJHenrG5wd9qXPnzlC6dBkGD+5PwYIFGTx4BFZWVhQoUJDk5GRSUpKNT6jduvU3ffr0BzL6ivPmZSTcFi0KwN09Y1xvvV6PtbU1FStWZOXKlahUKkJCQsibN6MPeODAAT744AN69uyJg4MDkyZN4ubNm7i6urJmzRquXr1K48aNKVWqFFu3bqVcuXIMGDCAhIQERo0aBcD58+e5efMmv//+O8WLF2fcuHGcOnWKcuXK4evry507d/j8889xd3fnxIkT9OrVC8iYDPJBsmzdunXGmHQ6HTY2Npw4cYIGDRqgUqkoVKgQer2eqKgozp8/z4ULF+jUqRPu7u54e3uTL18+tFotaWlpqNVq4uPjOXnyJB07dnzqOnwpY5YJIYQQ/yUPxntMSrLDYFCTmGjP4ME+TJgwAY1Gg1ZrxZAhU0lMtDeO9+ju/gYzZowgIGAVDg5ODBvm84/rPZCeboVenzErcdu2n+HjMwlPz55YWVkxaZIPAGPGTMDPzxe9Xk/BgoXw9Bz0TMfj5TWUmTOnsW3b9zg4OOI3cgROx09QztqGTqEhqFTQwM6e2rZ2VLWxxSfyPh1D7qIA3nkyOh5T8nowIzKCdINCYSstQ93yPHF/vV1cmRx5n06hd9GiYkavPjg4ONKsWQsGDOiNVquldOmyNG/+AampqcyYMZX+/XuRnp5Onz4DsMt8RT4xMYFTp04wdeoMANzd8+Dp2ZO2bT97puMXQgghhPgve9bhP+zt7XFwsCck5D7e3qPp3dsTyD70xoYNa+jWrRf58uWnc+fP0esNdO7cDYCyZd/gwIH9lCtXngMH9htvRj5IOu3bt4eTJ4/Tq1c/ALRaLfPmzWPt2rVMyBy/KTo6mri4OFauXMm2bdvw9fWlXbt2nDp1igkTJlC8eHH69etH5cqViY6OJiQkhGXLlhEcHIynpye7du2iatWqfP7551SuXJmlS5eyePFiKlSowNGjR9m2bRv29vZ07NiR6tWrk5CQgJNTxvhpj04GmS9fxlBKv/76K0ePHmXIkCGsXLkSV1dX49/swfKlSpWicuXKvP3222zfvh0fHx8WLlxI586dGTRoEN26dSMgIICePXsye/ZskpOT6d+/v/Hv8iSSLBNCCGHxch7vsSYPxm0EmDQJMsZtfHS8x1XodHqSkx8d1/FJ6z3wcLxHW1tbfHx8s8VTtmw5li5d+cR4H59yvmDBQgQErDZ+LlCgIPPnLzF+dkmMxgB4urrh6eqWZV1rlYqpefPxuDesbdhQpOgTB8p9dLxHF42GefkejhupLlCAGODjjz/h448/ybKevb0906bNzHGbDg6OxkQZwKhR43NcTgghhBDCkjwYxqNUqdJ8//0W/P3nZ3kzATImShw40Iu2bT+jefMWQPahNwIClnDkyEEiIyPYsmU7AMOHD6RKlWp07tyN+fPnMHhwf+rWrUf+/PmN2/7mmw3s3fs7c+cuwsbGxlg+dOhQevfuTbt27ahduzaurq688847ADRt2pSAgAD69u1L8eLFKVMmYwbzhg0bcv78eVxdXSlVqhTW1taUKlUKGxsboqKiaNasmXFSx2bNmjFt2jTq1atHlSpV8PDwAKB27dpcunQJR0dHEhMzhix5fDLI1atXs2vXLr7++mtsbGyyLPtgeScnJ9566y3jjdlmzZqxcOFC48/NmjXjzp07HDhwgMjISNzd3XnzzTdZt24dQ4cO/cc6y/Uxy4QQQgghhBBCCCFEhseH8YiPj8vy+6ioSPr06Y2n50BatfrYWP5g6A2A06dPUbJkaZycnLGxscHa2tqYREpISOD06VO0aPEhCxYsoVChQlSpUg2ANWtWcubMaebPX2J8Muvw4cPGMb9sbGzQarWoVCpq1arFvn37APjrr78oU6YMRYsWJTExkdu3bwNw/PhxypYtS61atfjzzz9RFIXw8HCSk5NxdXWlZ8+enD171rifSpUqUblyZa5evUpUVBQ6nY4zZ85QpkwZatasadzf/v37qVUr44m7pUuXcvz4cVavXo27uzsANWvW5MCBAxgMBkJCQjAYDMbXLnfv3p1lf49aunQpnp6epKSkoNFoUKlUWZJuTyJPlgkhhBBCCCGEEEK8JKNHT2Dy5HFoNFq0Wi2jR2eM8z5t2kR69+7P5s3riYuLZfXqr40TH82duzDb0BuTJvng7OzM8ePH6NOnG2q1mqpVq1OnTl3u3g3Gx2cSkJGQGzt2AlFRkaxatYJy5cozfHjGsB/vvtucnj27sGvXLr788ksMBgMdO3akaNGi9O3bF29vb9q1a4dWq8XX1xdra2umT5/O8OHDURSFGjVq0KRJEyAjofbZZ5+hKAoTJ05Eo9EwefJkpk2bhpWVFXnz5mXatGk4OjoyfPhw4/hkLVq0oFy5chQtWpTRo0fTvn17rKysmDt3LhERESxevJiKFSvSu3dvAD744AM6dOhA7dq1adeuHQaDgYkTM8aDGz58OOPGjWPTpk3Y2dnh4+Nj/LufOnWKQoUKkS9fPt5++208PT3ZuXOnMVH4TyRZJoQQQgghhBBCCJELHoyV6+xchnnztpCYCGXKvM2cOW9nWS4xEYYNmwNA794T6ddvMnq94ZHtgJOTO9Onr8623pdfDuXLLzNeI7SxMaBSpVCkSFGWLQvMsqyDgyN79x7JFqNGo8kxYeTq6oq/v3+28nr16vHdd99lK38wqP+jKlWqxObNm7OVf/jhh3z44YdZyuzs7IyvTT7q/Pnz2coABg4cyMCBA7OUFS1alHXr1uW4fI0aNahRowaQMcbZ2rVrc1wuJ5IsE0IIIYQQQgghhMgFD8fKfTZaLeh0z77e8uVqtJLZyXUyZpkQQgghhBBCCCGEEJkk/yiEEEIIs3DhwnmWLl2Iv38A0dFR+Pr6EB8fj8Ggx9t7KoULFzEuq9PpGDNmNEFBd0hPT6Nr1540aNCYSZPGEhkZCUBYWCiVKlVmypQZzJ8/m7Nnz2Bvbw/AzJl+ODo6AnD79i369OnK9u2/YGNjg5dXH+N+goJu88EHrfD0HEhgYACHDx9Ao9EyaNAwKlaszIIFc7l27QqQMXivo6MTAQGr+fXXXWzZsglrFMpF3Gd8nryoVSoAIvV6vgwJJiB/QUpaWzPqXjgR+oxZS0N0Oqra2DCvUCFWx8awMzEBNSp6ubjyroMDK2NiOJicBEC8wUCEXs+eYsU5kpyMf0wUVsOH4ZTXA2/vqdja2uYYc1xcLO3bf0LJkqUBaNSoKV980Z7AwACOHj1M/foN6dKlBzqdjsmTxzFlygw0Gs3LrHohhBBCiFdKkmVCCCGE+M/bsGENu3f/D1vbjKnBlyxZSLNmH/Duu804efI4t2/fypIs2737f7i6ujJmzCRiY2Po3r0jDRo0ZsqUGQDExcUxaFA/Bg4cDsCVK5fx8/M3zhL1QGJiAv7+87CysjaW+fsHAHD3bjATJ46la9eeXLlymdOnTxIQsIbw8HC8vUfx9ddrGTw4Y/s6nQ5Pz56MHu1NamoKK1YsZe3abyigT2bEJ23Yl5xEU3sH0hWFaZH3sVU9fPh/Vr6Mqd/j9Hp6hoUy0j0PcXo9G+Ni+blIMZINBj4Pucu7Dg70dHWlZ+YxeIWHMSRzBqnpkRGsLlgQj7l+zFy3gZ9+2kbVqtVzjPnKlcu89977DB2adRyS48ePsXz5KgYM6E2XLj348ccf+PDDjyVRJoQQQgiLI69hCiGEEOI/r3DhIkyfPtv4+dy5M9y/H87gwf355Zed1KhRK8vyTZu+x8CBg4yfNZqs9wcDA5fz2WdfkDdvXgwGA8HBd5g1azqenj3YseNHABRFYdas6fTpMwBbW9tsMS1cOBdPz4HY29tz9uxp6tR5C5VKRYECBdDrdURHRxuX/e67zbz55luULl0GKytrli0LNG5Tr4BN5lNlc6Mi+dzJGY8cElBLYqJp7+yMh1aLnVpNQa0VyQYDSYpC5upGvyUm4qxWU98u40m5wAIFyZP5N9Dr9VhbWz8x5itXLnH16mW8vPrg7T2aiIgIALRaLenp6ajVahISEjh37gz16tX/h1oTQgjxIi5cOG98mvnKlcu0afMBXl598PLqw++//5JlWZ1Ox6hRI+nXrwf9+/fi9u1bWX7/yy+76Nu3e5ay6OhovvyyLampqUDGde/RfSxbljHQ+19/HaVnz8706dONgIAlWbaRkpJCt24dOHLkUJbyLVs2snTpIuPnzZvX06nTF3h59aHbyOHcTE8jXVEYfT+czqF36Roaws20tCzb+DkhgU6hd7OURen1tAoOItVgMMb83p3b9AgNoUdoCAuiowA4kpzElyHBdAy5y8LVq54r5sDAAPr27c7atYHGv7G39yj0mU97C8smT5YJIYQQ4j+vSZN3CQ0NMX4ODQ3BycmZBQuWsGrVCjZsWEOvXv2Mv7e3t8fBwZ6QkPt4e4+md29P4++io6M4fvwvBg4cBkBKSjKffvoFX37ZCYNBz8CB/ShfviL79v1BvXoNKFu2XLZ4rl+/RmJiIrVrvwlkPIHm4uL6yP4dSExMwM3NjfT0dH788QdWrMiYgUmtVuPungeADT9uI0kxUM/Wjh/j43HXaKhvZ8/KmJgs+4vU6zmakszIzPUACmg1tAkJRq8o9Hpk3wArY2Pw9chn/OyROfLvbwcPcPLkcXr16semTetyjLl48RK88UYF6tSpyy+/7GT+/Fn4+Mzi00/b4e09inbtOrB+/Wo6dOjMkiULSUlJplu3XsZjEkII8eIef6L66tXLtGvXkfbtO+W4/OHDB9DrdSxbFshffx0hIGCx8SbTtWtX+PnnH1GUh4PHHz16mGXLFhEVFWUsu3s3mHLlyjNr1rws216yZAETJ/pQokRJ+vfvxY0b1yldugwAfn6+WW7YpKam4Os7nYsXz9O48TvG8qtXr+DtPYXy5SvgmhiNoW9f9iQloldgXcHCHE5OYmFMFPPyFQDgcmoqWxPieCRkDiQmMjcygshHklV3dDrKW9vgn79Alpj9oqOYkTcfpays6Hb2DPWfI2Z5ovr1Jk+WCSGEEMLsuLi40qBBIwDq12/I5csXsy0TGhrKwIH9eP/9ljRv3sJYvmfP7zRr9r6xs2tjY8sXX7TH1tYWe3sHatWqzfXrV/nll53s2PEjXl59iIqKZNgwL+M2fvnlf7Ru3db42cHBkaSkROPnpKREHB2dADh+/CjVq9c0joEGYDAY8Pefz+GTJ/DzyI9KpWJrQjyHk5PpERrClbQ0xkfcJ0KnA+DXxAQ+cHBEk9m7/zMpkQi9np2Fi/JLkWL8kZTEudQUAG6kpeGkVlPMyirL32NdbAyrv/uWuXMXYWNj88SYa9WqQ82atYGM8cquXs0Yc61x46b4+s6jVKkyJCYmEh0djaurGy1bfsS332afIl4IIcTze/yJ6itXLnH48AEGDOjNjBlTs7TfAEWLFken02MwGEhMTESbeZMkNjaGpUv9GTRoeJbl1WoV8+cvwdnZOcs+IiLuMXBgX0aMGERQ0C0AypZ9g7i4OHQ6HWlpaajVGWmEjRvXUblyVcqUeXhTKTU1jRYtPqRLlx5Z9nflyiXWr1+Fp2dPVmzeBEBxrRV6FAyKQoLBgBUZ17gYvZ750VGMcs+bZRsqFQTkL4iL+mGy6mJaKvf0OnqGhdA/PJSb6RlPp5W3tibWYEAHpD5nzPJE9etNkmVCCCGEMDtVq1bj8OGDAJw+fco4GP0DUVGR9OnTG0/PgbRq9XGW3x0/foy33nrY2b1zJwhPz17o9Xp0Oh1nz56hXLnyfPPNNvz9A/D3D8DdPQ9+fv6PbOMv6tatZ/xcpUo1jh07gsFgICwsDINBMY5/lrG/t7PEMHv2V6SlpbJw0hTsMjvwqwsWYlXBQgQWLMQb1tZMz+tB3swvO0dTkmmQ+UolgLNag41KhbVKhY1ajZNaTXzmKylHUpJpYGeXZX8BMdGcTE3h65mzjHE9KeaZM33Yu/cPY+xvvFEhy7bWrFlJ1649SUlJQaNRAyqSk5OfUFNCCCGeR5Mm7xoTXgAVKlSif//BLF68gkKFChMYuCLL8nZ2doSE3KVDh8/w9Z3OZ599iV6vZ+bMaQwaNMw4gc0Ddeq8leXpYoA8efLSqVN3Fi1aTufOPZg6dSIApUuXYfToIXTs+Bn58uWnePESHD9+jODgoCw3jgCcnZ158823sh3Pu+82Z8SIcSxcuIyTF86zLykRe7WauzodH98NZkpkBB2cXdArCpMi7jPKPQ8Oj40xUN/eAdfHnurKq9HQy8WVlQUK0cvFjXH37wNQ1sqageFhfHz3DgU88j1XzE96otrPz5eoqMhsywvLIq9hCiGEEOI/TaezJTVVTVKSHQaDmsREe3r0GMu8eRP5/vutODg4MmbMbBIT7Zk1awzdug3i++/XERMTR2DgKgIDM8Yq8fFZjo2NLbduBeHqWobExIwvDh4elWjSpDW9e/dEo9HSosXHlCpV+p9CIioqMsuXjPLlK1C1anX69u2OoigMGzba+LugoNu0aPGh8fOVK5fZseNHqlWrQY/RIyE0hI7OLrzr4PDE/d1KT6fII1+aatvZccDaho6hIahVUMPGlnqZr+rcSk83/gwQqdexLCaaCtY29PMeh06t5d13m9O27Wc5xtyvnxczZkxl69ZvsbOzY/ToCcZtnT9/lgIFCpI3b17q1KnLmDHD+OOP3xg5ctw//r2EEEK8mEaNmuLk5GT8ef782Vl+v2XLRt5+uz7du/cjPDyMwYM9GTNmAnfu3GHOnBmkpaVx69ZNFiyYa5x85nHly1c0PnVdrVp17t+/R1xcHOvWrWbdui14eORjyZIFbN68nqtXrxAeHoqXVx+Cgm5z9epl8uTJQ9myb2TbrqIofPFFB+MT1o3frMvlq9c4lpJCfTt7Bru5E6bT0SsshMl5PQjSpeMTGUGqovB3ehq+kRGMzpM323YBKlnboM1MqtW0teWeXkecXs/XsTH8ULgI+bVa5hUu/MwxQ8YT1Y0bNyUk5C5Hjx4xPlFds+Z7fPvtZvr2HfAUNSfMlSTLhBBCCPGflpqqpm9fBSgEbHrk568BSE6GESMAFGAGEyYAjCVPHm/i4h6OazJoUMYyavV2hg9/sPwDPTL/gxYtVEBSlhi+++6nLJ+3bduZLc6ePfvSs2ffbOWzZy/I8vmNN8rz559/ARjHbXlcYMFCWT5vLVw02zID3NwZ4JatmPGPfaHIo9FyskQpANSz5xLj8HClnGIuVKgwixYtz75hoHLlqlSuXBXIGBdu4cJlOS4nhBAidw0b5sXQoSOpWLEyJ04c4403ymf5vZOTM46OGTdKnJ1d0Ol0vPFGBdav3wJkjPU5adK4JybKIGNAexcXFzp27Mq1a1fJn78Atra22NnZY5f5dHOePHmJiYlh8uTpxvWmT5/Mu+82f2LSKTExkS5d2rF+fcZNmKOnT9PG2oaLaaloM1+9dFar0SlQ0drGeM27m57OqPv3npgoA1gWE42LRkMPF1eupKVSQKPFVq3GPvM/AA93d0Lj458p5ketWbOS3r37c+HCOXmi+jUiyTIhhBBCCCGEEOI/bMSIscybNwutVkuePHkYNWo8ANOmTaR37/588UUH5s6dTv/+vUhPT6dPnwHYPfZK/r/p1Kkb06ZN4PDhg2g0GsaPn4y1tTVeXkMYOnQANjY2ODo6Mm7c5GfarqOjI3369GfQoH5YWVlRv2oVGgbfpZatLRMj7tM1NIR0RWGgm7sxwfW0erq4MjbiHn8mJaFRgU9eD6xVKka45aFvWCg2KhXOZ84wcuL0f99YDuSJ6teXJMuEEEIIIYQQQoj/iAfDDzg7l2HevC0kJkKRIjWZOzfrZCqJiTBs2BwAFAVGjlyAXm/I8vsHHt3Wo9as+R2NxgCk4OzsnO1paHj4OuKTjB8/OVtZy5YfZfncosWHxiEJXBOjMRw8hL1azZx8+Z+43cJWVmwoVDhb+a6ixR4el0bD4vwFsy3zroODcXgD9ZSpxDg4Z/n908QM8kT160ySZUIIIYQQQgghxH/Ew+EHno1WCzrds6+3fLkarWQGhMhCZsMUQgghhBBCCCGEECKTJMuEEEIIIYQQQgghhMgkyTIhhBBCCCGEEEIIITJJskwIIYQQQgghhBBCiEySLBNCCCGEEEIIIYQQIpMky4QQQgghhBBCCCGEyCTJMiGEEEIIIYQQQgghMkmyTAghhBBCCCGEEEKITJIsE0IIIYQQQgghhBAikyTLhBBCCCGEEEIIIYTIJMkyIYQQQgghhBBCCCEySbJMCCGEEEIIIYQQQohMkiwTQgghhBBCCCGEECKTJMuEEEIIIYQQQgghhMgkyTIhhBBCCCGEEEIIITJJskwIIYQQQgghhBBCiEySLBNCCCGEEEIIIYQQIpMky4QQQgghhBBCCCGEyCTJMiGEEEIIIYQQQgghMkmyTAghhBBCCCGEEEKITJIsE0IIIYQQQgghhBAikyTLhBBCCCGEEEIIIYTIJMkyIYQQQgghhBBCCCEyvbRk2ZkzZ+jcuTMAt2/fpn379nTo0IFJkyZhMBhe1m6FEEIIIYQQQgghhHhuLyVZtmLFCry9vUlNTQVgxowZDBkyhI0bN6IoCr///vvL2K0QQgghhBBCCCGEEC/kpSTLihUrxqJFi4yfL1y4wJtvvglAo0aNOHTo0MvYrRBCCCGEEEIIIYQQL0T7Mjb6/vvvExwcbPysKAoqlQoABwcH4uPj/3UbGo0KV1f7Z963JiUWjVbzzOupVCqsnmM9NOrnivN5paSo0T5HralUoH2O49NoeKXHJ/WXM6m/J+3w1dWf1F3OzKHuQOrvSaT+cvYq60/qLmfmUHcg9fckUn9P2qH0W3KLJdcdSP09idRfzl51/b0uXkqy7HFq9cMH2BITE3F2dv7XdfR6hZiYpGfel6vegEGnf+b1rLQa0p9jPbXe8FxxPi+93h6dTnnm9bRaDbrnOD69XvVKj0/qL2dSfzl7lfUndZczc6g7kPp7Eqm/J+3v1dWf1F3OzKHuQOrvSaT+cib9ltxjyXUHUn9PIvX3pP09e/15eDg9835eN69kNsyKFSty9OhRAPbv30/t2rVfxW6FEEIIIYQQQgghhHgmryRZNnr0aBYtWkS7du1IT0/n/ffffxW7FUIIIYQQQgghhBDimby01zCLFCnCli1bAChZsiTr169/WbsSQgghhBBCCCGEECJXvJIny4QQQgghhBBCCCGEMAeSLBNCCCGEEEIIIYQQIpMky4QQQgghhBBCCCGEyCTJMiGEEEIIIYQQQgghMkmyTAghhBBCCCGEEEKITJIsE0IIIYQQQgghhBAikyTLhBBCCCGEEEIIIYTIJMkyIYQQQgghhBBCCCEySbJMCCGEEEIIIYQQQohMkiwTQgghhBBCCCGEECKTJMuEEEIIIYQQQgghhMgkyTIhhBBCCCGEEEIIITJJskwIIYQQQgghhBBCiEySLBNCCCGEEEIIIYQQIpMky4QQQgghhBBCCCGEyCTJMiGEEEIIIYQQQgghMkmyTAghhBBCCCGEEEKITJIsE0IIIYQQQgghhBAikyTLhBBCCCGEEEIIIYTIJMkyIYQQQgghhBBCCCEySbJMCCGEEEIIIYQQQohMkiwTQgghhBBCCCGEECKTJMuEEEIIIYQQQgghhMgkyTIhhBBCCCGEEEIIITJJskwIIYQQQgghhBBCiEySLBNCCCGEEEIIIYQQIpMky4QQQgghhBBCCCGEyCTJMiGEEEIIIYQQQgghMkmyTAghhBBCCCGEEEKITJIsE0IIIYQQQgghhBAikyTLhBBCCCGEEEIIIYTIJMkyIYQQQgghhBBCCCEySbJMCCGEEEIIIYQQQohMkiwTQgghhBBCCCGEECKTJMuEEEIIIYQQQgghhMgkyTIhhBBCCCGEEEIIITJJskwIIYQQQgghhBBCiEySLBNCCCGEEEIIIYQQIpMky4QQQgghhBBCCCGEyCTJMiGEEEIIIYQQQgghMkmyTAghhBBCCCGEEEKITJIsE0IIIYQQQgghhBAik/ZV7chgMDB58mSuXLmCtbU1Pj4+FC9e/FXtXgghhBBCCCGEEEKIf/XKniz77bffSEtL45tvvmH48OHMnDnzVe1aCCGEEEIIIYQQQoin8sqSZSdOnKBhw4YAVK9enfPnz7+qXQshhBBCCCGEEEII8VRUiqIor2JH48ePp3nz5jRu3BiAJk2a8Ntvv6HVvrI3QYUQQgghhBBCCCGE+Eev7MkyR0dHEhMTjZ8NBoMkyoQQQgghhBBCCCHEf8orS5bVrFmT/fv3A3D69GnKlSv3qnYthBBCCCGEEEIIIcRTeWWvYT6YDfPq1asoisJXX31F6dKlX8WuhRBCCCGEEEIIIYR4Kq8sWSaEEEIIIYQQQgghxH/dK3sNUwghhBBCCCGEEEKI/zpJlgkhhBBCCCGEEEIIkUmSZUIIIYQQQgghhBBCZNKaOgBTSUtL4+LFi0RERKDRaPDw8KBcuXJYW1ubOrQXdv/+ff78809Onz5NZGSk8fiqVq1KkyZNcHFxMXWIL0zqT5iD+/fvExkZiVqtxsPDAzc3N1OHJP6FJbctAMHBwZw5cybL8VWtWpWCBQuaOjTxD16n60J8fDxqtRoHBwdTh5Kr5NwT5sAS+y2WfF1/Ha4N0nYKU3rtBvg/evQoq1at4vDhw6Smpmb5nZ2dHQ0aNKBLly7UqVPHRBE+v6CgIBYvXszPP/+Mq6srZcuWxd3dHZ1OR3R0NFeuXCExMZGPPvoIT09PihUrZuqQn5nUn3nX3wPnz59nz549xou7Wq0mX758VK1alffee49y5cqZOsTnFhQUxNq1a/njjz8IDQ0FQFEUVCoVRYoU4d1336Vjx44ULVrUxJE+G0VR+PXXX/njjz+eWG+NGzdGrTbPB5YtuW3R6XRs376dVatWce3aNaysrHBxcUGv1xMXF4fBYKBChQp06dKF1q1bm20dWmK78jpcFxISEvj222/5448/OHPmDOnp6QDY2tpSrVo13nvvPdq0aYOjo6OJI312cu6Z77n3OEs+Rkvtt1jydd3Srw3Sdpp/u2IpXptkWUhICN7e3ly7do3333+fxo0bU65cOdzc3DAYDERFRXHx4kWOHj3Kzz//TNmyZZk+fTpFihQxdehPZdWqVaxevZrWrVvTokULKlWqlONyFy9eZOvWrezcuZPu3bvTs2fPVxzp85H6y2Cu9ffAiRMnmDdvHqdOnaJy5crZLu4XL17k2rVr1KpVi8GDB1O7dm1Th/zUEhIS8PX15aeffuKtt96iSZMmxuPT6/VER0dz4cIFjh07xsGDB2nVqhVjxozBycnJ1KH/qx07djBv3jwSEhKoX79+jvV28uRJnJ2d8fLyonXr1qYO+alZetty7tw5xo4di4ODAy1atKBx48aUKFHC2LFUFIXLly9z9OhRtm3bRkpKCr6+vlSrVs3EkT89S21XLP26YDAYCAgIYMWKFRQqVOgf28yQkBB69OhB79690WrN46UIOffM99x7lCUfo6X2Wyz9um7p1wZpO827XbE4ymuiVatWyk8//aQYDIZ/XTY9PV354YcflA8//PAVRJY75syZo8THxz/18rGxscqsWbNeYkS5S+ovK3OrP0VRlGnTpiktW7ZUNm3apERGRj5xuejoaGXVqlXK+++/r0yePPkVRvhiWrZsqSxbtuyp6jEyMlJZtGiR0qJFi1cQ2Yvp27ev0qNHD2X//v1Kenr6E5fT6XTKL7/8onTu3Fnp06fPK4zwxVh629K+fXvlxIkTT7380aNHlS+//PIlRpS7LLldsfTrwqeffqpMmDBBuXHjxr8ue/HiRWXMmDFK27ZtX0FkuUPOvQzmeO49YOnHaKn9Fku/rlv6tUHazgzm2q5YmtfmybK0tLRnfjf9edYRL4fUn/nbvHkzX3zxxVM/Kq3X6/nmm2/o0KHDS44sd0RFReHu7v7S13nV/vzzTxo2bPhM6+zbt4/GjRu/pIhyl7Qt5s3S2xVLdv36dcqUKfNM61y7do2yZcu+pIjEs3gdzj1LP0ZL7bfIdV38l1l6u2JpXptkmaULCQl56mULFSr0EiMRz0PqTwghxKPkuiCEEOJxcm0Q4tV5bZJlnTt3RqVSPdWya9eufcnR5L7y5cs/9fFdunTpJUeT+6T+HjLH+gP466+/nnpZcxxsdezYsU+97IwZM15iJLlr27ZtT71smzZtXlocL4ulty3vvPPOUx/f77///pKjyX2W3K5Y+nXB39//qZf18vJ6iZG8HHLuPWRu594Dln6MltpvsfTruqVfG6TtfMgc2xVLYx6jpOaC4sWLG39OTk7m559/pkqVKlSrVg0rKyvOnz/PyZMnadeunQmjfH4bNmww/nzhwgWWLVuGl5cX1atXx8rKinPnzrFo0SL69Oljwiifn9SfedcfPOy8KJkzLD3wIF//aJk5XtzDwsKMP+v1eo4dO0b+/PmpWLEiVlZWXLp0iZCQEJo1a2bCKJ/d+PHjs3w2GAwoioKDgwNWVlbExMQYp/I2x2SZpbctn3/+ufHn6OhoNmzYQLNmzbK0LQ8G/zVHltyuWPp1Yfv27Vk+37lzBxsbG4oVK4aVlRW3bt0iNTWVqlWrmmWyTM498z33HrD0Y7TUfoulX9ct/dogbad5tysW55WPkvYfMGLECGXOnDnZyhcvXqz07dvXBBHlrlatWim///57tvL9+/crzZs3N0FEuUvqzzyFhYUZ/9uyZYvSrFkzZe/evUpMTIySmJioHDlyRPnoo4+UH374wdShvrAZM2YoY8aMUdLS0oxlBoNBmTx5sjJ69GgTRvZitm7dqnz66afK9evXjWV37txROnbsqKxcudKEkeUOS29bevfuraxatSpb+aZNm5QOHTq8+oBywevSrljqdeGBgIAApVevXkp0dLSxLD4+Xhk4cKAyc+ZM0wWWS+TcM0+vwzE+YKn9Fku/rlv6tUHaTmFqr2WyrHr16srNmzezld+8eVOpWrXqqw8ol1WrVi3Ll9kHrl69qlSvXt0EEeUuqT/z99577ylHjx7NVn7ixAmlUaNGJogod9WsWTPHGd7+/vtvs67DBg0aKOfOnctWfvHiReWtt94yQUS563VoW27dupWt3FKOz5LbFUu/Lrz55pvK1atXs5Vfu3ZNqVWrlgkiyl1y7pk/Sz9GS+23vA7XdUu+NkjbKUzt6aZhsDDu7u4cP348W/n+/fspUKCACSLKXVWqVGHJkiWkpKQYy+Lj45k7dy61atUyYWS5Q+rP/EVERODq6pqt3NramoSEhFcfUC6zs7Pjxo0b2crPnj2b43Gbi+TkZAwGQ7byhIQE9Hq9CSLKXZbethQqVIhff/01W/nWrVspWbKkCSLKXZbcrrwu14XH3blzxyJmqJNzz/xZ+jFaar/F0q/rln5tkLZTmNprM2bZo3r06MGUKVM4c+YMFStWRFEUTp06xc6dO81qAMsnGT9+PN27d6dhw4aULFkSRVG4ceMGrq6urFmzxtThvTCpP/NXp04dpk+fzqxZs8ifPz8AQUFBTJs2jYYNG5o4uhf3xRdfMH78eG7cuJHl3+jatWsZNGiQqcN7bo0bN8bb25vJkydTqVIl43FNnjyZFi1amDq8F2bpbYuXlxfDhw/n4MGDWerv7NmzLFu2zNThvTBLblcs/brw4YcfMm7cOIYNG0bFihUBOHnyJAsWLMgyfo25knPP/Fn6MVpqv8XSr+uWfm2QtlOY2mszG+bjtm3bxsaNG7l27RoAFSpUoEePHrz33nsmjix3xMXFsWPHDq5fv45KpaJ8+fK0bNkSBwcHU4eWK6T+zFtISAg9e/bk9u3buLm5oSgK0dHRVKpUiYCAANzd3U0d4gtRFIUlS5awadMm49MS+fPnp0ePHnTt2tXE0T2/2NhYBg0axNGjR40DkCqKwrvvvsvcuXOxtbU1cYQvztLblr/++st4fA/alq5du1K5cmVTh/bCLL1dseTrQlpaGpMnT2b79u3Gp1StrKz48ssvGTNmDGq1+b8IIeeeebP0Y7TUfgtY/nXdkq8NIG2nMK3XNln2uggODjZmqq2srEwcjXhWllx/Op2OgwcPGi/uFSpUoG7duhbxpehRUVFRqFQq3NzcTB1Krrlx44ax01KhQgWKFStm6pCEAF6PdsWSrwsJCQncvHkTlUpFqVKlsLe3N3VI4im9Dufe63CMYJn9lteBJV8bLNnr0q6Yq9e2Fm7fvs2kSZPo3Lkz4eHhbNiwgaNHj5o6rFyhKAqLFy+mevXqNG/enLCwMEaNGsW4ceNIT083dXi5QurP/Gm1WipVqkTlypXp0KED5cqVs6gLQ2xsLAEBAcyePRuDwcCuXbtyHA/EHCUkJJCUlET9+vVJS0tDp9OZOqRcY8ltC2Tcoe3VqxfvvPMOd+/eZdGiRWzbts3UYeUaS21XXofrgk6nY//+/ezdu5ciRYpw/vx5oqKiTB1WrpFzz/xZ+jFaar/Fkq/rr8O1QdpOYUqvZU2cOXOGjz/+mDt37nDq1CnS0tK4fv06PXr0YM+ePaYO74WtWrWK7777jmnTphkHxm3ZsiV79+5l/vz5pg0uF0j9mb+0tDTGjRtHgwYN6N69O/fv32fixIl07dqV+Ph4U4f3wm7evMkHH3zA999/z08//URSUhK7d+/ms88+4+TJk6YO77nFx8fTtWtX2rVrh7e3N9HR0cyZM4ePPvqIsLAwU4f3wiy9bdm3bx+9evWiYMGCREREYDAYUKlUjB8/nu+//97U4b0wS25XLP26cO/ePT766CO8vb1ZunQp8fHxrFq1io8++sgivqzLuWf+LP0YLbXfYunXdUu/NkjbKUzuVUy5+V/TqVMnxd/fX1GUjCmFg4KCFEVRFD8/P6Vt27amDC1XfPDBB8off/yhKErW49uzZ4/SuHFjE0aWO6T+zN/cuXOVVq1aKSdOnDAe48mTJ5XmzZsrEyZMMHV4L6x3797K5MmTFUV5WId6vV4ZM2aM0qFDBxNH9/wmTJigdOzYUQkLCzMeV1BQkPL5558rQ4YMMXV4L8zS25bPPvtMWb9+vaIoWY9vzZo1SsuWLU0ZWq6w5HbF0q8LQ4cOVQYOHKikpqYajy8+Pl7p06eP0qtXL1OH98Lk3DN/ln6MltpvsfTruqVfG6TtFKb2Wj5ZdvHiRVq1apWt/LPPPuPvv/82QUS5Kzg4mDJlymQrL1mypEW80iD1Z/527tyJt7c3NWvWNJbVqFGDadOm8ccff5gwstxx5swZOnXqlKVMrVbTp08fLl68aKKoXty+ffsYNWqUcUwMgKJFizJhwgQOHz5swshyh6W3LdevX6dRo0bZyps2bcqdO3dMEFHusuR2xdKvC0ePHqV///7GJyMAHB0dGT58OKdPnzZdYLlEzj3zZ+nHaKn9Fku/rlv6tUHaTmFqr2WyzM7OjsjIyGzlN2/exNHR0QQR5a6SJUty/PjxbOW7d++mZMmSJogod0n9mb979+5RqFChbOV58+a1mMeOU1NTs5VFRkZm+TJobmJjY3FxcclWbmNjk+PxmhtLb1vc3Nxy7FyeP3+evHnzmiCi3GXJ7YqlXxdSUlJyHJA6LS0NxQLmoZJzz/y9Dsdoif0WS7+uW/q1QdpOYWqvZbKsVatWzJgxgxs3bqBSqUhNTeXw4cNMmzaNFi1amDq8FzZw4ECmTp3K7Nmz0ev1bN++nVGjRrFgwQL69Olj6vBemNSf+atQoQK///57tvItW7ZQvnx5E0SUu9555x3mz59PYmKisezOnTt89dVXNGnSxHSBvaBatWrx7bffZinT6/UEBARQvXp10wSViyy9bfniiy+YMmUK+/btAyAoKMg41knbtm1NHN2Ls+R2xdKvC/Xr12fFihVZEmPx8fH4+flRt25dE0aWO+TcM3+WfoyW2m+x9Ou6pV8bpO0UpqZSLOGW3TNKS0tj1KhR7Nq1CwCVSgXABx98wPTp07GzszNleLli3759LF++nEuXLmFlZUWZMmXw9PSkYcOGpg7thUn9mb/jx4/Tq1cvmjRpwu+//07btm25ceMGZ86cISAggLffftvUIb6QuLg4evfuzYULF9DpdLi6uhIbG0u1atVYsmQJ7u7upg7xuVy9epXOnTtTrFgxLl26RP369blx4wZxcXGsWrWKSpUqmTrEF5JT26IoCi1btrSItkVRFObMmcO6detIS0sDMmZh6t69O0OGDEGj0Zg4whdj6e2KJV8XwsLC6Ny5M8nJyURFRVG2bFmCg4NxdXVl9erVFC1a1NQhvhA598z73APLP0ZL7bfIdwbzJm2nebcrluC1TJY9cPv2bWPDUrZsWYoVK2bqkMQzkPozb5cuXSIwMDDLxb13796UK1fO1KHlmkOHDmX5N1qvXj1Th/TCwsPD2bhxI5cvXzbWW6dOnSzicfgHgoKCuHjxosW2LUlJSdy4cQMrKytKlCiBra2tqUPKNa9Du2KpkpOT2bFjR5a6a926NTY2NqYOLdfIuWfeXodjtMR+C8h3BnMnbacwldc6WWapFEVh+/bt1K1blwIFCrBy5Uq2bt1KtWrVGD9+PPb29qYOUfwDqT/LExUVxbFjx6hUqZLZPyFh6VJSUlCr1VhbW3Pjxg327t1LtWrVqF27tqlDey4hISFPvWxO42YI09m2bdtTL9umTZuXFocppKenc/nyZUqWLGm24wrJuSfMmfRbzIMlfmeQtlP8l7w2ybLy5csbH739N5cuXXrJ0bxcixYtIjAwkFWrVqHT6ejcuTNffvklR48epW7dukyaNMnUIT4zqT/zrj8Af3//p17Wy8vrJUby8l2+fJlBgwYxffp0ypcvT9u2bQkODsbKyoqlS5fSoEEDU4f41MaOHfvUy86YMeMlRvLyHTlyBC8vLxYtWkTp0qVp06YNer2ehIQEZsyYQevWrU0d4jN7ndrOtLQ0vv76az788EOKFy/O1KlTjV8a5s6dS548eUwd4jN5/LVmg8GAoig4ODhgZWVFTEwMGo0GDw8P9u7da5ogc8ndu3cZP348w4YN44033qB9+/ZcvHgRFxcXVq5cSeXKlU0d4jOTc898z70HpN9inv2W1+ncs8TvDK9T/Vlq22lJtKYO4FXx9fU1nnjBwcGsWLGCDh06UL16daysrDh37hzr16+3iMEQt27dyuzZs6levTrTpk2jRo0aTJo0iVOnTjFw4ECzbDil/sy7/gC2b9+e5fOdO3ewsbGhWLFiWFlZcevWLVJTU6latarZdzp9fX0pV64cpUuXZtu2bSQlJXHo0CE2b97M/PnzzarTGRYWZvxZr9dz7Ngx8ufPT8WKFbGysuLSpUuEhITQrFkzE0aZO+bNm0erVq2oXr0669atw8bGht27d/Pjjz+yYsUKs0yWbdiwwfjzhQsXWLZsGV5eXlnazkWLFllE2zlr1ix27txJ06ZN2bt3L9988w1Dhw5lz549zJgxgzlz5pg6xGdy4cIF48/btm1j/fr1+Pr6Urp0aSDjWjhmzBjeeecdU4WYa7766ivS09PJmzcvP/30E0FBQWzZsoUffvgBX19f1q1bZ+oQn5mce+Z77j0g/Rbz7LfIdwbz/s4gbaf5t50WRXkNtWvXTtm6dWu28p9//ln5+OOPX3k8ua1y5cpKaGiooiiK0rx5c2XJkiWKoijKnTt3lGrVqpkwstwh9Wf+AgIClF69einR0dHGsvj4eGXgwIHKzJkzTRdYLqlevbpy8+ZNRVEUpVevXsrYsWMVRcmow6pVq5owshczY8YMZcyYMUpaWpqxzGAwKJMnT1ZGjx5twshyR5UqVZQ7d+4oiqIonTp1UiZPnqwoiqLcvXtXqVKliilDyxWtWrVSfv/992zl+/fvV5o3b26CiHJX/fr1lSNHjiiKoijjxo1TevTooSiKoly8eFF58803TRnaC2vQoIFy7ty5bOUXL15U3nrrLRNElLtq1aqlXLlyRVEURRkwYIAybNgwRVEU5datW0r16tVNGVqukHPP/Em/xTzJdwbzJm2nMDW1qZN1pnDp0iWqV6+erbx8+fLcunXrlceT24oWLcr58+e5ePEit2/fplGjRgDs2bPHIsYdkPozf19//TWjRo3C1dXVWObo6MigQYP49ttvTRdYLrG2tkZRFNLS0vjrr7+oX78+kDEGiIODg4mje37ffvstvXv3xsrKylimUqno0qULu3fvNmFkucPJyYnExEQSEhI4deqUsd4ezMpn7u7cuUPx4sWzlRcoUIB79+6ZIKLcFR8fbzy+gwcPGp+EcHR0NM6iZa6Sk5MxGAzZyhMSEtDr9SaIKHcpioKdnR16vZ4jR44YZwBLSUnB2traxNG9ODn3zJ/0W8yTfGcwb9J2ClN7LZNlpUuXZtOmTVnKDAYDgYGBVKxY0URR5Z5evXoxdOhQ2rdvT506dahUqRJLlixh5syZ9OrVy9ThvTCpP8sQERGRrezOnTsW8cXozTffZNasWUyYMAGAxo0bc/nyZaZPn27WM0vZ2dlx48aNbOVnz561iGRSo0aNmDhxIoMGDcLBwYGGDRty6NAhJkyYQNOmTU0d3gurUqUKS5YsISUlxVgWHx/P3LlzqVWrlgkjyx2lSpXizz//ZN++fYSFhRm/NHz33XeUKVPGxNG9mMaNG+Pt7c3JkydJTU0lJSWFw4cP4+3tTYsWLUwd3gurXr06K1asYOHChaSkpNC0aVPCw8OZN28eNWrUMHV4L0zOPcsg/RbzI98ZzJu0ncLUXpsB/h91+PBh+vbtS8GCBalYsSKKonDu3DliY2NZvXq1WQ4k+7jLly8THBxMw4YNsbGx4dChQ1hZWVGnTh1Th/bCpP7M39SpU9mzZw/Dhg0zdlZOnjzJggUL+PTTTxk6dKiJI3wxkZGRTJ48maCgIAYMGEDz5s3x9fXl4sWL+Pn5me2AnQsXLmT9+vX06NHDeO6dOnWKtWvXMmjQILp162bqEF9IcnIyCxYsICgoiJ49e1KrVi0WL17M3bt3mTBhAnZ2dqYO8YVcvnyZ7t27o9PpKFmyJIqicOPGDVxdXVmzZo3Z34Xeu3cvAwcORKfT8cEHH+Dn58fMmTPZsGEDS5YsoWHDhqYO8bnFxsYyaNAgjh49ahyLR1EU3n33XebOnYutra2JI3wxN2/eZPjw4QQFBTFkyBA6deqEj48P+/fvJyAggBIlSpg6xBci5575nnsPSL/FPPst8p3BvEnbaf5tp7l7LZNlALdv32bLli1cv34dlUpF+fLl+fLLLylQoICpQ8t1ljj9s9SfeUtLS2Py5Mls374dvV6PoihYW1vz5ZdfMnr0aDQajalDzHUGgwG12rwf5lUUhSVLlrBp0ybjHfb8+fPTo0cPunbtauLoxNOIi4tjx44dWdrOli1bmvVrNo+Kjo4mLCyMChUqAHD+/HmcnJxyfI3DHN24cYNr166hUqmoUKECxYoVM3VIL01MTAwuLi5PPSvaf52ce+ZN+i3mS74zmDdpO4UpvbbJMkv2+PTPbdq04e7du2Y5/fPr6HWqv4SEBG7evIlKpaJUqVLY29ubOqRcoSgK27dvp27duhQoUICVK1cap4IeP368RRxnVFQUKpUKNzc3U4eSa2QKb/OXkpKCWq3G2tqaGzdusHfvXqpVq0bt2rVNHVquiI6OJj09nce7bvnz5zdRRLnn+PHjlCpVCnd3d37++We2b99OtWrV6Nevn0V8Ybd0ln7uPSD9FvFf8jp9Z7BUr0vbaa5ey2RZUlISa9eu5fTp0zl2OgMDA00UWe7o3r07Dg4OTJ06lZ9//pmlS5eyY8cONm/ezB9//MF3331n6hBfiNSfedffAykpKVy/fj3HOqxZs6aJosodixYtIjAwkFWrVqHT6ejSpQvt2rXj6NGj1K1b1yyn8n4gNDSUs2fP5lhvH330kYmiyh0+Pj7s3LmTr7/+mvDwcLy8vBgyZAh79uyhYMGCZj+F9/3791m4cCGnT5/OceBYc5+k4ciRI3h5ebFo0SJKly7Nxx9/jMFgICEhgRkzZtC6dWtTh/jcTpw4wbhx4wgKCspSrigKKpWKS5cumSiy3LFhwwamT5/OqlWrcHFx4bPPPuPtt9/m4sWLFvGKm5x75nvuPUr6LeZHvjOY93cGaTsto+00Z1pTB2AKkyZNYvfu3TRs2NCinop44PTp02zduhV3d3f2799PkyZNcHd3p3Xr1ixfvtzU4b0wqT/z99tvvzF27FgSEhKydVws4Yvf1q1bmT17NtWrV2fatGlUr16dSZMmcerUKQYOHGi2nc4tW7YwZcqUHGffU6lUZp8s27VrF35+flSoUIH169dTt25devXqRf369c1+PDaAiRMncvLkST7++GOcnZ1NHU6umzdvHq1ataJ69eqsW7cOW1tbdu/ezY8//siKFSvMutM5a9YsXF1dGTlypEXW3dq1a5k6dSp169Zl1qxZlCtXjoCAAA4fPsy4cePMPlkm5575nnsPSL/FPPst8p3BvEnbaf5tp7l7LZNlBw8eZNasWRYxg1ROHp/+efr06YD5T//8gNSf+fP396d27doMHjwYJycnU4eT6+7fv28cNPbAgQO0adMGAA8PDxISEkwY2YtZtWoVn3zyCaNGjbLIent8Cu8H47BZyhTeJ06cYP78+bz99tumDuWluHTpEnPnzsXOzo4///yTJk2aYG1tTf369Zk2bZqpw3shV69eZdOmTZQvX97UobwUISEh1K9fH8hoM9955x0AihcvTmRkpClDyxVy7pk/6beYJ/nOYN6k7RSm9lomy/R6vcV2OOHh9M8PMvCWMv3zA1J/5u/WrVvMmTPHYqdFLlq0KOfPnycqKorbt28bp4Les2ePWQ+4GhISQo8ePSzyiwI8nMI7X758FjmFt7W1tUWMbfUkTk5OJCYmkpCQwKlTp4zJzuDgYFxdXU0b3AsqUKAASUlJpg7jpcmfPz9BQUGkp6dz9epVJk6cCGR8USpYsKCJo3txcu6ZP+m3mCf5zmDepO0UpvZajpj60UcfsW7dumyPUVuKyZMno9VquXz5Mr6+vjg6OvLjjz9ia2vLuHHjTB3eC5P6M3+lSpUiPDzc1GG8NL169WLo0KG0b9+eOnXqUKlSJZYsWcLMmTPp1auXqcN7blWqVOHq1aumDuOlGTx4MFOnTqVfv360bNmS0qVLM3PmTAIDAxk0aJCpw3thHTp0YOHChSQnJ5s6lJeiUaNGTJw4kUGDBuHg4EDDhg05dOgQEyZMoGnTpqYO74UMHz4cHx8fDhw4wJ07dwgPD8/yn7n74osvGDRoEB07dqRs2bLUrl2bDRs24O3tzZdffmnq8F6YnHvmT/ot5km+M5g3aTuFqb2WA/yPHz+e7du34+bmRrFixbC2ts7ye3Mf7DEner3eYqa1lvozf7/88guzZ8+mV69eFC9ePFsdmvtAuZAxQ1FwcDANGzbExsaGQ4cOYWVlRZ06dUwd2nP7/vvvmTt3Lp999lmO9WbuY5aBZU/h3atXL44ePYqiKHh4eGSrP3MfKDc5OZkFCxYQFBREz549qVWrFosXL+bu3bt4e3ub9WxuVatWNQ5OrVKpjOWWMsA/wB9//EFQUBCtW7fG3d2d//3vf6SlpRlfBzNncu6Z77n3gPRbzJN8ZzBv0naaf9tp7l7LZNnYsWP/8fczZsx4RZHknmXLltGtWzdsbW1ZtmzZPy7br1+/VxTVyyH1Z971B/zjI/GW8sXPEllivYWHhxsf8f+3pwbM/VUAf3//f/y9l5fXK4pEPKtjx4794+/ffPPNVxSJeB5y7pk/S7z+vQ7kO4N5f2eQtlOY2muZLLNE77zzDt9//z1ubm7GgXFzolKp+P33319hZOJpvG71d/fu3X/8feHChV9RJLmncuXK7N+/H3d3dypVqpTl6Y/HnT9//hVGJv5JhQoVOHDgAHny5KF8+fI51pslPb1jaSZMmMCYMWNwcHBgwoQJ/7ispQyWq9Pp0GrNf8jZ999/n2+++QZXV1eaN2/+j22muT89YIlet3NP+i3Sb/mveN2+M1ia163tNHfm39t6TrGxsXzzzTfcvHmTESNG8Ndff1G2bFlKly5t6tCeyx9//JHjz5ZK6s+8PdqpDA4OpkCBAiiKgpWVlQmjejHTpk3D0dHR+PM/dTrNXUREBDdu3KBatWokJiaSJ08eU4f03NasWYOLi4vxZ0uuN4Dbt28TGBjI33//zZw5c/jtt98oU6YMdevWNXVoz+XWrVvo9Xrjz5Zs27ZtLFu2jODgYHbu3MnXX39Nvnz5GDBggKlDey4fffQRNjY2xp/l3DMvr9O5B9JvMWfyncG8SdspTOm1fLLs5s2bdOzYEScnJ+7evcvOnTuZN28ee/bsYeXKlRYx7oAlk/ozf4qisGTJElasWEFaWhq7d+/Gz88POzs7pkyZYtadT0uWlpbGpEmT2Lp1K2q1mt27dzNz5kwSEhLw9/e32FkyLcWZM2fo2rUrNWvW5NixY+zcuZPAwEC2bNmCv7+/DCb7H7Zt2za++uorevTowdKlS9mxYwcHDhzA19eXAQMG0Lt3b1OHKP6BnHvmT/ot5km+M5g3aTuFqb2WybI+ffpQuHBhJk2aRI0aNdi+fTuFCxdm/PjxBAUFsWHDBlOH+MwqV6781Mua+6PUUn/mXX+QMaDqunXrGDZsGBMmTOCnn37i8uXLTJo0ibZt2zJy5EhTh/jM/m3ciAdUKhV9+/Z9ydG8HH5+fuzZs4cpU6bQs2dPtm/fTkREBGPGjKFu3bpMnTrV1CE+s397BP5R5v44fOfOnXnrrbcYMGCAse0sWrQo8+bN488//+SHH34wdYjP7FlmpzPnMedat25N7969+eijj7LU3U8//cTChQv59ddfTR3iM/vpp5+eajmVSkWrVq1ecjQvl5x75nvuPSD9FvPst8h3BvP+ziBtp/m3nebutXwN88yZM4wePTpLmVqtpk+fPnzyyScmiurFPHics3bt2rz33ns4OzubOKKXR+rP/H333XdMnDiRpk2bMnHiRACaNWuGlZUVkydPNstO5/z581Gr1RQoUOAflzPnTufOnTvx8fHJcie2Ro0aTJs2jWHDhpllsuzbb79FrVZTsWJF7OzsnricJbyecvHiRXx8fLKVf/bZZ6xZs8YEEb24xo0b5zg75KMsYcy527dvU7169Wzl1atXf6aO93/JyJEjjXX1T/dtLSFZJuee+Z57D0i/xTz7LfKdwbxJ22n+bae5ey2TZQCpqanZyiIjI7NNSWsu9u/fz65du9i5cydz587l7bffpmXLlrz77rs4ODiYOrxcJ/Vn3oKDgylTpky28pIlSxIVFWWCiF7cF198wW+//QbABx98QMuWLalUqZKJo8pd9+7do1ChQtnK8+bNS3x8vAkienHDhg1j165dXL9+nSZNmtCy5f/ZO/O4GtP//79OOoQhKvtWw/hEtKgooUWqc8KQZUa2UqZFloSRdQjZC5WlRRjbCaeYNsJIIntkG2SfLNW0yWk75/eHX+fbqdO+3F33uZ+Px/xx7nN5PF5n7u7rvq739X6/3lyYmJgQO5dURevWrZGRkYE+ffpIXH/16pXYt4Y0fvjhB3z9+hV6enrgcDhS5xU60K1bNzx9+hS9evWSuH79+nV069aNIlX1w8jICDdv3oSWlha4XC6srKygpKREtaxGgXn2yIdZt5ALs2cgF2buZKAaOaoFUIGZmRl8fX3x9etX8bV3795h06ZNMDExoU5YPejUqRNmzpyJY8eO4cKFCzA0NMSxY8dgZGSE+fPnIyoqCgKBgGqZDQJz/8hHTU0Nt2/frnA9NjYWampqFCiqP+vXr0dCQgI2btyI3NxcODo6wsLCAr6+vvjnn3+oltcgDBgwQGpnJR6PB3V1dQoU1Z/ffvsNZ86cwblz5zBgwAAEBATA0NAQS5YsweXLl1FUVES1xAZj7Nix8Pb2xsuXL8FisVBQUIDr16/Dy8sLVlZWVMurE9evX4e/vz+6du2KnTt3wsvLC3fu3EHnzp0xdOhQif9IZs6cOfjjjz9w7NgxiEQi3Lx5E7t27YK3tzdmzJhBtbw6ERwcjISEBPz888+4ePEiTE1NYW9vj7CwMGRnZ1Mtr0Fhnj3yYdYtZMLsGciGmTsZqEYmPctycnIwd+5cPHr0CMXFxejQoQOys7OhpaUFf39/oju7lSctLQ2xsbGIjY3Fs2fPYGxsDB8fH6pl1Qvm/pF9/wAgLi4OS5cuha2tLY4cOQInJye8efMGkZGR2Lp1K6ytramWWG9KSkqQmJiImJgYxMXFQVlZGVwuFxwOh9gOTLdv34ajoyNMTExw8eJFTJw4ES9fvkRycjIOHDiA4cOHUy2xQXj16hWio6MRExODtLQ0mJubg8PhYNSoUVRLqxeFhYVYtmwZYmJiAPxfaSmHw8GGDRvQpk0bKuXVm8LCQsTHxyM6OhqXL1+GqqoqOBwOOBwOevbsSbW8enPs2DHs379fXHbZpUsXuLi44Ndff6VYWcOQmZmJCxcuIDo6Gnfv3sWwYcPA5XJhbm5OfPMQ5tkjH2bdQua6hdkzkL1nYOZOBqqRyWBZKYmJiXjy5AnYbDZ++uknGBoaUi2pwSkoKMCVK1cQGxuLy5cvo2XLlrhx4wbVshoE5v6RzZUrV7B//37xPezXrx9cXFwwcuRIqqU1OCUlJThx4gR27tyJ/Px8oj0Injx5gpCQEIn7NnfuXPTv359qaQ1OcXExTp48SYv7VpY3b95IzJ29e/emWlKDU1BQgPj4ePHc2bdvX/B4PKpl1Zl///0XXbt2hZycHDIzM9GyZUv88MMPKCkpwZMnT2pl+EwCmZmZiIiIgJ+fH4qKivDgwQOqJTUIzLNHNsy6hVyYPQPZMHMnA1XIpGfZrFmz4Ofnh+HDh0tkQmRmZsLR0ZHIzhplyc/Px99//43Y2FjEx8ejVatWGD16NHbt2kWLlwNz/8jn1q1bMDIygrGxscT1wsJCXLhwAWPGjKFIWcPy4sULxMTEIDY2Fi9evICmpiaxaeMAEB4eDi6Xi23btklcz8/PR2hoKOzs7KgR1oAUFRWJT9YvXbqE4uJiGBsbE33fShk9ejROnz6NPn36SPh/fP78GT///DOuX79OobqGJSMjA+/fv8f79++Rn59PfEnK6NGjce3aNSgpKUn4eqWlpWH69OlITk6mUF3DkZubi4sXLyImJgaJiYlQVFSEpaUl1bLqDfPskQ+zbiETZs9ANszcyUA1MhMsu3v3Lt6+fQvg+wvv7NmzFYwBX7x4gdevX1Ogrv7k5eXh0qVLiI2NxbVr16CgoABzc3Ps2bMHhoaGaNGiBdUS6wVz/8i+f+WZNWuWeONXlg8fPsDDw4PoLIKnT5+KF5qvX7+GlpYWJk2aBEtLS2KNuEvx9PTEqFGjKty31NRU7Nixg9hgWWkafOlpnlAohKmpKTZs2IBRo0ahVatWVEusM1euXMHDhw8BfH++Dhw4UKFs4fXr1+LuWiTz9u1bcQlKSkoK+vfvDysrK2zatAk//vgj1fJqzenTpxEREQHge2esefPmgc1mS4z59OkTOnXqRIW8BiMrKwsXLlzA+fPncf36dSgpKcHCwgIhISHQ1dUlthMt8+yR++xJg1m3kAOzZyB7z8DMnfSaO0lHZsow79+/jxkzZkAkEqGkpKTCRMJisdC2bVvMnTsXjo6OFKmsO5qamhCJRDA0NISVlRUMDAwqnSy7dOnSxOrqD3P//g8S7x/w3W8nODgYwPeXX7du3SAnJ9ljJCcnB927dxdvEElix44dOH/+PN69ewctLS1YWVnB0tKy2pbszZ1Dhw5h8+bNAKS3ty5FT08PR44caUppDcLixYvx999/Q05ODiYmJrCyssKoUaOI7ZJVnpcvX8LV1RUikQhv375Fjx49JOaW0rnTzs4O48ePp1Bp3UhNTZXwaCldaFpZWRFrul1KdnY2tm/fDpFIhFOnTmHs2LFQUFAQf19672xsbIgsgz5x4gRiY2Nx69YtqKiowMLCApaWltDV1aVaWoPAPHvkw6xbyITZM/wfJO4ZmLmToTkhM8GyspiZmeHUqVO0alFethNdZZvZ0o0u6b4DzP0j8/4JBAKEhoZCKBRi9+7dmDt3rsRJUenLz8LCgsiXu7q6OthsNgwMDKpdFJ8wagAAqG5JREFUaHp5eTWRqvpTUlKCqKgoCIVC/P7771i9erWE2XbpfRs2bBiRLcvV1dUhLy8PTU1NiUCENEJCQppIVeMwc+ZM+Pn5QVFRkWopDUbpc1e6aVBVVa107JAhQ5pOWAPj5+eHOXPmSDUzzsjIINKkuuy909HRqTKDzNnZuQmVNTzMs0fms8esW/4PktYtZWH2DGTuGUph5k4y5046ITNlmGUZNmyY1KyBrKwsrF69Gnv27KFAVf04fPgw1RKaDOb+kYmCgoJ4w9OtWzdYWVmhdevWEmNKzapJXHTq6+sD+L64riq1n7SSohYtWmDcuHEAvt+3IUOGQF5e8tVRWFiIK1euEOnZMmHCBOLuSV1hsVhSfyvp3i1FRUWIj4/H1atXxdfKnwOSvmnw9/eHra1thWDZv//+C2tra9y7d48iZXWne/fuAL6XQ7148aLScSwWi/hgGfPskfnsMeuW75D8jmT2DGTDzJ1kzp10QmaCZS9fvkRmZiaA7ybVo0ePrhClfvbsmcQfLUkMHTqUagmNCnP/6MWKFStgbGxcYdFJslk1iSWItWX27Nm082wpLTGlK3T3brl48SLVEhqNqKgo8TtNJBJhw4YNFfzz3r9/T2RGJwBcunSJagmNCvPs0Qtm3UIOzJ6BbJi5k6E5ITPBsvfv38PJyQnA90itm5ub1HEzZsxoSlkMNYS5f+QjK2bVdKOsZ4tIJMKkSZOkerYwPgvNEzk5OaxatQoikQgikQje3t4S35eWEbm6ulKksH706NGDagmNxpAhQ3Dq1CnxafPnz58l5kwWi4UOHTpU6E7L0Dxgnj3yYdYtZMLsGciGmTsZmhMy5Vn26dMniEQimJiYgM/nV8iOaNu2bYXINUPzgbl/ZEN3s2q6QnfPFlmCjt4tsoKnpydWrlwp9R1XVFRUYQPP0Lxgnj0yYdYt5MLsGegBM3cyUI1MBcuq459//gGPx8OqVauolsJQB5j7Rw5+fn5wcHCoUM4AAOnp6VBRUaFAFUN18Pl8WFtbS/X/ePToETQ0NChQxVAfRCIR/v77b5w8eRL79u2jWg5DLXj16hV4PB7Cw8Nx/fp1quUw1BLm2SMLZt1CL5g9A7kwcydDUyLzwbKCggJERkaCx+MhOTkZLVu2JNJ3QFZh7h99SEhIAI/Hw6VLl5CSkkK1HIYakJ+fj3PnzuHkyZN48uQJY0RKEB8/fkRYWBhOnz6Njx8/QkVFBQkJCVTLYqiGwsJCxMbGgsfj4fbt22CxWDAxMUFAQADV0hhqCPPs0Qdm3UIWzJ6BbJi5k4EKZMazrDzPnj0Dj8fD2bNnkZeXh44dO8LFxQXTp0+nWlqjIRQK8fHjRygoKBCfzsrcP7LvXylfvnzB6dOncerUKXz48AFt2rTBtGnTqJbFUA0pKSk4efIkIiMjkZ+fjx49euD333+nWhZDNYhEIly+fBk8Hg9Xr16FUCjETz/9hPnz54s7njI0T1JTU8VZZFlZWWCxWLCxsYGTkxN69+5NtTyGamCePfrArFvIg9kzkLtnYOZOBqqRqcwygUAgPlF48OABWrRogeHDhyMhIQHh4eG09xtIT0/HiBEjYGJiAjk5OeJOopn7R/b9K8vVq1fB4/Fw+fJlFBcXg8ViwdnZGQ4ODrT2kMjLy8PGjRuhoKAAa2tr6OnpUS2pxnz9+hXnzp0Dj8fDkydPwGKxIBKJ8Mcff2DKlCkVTP/pRHZ2NubPnw8FBQVMmDABXC6Xakm1Ii0tTXwa++nTJygrK8PCwgI8Hg8RERHo168f1RIblaKiIty/fx+tWrWChoYGWrRoQbWkGlFYWIiYmBjweDzcuXMHLVu2hLGxMaysrLBs2TKEh4fT/t7l5+cjJCQECgoKGDNmDPr06UO1pFrBPHtkPnvSYNYtZK1bmD0D2XsGZu6kz9xJOjKTWbZ+/XqcO3cO3759w9ChQ7F+/XpYWFhAUVERGhoatN7oldKuXTt4e3tj4sSJuH37NoRCITG/m7l/ZN8/4Ptp7KlTp8SnsV27dsXMmTPB4XAwbdo0WFtb03rBCXzf/CYlJWHXrl3Yu3cvtLW1IS/fvKfhhw8firPIBAIBtLW1sXLlSlhaWsLExAS6urpE/R3WFZFIhM2bN2PPnj2wsLBo9vetFCcnJyQkJEBRURGjR48Gh8OBgYEB5OTkwOPxqJbXJGRnZ2PmzJmwtbWFt7c3/vzzTyIWniNHjkRxcTGMjIywdetWmJmZoW3btgCApUuXUqyuacjPz4efnx98fX2xfPlyHDlyhHn2CILUZ68UZt1C5rqF2TOQvWdg5k7y50460bxnuwbk2LFjUFNTg7u7O0xMTKQaVNOdVq1aYeLEiQBAzMlQKcz9I/v+AYCpqSm6du0KCwsLjBkzBkOGDKFaUpOjpKSES5cuAQAxp3xTpkyBmpoaPDw8YG5ujq5du1ItqclRVFTEkSNHAABr166lWE3tuHLlCtTU1DBnzhyMGDEC3bp1o1pSk6OoqIjDhw9j6NChePfuHVELzrZt26JNmzYQCoUQCoVUy2lyVFRU8PTpUwCApaUlWCwWxYpqDvPskf3sAcy6BSBz3cLsGb7vGUaOHAmAvD0DM3eSP3fSCZkJlvn4+CA8PBzu7u7iUgYulwtjY2OqpTUInz59qvHYLl26NKKSxoHu968UoVCIhIQE3Lt3D5mZmVBSUoKOjg5GjBhBzIlQZaiqquLNmzdISUlB+/btoaioiL59+1Iti6EaRo0ahWvXriEkJARPnz6FhYUFjIyMmBc3IYSFhYHP52P79u1Ys2YNBg0aBC6XC0tLS6qlNRlsNluckdWrVy+K1dSchIQEXLx4EXw+HytWrICcnByMjIxgZWVFVNCooSDtNzPP3vdnb+jQoQDIevZKYdYtZHaNlJU9Q2WQ3niCmTvJnzvphEx5lgHfa7jDw8MRERGB58+fo3Xr1hAIBPD29saECROolldnBgwYUO0YkUgEFotFdMc6ut4/AHjy5Ak8PDyQmpqKVq1aQVFREbm5ufj27RvU1NTg4+MDdXV1qmXWi4cPH4LP5yMyMhI5OTno168fLC0tsXfvXpw9e5boRaizszO2b98uUZKRkJAAfX19tGrVCgCQmZkJc3Nz3L17lyqZdaL8c6eoqAgzMzOcPXuW+PtWm7bjzs7OjaikcSkqKkJcXBzCw8ORkJAgzlJyd3fHrFmzoKCgQLHChodO3VrLP4MAYGFhAXt7e+jo6FCsrm6Eh4fXeCzJ73e6PnujR4/GmDFjsGTJkkrL8tLT0zFy5Eiinz06r1sqgy5dI+m8ZyiPtMYTNjY2WLlyJdXS6gxd585ScnJyEBkZWSFBwtraGu3bt6daHsP/R+aCZWV58OAB+Hw+oqKikJOTg969e2P69OmYNWsW1dJqjZ6eHr5+/Qo9PT1wOJwqjQ9LI9WkQ6f7l5aWBhsbG/Tv3x/u7u7Q1tYWf5eSkgIfHx88efIEfD6fyMzA8pS+APl8Pq5du4aSkhJoampi1qxZsLS0BJvNplpirRkwYAASEhKgrKwsvjZkyBBERESIT4VKDVdLy4pIpOxzl52dja5du2LatGmYMmUKkR2XzMzMajSOxWLh4sWLjaymaSi/gWjXrh1sbGzg6elJtbQGoWy31m/fvqF79+6YOXMm7OzsqJbWIJR/96mrq4PP51Mtq9ZoaGhUuCbNV4fFYhGZHSENOj176urqaNGiBQYPHgxfX1+pJfp0eOeVQsd1S3mkdY389ddfMX36dIm1DYnQac9QFllpPEGnuRP4fpi+bNky/Pfff1BVVUWHDh2Qm5uLV69eoX379ti2bRtGjBhBtUwGyHiwrJSyL8DExEQiF2VFRUW4evUqoqOjcfnyZXTr1g1cLhccDgeqqqpUy2tU6HD/1q9fj+fPn+PQoUNSyy2FQiHmzp0LNTU1olLha0L5F6CKigoSEhKollUjHj9+jIEDBwL4vnG4du2axIJSR0cHZ8+elQiWkX7KXkr5jYOcnBwePnxItSyGWvLw4UOcOXMG0dHRuHHjBtVy6owsdmstfQYjIiJqlSHZnCk/Z9IZ0p89dXV17N27F2vXrkVhYSG2bt2KUaNGSYyh0zuvLCSvW8oja10j6bBnkNZ4gsPhiBtP0L1bJOlz58uXLzF58mRYWFjAw8MDnTt3Fn+XkZEBHx8fREZG4vTp0/jxxx8pVMoAMMGyCqSnp0NFRYVqGfWisLAQ8fHx4sCZqqqqeBLt2bMn1fIaFVLvn5mZGTZu3AhDQ8NKx9y8eROenp60yW6RxoMHDxAREYHVq1dTLaVGaGpqYu3atZg0aZLMBcvK8uXLF5w7dw5z5syhWkqj8eTJkxqVu5NKUVERkZkR0rq1Wltbi7u10n3TQDdkKVhWCqnPXuk7DwCWLFmCpKQkzJ07FwsXLhQHp+n6zisLaeuWspTvGsnhcCS6RtJ9/iR1zzBo0CB07doVY8aMqdB4QhbuWymkzp2///47vn79Cj8/v0rHeHh4oGXLlvD29m5CZQzSkBmD/5pC4qRZnpYtW8Lc3Bzm5uYoKChAfHw8YmNjsW/fPvTt25fWbXdJvX9fvnypNgOwd+/eSE9PbxpBFKGpqQlNTU2qZdSYlStX4sCBAzJlOiqNTp06ER0oS05ORkxMDOTl5cHlciWCYgUFBdi9ezcOHTpE5Al0TSFxwQkw3VoZyIfUZ68UZWVlhISEwN/fH3v37sXdu3fh4+ND7HqstpC2bimLrHeNJPVvlGk88R1S584bN27Ax8enyjGzZs3CwoULm0gRQ1XQry6BQYKMjAy8f/8e79+/R35+PgQCAdWSGKSgpKSE9+/fVznm3bt36NSpUxMpYqgJv/zyC6Kjo8Wd9hjI46+//sKvv/6K48eP4/jx45gyZQqSkpIAAHfu3MG4ceMQHByM8ePHU6yUQRqjRo3C27dvERISAj8/P8THx6OkpIRqWQwMMgWLxYKbmxtCQkLw+vVrTJgwgcjyKFnDx8cHvXv3hru7O4YNG4ZFixbh/PnzKCgooFoaQxX89ddfOHbsGH766SeEhoZi7NixGDdunDhTibTOwbJGZmYmunXrVuWYLl26ICsrq2kEMVQJk1lGQ96+fYvY2FjExsYiJSUF/fv3h5WVFTZt2sTUPjdTjIyMsG/fPujr60v9XiQSYf/+/TA1NW1iZQzVUdYL6fz58xKGqkKhEBcvXhSXZubm5ja5PoaqCQoKgqWlJbZu3Qo5OTls2bIFvr6+sLOzg4eHB3r06IHQ0FAYGBhQLZVBCgcOHJDwDzp16pS4WyvAbBoYGJqSYcOGISIiAh4eHnBwcMDMmTOplsRQBaUWLWXn0AULFqB169YQCoVISUmRiXI+Ehk8eDAGDx4MT09PsQfb3r17UVJSAk9PT1o1nqAbXbp0wfPnz6sMmP3zzz/VBtQYmgbGs6wMQqEQHz9+hIKCAnFd3VJTU8UBsmfPnokDZFZWVlBTU6NaXpNA8v17//49bGxsMHToUMyfPx//+9//xN89f/4cO3bsQEpKCs6cOSNhBMnQfFBXV6/xWDp0BqMLOjo6OH78uPj+5eXlwcDAAG3btsXYsWOxbNkytGrVimKVjUtRURHu37+PVq1aQUNDAy1atKBaUp2hW7fW6sjPz0dISAgUFBQwZswY9OnTh2pJNebcuXMVrq1atQru7u4VOu+NGzeuqWQ1KSQ/e2ZmZjh9+jQ6duxY4TuRSCQuyxQKhbT2LKMbdO0aWR6S9wyVQafGE9VB8ty5ceNG3L9/H8eOHZMazCwsLMSMGTNgZGTElGI2A5hgWRlKW1ybmJhATk4OAQEBVEuqMerq6mCz2TA0NISVlVWV/ldljSDpBMn3D/i+QFm0aBHS0tLQunVrKCoq4uvXr8jNzUXfvn2xY8cOiSAaHcnLy8PGjRuhoKAAa2tr6OnpUS2JoQZkZ2dj/vz5UFBQwIQJE8DlcqmWVGOkNWbQ1tbG9OnTsXTpUgqVNR2lc6etrS2ePHmCP//8k6iFpzRkpVtr6b3z9fXFoUOHcOTIEcjLk1E0UNMDBhaLRdtgCx2fvbLcunULSUlJcHNzo1pKo0HXdQsdukZWBel7huogufFETSB57szMzISNjQ06deoEFxcXaGtro2PHjsjLy8OdO3ewZ88efP36FadOnZKoVmGgBiZYVoaCggJERUVh4sSJuH37NoYMGUJMu/myi86yZSflby+dF50k379SiouLcfnyZSQnJyMnJwcdOnSArq4uRowYQcxLoD5kZmZi8uTJ2LVrF/bu3Yvdu3cTs/GrKZcvX6ZdOW12djbc3Nywa9cu7NmzBytXriTmvlXWxfTUqVMyY5hbVFSEe/fuYejQoXj37h3tOhHKQrdW4Pv7nik7JQu6P3uygCysW0jtGlkVdNgzyDKkz51v377FsmXLcP/+/Qr7diMjI2zatAldunShUCFDKUywjCZ8+PChxmN79OjRiEoYGpNPnz4xk2czJjo6GtHR0ZCXl8f48eNhYmIi/i4jIwNeXl6IjY2lbcCaRCoLlp09e5a4xVd9ePToETQ0NKiWUWv+/fffGo/t3r17IyphqC1+fn5wcHBA69atqZbCUAcsLCxqHJyNjY1tZDUMdUFaKbQ0WCwWxo4d28hqmh5Sg4Dq6uo1evZYLBYeP37cBIoY6srjx48rJEgwPoHNC3odfVTBp0+fajyWxGCErATAhEIhEhIScO/ePWRmZkJJSQk6OjoYMWIE8SdCaWlpuHjxIuTl5WFmZlbBm+zYsWPw8fHBrVu3KFLIUBWhoaHYvHkzevfuDTabDRcXF+zcuRMcDgdRUVFYt24dvn37RutyFFKprjFDKXTzTcrPz8e5c+dw8uRJPHnyhMggrpmZWbWbhtKMK9J+X3h4eI3HTpgwodF0NBb+/v6YNm0abYNlo0ePxpgxY7BkyZJKM43S09MxcuRI4v42ge/zIZPJ+N2Im8fjYdWqVVRLqTU1tRqgW7AsISEBPB4Ply5dIrK8dMuWLRWykVavXi3V75FkcnJyEBkZWWHPZ21tjfbt21Mtr0EYOHAgBg4cKPW7J0+eYMCAAU2siKE8MpNZVpM/NlIX1EDNT4cAcjd8T548gYeHB1JTU9GqVSsoKioiNzcX3759g5qaGnx8fGplst6cSExMhKurKwQCAQCgbdu2OHr0KNTV1fH27Vv8/vvvuHfvHgwNDXHw4EGK1dYNZ2dnbN++XSIokZCQAH19fbGBemZmJszNzXH37l2qZNYZLpeL4cOHixfMQUFBiIqKgo2NDTZs2ABdXV14eXkR15F23759NR7r7OzciEoaB1n0TUpJScHJkycRGRmJb9++oXv37pg5cybs7OyollZr7ty5I/FZJBLB0dFRagmDrq5uU0qrN9Iy/YRCYYWDIRaLReSGT1pWJ51QV1dHixYtMHjwYPj6+qJr164VxpT67jBNX8iioKAAkZGR4PF4SE5ORsuWLZGcnEy1LIYq+PLlC06fPo1Tp07hw4cPaNOmDWxsbLBy5UqqpTUIdMuIT0hIwLJly/Dff/9BVVUVHTp0QG5uLl69eoX27dtj27ZtGDFiBNUy60xycjJiYmIgLy8Pa2tribVoQUEBdu/ejUOHDhH5bqcbMhMs09PTw9evX6GnpwcOh1NliuPQoUObUFnDQPcNX1paGmxsbNC/f3+4u7tDW1tb/F1KSgp8fHzw5MkT8Pl8IjMDf/31V7Rq1QpbtmwBm82Gl5cXcnJy4OrqCicnJ8jLy+P333+HjY0N1VLrzIABA5CQkCCxMRoyZAgiIiLEL3eSNw7a2to4ffq02OdKIBBgyJAhaN26NebNm0esX5KZmVmNxrFYLFy8eLGR1TDUla9fv+LcuXPg8Xh48uQJWCwWRCIR/vjjD0yZMoX4zNyy0G3TUBY6/TZ1dXUkJibSphNdedTV1bF3716sXbsWhYWF2Lp1K0aNGiUxhuTMstGjR+PUqVNSu2HSlWfPnoHH4+Hs2bPIy8tDx44d8euvv2L69Om0DfqSztWrV8Hj8XD58mUUFxeDxWLB2dkZDg4OtDJPp9O74eXLl5g8eTIsLCzg4eEhUWmTkZEBHx8fREZG4vTp08QdQAPAX3/9haVLl6JVq1aQl5eHQCBAcHAwhg0bhjt37sDT0xNv376FjY0NNm3aRLVcmUdmyjCvX7+Oq1evIjo6Gjt37kS3bt3A5XLB4XCq7BxJCiQGF2pDYGAg+vXrh4MHD1bY1A0aNAiBgYGYO3cuAgMDiUyFf/78OQ4ePCg+eV6zZg1MTEzg4eEBfX19bNy4kciF2OPHj8XpxdLi8tKukVrWIRAI0KFDB/FnBQUFtGrVCq6ursQGygDg0qVLVEtgqAcPHz4UZ5EJBAJoa2tj5cqVsLS0hImJCXR1dWkVKGMgi6lTp9aoeQ2pnleamprg8/lYsmQJnJ2dMXfuXCxcuJAWz9yHDx8gFAqpltHoCAQCcRbZgwcP0KJFCwwfPhwJCQkIDQ1F//79qZZYL9LT0+Hv7w9nZ2eJw+a1a9dCJBJh0aJFxAW0v3z5glOnTomzyLp27YqZM2eCw+Fg2rRpsLa2plWgjG4cOHAARkZG2LJlS4XvlJWVsWHDBnz79g2BgYHw9vamQGH9CAoKgqWlJbZu3Qo5OTls2bIFvr6+sLOzg4eHB3r06IHQ0FAYGBhQLZUBMhQsY7PZMDMzg5mZGQoLCxEfH4/o6GjY2NhAVVUVHA4HHA4HPXv2pFoqgxT+/vtvbNy4sdIFppycHJycnODp6UlksCw/P1/CfFpJSQksFguGhobYvHkzhcrqx6+//oq1a9di0qRJVEuhjNGjR1MtoUkg1Vuhsrbq8vLyUFRUxODBg2Fqakrs5nbKlClQU1ODh4cHzM3NpZaCMTBQxZgxY9C2bVuqZTQqysrKCAkJgb+/P/bu3Yu7d+/Cx8eHSGNxWWP9+vU4d+4cvn37hqFDh2L9+vWwsLCAoqIiNDQ0iH0vlPL582fY2tpCIBBgypQpEsGyPn364ODBg0hKSsLx48eJCpiZmpqia9eusLCwwJgxYzBkyBCqJTHUghs3bsDHx6fKMbNmzcLChQubSFHD8ubNG2zevBktW7YEACxcuBAGBgZYs2YNfvnlFyxbtkxsT8NAPTITLCtLy5YtYW5uDnNzcxQUFCA+Ph6xsbHYt28f+vbtCx6PR7XEWmNoaIjIyEiJl9n79+/RrVu3Gp3aNne+fPlSbQZg7969kZ6e3jSCGphSv7yyyMnJwd7eniJFDcPKlStx4MABWFpaUi2FMujw/JX1VuByuRJBMdK9FV6/fi31ukgkQnZ2NoKCgtC/f38cPnyYyJPoUaNG4dq1awgJCcHTp09hYWEBIyMjWvxdMpCPo6MjkVnTtYXFYsHNzQ36+vpYsmQJJkyYgO3btxPf9ezhw4c1MtomNVhx7NgxqKmpwd3dHSYmJuLNLV0ICAiAiooKgoKCKrzf5syZg4kTJ8LOzg579+4lyttLVVUVb968QUpKCtq3bw9FRUWxRQZdIbUqQxqZmZno1q1blWO6dOmCrKysphHUwHz79g2dOnUSf/7hhx8gLy+PyZMn17jpBkPTIZPBsrJkZGTg/fv3eP/+PfLz88UG66Tx33//VShpGz9+vIQfFMkoKSmJg3+V8e7dO4nJhw60adOGagn14pdffsGUKVNo9RKvisOHD0t0dispKcGxY8egqKgoMY4kI/zy3goHDx6s1FuBRI4cOVLl95mZmXB1dYWvry+RWasHDhxAeno6wsPDERERgVOnTkFRUVHsRUf6s1lZp+v09PQKG1sS/SzpDOl/e3Vh2LBhiIiIgIeHBxwcHDBz5kyqJdULFxcXqXYKZSHVKxcAfHx8EB4eDnd3d7Rs2RLGxsbgcrkwNjamWlqDEB8fD29v70oPgjp27Ah3d3ds3LiRqGDZX3/9hYcPH4LP5yM0NBS7d+9Gv379xAe3pM89GhoaFX5DcXExOBxOhbEkHmJ26dIFz58/r3LP988//1QbUCMJFotF7Dqa7shksOzt27eIjY1FbGwsUlJS0L9/f1hZWWHTpk1EGgVWBp16NxgZGWHfvn3Q19eX+r1IJML+/fthamraxMoaDmkntI8ePcKXL18krpF2Qlu2TOH8+fMSizKhUIiLFy+KMwtyc3ObXF9D0b179wpdaVVUVCp47ZSay5KCrHsrKCkpYf78+Vi9ejWRwTLg+9+ho6MjHB0d8eDBA/D5fERFRaGkpAQODg6YNm0apkyZQlSZTSnGxsYVNg0ikQi2trYSn0ncsEvrcl1+ziyFxC7XdFqjSKN79+5Sy/SUlJQkyjJJhsfjETlv1JRSi5ayBw4LFixA69atIRQKkZKSQnR2YEZGRrX2M/369cPnz5+bSFHDMXjwYAwePBienp6Ii4sDn8/H3r17UVJSAk9PT8yaNQuWlpZgs9lUS601Xl5exAf8qsLU1BR79uyBoaGh1PtTWFgIPz8/WFlZUaCu8aBb5ipdkJlumKmpqeIA2bNnz8QBMisrK6ipqVEtr95Ia8FOp84o79+/h42NDYYOHYr58+fjf//7n/i758+fY8eOHUhJScGZM2ckuqaQgrq6urg7XVWQuOErpaYdWwH6N6wgCR0dHRw/flx8//Ly8mBgYIC2bdti7NixMuGt8OHDB3A4HDx48IBqKQ1GUVGReANx7do1yMnJ4eHDh1TLqjU3b96s8VjSOl3Tvcs1A3Dr1i0kJSXBzc2Naim1RlqHa1mg7IFDTk4OevfujenTp2PWrFlUS6s1Y8aMwfr162FoaFjpmOvXr2PlypW0aPZTNuj5/PlzqKioICEhgWpZtebff/9Ft27daBswy8zMhI2NDTp16gQXFxdoa2ujY8eOyMvLw507d7Bnzx58/foVp06dItIeQ11dHWvXrpXQvmrVKri7u9PiIIxuyEywTF1dHWw2G4aGhrCysqrS/4q0zB2A/sEy4PsCZdGiRUhLS0Pr1q2hqKiIr1+/Ijc3F3379sWOHTskgmgk8eHDhxqP7dGjRyMqYWgscnNzERERIW47TwrS5hZtbW1Mnz5dZrwVHjx4AFdXVyIX1TXhy5cvOHfuHNFdWxnIY8OGDVi8eLGE3UBqaip69+4NefnvhQ9ZWVmYOXOm1Cw7BmqR9m6QJcoeOCQmJhJZ7rZx40b8888/CAkJkepjWZp93KNHD2zcuJEChY3HgwcPEBERUWmTn+aMLASq3759i2XLluH+/fsSQUGRSAQjIyNs2rSJWGsF5iCMLGSqDLOoqAjx8fG4evWq+Fr5WCHJf5hfvnxBcXGxxDU6+bZoamri/PnzuHz5MpKTk5GTk4MOHTpAV1cXI0aMINqwms/nw8HBQcLvSla5fPky0eW05bl79y54PB5iYmIgEAhqlWHXXJElb4WSkhIEBQURl5VUyr///lujcaSWM9y9e7fGY0k7CPPz86P1e+Ho0aNwcXGRCJZNnjxZwmu1uLgYL168oEpivbCwsKhx5kf5cn0SmDhxIu2ziquCzWZLlGmSyG+//YaJEydi9uzZmDt3LrS0tNC+fXtkZWUhOTkZBw4cwKtXr+Dl5UW11AZHU1MTmpqaVMuoE7KQ59K7d2+cOHECjx8/rrDnI7n0GWCqZ0hDZoJlFy9epFpCozNx4kSJz3TxbSmLvLw8xowZgzFjxkj9/tOnT0QGA/39/TFt2jTabopKiY6ORnR0NOTl5TF+/HiYmJiIv8vIyICXlxdiY2OJ/hsFvmeRhYeHg8fjiTd6RkZGcHR0pI23F128FSo7VRYKhcjLy8PDhw/x7ds3nDx5somVNQxmZmbVbthJfjfY2tpWWcJe9reT9vvo/l6Qds/otAkcN24cbcukAMDb2xvA99J8eXl5KCgoVBjz5csXeHl5Yffu3U0tr0GoaUYji8XC2LFjG1lNw9OpUyeEhoZi6dKlcHJyqpDBo6mpiUOHDhFXoVJqbVIdLBYLjx8/bgJFDHVl4MCBGDhwoNTvnjx5ItGdnYGhMZCZYBndS9cOHz5MtYRGJy0tDRcvXoS8vDzMzMwqeJMdO3YMPj4+uHXrFkUK6w6dNgiVERoais2bN6N3795gs9lwcXHBzp07weFwEBUVhXXr1uHbt29EereUcufOHfB4PMTGxkIgEGDgwIFYvHgxfH19sXz5cmJPw6przFAKid4Kr1+/lnqdzWajffv2mDZtGiZNmkSsifXRo0clPotEIjg6OhJdwlCWqg7CUlNTsX79enz48AGzZ89uQlUNgyy8F+jM/PnzqZbQqGRmZmL58uW4evUqWCwWzM3NsWXLFnFwl8fjYfv27SgsLKRYad2pqdUAqcEy4LuBP5/Px4MHD/D48WPk5OSgY8eO0NbWxk8//US1vDqxZcuWCoG/1atXS/WEIpXy3dcrg6SGUmVJTk5GTEwM5OXlYW1tLVGVUVBQgN27d+PQoUNElj/v27evxmNJvX90QmY8y2rjd0Hiho/uJCYmwtXVFQKBAADQtm1bHD16FOrq6nj79i1+//133Lt3D4aGhjh48CDFamuPuro6EhMTid2Q1wQul4vhw4eLOwoGBQUhKioKNjY22LBhA3R1deHl5UVsR9qxY8fi5cuXGDBgACwsLMDhcNCnTx8A39t8R0REEBksY7wV6Afd/CzLIxKJEBQUBH9/f/Tq1QsbN24kstyG7u+FmnitpqenY+TIkUTOLaNHj8apU6fQsWNHqqU0CkuXLkV8fDxmz54NNpuNI0eOwMrKCgsXLoS7uzvi4+Ohr68PLy+vKn2CGRiaAjq999TV1dG1a1ep3XbLwmKxiKys+uuvv7B06VK0atUK8vLyEAgECA4OxrBhw3Dnzh14enri7du3sLGxwaZNm6iWW2vMzMxqNI7U+0c3ZCazrDanQyQGy+js2wIAu3fvhpaWFrZs2QI2mw0vLy9s3boVrq6ucHJygry8PDZt2kS0j9LUqVNr5LtGorcJ8N07adq0aeLPM2bMwM6dO+Hj44Nly5YRby6empqKPn36wNTUFHp6euJAGenIqrdCcXExrl27BpFIBENDQ5n25iGJ58+fw9PTE0+fPoWDgwPmzZtHdMkw3d8LdObDhw8QCoVUy2g0rl+/jrVr14LL5QIA9PX14ebmhjdv3uDu3bvw8vLClClTKFbJUBU1zXBhsVhwcnJqZDUMteH06dO0yZIrT1BQECwtLbF161bIyclhy5Yt8PX1hZ2dHTw8PNCjRw+EhoYSa2tCh86ysoTMBMvovuGjs28L8H0DdPDgQXTt2hUAsGbNGpiYmMDDwwP6+vrYuHEj8S+NMWPGoG3btlTLaDQEAgE6dOgg/qygoIBWrVrB1dWV+EAZAMTHxyMiIgLh4eEICAiAsrIyrKysYGlpSWvfGjpw7NgxREREgMViYcqUKbCyssL06dPF742uXbvi4MGDUFNTo1gpQ2WUlJRg79692L9/P/r164ewsDBaeJnQ/b3w8OFDtG/fXuLao0eP8OXLFwBAdnY2FbIYasB///0HbW1t8WdtbW1kZWXh9evX4PP5tMjgAb5nN/r7+8PZ2VmidH3t2rUQiURYtGgRsdmfPB6vyu+/fv2KnJwcAGCCZc0Iuq8p37x5g82bN4sPuhYuXAgDAwOsWbMGv/zyC5YtW8YcYDI0GTITLKM7dPZtAYD8/Hx0795d/FlJSQksFguGhobYvHkzhcoaDkdHR+IDfnVh9OjRVEtoEFRUVODg4AAHBwc8ePAAfD4f586dE3tGnThxAg4ODujWrRvFSmtHZQb48vLyUFRUxODBg2FqalptOUBzJTAwEAEBARg3bhzatGkDHx8fhIWFQSQS4dixYxAKhdi8eTMCAgKwbds2quUySOHx48dYvnw5Xr16BRcXFzg5ORHdHbksdH8vuLi4VDjkW7RokcRnkjeG0oKB0iAx47+kpKTChpXNZmP16tW0CZR9/vwZtra2EAgEmDJlikSwrE+fPjh48CCSkpJw/PhxIgNmVWW48Pl8bN68GZ07d8a6deuaUBVDddDdQenbt2/o1KmT+PMPP/wAeXl5TJ48ucaVYs0ZZ2dnbN++XcILOCEhAfr6+uI5NTMzE+bm5rWqHGNoHGQmWGZoaIjIyEiJl9n79+/RrVs3WiyqpTUwKO/bcuLECSJ9W4D/69ZWFjk5Odjb21OkqGEheTNQX+jw/JWntCX5ihUrEBcXh/DwcBw/fhzHjx+Hqakp/Pz8qJZYYyozwBeJRMjOzkZQUBD69++Pw4cPS7z4SSEsLAybNm0Ch8MB8N17bvLkydi/f794A7tixQpiG098+vRJ6vX09PQK5YkkGv77+PggODgY3bt3x759+9CvXz+kp6dLHUva76P7e0EWvFikBQPLQze/R7pYEABAQEAAVFRUEBQUVOH9NmfOHEycOBF2dnbYu3cvVq5cSZHKhuXTp09YvXo1rl69ikmTJmH58uVEvtvLQ6f51NvbG+3atat23Ldv32jTTZnFYhFttVOWK1euoKCgQOK5WrBgASIiIsQHDUKhEPn5+VRJZCiDzATL/vvvvwoLlvHjx0v8YdIJuvm2VEabNm2oltAg0P2UqJTy3XtKSkpw7NgxKCoqSoyjS/cXNpsNDocDDoeD9PR0hIeHIyIigmpZteLIkSNVfp+ZmQlXV1f4+vqKmzeQxL///itxiDBo0CDIy8tLvBd69epFbDmYsbFxhU2CSCSCra2txGdSN+z79+8HALx9+xaOjo5Sx5D6++j+Xqhpl/InT54Q29Gcx+MRmXFUE1gsFq0CENKIj4+Ht7d3pcGijh07wt3dHRs3bqRFsOzkyZPYtm0b2rdvj+DgYAwfPpxqSXVCQ0Ojwt9mcXGx+FCsLCR2U5w4cSK+ffuGy5cvQ15eHnp6ehWCYleuXMG6deto5Y9Fl32stHe7tGt0n19JQWaCZdKg40KUrr4tQPXeJqWQWM5Ad089AOjevXuFrrQqKioVjKlZLBZtgmVlKS3TVFBQoFpKg6KkpIT58+dj9erVRAbLiouLK9wTNpsNNpst/sxisYg16j58+DDVEhoVOv8+WXgvJCcnIyYmBvLy8uByuRLrlYKCAuzevRuHDh0ickPLYrHQvXt32pbRikSiCg0oBAKBuDtmWUhtQJGRkYGePXtWOaZfv374/PlzEylqHN6/f49Vq1YhKSkJ06ZNw5IlS4g+jPby8qJ1oOHRo0f47bffkJmZCZFIhO7du+Pw4cPo2bMnsrKy4OXlhcjISCI7sJdy/vx5iSC1UCjExYsXK8ynJDblYyALmQ6W0Q06+7YANfc2IS17AECFIFJVkPpioNPpljREIhGCg4MRFRUFNpuN8ePHY/r06eLvnz9/jtWrVyM5ORkzZsygUGnDo6qqWmnpGwnQeVE9dOhQqiU0KnT+fRs2bMDixYslNq2pqano3bs35OW/L9+ysrIwc+bMWr1Dmgt//fUXli5dilatWkFeXh4HDx5EcHAwhg0bhjt37sDT0xNv374ltvSGjgeyZSG1NL02dO7cGW/fvq0ys/Hdu3dEB0QPHz4MHx8fdO7cGUeOHIGenh7VkuqNgYEBunXrRtt3+7Zt26CiooJdu3ahZcuW2L59O7Zu3YoFCxbAwcEBmZmZmDdvHtEHz9J88sp7VLNYLGL3RAzkwATLaAKdfVsA+nubVGdYWfaFT9cXQ25uLiIiIsDj8XD27Fmq5dQaX19f7N+/HwYGBmjZsiW8vb0BANOnT0dgYCB2796Ntm3biq/TiYyMjBqZWDdXvL29JbLLioqKsHPnTvGppkAgoEpavamNOSyJWbl0DigdPXoULi4uEr9t8uTJEvYRxcXFePHiBVUS60VQUBAsLS2xdetWyMnJYcuWLfD19YWdnR08PDzQo0cPhIaGwsDAgGqpdWLixIm07tgmC8EyExMT7Nu3D0OHDpV6+FxSUoL9+/fD0NCQAnX1x9bWFvfu3UOvXr3g6OiItLS0SudJktaeo0ePRkJCAtFBzKp49OgR/P39xYHNTZs2Ydy4cXjx4gWUlZURFBSEn376iWKVdUcWsqoZyEGmgmVfvnxBcXGxxDW6mBzT2bcF+N6Vx8HBgTZGleWp6sWQlJSEVatWIT09HUuWLGlCVU3D3bt3wePxEBMTA4FAAHV1daol1YnIyEi4u7uL26tHRERg//79+PTpEw4cOICxY8di5cqV6NixI8VKG5aSkhIEBQURm+Gjr6+Pjx8/SlzT0dFBenq6xIEDqafttra2YLFYlWa5lA3Ek/huoHNAqaa+JqTy5s0bbN68WbwGW7hwIQwMDLBmzRr88ssvWLZsGdHBptKDkby8PMjLy0stwf/y5Qu8vLywe/fuppbXYOTk5CAyMhL37t1DZmYmlJSUoKOjA2tra6IPUQDgt99+w8SJEzF79mzMnTsXWlpaaN++PbKyspCcnIwDBw7g1atX8PLyolpqnSg9THn79m2lna8B8jJ46DRPSiMvLw+qqqrizz179kRxcTF69eqFPXv20Mbbi85UV2aam5tLlTSGcshUsGzixIkSn+lkckxn3xYA8Pf3x7Rp02gbLJNGfn4+tm7dCh6PB0NDQ4SGhhJrclye3NxchIeHg8fjiTexRkZGcHR0JDaL4PPnz7C0tBR/5nK58PT0xIkTJ7Br1y6J70iisgW0UChEXl4eHj58iG/fvuHkyZNNrKxhqK6BAelUlZWbmpqK9evX48OHD5g9e3YTqmo46B5QojPfvn1Dp06dxJ9/+OEHyMvLY/LkydVmW5NAZmYmli9fjqtXr4LFYsHc3BxbtmwRr2N4PB62b9+OwsJCipXWnYSEBCxduhRZWVlQVVVFhw4d8PHjR0RGRmL37t3Ytm0bRowYQbXMOtOpUyeEhoZi6dKlcHJykjhcEIlE0NTUxKFDh4htFMZk8JCJSCSqkOkoLy8PNzc3WgTK9u3bV+OxpJaa1qTMlKF5IDPBMroHk0jN6qgpsrb5SUhIwJo1a5Cbm4t169ZhypQpVEtqEO7cuQMej4fY2FgIBAIMHDgQixcvhq+vL5YvX060GWlhYaFEK282m41WrVph2bJlxAbKAOD169dSr7PZbLRv3x7Tpk3DpEmTaNvxjXSkBdhFIhGCgoLg7++PXr164cSJExIdQRkYqILFYhHrUVYeb29vJCcnY/78+WCz2Thy5Ah8fHywcOFCuLu7Iz4+Hvr6+sRmJb18+RLz58+HhYUFPDw80LlzZ/F3GRkZ8PHxwfz583H69Gn8+OOPFCqtH/369QOfz8eDBw/w+PFj5OTkoGPHjtDW1ia61K02ZGVloUOHDlTLqBXlu69XBqnBFmmQdo8qg8fj1WgcqQ3BmCA1WchMsIzuwaRSbt++jaNHj0qkw2tra2PGjBnElhGVQlejzrLk5uZi06ZN4PP5MDExwbp164gsC5bG2LFj8fLlSwwYMADOzs7gcDjo06cPgO9+X3RFX1+fagn1gu6ZV4MGDarxWBI78pXn+fPn8PT0xNOnT+Hg4IB58+bR4iSagT7Q5e/x+vXrWLt2LbhcLoDv7wI3Nze8efMGd+/ehZeXF9EHYQcOHICRkRG2bNlS4TtlZWVs2LAB3759Q2BgIC28OjU1NWl3qDBu3Dj8+eefUFRUFF8LCwsDh8MRl4ilp6dj5MiRxFXdREREQE5OrsoxpAZbAHpbC9G9IVh4eDiGDRuGbt26VTomPz8fISEhMuEN2dyRmWAZ3U2OASAgIAB79uyBqqoqjI2N0aFDB+Tm5uLWrVuYNWsW3Nzc4OrqSrXMOlO+RXllkNqi/NKlS/jjjz9QUFCALVu24Oeff6ZaUoOSmpqKPn36wNTUFHp6euJAGZ2QFtCtbrFGKsXFxbh27RpEIhEMDQ2J9RYqKSkB8N2TzNzcnHiPncooKSnB3r17sX//fvTr1w9hYWEYMGAA1bIYquHhw4cV/iYfPXqEL1++AACys7OpkNVgVOfbUgpJfkml/Pfff9DW1hZ/1tbWRlZWFl6/fg0+n09s6V4pN27cgI+PT5VjZs2ahYULFzaRooanpuVgLBZL7FdKCllZWXj+/HmFgIu3tzcMDAwknksSqztOnz5NW4N/gN7WQnRn+fLlUFRUhLe3N8zMzKSOyc/Ph7+/PxMsawbITLCM7ibH8fHx8Pf3h5eXFyZPnlzh+7Nnz2LlypXQ0tKCkZERBQrrz5gxY9C2bVuqZTQKHh4eiIqKQq9evbB69WooKytXGuAlNZgbHx+PiIgIhIeHIyAgAMrKyrCysoKlpSVtsgar66pYCmllN8eOHUNERARYLBamTJkCKysrTJ8+XZxK3rVrVxw8eBBqamoUK6098fHxiImJQXR0NHbs2IHhw4eDy+Vi9OjRtJlvHj9+jOXLl+PVq1dwcXGBk5NTjQ4eSIHOASUXF5cK65ZFixZJfCZ5/qyJbwtp5uKllJSUVDhEYLPZWL16NfGBMuC7J1tVmRHA96yWrKysphHUCFRXDvb161fk5OQAADHBMpFIBF9fX7DZbKlzh7R9EmlzDGl6awvdrYWcnZ2xfft2ibVzQkIC9PX1xXNqZmYmzM3Na5UM05wYOHAg5s2bhzlz5sDDw4O2B+t0QGaCZXQ3OT506BDmzJkjNVAGAOPHj8ebN28QGhpKbLDM0dGRtqdEkZGRAL53JFqwYEGVQV0Sg7kAoKKiAgcHBzg4OODBgwfg8/k4d+4cjh49CgA4ceIEHBwcql18N1dq2lWRNAIDAxEQEIBx48ahTZs28PHxQVhYGEQiEY4dOwahUIjNmzcjICAA27Zto1purenUqRNmzpyJmTNn4tOnT4iJicGxY8ewZs0ajBw5EhwOB2ZmZlI72ZGAj48PgoOD0b17d+zbtw/9+vWr9O+RxHINgL4BparWLXRAVn1b6JJV3aVLFzx//rzKd/Y///xD7DsdqLocjM/nY/PmzejcubPUoG9z5dChQ0hKSoK3tzf8/PyoltMokJgJVxtqYi2UlZUFPp9PpA3RlStXUFBQIBEsW7BggUSXa6FQiPz8fKok1gsWi4Vt27YhLCwMfn5+uH//Pnx8fCR8HxmaDzITLKO7yfGjR4/w+++/VzmGy+WKAxOkQeJGpzbQfVNUnlLvjxUrViAuLg7h4eE4fvw4jh8/DlNTUyIXcDX19ioqKmpkJQ1LWFgYNm3aBA6HA+C799zkyZOxf/9+cZbjihUraJEq3qVLF8yePRuzZ89GWloaYmNjceTIEaxatQrGxsbVlhw1R/bv3w/geyDe0dFR6hiSyzXoPHfWtPvxkydPaNMpuSwikQh///03eDwe9u7dS7WcWsNisWi9djE1NcWePXtgaGgINptd4fvCwkL4+fnBysqKAnWNx6dPn7B69WpcvXoVkyZNwvLlyytkjzd3cnJyUFBQQLWMRsPb21ui4VJlfPv2rUZNAEgiKSkJPB4PFy5cQFFREezt7amWVGtq2uWa1Pm1dM3l4uKCIUOGwMPDAxMmTMC2bduITWihMzITLCsP3UyOBQIB2rRpU+WYVq1aEbdRL4Xup0R03OjUBDabDQ6HAw6Hg/T0dISHhyMiIoJqWY3Cq1evwOPxEBERgcTERKrl1Jh///1X4hBh0KBBkJeXlygj6tWrF9GlbtJQUlJC9+7d0b17dzx79gzXr1+nWlKdoHu5RuncmZeXJ+5ASyeSk5MRExMDeXl5cLlcCZ+5goIC7N69G4cOHaJF84lSPn78iLCwMJw+fRofP36EiooK1ZLqhEgkquC1KhAIMHv27ArBJRK9Vl1cXGBjYwNbW1u4uLhAW1sbHTt2RF5eHu7cuYM9e/bg69evcHBwoFpqg3Hy5Els27YN7du3R3BwMIYPH061pFpjZ2eHvLw8XLp0idhgQ3VMnDgR3759w+XLlyEvLw89Pb0KQbErV65g3bp1tDCT/++//8Dn88Hj8fDmzRvx+8LOzo5qaQzVMGzYMJw9exYeHh6YO3cunJ2dMX/+fKplMZRB5oJldDU5VlVVRVJSEnr27FnpmJs3bxLbvpvu5RqyUJ9fHaVlmqSWu0mjsLAQsbGx4PF4uH37NlgsFkxMTKiWVSuKi4sr3BM2my2x2WOxWBAKhU0trcHJz8/H33//jdjYWMTHx6NVq1YYPXo0du3aBUNDQ6rl1QkSSzBqQ3Z2NpYuXYqrV69CTk4Oo0aNwsaNG6GkpES1tHrz119/YenSpWjVqhXk5eVx8OBBBAcHY9iwYbhz5w48PT3x9u1b2NjYUC213ohEIly+fBk8Hg9Xr16FUCjETz/9hPnz5xPpVwaAFtm2VaGkpITDhw9j2bJlcHV1lQi8iEQiGBkZISAggLisK2m8f/8eq1atQlJSEqZNm4YlS5ZUe0DdnHFzc8PXr1+xe/duHD58WCKQVFJSgmPHjok7ZJJY6vbo0SP89ttvyMzMhEgkQvfu3XH48GH07NkTWVlZ8PLyQmRkJPr160e11Hpx48YN8Hg8xMXFobCwEP369QOLxcKff/4JLS0tquUxVEL5ILWSkhJCQkLg7++PvXv34u7du/D09KRIHUN5ZCpYRmeT459//hm+vr4wMDCQmqX09u1b+Pj4EButPnfuXI3Hkriwpnt9PvB98RwcHIyoqCiw2WyMHz8e06dPF3///PlzrF69GsnJyZgxYwaFSutPamoqeDwewsPDkZWVBRaLBRsbGzg5OaF3795Uy6s1dD19BiA+YY+NjcW1a9egoKAAc3NzcXkR6e+IDRs2YPHixRIbu9TUVPTu3Rvy8t+XAFlZWZg5c2at5tnmwpYtW/D48WO4u7tDTk4OR44cwerVq+Hv70+1tHoTFBQES0tLbN26FXJyctiyZQt8fX1hZ2cHDw8P9OjRA6GhoTAwMKBaap1JS0sTZ5F9+vQJysrKmDp1Kng8Hnbu3En0ZpbuwTIA6N27N06cOIEnT57g/v37yMnJQYcOHaCrq0v0vSvL4cOHxX5CR44cgZ6eHtWSGoS2bduie/fuFeZ9FRWVCpmOpPnObdu2DSoqKti1axdatmyJ7du3Y+vWrViwYAEcHByQmZmJefPmwdnZmWqpdSI4OFicRdanTx/Y29vD2toa/fv3h4aGBm2aE9GVykpK3dzcoK+vjyVLljBZgc0ImQmW0d3keMaMGbh06RImTJiASZMmQVtbGx06dBCnw4eFhWHo0KGYOnUq1VLrxNKlS6v8vuxmnsRgGd3r8wHA19cX+/fvh4GBAVq2bAlvb28AwPTp0xEYGIjdu3ejbdu24uukUVhYiJiYGPB4PNy5cwctW7aEsbExrKyssGzZMtjb2xMZKAOq7/IpEAioklZvhg8fDpFIBENDQ6xZswYGBgbiAFn5dwSJ74ajR4/CxcVFIlg2efJkiUB8cXExXrx4QZXEenH16lVs3bpVXA6lq6uLWbNmoaioSKqPEkm8efMGmzdvFltELFy4EAYGBlizZg1++eUXLFu2jOiyUycnJyQkJEBRURGjR48Gh8OBgYEB5OTkqu1CSBI5OTmIjIzEvXv3kJmZCSUlJejo6MDa2rpCF1dSGTBgAC2qNMpja2uLe/fuoVevXnB0dERaWlqlhwokrj3pUIIojUePHsHf318c2Ny0aRPGjRuHFy9eQFlZGUFBQfjpp58oVll3tm3bBjU1Nfj7+2P06NFUy2kUzp8/L5FAIBQKcfHiRXGjt9zcXKqk1ZuqPPWGDRuG8PBwLFmyBDdu3GhiZQzSkJlgGd1NjtlsNoKDg+Hv748TJ04gNDRU/J2Kigrmzp1b6e8mgarKMJOSkrBq1Sqkp6djyZIlTaiKoTZERkbC3d1d3F49IiIC+/fvx6dPn3DgwAGMHTsWK1euRMeOHSlWWjdGjhyJ4uJiGBkZYevWrTAzMxOf7lUX7G3O1LTLJ6mn7YWFhQCA+Ph4XL16VeoYkt8NNQ3Ek0pmZqZEBouWlhaEQiEyMjLQtWtXCpXVn2/fvqFTp07izz/88APk5eUxefJkoueUUq5cuQI1NTXMmTMHI0aMIC57pSYkJCRg6dKlyMrKgqqqKjp06ICPHz8iMjISu3fvxrZt2zBixAiqZTJUQqntxdu3b7F69epKx7FYLCKDZbNmzYKfnx9tgral5OXlQVVVVfy5Z8+eKC4uRq9evbBnzx6iPaoBYMmSJYiIiICbmxt69uwJS0tLcDgcaGhoUC2twZDWYXbz5s0UKGl4Jk6cWOX3ysrKWL58OcLCwppIEUNVyEywjO4mxwDQsmVLuLu7Y9GiRUhNTRWnw/fp0wdycnJUy2tw8vPzsXXrVvB4PBgaGiI0NFRmjfJJ4PPnz7C0tBR/5nK58PT0xIkTJ7Br1y6J70ilbdu2aNOmDYRCIS08vICad/kkFVl4N9CZkpISiVJZOTk5tGzZkthmNtVRWtJNB8LCwsDn87F9+3asWbMGgwYNApfLpcW7AABevnyJ+fPnw8LCAh4eHujcubP4u4yMDLE1xunTp4n1k6U7dPfLvXnzJi3nSpFIVMFCQV5eHm5ubsQHygDA0dERjo6OePDgAfh8PsLCwhAcHIwePXpAJBLh8+fPRJdB0/25q4yCggJERkaCx+MhOTkZLVu2xKpVq6iWJfPITLCM7ibHZWGxWOjbt6/488uXL8VmuXQhISEBa9asQW5uLtatW4cpU6ZQLYmhGgoLCyXSjks71y1btowWm6OEhARcvHgRfD4fK1asgJycHIyMjGBlZUV0+Szdqcm7ISsrC3w+X6beIwzNFzps9gBg8ODBGDx4MDw9PREXF4fw8HCxtxDwvUSsZ8+exDZ9OXDgAIyMjLBly5YK3ykrK2PDhg349u0bAgMDibUfqI6SkhJcvHgRFhYWVEtpVLKystChQweqZTBUA93ukaamJjQ1NbFixQrExcWBz+cjLS0NDg4OGD58OGxtbYks0wwPD8ewYcOqzDbOz89HSEgILbwhnz17Bh6Ph7NnzyIvLw8dO3aEi4uLhK8zA3XITLCslNu3b+Po0aMS3hHa2tqYMWMGsWVEpVy5cgURERFgsViYPHky9PT04Obmhvj4eADfPSX27dsncbpJGrm5udi0aRP4fD5MTEywbt06In2EpEHn+vyq0NfXp1pCg8Bms2FlZQUrKyukp6cjPDwcERERWL58OQBg9+7dsLe3h46ODsVKa8egQYNqPDYlJaURlTQ9SUlJ4PF4uHDhAoqKimBvb0+1JAYpPHz4sEIZ0aNHj/DlyxeJa0OGDGlKWQ1Cde+FUkgsASuFzWaDw+GAw+FIzJ07d+5EYGAgbGxsiOwMduPGDfj4+FQ5ZtasWVi4cGETKWo63r17h7CwMJw5cwYZGRlElrAD35+rP//8U9wZEvieEcnhcMTPZXp6OkaOHEnsb/zy5QuKi4urHUfaWlva70pPT69w2EDa75KGtDk0PDwcbm5uRP5dLl++HIqKivD29oaZmZnUMfn5+fD39yc2WCYQCMRZZA8ePECLFi0wfPhwJCQkIDQ0FP3796daIsP/hyWik3lJNQQEBGDPnj1QVVXF0KFD0aFDB+Tm5uLWrVt4+fIl3Nzc4OrqSrXMOnH69GmxOXWbNm1w7do1jBgxAikpKXB3d4dQKISfnx+MjIzwxx9/UC23Tly6dAl//PEHCgoKsGLFCvz8889US2ow1NXVazSOVN8k4PtvTExMhJKSkviajo4Ozp49KzYapyOlafJRUVHIycmBuro6+Hw+1bJqTKlps56eHszNzav0NqnOh4EE/vvvP/D5fHGnKXl5eXC5XNjZ2RFpYK2uro59+/ZJ3DcHBwd4e3uLD06ys7Ph6upK5Nyirq4OFotVrQ8biXOnLLwXquLhw4c4c+YMoqOjiTQ6Hjx4MM6fP19ldsTHjx9hZWWF+/fvN52wRqKkpARxcXE4efIkbty4AaFQCD09PdjZ2cHc3JxqebUmKysLBgYGuHbtmkRwesiQIRINUtLT0zFixAgiS8dK58+qINGzU9rvKv0d5T+T9LtqS0pKSq0OPJsL6urqMDQ0xI0bNzBnzhx4eHhUsBMiOUi9fv16nDt3Dt++fcPQoUPB4XBgYWEBRUVFaGhoICIigugyWrohM5ll8fHx8Pf3h5eXFyZPnlzh+7Nnz2LlypXQ0tKCkZERBQrrR2hoKFatWoVp06YBABITE+Hg4AAfHx9YWVkBADp16oTly5cTGSzz8PBAVFQUevXqhdWrV0NZWVlsvFoeErMHSFxk1YXquiqW4uXl1dTS6s2AAQOQkJBQIeOjfJp8REQERQrrRnx8PGJiYhAdHY0dO3Zg+PDh4HK5GD16NK3ak9+4cQM8Hg9xcXEoLCxEv379wGKx8Oeff0JLS4tqefXCxcWlQjBp0aJFEp9JLRW+ePEi1RIaDbq/F8LDwzF06FB0795d6veDBw9G3759iTUf79KlC54/f15lsOyff/4hvrHBu3fvwOPxwOfzkZGRgXbt2kEkEmHv3r0wNTWlWl6tEYlE8PX1BZvNljov0q1T+e7duyUy5+gA3b1I9+3bV+OxJAbLWCwWtm3bhrCwMPj5+eH+/fvw8fEhujKqLMeOHYOamhrc3d1hYmJCG2sFuiIzwbJDhw5hzpw5UgNlADB+/Hi8efMGoaGhRAbL3rx5I9FRafjw4WjRooWET1m/fv2QmZlJhbx6ExkZCeB7R6IFCxZUmkVAx1Oi9PR0qKioUC2j3tS0qyKpVJfZUjZNniQ6deqEmTNnYubMmfj06RNiYmJw7NgxrFmzBiNHjgSHw4GZmRmxvkLBwcHiLLI+ffrA3t4e1tbW6N+/PzQ0NIgPCNI5mARAppu6iEQi/P333+DxeNi7dy/VcmpNTUttDhw4AHd39yZWV39MTU2xZ88eGBoags1mV/i+sLAQfn5+4gNN0oiJiRFnkbVu3RpmZmawtraGkZERdHR0iM0YP3ToEJKSkuDt7Q0/Pz+q5TQ6Q4YMqXDIRzp09yL19fWFnJxctR2fWSwWnJ2dm0hVw1Ga9efi4oIhQ4bAw8MDEyZMwLZt24jco5fHx8cH4eHhcHd3R8uWLWFsbAwulwtjY2OqpTFIQWaCZY8ePcLvv/9e5Rgul4ujR482kaKGpbCwEG3atJG4xmazJaLVcnJyKCkpaWppDQLdN3zAd3+kDRs2YMeOHRK16qtXr8arV6/g7e1NnN9VWWraVZGOnZnoQpcuXTB79mzMnj0baWlpiI2NxZEjR7Bq1SoYGxtX68/THNm2bRvU1NTg7+9PpBFudZQGk/Ly8sRNNRjI5uPHjwgLC8Pp06fx8eNHog9TBg4ciHnz5lVaakMyLi4usLGxga2tLVxcXKCtrY2OHTsiLy8Pd+7cwZ49e/D161c4ODhQLbVOLFq0CGpqatixYwfMzc1plR2Rk5ODgoICqmUwNAJ08CKdOnUq4uLiAAAcDgdcLhcaGhoUq2ochg0bhrNnz8LDwwNz586Fs7Mz5s+fT7WseiHNo3PBggVo3bo1hEIhUlJSmDLMZoTMBMsEAkGFYFJ5WrVqxWzUmyl0zx5ISUnBb7/9hmHDhlXIZLG3t8f+/fthb2+PkydP4n//+x9FKhuXV69egcfjISIiAomJiVTLqRPlzbgrg2Qz7lKUlJTQvXt3dO/eHc+ePcP169epllQnlixZgoiICLi5uaFnz56wtLQEh8OhzcIzOzsbS5cuxdWrVyEnJ4dRo0Zh48aNEt6BDM0fkUiEy5cvg8fj4erVq+IO1/Pnzyd2PqF7qY2SkhIOHz6MZcuWwdXVtYJfkpGREQICAmr0zmiOTJs2DVFRUfD09ASPx4OlpSUsLS2Jn1vs7OyQl5eHS5cuEV1eWRP09fWlZj3Sjaq8SElk/fr1+OOPP5CUlITo6Gg4OjqiXbt24HK54HK5xJvDl3/ulJSUEBISAn9/f+zduxd3794lsulLeVRUVODo6AhHR0cJf2NPT0/s3bsX06dPx6xZs6iWKfPIjMH/hAkTMHPmTEyaNKnSMWfOnMHx48cRFhbWhMoaBnV1dTg5OaF169biawEBAZg+fbrYiyA/Px+BgYFElik6Oztj+/btEovKhIQE6OvrizMlMjMzYW5uXqmXWXPGxcUFHTp0qLJ9fOlJyp49e5pKVqNTWFiI2NhY8Hg83L59GywWCyYmJggICKBaWq2RBTPu/Px8/P3334iNjUV8fDxatWqF0aNHw8rKCoaGhpCXJ/f8pXwjhh49euDff/9FUFAQhg8fTrW8OrNixQrEx8dj1qxZkJOTw5EjRzBo0CD4+/tTLa3JKCkpwcWLF2FhYUG1lFqTlpYmziL79OkTlJWVYWFhIT5YIPn0WV1dXWyenpSUBA8PDwiFQolSG5JNnMvy5MkT3L9/Hzk5OejQoQN0dXWJvnelFBUVIS4uDuHh4UhISAAA6Orq4vbt2wgLCyP60OHr16/Q1dWl9dq6KrKysvDDDz8Q/V6X5kWampqK48ePE+9FWpaSkhIkJiYiJiYGcXFxUFZWBpfLBYfDQd++famWV2vKvhvKk5SUhCVLlqC4uBhZWVm0e+5K51Q+n4/ExETadZknEZkJlh08eBAhISE4ceKE1Cylt2/fYvr06Zg/fz6mTp1KgcL6UZnfhzQuXbrUiEoaB2nm6XTqSGRkZITg4OAqAy737t3DggULcPXq1SZU1jikpqaCx+MhPDwcWVlZYLFYsLGxgZOTE3r37k21vDpR1cudZEpP2GNjY3Ht2jUoKCjA3NxcHCBr0aIF1RIblLILlWvXrkEoFGL48OGwtbUlskxz5MiR2LJlizjgd+/ePcyaNQt3796lfUbBu3fvEBYWhjNnziAjI4O4RbWTkxMSEhKgqKiI0aNHg8PhwMDAAHJycrTomFV+zszMzISHhweSkpLEpTYZGRm0CJbJAmVLip4/f47WrVtj3LhxsLW1rfFhUnOD7mtr4Hvw4ejRo1i1ahU6d+6MT58+YeHChUhOToaCggLmzp0LV1dXqmXWivJepFZWVhJepKTPnVVRUlKCEydOYOfOncjPzydy7uTz+bC2tq60tDsjIwNLlizBjRs3iPx9NYUuntWkQ+5xQS2ZMWMGLl26hAkTJmDSpEnQ1tZGhw4dxN4RYWFhGDp0KJGBMoDcl3RNkRbTpVNHovz8/GqNxFVUVJCXl9dEihqewsJCxMTEgMfj4c6dO2JTSysrKyxbtgz29vbEBsoAcv/2qmP48OEQiUQwNDTEmjVrYGBgIA6QlW/M0KVLFyokNihlGzGUbv7Cw8Ph5uZG5KIsMzNTYlOgpaUFoVCIjIyMas2BSaSkpARxcXFi43GhUAg9PT0iu0BfuXIFampqmDNnDkaMGEF818TyyEqpjaxQtqTo4cOHOHPmDKKiohAWFkbk3AnQf219/fp1ODo6SnSR//333/H06VOsW7cOP/zwA7Zs2YLOnTtX2iCtOUJ3L1JpvHjxAjExMYiNjcWLFy+gqalJbPOQiRMnVvm9srIyli9fTmQlGFB5N1N5eXkoKipi8ODBUFdXZwJlzQSZCZax2WwEBwfD398fJ06cQGhoqPg7FRUVzJ07F46OjtQJrCevX7+Gqqpqrf5Namoqfvzxx8YRxFArVFVV8eDBgyq7Rz148IDozdLIkSNRXFwMIyMjbN26FWZmZuIA4dKlSylWV3/omqRbWFgIAIiPj680q7G0cxGpG6LKKLv5IzUVvqSkRCL7T05ODi1btqSdP+e7d+/A4/HA5/ORkZGBdu3aQSQSYe/evTA1NaVaXp0ICwsDn8/H9u3bsWbNGgwaNAhcLheWlpZUS2sQKjvwcnNzg76+PpYsWUKsp5CsM3jwYAwePBgrVqwgOuA0a9Ys+Pn5oX379lRLaRQOHDgAW1tbrFy5EsB379gbN27Azs5OnDxQXFyM0NBQooJldPciLeXp06fiANnr16+hpaWFSZMmwdLSkuj9QmUUFBQgMjISPB4PycnJaNmyJVatWkW1rFrD4/GkXheJRMjOzsa3b99gamqKXbt20b4CgARkJlgGAC1btoS7uzsWLVqE1NRUsXdEnz59iO/AtGjRIujq6sLOzq7adt0vX77EoUOHkJycjIiIiCZSyFAVY8eOxa5duzBs2DCpJwlfvnyBr68vxo4dS4G6hqNt27Zo06YNhEIhhEIh1XIaFDc3t2qbiJDI4cOHqZbQ6KSnp8Pf3x/Ozs4S2XFr166FSCTCokWLMGjQIAoVMlRGTEyMOIusdevWMDMzg7W1NYyMjKCjo1Pt+7A5Uxpw8PT0FPtCbd++HVu3bgXwPeulZ8+eUFBQoFhp3fD29ka7du2kfjds2DCEh4eLS23oCsl+ep8+farROG1t7cYV0ojcvHmTdgcLZUlJSZHI3kxMTASLxYK5ubn42qBBg5CamkqFvDpT3jQ9LCwMwcHB6NGjB0QiET5//kx0GeaOHTtw/vx5vHv3DlpaWvj1119haWlJy2xxAHj27Bl4PB7Onj2LvLw8dOzYES4uLpg+fTrV0upEdQcIT58+xeLFixEQEICFCxc2kSqGypCpYFkpLBZLwvDw5cuX4s5SpBIWFoaAgACMHz8effv2hbGxMfr164eOHTtCJBIhMzMTjx8/RlJSElJTUzFr1ixi01fpyKxZsxATEwNra2tMnjwZWlpaaNeuHbKzs5GcnIzTp0+jZ8+emDt3LtVS60xCQgIuXrwIPp+PFStWQE5ODkZGRrCysqJFCaObmxvVEhqFoUOHVjsmKysLfD6/RmObG58/f4atrS0EAgGmTJkiESzr06cPDh48iKSkJBw/fpzYLm8PHz6skBnx6NEjfPnyReJa2VIcUli0aBHU1NSwY8cOmJubV+pxQjLSSoMjIiKwc+dOBAYGwsbGhshyRbqX2lQF6X56AGBsbFztu5uuWcd0oaCgQOKQ79atW1BQUKhgfk+qN6mmpiY0NTWxYsUKsRdpWloaHBwciPYiDQwMBJvNhpGREbp27YoXL17gxYsXUsd6eXk1sbqGQSAQiLPIHjx4gBYtWmD48OFISEhAaGgo8R0/q0JdXR2LFy/Gtm3bmGBZM0BmDP6B7/4fERERYLFYmDx5MvT09ODm5ob4+HgA303k9+3bR3Tb8uzsbJw4cQKXL19GSkoKiouLAXxfbA8aNAhmZmaYPHkyOnbsSLHS2qGuro61a9dKdMNctWoV3N3dxebAubm58PLyInZRJhAI4OPjAz6fj5ycHPF1ZWVlTJw4Ea6urrTJXCpvBAwAFhYWsLe3h46ODsXq6sacOXNqPDYkJKQRlTQdSUlJ4PF4uHDhAoqKioh89v744w88ffoUQUFBEvNLKf/99x/s7OwwdOhQcakKSairq4PFYlVbJkzqhnbdunWIioqCQCCAjo4OLC0tYWlpCSUlJdobOZf6QkVHR9Mq+0paqU1ycjLVsupNZX56dnZ2Epk8pHDz5s0ajyXxIAX4Pn+Gh4fXaM1Momfn+PHjsWDBApibm6OwsBAjRozAkCFDJDyVQkNDce7cOZw+fZpCpQ1HWS/Sly9fEvnemzlzZo3GsVgsIqsD1q9fj3PnzuHbt28YOnQoOBwOLCwsoKioSPv3einv3r3D2LFjafHuIx2ZCZadPn1abE7dpk0bXLt2DSNGjEBKSgrc3d0hFArh5+cHIyMjIo2ApSESifDff/+BxWIRFxwrT007KZG64StLUVER3r17h5ycHHTs2BG9e/emReZVZZSmyUdFRSEnJwfq6urg8/lUy6o1tcns8Pb2bkQljct///0HPp8v7jQlLy8PLpcLOzs7DBgwgGp5tcbMzAze3t4YNmxYpWP+/vtvbNy4ERcuXGhCZQ3Dhw8fajxWWqdoEijtYBoeHo6EhAQAgK6uLm7fvo2wsDBifWrCw8MxdOhQdO/evdIx+fn52L9/P9zd3ZtQWeMgrdTm119/xfTp04nuMizNTy83NxcBAQHE+unVhtLsMhIpPWyoCpKz50JDQ3Hw4EH89ttvuHHjBi5cuIADBw5g1KhRKCkpweXLl+Hp6Qk3NzfMnj2barkNTkpKCmOx0AxRV1eHmpoa3N3dYWJiIpExLivBsqdPn8Le3h7Xr1+nWorMIzPBstL21dOmTQPwvS7fwcEBPj4+4m4hiYmJWL58uTjTjIGhqZCFBg0DBgxAQkJCpZue0g1vREREpZ1iGKjjxo0b4PF4iIuLQ2FhIfr164fU1FQcP368QskGSWhpaSEqKqrKQNH79+9hbW3NnPARQPms1datW4vf/zU9dGkuqKurQ1FREd7e3jAzM5M6Jj09HSNHjiRyow5UXWoTHh5OdKlNdX56dNnw/fPPP5CXl5e6Hnn27BlWr15dqaF1c0ddXR179uyBoqJitWNJzJ4TiUTw8fHByZMn0aJFC8ydOxf29vYAvmddnzhxAuPHj8fmzZuJ8nauzRrS2dm5EZUw1IXo6Gjx4VfLli1hbGwMLpcLY2NjDBkyhDZzZ1WsXbsWnz59YvZDzQCZ8Sx78+YNRowYIf48fPhwtGjRQsKnrF+/fsjMzKRCHkM9SE9PJ769bmmDBnt7e/Ts2bPKsaQ2aKguLl/Wl4dE6BrwDA4OFmeR9enTB/b29rC2tkb//v2hoaEh7mhKKp07d8bbt2+rDJa9e/eO6MwWWaJsB9OyWathYWFEBpQGDhyIefPmYc6cOfDw8CBqw1od5Utt1q9fL1FqQ/pvpbuf3rt37+Dq6ir2Sho0aBD2798PJSUlFBUVwc/PD8HBwTUKNDVnhgwZQtv5n8ViYfHixVi8eHGF76ZNm4Zp06bhf//7HwXK6oevry/k5OSqNbxnsVhMsKwZIs2jc8GCBWjdujWEQiFSUlKIDpZVFgATCoXIy8vD3bt38eTJExw9erSJlTFIQ2aCZYWFhRX8nthstsTiRU5ODiUlJU0tjaGGJCUlYcOGDdixY4fEafPq1avx6tUreHt7E+t3VdqgYdy4cUyDBkKha8Bz27ZtUFNTg7+/P5FGuNVhYmKCffv2YejQoVJNjEtKSrB//34YGhpSoI6hPpQ1d66u+1RzhMViYdu2bQgLC4Ofnx/u378PHx8fon1Vy3Ls2LFKS23owLRp0xAVFQVPT0/weDwJPz064O3tja9fv2Lz5s1gs9nYu3cvtm3bBnd3d/z22294+vQpJkyYgOXLl1MtlaEOkBgkK2Xq1KmIi4sD8D3wwuVyiS3Hl2UqO/zy9PTE3r17MX36dMyaNYtqmbWmskxbNpuN9u3bQ0NDAxs3bpRoRshAHTJThqmuro5r165JnA7p6Ojg7Nmz4tbypJcz0JmUlBRMnz4dw4YNw9q1ayWyQG7evIn9+/fjzp07OHnyJNEveLo2aACkN2mojHHjxjWBooalqKgIAQEBCA0NrXHA09XVtdlvEIOCghAREYEXL16gZ8+esLS0BIfDgYaGBi28I758+YKJEydCVVUVc+fOhZaWFtq3b4+srCwkJyfjwIEDePXqFcLCwsTvCrpRUlKCixcvwsLCgmopdebly5eIjo7GP//8g69fv6Jdu3bQ0NAAh8OpNnjdXCm7bklKSoKHhweEQiG2bdsGIyMjAGSvW2Sh1IaufnoAYGBggC1btsDY2BgA8Pz5c8yYMQOqqqr4/PkzNmzYIP47JZWZM2fC39+/QjdhukDnckWhUIikpCRER0fjwoULaNeuHbhcLrhcLtHl3TVBJBLh77//xsmTJ2lXxlc6p/L5fCQmJiIlJYVqSQw0R6aCZU5OTmjdurX4WkBAAKZPny5OEc/Pz0dgYCCRi0664+Ligg4dOlRpjD5//nwAwJ49e5pKVqNCpwYNgOw0aaBrwLN8I4YePXrg33//RVBQEIYPH061vHrx4sULLF26FE+ePJEwcxaJRNDU1ISXlxfRQfjKePfuHcLCwnDmzBlkZGQQ+9xt3boVhw4dApvNRs+ePdG+fXvk5eXh1atXEIlEcHJyEr8fSKL8IV9mZiY8PDyQlJQEZ2dnzJ8/HxkZGcQGy0qR5jMnEAjg7e2NCRMmUC2vwaCTnx7wvUT48uXLEl0gBw0aBA0NDRw4cID48svqyMrKwg8//AB5eXKLdCrzQiwPi8XCxYsXG1lN41FSUoLExETExMQgLi4OysrK4HK54HA4tMre+fjxI8LCwnD69Gl8/PgRKioq4iA9HaGDDU95Xr58CaFQKGETxUAtMhMsq+kLAQCR5Rp0x8jICMHBwVUuKO/du4cFCxbg6tWrTaiMoaZIy+6kO3QLeAKSp3rXrl2DUCjE8OHDYWtrS3yZ5sOHD/Ho0SNxJ1ptbW3aLVhKSkoQFxcnNh4XCoXQ09ODnZ0dzM3NqZZXa44ePYotW7Zg8eLFmDp1qoTdgkAgAI/Hw44dO7Bx40aMHTuWQqW1R1pTFJFIBH9/f+zduxf6+vrw9PTEhAkTiA6WlaV8UL53797EltpUxcOHD3HmzBnx7yTx/lVWsREYGAg9PT0KlTUsSUlJOHr0KFatWoXOnTvj06dPWLhwIZKTk6GgoIC5c+fC1dWVapkMNaSkpAQnTpzAzp07kZ+fT+SzVxaRSITLly+Dx+Ph6tWr4kDL7NmzMW7cuGZfvSCNyrLh5OXloaioiMGDBxN5wFCWK1euICIiAiwWC5MnT4aenh7mzZsn3sMOGDAA+/bto43tAsnITLCMgWzKl8xK4927dxg/fjzu3bvXhMoYakp13TAZyKM0UyI8PBwvX74kftFJZ969ewcejwc+n4+MjAy0a9cOubm5CAgIgKmpKdXy6syECRMwfvx4zJkzp9IxAQEBSExMxJ9//tmEyupPVQcMSUlJWLJkCYqLi5GVlUW7Z09WSm2Kiopw6dIlWFpaUi2l1tTE3oR0rl+/DkdHRwwZMgQ7duxA586dYWdnh/v372PFihX44YcfsGXLFsyfPx+TJ0+mWi5DFbx48QIxMTGIjY3FixcvoKmpCSsrK3H3T9JIS0sTZ5F9+vQJysrKsLCwAI/HI76EvbIEF5FIhOzsbHz79g2mpqbYtWsX2Gx2E6urP6dPn8aaNWtgYGCANm3a4Nq1axgxYgRSUlLg7u4OoVAIPz8/GBkZ4Y8//qBarsxDbu5wLaFrpzpZQVVVFQ8ePKhyAfbgwQN069atCVUx1AYmLk8/ypqv0nUzSzoxMTHiLLLWrVvDzMwM1tbWMDIygo6ODvGb2tevX8PExKTKMZaWljhy5EjTCGpAvL290a5dO6nfDRs2DOHh4ViyZAlu3LjRxMoan7LdkdPT06mWUyc+ffpUo3Ha2tqNK6SRYLFYEmXrpdfoxIEDB2Bra4uVK1cCAF69eoUbN27Azs4OU6dOBQAUFxcjNDSU2GBZamoqwsLCMHfuXCgpKSEvLw9r1qzB33//DRUVFcybNw8///wz1TLrxNOnT8UBstevX0NLSwuTJk2CpaUl0fsFJycnJCQkQFFREaNHjwaHw4GBgQHk5OQqNY8nieoqvJ4+fYrFixcjICAACxcubCJVDUdoaChWrVqFadOmAQASExPh4OAAHx8fWFlZAQA6deqE5cuXM8GyZoDMBMtKO9XZ2dlVuzkgqVOdrDB27Fjs2rULw4YNk1qf/uXLF/j6+hJXZiNLuLm5VehIy0AG6enp8Pf3h7Ozs4Q/zdq1ayESibBo0SIMGjSIQoUMlbFo0SKoqalhx44dMDc3J7IkoyoEAkG15tulDRtIY+LEiVV+r6ysjOXLlxPbGbmmxtMsFgtOTk6NrKbhMTY2rjZ4JBKJiPXpFIlEGDVqlMS14uJicDicCmNJPUxJSUmBp6en+HNiYiJYLJZEyfqgQYOQmppKhbx68+jRI8yYMQMqKiqYOXMmAGDlypWIi4uDo6MjfvjhB2zcuBFt27Ylqkx/x44dOH/+PN69ewctLS38+uuvsLS0RNeuXamW1iBcuXIFampqmDNnDkaMGEF04K8uqKurY/Hixdi2bRuRwbI3b95gxIgR4s/Dhw9HixYtJGw/+vXrh8zMTCrkMZRDZoJlYWFhCAgIwPjx42vcqY7UBSgdmTVrFmJiYmBtbY3JkydDS0sL7dq1Q3Z2NpKTk3H69Gn07NkTc+fOpVoqQyW4ublRLYGhDnz+/Bm2trYQCASYMmWKRLCsT58+OHjwIJKSknD8+HEoKSlRqJRBGtOmTRO3WufxeLC0tISlpSWt7lV1AQm6ZbsUFBQgMjISPB4PycnJaNmyJVatWkW1rFpTXQbE169fkZOTAwBEBssOHz5MtYRGpaqGS3ShoKBA4pDv1q1bUFBQgJaWlsS4Fi1aNLW0BsHf3x9mZmbYtm0b5OTkkJaWhvPnz2PSpElwd3cHALRr1w4hISFEBcsCAwPBZrNhZGSErl274sWLF3jx4oXUsV5eXk2srv6EhYWBz+dj+/btWLNmDQYNGgQul0tkOXdd+d///oePHz9SLaNOFBYWVkgeYLPZEoeZcnJyKCkpaWppDFKQmWAZm83GwoULYWdnJ+5Ut3///gqd6iwtLYnsVEd32Gw2jhw5Ah8fH4SFhSE4OFj8nbKyMqZOnQpXV1cmc6kZU5WnUHlCQkIaUQlDbQgICICKigqCgoLwww8/SHw3Z84cTJw4EXZ2dti7d6+4VIWh+bB27VqsWLECcXFxCA8Px4YNG7Bhwwbo6upCJBKhoKCAaon15uHDh1Vml2VnZzehmsbj2bNn4PF4OHv2LPLy8tCxY0e4uLhg+vTpVEurE1WV2vD5fGzevBmdO3fGunXrmlBVwzF06NAajSPVoqC6zEfgu5k6yV0UVVVV8fTpU/Ts2ROFhYVITEzEsGHDJHyS4uPja23z0ly4e/cuQkJCICcnBwDizollswOHDBmCLVu2UKKvrujr6wP4nnn8+vXrSseRepAyePBgDB48GJ6enuJ3+/bt27F161YA3+fWnj17QkFBgWKljcfXr1+ZPR9DkyAzwbJSFBUV4eTkBCcnJ1p2qqMzCgoK8PT0xJIlS/Du3Ttxx7revXsT+8KTJcpmJDGQQ3x8PLy9vSsEykrp2LEj3N3dsXHjRiKDZTUtBQMAZ2fnRlTSeJT3fwoPD0dERASEQiFmzJiBcePGwdbWltjuUi4uLtUGHEh9RwgEAnEW2YMHD9CiRQsMHz4cCQkJCA0NRf/+/amW2KB8+vQJq1evxtWrVzFp0iQsX7680rmHFP755x/Iy8tL9cB99uwZVq9eTQufobK8e/cOYWFhOHPmDDIyMogsMwUAGxsbeHl54dOnT7hx4wZycnJga2sL4Hsg8PLly/D39yc2c/7r16/o0KGD+PPt27chLy8PXV1d8TUSAy4kelTWhcre7Tt37kRgYCBsbGwkyojpxPHjxytkeJLE4cOH0bp1a/HnkpISHDt2DIqKigCA/Px8qqQxlIPphslABEyDBgYGatDS0kJUVBR69OhR6Zj379/D2toaycnJTaisYVBXV4ecnFy1XiYsFovoDAlpPHjwAHw+H1FRUcjJySFyQ/vhw4caj63qb7g5sn79epw7dw7fvn3D0KFDweFwYGFhAUVFRWhoaBDf8aw8J0+exLZt29C+fXts2LABw4cPp1pSvXj37h1cXV3F5V+DBg3C/v37oaSkhKKiIvj5+SE4OBiKioq4du0axWrrT0lJCeLi4sQNRYRCIfT09GBnZ0dUCV9ZRCIRfHx8cPLkSbRo0QJz584Vd0/8448/cOLECYwfPx6bN28WZ2eRhKWlJdasWQMjIyMIhUKMGjUK/fr1Q2hoqHjMqVOncOjQIZw7d446oQwSzJo1C35+fpVmVD98+BBnzpxBdHQ0kQ1gKjvEFAqFyMvLw927d/HkyRMcPXqUSL/cyrp9SqO6ZgcMjQ8TLGMgggkTJkBXVxf29vbo2bNnlWOZBg3NEybgSSZjxozB+vXrYWhoWOmY69evY+XKlUS+1NesWYO4uDgoKCiAw+GAy+VCQ0ODallNSlFRES5duiRTfickoK6uDjU1Nbi7u8PExETCz4ROwbL3799j1apVSEpKwrRp07BkyRJalNe4urri6dOnWLhwIdhsNvbu3YtBgwbB3d0dv/32G54+fYoJEyZg+fLlEtk9pPHu3TvweDzw+XxkZGSgXbt2yM3NRUBAAExNTamW12g8e/YMwHfvJFLZs2cPzp8/jyVLluDq1av4888/sX37dnGzrCdPnsDJyQlTp04lNnuOjqirq+PatWtQVlauclxRUZFEyTApVBZMYrPZaN++PTQ0NDBz5kz07du3iZUxyCJMsIyBCIqKihAQEIDQ0NAaN2hwdXWlXec3kmECnmSyceNG/PPPPwgJCZFqYlxSUgIHBwf06NEDGzdupEBh/REKhUhKSkJ0dDQuXLiAdu3agcvlgsvl0qbM7eXLl4iOjsY///yDr1+/ol27dtDQ0ACHw6n2eWSghujoaISHhyMhIQEtW7aEsbExuFwujI2NMWTIEFoEyw4fPgwfHx907twZGzduhJ6eHtWSGgwDAwNs2bIFxsbGAIDnz59jxowZUFVVxefPn7FhwwYYGRlRrLLuxMTEiLPIWrduDTMzM1hbW8PIyAg6Ojq0+PukO4WFhfD09ERUVBTk5OQwbdo0cbOQrVu3IiQkBPr6+ggMDCSyHJOu1DRYxkAmubm5iIiIEHuUMlALEyxjIIrs7Gxxg4aUlJQKDRrMzMyYBg3NFCbgSSZfvnzBxIkToaqqirlz50JLSwvt27dHVlYWkpOTceDAAbx69QphYWHo1asX1XLrTUlJCRITExETE4O4uDgoKyuDy+WCw+EQe4q5detWHDp0CGw2Gz179kT79u2Rl5eHV69eQSQSwcnJCfPnz6daJkMllPWief78OVq3bg2BQABvb29MmDCBanl1xtbWFvfu3UOvXr0wd+7cKjfj48aNa0JlDcPAgQNx+fJlCb/OQYMGQUNDAwcOHBB705BKaebj/PnzYW5uTsvMR1nwtASAvLw8sFgstG3bVnzt5s2byMvLg6mpKbGej5UhEonw999/4+TJk7W6x80FdXV1hIeH12ivQze/4JcvX0IoFOKnn36iWkqDc/fuXfB4PMTExEAgEIjvMwO1MMEyBmJhGjSQCRPwJI8XL15g6dKlePLkicSiWSQSQVNTE15eXkSXolRGSUkJTpw4gZ07dyI/P59IT6+jR49iy5YtWLx4MaZOnSpR3iYQCMDj8bBjxw5s3LhRXHrD0Hwp7zPXu3dvTJ8+HbNmzaJaWq2paUMJFotF5LMnLftDR0cHgYGBtMigW7duHaKioiAQCKCjowNLS0tYWlpCSUmJNsGymnoL0dHTko58/PgRYWFhOH36ND5+/AgVFRVxB1CSUFdXrzaAKRKJiJ07AeDKlSuIiIgAi8XC5MmToaenh3nz5uHq1asAgAEDBmDfvn3o3LkzxUrrR25uLsLDw8Hj8cT+lkZGRnB0dISBgQHF6hgAJljGwMBAIUzAkywePnyIR48eiTvRamtr0/J078WLF4iJiUFsbCxevHgBTU1NWFlZiY2dSWLChAkYP3485syZU+mYgIAAJCYm4s8//2xCZQz1oaioCHFxceDz+UhMTERKSgrVkhjKUVmw7OzZs7TIwgX+7++wtFwYAHR1dXH79m2EhYXJnP8jaTg7O2P79u0SHWcTEhKgr6+PVq1aAQAyMzNhbm6Ou3fvUiWzXohEIly+fBk8Hg9Xr14VZyXNnj0b48aNI7J6QV1dHXv27KlRdurQoUObQFHDcvr0aaxZswYGBgZo06YNrl27hhEjRiAlJQXu7u4QCoXw8/ODkZER/vjjD6rl1ok7d+6Ax+MhNjYWAoEAAwcOBIfDga+vLy0OGugEEyxjYGBgYJB5nj59Kg6QvX79GlpaWrCysoKlpSW6detGtbw6o62tjTNnzlTZKOPly5eYMWMGrl+/3oTKGgZZKZOqivT0dKioqFAtg6EcAwYMwLVr16CkpCS+Vuo1R5dgWVmklQuPGzcOtra2Nc4iZGhaBgwYgISEBImAbvm/0fT0dIwYMQJPnz6lSmadSEtLE2eRffr0CcrKyrCwsACPxyM+GEF3z7LSeWPatGkAgMTERDg4OMDHxwdWVlbia8uXL0d8fDyVUuvE2LFj8fLlSwwYMAAWFhbgcDjo06cPAPqUsNMJeaoFMDAwMDAwUMWOHTtw/vx5vHv3DlpaWvj1119haWmJrl27Ui2tQRAIBJW2ly+l1IOORHx9fSEnJ1ft/WKxWMQFy2oaCGSxWHBycmpkNQy1RSQSYdSoURLXiouLweFwKoylQ2agiooKHB0d4ejoiIcPH+LMmTOIiopCWFgYsaVgwPeu3GFhYZg7dy6UlJSQl5eHNWvW4O+//4aKigrmzZuHn3/+mWqZdUJavoS0a6R5ljk5OSEhIQGKiooYPXo0OBwODAwMICcnBx6PR7U8hmp48+YNRowYIf48fPhwtGjRQqKSoV+/fsjMzKRCXr1JTU1Fnz59YGpqCj09PXGgjKF5wgTLGBgYGBhklsDAQLDZbBgZGaFr16548eKF2DeiPF5eXk2srmGobqND2kaoLFOnTkVcXBwAgMPhgMvl0qb0q7pN3devX5GTkwMATLCsGeLt7U21BMoYPHgwBg8ejBUrVuDSpUtUy6kzjx49wowZM6CiooKZM2cCAFauXIm4uDg4Ojrihx9+wMaNG9G2bVuYm5tTrJahlCtXrkBNTQ1z5szBiBEjiM4Ol4a+vj7YbDbVMhqNwsJCCX9V4LuvcdmSWTk5OZSUlDS1tAYhPj4eERERCA8PR0BAAJSVlcWVDCSvx+gKEyxjYGBgYJBZ9PX1AXzPwHr9+nWl40hewDx8+LDK7LLs7OwmVNOwrF+/Hn/88QeSkpIQHR0NR0dHtGvXDlwuF1wuF/3796daYp2pKsjA5/OxefNmdO7cGevWrWtCVQw1ZeLEidWOKSkpIdYY/ty5c1RLaHT8/f1hZmaGbdu2QU5ODmlpaTh//jwmTZoEd3d3AEC7du0QEhLCBMuaEWFhYeDz+di+fTvWrFmDQYMGgcvlwtLSkmppDcKRI0eolsBQD1RUVODg4AAHBwdx055z587h6NGjAIATJ07AwcGBdkFeUmE8yxgYGBgYGGhKades6l71JHfNKktJSQkSExMRExODuLg4KCsrg8vlgsPhoG/fvlTLqzefPn3C6tWrcfXqVUyaNAnLly+XMOdmIIN3794hLCwMZ86cQUZGBpHPXtmOfFXNLyTPLQYGBggJCcHAgQMBfA/CrFmzBkFBQTAyMgIA/PPPP/jll19w7949KqXWiZo0oUhPT8fIkSOJvIflG1AIhUIAgLu7O2bNmgUFBQWKFdaN1atX12gci8XC+vXrG1lNw6Ourg4nJye0bt1afC0gIADTp08XNzXIz89HYGAgkX+X0pDWLMXU1BR+fn4UK2NgMssYGBgYGCqFMVAnG1KzVupKixYtMHLkSIwcORLr16/HiRMnsHPnTvj7+xO/qD558iS2bduG9u3bIzg4GMOHD6daUr2QhU58ZSkpKUFcXBxOnjyJGzduQCgUQk9Pj9hubkZGRrh58ya0tLTA5XJhZWUl0cyADnz9+hUdOnQQf759+zbk5eWhq6srvkZqwKWU8+fPSzyDQqEQFy9eFAfQcnNzqZJWb9hsNjgcDjgcjkQDip07dyIwMBA2Njbw9PSkWmatqSoLHgDev3+PtLQ0yMvLExks6969e4XMVRUVFcTGxkpcIzXzavTo0Th16hQ6duwovlbZ3yoD9TCZZQwMDAwMlaKurl5jA3USAzNz5syp8diQkJBGVMLQULx48ULc2fTFixfQ1NSElZUV7O3tqZZWJ96/f49Vq1YhKSkJ06ZNw5IlSyr4uZAInTvxleXdu3fg8Xjg8/nIyMhAu3btkJubi4CAAJiamlItr15kZ2fj/PnziImJwe3btzFkyBBwuVxYWFiIM0BIxtLSEmvWrIGRkRGEQiFGjRqFfv36ITQ0VDzm1KlTOHToEJFlqbXpUkrSMzhr1iz4+flVaj9Q2oAiOjoaN27caGJ1jUdxcTH27duHffv24aeffsKmTZswYMAAqmUxlIPu3UzpBpNZxsDAwMBQKXQ2UAeALl26UC2BoQF4+vSpOED2+vVraGlpYdKkSbC0tCT29BkADh8+DB8fH3Tu3BlHjhyBnp4e1ZIaDLp24islJiZGnEXWunVrmJmZwdraGkZGRtDR0REHBElGUVERU6ZMwZQpU5CZmYkLFy4gMjISXl5eGDZsGLhcLszNzdGuXTuqpdaJsWPHYvPmzViyZAmuXr2K9PR0LF++XPz9kydPsHv3bkydOpVClXWHpABYbbh58yaKiooq/b5sAwq68PjxY3h6euLVq1dwdXWFk5MTWrRoQbWsRiE3NxcRERHg8Xg4e/Ys1XIYaA6TWcbAwMDAUCVCoVBsoH7hwgXaGKgzkM+OHTtw/vx5vHv3DlpaWuKOUtVlQpKAra0t7t27h169emHu3LlVlnuNGzeuCZU1DHT3S1JXV4eamhrmz58Pc3NziU5uGhoaiIiIQL9+/ShU2HhkZmYiIiICfn5+KCoqwoMHD6iWVCcKCwvh6emJqKgoyMnJYdq0aVi1ahUAYOvWrQgJCYG+vj4CAwOJL8esisuXLxOVBSlLmTuFhYXw8/NDcHAwNDQ0sGnTJtrOK3fv3gWPx0NMTAwEAgHU1dURHh5Otaxao66ujn379lXZeKmUIUOGNIEihqpggmUMDAwMDDWGzgbqhYWFePPmDfLy8tC+fXuoqqrS9mSWLqirq4PNZsPAwKDaAJmXl1cTqWoYaloiRaqBOt2DZevWrUNUVBQEAgF0dHRgaWkJS0tLKCkp0TZYlpubi4sXLyImJgaJiYlQVFSEpaWlOMBEKnl5eWCxWGjbtq342s2bN5GXlwdTU1Nisx8BIDo6GtHR0ZCXl8f48eNhYmIi/i4jIwNeXl6IjY0l6hksDaKU9YSqDJKzy+/fv4+VK1fiw4cPmD9/Puzt7SEnJ0e1rAYlNzcX4eHh4PF4ePHiBYDvfomOjo4wMDCgWF3dkLXGS6TDBMsYGBgYGOpESUmJ2EA9Pz+f2Jf6hw8fsHPnTly8eBEFBQXi661btwaHw8HChQvRuXNnChUyVMbMmTNrNI7FYuHw4cONrIahNtA9WAZI73Cmq6uL27dvIywsjBYl7VlZWbhw4QLOnz+P69evQ0lJCRYWFrCysoKuri7RgSS6Exoais2bN6N3795gs9lITU3Fzp07weFwEBUVhXXr1uHbt29wcnLCvHnzqJZbY8p2aq0MkUhEbDCioKAAO3fuxJ9//gkdHR1s2rQJvXv3plpWg3Lnzh3weDzExsZCIBBg4MCB4HA48PX1Jf6gQV1dHWFhYTVqiNKjR48mUMRQFYxnGQMDAwNDrajMQJ1E3r59i19//RUtW7bEnDlz0L9/fygqKiIvLw8pKSk4e/Ysrly5grCwMCK9r+jezfTIkSNUS2CoB3TuxAdU3uFMKBRixowZGDduHGxtbWtltN5cOHHiBGJjY3Hr1i2oqKjAwsICzs7OEp0iSYfuHVt5PB5mzJghzvwLCgpCYGAgMjIysGHDBujq6sLLyws//vgjxUprz+7du2nRZEIa48ePx9u3b9GrVy8YGRkhKiqq0rEkvtfHjh2Lly9fYsCAAXB2dgaHw0GfPn0AAL6+vtSKawBYLBa6d+8uE2XCdIDJLGNgYGBgqBZpBuql/lAkBpFKWbx4MdLS0hAYGCixISolPz8f9vb2GDRoEFavXk2BwvpB926mDORC9zLTqijtxhcVFYWcnBwif19pCbShoSF0dHSqzOQhccMO0L9jq7a2Nk6fPi22UBAIBBgyZAhat26NefPm1apbdHOC7p5lZmZmNRpH6nt94MCB6N27N6ytrWFoaCjR2IYOJex0//ukG0xmGQMDAwNDpZQ3UP/1119pY6AOAElJSfD19ZUaKAOANm3aYMGCBVi3bl0TK2sY6N7NtDabuZCQkEZUwlBbSAwuNBRlu/FdunSJajl1onv37gC+ZxqXeglJg8ViERsso3vHVoFAgA4dOog/KygooFWrVnB1dSU2UCYLkDpn1JT4+HhEREQgPDwcAQEBUFZWFh/OkvqslWXixInizFSG5g8TLGNgYGBgqJTAwECw2WwYGRmha9euVW6MSDNQB4Ds7Gz07NmzyjE//vgjPn361ESKGpb169fjjz/+EHczdXR0pFU3U5LNmRkkyc/PR15eHtq1a4fWrVtTLafenDt3jmoJjQrdN+yyzOjRo6mWUC/09fXBZrOplkEZubm5iIiIAI/Hw9mzZ6mWU2tUVFTg4OAABwcHPHjwAHw+H+fOncPRo0cBfC8Bd3BwILaqwcnJqdID2spITU0lshyaDjDBMgYGBgaGStHX1wfw/QT69evXlY4j9bSvuLgYLVu2rHIMm81GYWFhEylqeOTk5GBoaAhDQ0OsXbtW3M105syZxHcz9fb2ploCQz3Izc1FYGAgIiMj8e+//4qvq6qqYty4cbC3tyc2cLZ06VLxvFiV4wmLxcK4ceOaSlaD8fr1a6iqqtbq3zAbPjIgvQu0rHpZ3r17FzweDzExMRAIBER6IZZHU1MTmpqaWLFihbhZyvHjx3H8+HGYmprCz8+Paom1ZtGiRdDV1YW9vX21h7UvX77EoUOHkJycjIiIiCZSyFAWJljGwMDAwFApdF90slgsYgN9daFFixYYOXIkRo4cifXr14u7mfr7+xPpm1SWwsJCvHnzBnl5eWjfvj1UVVWJ3vTR3Vw8IyMDtra2+PLlC8aMGYP+/fujffv2+Pr1Kx49eoTAwEBERUXhzz//lCgVIwUjIyPcvHkTWlpa4HK5sLKyqlH3M1Io3fDZ2dmJ/bsqg9nwNV8OHz4sEZAuKSnBsWPHKpjjk1RKW1N/URaLhfXr1zeymsYlNzcX4eHh4PF44qx/IyMjODo6wsDAgGJ1dWP06NE4deoUOnbsKL5WWbMUEgkLC0NAQADGjRuHvn37wtjYGP369UPHjh0hEomQmZmJx48fIykpCampqZg1axbCwsKoli2zMAb/DAwMDAwyi7q6erUlG0VFRbh9+zbxwaRSKutmam9vT7W0OvHhwwfs3LkTFy9eREFBgfh669atweFwsHDhQnTu3JlChXWD7ubiq1evxt27dxEcHCzVA/Hz58+YPXs2LCws4O7uToHC+pOdnY3z588jJiYGt2/fxpAhQ8DlcmFhYUF8p76ioiIEBAQgNDS0xhs+V1fXajN5mxPq6upYu3atRMB61apVcHd3l+jY6uXlReT7ga5G8TNnzqzy+/fv3yMtLQ3y8vJISUlpIlUNy507d8Dj8RAbGwuBQICBAweCw+HA19eXMcAnhOzsbJw4cQKXL19GSkoKiouLAXwPDA4aNAhmZmaYPHmyRNCQoelhgmUMDAwMDJVCdwN1T0/PGo8lueSPrt1M3759i19//RUtW7aEjY0N+vfvD0VFReTl5SElJQVnz55FUVERwsLCiPud0jYMOjo6OHv2rESwbOTIkURu1I2NjbF+/XoYGxtXOiYuLg47d+5EVFRUEyprHDIzM3HhwgVER0fj7t27GDZsGLhcLszNzdGuXTuq5dUZOm/4alPGRmLAWtYoLi7Gvn37sG/fPvz000/YtGkTBgwYQLWsWjN27Fi8fPkSAwYMgIWFBTgcDvr06QOA6RZJKiKRCP/99x9YLBaRcyWdYcowGRgYGBgqhe4G6iQHwGoC3buZ+vr6ok+fPggMDKxgmDtmzBg4OTnB3t4eQUFBNS7NYWgaMjIy8NNPP1U5ZsCAAUhLS2siRY2LkpISfvnlF/zyyy/IzMxEREQENmzYgLVr1+LBgwdUy6szioqKcHJygpOTE+02fHQPgMmS79zjx4/h6emJV69ewdXVFU5OTsSW6aempqJPnz4wNTWFnp6eOFBGJx4+fIj27dtXO27IkCFNoKbxYbFYtCrTpxNMsIyBgYGBoVLoHkwqJS8vD/Ly8lBQUKjw3ZcvX+Dl5YXdu3dToKx+0L2baVJSEnx9fSvtLNWmTRssWLAA69ata2JlDNVRXFws9l6rjFatWkEgEDSRosYnNzcXFy9eRExMDBITE6GoqAhLS0uqZTUYsrrhu3z5MkxNTamWUWtkwXeusLAQfn5+CA4OhoaGBs6cOUN01hUAxMfHIyIiAuHh4QgICICysrI4U5wuHqwuLi5VNkYBvs83JGZVM5AFEyxjYGBgYKgRdDNQB76XRi1fvhxXr14Fi8WCubk5tmzZIjY85vF42L59O7HdMOnezTQ7O7vablI//vgjPn361ESKGGoDqX93tSErKwsXLlzA+fPncf36dSgpKcHCwgIhISHQ1dWVif8HJBMdHY3o6GjIy8tj/PjxMDExEX+XkZEBLy8vxMbGErlpLzUaHz9+PC2Nxu/fv4+VK1fiw4cPWLx4Mezt7SEnJ0e1rHqjoqICBwcHODg44MGDB+Dz+Th37hyOHj0KADhx4gQcHByIsx4oC4/Hk8nAO0PzgwmWMTAwMDBUCV0N1IHvmXPJycmYP38+2Gw2jhw5Ah8fHyxcuBDu7u6Ij4+Hvr4+kVlXAP27mRYXF1drGM5ms4kNdp4/f14ia04oFOLixYsS5uIk4+3tLTWbsxSSs8pOnDiB2NhY3Lp1CyoqKrCwsICzszN0dXWplsZQQ0JDQ7F582b07t0bbDYbLi4u2LlzJzgcDqKiorBu3Tp8+/YNbm5uVEutE2w2GwsXLoSdnZ3Yd27//v0VfOcsLS2J8p0rKCjAzp078eeff0JHRwd79+5F7969qZbVKGhqakJTUxMrVqxAXFwc+Hw+jh8/juPHj8PU1BR+fn5US6w1LBYL3bt3lynPMobmC2Pwz8DAwMBQKXQ2UAeAESNGYMWKFeByuQC+n0S7ublBQ0MDd+7cwe+//44pU6ZQrJKhMgYMGIBr165VeQJNqgl+Tc3FSS1Fqa5jXVlIDPqqq6uDzWbD0NAQOjo6VWaQOTs7N6EyhprC5XIxfPhwrFq1CgAQFBSEqKgo2NjYYMOGDdDV1YWXlxeRHl6VQQffOUtLS7x9+xa9evXCxIkTZe7ZS09PR3h4OCIiInDu3Dmq5dQaWTT4Z2i+MMEyBgYGBoZKWbx4MdLS0qQaqANAfn4+7O3tMWjQICIN1DU0NHDhwgV0795dfG3QoEHo0aMHgoKCqvVxae7QvZupuro69PX1wWazKx1TVFSE27dvExlQYiAXMzOzGo1jsVi4ePFiI6thqAva2to4ffo0+vbtC+B7puOQIUPQunVrzJs3r1bzK0PTIavPXnFxMZ49ewZlZWWim/h4enpi5cqVlXqRMjA0JUwZJgMDAwNDpdDdQL2kpKSCyTibzcbq1auJD5QB9O9mOnHixBqNq87XjATy8/ORl5eHdu3aiT31GJovly5doloCQz0RCATo0KGD+LOCggJatWoFV1dXJlDWjJGFZy88PByHDx+Gn58funfvjhcvXuC3335DWloaWCwWJk6ciPXr1xPpK+vk5FTrQBmpXVoZmj9MsIyBgYGBoVJk1UCdLq3Y6d7NlO6/Lzc3F4GBgYiMjMS///4rvq6qqopx48bB3t6eCZw1U16/fg1VVdVa/Rtmw0cGo0ePploCQz3Izc1FREQEeDwezp49S7WcWhMVFQVPT0/8/PPP4vl/2bJlyMvLQ1BQENq1a4cVK1bg0KFDRAZ1S7u02tvbV7v+JLVLKwM5MMEyBgYGBoZKobuBOovFkpludHTsZlpKXl4e5OXlpZrFf/nyBV5eXti9ezcFyupORkYGbG1t8eXLF4wZMwb9+/dH+/bt8fXrVzx69AiBgYGIiorCn3/+KZH9wtA8KN3w2dnZVZulymz4yIIu86ascffuXfB4PMTExEAgENTYF7K5ceTIESxatAhOTk4AgKdPn+Lx48dwdXWFkZERAGDhwoXYtWsXkcGy0i6t48aNo2WXVgayYIJlDAwMDAyVQvdgkkgkwtSpUyU2PwKBALNnz67ggxUbG9vU8hoEOnczzczMxPLly3H16lWwWCyYm5tjy5Yt4tN2Ho+H7du3ExnM9fX1hby8PKKioqT6z3z+/BmzZ8/GwYMH4e7uToFChqoo3fCNHz+e2fARzOHDhyWyN0tKSnDs2DEoKipKjKOjUTwdyM3NRXh4OHg8Hl68eAEAMDIygqOjIwwMDChWVzeePXuGDRs2iD8nJiaCxWLB1NRUfO1///sf3r59S4W8ekPXLq0MZMIY/DMwMDAwVArdDdRr01bdzc2tEZU0DnTvZrp06VLEx8eLg5tHjhyBlZUVFi5cCHd3d8THx0NfXx9eXl61LomjGmNjY6xfvx7GxsaVjomLi8POnTsRFRXVhMoaF7qYVJeSnZ0t3vClpKRU2PCZmZkxG75miqwaxdOBO3fugMfjITY2FgKBAAMHDgSHw4Gvry8iIiLQr18/qiXWGR0dHZw9e1acseri4oI7d+4gKSlJfLj5zz//YPr06bh16xaVUhsMOnRpZSATJrOMgYGBgaFS6G6gXtMA2KNHjxpZSePg6+uLPn36SO1mOmbMGDg5OcHe3h5BQUFEdjO9fv061q5dCy6XCwDQ19eHm5sb3rx5g7t378LLywtTpkyhWGXdyMjIwE8//VTlmAEDBiAtLa2JFDU8dDapLkVRURFOTk5wcnJiNnyEIQtG8XRk7NixePnyJQYMGABnZ2dwOByxD6mvry+14hqAfv364c6dO+jVqxfy8vJw48YNmJiYSFQBnD9/vtr3B0mwWCwoKSlRLYNBBmGCZQwMDAwMlUJ3A/WqyM/Px7lz53Dy5Ek8efKEyMw5uncz/e+//6CtrS3+rK2tjaysLLx+/Rp8Pp/ojqbFxcUVOrWWp1WrVhAIBE2kqGGhu0m1NJgNH1kwTRrIJDU1FX369IGpqSn09PRo07CnlOnTp2PDhg149uwZ7t27J7aOAL4fspw7dw4HDhzA+vXrKVbKwEA+TLCMgYGBgaFa6GigXhkpKSk4efIkIiMjkZ+fjx49euD333+nWladoHs305KSkgoBJTabjdWrVxMdKCuFzn6BdDepZiAfpkkDmcTHxyMiIgLh4eEICAiAsrIyrKysYGlpSYs5dcKECSgoKMDJkyfRokUL+Pj4iA+N/Pz8EBYWBkdHR0yYMIFSnQwMdIAJljEwMDAwVAqdDdTL8vXrV5w7dw48Hg9PnjwBi8WCSCTCunXrMGXKFMjJyVEtsU7QvZtpZdAlk8Db21tqgLoUUrPKAPqbVDOQD9OkgUxUVFTg4OAABwcHPHjwAHw+H+fOncPRo0cBACdOnICDgwORPp2l/PLLL/jll18qXHdycsKCBQuYMm8GhgaCCZYxMDAwMFSKt7c3kpOTMX/+fLGBuo+Pj1QDdRJ5+PChOItMIBBAW1sbK1euhKWlJUxMTKCrq0tsoAygfzdTOv8+fX19fPz4sdpxenp6TaCm4RGJRBKB3Fu3bqFdu3YYNGiQ+JpAIKi2FJWBobFguvKRj6amJjQ1NbFixQrExcWBz+fj+PHjOH78OExNTWvV5Ke5UFV5cGVNUZjyYAaGusEEyxgYGBgYKoXOBuoAMGXKFKipqcHDwwPm5ua06L5XFpFIhIULF1bbzZRURCIRpk6dKmEAX+rfUv43x8bGNrW8enHkyBGqJTQqsmhSzUAmTJMG8mGz2eBwOOBwOEhPT0d4eDix5bKl5cH29vbV2iww5cEMDPWDCZYxMDAwMFQKnQ3UAWDUqFG4du0aQkJC8PTpU1hYWMDIyIjo7ntlYbqZMjRXGJNqBhJhmjSQS3FxMZ49ewZlZWU4OjrC0dGRakl1orQ8eNy4cUx5MANDI8MSiUQiqkUwMDAwMDRP1NXVce3aNSgrK4uv6ejoYM+ePRgxYgSFyhqOsqfMz58/h6KiIszMzHD27FmcPXsWffv2pVoiQz159OgRNDQ0qJbBUI6TJ0+KTaodHBz+X3v3HhV1nf9x/DnAwNG8BKiAS8hNg6PLataueUEjN8v0aK7omoviemfVENJE0Z93K7M0b+kJkyiV7GSo67atR7PVDaLyhjcQImVN5aIYKgIyvz/U2UyGvDLM8Hqc4znO5/tlvq9h1IPv+Xzfb5599lkAZs2aZW5SHR0dbd2QImJzPv30U95//32WLVtG8+bNOX78OKNGjeLHH3/EYDDwwgsvMHv2bJv+YKy4uNh8e3BGRsYttweHhYXp9mCRe6RimYiIWGSpWLZ582ab31VWlRvNgLdt20ZxcTGenp4MGjSI8PBwm95NUJemmd5w6dIltmzZQnJyMkeOHOHIkSPWjiS36fTp07i4uOg/eSJyx7Zt20ZsbCx9+vThlVdewdXVlX79+pGXl8dbb71Fw4YNmTp1Kv369bObSbu6PVjkwVCxTERELAoODmbPnj03FYrsuVh2Q3l5ubkZ8J49e3BwcODgwYPWjnXH7mSa6b59+6wb9j7JyMgwD224dOkSv/nNb4iIiCAyMtLa0URE5AEbNGgQ3bp1Y/To0QAcPXqUvn37EhUVxYQJEwD417/+xZIlS9i6das1o4pILaeeZSIiYpE9N1Cvzs+bAefn57NlyxZrR7or9j7N9IaLFy+yZcsWPvroI44cOYLBYMBkMjFr1izCw8NteqLpL/28744tD6SwtKPDycmJxo0bExISwgsvvECDBg1qOJmI2LJjx44xd+5c8+P//Oc/GAwGnnrqKfPao48+yokTJ6wRT0RsiIplIiJikb03UE9PT7d4zNHRETc3N3x9fW32Vg17n2Z68OBB8y6y0tJS2rZty7Rp0+jRowfdunWjffv2Nl0os+e+Ox4eHlWuV1ZWUlxczDvvvMOaNWvYsGGDxXNFRH7JZDLh7Oxsfpyenk7Dhg1p06aNea20tBQXFxdrxBMRG6JimYiIWHS7xbJDhw494CQPRkREhHkXkiU+Pj6sWLGCwMDAGkx2f9j7NNPw8HD8/PyIjY2le/fuNr3T6pe2bdtGXFwcffr0Md82O3nyZEpKSnj33XfNfXcSExNtspi7YMGCao+XlZUxfvx4Fi9e/KvniojcEBgYyLfffssjjzxCSUkJqampdOvWDYPBYD7n888/p2XLllZMKSK2QMUyERG5K/bQQH3Xrl0Wj5lMJs6fP8/ixYuZNWsWSUlJNZjs/rh69eotn54bjUamT59u84UygNDQUPbs2cOaNWs4evQozzzzDJ06dbLJnVa/lJSURHR09E19dw4fPkxUVBSdOnUC4KWXXmLJkiU2WSz7Nc7OzowcOZKYmBhrRxERGzJ48GDmzp3LsWPH2Lt3r7l1BEBhYSFbtmxh9erVzJ4928pJRaS2U7FMRETuSFUN1F955RVrx7orv3Z7l6enJ7GxsTZ9q2JVWrRoYe0I98Xq1aspKCjg008/JSUlhY8//pjGjRsTFhYGcNNOAlujvjvQvHlzzp8/b+0YImJD+vbty5UrV0hOTsbR0ZG33nrLvMN62bJlbNy4kREjRtC3b1+r5hSR2k/FMhER+VV1qYH6L2VmZt40DdSWGAwGmy4Y3Y4mTZowYsQIRowYwYEDB9i0aRPbtm3j6tWrDB8+nEGDBhEeHm5z76H67sCpU6ds7n0TEesbOHAgAwcOvGV99OjRTJgwAVdXVyukEhFbo2KZiIhYZO8N1KuTlZXFpEmTyMzMJDY21tpx7kpdm2YaEhJCSEgIU6dOZfv27WzatIm3336bZcuWcfDgQWvHuyN1ve/OTz/9xJIlS+jcubO1o4iIDcnNzcXX17fKY5b6Wubk5ODv7/8AU4mILVKxTERELLLnBuq/xs3NjY4dOxITE0NoaKi149wVe59maonRaOS5557jueeeIz8/ny1btlg70h2z9747lvqsVVZWUlJSQnZ2Np6enixZsqSGk4mILYuOjqZ9+/YMGzYMb2/vas/Nzs4mMTGR/fv3k5KSUkMJRcRWGEzVjQATEZE6bdSoUezZswcPDw86dux4UwP11q1bk5KSYpNTIm+o7hNoS+zxE+hDhw7RunVra8e4Y+np6RaPOTo64ubmdsfvb22SnJxs7rszfPhwnn32WQBmzZpl7rsTHR1t3ZB3KS4ursp1JycnGjVqROvWrenevftNt6KKiPya8vJyVqxYwdq1awkICKBr164EBgbi6uqKyWSiqKiIw4cPk5aWRk5ODkOGDCEqKkr/1ojILVQsExGRav28gXpWVpa5gfrmzZvZvHkzAQEB1o541/r27VtnP4G2h2mmQUFB5v55lvj4+LBixQqbLur+0unTp3FxcVHfHRERC4qLi9mwYQM7d+4kIyODiooK4NrO4zZt2hAWFkb//v3176iIWKRimYiI3LafN1AvLi7G09PTZhuoQ938BLqqaaYRERFERkZaO9odO3PmjMVjJpOJ8+fPs3jxYi5evEhSUlINJpPbVVJSQv369c29D7Oysti9ezdNmjShR48eNv13TURqB5PJxLlz5zAYDCqOichtU7FMRETuWHl5ubmB+p49e3BwcLC5Buo/Z++fQFuaZjpz5ky7n2aalZVFeHg4+/bts3aUO2Kpp5eTkxONGzcmJCSEF154gQYNGtRwsvujvLycGTNmsHnzZrZu3Yqfnx/bt28nOjoao9GI0WikWbNmJCUl2ezfOxEREbFdKpaJiMg9udFA3dJ/7m2NPX0CXdU00+eff948zdTWe87djr///e8sWrSIHTt2WDvKHbHU06uyspLi4mIOHjyIs7MzGzZswMPDo4bT3bt33nmHxMREJk2axPPPP4+joyPdunWjQYMGJCcnU69ePaKjo2nevDnx8fHWjisiIiJ1jIplIiJikb03ULd3QUFB+Pn5MXjw4FummdrDgIbqZGVlMWnSJDIzM4mNjWX48OHWjnRflZWVMX78eNzc3FiwYIG149yxXr16MWbMGHr16gVAamoqkZGRTJ8+ncGDBwPw1VdfERcXxxdffGHFpCIiIlIXOVk7gIiI1F4RERF1soG6vQgNDWXPnj2sWbOGo0eP3jTN1N65ubnRsWNHYmJiCA0NtXac+87Z2ZmRI0cSExNj7Sh35cSJE7Rt29b8OC0tDYPBQOfOnc1rPj4+FBYWWiGdiIiI1HUqlomIiEW7du2yeOznDdRnzZqlBuq10OrVq2+aZvrxxx+bp5kCGAwGKye8N7m5uRZ3Nrq7uzN58uRb1nNycvD393/AyWpG8+bNOX/+vLVj3BUXFxeuXLlifvz111/j5eVFixYtzGtnz56lUaNG1ognIiIidZz9dvQVEZF75uHhYfGXp6cnQUFBxMbG2nRzf3vXpEkTRowYYW7w37NnT3bs2MHVq1cZPnw4q1atoqioyNox70p0dDRz5swhLy/vV8/Nzs5mxowZTJw4sQaS1YxTp07Z5BRagHbt2rFlyxbgWgFz79695iLuDevWrSMkJMQa8URERKSOU88yERG5J7baQL0us5dppuXl5axYsYK1a9cSEBBA165dCQwMxNXVFZPJRFFREYcPHyYtLY2cnByGDBlCVFQUzs7O1o5+z3766SeioqJo0aIFc+fOtXacO7Zv3z6GDh1KYGAgJ0+exGAwkJKSgqenJ+np6bz33nt8+eWXJCUl0a5dO2vHFRERkTpGxTIREbkr9t5Ava6wh2mmxcXFbNiwgZ07d5KRkUFFRQUARqORNm3aEBYWRv/+/W1quqml96OyspKSkhKys7Px9PTkww8/tNndZUePHiUlJQUHBwcGDhyIj48PAK+//jqpqalMnDiRLl26WDmliIiI1EUqlomIyF0pLCwkISGBDh062GUDdXtQF6eZmkwmzp07h8FgsKni2C/FxcVVue7k5ESjRo1o3bo13bt3t4tdciIiIiK1jYplIiJiUXUN1C2xpwbqti4oKEjTTKVWOnToEMHBwTg4WG6fW1payvr16xk2bFgNJhMRERFRsUxERKrRt29f2rdvz7Bhw/D29q723OzsbBITE9m/fz8pKSk1lFCqc+bMGYvHfj7N9OLFi5pmWkuVlJRQv359c1EpKyuL3bt306RJE3r06GGzO8uCg4PZvXs37u7u5rWIiAjeeOMNPDw8ACgoKKBLly4cOXLEWjFFRESkjnKydgAREam9Nm7cyIoVK+jdu/dtN1DfuHGjtWPLdTeKDpZ4enoSGxtLeHh4DSWS21VeXs6MGTPYvHkzW7duxc/Pj+3btxMdHY3RaMRoNLJq1SqSkpJs8nbTqj6rzcjIoKyszAppRERERG6mYpmIiFhkNBp56aWXiIyMNDdQX7Vq1S0N1Hv06GFzDdTlmszMTJttEG/PEhIS+OKLL5gzZw7NmzenoqKCmTNn4u3tTXJyMvXq1SM6Oprly5cTHx9v7bgiIiIidkXFMhER+VWNGzdm9OjRjB492m4aqNd1v5xmKrXL1q1bmTZtGr169QIgNTWVgoICxo4dS+PGjYFrty3GxcWpWCYiIiJyn6lYJiIid8RgMGgnkh1wc3OjY8eOxMTEaJppLXTixAnatm1rfpyWlobBYKBz587mNR8fHwoLC62QTkRERMS+WR5BJCIiIjYtNzfX4jF3d3cmT558S6EsJyfnAaeS2+Hi4sKVK1fMj7/++mu8vLxo0aKFee3s2bM0atTIGvHumcFgwGAw3LImIiIiUhtoZ5mIiIidio6O1jRTG9WuXTu2bNlCdHQ0OTk57N27lxdffPGmc9atW0dISIiVEt4bk8nEgAEDcHR0NK9dvnyZoUOHYjQaAbh69aq14omIiEgdp2KZiIiIndI0U9sVFRXF0KFD+fe//83Jkydp2LAhI0aMACA9PZ333nuPL7/8kqSkJCsnvTvjxo2zdgQRERERiwymqmZ3i4iIiN0oLi42TzPNyMi4ZZppWFiYppnWQkePHiUlJQUHBwcGDhyIj48PAK+//jqpqalMnDiRLl26WDmliIiIiP1RsUxERKQO0TRTqQ3S09MtHnN0dMTNzQ1fX9+aCyQiIiLyMyqWiYiIiNQyhw4dIjg4GAcHy7OYSktLWb9+PcOGDavBZPdHUFAQBoOB6n4M9fHxYfny5bRs2bIGk4mIiIioWCYiIiJS6wQHB7N7927c3d3NaxEREbzxxht4eHgAUFBQQJcuXThy5Ii1Yt61M2fOWDxmMpk4f/48ixcv5uLFizbbl01ERERslxr8i4iIiNQyVX2WmZGRQVlZmRXS3H83Cn6WeHp6EhsbS3h4eA0lEhEREfkfy3v7RURERESsJDMzEzc3N2vHEBERkTpIO8tEREREpNbIyspi0qRJZGZmEhsba+04IiIiUgepWCYiIiIitYabmxsdO3YkJiaG0NBQa8cRERGROki3YYqIiIjUMgaDAYPBcMuavcjNzbV4zN3dncmTJ99SKMvJyXnAqURERESu0TRMERERkVomKCgIb29vHB0dzWsnTpzAy8sLo9EIwNWrV/nvf/9rk9Mw+/btS/v27Rk2bBje3t7VnpudnU1iYiL79+8nJSWlhhKKiIhIXabbMEVERERqmXHjxlk7wgO1ceNGVqxYQe/evQkICKBr164EBgbi6uqKyWSiqKiIw4cPk5aWRk5ODkOGDGHjxo3Wji0iIiJ1hHaWiYiIiIhVFBcXs2HDBnbu3ElGRgYVFRUAGI1G2rRpQ1hYGP3798fV1dXKSUVERKQuUbFMREREpJZJT0+3eMzR0RE3Nzd8fX1rLlANMJlMnDt3DoPBoOKYiIiIWJWKZSIiIiK1TFBQEAaDgep+TPPx8WH58uW0bNmyBpOJiIiI2D8Vy0RERERqmTNnzlg8ZjKZOH/+PIsXL+bixYskJSXVYDIRERER+6dimYiIiIgNysrKIjw8nH379lk7ioiIiIhdcbB2ABERERG5c5mZmbi5uVk7hoiIiIjdcbJ2ABERERG5fVlZWUyaNInMzExiY2OtHUdERETE7ug2TBEREREbUlhYSEJCAh06dCA0NNTacURERETsjoplIiIiIrVMbm4uvr6+d/Q1OTk5+Pv7P5hAIiIiInWIimUiIiIitUzfvn1p3749w4YNw9vbu9pzs7OzSUxMZP/+/aSkpNRQQhERERH7pWKZiIiISC1TXl7OihUrWLt2LQEBAXTt2pXAwEBcXV0xmUwUFRVx+PBh0tLSyMnJYciQIURFReHs7Gzt6CIiIiI2T8UyERERkVqquLiYDRs2sHPnTjIyMqioqADAaDTSpk0bwsLC6N+/P66urlZOKiIiImI/VCwTERERsQEmk4lz585hMBhUHBMRERF5gFQsExERERERERERuc7B2gFERERERERERERqCxXLRERERERERERErlOxTEREpI5JS0vj8ccf58cffzSvvfHGG3zyyScWv2b16tUcOHDA4vGIiAiys7Nvuc7EiRPvPfB1eXl5DBgw4L4935UrVwgLC7tvz7d+/XqWLl1a5XU6derEu+++e9P6Bx98YD6+cePGe7r2/X4tdyM5OZny8nKLx0+dOsWOHTtqMJGIiIjI3VGxTEREpA4yGo3ExcVxu61LR40aRUhIyANOZZ/++c9/0rNnTzZt2kRlZaV5feXKlQDk5+ffc7GsNli1atVNr++XUlNT+e6772owkYiIiMjdcbJ2ABEREal5HTp0oLKykg8//JC//OUvNx1LSkpi69atGAwGevbsyZAhQ5gyZQo9e/bk97//PZMnT+bs2bN4eXmRnp7O7t27AVi+fDkFBQVcvnyZN998E4AffviB4cOHc+7cOQYNGkR4eDiHDx9mzpw5ODo64uLiwpw5c6isrCQmJoaPPvoIgAEDBvDmm2+yadMm9u7dy6VLl5g3bx5FRUVERUWRn5/Po48+yty5c8nLy2PatGlUVFRgMBiIj48nKCiIzZs3k5iYiLOzM76+vsyePZuysjJefvllLly4gI+PT5Xfmw8++IDPP/+ciooKGjZsyNKlS9m6dSu7du2itLSUEydOMHLkSPr168c333zD/Pnzady4MQ4ODrRt2/aW59u4cSPTpk2jqKiIXbt28dRTT7Fy5UqKi4uZOXMmFRUVHD9+nGXLljF06FCmTZvGuXPnAIiPj+fRRx/lmWee4bHHHuP777/H3d2dpUuXUlpaWuVr+frrr1m2bBkApaWlvPbaaxiNRmJjY/H09OTkyZP89re/ZdasWRQWFjJlyhR++uknTCYTr732Gu7u7lVmuKGoqIjo6GhMJhPl5eXMmjWLAwcOkJ+fz8SJE1m6dCkzZszg9OnTnDt3jtDQUMaPH8/q1aspLS2lXbt2rF27lpkzZxIQEMD69espKChg1KhRvPTSS5SUlFBaWsqkSZP4wx/+cDd/vEVERETuiYplIiIiddTMmTMJDw+nc+fO5rXjx4+zbds21q1bh8FgIDIy8qbjycnJeHt78/bbb5OdnU2vXr3Mx7p27UqfPn1YunQpn332GSEhIZSXl7Ny5UoqKyvp06cPTz/9NPHx8cybN4/g4GC2b9/Oq6++yuTJky3m9Pf3Jz4+nry8PEpKSliwYAENGzbkj3/8I4WFhbz++utERETQvXt3jhw5wtSpU0lISGDp0qVs2rSJBg0aMH/+fJKTkwFo1aoVEydOZP/+/aSlpd10rcrKSs6fP8/atWtxcHBg+PDhHDx4EICSkhISEhLIzc1lzJgx9OvXjwULFrBo0SL8/Pz4v//7v1uy5+bmcvnyZYKCgvjTn/7EmjVreOqppxg7diwffPABM2fOJC8vj8zMTMaNG8fChQvp0KEDL774Irm5ucTFxbF+/XpOnjxJYmIiXl5e/PnPf+bgwYNkZGRU+VqysrJYuHAhHh4evPPOO3z22Wf07t2b3NxcEhISqFevHt27dyc/P59Vq1YRFhbGoEGD+Oqrrzhw4ADHjh2rMsMNBw4coGHDhixatIjjx49TUlJCeHg4K1eu5K233uLHH3+kbdu2hIeHc+XKFUJDQ4mOjmbUqFHk5OTw9NNPs3bt2lu+VydOnKCgoIC1a9dSWFhIbm5uNX96RURERB4cFctERETqKFdXV6ZOncqUKVN47LHHAMjMzOTUqVNERkYCUFxczIkTJ8xfk52dTWhoKAABAQG4ubmZj7Vp0waAJk2aUFBQAEDbtm1xdnY2n5+Xl8fZs2cJDg4G4IknnmDRokW3ZPv57aF+fn7m3z/yyCM0btwYAHd3dy5fvkx2djZPPPEEAMHBwZw+fZqTJ08SGBhIgwYNzNe5sQOuS5cuAPzud7/DyenmH4UcHBwwGo3ExMRQv359Tp8+TUVFBQBBQUEAeHl5UVZWBsCZM2fM+R577LGbvldwbVfZ5cuXGT58OADfffcdP/zwAy1atLjlNcO1739qair/+Mc/ALhw4QJw7b3y8vIyX//KlStkZWVV+Vo8PDyYN28e9evX58yZM+b31sfHx/z9aNq0KVeuXOH777+nf//+ADz55JMAjBw5ssoMN4SGhpKbm0tUVBROTk6MHTv2puMPP/wwBw8eJDU1lQYNGpi/V5bceK9btmzJ4MGDiYmJoaKigoiIiGq/TkRERORBUc8yERGROiwsLAw/Pz82bdoEXNvFFRgYyPvvv09SUhL9+vWjVatW5vNbtWrF3r17gWs7gW7cqmfJ4cOHqaio4NKlS2RnZ+Pj40OzZs04evQoAOnp6fj6+uLi4kJhYSFXr17lwoUL5OXlmZ/DweF/P64YDIZbrhEQEMA333wDwJEjR2jSpAne3t5kZ2dz6dIl4NqtiX5+fvj7+7Nv376bsv3c0aNH2b59O4sXL2b69OlUVlaaizlVXbtp06bmwQY3dqDdUFFRwbZt2/jwww9JSEggISGBUaNGsW7dOuB/RSIHBwdzry9/f38iIyNJSkpi8eLF9O7d2+K1Lb2W+Ph45s+fz6uvvkqzZs2qzR8QEGDOnZ6ezsKFCy1muCEtLY1mzZqxZs0axo4da77l1mAwUFlZySeffGLeefbXv/6V0tJSTCbTTa/T2dmZ/Px8c3aAY8eOcfHiRVavXs2rr77KnDlzbskrIiIiUhO0s0xERKSOmzZtGqmpqcC13VNPPvkkgwYNoqysjJCQEDw8PMzn9u/fnylTpjB48GCaN2+Oi4tLtc/t4uLCyJEjuXDhAuPHj+fhhx9m7ty5zJkzB5PJhKOjI/Pnz6dp06Z06tSJ/v374+PjY3HnVVUmT57M9OnTWbNmDRUVFcybNw83NzfGjx/PkCFDcHBwwMfHh5dffhlHR0fi4uIYNGgQ/v7+GI3Gm56rRYsW1KtXj379+uHs7EzTpk05e/asxWsvXLiQV155hYceeoiHHnrIvOsNYMeOHbRu3ZqHH37YvNavXz/69OlDdHQ0AQEBvPzyy8ybN4/y8nIWLlzImDFjmDZtGh999BElJSWMGzfO4rUHDx5c5Wvp06cPAwYMoFGjRjRp0qTa/GPGjGHq1Kls3rwZgPnz59OgQYNqMwQFBTFx4kQSExNxcHDgb3/7GwCPP/44o0aNYsaMGcTExPDtt99Sr149WrRowdmzZ2nVqhUrV66kdevWDBkyhNmzZ+Pl5UWzZs0A8PX1Zfny5Xz66acYjUYmTJhgMbeIiIjIg2Qw3e4YLBEREanzvvvuOy5dukTnzp3Jzc1lxIgRbN++3dqxRERERETuGxXLRERE5Lbl5+cTExNDeXk5FRUVTJgwwdzDTERERETEHqhYJiIiIiIiIiIicp0a/IuIiIiIiIiIiFynYpmIiIiIiIiIiMh1KpaJiIiIiIiIiIhcp2KZiIiIiIiIiIjIdSqWiYiIiIiIiIiIXKdimYiIiIiIiIiIyHX/D+KqlScH0hBCAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_places=df['Neighbourhood'].value_counts().index[:10] #getting the names of top 10 places by appointment counts.\n",
    "plt.figure(figsize=(20,8))\n",
    "top_places_df=df.copy().query('Neighbourhood in @top_places')\n",
    "top_places_df.loc[:,'Attendance']=top_places_df['Attendance'].replace({1:'Attended',0:'Missed'}) # changing the values so that new values get plotted directly which improves reading.\n",
    "top_places_df\n",
    "places= top_places_df.groupby('Neighbourhood')['Attendance'].value_counts(normalize=True)*100\n",
    "ax= places.plot(kind='bar',alpha=.7,width=.5,color=['red','blue']) #plotting percentages of attendance and missing for each neighbourhood.\n",
    "plt.xticks(fontsize=15);\n",
    "plt.xlabel('Neighbourhood and Attendance status')\n",
    "plt.ylabel('percentage')\n",
    "plt.title('Top10 neighbourhoods and their attendance percentages')\n",
    "for p in ax.patches:\n",
    "    ax.annotate(str((p.get_height()))+'%', xy=(p.get_x(), p.get_height()))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "<br> \n",
    "Number of patients attended their appointments is higher than who missed by around 4 folds.\n",
    "<br> \n",
    "\n",
    "Females has the larger number of appointments, Males tend to attend appoinments more, but with slight margin over females.\n",
    "<br> \n",
    "\n",
    "Most age group present are newborn patients and more appointments are missed as we move for older age but due to the low number of appointments we can't be sure so we have to look to means and percetages.\n",
    "<br> \n",
    "\n",
    "Mean attendance for the pregnant woman and the group from 100-110 is one due to the lack of data (only one pregnant woman).\n",
    "<br> \n",
    "\n",
    "The distribution of means in the middle shows that from ages 10 to 70 people tend not to miss this appointments more as they grow up, then the means falls as they get pass 70.\n",
    "<br> \n",
    "\n",
    " People with a scholarship constitute a small portion tend to have lower attendance mean.\n",
    "<br> \n",
    "\n",
    " people suffering from hypertension or diabetes or Handicaped are also a small portion of the data but they have slightly higher attendance mean.\n",
    "<br> \n",
    "\n",
    " Alcoholic people are the least faction in terms of numbers and they have attendance mean higher than who are not but the difference is highly negligible.\n",
    "<br> \n",
    "\n",
    "Receiving an SMS reminder has lower the attendance mean.\n",
    "<br> \n",
    "\n",
    "the health profile of people who attend is somehow identical to those who miss.\n",
    "<br> \n",
    "\n",
    "Mean time of waiting is lower for people who attended their appointments.\n",
    "<br> \n",
    "\n",
    "No appointments on Sundays, mean attendane across the week seems equal, with slightly lower attendance mean on Saturdays.\n",
    "<br> \n",
    "\n",
    "For top 10 neighbourhoods in terms of appointments count, attendance percentages does not seem to be affected by the place.\n",
    "### Limitations:\n",
    "<br>\n",
    "1- appointments are scheduled over short span of time, this limited understanding the effect of seasons, holidays on the showing up of patients.\n",
    "<br>\n",
    "2- Some data about the distance between the patient and the neighbourhood would be useful.\n",
    "<br>\n",
    "3- indications of the seriousness of illness would be helpful too.\n",
    "<br>\n",
    "4-Dataset is missing key informations like the prices, employment status of patients.\n",
    "<br>\n",
    "5- for some cases there is small number of people reported such as (one pregnant woman, small number of alchoholics), this somehow limited the analysis.\n",
    "\n"
   ]
  }
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