Assignment4 (Questions).ipynb

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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1 align='center'>  <font size = '6' color='red'> Assignment 4 (Questions) EDA Analysis (Part 2) of Crimes in Boston Dataset<font> </h1>\n",
    "\n",
    "\n",
    "    \n",
    "![login-logo-ps.png](attachment:login-logo-ps.png)\n",
    "\n",
    "<br>\n",
    "\n",
    " \n",
    "    \n",
    "  <center align=\"left\">    <center align=\"left\"><center align=\"left\"> <font color='dark blue'><font style= 'bold' size='3' color='dark'>  Instructor: Dr. Khaled Mohamad <font> </center>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### BOSTON CRIME DATA includes 17 features that are:\n",
    "\n",
    "- INCIDENT_NUMBER: It is a unique number given each case. \n",
    "- OFFENSE_CODE: It shows type of crime.\n",
    "- OFFENSE_CODE_GROUP: The general name of each crime type.\n",
    "- OFFENSE_DESCRIPTION: Explanation of specific crime. \n",
    "- DISTRICT: Code of zone that crime happened. \n",
    "- REPORTING_AREA: Area number that crime reported.\n",
    "- SHOOTING: If the crime included shooting, it shows with 'Y'.\n",
    "- YEAR: 2016,2017,2018, 2019, 2020\n",
    "- MONTH: the month that crime happened.\n",
    "- DAY OF WEEK: the week that crime happened.\n",
    "- HOUR: the hour that crime happened.\n",
    "- UCR_PART: Uniform Crime Reporting Offence types that is defined by The Federal Bureau of Investigation for reporting data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {
    "id": "JmJ-rhyAK2v9"
   },
   "outputs": [],
   "source": [
    "#1 - import the required libraries (0.5)\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sb\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 357
    },
    "id": "rJvNEQJaK-03",
    "outputId": "2ab6a8a3-c724-4e17-dd77-104db2492133"
   },
   "outputs": [],
   "source": [
    "#2 - Read the file Boston_crime.csv. If you found an error use the argument encoding = 'latin-1' (0.5)\n",
    "\n",
    "df = pd.read_csv('Boston_crime.csv', encoding='latin-1')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable Identifications "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "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>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.357791</td>\n",
       "      <td>-71.139371</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.306821</td>\n",
       "      <td>-71.060300</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.346589</td>\n",
       "      <td>-71.072429</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.334182</td>\n",
       "      <td>-71.078664</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.275365</td>\n",
       "      <td>-71.090361</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319068</th>\n",
       "      <td>I050310906-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.336951</td>\n",
       "      <td>-71.085748</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319069</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>111</td>\n",
       "      <td>Homicide</td>\n",
       "      <td>MURDER, NON-NEGLIGIENT MANSLAUGHTER</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.255926</td>\n",
       "      <td>-71.123172</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319070</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E18</td>\n",
       "      <td>520</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.255926</td>\n",
       "      <td>-71.123172</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319071</th>\n",
       "      <td>I010370257-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>569</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEW WASHINGTON ST</td>\n",
       "      <td>42.302333</td>\n",
       "      <td>-71.111565</td>\n",
       "      <td>(42.30233307, -71.11156487)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319072</th>\n",
       "      <td>142052550</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>903</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.333839</td>\n",
       "      <td>-71.080290</td>\n",
       "      <td>(42.33383935, -71.08029038)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>319073 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
       "0           I182070945           619               Larceny   \n",
       "1           I182070943          1402             Vandalism   \n",
       "2           I182070941          3410                 Towed   \n",
       "3           I182070940          3114  Investigate Property   \n",
       "4           I182070938          3114  Investigate Property   \n",
       "...                ...           ...                   ...   \n",
       "319068   I050310906-00          3125       Warrant Arrests   \n",
       "319069   I030217815-08           111              Homicide   \n",
       "319070   I030217815-08          3125       Warrant Arrests   \n",
       "319071   I010370257-00          3125       Warrant Arrests   \n",
       "319072       142052550          3125       Warrant Arrests   \n",
       "\n",
       "                        OFFENSE_DESCRIPTION DISTRICT REPORTING_AREA SHOOTING  \\\n",
       "0                        LARCENY ALL OTHERS      D14            808      NaN   \n",
       "1                                 VANDALISM      C11            347      NaN   \n",
       "2                       TOWED MOTOR VEHICLE       D4            151      NaN   \n",
       "3                      INVESTIGATE PROPERTY       D4            272      NaN   \n",
       "4                      INVESTIGATE PROPERTY       B3            421      NaN   \n",
       "...                                     ...      ...            ...      ...   \n",
       "319068                       WARRANT ARREST       D4            285      NaN   \n",
       "319069  MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18            520      NaN   \n",
       "319070                       WARRANT ARREST      E18            520      NaN   \n",
       "319071                       WARRANT ARREST      E13            569      NaN   \n",
       "319072                       WARRANT ARREST       D4            903      NaN   \n",
       "\n",
       "        YEAR  MONTH DAY_OF_WEEK  HOUR    UCR_PART             STREET  \\\n",
       "0       2020      4      Sunday    13    Part One         LINCOLN ST   \n",
       "1       2020      4     Tuesday     0    Part Two           HECLA ST   \n",
       "2       2020      4      Monday    19  Part Three        CAZENOVE ST   \n",
       "3       2020      4      Monday    21  Part Three         NEWCOMB ST   \n",
       "4       2020      4      Monday    21  Part Three           DELHI ST   \n",
       "...      ...    ...         ...   ...         ...                ...   \n",
       "319068  2018      4      Sunday    17  Part Three        COVENTRY ST   \n",
       "319069  2016      4    Thursday    13    Part One           RIVER ST   \n",
       "319070  2016      4    Thursday    13  Part Three           RIVER ST   \n",
       "319071  2018      4     Tuesday    19  Part Three  NEW WASHINGTON ST   \n",
       "319072  2016      4      Monday     0  Part Three      WASHINGTON ST   \n",
       "\n",
       "              Lat       Long                     Location  \n",
       "0       42.357791 -71.139371  (42.35779134, -71.13937053)  \n",
       "1       42.306821 -71.060300  (42.30682138, -71.06030035)  \n",
       "2       42.346589 -71.072429  (42.34658879, -71.07242943)  \n",
       "3       42.334182 -71.078664  (42.33418175, -71.07866441)  \n",
       "4       42.275365 -71.090361  (42.27536542, -71.09036101)  \n",
       "...           ...        ...                          ...  \n",
       "319068  42.336951 -71.085748  (42.33695098, -71.08574813)  \n",
       "319069  42.255926 -71.123172  (42.25592648, -71.12317207)  \n",
       "319070  42.255926 -71.123172  (42.25592648, -71.12317207)  \n",
       "319071  42.302333 -71.111565  (42.30233307, -71.11156487)  \n",
       "319072  42.333839 -71.080290  (42.33383935, -71.08029038)  \n",
       "\n",
       "[319073 rows x 16 columns]"
      ]
     },
     "execution_count": 184,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#3- Show your tabulated data\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minimum: 0.0\n",
      "First Quartile (Q1): 177.0\n",
      "Median (Q2): 344.0\n",
      "Third Quartile (Q3): 544.0\n",
      "Maximum: 962.0\n"
     ]
    }
   ],
   "source": [
    "#4- Five number summary \n",
    "\n",
    "df['REPORTING_AREA'] = pd.to_numeric(df['REPORTING_AREA'], errors='coerce')\n",
    "\n",
    "df = df.dropna(subset=['REPORTING_AREA'])\n",
    "\n",
    "data = df['REPORTING_AREA']\n",
    "\n",
    "min_val = np.min(data)\n",
    "q1_val = np.percentile(data, 25)\n",
    "med_val = np.median(data)\n",
    "q3_val = np.percentile(data, 75)\n",
    "max_val = np.max(data)\n",
    "\n",
    "print(\"Minimum:\", min_val)\n",
    "print(\"First Quartile (Q1):\", q1_val)\n",
    "print(\"Median (Q2):\", med_val)\n",
    "print(\"Third Quartile (Q3):\", q3_val)\n",
    "print(\"Maximum:\", max_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "E7VkPn_cL2er",
    "outputId": "29b16b2f-ea51-4c13-e2c8-98fbed0b5cda"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INCIDENT_NUMBER         object\n",
      "OFFENSE_CODE             int64\n",
      "OFFENSE_CODE_GROUP      object\n",
      "OFFENSE_DESCRIPTION     object\n",
      "DISTRICT                object\n",
      "REPORTING_AREA         float64\n",
      "SHOOTING                object\n",
      "YEAR                     int64\n",
      "MONTH                    int64\n",
      "DAY_OF_WEEK             object\n",
      "HOUR                     int64\n",
      "UCR_PART                object\n",
      "STREET                  object\n",
      "Lat                    float64\n",
      "Long                   float64\n",
      "Location                object\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "#5 - What are the dataset features types (dtypes) (1)\n",
    "\n",
    "feat_types = df.dtypes\n",
    "\n",
    "print(feat_types)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/8b/bz6mhfz974x5g897q47nh_3r0000gn/T/ipykernel_1752/3429665374.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['DAY_OF_WEEK'] = df['DAY_OF_WEEK'].astype('category')\n",
      "/var/folders/8b/bz6mhfz974x5g897q47nh_3r0000gn/T/ipykernel_1752/3429665374.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df['OFFENSE_CODE_GROUP'] = df['OFFENSE_CODE_GROUP'].astype('category')\n"
     ]
    }
   ],
   "source": [
    "#6 - Convert the type of data in 'DAY_OF_WEEK' and 'OFFENSE_CODE_GROUP' into catrgory type (2)\n",
    "df['DAY_OF_WEEK'] = df['DAY_OF_WEEK'].astype('category')\n",
    "df['OFFENSE_CODE_GROUP'] = df['OFFENSE_CODE_GROUP'].astype('category')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "INCIDENT_NUMBER          object\n",
       "OFFENSE_CODE              int64\n",
       "OFFENSE_CODE_GROUP     category\n",
       "OFFENSE_DESCRIPTION      object\n",
       "DISTRICT                 object\n",
       "REPORTING_AREA          float64\n",
       "SHOOTING                 object\n",
       "YEAR                      int64\n",
       "MONTH                     int64\n",
       "DAY_OF_WEEK            category\n",
       "HOUR                      int64\n",
       "UCR_PART                 object\n",
       "STREET                   object\n",
       "Lat                     float64\n",
       "Long                    float64\n",
       "Location                 object\n",
       "dtype: object"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Check again the dataset features types\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Value Counts for DAY_OF_WEEK:\n",
      "Friday       45445\n",
      "Wednesday    43779\n",
      "Thursday     43668\n",
      "Tuesday      43327\n",
      "Monday       42799\n",
      "Saturday     41893\n",
      "Sunday       37912\n",
      "Name: DAY_OF_WEEK, dtype: int64\n",
      "\n",
      "Value Counts for OFFENSE_CODE_GROUP:\n",
      "Motor Vehicle Accident Response              30558\n",
      "Larceny                                      25256\n",
      "Medical Assistance                           22491\n",
      "Investigate Person                           18063\n",
      "Other                                        17157\n",
      "                                             ...  \n",
      "Manslaughter                                     6\n",
      "INVESTIGATE PERSON                               4\n",
      "Biological Threat                                2\n",
      "Burglary - No Property Taken                     2\n",
      "HUMAN TRAFFICKING - INVOLUNTARY SERVITUDE        2\n",
      "Name: OFFENSE_CODE_GROUP, Length: 67, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#7- Show value counts of DAY_OF_WEEK and OFFENSE_CODE_GROUP columns (2)\n",
    "\n",
    "day_of_week_counts = df['DAY_OF_WEEK'].value_counts()\n",
    "print(\"Value Counts for DAY_OF_WEEK:\")\n",
    "print(day_of_week_counts)\n",
    "\n",
    "offense_code_group_counts = df['OFFENSE_CODE_GROUP'].value_counts()\n",
    "print(\"\\nValue Counts for OFFENSE_CODE_GROUP:\")\n",
    "print(offense_code_group_counts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us say you are interested to study the data that is based on the UCR_Types Part One, two and three all together"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "lgMwKCjmLFnL",
    "outputId": "e53fc3bf-8478-47fd-a70b-832bf09008c4"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2020, 2019, 2018, 2016])"
      ]
     },
     "execution_count": 190,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#8 - Show the unique values in the year column to understand the contents (1)\n",
    "df2 = df['YEAR'].unique()\n",
    "df2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "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>INCIDENT_NUMBER</th>\n",
       "      <th>OFFENSE_CODE</th>\n",
       "      <th>OFFENSE_CODE_GROUP</th>\n",
       "      <th>OFFENSE_DESCRIPTION</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>REPORTING_AREA</th>\n",
       "      <th>SHOOTING</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "      <th>STREET</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>Location</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>I182070945</td>\n",
       "      <td>619</td>\n",
       "      <td>Larceny</td>\n",
       "      <td>LARCENY ALL OTHERS</td>\n",
       "      <td>D14</td>\n",
       "      <td>808.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>LINCOLN ST</td>\n",
       "      <td>42.357791</td>\n",
       "      <td>-71.139371</td>\n",
       "      <td>(42.35779134, -71.13937053)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>I182070943</td>\n",
       "      <td>1402</td>\n",
       "      <td>Vandalism</td>\n",
       "      <td>VANDALISM</td>\n",
       "      <td>C11</td>\n",
       "      <td>347.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "      <td>HECLA ST</td>\n",
       "      <td>42.306821</td>\n",
       "      <td>-71.060300</td>\n",
       "      <td>(42.30682138, -71.06030035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>I182070941</td>\n",
       "      <td>3410</td>\n",
       "      <td>Towed</td>\n",
       "      <td>TOWED MOTOR VEHICLE</td>\n",
       "      <td>D4</td>\n",
       "      <td>151.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>CAZENOVE ST</td>\n",
       "      <td>42.346589</td>\n",
       "      <td>-71.072429</td>\n",
       "      <td>(42.34658879, -71.07242943)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>I182070940</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>D4</td>\n",
       "      <td>272.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEWCOMB ST</td>\n",
       "      <td>42.334182</td>\n",
       "      <td>-71.078664</td>\n",
       "      <td>(42.33418175, -71.07866441)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>I182070938</td>\n",
       "      <td>3114</td>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>INVESTIGATE PROPERTY</td>\n",
       "      <td>B3</td>\n",
       "      <td>421.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>DELHI ST</td>\n",
       "      <td>42.275365</td>\n",
       "      <td>-71.090361</td>\n",
       "      <td>(42.27536542, -71.09036101)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319068</th>\n",
       "      <td>I050310906-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>285.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>COVENTRY ST</td>\n",
       "      <td>42.336951</td>\n",
       "      <td>-71.085748</td>\n",
       "      <td>(42.33695098, -71.08574813)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319069</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>111</td>\n",
       "      <td>Homicide</td>\n",
       "      <td>MURDER, NON-NEGLIGIENT MANSLAUGHTER</td>\n",
       "      <td>E18</td>\n",
       "      <td>520.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.255926</td>\n",
       "      <td>-71.123172</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319070</th>\n",
       "      <td>I030217815-08</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E18</td>\n",
       "      <td>520.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>RIVER ST</td>\n",
       "      <td>42.255926</td>\n",
       "      <td>-71.123172</td>\n",
       "      <td>(42.25592648, -71.12317207)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319071</th>\n",
       "      <td>I010370257-00</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>E13</td>\n",
       "      <td>569.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>NEW WASHINGTON ST</td>\n",
       "      <td>42.302333</td>\n",
       "      <td>-71.111565</td>\n",
       "      <td>(42.30233307, -71.11156487)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319072</th>\n",
       "      <td>142052550</td>\n",
       "      <td>3125</td>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>WARRANT ARREST</td>\n",
       "      <td>D4</td>\n",
       "      <td>903.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>42.333839</td>\n",
       "      <td>-71.080290</td>\n",
       "      <td>(42.33383935, -71.08029038)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>297562 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       INCIDENT_NUMBER  OFFENSE_CODE    OFFENSE_CODE_GROUP  \\\n",
       "0           I182070945           619               Larceny   \n",
       "1           I182070943          1402             Vandalism   \n",
       "2           I182070941          3410                 Towed   \n",
       "3           I182070940          3114  Investigate Property   \n",
       "4           I182070938          3114  Investigate Property   \n",
       "...                ...           ...                   ...   \n",
       "319068   I050310906-00          3125       Warrant Arrests   \n",
       "319069   I030217815-08           111              Homicide   \n",
       "319070   I030217815-08          3125       Warrant Arrests   \n",
       "319071   I010370257-00          3125       Warrant Arrests   \n",
       "319072       142052550          3125       Warrant Arrests   \n",
       "\n",
       "                        OFFENSE_DESCRIPTION DISTRICT  REPORTING_AREA SHOOTING  \\\n",
       "0                        LARCENY ALL OTHERS      D14           808.0      NaN   \n",
       "1                                 VANDALISM      C11           347.0      NaN   \n",
       "2                       TOWED MOTOR VEHICLE       D4           151.0      NaN   \n",
       "3                      INVESTIGATE PROPERTY       D4           272.0      NaN   \n",
       "4                      INVESTIGATE PROPERTY       B3           421.0      NaN   \n",
       "...                                     ...      ...             ...      ...   \n",
       "319068                       WARRANT ARREST       D4           285.0      NaN   \n",
       "319069  MURDER, NON-NEGLIGIENT MANSLAUGHTER      E18           520.0      NaN   \n",
       "319070                       WARRANT ARREST      E18           520.0      NaN   \n",
       "319071                       WARRANT ARREST      E13           569.0      NaN   \n",
       "319072                       WARRANT ARREST       D4           903.0      NaN   \n",
       "\n",
       "        YEAR  MONTH DAY_OF_WEEK  HOUR    UCR_PART             STREET  \\\n",
       "0       2020      4      Sunday    13    Part One         LINCOLN ST   \n",
       "1       2020      4     Tuesday     0    Part Two           HECLA ST   \n",
       "2       2020      4      Monday    19  Part Three        CAZENOVE ST   \n",
       "3       2020      4      Monday    21  Part Three         NEWCOMB ST   \n",
       "4       2020      4      Monday    21  Part Three           DELHI ST   \n",
       "...      ...    ...         ...   ...         ...                ...   \n",
       "319068  2018      4      Sunday    17  Part Three        COVENTRY ST   \n",
       "319069  2016      4    Thursday    13    Part One           RIVER ST   \n",
       "319070  2016      4    Thursday    13  Part Three           RIVER ST   \n",
       "319071  2018      4     Tuesday    19  Part Three  NEW WASHINGTON ST   \n",
       "319072  2016      4      Monday     0  Part Three      WASHINGTON ST   \n",
       "\n",
       "              Lat       Long                     Location  \n",
       "0       42.357791 -71.139371  (42.35779134, -71.13937053)  \n",
       "1       42.306821 -71.060300  (42.30682138, -71.06030035)  \n",
       "2       42.346589 -71.072429  (42.34658879, -71.07242943)  \n",
       "3       42.334182 -71.078664  (42.33418175, -71.07866441)  \n",
       "4       42.275365 -71.090361  (42.27536542, -71.09036101)  \n",
       "...           ...        ...                          ...  \n",
       "319068  42.336951 -71.085748  (42.33695098, -71.08574813)  \n",
       "319069  42.255926 -71.123172  (42.25592648, -71.12317207)  \n",
       "319070  42.255926 -71.123172  (42.25592648, -71.12317207)  \n",
       "319071  42.302333 -71.111565  (42.30233307, -71.11156487)  \n",
       "319072  42.333839 -71.080290  (42.33383935, -71.08029038)  \n",
       "\n",
       "[297562 rows x 16 columns]"
      ]
     },
     "execution_count": 191,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#9 - Filter dataset and make it based only on Part One, Part Two, and Part Three (in UCR_PART column) (2)\n",
    "val_keep = ['Part One', 'Part Two', 'Part Three']\n",
    "\n",
    "filtered_df = df[df['UCR_PART'].isin(val_keep)]\n",
    "filtered_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vmRkJdznLYbT",
    "outputId": "5f07187a-3667-468c-ea35-e3eb8eabe58d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Rows: 298823\n",
      "Number of Columns: 16\n"
     ]
    }
   ],
   "source": [
    "#10- Show the size of the dataset\n",
    "num_rows, num_columns = df.shape\n",
    "\n",
    "print(f\"Number of Rows: {num_rows}\")\n",
    "print(f\"Number of Columns: {num_columns}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 391
    },
    "id": "geRoptR-MU55",
    "outputId": "bf20abae-3b90-4d05-95a9-1e45130fddf3"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          OFFENSE_CODE_GROUP DISTRICT  YEAR  MONTH DAY_OF_WEEK  HOUR  \\\n",
      "0                    Larceny      D14  2020      4      Sunday    13   \n",
      "1                  Vandalism      C11  2020      4     Tuesday     0   \n",
      "2                      Towed       D4  2020      4      Monday    19   \n",
      "3       Investigate Property       D4  2020      4      Monday    21   \n",
      "4       Investigate Property       B3  2020      4      Monday    21   \n",
      "...                      ...      ...   ...    ...         ...   ...   \n",
      "319068       Warrant Arrests       D4  2018      4      Sunday    17   \n",
      "319069              Homicide      E18  2016      4    Thursday    13   \n",
      "319070       Warrant Arrests      E18  2016      4    Thursday    13   \n",
      "319071       Warrant Arrests      E13  2018      4     Tuesday    19   \n",
      "319072       Warrant Arrests       D4  2016      4      Monday     0   \n",
      "\n",
      "          UCR_PART  \n",
      "0         Part One  \n",
      "1         Part Two  \n",
      "2       Part Three  \n",
      "3       Part Three  \n",
      "4       Part Three  \n",
      "...            ...  \n",
      "319068  Part Three  \n",
      "319069    Part One  \n",
      "319070  Part Three  \n",
      "319071  Part Three  \n",
      "319072  Part Three  \n",
      "\n",
      "[298823 rows x 7 columns]\n"
     ]
    }
   ],
   "source": [
    "#11- Drope the columns INCIDENT_NUMBER, OFFENSE_CODE, OFFENSE_DESCRIPTION, REPORTING_AREA, SHOOTING, STREET, Lat, Long, Location from the dataset\n",
    "#(2)\n",
    "\n",
    "columns_to_drop = ['INCIDENT_NUMBER', 'OFFENSE_CODE', 'OFFENSE_DESCRIPTION', 'REPORTING_AREA', \n",
    "                   'SHOOTING', 'STREET', 'Lat', 'Long', 'Location']\n",
    "\n",
    "df = df.drop(columns=columns_to_drop)\n",
    "\n",
    "print(df)\n",
    "\n",
    "\n",
    "#11- Check the above step by showing the dataset\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Missing values treatment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OFFENSE_CODE_GROUP     0\n",
       "DISTRICT              30\n",
       "YEAR                   0\n",
       "MONTH                  0\n",
       "DAY_OF_WEEK            0\n",
       "HOUR                   0\n",
       "UCR_PART              90\n",
       "dtype: int64"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#12- Show the number of missing values in each column at once (1)\n",
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "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>OFFENSE_CODE_GROUP</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>YEAR</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Larceny</td>\n",
       "      <td>D14</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Vandalism</td>\n",
       "      <td>C11</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Two</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Towed</td>\n",
       "      <td>D4</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>D4</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Investigate Property</td>\n",
       "      <td>B3</td>\n",
       "      <td>2020</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>21</td>\n",
       "      <td>Part Three</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319068</th>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>D4</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Sunday</td>\n",
       "      <td>17</td>\n",
       "      <td>Part Three</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319069</th>\n",
       "      <td>Homicide</td>\n",
       "      <td>E18</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part One</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319070</th>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>E18</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Thursday</td>\n",
       "      <td>13</td>\n",
       "      <td>Part Three</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319071</th>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>E13</td>\n",
       "      <td>2018</td>\n",
       "      <td>4</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>19</td>\n",
       "      <td>Part Three</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319072</th>\n",
       "      <td>Warrant Arrests</td>\n",
       "      <td>D4</td>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>Monday</td>\n",
       "      <td>0</td>\n",
       "      <td>Part Three</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>298793 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          OFFENSE_CODE_GROUP DISTRICT  YEAR  MONTH DAY_OF_WEEK  HOUR  \\\n",
       "0                    Larceny      D14  2020      4      Sunday    13   \n",
       "1                  Vandalism      C11  2020      4     Tuesday     0   \n",
       "2                      Towed       D4  2020      4      Monday    19   \n",
       "3       Investigate Property       D4  2020      4      Monday    21   \n",
       "4       Investigate Property       B3  2020      4      Monday    21   \n",
       "...                      ...      ...   ...    ...         ...   ...   \n",
       "319068       Warrant Arrests       D4  2018      4      Sunday    17   \n",
       "319069              Homicide      E18  2016      4    Thursday    13   \n",
       "319070       Warrant Arrests      E18  2016      4    Thursday    13   \n",
       "319071       Warrant Arrests      E13  2018      4     Tuesday    19   \n",
       "319072       Warrant Arrests       D4  2016      4      Monday     0   \n",
       "\n",
       "          UCR_PART  \n",
       "0         Part One  \n",
       "1         Part Two  \n",
       "2       Part Three  \n",
       "3       Part Three  \n",
       "4       Part Three  \n",
       "...            ...  \n",
       "319068  Part Three  \n",
       "319069    Part One  \n",
       "319070  Part Three  \n",
       "319071  Part Three  \n",
       "319072  Part Three  \n",
       "\n",
       "[298793 rows x 7 columns]"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#13 - Drope the missing value on column DISTRICT (2)\n",
    "df3 = df.dropna(subset='DISTRICT')\n",
    "df3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OFFENSE_CODE_GROUP     0\n",
       "DISTRICT              30\n",
       "YEAR                   0\n",
       "MONTH                  0\n",
       "DAY_OF_WEEK            0\n",
       "HOUR                   0\n",
       "UCR_PART              90\n",
       "dtype: int64"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#14- Again, show the missing values again\n",
    "df4 = df.isna().sum()\n",
    "df4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Outliers treatment\n",
    "\n",
    "- You need to draw a histrogram for the foolwing columns:\n",
    "  OFFENSE_CODE_GROUP, YEAR, MONTH, DAY_OF_WEEK, HOUR, DISTRICT, and UCR_PART\n",
    "\n",
    "- Use subplot to plot 7x1 matrix form of the above columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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duHTp0idu2f+emJgYBAUF4cGDB7rE9/T0xJMnT5Jtf/78OTw9PXX5TC29f/8ed+/eRWRkpNFLS7GxsQgJCcGzZ880jau1wMBAvHnzRtfP0OvYr1WrFp4/f55s+8uXL1GrVi1VsU0x9Vnm+LceP506dcLhw4c/dTMszooVK/Du3btk29+/f48VK1Z8ghaRVl6+fImtW7fiypUrqmOdPXsWFy5cUP6+bds2NG3aFN9//z3ev3+vOn5ang+1/F4SpMV1GdDuPJ7Uv+Wa7+/vj4iICN3iHzp0SLfYUVFRusWmf6blPq73+TDB27dvNYuVFu7cuYO7d+8qfz958iQGDBiARYsWqY6t9z2cXvf6afGcAvz79hU96bkf/lv9W5/d/leJiKr/n/v4p/Hq1Su8fPlSeb1+/fpTN+mTSuu+LL2JiHL914JB1B7ppJng4GA0bNgQlStXxuHDh3HlyhV4enpiypQpOHnyJDZt2vSpm5ii33//HQsXLkRYWBg2bdqE3LlzY+XKlfDw8ECVKlVUxX7+/DlOnjyJhw8fIi4uzuhnHTt2VBXbyckJV65cgZubm6o4plhZWeHBgwfIli2b0fa//voL+fLlM9m5aQlu3LiBLl264NixY0bbRQQGgwGxsbFmxx4wYACKFy+Orl27IjY2FtWrV8exY8fg5OSEX375BTVq1EhVvPPnz3/0e0uUKJHK1v6/nDlzIioqCi1btkTXrl1RqVIls2OZouexn9J++PDhQ+TOnRvR0dFmx548eTLc3d3RunVrAECrVq3w888/I0eOHPj1119RsmRJzdtt6cdPixYtsHPnTuTNmxedO3fGN998g9y5c+vyWbGxsbhw4QLc3NyQMWNGs2J4e3vDYDB81HvPnj1r1mcAgLW1Ne7fv5/s3/PJkyfIli2bqvPKv8n27ds/+r2NGzdOVeyBAwd+9HtnzJiRqtiJtWrVCtWqVUOfPn3w999/o2TJkggPD4eIYN26dWjRooXZscuVK4dhw4ahRYsWuHXrFooWLYpmzZrh1KlT8PHxwaxZs8yODeh7PtTze9HzuqzneVzra35aKVOmDEJDQ1G9enV07doVzZs3h4ODg2bxHRwckDt3buUakTdvXs1ip0+fHq1atUKXLl1U33+bcv36dRw6dMjkPfno0aPNjhsUFIQsWbLAx8cHADBkyBAsWrQIXl5eWLt2rS736VrQcx/X83wYFxeHCRMmYMGCBfjrr79w/fp1eHp6YtSoUXB3d0fXrl3Njg0A7u7u6NKlCzp16oR8+fKpipVU1apV0aNHD3To0AEPHjxA4cKFUbRoUVy/fh39+vVTtR/qeQ+n572+ns8peu8renv+/Dk2bdqEsLAw+Pn5IVOmTDh79iyyZ8+u6t9Wz/3w3+rf+uymx/UnICDgo96ndj/p0KED5s+fj/Tp0xttDw8PR4cOHfD777+bHVvPfbxWrVrYvHkzXF1djba/fPkSTZs2xYEDB8yO/W8TEhKCESNGYOfOnQAAZ2dnowS9wWDA8ePHUa5cOVWfIyKIjIxEtmzZ4OjoqCpWgrTYz/V8dgO072t2cnJCREQEsmbNCgBo0KABli9fjpw5cwKIPx/mypVLu74PIYtRoUIFmT59uoiIpE+fXsLCwkRE5OTJk5IrVy5NPmP58uUSFRWlSawEmzZtEkdHR+nWrZvY29sr7f7pp5+kYcOGqmJv375dnJ2dxcrKSjJkyCCurq7KK2PGjKrbXqNGDdm6davqOIlt27ZNtm3bJgaDQVasWKH8fdu2bbJ582bp3bu3FCpUSPXn3L17V9avXy9z586V2bNnG73UqFSpklSrVk1+/fVXOXfunISEhBi91MidO7ecOnVKRES2bNkiuXLlkmvXrsmIESOkUqVKqY5nMBjEyspK+e+HXmrExMTItm3bpFmzZmJnZyeFCxeWSZMmyf3791XFTaDHsR8aGiqhoaFiMBjk4MGDyt9DQ0Pl7NmzMnHiRHFzc1PVbg8PDzl69KiIiOzZs0dcXV1l9+7d0rVrV6lbt65ZMdPq+NHT48ePZdasWVKqVCmxsbGRBg0ayMaNG+X9+/eq4vbv31+WLFkiIvH7ZOXKlcVgMEi6dOnk4MGDZsX09/dXXsOGDRMXFxepUKGC+Pr6iq+vr1SsWFFcXFxk2LBhqtpuMBjk4cOHybaHhIRoci439/f/GGPHjjV53Xzz5o2MHTs2VbEMBoPRK+H8lfjv5p6zatSoYfRydnYWJycn8fb2Fm9vb0mXLp24uLhIzZo1Ux07sezZsyvXgtWrV0uBAgUkKipK5s2bJ6VKlVIV28XFRW7evCkiIpMmTZJ69eqJiMiRI0ckT548ZsdNi/Ohnt+LntdlPc7jCbS+5ieVcJ5K+ho4cKB8//33smzZMnny5IlZsUNDQ2XAgAGSLVs2cXV1lW+//VZOnjypus0iIk+ePJHZs2eLt7e3WFtbS7169WT9+vXy7t071bG3b98uzZs3Fzs7OylYsKD88MMPcu/ePQ1aLbJo0SKxtraW7NmzS8mSJaVUqVLKy9vbW1XsQoUKyf79+0VE5NixY+Lo6CgLFy6URo0aSbNmzVS3/c2bN0bn8fDwcJk5c6bs3r1bVVw993G9zoci8dc1T09PWbVqlTg6Oir3nevXr5cKFSqoii0iMmfOHCldurRYW1tLnTp1ZO3atfL27VvVcUVEXF1d5erVqyIiMnv2bOV73r17t3h4eKiOr9c9nJ7P+Xo+p+i9r4iIdO7cWV6+fJls++vXr6Vz585mxw0NDZWsWbNKgQIFxMbGRmn7yJEjpUOHDmbHFdF/P9RbdHS07N27VxYsWKB89/fu3ZNXr16lOlZaPbtdu3ZNFi5cKOPGjZOxY8cavdTQ4/qT+PqY9OXt7S1OTk6q+ydEREqXLi3u7u5y5MgRZVtgYKC4uLhIixYtVMXWcx83GAzy119/Jdv+119/iY2NjarYIvpd80VE+TdM+ipdurRUqlRJOnbsKAcOHPjoeF26dJGJEycqf0+fPr2sXr1aDh06JAcPHpQOHTpI+/btVbc7NjZWbG1t5fr166pjJdBzP0+LZzc9+pqT7tuJr/ciIg8ePBCDwaCq3YkxoWNB0qVLJ7du3RIR43/427dvi729vSafkSNHDnF2dpYuXbooD/BqlSpVSoKCgkTEuN3nzp2T7Nmzq4pdsGBB6d+/v+ZJqAQbNmwQT09PmTt3rhw7dszoRBEaGmpWzJQ66gwGg9jZ2UmhQoVkx44dqtq9bNkysbOzk/Tp04ubm5u4u7srL7UXWCcnJ7ly5YqqGCmxt7eXO3fuiIhI9+7dpX///iIicuvWLXF2dk51vPDwcOW1ZcsWyZ8/vyxYsED591uwYIEULFhQtmzZotnv8Ndff8n06dOlePHiYmtrK40aNZKtW7dKbGys2TH1OPYTdw4n3Q8NBoM4OTnJ0qVLzW6ziIiDg4NERkaKiEi/fv2kR48eIhJ/w+3q6mp2u/U6fpo1a/bRL62cPXtW+vTpIw4ODpIlSxYZMGCA2TdSeneOdu3aVUaOHJls++jRo81+oE64obOyspLixYsb3fiWKFFCnJ2dpWXLlmqbLvb29uLp6Snjxo1T9kmtWFlZmXzoePz4saqHsb1790rp0qVl165d8uLFC3n58qXs2rVLypYtK3v27FHTZJk+fbo0atRInj59qmx7+vSpNGnSRKZNm6YqduLjvkOHDjJ06FAREYmIiJB06dKpiu3s7KwcH3Xq1JFZs2YpsR0cHMyOm9bnQ62/Fz2vy3qcxxNofc1PqkaNGuLi4iLp0qWT0qVLi7e3t6RPn14yZMgg5cuXVx7ILl26ZPZnREdHy+bNm6VRo0Zia2srxYoVk1mzZsnz589Vt18k/l65b9++kiVLFsmUKZP07dtXdZJOJP78NGPGDClRooTY2NiIj4+P/PzzzxIdHW12zHz58smkSZNUt80UR0dHiYiIEBGRIUOGKJ2tFy9elCxZsqiOX7duXZk/f76IiDx79kyyZ88uefLkEQcHB5k3b57ZcfXcx/U6H4qI5M+fX/bt2ycixvedV65cUX3cJxYSEiL9+vWTrFmzSsaMGaV3795y5swZVTHTpUsnt2/fFhGRRo0aKfukFt9LUlrew6XFc76I9s8pabGvpHSf9ejRI7G2tjY7bu3atcXPz09EjNt+9OhR1R2BabEf6pXACA8Pl88++0ycnJzE2tpa+V769+8vPXv2THW8tOj70HNAgd7Xn8TOnTsn9evXF1tbW7O+66Sio6Nl6NChYmdnJ8OHD5evvvpK0qdPr/qeVkSffTwtOulF9Lvmi4gMGzZMMmTIIFWqVJGBAweKr6+vVK1aVTJkyCD9+/eXunXripWV1UcPGi9cuLAcPnxY+XvSBMCJEyckX758qtqcwMvLS44fP65JrA/RYj9Pi2c3PfqaPyaho0UyNwETOhYkd+7cSpIl8T/85s2bxdPTU5PP0GMEj6Ojo3KyT9zusLAw1TeoTk5ORgeA1kydHBLP+FDD3d1dHj16pFFLjeXJk0fGjx+vKomQkrJly8rvv/+ueVyR+M6A3bt3S0xMjOTNm1e5ubt48aLqh4Jy5crJzp07k23fuXOnlC5dWlXspE6cOCE9evQQe3t7cXd3F1dXV3F3dzd7loAex354eLjcvn1bDAaDnDp1yij59eeff0pMTIxZcRPLmTOn0u5ChQrJhg0bRETk6tWrqjsy9Dh+OnXqpLy++eYbcXFxkbx58ypJnHz58omLi4t06tRJk8/7888/ZdKkSVKoUCFJly6ddOzYUerWrSs2NjYyY8aMVMfTu3PUxcXFZEfF9evXxcXFxayYCbN/DAaDDB482GhG0MSJE2XNmjWajErXc8R7SrOL9u/fr+pBr2jRoibPtYcPH5bPPvvM7LgiIrly5ZKLFy8m237hwgXJmTOnqtgFCxaU9evXy+vXryVr1qzKqMaQkBDJnDmzqtg1a9aUjh07yooVK8TW1lZu3LghIiKHDh1S9YCXFudDPb8XPa/Lep7H9bzmi4jMnDlTmjdvLi9evFC2vXjxQr766iuZNWuWREVFSZMmTZSZDeZ49+6drFu3TurVqyc2NjZSrVo1KVy4sDg7O8u6detU/w4i8aOix4wZI/b29pIuXTqxtraWKlWqmDyGzTFnzhyxt7cXg8EgWbNmlVGjRpn18Ors7KzbPXnWrFnl7NmzImI8UOzmzZuqE6IiIpkzZ1a+z8WLF0uJEiUkNjZWNmzYoOp8q+c+rtf5UCQ+kRseHi4ixvedly5d0uT7Tur9+/cya9Yssbe3FysrKylRooQsXbpU4uLiUh3r888/l6FDh8rhw4fFwcFBSYAeP35ccufOrVmbtb6HS4vn/ARaPqfoua+8ePFCnj9/LgaDQW7evCkvXrxQXk+fPpWgoCBV9yyJZ7klbnt4eLjqPgq990M9ExhNmjSR9u3by7t374y+l0OHDkmBAgXMjqtn34eeAwr0vv6IxD+rtWvXTmxsbKRVq1aazpIQiR98ZzAYxNbWVo4dO6ZJTD328bTopBfR75ovItKtWzcJCAhItn3cuHHSrVs3EYn/9yhTpsxHxXNyclLOsSIiM2bMMLqvjYiI0Czp/8svv0iVKlXkwoULmsRLSsv9PC2e3fToa2ZC5z/Mz89PqlSpIvfv3xdnZ2e5ceOGHDlyRDw9PcXf31/zz9NqBI+np6fs3btXRIx32KCgIClSpIiqNjZr1kzWr1+vKsaHJD4xmHpZqkyZMik3qFrbv3+/VKxYUQ4ePCiPHz82urlOfHExx5gxYyRDhgzy2WefSb58+ZTlF5YuXap62r6Dg4Ncvnw52fbLly9rMlLqwYMHMnXqVPHy8hIHBwdp06aNst+/efNGBg4caPboibQ+9rXSu3dvcXNzkzp16kjmzJmVafrr1q1T/bChtyFDhki3bt2MbgZiYmKkR48eMnjwYLPjvn//XjZt2iQ+Pj5ia2srZcqUkfnz5xstJbF27VqzOnr07hzNnj27LFu2LNn2ZcuWSbZs2VIdr1mzZso5IzAwULPlVv6JViPeE0b3W1lZKX9OeLm4uIiVlZX06tXL7HY6ODjI+fPnk20PDQ1Vfc5Knz69klBIbP/+/ZI+fXpVsX/66SexsbERV1dX5QFJJL7TuEaNGqpih4SESLFixcTFxcXo3NenTx/5+uuvVcXWW+LvpWTJkpp+L3pel/U8j+t5zReJT1yamn1z8eJFZQmjM2fOmJVQO336tPTu3VsyZcokOXPmlKFDhyod6iIi06ZNM+u8mOD9+/eyceNGadiwodjY2EiFChVk8eLF8vr1a4mMjJSvv/5a1T30/fv3ZfLkycoo7Hbt2smBAwdk1apVUqxYMbOW0+vSpYsy4lVrbdu2ldKlS0vXrl3FyclJHj9+LCLxS/kULVpUdfzEI7BbtmypnF8iIyPF0dHR7Lh67uOhoaG6nQ/LlCkjK1euFBHjZzd/f3+pUqWKqtiJvX//XtavXy8NGjQQa2trqVy5sixbtkzGjx8vOXLkMOv3OHjwoLi6uoqVlZXR7OHhw4ernmGt5z2c3vf6ej2n6Lmv/NOS2dbW1jJ+/Hiz42fLlk3pqE/c9t27d6tetlDP/VBE3wRG5syZlaW0ks4WU3M+1JOeAwr0vP48evRI+vTpI3Z2dlKrVi3Nlm5N8P79exk4cKDY29vL999/L9WqVZPs2bObHOSaWlrv4y9evJDbt2/r3kkvot81XyQ+UZz4fjDBjRs3lAGQV65c+ejnrYwZMxotmZfUkSNHNFmeXCT+2dbOzk6srKzEwcHB6NlWzWfovZ/rRY++ZisrK6OBoM7OzsrsXBHtEzo22lTiIS1MmDABnTp1Qu7cuSEi8PLyQmxsLNq2bYuRI0dq/nnZsmVD5cqVce3aNVy/fh0XLlxAp06d4OrqiuXLl390Ic+ePXuif//+WLZsGQwGA/78808cP34cgwcPVl3ozcfHB35+frh8+TKKFy8OW1tbo5+ntmh0UloXWZ0zZ85Hv7dfv35mf07Xrl2xceNGDBs2zOwYKalTpw4AoHbt2kbbRYPiy/7+/ihWrBju3LmDli1bwt7eHkB8wXS1v0uRIkUwfvx4LF26VCle/O7dO4wfPx5FihRRFbtRo0bYvXs3ChUqhO7du6Njx47IlCmT8nNHR0cMGjQIM2fONCu+nse+noWGZ86cCXd3d9y5cwdTpkxRCjLev38fvXr1SnW8tDp+AGDZsmU4cuQIrK2tlW3W1tYYOHAgKlWqhKlTp5oVN2fOnIiLi8PXX3+NkydPolSpUsneU79+/WRFID9G586d0apVK+TMmRMGgwF169YFAPzxxx/47LPPzGpvYgMGDMB3332HM2fOoEKFCgCAEydOYNmyZWady3/55RdERUXBxcUFXbp0QcOGDZMVNNRDqVKlMGzYMGTKlAmTJk3CsmXLMG/ePFSsWBELFixA0aJFPyrOrFmzICLo0qULxo4diwwZMig/s7Ozg7u7OypWrGh2O8uVK4cBAwZg1apVSqHEBw8eYNCgQfj888/NjgsAzZo1Q+fOnTF9+nSjf0s/Pz80b95cVexevXrh888/x507d1C3bl1YWVkBADw9PTF+/HhVsUuWLIkLFy4k2z516lTY2Ki/Zf3hhx+QPXt2dOnSxWj7smXL8OjRIwwdOtTs2L169UL58uURGRmZ7HuZMGGCqnbreV3W+jyemJ7XfAB48eIFHj58CC8vL6Ptjx49wsuXLwEArq6ueP/+farilihRAleuXEG9evWwdOlSNGrUyOhaAcQXSvXz8zOr3X379sXatWsBAO3bt8eUKVNQrFgx5efp0qXDpEmT4O7unurYmzdvxvLly7F79254eXmhd+/eaN++vdE1p1SpUvD29k517AIFCmDUqFE4ceKEyXtyNdfln376CSNHjsSdO3fw888/I3PmzACAM2fO4OuvvzY7boICBQpg69ataNasGXbv3g1fX18A8UV1XVxczI6r5z5eokSJFM+HSffH1BozZgw6dOiAe/fuIS4uDps3b8a1a9ewYsUK/PLLL6piA8DZs2exfPlyrF27FtbW1ujQoQNmzpxpdK9Sr149VKtWLdWxa9SogcePH+Ply5fImDGjsr1Hjx5Ily6dqnbreQ+n572+ns8peu4rBw8ehIigVq1a+Pnnn43abGdnBzc3N+TKlcvs+E2aNEFAQAA2bNgAIL64eGRkJIYNG4YWLVqoarue+yEAPHv2DC1btlQdx5S4uDiT9w13796Fs7Ozqtj79+/H/v37TRYYX7ZsmdlxW7ZsiT179uDbb79V1T5T9Lj+REVFYdq0aZgxYwYKFCiAHTt2oF69elo2GwBQtmxZvHnzBocOHUKFChUgIpgyZQqaN2+OLl26YN68eWbH1nofz5gxI+7fv49s2bKhevXqKFCggFnn0o+h1zUfABwcHHDs2DEUKFDAaPuxY8eUPqi4uDjlfuCfeHt7Y+vWrahcubLJn2/evNmsezZTZs2apUmcBGm1nwPA5cuXERkZmeyeXk1/sB59zSKCQoUKwWAwAABev34Nb29v5blQRMxub0ofSBYmLCxMNm7cKOvXr9d8OqaIPiN4vv/+e3F0dFSmSzo4OJisxZBapqZiJl4aTQsrVqyQSpUqSc6cOZVZOTNnzvzodS8TS1zL5kMvtXVuYmJipEGDBlK9enXp06dPsoLAahw6dOiDL638/fffmsUSEfnjjz8kW7ZskiVLFqldu7bUrl1bsmTJIlmzZpU//vhDVewuXbr84/TluLg41bO6bt68qfmxr2eh4eDgYJPr8UdHR0twcHCq46XV8SMSP0LFVG2lLVu2qJrtEhQUpPm+ndjGjRtlxowZytJrIvGzX8w5X5myfv16qVSpkjJSp1KlSmaPXClevLh88803EhgYKAaDQebOnStBQUEmX1rQa8T7oUOHVBdDNuXGjRtSrFgxsbW1lfz580v+/PnF1tZWihYtanLkV2pERUXJd999pyxvY2VlJXZ2dvLdd9/J69evNWn/u3fv5OrVq6pqciTl4eGhjIxM7NmzZ5oc925ubibrB544cULc3d1VxR47dqzJZazevHmjer37tLou/9u0bdtWPDw8ZPPmzXLnzh25e/eusnxRQgHZtWvXfvSyFwkCAgLk7t27ejRZRERq1ar1j8tNRkdHm/Vv6+LiIj179vzg6Mg3b96YNSNA7+uynjZu3Ci2trZiZWVlNDtp4sSJ0qBBA7PjBgUFmZx9+u7dO82ube/evZM7d+5IRESE0UutXbt2SbVq1SRdunTi6OgolStX1qRgtEj8CNX69evLhg0bUrx+vn792qwlbmvWrCnPnj1Ltv3FixdSs2bNVMdLbMWKFbrew4no85yv93OKnvuKSPyKGXosI/7ixQupXLmyuLq6irW1teTNm1dsbW2lWrVqqu+F9NwPRfSdEdmqVSvp3r27iMTP0Ll165a8evVKatWqpWrZaX9/f7GyspLPP/9cmjRpIk2bNjV6qTFx4kTJkiWLfPPNNzJt2jSZPXu20UuNiIgIk/tfXFyc2efa7Nmzi5OTkwwdOlRCQkKS1WlWU685sS5dupjcl8+dO6d6dpHW+7iLi4uymkrSWQxaS3zNr1OnjrJd7TVfJH5pNUdHR+nXr5+sXLlSVq1aJf369RMnJydlRuGMGTOMPvdDNm3aJDY2NvLjjz8a7YcxMTEyZ84csbW1lY0bN6pqs17SYj8PCwuTEiVKJKvTlfB8q4Yefc2BgYEf9dKKQUTrFBFpJTY2FhcuXICbm5tRVlyNxCN4unXrlmwEDwD8+eefyJMnT7JRFf/kzZs3uHz5MuLi4uDl5aWM8rRk8+fPx+jRozFgwABMmDABFy9ehKenJwIDAxEUFISDBw9+6iaaNG7cOIwZMwaFCxdG9uzZlQwwED/66MCBA5+wdSmLjY3FxIkTsWDBAvz111+4fv06PD09MWrUKLi7u6Nr166q4r958warVq3C1atXldFvbdu2VT1SasWKFWjdunWykRbv37/HunXr0LFjR1Xx9eTk5ISrV68iX758GDp0KO7fv48VK1bg0qVLqFGjBh49emR2bGtra2WkTWJPnjxBtmzZVI0a19vAgQMRGBiI77//3mgGw6RJk9CxY0fMmDEj1TFjYmLg4OCAkJAQo9HW/1XHjh3DwIEDERYWhqdPn8LZ2dnoXJXAYDDg6dOnqj4r6Yj3bt26Jfs3iIyMhLu7e6qvbUD8SKubN2+aHHFozgjjBCKCvXv3Gp2z6tSpY/J7MkdUVBTCwsIgIihQoIAmo0bfvHmDvn37IigoCACU83i/fv2QK1cuVaPSrays8ODBg2TnlL/++gt58+ZN9UyLpBwcHHDlyhV4eHgYbb916xa8vLzw9u1bs2P/m8+H169fx6FDh0zu32pnWus1WheIH/Xm6+uLFStWICYmBgBgY2ODb775BjNnzkS6dOkQEhICACZH2qckICAAgwcPhpOTk9H2v//+G1OnTlX1nURHR6NHjx4YNWoUPD09zY5jSkxMDBYtWoTmzZsjR44cmsZOC7///jsWLlyIW7duYePGjcidOzdWrlwJDw8PVKlSRXX8Bw8e4P79+yhZsqQyUvLkyZNwcXExe5arnsf99evX0bVrVxw7dsxou2gwM09PsbGxWLlyJRo3bpzsGVMLKV0nHj58iNy5cyM6Olrzz7Rk0dHRqFevHhYuXIhChQppGjsmJgYTJkxAly5dkDdvXk1jJ/X8+XOcPHnS5LVC7XPWgQMHcPbsWcTFxaF06dLKrFc19N4Pf/jhB8yYMQM+Pj6az4j8888/UbNmTVhbW+PGjRsoW7Ysbty4gSxZsuDw4cNmz6bPmTMnpkyZgg4dOpjdtpQkvW9LzGAw4NatW2bH1uM8nnCNSWhf4i7XhL/rfR5/9+7dR88SMUXrfbxFixY4evQoihQpguDgYFSqVAl2dnYm36tFX5Ye1/wEq1evxo8//ohr164BAAoXLoy+ffuibdu2AOLvFw0GgzJj558MHToUU6dOhbOzMzw9PWEwGBAWFobXr19j4MCBZq8cYkpYWBiWL1+OsLAwzJ49G9myZcOuXbuQN2/ej17FIkFa7OcJs+QXL14MT09PnDx5Ek+ePMGgQYMwbdo0VK1a1ezY/wuY0LEgAwYMQPHixdG1a1fExsaievXqOHbsGJycnPDLL7989BJoH9K1a1d069btg8vEiAgiIyM/eimmFy9eIDY2NtlN+9OnT2FjY6N6WqOevLy8MHHiRDRt2hTOzs4IDQ2Fp6cnLl68qEwztUQZM2bEzJkz0alTJ13iP3/+HEuXLsWVK1dgMBjg5eWFLl26GC05ZI6AgAAEBQUhICAA3bt3VxJoGzZswMyZM3H8+HGNfgNt6XGjN3DgwI9+rznJhQTZsmXD7t274e3tDW9vb/j6+qJjx44ICwtDyZIl8fr1a7NjW1lZ4a+//kLWrFmNtl+/fh1ly5ZVlryxRHFxcZg2bRpmz56N+/fvA4h/EOnfvz8GDRpk9nIm+fPnx+bNm1GyZEktm6vQs3MUiD/2N23ahFu3bmHw4MHIlCkTzp49i+zZsyN37txmx03poUArtWvXRrdu3dCiRYsUHw5iYmJw9OhRVK9ePVWxT5w4gbZt2yIiIiLZNGmtHsbevn0Le3t7zRI5eurfvz+OHj2KWbNmoUGDBjh//jw8PT2xfft2jBkzBufOnUt1zO3btwMAmjZtiqCgIKNrTWxsLPbv34+9e/cqD07mKliwIMaMGYP27dsbbV+5ciXGjBmjqkMgpfPhgQMH0Lp1a1XJc0C/6/LixYvx3XffIUuWLMiRI0eyASJnz541O/bYsWMREBCAsmXLKktFJrZlyxazYyf2+vVr3Lp1CyKC/Pnzqx5QpHdyztXVFWfPntU8oQPED+K4cuWK5ksKJ5VwLtTqnPXzzz+jQ4cOaNeuHVauXInLly/D09MT8+bNwy+//IJff/1VVXy9nlVSOu5DQ0NRs2ZNVYMVKleuDBsbGwwbNszk8aPXfYYWUkqeq3H+/HkA8cnZAwcOGP1bxsbGYteuXVi4cCHCw8NTFTc1y5Bu3rw5VbET++qrr1C2bNlkgx6mTp2KkydPYuPGjWbHzpo1K44dO4aCBQuaHSMl6dOnx8WLF81aAvJj7dixA+3atUNUVFSywT9aDPrRkl77YVJ6JjCA+A7ntWvXGiW62rVrB0dHR7NjZs6cGSdPnkT+/PlVtS2tpfSMEhERAS8vL0RFRaU6ZkRExEe9T8tr9d9//50syWLOtU2vffzvv/9GUFAQwsLCMH36dHTv3j3ZwJkE5i5jn9TNmzcRFhaGatWqwdHRUUkwWKITJ05g7dq1uHHjBoD4Z5avv/5aGXiqheDgYDRs2BCVK1fG4cOHceXKFXh6emLKlCk4efIkNm3alKp4abGfZ8mSBQcOHECJEiWQIUMGnDx5EoULF8aBAwcwaNAgs547TXn79u1HJ+A+hojgzJkzCA8Ph8FggIeHB7y9vTXf/1hDx4Js2rRJ6WTYsWMHbt26hatXr2LFihUYMWIEjh49qvozli5d+o/vMRgMqTro2rRpg0aNGiVba33Dhg3Yvn276oew4OBgTJs2TenEKFKkCPz8/DTJxt6+fdvkmpT29vZmXbwTS7pGf1JqOl/t7e1TXGdTrdOnT6N+/fpwdHTE559/DhHBjBkzMGHCBOzZswelS5c2O/aKFSuwaNEi1K5d22gN3BIlSuDq1auq275y5UpldOfx48fh5uaGmTNnwtPTE02aNDE7bkoX/7t375rdmfaxFx+1J/26deuiW7du8Pb2xvXr15VaOpcuXTL74Szh4ddgMKBTp05Go39iY2Nx/vx5VKpUSVW79Tx+gPib9yFDhmDIkCFK4kmL5PPIkSMxfPhwrFq1SvORqf/UOarW+fPnUadOHWTIkAHh4eHo1q0bMmXKhC1btiAiIgIrVqwwO/bt27eTdXhpJTo6Gvny5UP58uVTTOYA8SP3U5vMAYBvv/0WZcuWxc6dOzX93uPi4jBhwgRdZixGRUVh0qRJKSb/1HQEbN26FevXr0eFChWMvgsvLy+EhYWZFbNp06YA4s8p33zzjdHPbG1t4e7ujunTp5vd5gTdunXDgAEDEB0djVq1agGIT5IOGTIEgwYNMitmxowZYTAYYDAYjNZMBuLPh69fv1a95rue1+Xx48djwoQJquoHpWTBggUIDAzUZbRuYunTp0eJEiU0i5fSNT80NFST83qzZs2wdevWVA3s+Fjly5fHuXPndEvorFixAlOnTlU6HAoVKgQ/Pz/V/8bjx4/HggUL0LFjR6xbt07ZXqlSJQQEBKiKDWj/rJLwUG4wGFC7dm2jGl+xsbG4ffs2GjRooKrNISEhOHPmjCY18pJKOG8llTCiuECBAujUqRM6d+5sVvzixYvj1q1bmiZ0SpUqpXznCefvxBwdHTF37txUx1WbFP9YwcHBGDNmTLLtDRo0wLRp01TF7tixI5YuXYpJkyapimNKnTp1cOjQId0GEQLAoEGD0KVLF0ycODHFDl5z9OvXDwUKFEg2m+XHH3/EzZs3zaonodd+mNTt27dVx/gQR0dHdOnS5R+ft1KjW7duWLNmDUaNGqVZTFO0GlCQcA02GAwYPXq00b4XGxuLP/74I1WzexPTe1BFgqioKAwdOhQbNmzAkydPkv3cnAEoeu3jjo6Oyv3w6dOnMXnyZN1q6Dx58gStWrXCwYMHYTAYcOPGDXh6eqJbt25wdXXV5Jni/fv3Jp+x8uXLZ1a8ChUqaJq8MWXYsGEYP348Bg4caFQvq2bNmpg9e3aq46XFfh4bG6sM1MqSJQv+/PNPFC5cGG5ubqoH+um1etDBgwfRtWtXo8GgCUmdZcuWqVrdIykmdCzI48ePlSUSfv31V7Rq1QqFChVC165dU1Us/J9oPcL7jz/+MDmDoEaNGhgxYoTZ7QSAVatWoXPnzmjevDn69esHEcGxY8dQu3ZtBAYGKtMazeXh4YGQkJBkJ6PffvstWZHd1Hr27JnR36Ojo3Hx4kU8f/7c5MUxNfr374+5c+dqul8k8PX1RePGjbF48WLlATUmJkbpCDt8+LDZse/du5esgBwQ37Gpdmp64uXzxo8fr9zAZMyYEbNmzTIroaPnA3taLeenR6HHhIdfEYGzs7PRaC47OztUqFAB3bt3V9VuPY+fpLScRThnzhzcvHkTuXLlgpubW7IlrtSMdte7c3TgwIHo1KkTpkyZYnST17BhQ9XnWjc3N2U5nbCwMGzatEmz5XRsbW2xZcsW3R4gb9y4gU2bNpk8d6kxfvx4BAUFYcqUKUbHS/HixTFz5kxVCZ1u3bohODgYHTp00Dz59+jRI5MzraKiosz+nIR7EQ8PD5w6dQpZsmRR1caUDBkyBE+fPkWvXr2U5dscHBwwdOhQDB8+3KyYs2bNgoigS5cuGDt2rFHnoJ2dHdzd3T84K/pj6Hld1rPw8vv371Un9z9E68RlWiTngPhivePGjcOxY8dQpkyZZNcJNUvp9OrVC4MGDcLdu3dNxlaT+JoxYwZGjRqFPn36oHLlyhARHD16FN9++y0eP36sFB02x7Vr10w+4Lq4uOD58+dmx02g9bNKQhI6JCQE9evXN5oVlnDcqy267uXlpdtKAaNHj8aECRPQsGFDJUl86tQp7Nq1C71798bt27fx3XffISYmxqz7uQkTJmDw4MEYN26cyf3QnPuu27dvQ0SUJVcSDxKxs7NDtmzZzJpdvXz58lT/P+Z4/fq1yUEntra2qme0v3//HkuWLMHevXtRtmzZZN+3mpn+DRs2xPDhw3Hx4kWT/5ZqClInuHfvHvr166dpMgeIn/mXMAM4sUqVKmHSpElmJXT02g8/RIsEhqnvISXm/pu+ffsWixYtwr59+1CiRIlky8Sp2Q8B7QcUJAyuFBFcuHDB6Pi0s7NDyZIlMXjwYFVtPnXqFNauXYvr16/DYDCgYMGCaNu2LcqWLasqboIhQ4bg4MGDmDdvHjp27IiffvoJ9+7dw8KFC81O8KbFPq53P4ivry9sbW0RGRmJIkWKKNtbt24NX19fVQmdGzduoEuXLpothxoZGflR7zM3UZTYhQsXsGbNmmTbs2bNajIh+LH03M+LFSumrAZRvnx5TJkyBXZ2dli0aJHqme4TJkzQ/Fn85s2b+PLLL1G+fHnMnDkTn332GUQEly9fxpw5c/DFF18ov48mNKvGQ6rly5dPdu/eLTExMZI3b17ZsWOHiIhcvHhRVZHuxPQoVufk5CTnz59Ptv38+fPi6Oioqr2fffaZzJgxI9n26dOny2effaYqtojIsmXLJHfu3LJu3TpJly6drF27VsaPH6/8WWuxsbHSs2dPmTx5sqo4TZs2FRcXF/Hw8JAvv/xSmjVrZvRSw8HBQa5cuZJs+6VLl1T/e5YpU0ZWrlwpIvFFGMPCwkQkfr+sUqWKqthFihRRitwnjn3hwgXJnDmzWTH9/f3F399fDAaDDB48WPm7v7+/TJw48R+LGn+s58+fy5MnT5Jtf/Lkibx48UJ1fL34+/trVmD9Y2h1/IiIUsQ5pZe5Eu8jpl5qZMqUSW7evKkqxoe4uLgo8RMfQ+Hh4WJvb68q9qZNm8TR0VG6desm9vb2SuyffvpJGjZsqK7hItKpUyeZPn266jim1KxZU3777TfN4+bPn1/27dsnIsbf95UrV1Rf8zNkyCBHjhxR3UZTqlWrJnPmzBGR/y+mKyLSu3dvqV+/vi6fqbVXr17JyZMn5cKFCyYLmqdWdHS0LF++XO7cuaNB65LT87qsZ+HlIUOGSEBAgC6xRUTatGkjOXPmlCFDhsjMmTNl1qxZRq/UCgwMlOXLl4vBYJDZs2cbFS9ds2bNPxYd/1ju7u4pvtRcf0RMF3hNKCKrtnisu7u7BAUFJdseGBgo7u7uqmJ7enrK3r17RcT4fBgUFCRFihRRFVtEv2eVwMBA+fvvv9U0LUX79++XihUrysGDB+Xx48fy4sULo5cazZs3N3ncL1iwQJo3by4iInPmzJFixYqZFT/p/pfw0mI//LcqW7asjB07Ntn2MWPGSOnSpVXFrlGjRoovc4qXJ6ZH0eikmjVrJuvXr9ckVmL29vZy48aNZNtv3Lih+r42LQQFBUmxYsXE3t5e7O3tpXjx4rJixQqzYqV0XTB1rJpLz/1w+vTp4uTkJEOGDJFt27bJ1q1bxc/PT5ycnEz2FaVGp06ddHne9vPzE4PBIM7OzlKyZEkpUaKEpE+fXqysrGTIkCGafEbevHnl4MGDIiLi7Oys7O8rVqzQ5PlKT3fu3JGffvpJhg4dKr6+vkYvtbJnzy4hISEiYnxPcevWLUmXLp2q2JUqVZJq1arJr7/+KufOnZOQkBCjV2olvU4mvV5aWVmJtbW1qjYnyJ07txw9elREjL+XzZs3i6enp1kx9d7Pd+3aJT///LOIiISFhUmRIkXEYDBIlixZZP/+/api6/Es3rt3b6lVq5bJn8XFxUmtWrWkT58+5jXYBM7QsSCdO3dGq1atlNG0devWBRA/qkyr6fZ6jPAuV64cFi1alGzq5YIFC1CmTBlVsW/duoVGjRol2964cWN8//33qmID8d95TEwMhgwZgjdv3qBt27bInTs3Zs+ejTZt2qiOn5SVlRV8fX1Ro0YNDBkyxOw4rq6uqVrzOTVcXFwQGRmZbJ+7c+eO0ah9c4wZMwYdOnTAvXv3EBcXh82bN+PatWtYsWIFfvnlF1Wx9Vg+b8yYMYiNjYWbmxvq16+PnDlzqmpjSvRetjBp7YUiRYqga9euqpeZGDJkiFFNkYiICGzZsgVeXl6oV6+eqtimaHX8APE1yxKLjo7GuXPnsGvXLvj5+Zkd19RyGlrReykDBwcHk6NEr127pnq5NL2X09FzxHvfvn0xaNAgPHjwwGRhWnNHvOs5YzFjxoy6FKMG4gv1NmjQAJcvX0ZMTAxmz56NS5cu4fjx4wgODlYdX+86UUD8El3lypXTJBYQv5xfr169cOXKFc1iJqbndblAgQIYNWoUTpw4oXnhZb1H6/7222/YuXOnZkvQfvPNN4iJiQEQv8xQnjx5NImblJ5L6egZ+/79+yZnXFWqVEmpRWeunj17on///li2bBkMBgP+/PNPHD9+HIMHD8bo0aNVxQb0e1ZJWCJS66VXACiF22vXrm20XTQoMrx7925Mnjw52fbatWsry09+8cUXyeq9fCy9R19fv34dhw4dMvmdp3Z/KV26NPbv34+MGTP+4/r2amZZjxo1Ci1atEBYWJjRkp9r165VVT8H0Pf7Tvr96sHHxwd+fn64fPmyyeuQuTNGChQogF27dqFPnz5G23/77TdNRkdruR8mpfWMyMTt27dvH4YOHYqJEyeiYsWKMBgMOHbsGEaOHImJEyea3WY998O5c+di/vz56Nixo7KtSZMmKFq0KPz9/VXNENVjll5QUJCymkrPnj2VfTo6Ohrz58/H0KFDUbRoUaPfxxxPnz5VlrZ0cXFR6k1VqVIF3333nbpfAvrt4/v370fjxo3h4eGBa9euoVixYggPD4eIqFpGOEFUVJTJGX+PHz82WireHFovh5rSMvwignXr1mHOnDmqa0MmaNu2LYYOHYqNGzfCYDAgLi4OR48exeDBg83aF9NiP69fv77yZ09PT1y+fBlPnz5NcenY1NDjWfzQoUP44YcfTP7MYDBgwIABZq8KYZJmqSHSxMaNG2XGjBlGozwDAwNl69atmsTXY4T3kSNHxMHBQapWraqMQq9atao4ODjI4cOHVcXOnz+/LFiwINn2BQsWSIECBVTFTurRo0fy119/aRrTlJ07d0qWLFl0/xxz9e3bV/LkySPr1q2TyMhIuXPnjqxdu1by5Mkj/fv3Vx1/165dUq1aNUmXLp04OjpK5cqVZffu3arjFilSRDlOEmfYZ8+erXrkm729vTIKXQ8ZM2aUy5cvJ9t+5coVyZQpk6rYp06dkkyZMknu3LmlWbNm0rRpU8mTJ49kzpxZzpw5oyp23bp1lRGez549k2zZskmePHnEwcFB5s2bpyp2SvQ+fn788Ufp1KmTbvHV6Nevn7i6ukq1atWkT58+mo9m6t69uzRt2lTev3+vzLyIiIgQb29v1ce+o6Oj3L59W0SMj8+wsDBNRkn+G0e86zljceXKlfLVV19JVFSUqjgpOX/+vHTs2FGKFi0qRYoUkXbt2pkc/Z5aeswiTixhlGhKL7WxE2aJak3P67Kex46eo3UT2m7q2qmWo6OjhIeHax73365o0aIyYcKEZNvHjRtn9kyOxL7//ntxdHRUzrMODg4ycuRI1XFF9HtWuX79ulSpUiXFkbVqHDp06IMvNfLmzWtyVPuMGTMkb968IiISGhoq2bNnV/U5eli0aJFYW1tL9uzZpWTJklKqVCnl5e3tnep4/v7+yrVSz1nWIiK//PKLVKpUSZycnCRz5sxSs2ZN1f+W/wv0mgW0dOlScXR0lNGjRyvHzahRo8TJyUkWLVqkqs1a74dJ6TkjsmjRovL7778n23748GFNVkC5ceOG7Nq1S968eSMi8aPS1UppttX169dVP0e8fv1aRo4cKRUrVpT8+fNrsmpDuXLlPjhzaPr06VKuXDlzm6woXry4cg6pW7euDBo0SETi+z9y586tKrae+3i5cuVk1KhRIvL/z0CvXr2Sxo0ba9KH8MUXXyj3DwnPtLGxsdKyZUtp0aKFqthly5Y1efxoae/evVKmTBlxdnaWMWPGyKtXrzSJ+/79e2nbtq1yn2JraytWVlbSvn17iYmJSXW8tNrPRfQ5r+jxLO7s7Kz0eZhy69YtSZ8+vVmxTWFC5z9Gr+Uvzp07J23bthUvLy8pU6aMdO7cWa5fv6467rx588TOzk6+/fZbWbFihaxcuVJ69uwp9vb2JhM9liRpZ+uAAQOkdevWkj59eundu7eq2G/evDHqqAsPD5eZM2dqkhh59+6d9OvXT+zs7JQHU3t7exkwYIAmS9PoRc/l88qWLatMx9SDnssWVqlSRTp16iTR0dHKtujoaPnmm2+katWqqmJnzpxZLl68KCIiixcvlhIlSkhsbKxs2LBB9QOBnsfPh4SFhYmzs7PZ/39MTIxMnTpVypUrJ9mzZ5eMGTMavdTQu3P0xYsXUrlyZXF1dRVra2vJmzev2NraSrVq1VQvraf3cjp6Cg8P/+DLXNu3b5cMGTLIpEmTxMnJSaZOnSrdunUTOzs72bNnj6o2lypVSpydnSV9+vRSrFgx8fb2NnpZqhw5cpi9nMjHGDBggNGrd+/eUrlyZcmQIYP069dPVewNGzaIp6enzJ07V44dOyahoaFGLzX+rddlvemVuNQzOZdAz6VGVqxYIZUqVZKcOXMq56iZM2eqHhy2adMmsba2lvr160tAQICMGzdO6tevLzY2NrJ582bV7RYRiYqKklOnTskff/yhWQdGAj2eVbReeiWtJHTUNWrUSMaNGyfjx4+Xxo0bi42NjSxZskRERKZNmyatWrUy+zMOHz4s7dq1k4oVK8rdu3dFJH7fVNsRli9fPpk0aZKqGP+LTp48KX5+ftK6dWtNl+IWie/w3rlzp8yfP19mz55t9LJ08+bNk9y5cysJIg8PD5OJktTSez/UM4Hh4OBg8rkzNDRUHBwczI77+PFjqVWrlpKIS7jX79KliwwcONDsuCL6DijQevlWkfhn+4Tf35SwsDBxcnIyt8mKGTNmKMfhgQMHxNHRUblXNLftCfTcx9OnT68MMnd1dVX6E0JCQsTNzU11/EuXLknWrFmlQYMGYmdnJ1999ZUUKVJEsmfPrnpwu57LoZ4+fVrq1Kkj9vb20rt3b90Gm4eFhcnGjRtl/fr1qu6D0mI/1/O8osezuMFg+OC/24MHDzRdepYJHQuzb98+GT58uHTt2lU6d+5s9NKC3iO89bB582apXLmyZMqUSTJlyiSVK1fWbMbSgwcPpH379pIzZ06xtrZONsJOjaQdrrVq1ZLWrVvLwoULjTrXzZEWMyOioqLk/PnzEhoaqllniYeHhzx+/DjZ9mfPnqkeCSwS/4CaL18+5aY9T548yoOpGrt375ZSpUrJjh075M8//9T0wi0iUr16dZNrafbq1Uv1SH09ay84OjpKRESEiIi0bNlSGb0YGRmpOraex8+HTJ48WdWN5KhRoyRnzpwydepUcXBwkHHjxknXrl0lc+bM/4oHX5H4G9WpU6fK5MmTlSSMWpMnTxYvLy85ceKEODs7y++//y6rVq2SrFmzyty5czX5DJH4ju+rV6/quo9oSa8Zi3qPMhYR+euvv+TChQuaJi70rhOVkjFjxiijGs2lZ+2SBHpclxOLi4vTZMSbKXfu3FE6dbWiV+JSz+ScSPy9vpOTkxQtWlRsbGykVKlS4urqKhkyZFCdnJ83b55kyZJFxo8fL46OjsqD7/Lly6VGjRqq23769Glp166dlC5dWry9vaVdu3Zy9uxZ1XE7d+4sL1++TLb99evXmj0D6cHJycnkPZZWnj17JtOmTZOuXbtKt27dZMaMGfL8+XNNYh85ckTatGkj3t7eUqpUKWnTpo2ytr5aetbNc3Z2/mAHklZevXql+f2+SPx9yp07dyQiIsLopcbatWvF1tZWfHx8xM7OTr788kspXLiwZMiQQfWs87Nnz0qOHDnExcVFrK2tJWvWrGIwGCRdunSaPLslpVdNqocPH2qaJNZ7P9QzgVG1alWpVauW/Pnnn8q2+/fvS506daRatWpmx+3QoYPUr19f7ty5YzR4a/fu3eLl5aWqzXoOKNCj7qSzs/MHrw1Xr15VNYAwJeHh4fLzzz9rMqBAz308e/bscunSJRER8fLykm3btolIfEJHbY2bBPfv35fRo0eLj4+PNGzYUEaMGGG0z5vLVH04tff7N27ckFatWom1tbV8/fXXun3vY8eONfn88ObNG5M13v5JWuznep5XRLR/FjcYDHLw4MFkzw4Jr/379zOh879K76VGRPQb4R0bGyvXrl2T33//XYKDg41elqxBgwbi5eUl8+bNky1btsjWrVuNXpZKz5kRekopY/3gwQOxs7PT7HO0Xj5P7+Kuei5bmC1bNpMXpV27dkm2bNlUxS5evLjMnj1bIiMjxcXFRSkYffr0aYtcpiOxhOniCa9SpUpJjhw5xNraWhYuXGh2XE9PT/nll19ExHj00ezZs+Xrr7/WpO0i+nSOBgUFmRzt/+7dO01GM+q5nE5UVJR06dJFrK2txdraWrnZ69u3r/zwww+q4+s14v3f6PTp01K0aNEUC+qqodcs4n9y48YN1TPo9JrJlRa0LLycWGxsrIwdO1ZcXFyU62aGDBkkICBAYmNjVcfXK3Gpd3JOz6VGihQposwuSvzge+HCBcmcObOq2HqysrIyed/26NEjs4sBJ+6AT9oxr1VHvZ5Lr+i5ZK7eSpUqpdw3JN4Pz507p/r+sEuXLsqgNq3dunVLvvjiC3FyctL8fl/P5fmKFy8uP/74o4j8//cdFxcn3bt3l9GjR6uKXb16denevbvExMQosSMjI6VatWpKoWq1YmJiJCAgQHLlymV0Dzdy5EhNBubpQc/9UETfBMaNGzekWLFiYmtrK/nz55f8+fOLra2tFC1a1OSsoI+lZyF6Ef0GFOixfGuNGjU++IwzYsQIqV69uqafqTU99/EmTZooyx76+flJgQIFZPz48VK6dGmpXbu2Lp+pFa2XQ/3uu+/Ezs5O6tevL+fOndO+wYmkdK/1+PFjs65DabGf63leiYyMTPFnx48fNytm4mcGvQf6iYjYaFeNh9RasGABAgMD0aFDB90+Q49idSdOnEDbtm0RERFhVCAdgOqinXfu3IHBYFAK0548eRJr1qyBl5cXevTooardAHDkyBH8/vvvKFWqlOpYaenNmzdKIeQ9e/agefPmsLKyQoUKFRAREZHqeM2bN0dgYCBcXFzQvHnzD7538+bNqY6/fft25c+7d+9GhgwZlL/HxsZi//79cHd3T3XcxBYvXowaNWqgYMGCyJIli6pYSeld3LVy5co4fvw4pk6dig0bNsDR0RElSpTA0qVLUbBgQVWxW7duja5du2LatGmoVKkSDAYDjhw5Aj8/P3z99deqYo8ePRpt27aFr68vatWqhYoVKwKI3ye9vb1VxdZb06ZNjf5uZWWFrFmzokaNGqqKHD548ADFixcHEF94/cWLFwCAL7/8EqNGjTI7LhBfoG/8+PGYPn06Xr9+DQBwdnbGoEGDMGLECFhZWamK37lzZzRo0ADZsmUz2v7q1St07txZdeHOCRMmYMSIEbh8+TLi4uLg5eWlWZHH4cOHIzQ0FIcOHUKDBg2U7XXq1MGYMWPMLuwMAPPnz8fo0aMxYMAATJgwQbmmubq6YtasWWjSpIlZcT09PXHq1ClkzpzZaPvz589RunRp3Lp1y+w266lz584oVKgQli5diuzZs6suSJnY27dvsWjRIuzbtw8lSpRIVhh5xowZmn1WYsePH4eDg4OqGG5ubhq1Jp7e1+UEWhdeTmzEiBFYunQpJk2aZBTb398fb9++xYQJE8yODQBjxoxR9f+n5Pbt27rETXDlyhWsXbsWAGBjY4O///4b6dOnR0BAAJo0aaKqkPHt27dNXn/t7e0RFRWV6ngvX76Ei4uL8ucPSXhfauNL/ABDvHr1yug4jI2Nxa+//prsmvSxMmbMiPv37yNbtmxwdXU1ea4SEVXPKpMnT8aQIUMwceJEk8XczflOEvj6+qJx48ZYvHgxbGziH9ljYmLQrVs3DBgwAIcPHzY7dmJ///13suK/atoNANeuXUO1atWSbXdxccHz589VxS5QoABGjRqFEydOmPzO+/XrZ3bsdu3aAQCWLVum+fWtU6dOsLGxwS+//IKcOXNqGjssLAw+Pj4A/v9YNxgMyv352LFjzY4dEhKChQsXwtraGtbW1nj37h08PT0xZcoUfPPNN/94ffoYEyZMQFBQEKZMmYLu3bsr24sXL46ZM2eia9euHx2rdOnS2L9/PzJmzAhvb+8Pfs9nz541u8167ocA0KJFC/zxxx+YOXMmtm7dChGBl5cXTp48qfoZq0CBAjh//jz27t2Lq1evKrHr1Kmjar/UsxA9AJQpUwarVq1SHSepcePGYfTo0QgKCjLZfnMMGjQITZs2xbt37zBo0CBkz54dQPxz4vTp0zFr1ixs2bJFk88KDg7GtGnTcOXKFRgMBhQpUgR+fn6oWrWqqrh67uMzZsxQnmX9/f3x+vVrrF+/HgUKFMDMmTNVtRsAPDw80L59e7Rv3x6FCxdWHS+x6tWraxpvwYIFcHBwwMOHD9GlS5cU36fmfJUg4Z4nqdDQUGTKlCnV8dJiP9fzvFK3bl0cPXo02bP40aNH4ePjY9b9it7PEEkxoWNB3r9/j0qVKqXJZ928eRNhYWGoVq0aHB0dUzy4P8a3336LsmXLYufOnZrfoLZt2xY9evRAhw4d8ODBA9SpUwfFihXDqlWr8ODBA4wePVpV/Lx58yZLQmlp06ZN2LBhAyIjI/H+/Xujn6m9idy6dSuaNWuG3bt3Kx0uDx8+NOshLEOGDMq/m4uLi6b/hsD/d54bDAZ88803Rj+ztbWFu7s7pk+fruozpk+fjp49eyJHjhyoXr06atSogerVq6vqnE+g9YXblFKlSmH16tWax502bRoMBgM6duyImJgYAPHf+XfffYdJkyapiv3VV1+hSpUquH//PkqWLKlsr127Npo1a6YqNqDf8QPo1xGYJ08e3L9/H/ny5UOBAgWwZ88elC5dGqdOnVJ906F352hK14G7d+8aJWHVcHJyQtmyZTWJldjWrVuxfv16VKhQweh38PLyQlhYmKrYc+fOxeLFi9G0aVOjY6Zs2bIYPHiw2XHDw8NNdiK+e/cO9+7dMzsuEJ+g/NB5XM1Ai9u3b2Pz5s0oUKCA2TFScv78eWWAxcWLF41+psV1KWnHk4jg/v37OH36tOqEKxDfqTZr1iyjh+r+/fsjf/78qY6l93U5wdy5czF//nyjhG2TJk1QtGhR+Pv7q0roBAUFYcmSJWjcuLGyrWTJksidOzd69eql+pylF62Tc0mlS5cO7969AwDkypULYWFhKFq0KID4B1Q1PDw8EBISkux3+O233+Dl5ZXqeHonRRJiGgwGFCpUKNnPDQaD2Z3RBw4cUDoo9BqYU6dOHQDx9z2JqU0UAcDp06eNkjlAfAJwyJAhqq+jb968wZAhQ7BhwwY8efIk2c/VtBsAcubMiZs3byYbrHXkyBF4enqqir1o0SKkT58ewcHBCA4ONvqZwWBQ1cl4/vx5nDlzRvMOQCA+MXLmzBlNnkuSypQpE169egUAyJ07Ny5evIjixYvj+fPnePPmjarYtra2ynGfPXt2REZGokiRIsiQIQMiIyNVtx0AVqxYgUWLFqF27dr49ttvle0lSpTA1atXUxWrSZMmyv12kyZNdLt26rkfJtArgQHEt7FevXqoV6+eZjGrVauGFStWYNy4ccpnxMXFYerUqahZs6aq2GfPnoWtra0yaG7btm1Yvnw5vLy84O/vDzs7O7NjT58+HWFhYciePTvc3d2TJS7Meeb88ssvMXPmTAwePBjTp09XnqNevHgBa2trTJ06FV9++aXZbU6watUqdO7cGc2bN0e/fv0gIjh27Bhq166NwMBAtG3b1uzYeu3jsbGxuHPnDkqUKAEg/tlw3rx5ZrfTlL59+2Lt2rWYMGECvL290aFDB7Ru3Ro5c+Y0K9758+dRrFgxWFlZ4fz58x98b8Lv9bH06pNILGPGjEb3WonPi7GxsXj9+rXRufdjpcV+rud5pWrVqqhXrx4OHTqkDJY/fPgwGjVqBH9/f7Ni6v0MkRQTOhakW7duWLNmjSadCil58uQJWrVqhYMHD8JgMODGjRvw9PREt27d4Orqalan+o0bN7Bp0yZdOncuXryIzz//HACwYcMGFC9eHEePHsWePXvw7bffqk7ozJo1C8OGDcPChQtVzxBJas6cORgxYgS++eYbbNu2DZ07d0ZYWBhOnTqF3r17q4qdeGZE7dq1Vc+MWL58ufLnwMBAVW0zJS4uDkB8R8OpU6c0n0EDAFevXsWDBw9w8OBBBAcHY+bMmejVq5cy62LdunWq4v/+++9YuHAhbt26hY0bNyJ37txYuXIlPDw8UKVKlVTH03vUawI7OzvMnj0bP/zwA8LCwiAiKFCgAGxtbZXEgxo5cuTA69evsXfvXiVBXK5cOdUPUHoeP0lpOTq1WbNm2L9/P8qXL4/+/fvj66+/xtKlSxEZGamqYxTQr3M0YQSjwWBA7dq1jTqPYmNjcfv2baNZL+aIiorCpEmTsH//fjx8+FA5JyRQOxvl0aNHJkdxJ4xSVUPrEe9pMWMx6Wio6OhonDt3DkFBQapG6gLxHZehoaG6XPP1ng2ZNDFpZWWFwoULIyAgQHWnxu7du9G4cWOUKlVKSbgeO3YMRYsWxY4dO1C3bt1UxdP7upzg/v37JgcTVapUCffv31cV++nTpyY7Lz/77DM8ffrUrJiZMmXC9evXkSVLFuUB9UOfb66VK1diwYIFuH37No4fPw43NzfMmjULHh4eZs/KS1ChQgUcPXoUXl5e8PHxwaBBg3DhwgVs3rwZFSpUUBXbz88PvXv3xtu3byEiOHnyJNauXYsffvgBS5YsSXU8vZMiBw8ehIigVq1a+Pnnn41GiNrZ2cHNzQ25cuUyK3biwTgeHh7Imzdvsv1FRHDnzh3zGg99z1kuLi6IjIxMdgzduXNH6Xgwl5+fHw4ePIh58+ahY8eO+Omnn3Dv3j0sXLhQ9WAfAOjZsyf69++PZcuWwWAw4M8//8Tx48cxePBg1c9ueo5+LVeuHO7cuaNLQsfLy0t1wjYlVatWxd69e1G8eHG0atUK/fv3x4EDB7B3795kycbU8vb2xunTp1GoUCHUrFkTo0ePxuPHj7Fy5Uqlc12te/fumbyniIuLS3Z//k8Sd46a2yH3MfTYD/V8NpwzZw569OgBBwcHzJkz54PvNbejfurUqahRowZOnz6N9+/fY8iQIbh06RKePn2Ko0ePmhUzQc+ePTFs2DAUL14ct27dQuvWrdG8eXNs3LgRb968waxZs8yOnXTVBq307dsXzZo1w8aNG3Hjxg0AQKFChdCiRQvkzZtXk8+YMGECpkyZYvSM2b9/f8yYMQPjxo1TldDR61xrbW2N+vXr48qVK8iYMaMunzFw4EAMHDgQ169fx+rVqzF//nz4+fmhZs2aaN++fapXnShVqhQePHiAbNmyoVSpUjAYDCYHhZszkCMtEjqzZs2CiKBLly4YO3as0fOQnZ0d3N3dlf7E1NJ7P9fzvLJo0SK0bNkSPj4+2LNnD44fP47GjRtj/Pjx6N+/v1kxU5o9nSFDBhQoUADp0qVT0+TkNFu8jVTr16+fuLq6SrVq1aRPnz7i6+tr9NKCHkWlatasKb/99psm7UsqXbp0cvv2bRERadSokUyaNElERCIiIsTBwcGsmK6urpIxY0blZWdnJ1ZWVpI+fXqj7WrX0y9cuLCsWbNGRIzXexw1apT07t1bVWyR+EJvZ8+eNVqH/o8//lBdnLVmzZry7NmzZNtfvHihulhvWnn9+rXs2rVLOnXqJDY2Nmavv55Aj+KuidcwNVVYT481NhMLCQlRHfvx48dSq1YtpZ0J30uXLl1k4MCBqmLrffy8fv1aevfuLVmzZjX53Wvl+PHjMn36dKXYoxr29vZy7dq1ZNuvXr1q9vlQ5P/rUBgMBhk8eLBRDYqJEyfKmjVr5N27d2qaLm3atJGcOXPKkCFDZObMmTJr1iyjl1rVqlWTOXPmiEj8/nLr1i0REendu7fUr19fVewiRYootXIS74uzZ8+W0qVLpzqeqTV1E152dnZSqFAh2bFjh6o2p2T16tXSuHFjVTEePXokX3zxhfj7+8umTZtk27ZtRi8t3LhxQ3bt2iVv3rwREZG4uDhN4uqpVKlSMnTo0GTbhw4dKt7e3qpi63ld1rPw8ueffy59+/ZNtr1Pnz5Svnx5s2IGBgYqtb6WL18ugYGBKb7MNW/ePMmSJYuMHz9eHB0dlWN++fLlUqNGDbPjJggLC5PQ0FARia//9d1330nx4sWlWbNmmtRbWrRokeTLl085r+TJk0eTOhQREREmj8W4uDjVRd3Dw8N1Pc61Xjc+LfTt21fy5Mkj69atk8jISLlz546sXbtW8uTJI/3791cVO2/evHLw4EERiS9qnFA3Y8WKFWbf1yalZ908kfj6flevXpXo6GjNYt68eVPq1KkjgYGBcvr06WTFjNXYv3+/VKxYUQ4ePCiPHz/WrI6TiMiTJ0/k3r17IhJfu2zy5MnSqFEj8fX1ladPn6qKferUKTlw4ICIiDx8+FAaNmwozs7O4u3trUnhdRGRMmXKyMqVK0XE+D7L399fqlSpYnbcTp06yb59+3Q9t2i5H+r5bOju7i6PHz9W/pzSy8PDQ9XvoFchehcXF6Uu6aRJk6RevXoiEl+HNk+ePKrj/1vZ2dmZrHt048YNsbe3/wQt+jhly5aVffv2pelnHj9+XEqVKmXW8ZP4HuXfXDPz0KFD8v79+0/djFTT67wiIvL+/XupW7euVKpUSdKnTy9z585VFe9Dz/k2NjbSt29fTf8NDCI6rjdFqfKhKWMGgwEHDhxQ/Rk5cuTA7t27UbJkSTg7OyM0NBSenp64ffs2ihcvrqxlmRpbtmzByJEj4efnZ3J9zdROO0ysfPnyqFmzJnx8fFCvXj2cOHECJUuWxIkTJ/DVV1/h7t27qY4ZFBT00e9NujxYajg5OeHKlStwc3NDtmzZsHfvXpQsWRI3btxAhQoVTC5xYAmsrKyUEQiJPXz4ELlz5071SKnEAgICPvhzNaP2fvvtNwQHB+PQoUMIDQ1F0aJFUa1aNdSoUQNVq1ZVNQLE29sbvr6+6Nixo9FxExISggYNGuDBgwepjhkcHIzKlSvDxsYm2TTmpPRY8i00NBSlS5dWtaxGx44d8fDhQyxZsgRFihRRvpc9e/bA19cXly5dMju23sdP7969cfDgQQQEBJgcnZqwjrolKV++PMqXL59sZF3fvn1x6tQpnDhxQlX8oKAgtG7dWnUtEVNcXV2xc+dOVK5cWfPYAHDs2DE0aNAA7dq1Q2BgIHr27IlLly7h+PHjCA4ORpkyZcyOvXz5cowaNQrTp09H165dsWTJEoSFhSkj3tu0aWNWXA8PD5w+fTrZur16CgsLQ4kSJcyaWZRg+/bt6NChg7K8S2JqlxhKaRZx165dzZ5FnFYcHBxw4cKFZHXPrl+/jhIlSuDt27dmx9bzuvzzzz+jdevWqFOnDipXrqzUWdu/fz82bNigavnM4OBg+Pj4IF++fKhYsSIMBgOOHTuGO3fu4Ndff1W9vrtevLy8MHHiRDRt2tTomn/x4kXUqFFDt1H2Wnv8+DHi4uLMrkGTlLW1tbL8WmJPnjxBtmzZVB37/1QPxlQ9ltSwsrLCX3/9haxZsxptj4iIgJeXl6pzIhC/hJmp5WHVPAO9f/8efn5+WLBggcklc9Us45o+fXpcunQJbm5uyJMnDzZv3ozPP/9c1fOgKW/evNG8bt6bN2/Qt29f5Xnu+vXr8PT0RL9+/ZArVy5VNfMS6sKGh4cr2xJGYqu9viXUOTQ1S0xtbD2MHj0aw4YNU2oXPHv2TLfR9Dt27ECHDh0wfPhwBAQEYOzYsbh27RpWrFiBX375JdUzXBM0btwYe/bsQebMmdGmTRt06NBBs7q5euyHn/rZ0JK5uLjgzJkzKFiwIOrWrYsvv/wS/fv3R2RkJAoXLoy///5bVfznz59j06ZNCAsLg5+fHzJlyoSzZ88ie/bsyJ07d6rjJZ6N/yGJV10wR4ECBeDn54eePXsabV+4cCGmTZumzJj4WAMHDsS4ceOQLl06DBw48IPvVVPXcs+ePRg6dCjGjRuHMmXKJJu1oLaOW2IJNbjXr1+PFy9eoFGjRli/fr1m8dX6p1pfCbSooQPEz3y8efOmyRUzUnuvdfPmTbx48cLoOXv//v0YP348oqKi0LRpU3z//fdmtzU6Ohr16tXDwoULTS7Law5TS+a9evUKX3/9NXx8fIzqWJpzD5dQPzmp58+f4+TJk/Dz80OPHj1UfS+Jcck1C6L3UiOAPkWlWrRoAQBGRby0uvmdPHkymjVrhqlTp+Kbb75R6nRs375dWYottdQkaVIjR44cePLkCdzc3ODm5qYko27fvm1W3R69CyQnPrldvnzZKEkRGxuLXbt2mXVDk5ipZYBu374NGxsb5M+fX1VCx8fHB1mzZsWgQYOSLWOklh7FXRPfiP9bb8r37NmD3bt3I0+ePEbbCxYsiIiICFWxtT5+ktqxYwdWrFiBGjVqoEuXLqhatSoKFCgANzc3rF69OlUJnY+9aQfU3bhPmTIFPj4+2Ldvn8nOUbX0PDdmzJjRrGKLH6tSpUo4evQopk2bhvz58yu1i44fP656SZDOnTsjJiYGQ4YMwZs3b9C2bVvkzp0bs2fPNjuZEx0dDXd3dzx58iTNEjp///035s6dm+x4Ta1+/fqhQ4cOGDVqlFL8Uiu+vr6wtbVV1uhP0Lp1a/j6+pqV0PmnZbkSU7NEV9asWRESEpIsoRMSEmJ2h3paXJf1LLxcvXp1XL9+HT/99JNSeLl58+bo1auX2ctoJaZXgkHrZRbT0tixY9G+fXvkz59f8+VtJYU6a69fv1Y9EKBGjRrJtiVd490cCR1SBoMBo0aNMnoGio2NxR9//KGqg/fRo0fo3LkzfvvtN5M/V/MMlNKSuVoU7fb09ER4eDjc3Nzg5eWFDRs24PPPP8eOHTvg6uqqOn5QUBC++uorpEuXTvO6ecOHD0doaCgOHTpktBxsnTp1MGbMGFUJnS5dusDb2xtr165F9uzZNa2/ovVz/j8tyZWYOZ2jEyZMQJ8+fZT9zc3NDSEhIaprIJmS0ME6ceJEGAwGjB49GqVLlzZrudLEtm/fjufPn2PDhg1Ys2YNZs2ahcKFC6N9+/Zo27atquVt9dgP02KZSL29ffsW58+fN9lZrOYZqGzZshg/fjzq1KmD4OBgzJ8/H0D89Vrtvej58+dRp04dZMiQAeHh4ejevTsyZcqELVu2ICIiAitWrEh1zI9Zxk2LRO6gQYPQr18/hISEoFKlSsqgnMDAQMyePTvV8c6dO6cMEjp37lyK71N7bkw4Zho3bmwUS6sEd8JSa2vWrEF4eDhq1qyJSZMmoXnz5mYtWarns76etb6SShi0EBERkaw/xZzv3c/PD8WKFVMSOrdv30ajRo1QtWpVlChRAj/88AOcnJwwYMAAs9pra2uLixcvavr9mFoyL+HvCxcuxKJFi1Tthyn1QWbIkAFubm6ws7PD999/z4TO/7q7d+/CYDCoflBPSo+iUnqtryki8PDwQEREBGJjY41GBfXo0UOTBxo9RxvWqlULO3bsQOnSpdG1a1f4+vpi06ZNOH369D8mZExJXCBZy2RFgoSTm8FgQK1atZL93NHREXPnzlX1GaZuDF6+fIlOnTqpGgUMxI8SOXz4MKZOnYoZM2agevXqqFGjBmrUqGHUMWgOPYu7JkjI2pu6AU7tOq9pRY8EcQKtj5+knj59Cg8PDwDxD7oJHblVqlQxGpnxMT527WW1N6h6d47GxsZi5syZ2LBhg8mRxmo6u8eNG4fRo0cjKChIk3O3KcWLF0/VDMzU6N69O7p3767ZiHc9blATS5rEEBG8evUKTk5OqgvsPnnyBL6+vponcwB9ksSJ11V/8uQJxo8fj/r16ytrRR8/fhy7d+9WXb+we/fu6NGjB27dumX0UD158mQMGjTIrJhpcV0G9C28nCtXLrPre/2TlJL77969U1Ug2cPDAyEhIckKm/7222/w8vIyK2ZaJRZ//vlnBAQEoFy5cmjfvj1at26dbFZKaumdFAHiR/8nllD3a9SoUar2n4T7ThHBhQsXjPYLOzs7lCxZEoMHDzY7/oABA/Ds2TOcOHECNWvWxJYtW/DXX39h/Pjxms0odHJy0qxWSYLOnTsjNDQU1atXx/Dhw+Hj44O5c+ciJiZG1ajrBIMHD0avXr3QqFEjtG/fHg0aNDCqz6fG1q1bsX79elSoUMHomPLy8kJYWJiq2BEREdi+fbsuNeK0Hrzl6ur6j+cUNZ1SSc+vei/qUr9+fdSvX1/zuK6urujRowd69OiBu3fvYu3atVi2bBlGjx6tzHwzh577IRB/HTLVR5Hw/KLmeeKrr75C2bJlkyWdpk6dipMnT2Ljxo1mxd21axc6duxochar2megWbNmoV27dti6dStGjBihHKObNm0yWQcwNQYOHIhOnTphypQpRp39DRs2NLsGTdJneb189913yJEjB6ZPn44NGzYAAIoUKYL169ebVe8vceJZz8Hmeg9k/+yzz1C2bFn07t0bbdq0QY4cOVTF0/NZ/2NqfaUmgf8h3377LcqWLYudO3ciZ86cqp9DT58+jSFDhih/X716NQoVKoTdu3cDiJ/hMnfuXLMTOkB8P9jSpUs1qe8H6FuH72OULFlS9cDnxJjQsSBxcXHKA0DCVHdnZ2cMGjQII0aMUKZqq6FHUamkD7xaEREULFgQly5dSjbiVW3B6MSfYYrazgAgvshWwsX822+/RaZMmXDkyBE0atQI3377barjJS6QnPjPWkmY+eDp6YmTJ08adQDY2dkhW7ZssLa21vxzXVxcEBAQgC+//BIdOnQwO86AAQOUi8WFCxcQHByMffv2oX///sicObOq4s56FncF4meLtGvXDlFRUXB2dja6uBoMBrMSOqamkyZ27dq1VMdMSo8EcQKtj5+ktBydmlY37YC+naNjx47FkiVLMHDgQIwaNQojRoxAeHg4tm7datZ+nnQK+c2bN5E9e3a4u7snW5pTi2nksbGx2LJlC65cuQKDwYAiRYqgSZMmmnUiAdB0xLvWN6iJJS0Oa2VlhaxZs6J8+fKql0xp3rw5Dh48iPz586uKY4oeSeLEM89atGiBgIAA9OnTR9nWr18//Pjjj9i3b59RUdnUGjVqFJydnTF9+nQMHz4cQPzx6u/vb3aBYb2uy3oWXj5//jyKFSsGKyurf7wOmbscVcKykwaDAUuWLDFaxik2NhaHDx9OVkg+Nfz8/NC7d2+8ffsWIoKTJ09i7dq1yjKL5lBTsDk1zp8/j0uXLmH16tWYMWMGBg4ciDp16qB9+/Zo2rSpWQl1vZMigOmBSnXr1oW9vT18fX1x5swZs+ImdBp17twZs2fP1nQZFwA4cOAAtm3bhnLlysHKygpubm6oW7cuXFxc8MMPP8DHxydV8fSejZ8g8bmuZs2auHr1Kk6fPo38+fMrqyGocf/+fezatQtr165FmzZt4OjoiJYtW6J9+/aqO18fPXpkclBFVFSU6s6pWrVqITQ0VJeEDgD8/vvvWLhwIW7duoWNGzcid+7cWLlyJTw8PFClSpVUxUqLlT0+hdevXye7r9biuI2Ojsbp06fxxx9/IDw8XPWgFD33Q0DfGZHBwcEmC7E3aNAA06ZNMztunz590LJlS4wePVrTQT+xsbF49uwZgoODk832nzp1qur+iVOnTmHhwoXJtufOndusZdXTWrNmzVQPjE1req9OcvXqVc2W6AL0fdafNm3aB++hXr58qZSeUOvGjRvYtGmTZte4x48fGw3CO3jwIBo1aqT8vUaNGmYPakvw/v17LFmyBHv37kXZsmWTLc+X2kEoevVdf6w///xTs6WQASZ0LMqIESOUzp3KlStDRHD06FH4+/vj7du3mnTieXl54fz585g/fz6sra0RFRWF5s2bo3fv3siZM6eq2JcvXzY5qtvc6bVWVlYoWLAgnjx5kiyho5benQFAfPsTJ+FatWqFVq1aqYqpp4STW1p2Tid4/vx5iutNpta5c+dw6NAhHDx4EL///jvi4uJULzE0ZMgQvHjxAjVr1sTbt29RrVo12NvbY/DgwUYdg+YaNGgQunTpgokTJ2o2e8HUdNIEiZdEVEOPBHECvY8fvUenaiUtOkcTrF69GosXL4aPjw/Gjh2Lr7/+Gvnz50eJEiVw4sSJVHdKf+xoJi1cvHgRTZo0wYMHD1C4cGEA8dPts2bNiu3bt6sa3fzkyROMHj0aBw8eNDmDztzR9FrfoCam5/J5hQoVwvDhw3HkyBGTdfPMTV4A+iaJAWD37t2YPHlysu3169dXtUwPEN9WX19f+Pr6KvWFzFnWITG9rssZM2ZURv6mNMrb3JHdpUqVUur9/NN1yNzRujNnzlTauGDBAqPOHDs7O7i7u2PBggVmxQb0WWYxrZb7BYCiRYti4sSJmDhxIo4ePYo1a9ZgwIAB+Pbbb80a5al3UuRDsmbNqskAlKQDoV6+fIkDBw7gs88+U3W/HxUVpTyYZ8qUCY8ePUKhQoVQvHhxswYqJJ6N7+LikmbLsOTLlw/58uXTLJ6NjQ2+/PJLfPnll3jz5g22bNmCNWvWoGbNmsiTJ4+qGQzlypXDzp070bdvXwD/v/TP4sWLlZmX5mrUqBF8fX1x4cIFk9c3NUtG/fzzz+jQoQPatWuHs2fP4t27dwDi1+6fOHFiqpfO1btD1GAw4NWrV3BwcFCuB69fv052DtHifHD79m306dMHhw4dMqo3p8XySwcPHsSaNWvw888/IzY2Fs2bN8eOHTtMznpNDb32w7SYEfn69WuTA1dtbW1VzQR4+PAhBg4cqPkMbmtra9SvXx9XrlxJltDRou6ng4ODyd/72rVrZs9w1bu2SFo5deoUNm7caLKPT82gguXLlyN9+vRo2bKl0faNGzfizZs3qu+ZtEzm6G3UqFHInDkzOnfunOxnr169Qv369TWboVO+fHncvHlTs4ROpkyZcP/+feTNmxdxcXE4ffq00YCR9+/fq57defHiRZQuXRpA/LN9YlrdI2ndj52Shw8fYuTIkaqvP4kZRO/5s/TRcuXKhQULFiTbcbZt24ZevXrh3r17n6hlH3br1i00a9YMFy5cMHpwTzjA1NyE7dy5E5MmTcL8+fNRrFgxTdoLQFlqKSIiAnny5DHZGRAQEIDy5cub/Rm7du1C+vTplRFXP/30ExYvXgwvLy/89NNPqR4l/bEF0wBtRrvrcWJLWsxdRHD//n2sXLkS1apVw9q1a82O3bhxYxw5cgQvX75EqVKllOXWqlWrplnngx7FXQEgXbp0uHDhgqbrUn/sVE61oxQePHiA+fPn48yZM4iLi0Pp0qU1SRBrffz8k8jISE1GpybdxxMYDAY4ODigQIECqFat2kePJktcDN3KykqXztEE6dKlw5UrV5AvXz7kzJkTO3fuROnSpXHr1i14e3ublXQ9fPgwKlWqpOksGVMqVKiAbNmyISgoSNk3nj17hk6dOuHhw4c4fvy42bEbNmyIsLAwdO3a1eSa+uY+dHwoQWEwGHDgwAGz4iZ4/vw5li5dqsxY8vLyQpcuXVQv2Zlw/TTFYDDg1q1bZse+fPkyatSogTJlyuDAgQNo3LixUZJY7awgNzc39OnTB35+fkbbp06dih9//FGTKfAPHz7EtWvXYDAYULhwYdXLXSWm1XVZz8LLERERyJcvHwwGwz9+n2qvPzVr1sTmzZt1K9QNQLNlFhNL6cHcYDDA3t5e9QzxxEJCQrBq1SqsW7cOT548UV04Wi9JBywk3B9OmjQJ0dHRqgeJtGrVCtWqVUOfPn3w999/o2TJkggPD4eIYN26dUo90NQqV66csoxj06ZNlZk5c+bMUQpsW6qTJ0/i0KFDJgcqaD2w5fHjx1i3bh0WLFiAK1euqLpfOXbsGBo0aIB27dohMDAQPXv2xKVLl3D8+HEEBwcbdaCm1odWw1B7n+Xt7Q1fX1907NgRzs7OCA0NhaenJ0JCQtCgQQNVMwFSGvCTcO+ZL1++VM9yTbjnTJB0IJhWtS4AKLO2+vfvb/I+y9zkVZ48efDkyRPUr18f7dq1Q6NGjTRJAAD67YcJ94bBwcGoWLFishmR7u7uGDx4sKrBruXKlUOjRo2Szb739/fHjh07zJ4R2aVLF1SuXBldu3Y1u20pKVeuHCZNmoTatWtrHrtHjx549OgRNmzYgEyZMuH8+fOwtrZG06ZNUa1aNbNm2DZr1gzFihVTBijdvn0bRYsWRdWqVfHZZ59h2bJlGDdunNlLUX3sMq5qlnBdt24dOnbsiHr16mHv3r2oV68ebty4gQcPHqBZs2aqVowpXLgwFixYkOxZKDg4GD169DBrIEemTJlw/fp1ZMmS5R+/HzXfCxCfnJs5c6byjPXZZ59hwIABqFOnTqpjbdq0CR06dMDatWuNBkO+fv0a9erVw5MnT3D48GGzE6WJrw9hYWEYOXIk/Pz8TA5aSO3g0LZt2+LVq1eYN28eNm7ciDFjxuDBgwfKIMWEZYBDQ0PNarve9OjHTqnP9sWLF7h79y6KFCmCPXv2aPZcwYSOBXFwcMD58+eTZZSvXbuGUqVKafIQpkc2vFGjRrC2tsbixYuVZUGePHmCQYMGYdq0aahatarZ7c2YMSPevHmDmJgY2NnZwdHR0ejnak/GCZ0BMTExsLKy0rQ4dfHixTF58mR88cUXuHDhAsqWLYtBgwbhwIEDKFKkSKovgmPHjv3o95qaRv2x9EzQJe0ITFgGqFatWhg+fLiq0cyDBw/WPIFjyp07d2AwGFTP+kmsefPmaNOmjUXP4EoqOjoa9erVw8KFC3UZBaP18ZOYnm338PDAo0eP8ObNG2TMmBEigufPn8PJyQnp06fHw4cP4enpiYMHDyJv3rz/GC8tO0cLFy6MFStWoHz58qhatSp8fHwwbNgwrF+/Hn379sXDhw9THTOlOmVac3R0xOnTp1G0aFGj7RcvXkS5cuVUXT+dnZ1x5MgRTZahSSunT59G/fr14ejoiM8//xwigtOnT+Pvv//Gnj17lJFOlkivJDEABAYGomvXrmjQoIEygvbEiRPYtWsXlixZgk6dOpkd++XLl+jduzfWrl2rdI5aW1ujdevW+Omnn1Ql0vS8LkdGRn6w8LKaUfspJXRjYmJw7NgxVKtWzezYaUGv5FzSjtKk8uTJg06dOmHMmDFmLbd8+/ZtrFmzBqtXr8b169dRrVo1tG3bFi1btlSd0NVrtG5KAxYqVKiAZcuWqZ41nyNHDuzevRslS5bEmjVrMGbMGISGhiIoKAiLFi36YPHnD1m9ejWio6PRqVMnnDt3DvXr18eTJ09gZ2eHwMBAtG7d2uw216pVC5s3b062DOzLly/RtGlTVUn/iRMnYuTIkShcuHCyDnQtBhQAUGbmrF69Gvv27UPevHnx9ddfo127dqprW164cAHTpk0zuk4MHTpU81pDWnJycsLly5fh7u5ulNC5desWvLy8jGampNY/nVNsbW3RunVrLFy48KMTGv+U7E+gxUyh9OnT48yZM8oMa60sWrQIX331VbJZHVrRcz/Uc0bk9u3b0aJFC7Rt21YZKb5//36sXbsWGzduNHuG/Zs3b9CyZUtkzZpV8xnce/bswdChQzFu3DiUKVMm2ax2Nd/Ty5cv8cUXX+DSpUt49eoVcuXKhQcPHqBixYr49ddfk33Wx8ibNy82bNig3GuOHz8emzZtQkhICABg6dKlmDt3rvL31EpcM1RE8N133yEgICDZ85aamS4lSpRAz5490bt3b+Wc5eHhgZ49eyJnzpyp6ptKysHBAVevXk1WRiE8PBxFihQx67ktKCgIbdq0gb29PQIDAz94TlTzvfz444/w9fXFV199ZfQssWnTJsyYMcOs1VuWLFmCfv36YefOnahZsyZev36NBg0a4OHDhwgODlb1DPShAaGA8cotqX2euH37NurWrYvbt2/DysoKc+bMMapF3LRpU3h4eCgz6y2NHv3YKR0XLi4u+Oyzz1CvXj1ty1gIWYzPP/9c+vbtm2x7nz59pHz58pp8RqFCheTAgQPJth86dEgKFSpkVszMmTNLaGioiIi4uLjI1atXRURk//79UqpUKfMbKyKBgYEffKnx7Nkz+e677yRz5sxiZWUlVlZWkjlzZundu7c8e/ZMVWwRkXTp0snt27dFRGTMmDHSokULERE5c+aMZM+eXXV8vXz55ZfSpEkTefjwoaRPn14uX74sv//+u3z++edy+PDhT928TyI6OlpGjhwpLi4uyr7i4uIiI0aMkPfv35sVc9u2bcpryZIlki9fPhkzZoxs2rTJ6Gfbtm3T+LfRTpYsWeT69eu6xNb7+NGr7WvWrJEaNWrIzZs3lW03btyQWrVqybp16+TOnTtSuXJl5fdJjeDgYImOjk62PTo6WoKDg1W1W0Rk6NChMmHCBBER2bhxo9jY2EiBAgXEzs5Ohg4dalZMg8Egf/31l+q2/ZOSJUvK/v37k23fv3+/FCtWTFXssmXLyvHjx1XF+Cd37tyRu3fvahavSpUq0qlTJ6P9JTo6Wr755hupWrWqZp/zb3TixAlp27ateHt7S6lSpaRt27Zy4sQJ1XFbtmwpBQsWlF27dsmLFy/k5cuXsmvXLilcuLC0bNlSVWw9r8tWVlYmj9HHjx+LlZWVxcX29fWV169fK3/+0MtcL168kPbt24u1tbUYDAYxGAxiY2Mj7dq1k+fPn5sdN0FQUJDkyZNHRo4cKdu3b5dt27bJyJEjJW/evLJw4UIZP368uLq6Kufj1KhQoYJYWVlJyZIlZcqUKZqeV9auXSu2trbi4+MjdnZ28uWXX0rhwoUlQ4YM0qlTJ1Wxw8PDjV6RkZHy999/a9RyEQcHB4mMjBQRkQ4dOijXtIiICEmXLp1mnxMVFSVnzpyRR48eqY6V0vXzr7/+EhsbG1Wxs2XLJsuXL1cV40PatGkj6dKlk6xZs0qvXr3k6NGjun3Wv4Wnp6fs3btXRETSp08vYWFhIhJ/PihSpIiq2Fu3bpXChQvLkiVL5Pz58xIaGipLliyRIkWKyLp162TVqlWSJ08eGTRokOrfQw81atRQvhutREdHi7W1tVy4cEHTuP8rfvnlF6lUqZI4OTlJ5syZpWbNmnLo0CFVMRcvXizW1taSPn16cXNzE3d3d+Xl4eGhKnbCtdhgMCjP4lZWVsrftbB//36ZOnWqTJ48WfX+mPiaIyJSq1YtGTlypPL3mzdvSoYMGVR9RmKJzylacXJyUp7FM2fOLOfPnxcRkcuXL0uOHDlUxc6bN6/JPo6tW7dK7ty5VcXWW65cuWTu3LnJtv/444+SM2dOs+NOnjxZXFxc5ODBg1KlShXJnz+/JvdwSe+vPvQyx/v37yUkJETu3buX7GchISHy+PFjVe1//fq1jBw5UipWrCj58+cXDw8Po5caevRjp9RfoxfW0LEgU6ZMgY+PD/bt24eKFSvCYDDg2LFjuHPnTqrX1U1JRESEyeVS3NzcEBkZaVbM2NhYZempLFmy4M8//0ThwoXh5uamet1rvdYcf/r0KSpWrIh79+4pI8VEBFeuXEFgYCD279+PY8eOqVrGw87ODm/evAEA7Nu3TylsnylTJs3WwdTD8ePHceDAAWTNmlWpY1KlShX88MMP6Nevn9mjGJPSY6ZLcHAwpk2bZlQU3c/PT9UsMSC+yOOWLVswZcoUZSTG8ePH4e/vj8ePH5u1Vr+p0U8BAQHJtmm1nIEe9Czqrvfxo1fbR44ciZ9//tloaagCBQpg2rRpaNGiBW7duoUpU6aYtbxLzZo1Tc52SajvpHY/SfxdfPXVV8ibNy+OHj2KAgUKqFpqUa8aAIn3g4kTJ6Jfv37w9/dHhQoVAMSPlgoICDBZMyU15s2bh2HDhmH06NEoVqxYshGH5o4KjIuLw/jx4zF9+nS8fv0aQPxsoEGDBmHEiBFmjcxPcPr0aSxevNhoZoSNjQ2GDBmCsmXLmh03wd27d7F9+3aTo/RTu1TPP9WGSkxtnSggfv3o1atXq46T1M6dO7F7926jwtb169fH4sWL0aBBA1Wx9bwui46Fl1OK/eTJE7NGvALxdfKio6OVP6dEzXmnW7duCAkJwc6dO43ux/v374/u3btjw4YNZscG4keRTp8+3WhWbuPGjVG8eHEsXLgQ+/fvR758+TBhwoRUr7Ffs2ZNLFmyJNlsRS1MnDgRM2fOVEbrzp4922i0rhp6F6nNmzcvjh8/jkyZMmHXrl1Yt24dgPilOc3dz6Ojo1G4cGH88ssv8PLyAhA/C0PtDMjE58TLly8bLcUVGxuLXbt2IXfu3Ko+w8rKCpUrV1YV40MMBgPWr1+P+vXra7Lkamru+9TOaIiKikJwcLDJ65uaGQY9e/ZE//79sWzZMhgMBvz55584fvw4Bg8enGzpq9SaMGECZs+ejfr16yvbSpQogTx58mDUqFE4efIk0qVLp4w6tjRLlizBt99+i3v37pm8zzLn2m9jYwM3NzdNn6HScj/8pxoLamfR+fj4wMfHR1WMpEaOHImAgAAMGzZM1T2sKQm13EzRqm+iVq1amtW2SIvaInrLlCmTUhMyd+7cuHjxIooXL47nz58rz+jmatOmDfr16wdnZ2dltnZwcDD69+9vdq3CxM6ePQtbW1tltty2bduwfPlyeHl5wd/fX9XSti9fvjR5X1+vXj0MHTrU7LhDhgzBs2fPULt2bbi7uyM4OFj1tR7Q//7K1tY2xVUsSpYsiVOnTqlaBalbt24IDg5Ghw4dkDNnTk37FfTox06pv0YvTOhYkOrVq+P69ev46aefcPXqVYgImjdvjl69eiFXrlyafEa2bNlw/vz5ZNMbQ0NDzT7QihUrhvPnz8PT0xPly5fHlClTYGdnh0WLFmlSEyQsLAzLly9HWFgYZs+ejWzZsmHXrl3Imzev2Q+sAQEBsLOzQ1hYWLL1KAMCAlCvXj0EBASomh5YpUoVDBw4EJUrV8bJkyexfv16APHFvNQmMWJjYzFz5kxs2LDB5AOHmqXo9EzQxcTEYOzYsZgzZ47SgZk+fXr07dsXY8aMSXYDnxqrVq1C586d0bx5c/Tr1w8igmPHjqF27doIDAxE27ZtzY69du1arFu3Dg0bNlS2lShRAvny5UObNm3MSuhoXeT6U9CzqLuexw+gX9vv37+PmJiYZNtjYmKUTplcuXIpN8ipoUfn6IeUL19eVR2xBEmLuppizvedtJi7iKBVq1bKtoQHpUaNGql6oHd1dcWLFy+SPeSJyvXjR4wYoSQVK1euDBHB0aNH4e/vj7dv32LChAlmt9nFxQWRkZHJlim6c+eOqqUtgfhlORo3bgwPDw9cu3YNxYoVU2pRmNORWapUKaPp/gkkybJigLqlxRLExcXh5s2bJutGqFkCLHPmzCaXs8qQIYPqGi96XJf1LLzcvHlzJXanTp2MajfExsbi/PnzSs2E1ErcqfOhDh419EzOAfEJOlP3Dd7e3kq9rypVqpg10GrixInKn00dQ2qEhYUpHYD29vaIioqCwWCAr68vatWqpWr5FUDbNemTGjBgANq1a4f06dPDzc0NNWrUABC/LKC5yyPZ2tri3bt3mg9aSDgnGgwGk52Ljo6OmDt3rqrP8PX1xU8//WRWbYiPsWbNGk3jJb3ef4ia68S5c+fwxRdf4M2bN4iKikKmTJnw+PFjODk5IVu2bKoSOkOGDFEG4Lx9+xbVqlWDvb09Bg8ebNYSPYlduHDBZKedm5sbLly4ACB+v7p//76qz9HLo0ePEBYWZlQUXM0yQAlGjhyJ4cOHY9WqVZosu5ZW+yGAZB2k0dHRCAkJwcWLF3Ub8KrW+/fv0bp1a82TOUDypf1evHiB1atXY8mSJQgNDU11LZqUap6aYs5xX716dYwbN06pLRIXF2dULyZh+UVLVrVqVezduxfFixdHq1at0L9/fxw4cAB79+5VXcto/PjxiIiIQO3atZWkf1xcHDp27Gh0H2Ounj17YtiwYShevDhu3bqF1q1bo3nz5kqZCTXXvsaNG2PLli3J6nFu27YNjRo1SnW8hHvmBLa2tsiSJUuy/U7NsrYJtm/fbnJ74lq/H6qVmpLXr1/D2traqDxGSEgIRo0ahV9//VXV+fC3337Dzp07NR2EcvjwYVSsWFGXfuy0TtQyoWNhcuXKpaoT55/okQ0fOXIkoqKiAMSfnL/88ktUrVoVmTNnVkbAmSs4OBgNGzZE5cqVcfjwYUyYMEFJSi1ZsgSbNm0yK+7WrVuxcOFCk8XFcuTIgSlTpuDbb79VldD58ccf0atXL2zatAnz589XMuy//fab6g6BsWPHYsmSJRg4cCBGjRqFESNGIDw8HFu3blU9ykvPBJ0eM10STJgwAVOmTDEa/dK/f3/MmDED48aNU5XQcXBwMHnT5e7urmnxYgB4+/atZgU79Xbx4kWlA/f69etGP1PbwaHX8XPr1i24u7vr1vaaNWuiZ8+eWLJkCby9vQHEdxB89913SsfMhQsXUnWzpGfnaGI//PADsmfPji5duhhtX7ZsGR49emT2qKMLFy588Dgx9/vWqzM3qXbt2sHOzg5r1qwxWazXXEFBQViyZInR7KeSJUsid+7c6NWrl6p7gdatW6Nr166YNm0aKlWqBIPBgCNHjsDPzw9ff/21qnYPHz4cgwYNQkBAAJydnfHzzz8jW7ZsaNeunVnH5u3bt5U/nzt3DoMHD4afn5/RNWL69OmYMmWKqnYD8bO22rZti4iIiGQ33GpnQ44cORIDBw7EihUrlNkKDx48gJ+fH0aNGqWq3XpclxNGtIpIsmPUzs4OJUuWxODBg82KnZDYEhE4OzsbPeDZ2dmhQoUK6N69u1mxTbl58ybCwsJQrVo1ODo6ppj8/lh6JueA+Bo5pmaILl26VKmt9uTJE7M/a8WKFZg6dSpu3LgBAChUqBD8/PzQoUMHVe3Wc7Ru4jXp+/fvDyD+eP3iiy/MXpM+sV69euHzzz/HnTt3ULduXaXD0dPTE+PHjzc7bt++fTF58mQsWbJEk5koQPw5UUSU9dwT126ys7NDtmzZVK+/PnjwYPj4+CB//vzw8vJKNqBKi44jLWfNJ77eh4eHY9iwYejUqZPRdSIoKAg//PCDqjb7+vqiUaNGmD9/PlxdXXHixAnY2tqiffv2yn6pxoQJEzBixAhcvnwZcXFx8PLyUpL1anz22WeYNGkSFi1apJzLo6OjMWnSJGVgx71798wuqq23Ll26wNvbG2vXrtX0PmvOnDm4efMmcuXKBTc3t2SDn86ePZuqeGm1HwJIsQ/C399fGRSZGmlRMP6bb77B+vXrUz2zNDUOHDiAZcuWYfPmzXBzc0OLFi2wdOnSVMdJ+v0m1D9NqFmWUP/U3ETuhAkTULduXbi7uyu1RRLvfytXrtRsNpBefvzxR6W21/Dhw2Fra4sjR46gefPmqu5rRQT379/H8uXLMX78eISEhMDR0RHFixfXbDbJ9evXlUFJGzduRPX/Y+/M42rav///Oqd5Lg0kKRUpijLLVELGxDWTBvOcIXENIfOUeYgm480Q1xhClHmopDIUMmXOUEK1fn/4nf3tdIraQ/K5no/HftzO+5y79ts5e+/3+73Wer9W69bYuXMn4uLi0Ldv3zIHdAoHAK2srDB//nycPXtWqoZOXFwcJk2aVOa+Fp1vcl2n/Yju3bsXW0+ncAC9RYsWOHDgQKnmoE+ePEGfPn1w6dIlyMnJYcyYMQgICMCIESOwa9cuuLq6IjY2llOfdXR0eK+DJtlF8yM/tiSZmA1CqZMUS7mJu/2hVLx9+5aWLl1KXl5e5O3tTcuWLaM3b97wZv/Lly/Uu3dvEolEpKCgQAoKCiQnJ0eenp705csX3s7z5s0bKigo4GynadOmtHz5ciKS1ga9cuUKVa1albVdRUVFevz4cYnvP378mJSUlFjbFxozMzM6fPgwEX3/XiT1OlatWkX9+vXjZPv48eO0b98+IiJKS0sjKysrEolEpKenV2yNirKgqalJR48elWk/evQoaWpqcrKtqKhI9+7dk2m/d+8e599yzpw51K9fP8rNzWXacnNzacCAAeTv78/JNhFRXl4ezZ07l6pWrUpycnLMdT5jxgzasmULJ9uzZ89mrYn6I/Ly8ujs2bO8Pp/Kg6I1HXr37k2ZmZm82X/+/Dk5OzuTSCQiRUVFUlRUJLFYTO3atWPOc/r0aYqKiiq1TQ8PD/Lw8CCRSER9+vRhXnt4eNCwYcNowYIFvOj1m5iYFKtzf+nSJTI1NWVls7xq6AiJiooKo6nLJ0pKSnTnzh2Z9tTUVFJWVuZk+8uXLzRu3Djm+hOLxaSkpEQTJkyQeo6xofCYo62tTUlJSUT0XSfZxMSEk+1GjRrRkSNHZNqPHDlC9vb2nGwTfa+11KtXL0pOTqZ3795RVlaW1MGF+vXrk7q6OikoKJC5uTmZm5uTgoICqaurk52dndRRVoQclz08POj9+/ecbJSEv78/U+9GCF6/fk1OTk6Mhr5k7PTy8qKJEyeytrtp0yZydnamZ8+eMW3Pnz+n9u3b08aNGzn3++DBg6SoqEi2trbk7e1NQ4YMoXr16pGSkhIdOnSIiIjWr1/Pqg7Q8uXLSVVVlXx9fengwYN04MABmjJlCqmqqtKKFSs49btfv37MnDwgIID09fVpyJAhZGJiQm5ubpxsC6VJLzTdu3cnDQ0NMjQ0pPbt25Obm5vUUVEZNWoUKSkpkYuLCw0ePFhqXsG1HhIR0bZt20heXp569+5Nq1atosDAQOrduzcpKCjQjh07ONl2cnKinTt3yrTv2LGDWrduzcm2lpYWM95raWlRcnIyEX2fB1laWnKyLSRxcXGkq6tL+vr61LZtW3J2diYDAwPS1dVlagCGh4fTkiVLfnFPi0dVVbXYNRxX/P39f3hwQcjr8Efcu3ePdHR0yvz/hYaGMvM/oWoUjx07lrS0tKhVq1Y0ZswY3uraPX78mObNm0c1atQgAwMDGjNmDMnLy9Pt27dZ2yzMjh07yMHBQWqun5qaSi1btqTt27eztvuz2iJc1tBFv1tFRUXy8vLi7TsXkvz8fFJQUBCsDi8RkYaGBmPf2dmZAgMDieh73Tw2a6zC9aB+dHCt6SI0p06doiZNmtCpU6fow4cP9OHDBzp16hQ1bdqUjhw5QrGxsVSnTh3y8vIqlb0BAwaQra0trVmzhtq0aUNisZjs7e3J09OT0tPTeenztm3b6K+//qLs7Gxe7BH92D/B1Y8tEolo+PDhgtX5lDkfUQUXb/wPERMTA1dXV2hqajIa99evX0dWVhb+/fdfma2mZYWIkJGRAX19fTx9+pS3aLiXlxdWrVolI+OSnZ2NsWPHIjg4mLVtdXV1JptdQ0MDCQkJMDMzw8OHD1G7dm0ma6CsGBkZ4Z9//pGS0yjM+fPn0bdvXzx9+pR134XU7lRTU0NKSgqqV68OQ0NDHDlyBPb29khPT4ednR3ev3/P2nZxvH379qfZPKWhcuXKOHv2LKysrKTaU1JS0KpVK7x69Yq1bQsLC0yZMgXDhw+Xat+0aROWLVvGZKqywc3NDdHR0VBSUmK2wCckJODr168yW47ZZDXOnTsXYWFhmDt3LoYOHYqkpCSYmZkhIiICK1euZCRY2NCgQQMkJCSgdevW8Pb2Ro8ePXjbAaSsrIyUlBRWW3N/hlD3j1gsRmZmJqNrqqmpifj4eF7kIQs/Yx8/fow7d+6AiFC7dm1YWlpytj9nzhxMnjxZEHk1oOTfMz09HdbW1qyet3JycuWmI/vu3Tts3bpVKhvY09OTc1ZPq1atMGvWLF5kfwojkbQrKvswduxYXL16FZcuXeJ8jpycHKSlpYGIYGFh8VPpu9JQpUoVnD59GtbW1qhTpw4WLlyIbt26ISEhAQ4ODqwyRyWoqKjgxo0bxY4R9vb2+Pz5M6e+q6mpISEhARYWFpzsFEdZ5KZmz57N+Xx8jcu/M+7u7nj58iW2bNkCKysrZo544sQJ+Pj44Pbt26zs2tnZ4f79+/jy5QuqV68OAMjIyICSkhJq1qwp9dmyZnhLePToETZu3Cg1TgwfPpyzBEuNGjUwZ84cpu6chLCwMPj7+0vtiCsrb9++RW5uLqpWrYqCggIsW7YMsbGxsLCwwMyZMzntXtLQ0MDNmzdl7s179+7Bzs6O1XNl4sSJmDdvHtTU1BiJwZJgK7NaWCKqOEJCQljZLUxycnKx8spcattpaGhg9+7dvNfQkGBlZYVhw4ZJ7ZoHvn/PQUFBSElJYW1bVVUVCQkJMveiJCOby24xfX19xMXFoVatWrC0tMTq1avRoUMHpKamwt7enpNtR0fHHz6vudZE+fTpE7Zv3467d+8yz5T+/ftzllktD7p27QoPDw9W9SV/FUJehz9i27ZtmDp1Kp49eyaIfS4UlhQrikgkYnWNd+rUCbGxsejSpQuzE1xOTg4KCgpISEhg6pdxwdzcHHv37mWUFSRcv34df/31F6dxsyRu3bqFrVu3spb++tF3LYHNd15edaLq1KmDrVu3MnVP+cbJyQnGxsZwdnaGt7c3kpOTYWFhgZiYGAwePBgPHz4U5LxsyM/Px+3bt1GzZk2pHe3A93Xc/fv3UbduXV6kDOvWrYvNmzfLKHvExcVh2LBhuH37Nk6dOgUvL69Syf4aGRkhIiICDg4OyMzMRNWqVbFgwQL4+flx6qednZ3UeHn//n0QEUxNTWV2FLOZh4vFYrx48UJqBzRfiMViNGvW7KfqJFzHfAl/JNcqEKNHj0bv3r2xYcMGZit9fn4+Ro0ahdGjRyMpKYmTfSJCzZo1mQdG0QkIW8LCwrBo0SKZCePnz58RHh7OKaCjra2N58+fyzgYb968yalImIuLC/7++2+cPHlS5mb78uULZs6cyVkWrah2Z9++feHm5saLdme1atXw/PlzVK9eHRYWFjhx4gTs7e1x9epVKTkmvuBrm+Po0aMxb948hISEMP388uUL5s+fz1pOQxJQnDRpEsaNG4f4+HgpiaHQ0FCsWrWKU7+1tbVlFhkSWRQ+CA8Px+bNm9G2bVuMGDGCabe1tUVqaion29evX0diYiJCQkLg4+OD0aNHo2/fvvDy8kKjRo042ZZc20IEdIS8fwrDZ05D4WespaUlL0GcwvDhBP4RxsbGiIuLk/k94+LiWNdxK6+ckZiYGHTr1g1aWlpMQsTq1asxd+5czgkRY8eOxfjx4zFlyhTY2NjwUqwXAJYsWYLOnTvj1KlTUoXXHz9+jKNHj7Ky6e7ujnXr1jHj8b1794qV0+FC06ZNERcXB2tra3Tu3BmTJk3CrVu3sH//fs4LMysrKwQEBGDr1q1M4PnLly8ICAiQCfKwoUmTJrh//74gAR2h78+i8Ck/cPXqVezZs6dYpzFX6aW9e/eWWO+PbTBEwokTJxAVFSVTV61mzZp49OgRa7vdu3fn1K8f8e3bN7Rv3x6bNm3iRZanKM+fPy9WgrN58+ac62cUvubEYjF8fX3h6+vLyaYEvjXpge9rhW/fvjF/lwTboGheXh7atGmDDh06oEqVKqxs/Ij09HS4ubnh1q1bUhIpkv5ykYisVKkSzM3NeelncaSnpxf7u3Xr1o2zHJOxsTE2btyI5cuXS7Vv2rSJ89zczs4O165dQ61ateDo6IhZs2bh9evX2LZtG+taSxKK1iTjqybKt2/fYGlpicOHD0utIfjCzc2t2HukcM2F/v37c5rzdu3aFT4+Prh161ax8ywuwcusrCzs3bsXaWlpmDJlCipVqoQbN26gcuXKnHwJQl6HgGxdDfr/MlXXrl3jLOMq4eXLl8XWE2Q7rxVCCvnEiRMYN24cRo4cyZvvqijPnz9nxorC5Ofn48WLF7yd58OHD9i1axe2bt2Ka9eusf6eAeFkp0tTJ4o41rYCvq+BpkyZgg0bNqBu3bqs7ZREYGAgBgwYgAMHDuDvv/9m5v179+7lRaacT7Zt24a1a9fi8uXLMu8pKSnBy8sLEyZMwMCBAzmfKy0trdhAnKamJtLT0wF8n0O/fv26VPYyMzOZuUSVKlWgoqICV1dXzv0Uch4uQagavwAQGRlZLsmsAPBnh04FQkVFBfHx8TITojt37qB+/fqcM1MBfqPhHz58ABFBR0cH9+7dk4pw5ufn49ChQ/Dz8+OUQeLr64uLFy9iz549qFWrFm7cuIEXL17A3d0d7u7urB0oT548QcOGDaGkpITRo0cz+sLJyclYv349vnz5gmvXrnGakGlpaeHGjRswNzfH4sWLcfr0aURFRTHanY8fP2Zt28/PD5qampg+fTr27t2Lfv36wdTUFBkZGfDx8ZHRZf8ZRSeNP4KLc0eInS6FdwBERkZi+fLlTOafRK+bj4FFSFRUVJCamgoTExOpnWjJyclo3Lgxp4z3wuTl5eHQoUMICQnB8ePHYWlpiSFDhsDDw6PYegE/48SJE5g6dSrmzZuHBg0ayOwc4ZK5I9T9Iycnh8zMTOZ5paGhgcTERN6CUkJnHAnpHF28eDGWLl2KpUuXMrrO0dHR8PX1xaRJkzBt2rQy2wwLC0Pfvn0FCTQXpm7dumjevHmxCRFxcXGcEiKKy4jio1gvADx79gzr1q1DamoqiAjW1tYYNWoU6wBa0R1RfO5Ak5Ceno5Pnz7B1tYWOTk5mDx5MpOlv3LlSk47fq9cuYKuXbuioKBAaowQiUQ4fPgwGjduzKnvkZGRmDFjBu/BOQl8Oo7Ka1zevXs33N3d0b59e5w8eRLt27fHvXv3kJmZCTc3N047DFavXo2///4bgwcPRlBQEDw9PZGWloarV69i9OjRnGtGamho4MaNG6hZs6bU2Hn16lW4uLjgzZs3nOwLhb6+Pi5cuCCIc6pu3bro37+/jNM8ICAA//zzD1MgvbSUV7ZuQEAAli1bBgcHh2I16Qvb5lKYnm9UVVWRkpLCm+5/Ybp27Qo5OTkEBQUx9XTevHmDSZMmYdmyZaxq0UiQzANDQkJ42blZFCF3zR89ehQ9e/aEubk5M9e6dOkS0tLSsG/fPnTq1Im17WvXruHjx49wdHTEq1evMHjwYGZ8CwkJkSlUzweSmijLli1jbcPIyAinTp3iJfGhKB4eHjhw4AC0tbXRoEEDEBFu3ryJrKwstG/fHgkJCXj48CGio6NZF63+UeY5l3lWYmIinJ2doaWlhYcPH+LOnTswMzPDzJkz8ejRI4SHh7OyCwh7HQLfv/fCjnWxWAx9fX04OTmhffv2nGxfv34dgwcPRkpKCu/1BAvz4cMHnD59GrVr12Z8LWXl4sWLCA4ORkREBGrXro1BgwahT58+qFq1Km87dLp27YqMjAxs3boVDRo0gEgkwrVr1zB06FAYGxuXWEi+tMTExGDr1q3Yt28fcnNzMWXKFAwZMkSQ5CKuxMTElPqzXJLldHR0kJOTg7y8PCgqKsrsTGFbx+ln5ObmMju82EJE2Lt3L86cOVNsQLSsc/KWLVsyCbfFERERgbVr1+LcuXOs+yyhRYsW0NDQQHh4OOMLefXqFdzd3ZGdnY1z587h1KlTGDVqlEyN4eIQ0q9y7tw5NG/enLf6hIURchdNeaqTAH8COhUKBwcHTJkyRSYieeDAASxevJiT7JKEI0eOYNGiRbxEw8Vi8Q8j+CKRCHPmzMHff//N+hzfvn2Dh4cHdu/eDSKCvLw88vPz0b9/f4SGhnIqCvrgwQOMGjUKJ06ckMp6a9euHdauXct5kNXU1MT169dRs2ZNtGvXDl26dMH48eORkZEBS0tLXgJ0Ei5duoQLFy7AwsKCVRbTzyQjCsPFuSPEeYpKaAnJq1evcOfOHYhEItSqVYu3bZoNGzZkMi8KO6XmzJmDU6dO4fz587yc5+vXr4iMjERwcDBOnz6N5s2b48WLF3j27BmCgoLQp0+fMtkrvAAr/Czgw9Et1P0jFovRsWNHJsBw6NAhODk5yQSj2DpI+XzGFkVo5ygRwc/PD6tXr2aCRcrKypg6dSpmzZrFxz9BMIRMiPhZpr8Qjjy2FH0eFn6e/C7k5ORg+/btUkGu/v378yI1KGRwjm/HUXmNy7a2thg+fDhGjx7NXC81atTA8OHDYWhoWCYpuaLUrl0bs2fPRr9+/aSuxVmzZuHt27dYu3Yta9sA0LlzZ9jb22PevHnMItLExAR9+/ZFQUEB9u7dy8n+9evXGQlHa2trGTkWtkyaNAkKCgplTr4pDfv27UOfPn3g7OwMBwcHZrdydHQ0IiIi4ObmViZ7P5vrA/yM+aVd/ItEIiaLtCLg6OiI8ePHC5JNqqenh9OnT8PW1hZaWlq4cuUKLC0tcfr0aUyaNOmHu45+hp2dHSPHyZeESWE2bNiACRMmwMvLq9hd80UDPWXl8ePH2LBhg9Q4MWLECNaJeLNmzYKfnx8T3Hr37h0nCcGycP/+fTRu3JiTA3PRokVITU3Fli1beHd++fn54cOHD1i7di0zhhYUFGD8+PHQ0NDA/PnzMWLECNy+fZtz8Wu+cXZ2hr29PZYsWSI1Bl24cAH9+/fnLLvE93VYXtja2sLCwgJTp05F5cqVZZ7xbOe1vXv3RqtWrTBmzBh8/vwZ9erVw8OHD0FE2L17NydJvZycHOzevRvBwcG4cuUK8vPzsWLFCnh5eXGWFZQEb48fP848C/Py8tChQweEhoay8jE8f/4cISEhCA4ORnZ2Nvr164f+/fujWbNmvAWifmfCwsJ++D6XXYuFKTyPs7Kygr29PWeb48aNw+bNm+Ho6Fjs/VPWObmBgQGuXLlSouTugwcP0LhxY06lCSTcuXMHrq6uePDgAYyNjSESiZCRkQEzMzMcPHgQtWrVwoEDB/Dx40cMGjTop/bEYjHq1q3LjDuJiYmoXbu2TKCEzZxCyMCIkP7D8vRNAn8COhWKf/75B76+vhg7dqxUpse6deuwaNEiqawbtlmkfEbDY2JiQERwcnLCvn37pKQYFBUVYWJiwjrLuCjp6em4ceMGCgoKYGdnx2tW47t375hMMQsLC95kTH4n7c7fGSE1MCVI6kGFh4czWRhycnJwd3fHmjVrOGc3Hjp0CIMGDcK0adMwd+5czJkzB3fu3EF4eDgOHz6Mdu3acbJ//fp1hISEYNeuXVBSUoK7u7tUZtDy5cuxZMmSMm8r/1kWD5fMHaHun9I6Sdk6SIXMOBLaOSrh06dPSElJgYqKCmrWrCn47ho+KI+ECCHgu+5PeQZ0Pn78KJXZKRaLoa6uzvt5+ETI4JzQjiOhUFNTw+3bt2Fqago9PT2cOXMGNjY2SElJgZOTEyeZrsK7FwwMDHDy5EnUq1cP9+7dQ9OmTTnvoElOTkabNm3QoEEDnD59Gt26dcPt27fx9u1bxMXFsZaUevnyJfr27YuzZ89CW1sbRIT379/D0dERu3fv5jzfkMwnLCws0LBhQ5lgJVuJBwnXr1/HypUrmexra2trTJo0iVVAqryydYWgPHa57dmzB35+fvDx8Sl2pzKXXX86Ojq4fv06zMzMYG5uji1btsDR0RFpaWmwsbHhVKPjZ4FaPiQkf6dd8+Wxu7Uk+KiJIlFAUFdXh42NDW9JSoB0XaHC3L17F82bN8fr169x69YttGzZEllZWazPIyE3N5e3Wp+Fd/sXHpcfPXoES0tL1rV4ywPJblNdXV2p9qysLKZuLltKqlnGlSpVqiAqKgr16tXDzp07MXv2bCQkJCAsLAybN2/mFIQuzJ07d7B161Zs27YNWVlZaNeuHeddNMD3a1oSnLOyspK55suCsrIyevXqhYEDB6Jdu3ZMMJTP2j/lgVD1SYXm5cuX6NOnD2JiYnifx1WqVAnbt2/nvAtPgpqaGi5evFjifCExMRHNmjVDdnY2L+cjIkRFRUnVWyt8jZaF0iZ9sZlTCBkYETJYVF7qJBL+1NCpQPTr1w8AitWj7tevHy9ZpHzVnQD+b+H24MEDVK9endfCvAUFBVi+fDkOHDiAb9++wdnZGbNmzeJtglcYHR0dzjIuxcG3dmdZJipctIYlCLEb5fPnzyAiJgDy6NEjREZGwtramtP28Vq1av30+uPiSJ84cSJiYmJw6NAhRk4gNjYW48aNw6RJk7BhwwZWdl+9egV9fX107doV//zzDxYsWACRSIRZs2bB3t4ehw4d4hzMsbW1RUpKCtq3b4+tW7cyEh6FcXd3l9GtLw0/ct7Ex8eX2V5hhNK+5aNA8Y/g8xlblIyMDObfrqKigo8fPwIABg0ahKZNm/IW0FFXV4ehoSFEIlGFDuYkJiYyf48bNw7jx4/H/fv3i02I4EJYWBj09PSY4tG+vr7YvHkzrK2tsWvXLtZBgJiYGLi6ukJTU5PXuj/JycnIzMwE8H3SnpqaKiPbyMbJGB8fj7///htHjhwBAFStWlXKoSgSiXDx4sUy1+b6999/0bFjRygoKPx0nOM6tgm5m+rq1avYtGmTTLuRkRHze3BFiHG5UqVKzLPEyMgISUlJsLGxQVZWFueizlWqVMGbN29gYmICExMTXLp0CfXq1cODBw94qa9lbW2NxMRERmoxOzsbPXr0wOjRo2FoaMja7tixY/Hhwwfcvn2bSaZKTk7G4MGDMW7cOOzatYtTv5OSkpgs0aKSFnzMpRs0aIDt27dztgP8uiBNfn4+bt26BRMTE9Y7JdhIyZYVyc7mwjJwfO36q1u3LhITE2FmZoYmTZpgyZIlUFRUxObNmzkHGsqj5pebm1uZd4SVRGJiIlMUuvDYXxxsxreizyMh8l2FrIlSXK1PvsjLy0NqaqqMczs1NZW5vpWVlTk9u/Lz87FgwQJs3LgRL168wN27d5kdrqampvD29mZlV1lZuVjZyDt37rAaP4W+Dgvz8OHDYp8fX758wdOnTznZbtu2LRISEngP6Lx//55x9B8/fhw9e/aEqqoqOnfuzGqdWRKWlpZYsmQJFi5ciEOHDnGq11yYWrVqcQriFMbExASxsbGoXr06TExMWEvO/Ur4rk/64cMHRj71Z3KuXCRcge/zuI8fPwoyj9PS0uI12F+zZk1cuHChxGdGbGwsr8nsIpEILi4unOuFA8LPJfj0LxdGyD0tOjo6iIqK+unn+PDXAn926FQoylLAtSJJvBw/fhzq6upo0aIFAGDdunUICgqCtbU11q1bx2ohtnDhQsyYMQNt27aFiooKoqKi4O7ujs2bN/Pd/XInNzcX8vLyZd4SXzRqXrhAauE2gFuhVCF3o7Rv3x49evTAiBEjkJWVBUtLSygqKuL169dYsWIFRo4cWWabYrEYgYGBP124c9m6q6enh71796JNmzZS7WfOnEHv3r1Zb4FVVFREt27d4O3tDRcXF0EGrXnz5sHLy4tT4c/S8v79e+zYsQNbtmxBQkICbxrMhWF7//wvYGZmhr1798Le3h6NGjXCkCFDMHz4cJw4cQJ9+/blrDdcUFCAgIAALF++nAkAaGhoYNKkSfj7779ZZe4IiUQK6GfTGK5ONUtLS2zYsAFOTk64ePEi2rZti8DAQBw+fBjy8vKsM1+FqPvzo++Eq5PR29sbFhYWTC0lDQ0NbNq0CUZGRiAiBAcHg4iwbdu2MvdZkoEllI5+YdLS0hAYGCiVbTh+/HjOBcIrV66M48ePw87OTioT+MSJE/D29uZUN0/Icbl///5o2LAhJk6ciPnz52PVqlVwdXXFyZMnreub1AABAABJREFUYW9vzymze8iQITA2Nsbs2bOxceNGTJw4EQ4ODrh27Rp69OiBrVu3ltlmjx49EBoaCk1NTYSHh6NPnz68B561tLRw6tQpmeDklStX0L59e16y0IXi6NGjkJOTQ4cOHaTao6KiUFBQgI4dO3Kyn5WVJZWta21tDS8vL87BkwkTJsDGxgbe3t7Iz89Hq1atcPHiRaiqquLw4cMy86+KgpC7/qKiopggZXp6Orp06YLU1FTo6urin3/+YWrdVUSuXr2KgoICNGnSRKr98uXLkJOTY5yDpaXoOPGjcY7NOFEeu1uL7hDnsyaKkEicn9OnT0ejRo0gEolw5coVLFiwAP3798eqVauwZcsWhIaGspZcmzt3LsLCwjB37lwMHToUSUlJMDMzQ0REBFauXMl6l/WwYcPw6tUrREREoFKlSkhMTIScnBy6d++OVq1alTkJS+jrEPi/BM7u3bsjLCxM6tman5+P6OhonDx5Enfu3GFlHwBev36NwYMHo3Hjxqhbt66M5CJbR2OtWrUQEBCAzp07o0aNGti9ezecnJyQkJCAtm3blrrQenkwceJEzJs3D2pqapg4ceIPP8t212xcXBy2bt3K1IIeOHAgfH19kZiYKEi9K77he51SeFdESXKufCRDAMLO48LCwnD8+HEEBwfLKHGwYcmSJViyZAkjsVoYyb3j6+tbbNJ/WZk7d+4P3y+rxPrLly9/uMslLy8PN27cYJU8LxaLMWzYsJ+ucdjcn0LuoimNv4TPWmWgP/xnycnJoffv30sdbKhbty4dOXKEiIgSExNJUVGRpk2bRk2aNCEPDw9WNmvVqkXr1q1jXh87doyUlJSooKCAlb2Kwu3bt2nixIlkYGDAyc7JkyfJ3t6ejh8/Tu/fv6cPHz7Q8ePHqWHDhnTixAlOtocNG0ZmZmZ09OhR5ro4cuQImZub04gRIzjZ1tXVpaSkJCIiCgoKIltbW8rPz6eIiAiqXbs2K5sikYhevHjBqV8/Q0VFhZKTk2Xak5KSSFVVlbXdnTt3Urt27UhOTo6MjIxoxowZlJaWxqWrMsyZM4eys7Nl2nNycmjOnDm8nCM6OpoGDBhAKioqVLt2bfr777/pxo0bvNguDF/3j5A8evTohwcXvL29yd/fn4iINmzYQCoqKuTs7Eza2trk5eXFue9+fn6kr69P69evp4SEBIqPj6d169aRvr4+TZ8+nbN9IqJr167Rtm3baPv27XT9+nVOth4+fFjqgwsqKirMb+fr60uDBg0iou/3v56eHmu7ysrKlJqaKtOemppKysrKrGwK+X1YWlrSuXPnmNfq6upSz6tLly5R9erVWdkuL44fP06KiorUuHFj8vHxoQkTJlDjxo1JSUmJ89g5dOhQ6t69O339+pXU1dUpPT2dHj16RHZ2djR+/HhOtoUcl9+8eUNPnz4lIqL8/HxavHgxde3alXx8fOjt27ecbOfn59O3b9+Y1//88w+NHTuWVq1aRV++fGFlU0FBgZ49e0ZERGKxWJDxX11dnW7evCnTfuPGDdLQ0OD9fHxiY2PDzMkLc+zYMbK1teVk++rVq1SpUiUyMjIiNzc36t69O1WrVo10dXU5P8+NjIzo6tWrREQUGRlJVatWpTt37tDff/9NzZs352T7f4k3b97wshbKy8ujpUuXUqNGjahy5cqko6MjdXClUaNGtGfPHpn2ffv2UePGjcts7+HDh8y/W4jxTSwW0/379+n9+/eUlZVFGhoalJCQwMs6+XcnLy+PAgICqEqVKiQSiUgkElGVKlVo/vz5lJeXR0Tf576PHz9mfQ5zc3M6deoUEUnPLVJSUkhbW5u13ffv35ODgwNpa2uTnJwcGRsbk7y8PLVs2ZI+ffpUZntCX4dExHzHYrGY+VtyKCoqUq1atejQoUOs7RMRHTx4kDQ1NWXsS87LlnXr1pG8vDxpa2tTvXr1KD8/n4iIVq9eTW3atOHUZ75p06YNvXv3jvm7pMPR0ZHzuT5+/EibN2+mpk2bkkgkojZt2tDmzZvp5cuXnG0TEb19+5aWLl1KXl5e5O3tTUuXLqU3b95wtsv3OuXs2bPMnPDs2bMlHitXruTadUHncdnZ2dShQwdSV1enunXrkp2dndRRVr5+/Upt2rQheXl5cnFxoQkTJpCPjw+5uLiQvLw8tW7dmr5+/cqpzxLq168vddSpU4dUVVVJU1OTVd+LzsNr164t5e/IzMxk/UwRiUTUvHlzwe/P350/AZ0KRGhoKB0+fJh5PWXKFNLS0qJmzZpxdkhJ+PTpE40ePZr09fVJLBbLHGxQU1OjBw8eEBHR7NmzqWfPnkREdP36dapcuTIrm0pKSlIPg4KCAlJUVKQnT56wsvcr+fjxIwUFBVHTpk1JTk6OHBwcaMWKFZxs1qlTh86fPy/Tfu7cOdaBEQm6urp05swZmfbTp09zcl4SSTtGe/XqxTinMzIySEVFhZVNoRw6hXFycqJevXrR58+fmbacnBzq1asXtW3blrP9jIwM8vf3pxo1apBYLKY2bdrQ9u3bpc7HlpK+n9evX3OatD9+/JjmzZtHNWrUIAMDAxozZgzJy8vT7du3uXRXBiHuHyGRLIZKOrgghHO0MIaGhnTw4EGZ9gMHDlDVqlU52X7x4gU5OjqSSCQiHR0d0tbWJpFIRE5OTrwtaIRCX1+fCVDWr1+fwsLCiIjo/v37pKamxtpu8+bNKTIyUqY9MjKSmjZtytquUKiqqkrNRVasWCHl4Hr06BEpKSn9iq6Vmvr169PUqVNl2qdOncpqIVOY4hxHCgoKrB1HhRFyXP7dsLGxocGDB1NoaCiJRCJas2YNhYWFFXuwpVu3btSqVSsm0EVE9OTJE2rdujV1796d879Bsggt6eCCsrIyMycvzIMHDzgloBARtWjRgjw8PKTGoW/fvtHgwYOpZcuWnGwrKSkxDuGhQ4cyQdD09HTWzpf69evLOFpKOrhy+/ZtOnbsGB08eFDqqKjMnDmTDA0NaenSpaSsrEzz5s0jb29v0tXVpVWrVnG2r6amVmyCUnp6Oqmrq3O2zzdF524lva6omJqaUo0aNUo8+EKowJaysjIzvygc0Ll9+zaneZaE6OhoWrp0KS1evJgJHFV0TE1N6dWrV4LYNjExodGjR1NmZibvtq9evUr79++njx8/Mm2HDx+m2NhY3s9VkSk8ThYmOTmZJk2aRAYGBiQvL8/5PGfPniUtLS0yNjYmNzc3cnNzo+rVq5OmpiadPXuWk+3yXKdkZWXRunXryM7OjpdnrZDzuF69epGenh6NGDGCZs+eTf7+/lIHG75+/UqLFy+mevXqkaqqKqmoqFC9evVo8eLFvKzxf8T79+/Jzc2NwsPDy/z/Fk2sLprsl5mZSSKRiFW/yiNpWwgiIyOZYHZ58N/TrKnALFiwgKnFcfHiRaxdu5aRdfHx8eEkeyHB19cXZ86cwfr16+Hu7o5169bh6dOn2LRpE+s6A4qKiozO+qlTp+Du7g7guy77z/QxS+Lr169SWxhFIhEUFRXx5csXVvZ+BbGxsdiyZQv27duHGjVqIDk5GTExMUwNFi6kpaUVK2+hpaXFufByTk4OKleuLNNuYGDAWU/fwsICBw4cgJubG6KiouDj4wPg+3ZNtlqpVA6qkYGBgejYsSOqVauGevXqQSQSIT4+HsrKyqXSyPwZEkma2bNnIzo6GiEhIRg2bBjGjBmDfv36Yf369axt0//fulyUhIQE1gUNO3XqhNjYWHTp0gVr1qyBi4sL5OTksHHjRtb9LIqQ94+QFC34+e3bN9y8eRMrVqzA/PnzOdkWi8VS23h79+6N3r17c7JZmLdv3xar8Vy7dm3Ocm5C16QAhJPSateuHYYMGQI7OzvcvXuXqaUjKSTPlp/V/Smsz85Vi50PlJSU8OTJE0ZCSPL8lvD48WNO0l/A9+/EwsJCqh4FAKxduxb379/nXKMqJSUFERERMu1eXl6cbWtqaiI2NhanT5/GjRs3UFBQAHt7ezg7O3OyC/A/LpdlblbWsflndQUKw+a6lki3HTlyBCKRCDNmzCh2jBOJRMx8tKysXbsWrq6uMDU1hbGxMUQiETIyMmBjY8NLbZr69etLvf727Rvi4+ORlJTESR4W+D4PTE9Pl3k23b9/X6ZQelm5du0agoKCpCRP5eXl4evrW2YJraJUrlwZycnJMDQ0xPHjx5l5T05Ojkzdv9LSvXt3Tn0qDenp6XBzc8OtW7ek5JfYSiAXrbPyI7isC3fs2IGgoCB07twZc+bMQb9+/WBubg5bW1tcunRJ5hlcVpSUlPDixQsZybLnz59zlsxduHAhKleuDC8vL6n24OBgvHr1ClOnTi2zzTNnznDqU0no6OiUWk6ZyzxrwoQJUq8lc8/jx4/zWruEa12LkqhTpw7Onz8vI1G4Z88e2NnZldne5cuX8fbtW0Zi0snJCY8fP8bs2bORk5OD7t27Y82aNZzkdoS4Dgvz4MEDTv//j3jz5g18fHyKnVdwpWHDhsx4IKmF1rx5c9a10MqD9+/fIz8/X2Zd/PbtW8jLy7O67g0NDTF48GB4eXnB2tqaabeyssKyZcuwaNGiMtVHLonRo0ejd+/excqijR49mpV8s4TyWKecPn0awcHB2L9/P0xMTNCzZ09WcrxFEXIed+TIEURFRTHlJvhAQUGBN1m1sqKpqYm5c+eiS5cuGDRoEO/22ZYUEKp+jtD89ddf0NPTw+DBg+Hp6Sl8/axyCx394acIJetSGGNjYybLU0NDg+7du0dEROHh4dSxY0dWNrt27UodOnSguXPnkoKCArOLJioqimrWrMnKpkgkouHDh5OPjw9zKCoqkpeXl1RbRWTx4sVkaWlJRkZGNHnyZIqPjyci4nX3QsuWLcnJyYmRHSEiev78OTk7O1OrVq042RZyN8qePXtIQUGBxGIxtWvXjmlfsGABubi4cLItNDk5ObR582aaOHEi+fj4UFBQEOXk5Ah2vr1791KlSpVYZ6loa2uTjo4OicVi5m/JoampSWKxmEaNGsXKtpycHPn4+NDdu3el2vm4xsvj/vkVHD58mFq3bl3m/y8hIaHUB1caN25MY8eOlWkfM2YMNWnShJNtTU1NunLlikz75cuXSUtLi5NtImGltN69e0ejR4+mbt260bFjx5j2WbNmUUBAAGu7xUldFJW9qEhZwU5OTjR58uQS3584cSI5OTlxOkfVqlXp2rVrMu3Xr18nIyMjTraJiKpVq0YREREy7f/88w8ZGxtztl8c169fp86dO3Oywfe4/LOdhFyuvZKkYviUdSl8LiGz906cOEGrV6+mVatW0cmTJwU7j4TZs2fTpEmTONkYOnQo2djY0P3795m2e/fuka2tLXl7e3OybWBgQFFRUTLtx48f5yyFOnv2bNLS0qLatWtT9erVKTc3l4iItm7dWiF3LEro0qULubq60suXL0ldXZ2Sk5Pp/Pnz1LhxYymJytLi4eFR6oMLqqqqzJqzSpUqjGReWloaaWpqcrJNRNSnTx9q3bo1ZWVlMW3v3r2j1q1bU69evTjZNjExobi4OJn2S5cukampKSfbfBMaGlrqQwjWrl3L+VrJzMykgQMHkqGhIcnJyfG681zCv//+S1paWrRo0SJSVVWlpUuX0pAhQ0hRUZHVHM7FxYUWLVrEvE5MTCQFBQUaMmQILV++nKpUqUKzZ8/m1GchrsNVq1Yx4/yqVat+eHDB3d2dgoKCONkojvHjx9OWLVuI6LtUn4ODA4lEIlJTUyt2l3FFwcXFRUrqX8KGDRtY+8cWLFhAtWrVIrFYTE2bNqUtW7ZI7VriCyHkmyUItU4pL5UPImHmcZaWlrysuysS58+fZyVvWZodOlwk137HHTpPnz6lgIAAqlmzJonFYnJwcKDg4GDOag0l8SegU4EQStalMGpqasyWZiMjI7p8+TIRfd8Cz/Ycjx49os6dO5OtrS0ziBMRTZgwoVjnYGlo3br1D/USK7JmopycHE2fPp3RFZbA50B17949qlu3LikoKJC5uTmZm5uTgoIC1alThwnSseXWrVtkZGREurq65OTkRG3btiVdXV0yMjJi6t9w4fnz53Tjxg2prYiXL1+mlJQUzraF4OvXr1SjRo1yCSY8ePCAZs2aRSYmJiQnJ0fOzs60a9cuVrZCQ0MpJCSERCIRrVq1SmrRuHPnTrpw4QLrfl64cIGGDBlCmpqa1LhxY1qzZg29fPmSl2u8PO6fX8Hdu3dZyd2Up3P07NmzpKamRlZWVowOs5WVFamrq7NyTBVG6JoUQkppCUV51QDii71795K8vDytXbtW6vmdl5dHq1evJgUFhWJrJpQFJSWlYsewe/fu8SLnNmfOHNLW1qZFixbRuXPn6Pz587Rw4ULS1tamefPmsbZ74sQJmjx5Mk2bNk1K+9/V1ZXEYjF16NCBU7/5Hpd/pF1e9Cgr5XVdS6S+MjIyONkpzq6cnBzdunWLV7ul4d69e5zrl2RlZVHTpk1JXl6eTE1NydTUlOTl5cnR0ZGpF8CWsWPHUrVq1Wj37t2UkZFBjx8/pl27dlG1atU414ki+p70s2LFCqlaHKGhoXTgwAHOtoVCV1eXcexoamoyjrXo6GiqX7/+r+zaD6lVqxZdunSJiL5L6S1cuJCIiHbv3k36+vqc7T958oTMzMxIS0uLWbdpa2uTpaUl53tWSUmJ0tPTZdrT0tIqnOynj48P48SJiYkpUYZJKNLS0jjPsVxcXMja2prWr19PkZGRdODAAamDL44fP06tWrUiNTU1UlFRIQcHh2IDyKWhSpUqTE0uIqLp06eTg4MD8zoiIoKsrKw49VeI69DU1JRev37N/F3SwVVGLyAggPT09Gjw4MG0bNky3oJFv2stNB0dnWJr5aakpFClSpU42T537hx5eHiQuro6qaurk4eHB6/yc0LKogkxn+vYsSNpaGhQv3796PDhw8x6/3da5x8+fJg6dOhQrLwtG4om3pZ08EHRez0wMJCmTp1KVatWpb59+5bZ3s/qz929e5e1jyI0NJRJ7hGKwYMHU0xMjGD2z549S+7u7qSurk4aGhrk7e3NyQdXHCKictAr+kOpGDBgAFJTU2FnZ4ddu3YhIyMDurq6+PfffzF9+nROWyYl2NraYs2aNWjdujXat28PW1tbLFu2DKtXr8bixYvx9OlTHv4l/20WLFiA0NBQ5Obmol+/fhg0aBDq1q0LBQUFJCQkSG275QIR4eTJk0hNTQURwdraGs7OzrxsT/z8+TO2b98uZXvAgAFSMnj/JYyMjHDq1ClGKopPcnNzsWfPHoSEhODcuXMwMjKCh4cHPD09Ock5AUBeXh62b98OZ2dnVKtWjZ8OFyInJwe7d+9GcHAwrly5gvz8fKxYsQJeXl7Q0NBgZbO87h+hKCplRER4/vw5/P39kZqaivj4+DLZe/ToUak/W1Sqgg3Pnj3DunXrpO79UaNGoWrVqpzsurq6IisrC7t27WJsPX36FAMGDICOjg4iIyM52VdWVsatW7dQs2ZNqfa7d+/C1tYWubm5rG0fP34c6urqzNb6devWISgoCNbW1li3bl2FlpHgm6lTp2Lp0qXQ0NCAmZkZRCIR0tLS8OnTJ0ycOBFLly7lZL9u3boYMWIExowZI9W+Zs0abNiwAcnJyZzsExECAwOxfPlyPHv2DABQtWpVTJkyBePGjWM1foaFhcHT0xOVKlXC27dvoaenhxUrVmDUqFHo2bMnJk2ahLp163LqN/BnXC4ODQ0N3Lp1i/NYWRRzc3Ps378f9erV49Xuz9i2bRumTp3KXJtskcwPExISoKKiAltbW7Rq1Ypz/75+/YopU6Zg48aNyMvLA/BdJmTkyJFYtGgRJ/kiocnPz8fKlSsRERGBjIwMfP36Vep9tnJXOjo6uH79OszMzGBubo4tW7bA0dERaWlpsLGx4SxVDACvXr3CnTt3IBKJUKtWLejr63O26efnB01NTUyfPh179+5Fv379YGpqioyMDPj4+LCW4S5MdnY2duzYIXUd9uvXDwoKCpzs1qxZE7Nnz8bAgQOl2rdt24bZs2cjPT2dk30+UVBQwJMnT1C5cmXIycnh+fPnMDAwKLfzL1myBOvXr+ckx62hoYHz58/LSEVWZJSVlXHv3j0YGxsDAFq0aAEXFxfMmDEDAPDw4UPY2Njg48ePrM/xO12HRalRo0aJ74lEItZ9V1ZWxv3791GtWjUMGzYMqqqqCAwMxIMHD1CvXj3WUvxCo6amhkuXLsHGxkaq/datW2jSpAkvz/Hs7Gzs3r0boaGhiIuLQ82aNeHt7c1KYquw1FlKSgp8fX0xduzYYmXR+vTpw7nvfCIvL49x48Zh5MiRUms2Ptb5q1evLvVnuciK6ujoICcnB3l5eVBVVZUZ08o6nwgNDS3V+oOrJC8ge++LxWLo6+vDyckJ06ZNK7P/RiwWS/Wdikj9S16XVX62vOjZsyeOHDkCY2NjeHp6YvDgwTAyMuL9PJ8+fcLu3bsREhKCS5cuoXbt2rh9+zYvtv8EdCoQWVlZmDFjBh4/foyRI0fCxcUFADB79mwoKiri77//5nyOlStXQk5ODuPGjcOZM2fQuXNn5OfnIy8vDytWrMD48eNLZefDhw+MnujPBmeh9HYrOjExMQgODsa+fftgbm6O27dv/xY1QPimR48eCA0Nhaam5k+1wfmoEyUEixYtQmpqKrZs2cJZ+7sww4YNQ0REBHJzc+Hq6govLy+0b9+eV81QVVVVpKSk8OLs/xF37tzB1q1bsW3bNmRlZaFdu3actIF/1/un6MQG+D6ZMTY2xu7du9GsWbNf1DP2SHTHg4ODOdlwdXVFUlKSjJbxwYMHOQccjY2NsWLFCvTq1UuqPSIiApMnT0ZGRgZr2zY2Nli8eDE6deqEW7duoVGjRpg4cSJOnz4NKysrhISEsLa9bds2bNy4EQ8ePMDFixdhYmKCwMBA1KhRA66urqzt+vv7w9PTU5D7/tKlS9i1axfu3bsH4LtTo1+/fsxCkgvBwcEYM2YMpkyZAicnJwBAdHQ0li9fjsDAQAwdOpTzOSRIHDlsg88S6tevj759+8LPzw8RERHo27cv7OzsEBERwbl+U3mRlZWFrVu3MvWnrK2t4eXlVWytvrIiVG0r4HuNlO7du8PDw4OzrcKEhIRgz5492L59O+tacz+i6FxIEvi/du0aZs6cidmzZ/NyntzcXCgpKfGuQ56Tk4O0tDQQESwsLFjXzlq9ejWGDRsGZWXlnzpiuNZ0mTVrFrZs2YKJEydi5syZ+Pvvv/Hw4UMcOHAAs2bNYm2/ZcuWmDRpErp3747+/fvj3bt3mDFjBjZv3ozr169zSsbLzs7G2LFjER4ejoKCAgCAnJwc3N3dsWbNGs41ywpz6dIlXLhwARYWFujWrRtvdoVg8eLFWLp0KZYuXSo1Tvj6+mLSpEmYNm3aL+7h/1GzZk307t0b7du3h6OjIyIjI0tMAuESdLWzs5NxomVmZuLVq1dYv349hg0bxtq2tbU1duzYwaqWza/CxMQE27ZtQ6tWrfD161doa2vj0KFDaNu2LYDvjvrWrVtzqlsk9HU4d+5cTJ48WeY+//z5M5YuXYpZs2Zxsi8EJiYmCAoKQtu2bVGjRg2sX78eXbp0we3bt9GiRQu8e/fuV3exWNq0aQMbGxusWbNGqn306NFITEzE+fPneT3fkSNH4O7ujqysLFaObsla82duXD4c6U+fPkVcXBxevnzJjEMS2IybFy9eRHBwMCIiIlC7dm0MGjQIffr0QdWqVTkHdH4UqCwMl6Al8D2R60fwEXj5XYiJiSnV51q3bi1wT9jz5s0bbN++HaGhoUhKSoKzszO8vb3h6urKOQGlMGlpaQgJCcGGDRvw4cMHfPv2jRe7fwI6/3EyMjJw7do16OvrIyQkpNQOu8JZRsU5MIGKH5EtLz5+/IgdO3YgJCQE169fR+PGjfHXX39h4sSJnOxGR0cjOjq62AG2rI7Xf//9Fx07doSCgsJPnfBlXeh5enpi9erV0NDQgKen5w8/y8UxKiRubm6Ijo6Guro6bGxsZAoLsw1E2drawtvbG4MGDRLEaQQAjo6OGD9+fLkUBwa+Z8EeOnQIwcHBvBR7FOr+EYqiExtJ5ouFhQUvwUAhnaMlkZCQAHt7e16e5cXtKuSDuXPnYuXKlfDz80Pz5s0hEokQGxuLRYsWYfLkyUxWJhvU1dWRlJQEU1NT+Pv7IykpCXv37sWNGzfQqVMnZGZmsrK7YcMGzJo1CxMmTMD8+fORlJQEMzMzhIaGIiwsjFOR5gYNGiAhIQGtW7eGt7c3evToAWVlZdb2ypMNGzZg/vz5zC4FyffOtsA98N0BcvLkSTg6OsoEcD58+ICzZ8+iQ4cOrHYYaGhoIDExETVq1EBBQQGUlJRw6tQpzosXIcflwly7dg0dOnSAiooKGjduDCLCtWvX8PnzZ5w4cQL29vasbUdFRaFbt26oX78+HBwcQES4cOECEhIScOjQIbRr1461bQDYtGkT/P39MWDAADRo0EBmbGb7vdjZ2eH+/fv49u0bTExMZOzeuHGDdZ8ByMyFCmdItm/fnpPtgoICzJ8/Hxs3bsSLFy9w9+5dmJmZYebMmTA1NYW3tzcn+3xSo0YNXLt2Dbq6uoJljEswNzfH6tWr0blzZ2hoaCA+Pp5pu3TpEnbu3MnKblRUFLKzs9GjRw+kp6ejS5cuSE1Nha6uLv755x/G0cuG4cOH49SpU1i7di2TzBIbG4tx48ahXbt22LBhA2vbQhMWFgY9PT107twZAODr64vNmzfD2toau3bt4pRsQETw8/PD6tWrmZ1WysrKmDp1aoVzch84cAAjRozAy5cvf+iA5bpenjNnjtRryTOlTZs2nAsynzhxAsuXL8emTZt43Q2po6NT6mBzWQMvw4cPx61bt7B48WIcOHAAYWFhePbsGRQVFQEAO3bsQGBgIK5evVrmfksQ+josaUfXmzdvYGBgwJt/RXJN8hH49/f3R2BgIAwNDZGTk4O7d+9CSUkJwcHBCAoKwsWLFzmfQwji4uLg7OyMRo0aMUG/6OhoXL16FSdOnEDLli05nyMnJwf//PMPQkJCEBcXB3Nzc3h5ecHPz6/MtspLvSEkJAQjRoyAoqIidHV1pa4RruOyECofvyvBwcEYMGBAhd7l/F/h5s2bCA4OxpYtW6Curo6BAwdi1KhRMgogpSUnJwd79uxBcHAwYmNjYWZmBg8PD3h4ePC2E+hPQKeCcf78eWzatAnp6enYs2cPjIyMsG3bNtSoUYORexGCsjrsJJny8vLyP43MVuSIbHlz69YtbN26FTt37sTLly9Z25kzZw7mzp2Lhg0bwtDQUGYSVlb5IrFYjMzMTCZAVxL/1QDd7xqIAoA9e/bAz88PPj4+xTq8bG1tf1HPyg5f98/vitDO0ZLgI6ATHh6OPn36yExWv379it27d3Ny1gMlS2n5+vrCzc2Nkd1gQ6VKlRAbGwtra2u0aNEC7u7uGDZsGB4+fAhra2vWUgzW1tZYsGABunfvDg0NDSQkJMDMzAxJSUlo06YNXr9+zbrPwHdJhpCQEOzcuRNfv35F37594eXlhUaNGnGyW168evUKKioqUFdX52xr1apV+PfffxEdHV3s+87OznBzc8Po0aPLbLvw+AlA6rfkQnmNyy1btoSFhQWCgoKYoHNeXh6GDBmC9PR0nDt3jrVtOzs7dOjQQUa+yc/PDydOnOAcGBHqe/H39/+hc4uvHTRCMHfuXISFhWHu3LkYOnQoEyiOiIjAypUry+xQ+1/YZQ18l9RJSUlB9erVYWhoiCNHjsDe3h7p6emws7PD+/fvy2Tv1KlTcHBwKFby8O3bt2VyVpeEnp4e9u7dizZt2ki1nzlzBr1798arV69Y2z59+jT279+Phw8fQiQSoUaNGvjrr794keYDAEtLS2zYsAFOTk64ePEi2rZti8DAQBw+fBjy8vK8XCufPn1CSkoKVFRUULNmTU7OsKpVq8LV1RXdunVD27ZtGcc/X3z69Amampq4c+dOiZJrfOyIFAK+5YUk/CzLvTBlzXh/9eoVevTogbi4OKirqyMsLAxubm7M+23btkXTpk0xf/78MtktDj6vw8KIxWK8ePFCRmLx9OnT6NOnD6f7H/g+L1+6dCmz27pWrVqYMmUKBg0axMnu3r178fjxY/Tq1YvZfR8WFgZtbW1OO8+FJj4+HkuXLkV8fDwjETlt2jTWjlwJ58+fR0hICPbu3Yv8/Hz89ddf8Pb25u1ZKyTGxsYYMWIEpk2b9sP5Flf4VvkoCp9By6J8/vxZZqdFWdWJigZvq1atigsXLvAuJyzh6tWr2LNnT7Hys2Udm4kIy5Ytw4EDB/Dt2zc4Oztj1qxZv00SYWGeP3+O8PBwBAcH4+nTp+jZsyeeP3+OM2fOYMmSJfDx8Sm1rbi4OAQHB2PPnj3Iy8tDjx494O3tDUdHR/47zmtFnj9wYu/evaSiokJDhgwhJSUlprDuunXrqGPHjoKeOz4+npei2n8oHV+/fuX0/1epUoXCw8N56k358urVK7p69Spdu3aNKfz4B+EQiUQyh1gsZv77O8L1/hGSwtd0RkYGzZw5kyZPnsxLwb369evT1KlTZdqnTp1KdnZ2nO2XBB/jg1gsphcvXsi0v379mvfr8MOHD/Thwwd69uwZjRkzhpSVlTnZ69q1K3Xo0IHmzp1LCgoK9OTJEyIiioqKopo1a7K2q6yszBQSVVdXZ8b8u3fvcu5zYb59+0b79++nrl27koKCAtWtW5cCAwMpKyuLt3NUdBo1akT//vtvie8fOnSIGjVqxMq2SCSi8PBwOnjwIB08eJBUVVVp8+bNzGvJUVFRVlamlJQUmfbbt2+TiooKJ9tKSkp09+5dmfY7d+5UuOLlv5K0tDRKSkqi/Px8zrbMzc3p1KlTRCT9XElJSSFtbe0y2/Pw8KAPHz4wf//oqMjUqlWLLl26RERELVq0oIULFxIR0e7du0lfX7/M9kQiESkpKVHLli1p1qxZdObMGfry5QuvfVZRUSm2UHdSUhKpqqqytjt8+HASiURUqVIlatq0KTVp0oQqVapEYrGYxowZw6XLDCoqKvTo0SMiIvL19aVBgwYxfdfT0+PlHHxy5swZmjhxIllYWJCGhgb99ddfFB4eTm/evOHtHGfPnqVv377xZq8kCgoKKDo6mg4fPkxv377lbC80NPSHR0UmKyuLKbpemDdv3vB+v/KFpEC6WCyWKZauqalJYrGYRo0axekcy5cvJ1VVVfL19aWDBw/SgQMHaMqUKaSqqkorVqzg6V/y32b+/PlUs2ZNEovF1LhxY9q4cSO9f/9ekHM9efKE/vnnH1qzZo1M0XsuVKpUie7fv89TL39OXl4eRUZGUteuXXmxt2XLFqpTpw4pKiqSoqIi1alTh4KCgjjb/fTpE40ePZr09fVJLBbLHGVFJBJJrZELz934ZteuXaSgoECdO3cmRUVF6tKlC1laWpKWlharedyCBQtILBZTu3btqFu3bqSkpERDhw4VoOfC8PXrV9q7dy917tyZFBQUqEGDBrRhwwZm3kv0/Tsry/xZct83aNCA1q9fL/h6+09ApwJRv359CgsLIyLpG/nmzZtUuXJlQc/NxWF37NgxOn/+PPN67dq1VK9ePerXrx8vE8k/yCLEAOvq6kqHDh3ixaFQHElJSdSyZUuZQc/R0bFYZ1JFID8/n5YsWULNmzenRo0a0bRp0+jz58+/ultl4uHDhz88/sAPiYmJZGJiQmKxmCwtLZnntrq6OmlqapKcnBxFRkZyOsevco7yEdARiUT08uXLYm3r6Oiwtvvu3Tvq378/6enpkaGhIa1atYry8/Np1qxZpKqqSg0bNqSdO3dy6To9evSIOnfuTLa2trRlyxamfcKECTR27FjWdq2srOjAgQNEJD3mr1q1iuzt7Tn1uTBfvnyh3bt3U/v27UleXp5atWpFlpaWpKGhQbt37+btPHyQmZlJAwcOJENDQ5KTk+O8SJKgra3NOBeL49GjR6yc3UTFB82LC6KzQehxmYjIwMCAoqKiZNqPHz9OBgYGnGxXq1aNIiIiZNr/+ecfMjY25mS7KHyMzdnZ2TRq1CiqWrUq6evrU79+/ejVq1c89O47X79+pVmzZlGXLl0oICCA8vLyqG/fvsz1bWVlRQ8ePOB0jpICxbdv3yY1NTVWNot7dvPJp0+faObMmVSnTh1SU1MjdXV1srGxoTlz5lB2djYv55g6dSrNnz+fiIj27NlD8vLyZGFhQYqKisUmSvyMJ0+eUHh4OHl7e5OZmRmJRCJSUVEhJycnmjdvHsXGxnJ23js5OVGvXr2kru2cnBzq1asXtW3blpXN/fv3k6KiIoWEhFBBQQHTnp+fT1u3biVFRUVeAtD6+vp048YNIpJe396/f5/1dSjh06dPNGPGDGrWrBmZm5tTjRo1pA6uJCUl0YIFC6hJkyakqKhIrVu3phUrVvCy7srPz6c7d+7Q+fPnKSYmRupgw7t378jd3Z3q1q1LQ4YMoffv35ODgwMz9hgYGFBCQgLnfguNo6Mj+fv7y7S/ffuWHB0df0GPfo5Q12FoaCiFhISQSCSiVatWSQXPdu7cSRcuXODcd1NTU+aeLHpuU1NTTrY/ffpER44coQ0bNvAaXBAavu9NPT09mjBhAt26dYvnnkoTHBxMioqKpK6uTiYmJmRqasocXJ+HU6ZMYZIffjdmzJhBampq5OfnxyRW+fn5kbq6Ov3999+cbI8aNYqsrKxoz549pKKiQsHBwTRv3jyqVq0abd++vcz2yjOgY2NjQ2vXrpU6T0FBAQ0dOpRmzZpVZnu1atWidevWMa+PHTtGSkpKUvMLNhQNZv/o4IKuri7p6OjQqFGj6ObNm8V+5u3bt2V6Lo4dO5bi4+N/+JkrV66UpZs/5E9ApwKhoqLCLOQK38hpaWmCZzJycdjVrVuXjhw5QkTfnZqKioo0bdo0atKkCS8Ze+fOnaMBAwZQ06ZNmczo8PBwqSDSfw1fX1+aO3curzbbt29PcnJyZGhoSNOmTSvWccyW58+fk66uLtWuXZsCAwPp+PHjdOzYMVq+fDnVrl2b9PX1i83e/9X87lkHfyg/XFxcqEuXLnT+/HkaPnw4GRkZkaenJ+Xn51N+fj6NGjWKmjRpwukcQjlH3dzcfng4OjqyHh/q169PdnZ2JBaLycbGhuzs7JjD1taWNDQ0qFevXqz7PnLkSKpWrRpNmjSJ6tSpQ2KxmDp27EiOjo509uxZ1nbLg+DgYDIyMqLdu3eTmpoa7dq1iwICApi/uXLt2jUaPXo0VapUiQwNDWnq1Kl079495v1ly5ZxdtjzjYuLC1lbW9P69espMjKSDhw4IHWwRV1dna5du1bi+9euXSN1dXXW9oVCyHFZwtixY6latWq0e/duysjIoMePH9OuXbuoWrVqNH78eE6258yZQ9ra2rRo0SI6d+4cnT9/nhYuXEja2to0b948zn3Py8ujuXPnUtWqVUlOTo6ZN8+YMUMq+FpaJk+eTKqqqjR06FAaO3Ys6enp0V9//cW5nxImTpxI+vr6TBCgW7duZGlpSbt376aIiAiysbGh/v37czpHgwYNaNu2bUQkvZbw9/enFi1asLKpoKBAPXv2pKNHj3JepBfly5cv1KBBA1JSUqLu3buTn58fTZ06lbp160aKiorUtGlTQXblXrp0iZYvX87b7rmMjAwKCwsjT09PqlGjBonFYs7PlFu3bpGRkRHp6uqSk5MTtW3blnR1dcnIyIiSkpJY2ezatSv5+fmV+L6vry9169aNbZcZ+vfvT/b29uTt7U2qqqrM7uWDBw9SnTp1ONnu27cvGRoakq+vL61cuZICAwOlDj7JzMykzZs3U5cuXUhFRYXq1KlDhw8fZmXr4sWLzLXBV9Df29ubatasSfPmzaMmTZpQs2bNqGnTpnTp0iW6cuUKtWnThrp06VJmu4V3Erx///6HBx+IRCLS09MjV1dX+vTpE9OemZlZYdUEhL4OhdzRpaSkJDUflHD37l1OPqcbN25QlSpVmEQ2fX19EolEpKamxkuwVSiEuDfLS02iWrVqFBAQIEjiT15eHrm4uFDr1q1pzJgx5OPjI3VUZHR1dYtN6Nu5cyfp6upysm1sbExnzpwhIiINDQ3mXgoPD2elqiQWi6USZzQ0NCg9PZ1TH0tCVVWV8Tfr6upSYmIiERElJydTlSpVymxPSUlJKmGuoKCAFBUVGZ8tW362M5SvXaLh4eGCJWt//PiRcnJypNpu3rxJXbp04XVc+xPQqUCYmZnRyZMniUh6ERYWFkZWVlacbAvpsFNTU2MeDLNnz6aePXsSEdH169c57yz6lTJ0FZlx48aRtrY2tWrVitcB9vHjxzR37lwyNzcnsVhMLVu2pLCwMJmHUVnx9fUle3v7Yh+YOTk5ZG9v/8MF5q9CqKyDwnz79o38/f0pIyODN5tFCQ8Pp+bNm5OhoSGTubty5UpODlIiopiYmGIXG9++feNFYux3QldXl8mC/PjxI4lEIrp69SrzfkpKCmlpaXE6h1DO0Z/J6HCR0/H39yd/f38SiUQ0efJk5rW/vz8tWLCAdu7cyUn2onr16sy4mZaWRiKRiLMT+kfk5OTw6szYvHkzVa9enVk4VqtWjZUjuig2NjYkLy9PnTp1osjIyGIlR16+fEkikYiV/W/fvtHJkydp48aNzLb0p0+f0sePHzn1W11dvcQMKS40adKEFi1aVOL7Cxcu5BxwFQqhxmUJX758oXHjxpGioiKzU0RJSYkmTJhAubm5nGwXFBTQihUryMjIiLnGjYyMKDAwkJdxdM6cOWRmZkbbt28nFRUVZo74zz//UNOmTctsz8zMTCqYevnyZZKXly/2/mFD9erVmQSoO3fukEgkoqNHjzLvnz17loyMjDid499//yUtLS1atGgRqaqq0tKlS2nIkCGkqKhIJ06cYGVz586d1K5dO5KTkyMjIyOaMWMGb7vEAwMDqXLlypSamirzXkpKClWuXJlWr17N+TxCyqFKuH//Pm3evJn69+9PmpqanHeiEH0fczZv3kwTJ04kHx8fCgoK4nTvGxkZ0eXLl0t8//Lly5yvQaLvO0dGjx5N3bp1o2PHjjHts2bNooCAAE62tbS0KDY2lmsXy0x2djbt37+fmXOUlXr16lGvXr0oOTmZ3r17R1lZWVIHG6pWrcokrzx58oREIhHjaCT6/nuyWYsXlsmVOLWLHnxKN4tEIoqPj6cmTZpQ3bp1Gb9CRQ7oCH0dXr9+nXG2EhEdOHCAXF1dadq0aZzl4urUqcPsWCzMvHnzqG7duqzttm7dmoYOHUp5eXmMLysjI4NatWpF+/bt49JlQRHi3gwLCyvVwRUhZdHmzp1LIpGIateuTa1bt6Y2bdowR0XdOSdBW1u7RFULrutxNTU1xp9SeExNT09nNe6LRCKpHSkikYi0tLR43YkioVq1asxzxdbWlgl6XbhwgTQ1NVn1vegubiF3GPGNp6enlLyahE+fPpGnpycrm48fP6bmzZuTWCwmBQUF8vHxoezsbBo0aBDJy8tTz549edlpKeFPQKcCsXjxYrK2tqZLly6RhoYGnT9/nrZv3076+vq0Zs0aTraFdNjp6OjQ7du3iYjIwcGBNm3aREREDx484Ky//itl6CoyhQfUogdfA+zp06dp4MCBpKamRpqamjRs2DBGf7ys2NnZ0T///FPi+7t27RK0BghbhMo6KErhoCjfrF+/nvT09CggIEDK4RUSEkJt2rThZLs866JUdH62XZqPRanQzlEhCQ0NFSQDRl5enp4+fcq8VlFR4V3egG+t5OJ49eqV1PXD9Rkzd+5c3p9TEh4+fEi1a9cmVVVVqV0R48ePp+HDh3OybWVlxcj08MmmTZtITU2NDh06JPPev//+S2pqaszcpSLD57hclOzsbEpMTKSEhATeZK4KI6ltxSd814spXCNLgrKyMm8JF/Ly8lL2lZWVpRwOz549Izk5Oc7nOX78OLVq1YrU1NRIRUWFHBwcipXVKysZGRnk7+/PZDK3adOGtm/fzunZ3qpVK0b+ozhWr15NrVq1Ym1fSDnUtLQ02rp1Kw0cOJCMjIxIU1OTXFxcaMGCBRQXF1ch6/0pKSn9cGx48uQJrzXchMDU1LTY2kIVHVVV1WJ3RXBBTk6Onj17xrxWUVGRcu4+f/6c1Tyl8O6Qs2fP/vDgA8kcOjc3l5HRPXPmTIUO6Ah9HTZs2JD27t1LRP+n1tKvXz+ysLDgnLi0d+9ekpOTY+pDzps3jzp06EDy8vK0f/9+1na1tLSY4LyWlhbz/Vy6dIksLS059VlIhLg3tbW1Szx0dHSYJBquCCmLpq2tTSEhIYLYFhpJwnNRJk2axLkGlY2NDfPsa9euHU2aNImIvktms0mIKI+dKBL69etHy5cvJyKigIAA0tfXpyFDhpCJiQm5ubmV2Z5IJKLhw4dLJZYrKiqSl5eXILu5+E6sLMmX9erVK9bz8QEDBpCtrS2tWbOG2rRpQ2KxmOzt7cnT01OQnVd/AjoVjOnTp5OKigrjrFNWVqYZM2b86m79EKEKRhP9Whk6Prh//z79/fff1LdvX+ZhcezYMdZSCb+CDx8+0MaNG6lSpUqsH2xaWlo/nCjdu3ePc7aEEJRX1oGrq6tgEyYrKyvGWVG477du3eK85bikuih37twhDQ2NMtv7mawD3xIPfFL0u1BXV5catPlelArhHP0dKbpNvej3zgd8ayX/iOfPn9OYMWM4O9RKqj2Rk5NDc+bM4WTb1dWVBg4cSF++fJF6ppw9e5YsLCw42Y6KiqL27dsLEuAeMGAAiUQisrKyou7du5ObmxvVrl2bxGIx9e3bl/fzCQkf4/L/AnzXiyn6PJHY5euZUh6B/x/Bp2b3qVOnaMCAAaSqqkra2to0cuRIVnb09PR+OCe+desW6enpse2mYHKo1atXJ21tberSpQstWbKELl++zMtOroMHDzKBIInuf0kHG0qat0ngcg0mJCQwsj8JCQk/PLiwbds2+uuvvwQJPAuJo6Oj1G4lPvjVzxS+KOpUmzdvHikpKdGsWbMqbP+Fvg41NTWZ4NyiRYuoffv2REQUGxtL1apV42z/2rVrNGDAALK3tyc7OzsaMGAA54QaPT09unPnDhF9V7k4fvw4EX1PsuCa5CskQtybJfHs2TMaPnw4KSgoUIcOHTjbE1IWrXLlyoJI/ZYHY8aMIU1NTapTpw55e3uTt7c31alThzQ1NWW+p7KyYsUKpibU6dOnSUVFhQnQ8S37yTdv3rxhEiHz8/Np8eLF1LVrV/Lx8WFV+7zozi0hks2FSKx8//49ZWVlkUgkovv370v5mN6+fUthYWFkaGjIynbVqlWZ3ZvPnz8nkUgkaC0qefyhQjF//nz8/fffSE5ORkFBAaytraGuro6cnByoqqr+6u4Vy9q1azFq1Cjs3bsXGzZsgJGREQDg2LFjcHFx4WTb0NAQ9+/fh6mpqVR7bGwszMzMONkWmpiYGHTs2BEODg44d+4c5s+fDwMDAyQmJmLLli3Yu3fvr+7iT0lPT0doaChCQ0Px/v17ODs7s7Lz8eNHaGpqlvi+hoYGPn36xLabgjJz5kype+/r16+YP38+tLS0mLYVK1ZwOkfHjh0xbdo0JCUloUGDBlBTU5N6v1u3bqxtP3jwAHZ2djLtSkpKyM7OZmWzR48eAACRSAQPDw8oKSkx7+Xn5yMxMRHNmzcvs11tbW2IRKJSfTY/P7/M9oWm8HeRm5uLESNGML/lly9feD2XhoYGr/aERiwW//C3Zft7EtEPv3cJ+/fvZ2UfAA4dOoTw8HC0adMGXl5eaNmyJSwsLGBiYoIdO3ZgwIABZbKXlZWF0aNH48SJE1BQUICfnx/GjBkDf39/LFu2DHXq1EFwcDDr/gLAnDlzMGLECJl5Q05ODubMmYNZs2axth0bG4u4uDgoKipKtZuYmODp06es7QJAnz59kJOTA3Nzc6iqqkJBQUHq/bdv37K2vX37dnTr1g07d+7E3bt3QUSwtLTEnDlz0Lt3b079Lk/4GJd79OiB0NBQaGpqMs/zkijrvWNvb4/o6Gjo6OjAzs7uh/f9jRs3ymS7KHXq1MH58+dhYmIi1b5nz55ix72fUfR5AhT/TOHyPImKimLmDwUFBYiOjkZSUhKA788Grnz69AlycnJQUVFh2uLj4zFz5kwcPXqUt7Gzbdu2aNu2Lfbt24dhw4Zh06ZNWL9+fZntZGVlQVdXt8T3dXV18f79e9b9vHr1Kk6fPg1bW1vUr18fmzdvxqhRoyAWiwEAY8eORdOmTctsVzKmi0QiyMnJQU5OjrHJhe7duyMzMxMGBgbo3r17iZ8TiUSsf8ui89rC5OTksLIJAPXr12f6Xr9+fYhEIhAR877kNZe+A8Dy5cuRlpaGypUrw9TUVGac4PpcEYqxY8di0qRJyMzMhI2NjUy/bW1tWdndsmUL1NXVAQB5eXkIDQ2Fnp4egO/rLzYkJiaW+rNs+12YwtcJAMyYMQNWVlYYPHgwZ9tCIfR1SEQoKCgAAJw6dQpdunQBABgbG+P169esbH748IH5u2bNmsU+sz98+PDDNfuPsLOzw7Vr11CrVi04Ojpi1qxZeP36NbZt2wYbGxtWNssDoe7Nwnz8+BGLFy/GqlWrUKdOHURFRcHR0ZGz3QULFiAqKgqWlpYAIDXnKu2auiTGjx+PNWvWYPXq1Zzs/AqSkpJgb28PAEhLSwMA6OvrQ19fn5lzAey+Ix8fH+ZvR0dHpKam4tq1azA3N0e9evXKbC84OBgDBgyQmnsKRaVKlZi/xWIxfH194evry9re2bNneejVj/H19cWZM2ewfv16uLu7Y926dXj69Ck2bdqERYsWsbIp8TmJRCLUqlVL5n2RSIQ5c+awsp2ZmQlzc3MAQJUqVaCiogJXV1dWtkrDn4BOBURVVRUNGzYE8H0huWLFCixZsgSZmZm/uGfFU716dRw+fFimfeXKlZxtDx8+HOPHj0dwcDBEIhGePXuGixcvYvLkyZwcUuWBn58fAgICMHHiRCnnq6OjI1atWsXZ/tWrV7Fnzx5kZGTg69evUu9xcTZ8/vwZe/bsQUhICM6dO4fq1atjyJAh8PT0hLGxMWu7Hz9+hLKycrHvffjwQWYyXxFo1aoV7ty5I9XWvHlzpKenM6+5TpYAYOTIkQCKDwxxXfjWqFED8fHxMg6vY8eOwdrampVNiTOKiKChoSHlOFJUVETTpk0xdOjQMts9c+YM8/fDhw/h5+cHDw8PNGvWDABw8eJFhIWFYeHChaz6LSRFF50DBw6U+Yy7u3uZ7Zanc1RI9u/fL9X3b9++4ebNmwgLC2M9YQJK971z5e3bt6hRowYAQFNTkwkqtGjRgrl3y8L06dNx7tw5DB48GMePH4ePjw+OHz+O3NxcHDt2DK1bt+bcZ4nTrCgJCQlSk3k2FBQUFPtMevLkCedAY2BgIKf//2f07t37twreSOB7XNbS0mKuj8LJCXzg6urKLEpdXV15GSNLYvbs2Rg0aBCePn2KgoIC7N+/H3fu3EF4eHix89KfUZzzkO9nStFzDB8+XOo12+/ryZMn6NOnDy5dugQ5OTmMGTMGAQEBGDFiBHbt2gVXV1fExsay7ndhHj58iJCQEISFheHJkydwdHSEt7c3K1sFBQWQk5Mr8X2xWMxpDvT27VtUqVIFAKCurg41NTWpZ6COjg4rp3dmZiZSU1Nx9uxZnDlzBkuWLEFubi5atGiBNm3aoHXr1mjQoEGZgzwSB27Rv/miuHltcZ9hw4MHD6Cvr8/8LRQ/CnRVZHr27AkA8PLyYtq4BrmqV6+OoKAg5nWVKlWwbds2mc+UlcIBuZ89k/gIEhe+diT07NkTtWvXxrVr1zjbFwKhr8OGDRsiICAAzs7OiImJwYYNGwB8/64qV67MymZpE+fY/qYLFixgnqfz5s3D4MGDMXLkSFhYWCAkJISVzfJAiHtTwtevX7F27VosWLAAenp6CAkJwV9//cW5zxJWrFiB4OBgeHh48GZTwpUrV3D69GkcPnwYderUkQl0cfE3CU1hnwJffP78GdHR0Uxwddq0aVIJm5cuXYKlpWWJ/q6SGDp0KLp06QIDAwMAQNWqVXHhwgWZhHa2FA7k/gy2wVwh4TuxEvh+fRARnJycsG/fPql5oaKiIkxMTFC1alXWfS48rxWLxWW+JsqEYHt//lBqvnz5QtOnT6eGDRtSs2bNGHmk4OBgMjQ0pKpVq9KCBQt+bSd/gJBF+4h+Txk6ou91USQyHYW3wD948ICzXNyuXbtIQUGBOnfuTIqKitSlSxeytLQkLS0t1rWQ4uLiaMiQIaSpqUnKysrUt29f1oU/i1JSQU0hCmv+QZrg4GAyMjKi3bt3k5qaGu3atYsCAgKYv7ng7+9Pnz594qmn0jg5OTGF+gqzY8cOat26tSDnrIj4+/sz23b9/f1/ePyO7Nixg7p16/aru/FD+NZKrl69OvNsTUtLI5FIxFkPXYJEm1ssFksV2NTR0SFNTU0Si8WctaN79+5NQ4cOJaL/k6P6+PEjOTk5sR5//lA8Qo7LP5Jd4srNmzcFs10UoerF/G4Irdn9+fNnCg8PJ0dHR5KTk6Pq1avTrFmzOMsjikQisrGxITs7u2IPGxsbTvPD8pRDTU5OpnXr1lGvXr1IU1OTtZSwq6srHTp0iJEv+8P/Bg8fPvzhUZEo3K/IyEgyNzenjRs3MpJ5GzdupJo1a7KuP1WUsLAwph5vYT5//sxL4fjfkYSEBKpbty5pampKzfHHjBlD/fr1Y2WzcO2jM2fOkIqKCu3YsYOXukgFBQX08OFDysnJYfX//0qEuDcLCgooNDSUqlevTlWrVqVNmzbxIstZFCFl0YSovV1eZGZmlvgeW9nPjRs3UpcuXZjX6urq1KRJE0ZarEqVKrRixYoy2/2ZdCZXfuaHq+i+ODU1NeY+NDIyosuXLxMRUXp6Oit5ZQnfvn2jwYMH81YnU0LRea2cnBzVqVNHZn7L2/mIKmBa/H+M6dOnY926dWjXrh3i4uLw+vVreHl54ezZs5g+fTr69+8vExGvSDRq1Ah+fn7o2bMn0tPTUadOHbi5ueHq1avo3LkzLxm3OTk5MjJ0FZ1q1aohIiICzZs3h4aGBhISEmBmZobIyEhMnjyZ2f7JBltbWwwfPhyjR49mbNeoUQPDhw+HoaEhq4x3sViMevXqwdvbGwMGDICOjg7r/hUlJiamVJ/jIzP9D7IEBQUhICAAjx8/BgAYGRnB39+fdUZteaCqqoqEhATUrFlTqv3u3buoX78+J1mQ3w2xWAw7Ozvm3uQ7o/5XkpaWBltbW9byf+XBypUrIScnh3HjxuHMmTPo3Lkz8vPzkZeXhxUrVmD8+PFlsqegoIBHjx4xmT+qqqq4cuUK6taty7mvYWFhICJ4eXkhMDBQ6lpRVFSEqakps+ONLc+ePYOjoyPk5ORw7949NGzYEPfu3YOenh7OnTvHZJiVhdJmj1W0zDEdHZ1S76hgIxcn5LisqKiIbt26wdvbGy4uLrzupJE8s4YMGYL+/fv/Tz2zKipGRkaIiIiAg4MDMjMzUbVqVSxYsAB+fn6cbQ8bNgwRERHIzc2Fq6srvLy80L59e16umdLOV2fPns3KvlgsRseOHZldY4cOHYKTk5OUHOrx48c57zJ48eIFs1vnzJkzuHfvHpSUlPD58+cy2+rQoQOio6NhYGAADw8PeHp6ysyFKjqnT5/G/v378fDhQ4hEItSoUQN//fUX690/QvIz2cnCVOSMdKFo3Lgx/P390alTJ6n2o0ePYubMmbh+/Trnc4jFYqipqSE0NJTZLQF8v6+qVq1aIWWWfxW5ubmQk5PjxTdU2D/BlYKCAigrK+P27du/3fNKCGxtbZGWloaxY8diwoQJJcpccp3XLly4EM+fP/8tZdGExMDAAFu2bJGRrV+2bBlmzpzJamxu1aoVfHx84ObmBkD2/tm+fTvWrVuHixcvlsmuWCxm5EqLs8uV0vrhgIrpi7O1tcWaNWvQunVrtG/fHra2tli2bBlWr16NJUuW4MmTJ6xta2ho4NatW7zthgKEn9cW5U9ApwJgYWGBpUuXws3NDQkJCbCzs0OfPn2wbds2yMtXfFU8LS0t3LhxA+bm5li8eDFOnz6NqKgoxMXFoW/fvowTmQ1eXl5YtWqVjIxLdnY2xo4dy7nOgJD4+vri4sWL2LNnD2rVqoUbN27gxYsXcHd3h7u7O6ebWE1NDbdv34apqSn09PRw5swZ2NjYICUlBU5OTnj+/HmZbd64cYPRGv1D+RMTE4Nly5YhJSUFIpEIVlZWmDJlClq2bMnbOV6/fo2CggJWDtfiePHiBSZPnozo6Gi8fPlSRjaPywLM0tISXbp0wfLly6XaJ02ahMOHD/9UMuR/iYsXLyI4OBgRERH49u0bevbsCS8vL160l4ty9+5dnD17Fi9fvpSRe+Fb5vLz58+YNm0ajh079lv9nhkZGZy0kuXk5JCZmcnIi2hoaCAxMZGRdeNKXl4etm/fDmdnZ1SrVo0Xm0X5/Pkzdu/ejevXr6OgoAD29vYYMGCAlPxiWfhZjSXiQfZCCMLCwpi/37x5g4CAAHTo0EFKJjIqKgozZ86U0twuLUKOy7t27UJISAhOnz6NKlWqwNPTEx4eHozuMxeKPrN69OgBb29v3p9ZZmZmuHr1qkwNlqysLNjb20vJo/6vIycnh6dPnzLyYmpqarh27RqsrKw427a1tYW3tzcGDRrEWbKxvPH09CzV58oqB/Ty5UucPXuWCeLcvXsXCgoKaNy4MRwdHeHo6IhmzZqx1sR/8uQJI2v34MEDODg4YMiQIejVqxfr52x5MWLECGzevBk6OjqoVasWiAj37t1DVlYWRo0ahTVr1rCyW9oAelmD54WvESJCZGQktLS0GPnz69evIysrCz169GAlG/Xvv/+W6nNc6mUKiYqKCm7cuCHzLElJSYG9vT0rx2hRxGIxli1bhhkzZsDX1xf+/v4Avq8zDA0NBZEfZItQ12FJXL9+XWptyOecgG/HcZ06dbB161ZWdcl+BULem4XlNou7Xvia17q5ueH06dPQ1dUVTBbt1atXuHPnDlNvpKg8YkVk+fLlmDFjBgYPHoyVK1fi7du3GDRoEG7fvo2goCBWv2mVKlUQHR2NOnXqAPhek+fq1atMMODu3bto1KhRmev+FV0XampqMsnaf+A/sbIw3bt3R/fu3QWRLCwv/gR0KgBKSkpIS0tjHC/Kysq4dOkS6tev/2s7Vko0NTVx/fp11KxZE+3atUOXLl0wfvx4ZGRkwNLSktNET05ODs+fP5dxQL9+/RpVqlRBXl4e1+4Lxrdv3+Dh4YHdu3eDiCAvL4/8/Hz0798foaGhP9QM/xnGxsY4evQobGxsUK9ePfj5+aFfv364ePEiXFxcOBWQ/UP5s337dnh6eqJHjx5wcHAAEeHChQuIjIxEaGgo+vfvz/kcL1++ZCZjlpaWvEzGOnbsiIyMDIwZMwaGhoYyE1YuBeCOHj2Knj17wtzcnFkYXLp0CWlpadi3b59MpuB/gc+fPyMiIgIhISE4f/48TE1N4eXlhcGDB/PiuA8KCsLIkSOhp6eHKlWqyBTW5FKjp+gCmIjw8eNHqKqqMsXqKyLfvn1D+/btsWnTpmKLJrLhZxnjErgswlRVVZGSkiJTO6ui8r+wi7Nnz55wdHTEmDFjpNrXrl2LU6dO4cCBA7+mYz/h8ePHCA4ORlhYGB49eoRWrVphyJAh6NmzJ2fNZ6GfWUWzGiW8ePEC1atXl9I2/19H6EDxH6QRi8VQUFBAw4YN4ejoiDZt2sDBwUGQYMuZM2cQHByMyMhIyMnJoW/fvvDy8kKTJk14PxdXIiMj0bdvX2zatAmDBw9mxv2CggKEhoZi5MiR2LNnD6sxv3AA/UcUVwurtEydOhVv377Fxo0bmXVafn4+Ro0aBU1NTSxdurTMNktTR6kiJixIsLe3h5WVFbZu3cqMCV++fIGXlxdSUlJ4qd8oeZanp6fDzc0NDg4O2LZtGz58+FDhduiUx3UIfF+39enTBzExMdDW1gYR4f3793B0dMTu3bt5WcfxHdA5cuQIFi1ahA0bNvCy61xohLw3y2te+7OkBS61iyQJ1OHh4UxQVU5ODu7u7lizZk2Ju44qCgkJCRg4cCByc3Px9u1bNG3aFMHBwaxrUKmoqCA+Ph6WlpbFvp+amor69esjNze3THbFYrFUbcusrCxoamrKXJ98BImPHz8OdXV1tGjRAgCwbt06BAUFwdraGuvWreNVCUAouCZWFmbTpk3w9/fHgAED0KBBA5m1OJu5ysuXL3+YPJ2Xl4cbN26gcePGZbZdHH8COhWA4rbZ/U6LMCcnJxgbG8PZ2Rne3t5ITk6GhYUFYmJiMHjwYDx8+LDMNj98+AAigo6ODu7duyc1acnPz8ehQ4fg5+eHZ8+e8fgvEYa0tDTcvHkTBQUFsLOz47QNOT4+HvXr10f//v3RsGFDTJw4EfPnz8eqVavg6uqKkydPwt7e/j8pCfA7Y2VlhWHDhslkcK9YsQJBQUFISUlhbfvDhw8YPXo0du3aJTUZ69OnD9atW8dJCkdDQwPnz58XLPj8+PFjbNiwAampqSAiWFtbY8SIEayKgP+vkZaWhpCQEISHh+P58+do164djh49ysmmiYkJRo0ahalTp/LUy/+j6AJYLBZDX18fTZo0qfCTR319fVy4cIE3CQmhMsYL4+joiPHjxwtStHfhwoWoXLmyVPFYAAgODsarV68EuX74IjQ0FL179xZkEaquro74+HhYWFhItd+7dw92dnb49OkT7+fkm+joaISEhCAyMhKKioro168f1q9fz4ttPp9Zkqza7t27IywsTGocy8/PR3R0NE6ePPlb7fzjilgsRt26dZmd/YmJiahduzYUFRWlPseH8/UPQFRUFFq0aCGz+BeSjx8/YufOnZg+fTrev39fIZPaunXrhjp16mDhwoXFvj916lSkpqbi4MGD5dyz0qGvr4/Y2FgZh92dO3fQvHlzvHnz5hf17Ndx5coVdO3aFQUFBYzzLCEhASKRCIcPH+bFKVU4gTMjIwPdunWDSCTCxo0b0bx58woV0Ckv+vTpg7S0NGzbto3ZHZWcnIzBgwfDwsICu3bt4nwOvn1OOjo6yMnJQV5eHhQVFWUC3HztWvpD+TB8+HCcOnUKa9euhYODAwAgNjYW48aNQ7t27bBhw4Zf3MMf8/HjRwwdOhT79u0DAGzZsoVToLVmzZpYtGiRlCxkYSIiIjB9+nTcv3+/THbLK0gMADY2Nli8eDE6deqEW7duoWHDhpg0aRJOnz4NKyurMq89lyxZgrFjxzL3+rlz59CkSRMmafHjx4+YOnUqb2sJvvlRUJdtMLfohgQrKytERUWhevXqAPiXEv0T0KkAiMViDBs2jHEwrFu3DgMHDpRxtK5YseJXdO+nJCYmYsCAAcjIyMDEiRMZKbGxY8fizZs32LlzZ5lt/kx+RSQSYc6cOfj7779Z9/t3RKJL3717dwwZMoTZhr5s2TLExsbCwsICM2fOrPAO0j9Io6SkhNu3b8s4Au/fv4+6deuWOdOjML1790Z8fDzWrFmDZs2aQSQS4cKFCxg/fjxsbW0RERHB2ra1tTV27NgBOzs71jb+wJ5Pnz5hx44dmD59OrKysjhPDDQ1NREfH89bpl5pkQSqKyqTJk2CgoICFi1a9Ku7Umr27NkDPz8/+Pj4FJtxZGtry9q2qakpdu7ciebNm0u1X758GX379sWDBw9Y2xYaQ0NDZGdno1evXvD29pb5N3DBxMQEY8aMwZQpU6Taly5dirVr1+LRo0e8nUto9u3bh2HDhvHyXCkMX88syQJMJBLJSH0qKCjA1NQUy5cvR5cuXTj3+XehvDW7/1C+pKenIzQ0FKGhoXj27BmcnZ1x/PjxX90tGapVq4b9+/eX6OS/cuUKevTowUnzXkh0dHQQEhIikwxx4MABeHp64t27d7+mYz8gLy8PO3bsQIcOHRjJRb7JycnB9u3bpRKs+vfvz1tAs2hya05ODgYMGIDo6GhkZ2f/JwM6WlpaOHXqFBo1aiTVfuXKFbRv3x5ZWVlltlm0XhTfO8R/5pjmwyH9u1DetSGFkEXT09PD3r170aZNG6n2M2fOoHfv3nj16hXncwhFXFwcBg4cCF1dXWzbtg1xcXGYOHEiXFxcsGnTJla+svHjx+PUqVO4fv26zA72z58/o2HDhnB2dsaqVav4+mcw5OXl8VKKQ11dHUlJSTA1NYW/vz+SkpKwd+9e3LhxA506dUJmZmaZ7BUNXhT1JfARvBg3bhwsLCwwbtw4qfa1a9fi/v37vNRr55Of1UTiW0q04hdo+Q/QqlUrqSzC5s2by+h+81mslm9sbW1x69YtmfalS5eyfvCcOXMGRAQnJyfs27dPSrNbUVERJiYmTEHpisTEiRNL/Vk2Abq4uDgEBwdj2bJlWLhwIaNL7+vrC19f3zLb+0PpOX/+PDZt2oS0tDTs3bsXRkZG2LZtG2rUqMFsW2WLsbExoqOjZQI60dHRnHejHDlyhMkkldChQwcEBQXBxcWFk+3AwED4+flh06ZNvBaTkyD5ztPT07Fnzx5ev3M+Ka0GM8CPRnpMTAyCg4Oxb98+yMnJoXfv3vD29uZst1evXjhx4gRGjBjB2dbPeP/+PXbs2IEtW7YgISGhQi/Wv379ii1btuDkyZNo2LChzMK3IiZb9OnTBwCkJr8S5zdXaZfMzEwYGhrKtOvr67Oq31aePHnyBEeOHEFoaCgcHR1Ro0YNeHp6YvDgwZwdYXPmzIG3tzfOnj3L1NC5dOkSjh8/ji1btvDRfUF5+PAhU7PjyZMncHR05OW5AvD/zJIsgmrUqIGrV69CT0+Pl34WpjzrifHBn0DN/x6fP3/Gnj17EBISgnPnzqF69eoYMmQIPD09Wc0NExMTS/1ZtkH/169fw8jIqMT3jYyMKvQuF09PT3h5eeH+/ftScr+LFi0q9e7a8kZeXh4jR47ktJv/Z6iqqmLYsGGC2Z89ezbU1dWlzhcZGYnZs2fj3Llzgp23IlNQUCBTDwX4nrTA1hFYNFl44MCBrOyUxH8pYPMztLW1y6U2pJCyaDk5OcXKkxkYGCAnJ4e13fLAyckJPj4+mDdvHhQUFGBlZQVHR0cMGjQINjY2rJIKpk+fjoiICFhaWmLMmDGoVasWRCIRUlNTsXbtWuTl5WH69Om8/juSk5OxdetWbN++HS9evOBsT1FRkfntTp06BXd3dwBApUqVSh2ELEzRpCoh9ors27evWF9L8+bNsWjRIt4COrm5uZylpksLn779PwGdCsDZs2d/dRd4h+vDR6In+uDBAxgbG5dK47QicPPmzVJ9ju1N3KxZMzRr1gyrV69mdOmdnZ1516X/gzT79u3DoEGDMGDAANy8eZPR5f/48SMWLFjAWepq0qRJGDduHOLj49G8eXOIRCLExsYiNDSUc5aHrq5usbJqWlpanHdy9enTBzk5OTA3N4eqqqrMwoPL1vrC3/mNGzd4/875pLSyVlwm7o8fP2aycx88eIDmzZtjzZo16N27N28ZkpIdfpcuXYKNjY3M71k0M4YNp0+fRnBwMPbv3w8TExP07NkTW7du5WxXSJKSkpgitHfv3pV6r6ImWwi5S8bY2BhxcXEyEh1xcXEVMtGiMHJycujWrRu6deuGly9fYvv27QgNDcXMmTPh4uICb29vdO3aldWcw8PDA1ZWVli9ejX279/PZDHHxcXxUusiLy8PZ8+eRVpaGvr37w8NDQ08e/YMmpqaUo6wspCbmyvlMDYyMoKHhwc8PT05B+nL45kl1HX+s3pibAI6pS2kDVRMWZq8vDzMnz8fXl5egsiehoeHo0+fPoxMh4SvX79i9+7djNPhv8CFCxcQEhKCiIgIfP36Fd27d0dUVBScnZ052a1fv75UYP9HsJ2rfP36VUbmrzDy8vL4+vUrK9vlwbJly1ClShWsXLmSSVAwNDSEr68vJk2a9It7VzJNmjRBfHy8oHXzkpOTkZGRIfP78ZGoVFJAurQ7D/8XcXJywvjx47Fr1y5mbvX06VP4+Pigbdu2rGxykfItK58/f8a3b9+k2vjajfI7cObMmXI5z8SJExETE4NDhw7JyKJNmjSJkyxas2bNMHv2bISHhzOO7s+fP2POnDlM4lJF5cSJEzL1iczNzREbG4v58+ezslm5cmVcuHABI0eOhJ+fHxO8EIlEaNeuHdavX8+6Pk9hPn36hN27d2Pr1q24evUqmjZtCj8/P852AaBFixaYOHEiHBwccOXKFfzzzz8Avq9vK6oP8c2bN8X6sjQ1NfH69WtOtvPz87FgwQJs3LgRL168wN27d2FmZoaZM2fC1NSUt8Q2IfkjufYH3iju4dOzZ0+ZuiBsyMnJKXYSyUU25n8Fvmtp2NnZFbvQE4lEUFZWhoWFBTw8PODo6Fgqe0W3d/+Iilr7x87ODj4+PnB3d5faNhkfHw8XF5cyb08tjsjISCxfvpzJsLOyssKUKVPg6urKye7mzZuxZ88ehIeHM1n1mZmZGDx4MHr06IHhw4ezti3k1vry+M5/F9q1a4czZ85AX18f7u7u8PLyKrEgIxd+pKEtEolkdo6WlidPniA0NBTBwcHIzs5G7969sXHjRiQkJMDa2pptd//wi1i8eDGWLl2KpUuXwsnJCcD33YQSh9e0adN+cQ9Lz+XLlxEcHIywsDAYGhoiKysL2traCAkJkZGY+JU8evQILi4uyMjIwJcvX5gFx4QJE5Cbm4uNGzeW2eawYcMQERGB3NxcuLq6wsvLC+3bt+clSFlezyzg+7UXHR1d7E6a4OBgVjaFqCdWWo10oOJmOReW6uCborIdEt68eQMDA4MKvYuTb8RiMerVqwdvb28MGDCANxnlwrKPN2/exOTJkzFlyhTGMXfx4kUsX74cS5YsYV1/raiMeFFycnIQFBT0W/yekmzl38EJLaTManp6Otzc3HDr1i0pmUvJWMHXb7lt2zZs3LgRDx48wMWLF2FiYoLAwEDUqFGD81rod+Tx48dwdXVFUlISjI2NIRKJkJGRARsbGxw8eLBCOl+zs7MxdepUREREFLsT73e47383hJRFS0pKgouLC3Jzc1GvXj2IRCLEx8dDWVkZUVFRqFOnDsfe80+nTp2wa9cuJgAwf/58jB49Gtra2gC+zylatmyJ5ORkTud5+/YtUyvHwsJCSk2ILbGxsdiyZQv27duHGjVqIDk5GTExMUygjg8yMjIwatQoPH78GOPGjWMCFj4+PsjPz8fq1avLZK808mJcJdfq1q2LESNGYMyYMVLta9aswYYNGzj9lnPnzkVYWBjmzp2LoUOHIikpCWZmZoiIiMDKlStx8eLFMtuUk5PD3bt3oa+vDyKCsbExYmNjmbnzixcvULt2bd6eh3926PyBM0I+fF69egVPT08cO3as2Pd/l4nB48ePIRKJBJl8mZubw8/PD8bGxpg+fTqioqI42XNxccGGDRtgY2ODxo0bg4hw7do1JCYmwsPDA8nJyXB2dsb+/ftLNcEuLqL+u3Hnzh20atVKpl1TU5OVhnFxuLm5wc3NjRdbhdmwYQPu378PExMTphhbRkYGlJSU8OrVK2zatIn5bFmLJQvpdCqP7/x3QUVFBfv27UOXLl0gJycn2HmEyHbv1KkTYmNj0aVLF6xZswYuLi6Qk5Nj5YD+Q9kQyjni6+uLt2/fYtSoUUyShbKyMqZOncpbMOf+/ftIS0tDq1atoKKiUqqM8tLy4sULbNu2DSEhIUhPT0f37t1x+PBhODs74/Pnz5gxYwYGDx7MquaNJMEiPT0dgYGBMDAwwPHjx2FsbMxp4Tt+/Hg0bNgQCQkJ0NXVZdrd3NwwZMgQVjYvXbqEOXPmYNCgQbwsRAtTXs+sOXPmYO7cuWjYsCEMDQ15u0bevXuHXr168WJLQkUN0pQFZ2dnnD17Fh4eHrzbLukef/Lkyf/EPLIsXLt2jdkVyieFd2/06tULq1evRqdOnZg2W1tbGBsbY+bMmawDOkVlxEv6zO/A7xDIkSCkzOr48eNRo0YNnDp1CmZmZrhy5QrevHmDSZMmYdmyZZz7Dnxfq8yaNQsTJkzA/Pnzmf5qa2sjMDDwPxnQMTY2xo0bN3Dy5Emp2kVcd+oJia+vL86cOYP169fD3d0d69atw9OnT7Fp06bfqg7l74SQsmh169bFvXv3pOpn9e3bFwMGDICKigon20IRFRXFqHoA35PQ+vXrxwR08vLyfjpGlYZKlSqVWCuurCxZsgTBwcH49OkT+vXrh9jYWNSrVw8KCgq818WuXr06Dh8+LNO+cuVK1ja3bNnCKAXk5eUhNDSUkUL++PEja7sSJk6ciDFjxuDVq1dSiYTLly/nLLcWHh6OzZs3o23btlKS87a2tkhNTWVlk4hQq1YtqdeF603zuaYF/gR0/sCB8nj4TJgwAe/evcOlS5fg6OiIyMhIvHjxAgEBAVi+fDkv5xCKvLw8zJkzB6tXr8anT58AfM9uHDt2LGbPnl2sLm5ZEaKWxuvXrzFp0iTMnDlTqj0gIACPHj3CiRMnMHv2bMybN69UE+zy3N4tFIaGhrh//75MVmpsbCwvBeTNzMxw9epVKUcdAGRlZcHe3p71zgig9HJgXOF7a73Q37mQZGdnIyYmpthdhWxky8pSo4cvimZgsuXEiRMYN24cRo4ciZo1a/LRtV/C1atXsWfPnmJ/04q4s1BI54hIJMLixYsxc+ZMpKSkQEVFBTVr1pSRSmLDmzdv0KdPH5w+fRoikQj37t2DmZkZhgwZAm1tbc7jfteuXREVFYVatWph6NChcHd3lwpmqKioYNKkSawWNjExMejYsSMcHBxw7tw5BAQEwMDAAImJidiyZQv27t3Lut+xsbGIi4uTkTIyMTHB06dPWdksSz2NslJez6yNGzciNDQUgwYN4tVuedYT+51kaTp27Ihp06YhKSmp2F0AbKSXJLvCRSIR2rZtK1V7Mz8/Hw8ePOBc709o+N4lJkQwpyi3bt0qdleuJDGPLULJiAtZo7QkZYLiKGviU1GysrKwd+9epKWlYcqUKahUqRJu3LiBypUr/7D20M8QUmb14sWLOH36NPT19SEWiyEWi9GiRQssXLgQ48aNK7Xc+I9Ys2YNgoKC0L17dynHf8OGDTF58mTO9vlC6Fq5EvLy8qCsrIz4+Hi0a9cO7dq1Y22rPDl06BDCw8PRpk0beHl5oWXLlrCwsICJiQl27NiBAQMG/Oou/s8htCyaiooKhg4dytlOeVEeNV34Zvr06Zg6dSrmzp0raBKUhIKCAty/f7/YOUtZEy6qV6+OoKAg5nWVKlWwbds2mc9wwcvLC1++fMH8+fMxb948AICpqSk2bNjAWY736dOnMjWsge/fUdG5eWkpL7lFCX8COn9gTXk8fE6fPo2DBw+iUaNGEIvFMDExQbt27aCpqYmFCxeic+fOgpyXD8aMGYPIyEgsWbJESs7A398fr1+/Zp2hLrQufUREBK5fvy7T3rdvXzRo0ABBQUHo169fhSwELhTDhw/H+PHjERwcDJFIhGfPnuHixYuYPHkyL8WRHz58WGz23JcvX1g76yQIWShZyK31Qn/nQnHz5k106tQJOTk5yM7ORqVKlfD69WuoqqrCwMCAlzo0QhIeHo6lS5fi3r17AIBatWphypQprB2m58+fR3BwMBo2bIjatWtj0KBBTCbp74KkfkP79u1x8uRJtG/fHvfu3UNmZibnXXVCFV4vD+eIuro6GjVqxIstCT4+PpCXl0dGRgasrKyY9j59+sDHx4dzQMfAwAAxMTE/XOQaGhqyco75+fkhICAAEydOhIaGBtPu6OjIuRZaQUFBsc/TJ0+eSJ3rv8bXr1/RvHlz3u0KXU9MyLFTyFo0I0eOBFC8o5LtLgBJ0kl8fDw6dOggVQ9KUVERpqam6NmzJ7sOlwNC7RITGisrKwQEBGDr1q2ME/DLly8ICAiQevZWFIoGDa5fv478/HxGyvHu3buQk5NDgwYNymy7vBKfEhMT4ezsDC0tLTx8+BBDhw5FpUqVEBkZiUePHiE8PJy1bSFr5+Tn5zP3pZ6eHp49ewZLS0uYmJjwkukOfA9IFc5glqCkpITs7GxezsEHQl6HhZGXl4eJiclvo0Qi4e3bt0ygWFNTk6kH16JFC2b8qCj87nXtJKxatQouLi6oVq1asbJobLh+/TomT56MgwcPyiSYvH//Ht27d0dgYCDq1avHxz/hP8/cuXMRGhqKbdu2oV+/fhg0aBDq1q0ryLkuXbqE/v3749GjRzLBLjbzuIcPH/LYu5IZOXIkRo4ciVevXkFFRYV17dCi1KlTB+fPn5cZQ/fs2VPsmFQaitZuEhz6Q4Xh0aNHVFBQINNeUFBAjx49+gU9+jHz58+nmjVrkrGxMfn6+tKtW7eIiEheXp5u377Nyzk0NDTowYMHRERkYmJCsbGxRESUnp5OKioqvJxDKDQ1Neno0aMy7UePHiVNTU1WNp2dnUlOTo6qVKlCvr6+lJqayrWbMhgYGFBYWJhMe1hYGBkYGBAR0e3bt0lXV5eV/T179lCvXr2oSZMmZGdnJ3VUZKZPn04qKiokEolIJBKRsrIyzZgxg5PNgwcP0sGDB0kkElF4eDjz+uDBg7R//34aPXo01apVi5f+X7t2jbZt20bbt2+nGzdu8GJz1KhRZGVlRXv27CEVFRUKDg6mefPmUbVq1Wj79u2c7QvxnQtN69ataejQoZSXl0fq6uqUlpZGGRkZ1KpVK9q3b9+v7t4PWb58OamqqpKvry8dPHiQDhw4QFOmTCFVVVVasWIFJ9vZ2dm0detWcnBwIAUFBRKLxRQYGEgfPnzgqffCYWNjQ2vXriUiYn7TgoICGjp0KM2aNYu13c2bN5OcnBxVrlyZ6tWrR/Xr12cOrs9DZWVlevjwoVSfiYju3r1LysrKnGx/+vSJZsyYQc2aNSNzc3OqUaOG1MGFypUrU3x8vEy/09PTSU1NjZNtoVFTU6P09HQiku77gwcPSElJiZPt3r1709ChQxnb6enp9PHjR3JyciIPDw9uHf+N8fX1pblz5/Ju19TUtMSD6zVOJOzYKRaL6cWLFzLtr1+/JrFYzMm2kISGhtLnz59/dTfKTJUqVSg8PPxXd6PMXL58mQwMDEhPT4/atm1Lbdu2JT09PdLX16fLly//6u79kOXLl1PXrl3p7du3TNvbt2/J1dWVli1b9gt79mPatm1LU6ZMISLpMSIuLo5MTEw42w8PD6fmzZuToaEhM/6vXLmSDhw4wMluixYtKDIykoiI+vXrRy4uLhQbG0vu7u5Up04drt0mIiIrKyumn4W/m1WrVpG9vT0v5+Aboa/D4OBg6tixI71584azrfLCxsaGzp49S0RE7dq1o0mTJhHR99/RyMjoV3ZNhtDQUOZYvnw56ejoUN++fWnVqlW0atUq6tu3L+no6HBe/5QHOTk5tHnzZpo4cSL5+PhQUFAQ5eTksLbXr1+/H86t5s+fTwMGDGBtX0jEYjG9fPmSeS2ZM0vIzMyssHOhs2fPkru7O6mpqZGtrS3Jyckxvk++qFevHvXq1YuSk5Pp3bt3lJWVJXWUFUdHR3r37h2vfSxP/v33X9LS0qJFixaRqqoqLV26lIYMGUKKiop04sQJVjbz8/Pp27dvUm2ZmZnk7+9PU6ZMofPnz/PRdYY/AZ0KxO+6CBPy4dOwYUM6fvw4ERG5urrSoEGD6MmTJ+Tr60tmZma8nEMoDAwMKDk5WaY9OTmZ9PT0WNns2rUrHThwgPLy8rh2r0TmzZtHKioqNG7cOCYAMG7cOFJVVaWAgAAiIlqxYgU5OzuX2faqVatIXV2dRo8eTYqKijR8+HBydnYmLS0tmj59Ot//FN7Jzs6mq1ev0uXLl+njx4+c7UkCFWKxmPlbcigqKlKtWrXo0KFDnM7x4sULcnR0JJFIRDo6OqStrU0ikYicnJykJjxsMDY2pjNnzhDR9+DrvXv3iOj7orJjx46cbEvg+zsXGi0tLSbQqqWlxTwDLl26RJaWlr+yaz/F1NS02GBuaGgomZqa8nae1NRUmjJlClWpUoWUlZWpa9euvNkWAlVVVSaxQFdXlxITE4no+7O8SpUqrO1Wr16dFi1axEcXZRDSOdK3b18yNDQkX19fWrlyJQUGBkodXFBXV6e7d+/K9PvKlStUqVIlVjYli/PSHFwwMjKiuLg4mb7v37+f83zl6dOnVKtWLbKysiJ5eXlq2rQp6erqkqWlZbHzxv8K48aNI21tbWrVqhWNGTOGfHx8pI6KipBjp0gkKnZsj4+PJx0dHU62y4MvX77Q48eP6dGjR1JHRaVSpUp0//79X90NVmRnZ9OmTZvIx8eHJkyYQJs3b6ZPnz796m79lKpVq1JSUpJM+61bt8jQ0PAX9Kh0aGpqMtdK4THi4cOHnIP+69evJz09PQoICCAVFRXGdkhICLVp04aT7ePHjzMJSWlpaWRlZUUikYj09PQoOjqak20JwcHBZGRkRLt37yY1NTXatWsXBQQEMH9XRIS+DuvXr0/q6uqkpKREtWrV+i2SIFesWMHMpU6fPk0qKiqkqKjIJHFVVHr06EFr1qyRaV+zZg25uroKcs6CgoIKO38zMzOjhISEEt9PTEzkJblFCEQiEXXq1Inc3NzIzc2N5OXlqX379szrTp06VWi/KhHRhw8faMOGDdS4cWOSk5OjZs2a0fLly3mxraqqysw5+UAkEglyHdvZ2THBckmiY0kHV44fP06tWrUiNTU1UlFRIQcHB4qKimJtz8PDg0nCI/r+exobG5O+vj7Z2tqSvLw8HTlyhHO/JfwJ6FQgSlqEPXz4kFRVVX9Bj8qGEA+f7du3U0hICBER3bhxg/T19UksFpOysjLt3r2bh14Lx5w5c6hfv36Um5vLtOXm5tKAAQPI39//F/bs52zfvp2aNm1KOjo6pKOjQ02bNqUdO3Yw7+fk5LDKpLS0tKSdO3cSkfRiZubMmTR69Gh+Oi8Anp6exe4k+PTpE3l6enK2b2pqSq9eveJspzh69+5NDRo0kAou3r59mxo2bEh9+/blZFtNTY3JAjQyMmKyOvnIphf6OxcKPT09unPnDhER1apViwlIp6SkVPhdhUpKSsVO8u7evcvZ2VAceXl5FBkZWeEDOtWqVWOCOLa2tswz7MKFC6x3WxJ9d+RKnoF8I6RzREtLi/eMMQmdOnViduFJsury8/OpV69e1LNnT1Y2f7Tbgs+dF1OmTKEWLVrQ8+fPGSd9bGwsmZmZ8TLm5+TkUHBwMI0ePZpGjhzJOQNTaL5+/UoeHh6CXeNERG3atCnxcHR05Gz/y5cvlJqaKpNpxxUhxk7JglcsFpONjY3UYtfW1pY0NDSoV69enPt+9uxZ6tKlC5mbm5OFhQV17dqVzp07x9nu3bt3qUWLFiQWi6UOSdJLRUWoXWJ/KBl1dfViAwnR0dGkrq5eZns6OjrMHFxbW5tZ+xR3cMHAwIDZIV94DRQVFUXVqlXjZNvKyorZRVPY9q1bt1grKvyIN2/eFKsqwoXNmzdT9erVmcS2atWq0ZYtW3g9B5/wfR0Wxd/fn+bMmUP+/v7FHr8Djx49on379jE7rysqampqJa5/2I7JKioqUn69Dh060LNnz5jXfO0Uef36NfN3RkYGzZw5kyZPnkwxMTGsbSopKUntailKeno6593+QuHh4VGq43chMTGRxo8fT/r6+rzYc3R0pGPHjvFii0i4gI6/vz9lZ2czf//oqGjUrFlTKiC0du1aMjQ0ZHZA+fr6ck60KIyI6DeoFPU/jqTA3qpVqzB06FCoqqoy7+Xn5+Py5cuQk5NDXFzcr+pimbl16xa2bt2KnTt34uXLl7zZzcnJQWpqKqpXrw49PT3e7AqBm5sboqOjoaSkxGiMJiQk4OvXr2jbtq3UZytiUW0hUFVVRUpKCkxMTGBgYICTJ0+iXr16uHfvHpo2bVqslnxFQE5ODs+fP4eBgYFU++vXr1GlShXk5eX9op79HC0tLZw6dUqm1sWVK1fQvn17ZGVlsbZta2uLNWvWoHXr1mjfvj1sbW2xbNkyrF69GkuWLMGTJ09Y2/5dv/P27dvDw8MD/fv3x4gRI3Dz5k2MGzcO27Ztw7t373D58uVf3cUSqVu3Lvr374/p06dLtQcEBOCff/7BrVu3flHPfi39+/dHw4YNMXHiRMyfPx+rVq2Cq6srTp48CXt7e9bPb29vbzRq1EiwwutBQUEICAjA48ePAQBGRkbw9/eHt7c3J7s1atTA0aNHBamzkJycjDZt2qBBgwY4ffo0unXrhtu3b+Pt27eIi4uDubk57+fki2/fvsHDwwO7d+8GEUFeXh75+fno378/QkNDy6XQKVtyc3ORmJhYbC0nNoXuJWhra+PGjRswMzPj2sVyJScnB2PHjkVYWBiA73URzMzMMG7cOFStWhV+fn6c7Asxds6ZM4f576RJk0qsRaOoqMi639u3b4enpyd69OgBBwcHEBEuXLiAyMhIhIaGon///qxtOzg4QF5eHn5+fsXWoqlIWv2FC6MXFBQgLCwMtra2sLW1lam3xKXepJ2dXbE1HkQiEZSVlWFhYQEPDw84Ojqysr9t2zZs2rQJ6enpuHjxIkxMTLBy5UqYmZnB1dWVdb+Fxt3dHTExMVi+fDmaNm0K4HtdgClTpqBVq1bMfVtawsLC0LdvXygpKf30/x08eDDrfg8bNgyvXr1CREQEKlWqhMTERMjJyaF79+5o1aoVAgMDWdtWUVFBamoqTExMoKGhgYSEBJiZmeHevXuwtbXF58+fWdsOCwvDX3/9xUud1tLw+vVrFBQUyMz/Kxp8X4cScnJyMGXKFBw4cADfvn1D27ZtsWbNmgrv9/idMTExwZgxYzBlyhSp9qVLl2Lt2rV49OhRmW2KxWJkZmYy13Hh+xIAXrx4AUNDQ5k5V2m5desWunbtisePH6NmzZrYvXs3XFxckJ2dDbFYjOzsbOzdu5dVjTBjY2MEBQXBxcWl2PePHTuGYcOGMeuLPwjLs2fPsGDBAqxdu5azrcjISMyYMQNTpkwptkakra1tmeyJxWLcu3cP+vr6P/xc0VpMFY1r164hJSUFIpEIVlZWnOqgqampISkpiakn1qNHDxgZGWHNmjUA/m+ty5eP/E9ApwIgmYhLCvUWXmxJFmGTJ09GzZo1f1UXWfPt2zeZB8V/BU9Pz1J/NiQkRMCeVBzMzMywd+9e2Nvbo1GjRhgyZAiGDx+OEydOoG/fvhWu6OCHDx9ARNDR0ZEZrPLz83Ho0CH4+fnh2bNnnM8VExODZcuWSQ0mU6ZMQcuWLTnZ1dDQwPnz51G/fn2p9ps3b6J169b48OEDa9srV66EnJwcxo0bhzNnzqBz587Iz89HXl4eVqxYgfHjx5fZZnl+50Jw7do1fPz4EY6Ojnj16hUGDx6M2NhYWFhYICQkpEI5pYqyb98+9OnTB87OznBwcIBIJEJsbCyio6MREREBNze3X93FX8Lbt2+Rm5uLqlWroqCgAMuWLWN+05kzZ0JHR4eV3YULF2LFihXo3LmzIIXXJfDtHNm+fTsOHjyIsLAwqQQUvsjMzMSGDRtw/fp1FBQUwN7eHqNHj4ahoSEnu9++fYOlpSUOHz4Ma2trnnorS3p6Om7cuIGCggLY2dnxMncLCwuDnp4eOnfuDADw9fXF5s2bYW1tjV27dnEqiH38+HG4u7vj9evXMu+xLXQvwdPTEzY2NlIO8N+B8ePHIy4uDoGBgXBxcUFiYiLMzMzw77//Yvbs2TKFscsK32Nnjx49EBoaCk1NTSnnNN9YWVlh2LBh8PHxkWpfsWIFgoKCkJKSwtq2mpoarl+/jtq1a3PtpuCUNoAiEolw+vRp1ueZNm0aNmzYABsbGzRu3BhEhGvXriExMREeHh5ITk5GdHQ09u/fX+YAzIYNGzBr1ixMmDABAQEBuH37NszMzBAaGoqwsDCcOXOGdb8lCBUozsnJweTJkxEcHIxv374B+F5E3tvbG0uXLi23wENZ+fDhAzp16oTbt2/j48ePqFq1KjIzM9GsWTMcPXqUU7+tra2xcOFCuLq6SjmOV69ejbCwMFy/fp21bX19feTk5KBr164YOHAg/h975x2PVf//8ddlhaz2lBlFKtJSKVJoaWhqGJUW7opyt7S0pxYVoSFtTZVZSSlCRsoo3U1pImV8fn/4XefrclG5zjlc7vt6Ph7X48E5V+/z7nKucz7nPV5vCwsLSEhICGzvV7x//x4ZGRngcDjQ1tb+bZCwPmHrPHRzc8P+/fthY2MDGRkZnDhxAoMGDcLp06eZdJ9RvLy8/uh9TK1rmcbf3x8ODg6wsLBA3759AVQk50JDQ3H48GHY2trW2uafJHTatm0r8BrL0tISEhISWLp0KY4dO4bLly9j6NChOHz4MADAyckJ8fHxuHfvXq1t29nZITMzE7dv3+bbRwiBsbEx9VwrghnS0tIQGRkJSUlJTJgwAUpKSvjw4QM8PT3h4+MDVVVVpKWl0T6OmJgY3zYOhwNCiEBrfjExsWoLT7gIareu+OeffzB58mTExMRASUkJAPD582cYGRkhKCgIysrKtbbZrFkz3L59m3rWbNu2LbZu3QobGxsAFc+JXbp0QVFRESP/B1FCR4iws7PD7t27hT6DWZfUFASoXJ1mZWWFpk2b1rFn/15+d2Gmc0GeOXMmlJWV4eHhAW9vbyxatAj9+vXDw4cPMXbsWPj6+gpsmw1+91lwOBysWbMGy5cvp3UcNqterays8PnzZwQFBaFt27YAgFevXsHGxgZNmjTB+fPnaflemdzcXDx8+BAaGhoCJy7q6jMXUT3x8fHYuXMn0tPTQQiBjo4OFi9eDH19/fp2rc7502SnoPdsbuVOdXA4HGRnZwtktzJsBEf09fWRlZUFQghUVVX5ElEJCQm0j8EW7dq1Q1hYGCvdRWvXroWrqytfkuv79+/YunUrVq1aJbBtbW1tHDhwAKampoiNjcXgwYOxa9cuXL58GRISErS6fDU1NWFubo5Vq1ahVatWAtupDk9PT2zbtg2DBw9Gjx49+AJcdIM7JiYmv7xfCBpMV1FRQXBwMPr06cMThMnMzISBgQGtQojqoHvvlJKSwosXL9CmTZsau1uZoFGjRkhNTYWmpibP9szMTHTp0gXFxcUC2+7Zsyd27tyJ/v3703XzX8OsWbPQoUMHrFy5kmf7+vXr8eLFCxw6dAgeHh64cuUKHj58WCvbOjo62LBhA0aPHs1zjqekpGDQoEHVJnhrA5uJYi6FhYXUvUhTU5OxRE55eTkyMzOrTUQZGxvTth8REUEl/Q0MDGBmZkbb5pEjR7By5Ups374dDg4OOHz4MLKysrBx40YcPnwYkyZNEth2aWkpQkNDERQUhJCQEMjIyGD8+PGYOnUqjIyMaPsOVKy35s+fj6CgIOozFxcXx8SJE7Fv3z4oKioychw2YPo81NDQgKenJ/U3i4uLQ79+/VBcXCy0nb5V17MvX75EmzZteBJ/TK1r2eL+/fvw8vLief5xdnZG7969BbLHdkKnefPmiIiIQNeuXVFQUAAFBQXExcXB0NAQAPDkyRP06dNHICWOrKws9OjRA9ra2li8eDG0tbXB4XCQnp6O7du34+nTp3j48CHfWkCEYFy+fBnjxo2jEsPq6uo4dOgQJkyYgC5dumDx4sUYMWIEI8f6XbdZbQvExMTEcPbs2d/GYgcOHFgru5Vp0qTJH3Ur16aYnsvQoUPx9etXBAQEQFtbGwCQkZEBe3t7NG7cGDdu3Ki1TVNTU/Tu3RsbN27E7du3MWjQIPzzzz9UYeLNmzcxd+5cZGZm1tp2dYgSOiKEGhMTEyQkJKCsrAza2toghODZs2cQFxdHp06dqEDVnTt3WK24/S8REhLC83tJSQkePXqEgIAArFmzhpZcT3l5OcrLy6kF3qlTp6hK9zlz5tCSAmGD6OhoEEJgamrKd7OSkpKCiooKlSShA5tVry9fvoSVlRVSUlKgrKwMDoeD3Nxc6OnpISQkBO3btxfIbklJCYYOHQofHx9oaWkJ7F9V6uozFyHid/wuuchFGKuO2AyOcKWdasLDw0Ng20eOHIGcnBzGjx/Ps/306dMoKiqiJXcDAJs2bcKTJ09w+PBhxiuMawqk5+fno2XLlrTOE1lZWUpudunSpXjz5g0CAwORmpqKQYMGIS8vT2DbCgoKePToEStydmwnLaveM0tKSpCYmIiUlBTMmDEDu3fvFsiurKwsUlJSoK6uzhOESUpKgrGxMb58+ULLb6bp2rUrDAwMYGJiAjs7O3h5edWYaJ4+fbrAx9HU1ISbmxscHR15tvv4+GDbtm149uyZwLYjIiKwYsUKbNiwodqORWEtdvvy5QvKysr4ghkfP36EhIQELb8VFRURHx9fbQKtR48e+PLlC548eYKePXvi27dvtbLNpkQXwG6imEtmZiaysrJgbGwMGRkZqhKYDvfu3cOUKVPw4sULVA2RCHOVMcCezGplioqKcP78eZw4cQJhYWFo3749srKyaNudMGECEhMTsWfPHvTt2xccDgd3796Fi4sLunbtilOnTjHgPTswfR5KSUkhJycH7dq1o7bJyMjg6dOnAlWL1wdVkxf/RcTFxfH27VuqkEpBQQFJSUnUuohuQofthNHDhw+pTlDu+cxNdB05coRPyl2E4PTt2xe9evWCp6cnDh48SCkzHTp0iJEiAjapeh6ywc6dO+Hp6QlLS0uqW/nBgwcIDQ3FwoULkZOTg6NHj2LPnj2YNWtWrWzLyMjg7t27fIWrCQkJ6Nevn0BrocjISAwbNgxt27bFmzdvMHnyZJ6i9Xnz5qGwsFBgWc6qsNMvK0IgCgsLsWnTJoSHh1dbFSTMVQ1swe2+OXLkCPVQ9PXrVzg4OKB///6YNWsWpkyZgoULF+L69ev17C0v+fn5WLVqFSIjI6v9ewqbvBiX6mQbrK2toauri+DgYFoPBmJiYjytnhMmTMCECRMEtsc23GqCnJwcKCsrV9umygTZ2dkYOXIk3/ZRo0bxzTOpLcrKykhISMDNmzfx5MkTajFGtyJQUlISKSkptB+eq1JXnzmTGBgYIDw8HE2aNKlR856LMHcvJCQkQFJSEnp6egAqkrtHjhyBjo4OVq9eLXQJV7apLDlDCMGwYcNw+PBhnodspuAGjpj6Ps2cOROJiYm4cuUKX3Bk1qxZtIIjdBI2v2PTpk3w9vbm296yZUvMnj2bdkLn/v37CA8Px40bN6Cnp8dXSUun06WmIE5SUhLtLmI5OTnk5+ejQ4cOuHHjBpXIkJaWph14tba2RlRUFCsJnZycHMZtVmbnzp3Vbl+9ejUKCgoEttuzZ09cuXIFTk5OAP73vTx06BAlx1JbvLy8MHv2bEhLS/9Wnqa2nUvcjucrV66Aw+FgxYoVNVYz0knoLF68GM7OzkhMTISRkRFVUOXv7y9w8owLd01SdcaksMt1TJo0CSNHjsS8efN4tp86dQoXL17E1atXBbYtLS2Nu3fv8iV07t69C2lpaQAVhVKCyOupqakhMTGRrxr32rVrjBTIvX//HosWLWIlmZOfn48JEyYgMjISHA4Hz549g7q6OmbOnAklJSVs375dYNtz5syBoaEhrly5Uu0sJ7qEh4fX+Jzv5+dHy/asWbMwa9YsVmfQyMrKwtzcHJ8+fcKLFy9oFZxV5sqVK7h+/TpPh565ufkv53jUN2ydh2VlZXzrbQkJCaGdHfpvISsrC0eOHEF2djZ27dqFli1bIjQ0FMrKytDV1a21PUIItLS0qGtIQUEB9PX1qedaJmrqq16fmLxeGRoaIiUlBYmJiXj27Bn1/6kq4S6CPunp6QgICICcnBycnZ2xZMkS7Nq1i9VkTlpaGnJzc/Hz50+e7XTkUGuitLSUVhHdnTt3sH79er6Zsz4+Prhx4wbOnj2Lrl27wsvLq9YJnQ4dOlCdUVV9FvR538TEBPHx8bh58yZat27NV6TYvXt39OrVSyDb1SFK6AgRM2fORHR0NKZNm8bKIrIhsnXrVty8eZOnwk1BQQGrV6/G0KFD4eLiglWrVmHo0KH16GX1TJ06FVlZWXBwcECrVq0a/N+zd+/etb5IVsenT5/g6+vLMyvGzs5OqGXzuA+8RUVF1d78ajtArirKysoIDw/ne2gPDw+nVY1VWloKaWlpJCYmYsiQIRgyZAgtP6syffp0+Pr6YtOmTYzaBdj/zJnEysqKCqhYWVk12O+6o6Mj3N3doaenh+zsbEycOBFjx46luiPoDOxtiFRtDxcXF0efPn0YrTgMDAzE1q1bqcp2LS0tuLm5Ydq0abTssh0c+fz5M86cOYOsrCy4ubmhadOmSEhIQKtWrWglvF68eFFtV4eKigpyc3PpuAwAUFJSwrhx42jbqQxXCoDD4fA8vAMVgZmCggK+h5DaMmTIEMycORP6+vp4+vQpNUsnNTUVqqqqtGzv3bsX48ePx+3bt1mb5fTz50/k5ORAQ0ODtdkLlZk6dSp69eqFbdu2CfTvN27cCAsLC6SlpaG0tBS7d+9GamoqYmNjER0dLZDNnTt3wsbGBtLS0jUmooCKgExtP3MjIyNKJ19MTAxPnz5lJZg7d+5ctG7dGtu3b6eSwp07d0ZwcHCtZ7hUhYmZLfXB/fv3sWPHDr7tgwYNoi0N6+TkhDlz5iA+Ph49e/YEh8NBXFwcDh8+TBX7XL9+XSBJVDc3N8yfPx/FxcUghCAuLg5BQUGURBdd2EwUL1y4EJKSksjNzeWRz5w4cSIWLlxIK6Hz7NkznDlzhhUpoTVr1mDt2rUwNDRk9Tm/efPmjNvkduYcP34cYWFhUFZWxuTJkxmb69KsWbNqO4cVFRUFnlPINmydh4QQ2Nra8iRqi4uLMWfOHJ4iFDoFKCJ4iY6OhqWlJfr164dbt25h/fr1aNmyJZKTk3H48GGcOXOm1jbrYr5M5fOk6jny48cPRo7RvXt3URKHZb5+/UrNb5GQkICMjAyj6ieVyc7OxpgxY/D48WNqdg7wv2RgbYtnVFRUapSCTEtLw+HDh3H8+HG8e/dOYJ+vX7+OzZs3820fPHgwFi9eDAAYNmwY3N3da217y5YtcHJywr59+9CjRw9wOBw8fPgQLi4uAj9DABWytjUVx8yePVtgu9UhSugIEdeuXcOVK1fQr1+/+nblt9RGP5yO3MCXL1/w/v17vi9EXl4e5YOSkhJfsFcYuHPnDu7cuSPUQ9D/lO/fv2PPnj0Cy3NxiY6OhpWVFRQUFCiNVy8vL6xduxYXL16kpa/JJnl5ebCzs8O1a9eq3U+3cpStqlcJCQmoqKiwVtn68+dPHD58GDdv3oShoSFftXt1QY4/he3PnEkqdyysXr26/hyhydOnT6lF++nTpzFw4ECcOHECMTExmDRp0n8uocM2O3bswMqVK7FgwQJqdlZMTAzmzJmDDx8+8MlJ1QY2gyPJyckwMzODoqIinj9/jlmzZqFp06Y4f/48Xrx4gcDAQIFtcx+gqyYpkpKS0KxZM1p+A+w8YO/atQuEENjb22PNmjU8n7uUlBRUVVUF7urgsm/fPqxYsQIvX77E2bNnqc8iPj4ekydPpmX7xIkTuH79OmRkZBAVFcUTZBQkuVCZoqIiODk5UbICT58+hbq6OpydndG2bVuBHr7+hNjYWKqDQRCMjIwQExODbdu2QUNDAzdu3ICBgQFiY2OpDsbaUrlbic3OpZycHFYHiY8ZMwZjxoxh3K6wrv9+x48fP6qtnC8pKaHdPbdixQqoqalh7969OHr0KICKeVqHDh2iZivOmTMHc+fOrbVtOzs7lJaWYsmSJSgqKsKUKVPQrl077N69m9a8FS5sJopv3LiB69ev8z2TdOzY8bfzAX5H7969kZmZyUpCx9vbG/7+/rQLNqrj3bt3cHV1pbp/qlb/01kzT548GZcuXYKsrCzGjx+PqKgoxmbncFmxYgUWLVqEwMBAas7A27dv4ebmxjdDSlhg6zysrhN56tSpAtsT8Xvc3d2xfv16LFq0CPLy8tR2ExMTgZ/D6XaU19Z+decInY5cEXVLWloa3r59C6AiqZuRkYHCwkKe9zBRzOri4gI1NTWEhYVBXV0dcXFxyM/Px+LFiwVKYFRdzxYUFODkyZPw9fXFgwcP0KdPH9pr/aZNm+LSpUt8z8WXLl2iCsILCwt5vrt/iq2tLYqKitC7d2+q4IzbUWRvbw97e3vqvcKqriRK6AgRTZo0EeouhcooKSn9trKICZkEKysr2NvbY/v27TzVaa6urhg9ejSAimGBbGWx6dCpUyfaD3P1QdXBY4QQfPv2DbKysjh27Bgt2/Pnz8eECRNw4MABKptfVlaGefPmYf78+UhJSaFlny3++usvfPr0Cffu3YOJiQnOnz+Pd+/eYf369bQqAbmwWfW6YsUK/P333zh27Bjj15eUlBQYGBgAqAjUVYZu5SHbnzlbqKur48GDB3zB58+fP8PAwECopTMJIZQESFhYGDWAUVlZmfaAZBH87NmzBwcOHOB54LKysoKuri5Wr15NK6HDZnBk0aJFsLW1xZYtW3gWz5aWllSQUVAmTZoEZ2dnyMvLU1ID0dHRcHFxYSTICFQs1KOiopCVlYUpU6ZAXl4er1+/hoKCAuTk5Gptj/tQraamBiMjI77AJRMoKSlh7969fNt/N8/oT1ixYgXWrl0Ld3d3xiUu//77byQlJSEqKoqnM8zMzAweHh60H/LGjh3L8zshBG/evMHDhw9pn+d6enqM6VvXJSoqKrh9+zZ8fHyQlZWFM2fOoF27djh69CjU1NR4uvaEkYbQlVuZnj174uDBg9izZw/Pdm9vb/To0YO2fRsbG9jY2NS4X0ZGRmDbbEp0sZkoLiwshKysLN/2Dx8+CCQ/l5ycTP3s5OSExYsX4+3bt9Umouichz9//mQ8EcLF1tYWubm5WLlyJePdPxwOB8HBwTA3N2e0w7KqRPGzZ8+goqKCDh06AAByc3PRqFEj5OXl8c3tEgaYPg+51EVnB9NULfTlcDgoKCjg2y6ss9AeP36MEydO8G1v0aIF8vPz68Gj39MQzxMRNTN48GCeRDz3GZzbRcOU9GxsbCwiIiLQokULahRC//79sXHjRjg7O+PRo0cC2b1z5w4OHz6Ms2fPQk1NDWlpaYiOjmakUWHlypWYO3cuIiMj0atXLyoefPXqVUqm++bNmwIVBv0bilU5hAkBRxGMcOzYMYSEhCAgIKDaBYIwURvJCTpVdwUFBVi4cCECAwOpCjgJCQnMmDEDO3fuROPGjZGYmAgAQtcO+uDBA7i7u2PVqlXo0qVLgxnwWjWAISYmhhYtWqB37960K7tlZGSQmJgIbW1tnu0ZGRno3r270CbA2rRpg5CQEPTq1QsKCgp4+PAhtLS0cPHiRWzZsgV37typbxdrRF9fH5mZmSgpKYGKigpfF42gM13Kyspw584d6OnpsZKIbqifeU3DAd+9ewdlZWWh7CbkYmpqCmVlZZiZmcHBwQFpaWnQ1NREdHQ0ZsyYgefPn9e3i/WKvLw8kpOTfznovTZIS0sjJSWFrxL42bNn0NPTQ3FxscC2ud/7Hz9+8AVHOnbsyPPe2l4DFBUVkZCQAA0NDZ4hrC9evIC2tjYtv3/+/Ilp06bh9OnTVOCovLwc06dPh7e3N+05Ti9evICFhQVyc3Px48cPqmPkr7/+QnFxcbXzewTh+/fvfJrMdO/5nz9/RlxcHN/sBQ6HQ6viu2nTpnjw4AEr0kgqKioIDg5Gnz59eM6VzMxMGBgY1Krbuzrs7Ox4fueuV0xNTWstxVtXnedAhRyVoaEhX0Jr69atiIuLoyVjdPbsWUybNg02NjY4evQo0tLSoK6ujv379+Py5cu0ZrqIiYn9MlBMJ9jQkLpyKxMTEwMzMzP07NmTmv8THh6OBw8e4MaNGxgwYADtY/z8+bPamSvca7sgmJqa4ty5c5TMC5evX79i9OjRiIiIENg2ALRu3RrOzs6sJIqHDx8OAwMDrFu3jrovq6ioYNKkSSgvL6+1PBL3vK4pJMJUQG3p0qWQk5NjpeNEXl4et2/fFrpn4V9Rm4IENmf3CQrT52FDpuq9oepMQWGfhda+fXucOnUKRkZGPGuV8+fPw9XVFVlZWbW2+afyzMJc6CeibvjTjr6qM+8EoUmTJoiPj4e6ujo0NDRw+PBhmJiYICsrC3p6eigqKqqVvS1btsDPzw8FBQWYPHkypk6dim7dukFSUhJJSUmMzOQDKtZae/fuRUZGBggh6NSpE5ycnFgrkmhIiDp0hIjt27cjKysLrVq1gqqqKl8CQJiGadeVNIKcnBwOHTqEnTt3Ijs7G4QQaGho8FTRCuviVUlJCV++fIGpqSnPdmFe1JSWluL58+ewt7enNbulJgwMDJCens6X0ElPTxfavyNQUYXFDdA3bdoUeXl50NLSgp6enlB9L6uDrZku4uLiMDc3R3p6OisJnYb2mV+8eJH6+fr16zyyS2VlZQgPD2csEcAWu3btgo2NDS5cuIDly5dTiYYzZ878JxdMVav/q9MwBwTXMdfU1MSpU6eoWQhcgoOD+ZIutYXbwcoG0tLS1Qa/MzIyaEs9SUlJITg4GOvWrUNSUhJkZGSgp6fHyEMMUCE1YGhoyCfhNmbMGMycOZOW7aKiIixZsgSnTp2qtqKTzj3/0qVLsLGxoSQFqla700nozJgxA8HBwXznIRPk5eVVW/VfWFjIyH2JyQrVuuo8ByqKoqoLUFpYWNDS7AaA9evXw9vbG9OnT8fJkyep7UZGRli7di0t2+fPn+f5vaSkBI8ePUJAQADtbrGG2pXbr18/3Lt3D1u2bMGpU6cgIyODrl27wtfXl/Z1/NmzZ7C3t8fdu3d5tjNxHkZFRVVbYFJcXIzbt28LbJfLz58/MXHiRMaTOUBF4nPQoEF4+PAhfv78iSVLliA1NRUfP35ETExMre2xKYG4aNEi6ufy8nIcPHgQYWFh6Nq1K99zPh2ZYmVlZUaGrFdm2LBhCAoKotaznp6emD9/PpUEzM/Px4ABA5CWliaQfWFM0tQGps/DhkxDnYHGZcqUKVi6dClOnz4NDoeD8vJyxMTEwNXVVWDZsufPn0NFRQVTpkxhZaadiH8PAQEBcHV1rZOC/i5duiA5ORnq6uro3bs3tmzZAikpKRw8eFCgGbHLli3D0qVLsXbt2hpn6TBBv379WBtLUlZWhgsXLlDzvXV0dDBq1CiB/z8FBQUCKT4IiiihI0SwGYCpC9iUSZCTkxNauYWasLGxgZSUFE6cOIFWrVo1iEHpEhIS2LZtG6O6r5WlDJydneHi4oLMzEz06dMHAHDv3j3s27cPmzZtYuyYTKOtrY2MjAyoqqqie/fu8PHxgaqqKry9vSk5I0Goi+odNme66OnpITs7m5VEBVufOVtwr98cDofv+yMpKQlVVVWhDkqVlZXh06dPiI6O5kvQbd26ldVFmrBSdQYN0xrma9aswcSJE3Hr1i3069ePmp0VHh5OSS8KCpuBEisrK6xdu5bykcPhIDc3F+7u7hg3bhwjx9DS0mJFSvXOnTuIiYnh6/RRUVHBq1evaNl2c3NDZGQk9u/fj+nTp2Pfvn149eoVfHx8aN/fFi9eDHt7e2zYsIHxB76ysjJs2bIF169fZzzI2LNnT1y5cgVOTk4A/ifFeejQIdpzhSoTHx/P8yAmyJD4ugxIFRQUVNttJikpSbtrKSMjg5IrrIyCggI+f/5My3Z1ErDW1tbQ1dVFcHAwHBwcBLYdERGBkJAQ9OzZE2JiYlBRUcGQIUOgoKCAjRs3Yvjw4XRcZ4WSkhLMnj0bK1euxPHjxxm3b2trCwkJCVy+fJkxGa3Ka/LKmv1AxbUgNDQU7dq1o30cNhPFOjo6SE5OpuSbCwsLMXbsWMyfP1+g9SFTBQPVUVW+hlu8xrTE9K5du+Du7k6tlZng+vXrPIPVN2/ejMmTJ1MJndLSUmRkZDByrMoUFBTwdaMJo6oF0+dhQ6ahzkDj4unpCVtbW7Rr1w6EEOjo6KCsrAxTpkzBihUrBLJ58uRJHDlyBDt27IClpSXs7e0xbNgwVpLcTFL5HvE7GlpsTlhZs2YN5syZUycJnRUrVlCzedavX48RI0ZgwIABaNasGU8R0J+ydu1a+Pv74+jRo5g8eTKmTZuGLl26MO0240kXLpmZmRg2bBhevXoFbW1tEELw9OlTKCsr48qVKwKpF3Alm6tbi7OBSHJNBG2YlkkYO3Ys/P39oaCgwFchXRVBK6PrAllZWTx69IivG0XYGT16NEaPHg1bW1tG7P1OyoCLsHYtAcDx48dRUlICW1tbPHr0CObm5sjPz4eUlBT8/f0xceJEgexygxa/q95xcXGpte2ioiK4ubnhwoULKCkpgZmZGby8vNC8eXOBfK2OGzduYOnSpVi3bh169OjB17lA5wGMrc+cbdTU1PDgwQNGP+e6QlpaGunp6ULfSfRvIj4+Hjt37kR6ejr1ELl48WKBAtI12acb6K7K169fMWzYMKSmpuLbt29o27Yt3r59i759++Lq1at814HfsWjRIqxbtw6NGzfmqWauDjrJBaCi2+/OnTvQ0dHhkdW4c+cOxo0bh3fv3glsu0OHDggMDMSgQYOgoKCAhIQEaGpq4ujRowgKCqIlddW4cWM8fvxYoOq532FiYlLjPg6HQ0t66e7du7CwsICNjQ38/f3h6OiI1NRUxMbGIjo6mvaMkffv32PSpEmIioqCkpISCCH48uULTExMcPLkSdodY2zRs2dPjBw5EqtWreLZvnr1aly6dAnx8fEC29bQ0ICPjw/MzMx4zvHAwEBs2rRJ4Gr6X5GVlYWuXbvyDfCtDQoKCkhOToaqqipUVVVx/Phx9OvXDzk5OdDV1a21DEhdoaSkhISEBFa+m40bN0Z8fDw6derEmM3K0kjVrctlZGSwZ88enkHAguDs7IzAwEB069aN8URxbm4ulJWVq01w5ebmCiRFFx8fD1dXV4SEhPCtXb98+YLRo0dj165d6Natm8B+M03VmaeFhYUoLS2FrKws3+ctyDDnqhLCla8nQIWUcNu2bRl5dsvJycGCBQsQFRXFI9sqzKoWbJyHIuqX7OxsJCQkoLy8HPr6+rS7LAHg1atX8Pf3h7+/PwoLCzF9+nQ4ODgwYpsN6kqCUsT/qEmuva74+PEj3/2ktkRHR8PPzw9nz56FhoYGUlNTGZuhw0bShcuwYcNACMHx48epgtb8/HxMnToVYmJiuHLlSq1tLlmyBLt27YKTkxM2bNhAa6banyDq0BEyPn/+jDNnziArKwtubm5o2rQpEhIS0KpVK0YqptiAaZkERUVF6oKioKDQIDpbqsPQ0BAvX75scAkdS0tL/P3330hJSak2SD9q1Kha2WNTyqCuqDyQVl9fH8+fP8eTJ0/QoUMHWoF7Nqt3PDw84O/vDxsbG0hLSyMoKAhz586lpc1fFe6Q61GjRjGulczWZ842Dfl8Z7PjSkT19OjRA8eOHWPcLpuBbgUFBdy5cwcRERHUg6+BgQHMzMwEsvfo0SNq3syvhnEysRYYMmQIdu3ahYMHD1I2CwoK4OHhgWHDhtGy/fHjR+q7o6CgQAXQ+vfvj7lz59KybW5ujocPHzIeNC4rK8Pq1atZm4VmZGSEmJgYbNu2DRoaGrhx4wYMDAwQGxsLPT092vadnJzw9etXpKamonPnzgAqug5mzJgBZ2dnBAUFCWz78+fP8PX15UmI2tvb83XuCcLKlSsxbtw4ZGVlUbK84eHhCAoKon2PdnR0hIuLC/z8/MDhcPD69WvExsbC1dWVL4HEBN+/f8eePXvQvn17WnYaWlculzFjxuDChQu/TUYLgo6ODj58+MCozZycHBBCoK6ujri4OJ57gZSUFFq2bMlIR+7jx4+pAoKq3Sh0r+Vqamp48+YNX/ArPz8fampqAq09t2/fDlNT02oLkRQVFTFkyBBs3bqV1v3a3t4eu3fvhry8PM/2wsJCODk5wc/Pr1b2/g3DnLlw1/x+fn4NRtWCjfNQRP2wdu1auLq6Ql1dnWed9f37d2zdupXWvbNdu3ZYvnw5li9fjujoaKxevRpbt27Fhw8faM8mZoOG/BzbkGH7mvenRRq1vQ9xGThwIAYOHIi9e/fi+PHjOHLkCAYOHIhevXrB2tqa1hrJ2dkZGhoauHfvHl/SxdnZWaCkC5fo6GgeuwDQrFkzbNq0SeBk1JYtWzB27FjY29sjNDQUR48ehYGBgcA+/g5Rh44QkZycDDMzMygqKuL58+fIyMiAuro6Vq5ciRcvXiAwMLC+XayWhjq8nG1Onz6N1atXw83NDXp6enzVUsLapvqrZAKdIH1laQo2KhkbMmxU72hoaMDT0xOTJk0CAMTFxaFfv34oLi5mTD4rOjr6l/vptOBHR0c32Bb+8PBwhIeHVzvEWNCFUl3AZseVCH4SEhIgKSlJBbZDQkJw5MgR6OjoYPXq1dVKMv0pEydORFZWFo4ePcoX6NbU1KQV6G7IvH79GiYmJhAXF8ezZ89gaGiIZ8+eoXnz5rh16xat6riuXbtiz549GDhwIIYOHYquXbti27Zt8PLywpYtW/DPP/8IbNvX1xdr166FnZ1dteuJ2hZaVKYhd+YpKioiLCwMPXv25NkeFxeHoUOHCiwx9vDhQ5ibm0NGRga9evUCIQQPHz7E9+/fqaQUXa5cuYINGzYgMTGRmrvi4eHByH1v+fLl2LlzJ1Xp3qhRI7i6umLdunW07Fat4CSE4Nu3b5CVlcWxY8donYcNtSvX09MT27Ztw+DBg6u9bzo7OwtsOyIiAitWrMCGDRuq/d4L6z25rKwMd+7cYS1RLCYmhnfv3vEVJrx48QI6OjoCdYppaGjg/PnzNT6bPX78GFZWVrQkkMXFxatNAHz48AGtW7dGaWmpwLbZQFxcHG/fvqU+Z3l5eSQnJ1P3CiY7dOTk5BAfH9+giiDZOA9F1A81fTfz8/PRsmVL2ud4cXExzpw5Az8/P9y7dw+jRo1CQEAA65X7IhoGYmJi6NKlCyQkft1rQWeGMFcVRl9f/5eqOVVnJdLh8ePH8PX1xYkTJ/D+/XuB7TRu3Bj37t3jKwRLSkpCv379UFBQILDtpk2b4vLly3yzgmNiYjBy5EiBulu5/PjxAytWrMDevXsxZMgQvr8vU0pTooSOEGFmZgYDAwNs2bKFp6357t27mDJlCp4/f17fLlYLmzIJpqamOHfuHKXXy+Xr168YPXo0LSkQtqkuMfJfb1NlU5qCTWqqKuBwOJCWloampiasrKwYeXDlVu/cunWLVvWOlJQUcnJyeDr7ZGRkqBZVYUdKSgqtW7fGlClTMHXqVFb0WNlgzZo1WLt2LQwNDavVvGdyocQ0la9ZTHdcieCnZ8+e1NyZ7Oxs6OjoYOzYsXjw4AGGDx9Oq/qW6UC3l5fXH7+XTgAzICAA1tbWtZZtqw3fv39HUFAQT3eRjY0NZGRkaNnduXMnxMXF4ezsjMjISAwfPhxlZWUoLS3Fjh07BJLO5MJWoQVQcR5u2rQJgwcPFthGZWozA4ZuQFpeXh63b9+m5lJwefToEQYOHCjwPJoBAwZAU1MThw4doh7ASktLMXPmTGRnZ+PWrVsC+1xaWgpPT0/Y29uzei8uKipCWloaysvLoaOjw8iAVn9/f557g5iYGFq0aIHevXszXmlcVFTUILpyf5UI5XA4tBIA3O991XUEk/fktLS0auef0knOAewkirlr8d27d2PWrFk88wbKyspw//59iIuLCzSQ/nf+5uTkQEdHB9+/f6+17a9fv4IQgiZNmuDZs2c8CYCysjJcunQJ7u7ueP36da1tc2EjIC0mJgZLS0sq6Hzp0iWYmppS9+cfP34gNDSUkfPQxMQEy5cvF7jTty5h8zwUUT/UlJyLiIjAxIkTkZeXJ5Dd+/fvw9fXF8HBwdDQ0IC9vT1sbGyEsjOHy8WLF//4vXTvEyIqEBMTw+LFi3+7TqMzH3XevHk4efIkOnToAHt7e0ydOpWVgovqKCkp4StIqQ1sJl2mT5+OhIQE+Pr6olevXgAqvrezZs1Cjx494O/vL7Dtr1+/wsnJCadPn8a4ceP4EjpHjhwR2HZlRAkdIUJRUREJCQnQ0NDgSei8ePEC2traPJqywkTPnj2xfv16mJubY/To0dQAUy8vL0o+TlBq0pR8//492rVrR8m0CCMvXrz45X42h3AKK9zqYjakKdjExMQECQkJKCsro7Q7nz17BnFxcXTq1AkZGRnUQHMdHR2BjsF09U7VyjqAv7qOKYqKiqoNCNDpQvvw4QNOnjyJoKAgxMbGokuXLpg6dSqmTJlCW9qFTdq0aYMtW7Zg2rRp9e1KrWGz40oEP5Xv+Zs3b0ZERASuX7+OmJgYTJo0CS9fvhTYNtOB7qrXjLy8PBQVFVHFFp8/f4asrCxatmxJK4DZokULFBUVYeTIkZg6dSosLCx+W7EmrOTm5uLhw4fQ0NAQqrkLVWG6M6/yjI7fQTcQaGVlhc+fPyMoKAht27YFUNHxyg2YCJpAl5GRwaNHj/hml6SlpcHQ0JD2PBc5OTmkpKQwNrxcxL8TNu/J2dnZGDNmDB4/fswzL4H73aX73WQ6UQz8b95XdHQ0+vbty9PFKiUlBVVVVbi6ugrU3a6srIxDhw5RUsJVuXbtGmbPni3Qffl310QOh4M1a9Zg+fLltbZd+RjVPS+/fv0aGhoaAiWi7Ozs/uh9TASlsrKyMGfOHKqAS5hVLdg8D0XULdyu0y9fvvDJ/JeVlaGgoABz5szBvn37am1bV1cX79+/x5QpU+Dg4CBU5/Cv+FPZd1GhH3PU1QydHz9+4Ny5c/Dz88Pdu3cxfPhwODg4YOjQoQJLvn3//h3h4eEYMWIEAODvv//Gjx8/qP0SEhJYu3YtpKWlBfabzaTL58+fMWPGDFy6dIm675SWlmLUqFHw9/cXWGb5xo0bcHBwQNu2bREQEMDoLMSqiBI6QkSrVq0QGhoKfX19noQO94SgE9xhEzZkEpKTkwEA3bt3R0REBE8GuaysDKGhofDx8RHarqWGSnl5Ofz9/XHu3Dk8f/4cHA4HampqsLa2xrRp02jre7IpTcEmu3btwu3bt3HkyBEquPX161c4ODigf//+mDVrFqZMmYLv37/j+vXrtbLNVvVO1co6gL+6DqDX7pmXlwc7Oztcu3at2v1MLfRycnJw4sQJBAUF4cmTJzA2Nhba7rxmzZohLi6O1oA+Ef8NFBQUEB8fj44dO2LIkCEYMWIEXFxckJubC21tbYECMFzYCnQDwIkTJ7B//374+vpS8igZGRmYNWsWHB0deeZf1ZbS0lKEhoYiKCgIISEhkJGRwfjx4zF16lS+yqw/5d9WbVhcXEzrwagqTHfmVQ5CP3/+HO7u7rC1tUXfvn0BALGxsQgICMDGjRsxY8YMWr6/fPkSVlZWSElJoYZT5+bmQk9PDyEhIQIn/1u1aoWjR49i6NChPNuvX7+O6dOn4927d7T8Hj16NEaPHg1bW1tadqqjsLAQmzZtqlH2k07Clbs2/xNqG7wqKyuDv79/jX4L6z2/oTJy5EiIi4vj0KFD1Dyd/Px8LF68GNu2bcOAAQNo2WdTwtXOzg67d+9mVHLOzs4OmZmZuH37Nt8+QgiMjY2hqakpUPIiOjoahBCYmpri7NmzPM+0UlJSUFFRoe7TtYXbPbtw4UKsW7eOp8K7rKwMt27dwvPnz385n04YuHfvHp8aibCrWrBxHjZExo4d+8fvZUpiiCkCAgJACIG9vT127drFE7zlJue4a5faIiYmhsaNG0NCQuKX8RM63QUi/h3U1GHJJi9evIC/vz8CAwNRUlKCtLQ0gTq5fXx8cPnyZVy6dAlARUGhrq4upXrw5MkTLFmyBAsXLhTYV7aSLoQQ5ObmokWLFnj9+jXS09NBCIGOjg40NTUF9tfR0REBAQFYtmwZli9fztiog5oQJXSEiNmzZyMvLw+nTp1C06ZNkZycDHFxcYwePRrGxsYNZvghEzIJlauZqjtFZWRksGfPnj8e8FVXXLx4EZaWlpCUlPxtEEnYAkeEEIwcORJXr15Ft27d0KlTJxBCkJ6ejsePH2PUqFG4cOECrWOwKU3BJu3atcPNmzf5um9SU1MxdOhQvHr1CgkJCRg6dGitBtiyWb1TF5V1NjY2eP78OXbt2gUTExOcP38e7969w/r167F9+3YMHz5cYNtVKSsrw7Vr17By5UokJycL5cMdACxduhRycnJYuXJlfbsiELdv34aPjw+ys7Nx+vRptGvXDkePHoWamhr69+9f3+79qzA1NYWysjLMzMzg4OCAtLQ0aGpqIjo6GjNmzKBVsMBWoBuomDVw5swZauA1l/j4eFhbWzM2ULWoqAjnz5/HiRMnEBYWhvbt2wvU8Vu12rByNXrlbUDtk9B1JUVXVlaGDRs2wNvbG+/evcPTp0+pGYuqqqpwcHAQ2DabXQCDBw/GzJkzMXnyZJ7tJ06cwMGDBxEVFSWw7crcvHkTT548oR7E6Mr2ODs74/z589i2bRuMjIyoDlw3NzeMGzeO9nrcx8cHq1evho2NTbXBbjrrw8mTJyM6OhrTpk2rVvaTrvTf7wp7BA3ALliwAP7+/hg+fHi1fu/cubPW/tYV//zzDy5evFhtp/KOHTtqZSs5ORldunSBmJjYbxNodNaMzZs3R0REBLp27QpFRUXExcVBW1sbERERWLx4Me0EQEOTcM3KykKPHj2gra2NxYsXQ1tbGxwOB+np6di+fTuePn2Khw8f0gryvHjxAh06dGB0+DX3uerFixdo3749T+CIG5Beu3Ytevfuzdgx2UBHRwedO3fGkiVL0KpVK77P6L+oatFQ+NPnTYA5iSGmiY6OhpGRES1ZqKoEBAT80fvoFraIaPjUVYdOZXJzc6n5zT9//sSTJ08ESugYGxtj4cKFGDNmDADwNCUAwLFjx7Bv3z7ExsbS9vnZs2c8a30692OgopBdWloaqampjHZUdunSBYGBgb+ct/nq1SuesQi0ICKEhi9fvpB+/foRJSUlIi4uTpSVlYmkpCQxNjYmBQUF9e1enfL8+XOSk5NDOBwOefDgAXn+/Dn1ev36NSktLa1vF6uFw+GQd+/eUT/X9BITE6tnT/nx8/Mj8vLyJCIigm9feHg4kZeXJwEBAfXgWf3TuHFjEhkZybc9MjKSyMnJEUIIycrKIvLy8rWyy+FwiJycHFFSUiJNmjSp8SWstG7dmty/f58QQoi8vDzJyMgghBASEhJC+vXrx8gx7ty5Q+bOnUtatGhB5OXliY2NDbl69SojttnA2dmZKCkpEWNjY7JgwQKycOFCnpcwc+bMGSIjI0NmzpxJGjVqRLKysgghhOzbt49YWlrWs3f/PpKSkkiXLl2IgoICWb16NbV9wYIFZPLkyYwc48aNG8TLy4vs3r2b3Lx5kxGbMjIy1Pe+Mvfv3ycyMjKMHINLXl4e2bNnD9HV1WXkvnnz5k1iYGBAQkNDyZcvX8jXr19JaGgoMTQ0JDdu3Ki1PVVV1T96qamp0fJ7zZo1RF1dnRw7dozIyMhQ383g4GDSp08fWrbZREZGhjx9+pRve0ZGBq1zJTw8nHTu3Jl8+fKFb9/nz5+Jjo4OuXXrlsD2f/z4QZydnYmUlBQRExMjYmJipFGjRuSvv/4ixcXFAtvlwub6UFFRkdy5c4e2j9Vx/vx5oqGhQby9vUlSUhJJSkoi3t7epGPHjuT8+fM8a/Xa0qxZM3LlyhUWvGaXsLAwIisrS3R1dYmEhATp3r07UVJSIoqKisTExKTW9qo+R4iJibFynigpKVHXEXV1dWrtn5mZych1PCoq6pcvusTFxRE3NzcyceJEMmbMGJ6XoDx48IDo6upSny/3s9fV1SVxcXG0fWaTQYMGkY8fP9a3GwIjKytLnj17Vt9u1Bo2zkMR9UtRURH58uULz+u/TEFBAbly5Qo5cOAA2b17N89LBDM8f/6clJeXs36c4uJicuLECWJmZkakpaWJtbU1uXLlCikrKxPYZqtWrUhKSgr1e/PmzUlOTg71e0ZGBlFQUKDjNqvo6OiQ2NhYRm3++PGjxn1v3rwhCxYsINLS0owdr2EKk/9LUVBQwJ07dxAREcEzrFfYBwRaW1vD0NAQ7u7uPNu3bt2KuLg4nD59utY2uZU4VSUXhJ3K/jY034OCgrBs2TJKG7gypqamcHd3x/HjxzF9+nTax/r58ydycnKgoaHRIOYjWFlZwd7eHtu3b0fPnj3B4XAQFxcHV1dXjB49GkDFsHEtLa1a2RXWSqU/pbCwkKomadq0KfLy8qClpQU9PT0kJCTQsr1s2TIEBQXh9evXMDMzw65duzB69Gie4aPCSHJyMjW3JCUlhWcfk1WZbLB+/Xp4e3tj+vTpOHnyJLXdyMgIa9eurUfP/n2UlZXh06dPiI6O5htKuXXrVlrt2aWlpZCWlkZiYiKGDBmCIUOG0HWXh8GDB2PWrFnw9fVFjx49wOFw8PDhQzg6OjKyXuF25hw/fhxhYWFQVlbG5MmTBVpLVOWvv/6Ct7c3T7eZubk5ZGVlMXv2bKSnp9fKHlPdSL8jMDAQBw8exODBgzFnzhxqe9euXfHkyRNGjsHGLDRlZWV4e3tj+/btPNt9fHygrKwssN1du3Zh1qxZ1UrdKCoqwtHRETt27BBYNkpKSgq7d+/Gxo0bkZWVBUIINDU1Gbv/sLk+bNKkCWuDbjds2AAvLy8MGzaM2ta1a1coKytj5cqViI+PF9i2lJQU7WrL+uDvv//G4sWLsXbtWsjLy+Ps2bNo2bIlbGxsapzH8itycnKo2YdsXl+6dOmC5ORkqKuro3fv3tiyZQukpKRw8OBBqrKWDmzO3Dt58iSmT5+OoUOH4ubNmxg6dCiePXuGt2/fUlXCgmBoaIiUlBQkJibi2bNnIIRAS0uLbxadMBIZGQmgYv4kh8NBs2bN6tmj2mFqaoqkpKQGdQ1g6zwUUfcUFRVhyZIlOHXqFPLz8/n20+ko/P79O27evImnT5+Cw+FAS0sLZmZmlCSVMPPo0SMMGzYMRUVFKCwsRNOmTfHhwwdqZqawSuU3NOqiA3HevHk4efIkOnToADs7O5w8eZKR+8SXL194Ynl5eXk8+8vLy3lm6vwptZm3XdtO6Mps2bIFbm5uOHDgALp06SKwncp8//4ddnZ2uHHjBiQlJeHu7o4FCxZg9erV2LZtG3R1deHn58fIsQCIOnRE0Kd58+YkOTmZb3tycjJp2bIlLdv+/v7k8uXL1O9ubm5EUVGR9O3bV6AKQBE106pVK/Lo0aMa9yckJJBWrVrROkZhYSGxt7cn4uLiRFxcnKoOdHJyIhs3bqRlm02+fftGZs6cyVOtKyUlRWbNmkV1zz169OiXn9+/EUNDQxIaGkoIIcTKyopMmzaN/PPPP2TJkiVEXV2dlu2+ffuSvXv3kry8PCZcFfEHyMjIUFU1cnJy1PczKyuLNGrUqB49+3fSqFEjkp2dzYptdXV1kpiYyIrt9+/fE0tLS8LhcIiUlBR1XbS0tKQqywVl0qRJpHHjxqRFixZk3rx5JCYmhiGvK5CWlq52vZKUlMRYtdSPHz/IkydPSElJCSP2CKnwm7vmqfzdTE1NJY0bN6Zl+/3792T48OHUva3qiw5Xrlwh0tLSRFdXlzg4OBAHBweiq6tLpKWlaXVjdOjQgaSlpdW4Pz09nSgrKwts387Ojnz9+pVve0FBAbGzsxPYbnV8//6dUXtHjx4l1tbWpLCwkFG7hFSch9V97mlpabS/P9u2bSPz5s2rkypVJpGTkyOZmZmEkIquF26lamJiIlFRURHY7s+fP4mtrS31XWea0NBQcvbsWUJIxT2+c+fOhMPhkObNm5Pw8HDGjlNYWEjS09Opji7uiw56enpk7969hJD/XQ/Ly8vJrFmzyKpVq5hwu0Hx6dMnMm/ePNKsWTPqut2sWTMyf/588unTp/p274/w8fEhysrKxMPDg5w5c4aEhITwvIQR0XlYPadPnybjx48nvXv3Jvr6+jwvYWXevHmkc+fO5PTp00RGRob4+fmRdevWkfbt25Njx44JbDckJIS0aNGCr8OyRYsW5OLFiwz+D9hh4MCBZNasWaS0tJQ6x3Nzc4mxsTF1/xDRMOBwOERFRYWMHj2ar5uQTmehpqYmOXPmTI37g4ODiYaGRq3tDho06I9egnRCV0ZJSYl6jpWWlmZEJWfu3Lmkffv2ZPHixZTChKWlJTExMWGkQ7kqohk69Uxd6a+ziYyMDBITE6nhyFyePHkCfX19WoOdtbW1ceDAAZiamiI2NhaDBw/Grl27cPnyZUhISAjdcD2gYsj9x48fYWlpSW0LDAyEh4cHCgsLMXr0aOzZs4dnWL0wICUlhRcvXqBNmzbV7n/9+jXU1NQEyrJzcXFxQUxMDHbt2gULCwuqOvDixYvw8PAQ+qGdBQUFyM7OBiEEGhoaAmmN/ps4fvw4SkpKYGtri0ePHsHc3Bz5+fmQkpKCv78/Jk6cWN8u1huZmZnIysqCsbExZGRkKN14YUZDQwM+Pj4wMzPj0cANDAzEpk2bkJaWVt8u/qvo2bMnNm3ahMGDBzNu+8iRIzh9+jSOHTvGWrX+06dPKS3jzp0717pDsTqmTJkCGxsbmJubs9K9aWxsDElJSRw7doy61719+xbTpk3Dz58/fztP5lcUFRXBycmJ0k3nzrlxdnZG27Zt+bqYa4OhoSH++usvTJ06lee7uWbNGoSFhVU7yPtPYXsW2j///IMDBw7wDBudM2cOrQ4daWlppKSk1FjNnZmZCT09PYHXnzUNqP3w4QNat26N0tJSgexyYXomkr6+Ps/9JTMzE4QQqKqq8s0EoNM9a2BggM6dO8PX1xfS0tIAgB8/fsDe3h7p6em0bI8ZMwaRkZFo2rQpdHV1+fwWxvU+ALRu3RoRERHQ0dGBrq4uNm7ciFGjRiEpKQn9+vVDQUGBwLaVlJSQkJDASMfMn/Dx40c0adKEkbVKXl4e7OzscO3atWr306l4b9y4MVJTU6GqqormzZsjMjISenp6SE9Ph6mpKd68eSOwbbYg/z98uWXLloxW5n/8+BF9+/bFq1evYGNjg86dO1PzT0+cOAFlZWXcvXsXTZo0YeyYbFB11l1lhHHmEtAwz0O28fLywvLlyzFjxgwcOnQIdnZ2yMrKwoMHDzB//nx4enrWt4vV0qFDBwQGBmLQoEFQUFBAQkICNDU1cfToUQQFBeHq1au1tnn37l0MGjQIo0aNwuLFi9G5c2cAQFpaGrZv347Lly8jKioKffv2Zfq/wxhKSkq4f/8+tLW1oaSkhNjYWHTu3Bn379/HjBkzGOsQF8E+tra2f3Rvr616jIuLC8LCwhAfH0+tC7l8//4dhoaGMDMzw+7du2tlt67w9/f/5eciyIwrFRUV+Pr6wszMDNnZ2dDU1ISzszPt+Zs1IfxaR/9yqg75zMvLQ1FREZSUlAAAnz9/Fvq2xi5duiA4OBirVq3i2X7y5Em+IfK15eXLl9QD+4ULF2BtbY3Zs2ejX79+GDRoEC3bbLF69WoMGjSISug8fvwYDg4OsLW1RefOnbF161a0bdsWq1evrl9Hq1BWVvbLAJq4uDjtIMaFCxcQHByMPn368Fw8dXR0BBp2XdfIycnRkp/5t5CZmQlNTU3Y2NhQ2/T19fH8+XM8efIEHTp0QPPmzRk5VlpaWrUyQHSGRrNJfn4+JkyYgMjISHA4HDx79gzq6uqYOXMmlJSU+KSHhAlHR0e4uLjAz88PHA4Hr1+/RmxsLFxdXfmu7yLo4+npCVdXV6xbt67awejVyUn9KV5eXsjMzETbtm2hoqLCZ5uuJCIAaGlpMZLE4VJSUoI3b96gY8eOrElx+vr6YuzYsVBRUUGHDh0AVAwG1dLSwoULF2jZ/vvvv5GUlISoqCgeqSUzMzN4eHjQSuh4eHhg2rRpePXqFcrLy3Hu3DlkZGQgMDAQly9fpuV3REQEQkJC0LNnT4iJiUFFRQVDhgyBgoICNm7cKHBCp6SkBEOHDoWPjw/jQZx27drh8ePHNSZ0kpOTayxO+RVfv34FIQSEEHz79o3n4bSsrAxXr15lZGitp6cnAgICsGXLFsyaNYvarqenh507d9Y6ocOVfmUbb29vjBw5EsrKyujWrRsAICkpCRwOh/Z5qKSk1CBlivr06YOYmBjo6Ohg+PDhWLx4MR4/foxz586hT58+tGyPGTMGFy5cqJX0CB2YTP7/9ddf+PTpE+7du1dtopgOTZs2xbdv3wBUXAtSUlKgp6eHz58/o6ioiAn3GYcQgo4dOzI+fHnt2rWQkpJCVlYWWrVqxbdv6NChWLt2LV+8QdhoaDLlQMM8D9lm//79OHjwICZPnoyAgAAsWbIE6urqWLVqFT5+/Fjf7tXIx48foaamBqBi7c31tX///pg7d65ANtevXw87Ozv4+PjwbDcyMoKRkREcHR2xbt06gZJFdYWkpCQVr2nVqhVyc3PRuXNnKCoqIjc3t569E1Eb/P39WbG7bNkynDp1Ctra2liwYAG0tLTA4XDw5MkT7N27F6WlpVi2bBljx/vnn3/A4XDQrl07RuxNnjwZpaWlfM/JdHj9+jUVA1dXV4e0tDRmzpzJmP2qiBI69UxlfeQTJ05g//798PX1pbpdMjIyMGvWLDg6OtaXi79l5cqVGDduHLKysmBqagoACA8PR1BQEG3Nezk5OeTn56NDhw64ceMGFi5cCKCiOpNO5w+bJCYmYt26ddTvJ0+eRO/evXHo0CEAFZryHh4eQpfQIYTA1ta2xs4hOp05XPLy8qoNhhQWFgpd98LYsWPh7+8PBQUFjB079pfvFdbKUbbQ0tJCu3btYGJiAlNTUwwaNAiqqqqQlZWFgYEBI8fIzs7GmDFj8PjxY3A4HHCbSbnniTBW6wHAwoULISkpSS16uUycOBELFy4U6oTOkiVL8OXLF5iYmKC4uBjGxsZo1KgRXF1dsWDBgvp2718HN+g/atQonusft5uLzjluZWXF6DV10aJFWLduHRo3bvzb4KKgWsaSkpJISUlh9V7QsWNHJCUlISwsjOou0tHRgZmZGe3jslmwMHLkSAQHB2PDhg3gcDhYtWoVDAwMcOnSJdozktiahcbm33PYsGFYtWoVLC0tq60I9PDwwIgRI2ptV0lJCRwOh9K5rwqHw8GaNWsE9psL0zORPDw8cOvWLRgZGbE6l7BXr17IycnBsWPHqO/PxIkTMWXKFNoPww11puCOHTuoLpzVq1ejoKAAwcHB0NTUpB1E19TUxLp163D37t1qk/61LfT73Vq2MnTXtWwligFgwIABuHnzJvT09DBhwgS4uLggIiICN2/eZKXjlQnExMTQsWNH5OfnM5rQuXDhAnx8fPiSOUBF99iWLVswZ84coU3oDBs2DEFBQVBUVARQkeyeP38+Vdian5+PAQMGCGWHeEM8D9kmNzcXRkZGACoUXLgJr2nTpqFPnz7Yu3dvfbpXI+rq6nj+/DlUVFSgo6ODU6dOoVevXrh06RJ1LtaW2NhYbN68ucb98+fPZ3XWGBPo6+vj4cOH0NLSgomJCVatWoUPHz7g6NGj0NPTq2/3/jX8aXKMW4gmTLRq1Qp3797F3Llz4e7uzhOvGTJkCPbv31/t/ak2lJeXU8Ug3PWWvLw8Fi9ejOXLl/+yw7MmPnz4gBkzZuDGjRsoLy9H7969cezYMUY6osvLy3m6zMXFxRlNGFVFlNARIlauXIkzZ87wSJdpa2tj586dsLa25qmGFyZGjRqFCxcuYMOGDThz5gxkZGTQtWtXhIWF0b5RDRkyBDNnzoS+vj6ePn1KPQBwW5yFkU+fPvFcuKKjo3mqdXv27ImXL1/Wh2u/5E9aCqdPn07rGD179sSVK1fg5OQE4H/B+UOHDgldy7GioiLln4KCgtAlnOqT6OhoREdHIyoqCvPnz0dxcTE6dOgAU1NTmJiYwMTEhHblhIuLC9TU1BAWFgZ1dXXExcUhPz8fixcvxrZt2xj6nzDPjRs3cP36dbRv355ne8eOHfHixYt68urP8fT0xPLly5GWloby8nLo6Oj856UF2YI7xJgNmC4YePToEUpKSgBUdPfUdD2ke52cPn06fH19sWnTJlp2qqO0tBTS0tJITEzE0KFDMXToUEbts12wYG5uDnNzc9p2qqKtrY2MjAyoqqqie/fu8PHxgaqqKry9vQXqcqkMW3/PFStW4Ny5c9DS0sKCBQugra0NDoeD9PR07Nu3D2VlZVi+fHmt7UZGRoIQAlNTU5w9e5anY0FKSgoqKipo27Ytbf9fvXpVbXdReXk59T2rLSYmJtXKxDGNrKwsZs+ezYrt0tJSREVFISsrC1OmTIG8vDxev34NBQUFob0PVX74l5WVxf79+xmzffjwYSgpKSE+Ph7x8fE8+zgcTq0TOtygeV3AVqIYAPbu3Yvi4mIAFZ2RkpKSuHPnDsaOHYuVK1fSsp2bmwtlZWW+azYhBC9fvqQVUGNj+PKbN2+gq6tb4/4uXbrg7du3jByLDa5fv85TMLh582ZMnjyZCqKXlpYiIyOjnrz7NWyehw2V1q1bIz8/HyoqKlBRUcG9e/fQrVs35OTkQJinPNjZ2SEpKQkDBw7E33//jeHDh2PPnj0oLS0VuEipuLj4l532ioqKjBTLssmGDRuopNy6deswY8YMzJ07F5qamg22CEMYUVVVrfY5obJcO4fDoa2UwxZqamoIDQ3Fx48fkZmZCaCiIIWprt/ly5dTzxL9+vUDIQQxMTFYvXo1iouLBVIB+PvvvxEfH481a9ZAWloa3t7ecHR0xM2bN2n7W7VIvri4GHPmzOFL6jBVEC5K6AgRb968qfZBrqysDO/evasHj/6c4cOH09ZZr459+/ZhxYoVePnyJc6ePYtmzZoBAOLj4zF58mTGj8cErVq1Qk5ODpSVlfHz508kJCTwVHR++/aNTxtcGKiLG/PGjRthYWGBtLQ0lJaWYvfu3UhNTUVsbCyt2QVsUPnzYKtNtaEyYMAADBgwACtWrEBJSQliY2MRFRWFqKgoBAUF4cePH9DU1KT1EBYbG4uIiAi0aNECYmJiEBMTQ//+/bFx40Y4OzsL7bylwsJCyMrK8m3/8OGD0M3N4lJUVAQ3NzdcuHABJSUlMDMzg5eXF2OyeSKqh43KPLb+lrt376YeTKOiohjwtHp+/vyJw4cP4+bNmzA0NORb/Ar6YA0AEhISUFFRYa27j82ChQcPHlAVZJW5f/8+xMXFYWhoKLDtv/76i9L69/DwgLm5OY4fP07NQqMDW3/PyhWBf//9N09FoLm5ucAVgdzvZE5ODjp06MBaIYeuri5u374NFRUVnu2nT5+Gvr6+QDbZCpZdvHgRlpaWkJSUxMWLF3/5XjpSqC9evICFhQVyc3Px48cPDBkyBPLy8tiyZQuKi4vh7e0tsG22+fz5M86cOYOsrCy4ubmhadOmSEhIQKtWrWgVt1RWcWCCugzAsZkorhwkEhMTw5IlS7BkyRK6LgOoCExVlxjlSjLRuX9MnToVRUVF6NatG6SkpPhm6QgiSdW8eXM8f/6cr4iIS05ODvXsLIxUvW4Jc9C/Kmyehw0VU1NTXLp0CQYGBnBwcMDChQtx5swZPHz4sFYdgnUNVwEGqCiOePLkCR4+fAgNDQ1KXrS2aGlpISIiAnZ2dtXuDw8Pr1E2VliovLZs0aKFUMvDNWRqimkQQnDy5El4eXkJbVFLZZo2bYpevXoxbjcgIACHDx/mWWN269YN7dq1w7x58wRK6Fy/fh1+fn4YNmwYgIpu0S5duqCkpIR2nLZqkfzUqVNp2fsdooSOEDF48GDMmjULvr6+6NGjBzgcDh4+fAhHR0eYmZnVt3v1gpKSUrXtuUxIXrCFhYUF3N3dsXnzZly4cAGysrIYMGAAtT85ORkaGhr16GHdk5iYiO7du8PIyAgxMTHYtm0bNDQ0cOPGDRgYGCA2NlaoW3dNTU1x7tw5vrbrr1+/YvTo0YiIiKBlnxCCM2fOIDIyEu/fv+fTkhZmSTdJSUkYGxujZ8+e6Nu3L65fv45Dhw5RFRqCUlZWRi1emjdvjtevX0NbWxsqKipCW60HVAxdDwwMpGQXORwOysvLsXXrVpiYmNSzd9Xj4eEBf39/2NjYQFpaGkFBQZg7dy5tyUwRv+f27dvw8fFBdnY2Tp8+jXbt2uHo0aNQU1ND//79a22Prb+lvr4+FeRSV1fHgwcPWAkSpaSkULKNT58+5dnHRHB9xYoV+Pvvv3Hs2DFG50UA7BYszJ8/H0uWLOFL6Lx69QqbN2/G/fv3BbbN5iw0Nv+eKioquHr1Kj59+oTMzExqRgWd4d8fP35EUVERT6IlNTUV27ZtQ2FhIUaPHo0pU6bQ8htgbyYSGwmo0aNH4+3bt2jZsuUvZ/XQlYl0cXGBoaEhkpKSeK4tY8aMYVV7nC7JyckwMzODoqIinj9/jlmzZqFp06Y4f/48Xrx4gcDAQNrH+PnzJ3JycqChocGopB6bHVFMJ4q/fv36x++lM3+uckV0ZQoKCvjkHWsLGwORLSwssHz5cty8eRNSUlI8+378+IGVK1fyqESIoEddnYcNlYMHD1LPsHPmzEHTpk1x584djBw5kkdeVNjp0KEDbXkrW1tbuLq6olWrVlTQmMuVK1ewZMkSgTqJ64Lv37/j5s2bMDExgby8PM++r1+/IioqCubm5kJbqNjQqC5pGBYWBnd3dzx9+hRLliyBq6trPXj2e/40UUsnlvXx40d06tSJb3unTp0Ens31+vVrngKqTp06QUpKCq9fv+Yrtqotdd29xiENqRTiX05eXh5mzJiB0NBQKjNYWloKc3Nz+Pv7sy6jUBuaNm2Kp0+fonnz5mjSpMkvHyLpDsFjOuDFNnl5eRg7dixiYmIgJyeHgIAAnkGvgwcPRp8+fRgfEizMiImJQV9fHzNnzsSUKVPqVPaBCcTExKiARmXev3+Pdu3aCSyRwsXZ2RkHDx6EiYkJWrVqxfd9Esa25uLiYty9exeRkZGIiorCgwcPoKamhoEDB8LY2BgDBw6kVZk6YMAALF68mAqgffr0CStWrMDBgwcRHx+PlJQUBv83zJGWloZBgwahR48eiIiIwKhRo5CamoqPHz8iJiZGKJO5Ghoa8PT0xKRJkwAAcXFx6NevH4qLiyEuLl7P3v17OXv2LKZNmwYbGxscPXoUaWlpUFdXx/79+3H58mWBKuHY+ls2a9YMV69eRe/evSEmJoZ3796hRYsWAturL/T19ZGZmYmSkhKoqKjwdYzQlQJ6/Pgxtm3bhvj4eJSXl8PAwABLly6lXbAgJyeH5ORkPm3nnJwcdO3alZLEoANbQeOGxOTJk9GmTRuqc+j9+/fo1KkT2rZtCw0NDVy7dg2+vr6YNm0a7WNdv34dGzZs4DlXVq1aJbAUoJiYGGbPnl1th2hl6HS5sUnz5s0RExMDbW1tyMvLIykpiZproKOjI7RDxs3MzGBgYIAtW7bw+H337l1MmTIFz58/F9h2UVERnJycEBAQAKAiKaqurg5nZ2e0bdsW7u7uAtuu2hHFtf3XX3+x0hFVVFREK1EsJib224Qlnflz3Nlwu3fvxqxZs3i+R2VlZVQ3ZExMTK1ts8k///wDQ0NDNGrUCPPnz6eCXmlpadi/fz9+/PiBhw8fQllZuZ49rR5xcXG8ffuWWk/Iy8sjOTmZGlD/7t07tG3bVmjmZrJ9HoqoO7y8vP74vbWVtwQqJFQnTpyIs2fPQltbm5qrmpaWhmfPnmH06NE4ffq0QPM/2Gb37t24ePEiwsPDq91vZmaGMWPGYP78+XXs2b+f+Ph4uLu74/bt25g5cyZWrVolVDHgqtja2v5RMRGdWFbv3r3Ru3dvvu+sk5MTHjx4gHv37tXaZtV7D1CRhE9KSqLuP2xQXl6OK1euwNfXFxcuXGDE5n/ziU1I4bYyPn36lBo22rlz52oHs9Y3O3fupDL2bFQccakc8EpISKC0Rr99+4YNGzYIZetnixYtcPv2bXz58gVycnJ8QbTTp083iLZJJomJiYGfnx/c3d2xePFijBs3Dvb29kLbscAlOTmZ+jktLY1Hh7qsrAyhoaG0Z8UAwLFjx3Du3Dm+Ch5hZeDAgXjw4AE0NDRgbGwMJycnDBw4kPbQu8qsWLEChYWFAID169djxIgRGDBgAJo1a4bg4GDGjsM0Ojo6SE5OxoEDByAuLo7CwkKMHTsW8+fPpy0zwhYvX77k6SLs1asXJCQk8Pr1a6ENAvwbWL9+Pby9vTF9+nScPHmS2m5kZIS1a9cKZJOtv+W4ceMwcOBAtGnTBhwOB4aGhjUmiLKzswU+DpfMzExkZWXB2NgYMjIyNVZN15ZfdRgwgZ6eHhV8rcyZM2dgbW0tsN1GjRrh3bt3fAmdN2/e0E6+sBk0BirkqDIzM8HhcKChoSHwgOG64N69ezwPnYGBgWjatCkSExMhISGBbdu2Yd++fYwkdNiYifT48WO+Kv3KsCUh9/LlS3h4eMDPz09gG+Xl5dUGQP/55x++CmFh4sGDB/Dx8eHb3q5dO9qzS/7++28kJSUhKiqKp8vCzMwMHh4etL6bddURVTlRzO3WEwQ2Z84B/5O8IYTwfY+kpKTQrVs3Riqks7KycOTIEWRlZWH37t1o2bIlQkNDoays/MtZODXRvn17xMbGYt68eXzyk0OGDMHevXuFeh33u1kDwjZjhO3z8N/A58+fERcXV63iBN1ZvEyyc+fOP3qfIPPKgIrk3+nTpxEcHIygoCA8efIEQEUnwOrVq6nCK2Hk+PHjv5wD9ddff2Ht2rWihA6DZGZmYvny5Th79iwmTJhAFfkJO3UxlmDLli0YPnw4wsLC0LdvX3A4HNy9excvX74UOBZMCMHgwYN5nqGKioowcuRInvs/3UI/Ls+ePYOfnx8CAgLw6dMnRtf/og4dEUKNvr4+Fi5ciOnTp/NUviUmJsLCwkKoBz2K4Of79+84deoUjhw5gtu3b0NVVRX29vaYMWNGjfrP9UnlSqzqLpUyMjLYs2cP7O3taR1HTU0N165dq7adVBiRlJREmzZtMHr0aAwaNAjGxsZ1Mm/l48ePv+0IFFF7qqtSqVolKYJ5ZGVlkZaWBlVVVZ77W3Z2NnR0dKhhu7WBzb9laGgoMjMz4ezsjLVr19YYZHVxcRH4GPn5+ZgwYQIiIyPB4XDw7NkzqKurw8HBAUpKSti+fbvAttmEO7hZUlKSpwgnJCQEq1atwpMnT2gFpiZNmoS3b98iJCSE6nD9/PkzRo8ejZYtW+LUqVMC23ZxcUFMTAx27doFCwsLqhPo4sWL8PDwEHhe2fPnzzF//nxcv36dJ8hoYWGBvXv3QlVVVWCf2UJGRgZPnjyh5BaGDRsGXV1dbN26FUBFsqtv377Iz89n7JgFBQV8QS9BpHpq6iSuC5KSkmBgYECrIn3ixIlQVFTEwYMHqWtWixYtYGVlhQ4dOghlpzJQMc8pNDQU+vr6PNfxGzduwMHBAS9fvhTYtoqKCoKDg9GnTx8e25mZmTAwMKiV/FNV2O6IYjtRzBZ2dnY8M+OYJDo6GpaWlujXrx9u3bqF9PR0qKurY8uWLYiLi8OZM2do2f/06ROePXsGgNmB1GxS03yRqgjr918EL5cuXYKNjQ0KCwshLy/P87zG4XBoq7aIqBuaNGmCpKSkGmXncnNz0a1bN3z69KmOPft3Mm/ePPj6+sLExASbNm1C9+7d69ulP0ZcXLzauXNM8/r1a+zbt49qetDR0cG8efPQtm1bgez96fgODw8PgewD/4t7+vr64t69eygrK8POnTthb2/PaHG/qEOnnlm0aBHWrVuHxo0bU+3eNSFMMgl1pSGbkZEBY2Pjam1+/vxZYLsi6gcZGRnMmDEDM2bMoKrUfHx8sHr1agwZMkToOq5ycnJACIG6ujri4uJ4gqRSUlJo2bIlI5JUq1evxpo1a+Dn58c3JFUY+fz5M27fvo2oqChs3rwZkydPhpaWFgYOHIhBgwZh4MCBtOSYSktLIS0tjcTERHTp0oXaLqwPp5U7uX5H165dWfREMKpWSAL8VZKAcM9yaoi0adMGmZmZfIHtO3fuCFyVxebfklshHh8fDxcXF1aq5hcuXAhJSUnk5uZS8hRARbB34cKFjCV04uPjkZ6eDg6HAx0dHYEH0QMV3ZsjRozAixcvAABWVlY4cOAAJkyYgKSkJMycOZPWXBQA2L59O4yNjaGiokL5mpiYiFatWuHo0aO0bF+4cIEKGlcOvujo6CArK0sgmy9fvkSfPn0gKSmJdevWoXPnziCEID09HQcOHEDfvn3x4MEDoSvk4K4tuQmduLg4ODg4UPs5HA4jFeM5OTlYsGABoqKieBK3dKR6GmqhAzcYsHPnTpiYmFDJ7ClTpuDZs2do3rw5goKC6tvNGrGyssLatWuppCqHw0Fubi7c3d0xbtw4Wrbz8vKqDZIUFhbS/nuz3RHFZncRwJ4cd9XEwdevXxEREYFOnTrRLrpyd3fH+vXrsWjRIp7P2MTEBLt376ZlG6gIwrIxkJpNGnqipqHJwrPN4sWLYW9vjw0bNvxW/lMYYVJ69k9jZcI4a6m0tBR5eXk1JnTy8vJQWlpax179e/H29oa0tDTev3//yyJhprpFmKSuekPatm3L6LgKOoma3xEXF4fDhw8jODgYWlpamDp1Kk6fPo327dvDzMyMcaUmUUKnnnn06BE1f+NXVZDC9qCmpKT0xz7RqdhjI+AlQjjQ0NCAu7s7lJWVsWzZMly/fr2+XeKDG9SpWj3LNOPHj0dQUBBatmwJVVVVaoYWF2G7gTdu3BgWFhbUQ/q3b99w584dREZGYsuWLbCxsUHHjh0FnnMjISEBFRWVBqM/3b17d3A4HD5ZqMpV6VyE8f80Y8YMvm1Tp06tB0/+Wzg6OsLFxQV+fn7gcDh4/fo1YmNj4erqilWrVglksy7+lmwGYG7cuIHr16/zBfo7duxIJUzo8P79e0yaNAlRUVFQUlICIQRfvnyBiYkJTp48KVAi2t3dHWpqavDy8sLx48cRHByMlJQUTJ06FZcvX2YkONquXTskJyfj+PHjSEpKgoyMDOzs7DB58mS++0VtYSNo7OHhAW1tbVy/fp1nkPiYMWOwcOFCWFhYwMPDA76+vgL7zQa9evWCl5cXDh06hHPnzuHbt28wNTWl9j99+pQR+SIbGxsAgJ+fX7Vz8wShoQoucP1u27YtEhMTERQUhISEBJSXl8PBwQE2NjZCXeiybds2DBs2DC1btsT3798xcOBAvH37Fn379qUdfOjZsyeuXLkCJycnAP9bSxw6dAh9+/alZXvIkCHYtWsXDh48SNkuKCiAh4cHI/K/bCSKubApxz1hwgQYGxtjwYIF+P79OwwNDfH8+XMQQnDy5ElaSbrHjx/jxIkTfNtbtGjBaNefiLqhIcrCs82rV6/g7Ozc4JI5bHQU/i5WJsyzlnR1dREWFoYePXpUu//mzZsCSUSKqB42kwsNleTkZHTp0gViYmK/LZwVtmJZIyMjODk5IS4uDtra2uwfkIgQIQBRUVHUy9/fn7Ru3Zq4u7uTkJAQEhISQtzd3UmbNm2Iv78/reNs3ryZ6OjokHv37hF5eXly+/ZtcuzYMdKiRQuyZ88ehv43IuqaqKgoMn36dNK4cWOioKBAZs6cSWJjY+vbrRrx9/cnly9fpn53c3MjioqKpG/fvuT58+e07Y8fP540b96czJkzh3h4eJDVq1fzvISdsrIycu/ePbJx40YydOhQIisrS8TExGjZ9PPzI5aWliQ/P58hL9nj+fPn1Ov8+fNEQ0ODeHt7k6SkJJKUlES8vb1Jx44dyfnz5+vbVRFCxrJly4iMjAzhcDiEw+EQaWlpsmLFivp265cUFBSQFStWkL59+xINDQ2ipqbG86KDnJwcefr0KfVzVlYWIYSQuLg40rRpU9q+T5gwgfTo0YOkpaVR21JTU4mhoSGZNGmSQDZbtWpF4uPjCSGEfPr0iXA4HHLw4EHavtYVxsbGxMvLixBS8ZlnZ2cTQgiZP38+MTc3F8hmmzZtyO3bt2vcHx0dTdq0aSOQbTZ59OgRadasGZGSkiJiYmJ838WpU6cSR0dH2sdp3LgxefLkCW07lfH39yfFxcWM2vxTEhMTBb7nczgc8u7dO4Y9qnvCw8PJ1q1byebNm8nNmzcZsRkTE0Pk5eXJnDlziLS0NHFxcSFmZmakcePG5OHDh7Rsv3r1imhpaZHOnTsTCQkJ0qdPH9KsWTOira3NyN9DRkaGun5XvpYnJiYSBQUFWra7d+9OAgIC+Gw/evSItGrVipbtVq1akcTEREIIIcePHyeampqksLCQ7N+/n3Tv3p2W7Xbt2pGYmBg+v8+dO0fU1dVp2RZR97B5HjZUxowZQ4KDg+vbjVrj7OxMevToQW7fvk0aN25M/S1DQkIE/t5XjpVFRkYSGRkZcvz4cZ7tUVFRTP43GMPHx4c0btyYXLp0iW/fxYsXSePGjYmPj089eCZC2OBwOCQwMJCKAdf0EsQudy3C4XCImJgY9axc+UU33sQGQ4YMIfLy8mTKlCnk2rVrpLy8nBBCiISEBElNTWX8eKIZOkLEly9fUFZWxicr9PHjR0hISAhlSyYADB48GDNnzsTkyZN5tp84cQIHDx5EVFQULfvLly/Hzp07KVmKRo0awdXVFevWraNlV0Td8vLlS/j7+8Pf3x85OTkwMjKCg4MDJkyYwCMFJIxoa2vjwIEDMDU1RWxsLAYPHoxdu3bh8uXLkJCQoC1F1bhxY1y/fr3BtOeXl5fj4cOHiIqKQmRkJGJiYlBYWIh27drBxMSEenE7nARBX18fmZmZKCkpgYqKCt85ImxdS1x69eqF1atX81W4Xr16FStXrkR8fHw9eSZCWCkqKkJaWhrKy8uho6PDeCs200yePBnR0dGYNm0a2rRpw1eBSGeGzvDhw2FgYIB169ZRczRUVFQwadIklJeX054xoKioiLCwMPTs2ZNne1xcHIYOHSqQlKuYmBjevHmDVq1aAQDk5OSQkJDAM0tHEC5evAhLS0tISkri4sWLv3zvqFGjBD7O3bt3YWFhARsbG/j7+8PR0RGpqamIjY1FdHR0jRWav6JRo0bIysqqUVLtn3/+gYaGhtANvAYqOpbu3r2L1q1bo3fv3jz7rly5Ah0dHdrzqExMTLB8+XKYmZnRslNXjB079pf7P3/+jOjoaIEqjcXExBAQEEDNhqoJOud4Q+bx48fYtm0b4uPjUV5eDgMDAyxduhR6enq0bX///p2nI8rAwICxjqiBAwfC2toaTk5OPHPcFixYgMzMTISGhgpsm435c1xkZGSoTrzp06ejbdu22LRpE3Jzc6Gjo4OCggKBbS9ZsgSxsbE4ffo0tLS0kJCQgHfv3mH69OmYPn26qEq7gcHmedhQ8fX1xdq1a2FnZwc9PT2+DmJhvY6zOa+MS2W7DYGpU6fixIkT6NSpE7S1tcHhcJCeno6nT59iwoQJQi2F+m/i06dPOHbsGHx9fZGYmFjf7vAhJib22/cI0on24sULdOjQARwO57cKDXTiTWzx8uVLHDlyBEeOHMH3798xceJE7N+/H8nJyTyS4kwgklwTIiZNmoSRI0di3rx5PNtPnTqFixcvCm3rbmxsLLy9vfm2GxoaYubMmbTte3p6Yvny5Q0q4CWClyFDhiAyMhItWrTA9OnTYW9vXzctiAzx8uVLaGpqAqiQkbC2tsbs2bPRr18/DBo0iLZ9ZWVloU3YVoeSkhIKCwvRpk0bDBo0CDt27ICJiQk0NDQYO8bo0aMZs1WXPH78uNpgn5qaGtLS0urBIxHCRlFREdzc3HDhwgWUlJTAzMwMXl5eaN68eX279kdcu3YNV65cQb9+/Ri3vXXrVgwaNAgPHz7Ez58/sWTJEqSmpuLjx4+IiYmhbb+8vLxaiTJJSUmBpTU5HA7PA42YmBhtGTSg4hrIHXL/q+shXckOIyMj3L17F1u3boWGhgZu3LgBAwMDxMbGChw0btu2LVJTU2tM6KSkpKBNmzYC+8wmLVq0gJWVVbX7hg8fzsgxDh8+jDlz5uDVq1fo0qUL3/kibPIRv0u2KCoqYvr06QLbr04qsjLCKEtz//59fPz4EZaWltS2wMBAeHh4oLCwEKNHj8aePXt45pkJgp6eHiUDxDQyMjKwt7fn0ex/8+YN3NzcsHfvXlq2N27cCAsLC6SlpaG0tBS7d+/mSRTTgU05bmVlZcTGxqJp06YIDQ3FyZMnAVQE1SrLRwqCp6cnbG1t0a5dO2qoc1lZGaZMmYIVK1bQsi2i7hHJwvMza9YsAMDatWv59gnjdZwLm/PKGirHjh3DqFGjcOLECTx9+hSEEGhra2PNmjWYMGFCfbv3rycsLAy+vr64cOECmjdv/tvCmvqE+6zCJJWTNMKYsPkdysrKWLVqFVatWoWbN2/Cz88PEhISsLKygrW1NaytrWFgYMDMwRjv+REhME2aNOGRAeGSnp7OiNQIW2hpaZFFixbxbV+0aBHR0tKiZdvf358UFBTQsiGi/hk5ciS5cOECKS0trW9XBKJFixYkISGBEMLbYp+ZmUkaN25M2/7ly5eJubk5ycnJoW2rLvD29iYZGRn17YZQoq+vT6ZMmUK+f/9ObSsuLiZTpkwh+vr69eiZCGHB1dWVyMrKklmzZhEnJyfSvHlzYm1tXd9u/TGqqqrVrlWY4s2bN2TVqlVk+PDhxNLSkixfvpy8fv2aEdujRo0ixsbG5NWrV9S2f/75hwwcOJCMHj1aIJscDocoKSmRJk2akCZNmhAOh0MUFRWp37kvYeTnz5/E1taWkhdhChcXF6Knp0fev3/Pt+/du3eka9euxMXFhdFjNiRiY2OJmpoan2yEsMpHsElDlVyzsLAgmzZton5PTk4mEhISZObMmWT79u2kdevWxMPDg/ZxysrKSEZGBrl9+zaJjo7meQlKamoq2bt3L/Hx8SGfPn0ihBCSl5dH/vrrLyItLU06d+5M229CCHn8+DGZPn060dXVJZ07dyY2NjYkOTmZtl025bj37dtHJCQkiJKSEunWrRspKysjhBDi5eVFBg0aRNt3QiqeHU6fPk2Cg4MpiVERDQ+RLPy/BzakZ6tSWZZPhIjqePHiBVm9ejVRUVEhzZo1I2JiYuTMmTP17dYvERMTY30N9+HDB+rn3NxcsnLlSuLq6kpu3brF6nEFxc7Ojnz9+pVv+8ePH4mXlxfp3r07o2t9UUJHiJCVla12oZucnExkZGTqwaM/48qVK0RaWpro6uoSBwcH4uDgQHR1dYm0tDS5cuUKLdvNmzcnsrKyZOLEieTSpUukpKSEIa9FiPhzpkyZQgwMDIiDgwORlZWlbiwhISFEV1eXtn0lJSVKs19OTq5BBAJFVM/9+/dJy5YtSfPmzcngwYPJ4MGDSfPmzUmLFi3I/fv369s9EUKAuro6CQoKon6/f/8+kZCQaDAJ76NHjxJra2tSWFhY367UmtzcXKKvr08kJSWJuro60dDQIJKSksTAwIC8fPlSIJv+/v5/9GKD3NxcYmdnR8uGoqIi40GGjx8/ko4dOxJ5eXkyd+5csnv3brJ7927i6OhI5OXlSceOHRvEfDS26Ny5Mxk7diy5d+8eycnJ4ZnDxsRcvoZEQ03otG7dmjx48ID6fdmyZaRfv37U76dOnaKdGOEm/qrTjhc0GHDp0iUiJSVF2dHQ0CARERGkefPmZNCgQdXOTKgtbCWKK8Pm/LkHDx6Qc+fOkW/fvlHbLl++TO7cucOIfRH/HhriHEQR/LA5r4xL5USRCBGVCQ4OJkOGDCGysrLE2tqaXLhwgfz48YO1mStMwuYaLjk5maioqBAxMTGira1NzSeTk5MjCgoKRFxcnJH5xFFRUWTEiBFEQ0ODaGpqkpEjR9JKFv1Jkos7e5UJRDN0hIhBgwZBT08Pe/bs4dk+f/58JCcn4/bt2/Xk2e95+fIlDhw4gCdPnlBt5HPmzIGysjItu6WlpQgNDUVQUBBCQkIgIyOD8ePHY+rUqTAyMmLIexEifs3nz5+xYsUKvHz5EnPnzoWFhQUAwMPDA1JSUli+fDkt+7+T0/idHMm/kSZNmlTb5s7hcCAtLQ1NTU3Y2trCzs6uHrz7NUVFRTh27BjP9XDKlClCPytKRN0gJSWFnJwctGvXjtpWWbdf2NHX10dWVhYIIVBVVeWTixJkvtXHjx9RVFTEI9GVmpqKbdu2UfJFU6ZMoe07l5s3b/J8PxvKLJOqJCUlwcDAgJaMCVfrftGiRQx6ViFRtGzZMgQHB1OziZSUlDBhwgR4enqiWbNmjB6vIdG4cWMkJSVRUq5sEB8fj/T0dHA4HHTu3Jk5aQeGERMTY0Wug22kpaXx7Nkz6prdv39/WFhYUNJZz58/h56eHr59+ybwMbp37w4tLS2sWbOm2nllv5PCq46+ffuiV69e8PT0xMGDB+Hq6oqOHTvi0KFDMDY2FtjXqigpKSEhIYFV6anq5s8VFRVBVlaWtWPWltpcV3fs2MGiJyLYoiGch2zi5eWF2bNnQ1paGl5eXr98r7Ozcx15VXuYnldWVSLr0qVLMDU15XsWpDuHV0TDR0JCAkuWLMHff/8NeXl5arukpCSSkpKgo6NTj979Gjs7O3h5efH4zRSWlpaQkJDA0qVLcezYMVy+fBlDhw7F4cOHAQBOTk6Ij4/HvXv3BD7GsWPHYGdnh7Fjx6Jfv34ghODu3bs4f/48/P39BXr2rOt1rSihI0TExMTAzMwMPXv2xODBgwEA4eHhePDgAW7cuIEBAwbUs4f1S1FREc6fP48TJ04gLCwM7du3R1ZWVn27JUKECBbYuXMnPD09YWlpiV69eoEQggcPHiA0NBQLFy5ETk4Ojh49ij179lCazSLoUdPg9cpJNLrDwEUA4uLiePv2LVq0aEFtqzw0WthZs2bNL/cLMth58uTJaNOmDRXQev/+PTp16oS2bdtCQ0MD165dg6+vL6ZNmyaQz7/i8+fPUFJSYtxuXcBEQsfT0xPbtm3D4MGD0aNHD75gA90ADCEEeXl5ACrm0/xX9egrM3LkSNja2mLcuHGM237//j0mTZqEqKgoKCkpgRCCL1++wMTEBCdPnuS57ggDbdu2xdOnTxvcbEwVFRUcPXoUxsbG+PnzJ5SUlHDp0iXq+e3x48cYOHAgPn78KPAx2Ej8KSkpIS4uDlpaWigtLYW0tDQuXbrEMwuICdhKFNdEcXEx9u/fjy1btuDt27cC2ykrK4O/vz/Cw8Px/v17vtlqERERtbJnYmLC83t8fDzKysqoOaJPnz6FuLg4evToUWvbIoQPps7DhoSamhoePnyIZs2a/XINy+FwkJ2dXYeeMcOZM2dgbW1d63/3pwWHR44cqbVtEf8uZs+ejVOnTkFXVxfTpk3DxIkT0aRJkwaR0CkvL0d5eTkkJCSobe/evYO3tzcKCwsxatQo9O/fXyDbzZs3R0REBLp27YqCggIoKCggLi4OhoaGAIAnT56gT58+VNGYIHTu3BmzZ8/GwoULebbv2LEDhw4dQnp6eq1tiomJ4d27d3W23pb4/VtE1BX9+vVDbGwstm7dilOnTkFGRgZdu3aFr68vOnbsWN/u/ZLbt2/Dx8cH2dnZOH36NNq1a4ejR49CTU1N4C9xVWRlZWFubo5Pnz7hxYsXAn3BRIgQFLbP8bKyMly4cIGqqNXR0cGoUaMgLi7OgPcNjzt37mD9+vWYM2cOz3YfHx/cuHEDZ8+eRdeuXeHl5VXvCZ2LFy/C0tISkpKSNSZFuIwaNaqOvKo9o0ePBofDQdU6D+42DoeD/v3748KFC2jSpEk9ednwIYTA1taWZ1h2cXEx5syZwxNMF9aqPUESNr/j3r17PA+1gYGBaNq0KRITEyEhIYFt27Zh3759tBM6mzdvhqqqKiZOnAgAmDBhAs6ePYvWrVvj6tWr6NatGy37DZHDhw9DSUkJ8fHxiI+P59nH4XBoJ3Q4HE6D6L74+vXrH79XQUGB1rFGjhyJhQsX4vHjx9DT0+PrcqNzn3BycsLXr1+RmpqKzp07AwDS0tIwY8YMODs7IygoiJbvTNOoUSO0b98e5ubmsLKywrBhwxpEgtXCwgLu7u7YvHkzLly4AFlZWZ7Cu+TkZGhoaNA6Ru/evZGZmcloQufr16/U5yshIQEZGRloaWkxZp+LpqYm1q1bh7t37zKWKP758yfWrFmDGzduQFJSEkuWLMHo0aNx5MgRLF++HBwOBy4uLrT8dnFxgb+/P4YPH44uXbrQTkBHRkZSP+/YsQPy8vIICAig1lCfPn2CnZ3df75osyFRF+dhQyInJ6fanxsKpaWlyMjIgKSkJM+1MCQkBKtWrcKTJ08ESuiIEjUi/pSDBw9i9+7dOHXqFPz8/PDXX3/B3NwchBC+ogJhw8HBAZKSkjh48CAA4Nu3b+jZsyeKi4vRpk0b7Ny5EyEhIRg2bFitbX/8+BGtW7cGAMjJyaFx48Zo2rQptb9Jkya0uqABIDs7GyNHjuTbPmrUKCxbtkxgu1paWr9dP9Ap+KmMqENHBG3Onj2LadOmwcbGBkePHkVaWhrU1dWxf/9+XL58GVevXqVln9uZc/z4cYSFhUFZWRmTJ0+GjY0N9bAqQgSbsH2OZ2ZmYtiwYXj16hW0tbVBCKHkl65cuUI7KNAQkZOTQ2JiIl8gIzMzE927d0dBQQGysrLQtWtXFBYW1pOXFVRurRUTE6vxfRwOh1YlPduEh4dj+fLl8PT0RK9evQAAcXFxWLFiBVauXAlFRUU4Ojqid+/e8PX1rWdvGy7/lqq9ypJOOjo60NfXF9iWjIwMnjx5AhUVFQDAsGHDoKuri61btwKoqGLu27cv8vPzafmsrq6OY8eOwcjICDdv3sSECRMQHByMU6dOITc3Fzdu3KBlv65hokNHRAViYmJ/HLyl+3mzeZ9QVFREWFgYevbsybM9Li4OQ4cOpVXJyBbJycm4ePEiLl68iOTkZPTr1w9WVlYYNWoUVFVV69u9asnLy8PYsWMRExMDOTk5BAQEYMyYMdT+wYMHo0+fPvD09KyV3eTkZOrnrKwsrFixAm5ubtUm/rp27Vprv8XExBAREUEFRYyMjHDq1CkeuUtBbVeGjUr9ZcuWYd++fRgyZAhiYmLw4cMH2NvbIyoqCsuWLcOUKVP4PqPa0rx5cwQGBgoUfPod7dq1w40bN6Crq8uzPSUlBUOHDsXr168ZP6YI5qmL81BE3ZCWloYRI0bgxYsXAAArKyscOHAAEyZMQFJSEmbOnAkXF5cGIYfMJpmZmcjKyoKxsTFkZGSoIj8R7PDs2TP4+fkhMDAQBQUFGD58OKytrflk/IQBLS0t7N27F0OHDgUA7Nu3D56enkhPT4eioiKWLl2KuLg4nuKGP6Vqp0tVNYt3796hbdu2tNbMmpqacHNzg6OjI892Hx8fbNu2Dc+ePRPI7127dv1WFpexkQqMTeMRQZsrV66Q0NBQvu2hoaHk6tWr9eDRn9G9e3cSEBBACKkY+MYdgskdXEWHSZMmkcaNG5MWLVqQefPmkZiYGNr+ihBRW9g8xwkhxNLSklhYWPAMif7w4QOxsLAgw4YNo22/IaKsrEx27NjBt33Hjh1EWVmZEEJIUlISI5+/iAp0dXWrvcbeuXOH6OjoEEIIuXnzJvX5i/hv8u7dO2JiYkI4HA5p0qQJUVJSIhwOh5iampL3798LZLNly5YkMTGR+r1Zs2bkzJkz1O9Pnz4ljRs3pu27tLQ0yc3NJYQQ4uzsTGbPnk0IISQjI4MoKSnRts80Y8aM+eXLxMRE4OHoIniJioqiXv7+/qR169bE3d2dhISEkJCQEOLu7k7atGlD/P3969vVXyInJ0cePXrEtz0hIYHIy8vXvUO15NWrV+TAgQPE0tKSSEtLk65du5KVK1eSBw8e1Ldr1fL582dSWlrKtz0/P5/8+PGj1vY4HA4RExOjhqxXfXH3Cfq9/5V9urbZRkNDg5w7d44QQkhiYiLhcDhk0qRJpKSkhLFjtGnThmRkZDBmrzJycnIkPDycb3t4eDiRk5Nj5ZgimKcuzsOGSnl5OTl16hSZO3cuGTduHN+aRdgYOXIkMTU1JZcuXSKTJk0iHA6HdOzYkaxZs4Z8/fq1vt2rdz58+EAGDx5M3Re48Q97e3uyaNGievbu309ZWRm5ePEisbKyIlJSUvXtTrXIysqS7Oxs6vcxY8aQBQsWUL+npqaSFi1aCGSbw+GQYcOGUdcPCQkJMnToUOr3YcOG0V6v7N+/n0hJSZE5c+aQwMBAcvToUeLo6EgaNWpEvL29Bfb73bt3tPyqDSLJNSHC3d0dmzZt4ttOCIG7uzvj+sZMkZGRUe0gTQUFBdqVgBwOB8HBwTA3N+fRZhQhoi5h8xwHgOjoaNy7d4+njbRZs2bYtGkT+vXrR9t+Q2TlypWYO3cuIiMj0atXL3A4HMTFxeHq1avw9vYGUDHYfODAgfXs6e9pKDM6srKyqpUSUlBQoKppO3bsiA8fPtS1ayKECDYknXr16gUvLy8cOnQI586dw7dv32Bqakrt53Ys0qVJkyZ4+fIllJWVERoaivXr1wOoWGcx1eXy8+dP5OTkQENDg/a65XfVXYqKipg+fXqt7S5atAjr1q1D48aNfzvj4r8yqLvyvWTt2rXYsWMHJk+eTG0bNWoU9PT0cPDgQeaq6ljA1NQULi4uCAoKQtu2bQEAr169wsKFC6n5LsJM27ZtMWfOHMyZMweFhYW4du0aLl68CAsLCyxatIiWBAYb1PQdrbyeqw1sSxY1REkkLi9fvqQ6z7p16wYpKSksXbqU0efDxYsXY/fu3di7dy/jFehjxoyBnZ0dtm/fjj59+gCokBt1c3MTysprEdVTF+dhQ8XFxQUHDx6EiYkJWrVqJfRdHNznSgMDA/Tv3x/BwcFwc3OrdylvYWHhwoWQkJBAbm4ujyrOxIkTsXDhQmzfvr0evfv3IyYmhpEjR2LkyJF4//59fbtTLdLS0vj+/Tv1+7179yh1Be7+goICgWxXXWtPnTqV7z2CPANVZu7cuWjdujW2b9+OU6dOAaiYqxMcHAwrKyuBbNb1dU905xEinj17Vu3Qq06dOiEzM7MePPoz2rRpg8zMTD5ZhDt37kBdXZ2W7RMnTtD69yJEMAGb5zhQoSFfnQZoQUEBpKSkaNtviMyaNQs6OjrYu3cvzp07B0IIOnXqhOjoaBgZGQGoePAWNqrO6Bg/fjzOnj2LNm3aCP2Mjh49esDNzQ2BgYFUe3NeXh6WLFlCPbw+e/aMT5pFxH+L0NBQhIWF8Tzc6ejoYN++fVTLfW1Zt24dzMzMcOzYMZSWlmLZsmU8c5pOnjzJSPJ27NixmDJlCjp27Ij8/HyqUKY6ecfaUlRUBCcnJwQEBACoSEKpq6vD2dkZbdu2hbu7e61tsiW79+jRI5SUlFA/14SwB2PYIjY2liocqIyhoSFmzpzJyDHi4uIQFRVV7eB1Okm0vXv3wsrKCqqqqlBWVgaHw0Fubi709PRw7Ngxum7XKY0bN4a1tTWsra1RXl5OW3KxIcCVnQSAW7duwcjIiC9QXFpairt37/K8VxD7TMN2orikpIRnTSwpKfnbpHdtuXPnDiIjI3Ht2jXo6urySWfRmW3n7e0NV1dXTJ06lbr+SkhIwMHBgScAJkK4qYvzsKFy7NgxnDt3jhXJQjZ4//492rVrBwBQUlKCrKxsgygUrCtu3LiB69ev8z33dezYkZKpE0GfW7du/fY9wjqPslu3bjh69Cg2btyI27dv4927dzwFeVlZWVRxUW2pK+nxMWPG8Ejm0oXU8UQbUUJHiFBUVER2djZf0DgzM5NvmKQw4ejoCBcXF/j5+YHD4eD169eIjY2Fq6srVq1aRdt+eHg4wsPDq33o9fPzo21fhIjfwfY5PmLECMyePRu+vr7U7JL79+9jzpw5tIYjN3T69evX4DqUfHx8qKDZzZs3ERYWhtDQUJw6dQpubm5CPaPD19cXVlZWaN++PU8gUF1dHSEhIQAqkowrV66sZ09F1Cfl5eXV6sNLSkoKPLyze/fuSE9Px927d9G6dWv07t2bZ/+kSZOqLXipLTt37oSqqipevnyJLVu2QE5ODgDw5s0bzJs3j5btv//+G0lJSYiKioKFhQW13czMDB4eHgIldNgiMjIS2dnZUFRUFEjX+k/x8vKqdjuHw4G0tDQ0NTVhbGwMcXFx1nwQBGVlZXh7e/NVn/r4+DDSKbZhwwasWLEC2trafFXMdJNoysrKSEhIwM2bN/HkyRMQQqCjowMzMzO6bjNOTedHVTgcDpycnKhCg/8KJiYmePPmDV8Q58uXLzAxMRG62Vl1kShetWoVZGVlAVR0Q65fv54vmE4nIaqkpMRoYKcysrKy2L9/P7Zu3YqsrCwQQqCpqSnUz/giqoft87ChoqioyEihY13B4XB4ZtqJiYmJ5h9VorCwkDrPK/Phwwc0atSoHjz6dzJo0CDqvlhTMkBY5/CuXLkSw4YNw6lTp/DmzRvY2tqiTZs21P7z5883uFgOXQR9FhYUDqnrFJKIGpk9ezbu3buH8+fPU0PQMzMzMW7cOPTs2ROHDx+uZw9rZvny5di5cyeKi4sBVHQcuLq6Yt26dbTsrlmzBmvXroWhoSHatGnD9xBw/vx5WvZFiPhT2DrHgQpJrhkzZuDSpUvUQrK0tBSjRo2Cv7//f7Ly6+vXr9Vu53A4aNSokdB2LsnIyFDyUC4uLiguLoaPjw+ePn2K3r1749OnT/Xt4i8hhOD69et4+vQp1RU1ZMiQXw7xFvHfwsrKCp8/f+aTdLKxsUGTJk3+s/dlFRUVBAcHo0+fPpCXl0dSUhLU1dWRmZkJAwODGq9p9YW4uDhPsHjixInw8vJCq1atGDuGmpoa8vLyUFRUhCZNmoAQgs+fP0NWVhZycnJ4//491NXVERkZKVRDh69evYpx48ZBQ0ODRxopKysLZ8+epV193KpVK2zevBm2trYMeMtLYGAgJk6cyBds+fnzJ06ePElbnoJJuINtuXDPFa5EKfdcadmyJSX7+V+i6kBgLk+fPoWhoaHQXVMAIDs7G2pqaqx091UOetUEh8NBREQE48cWIYKL6DysmYCAAISGhsLPzw8yMjL17c5vERMTg6KiIvX3/Pz5MxQUFPieeT5+/Fgf7tU7w4cPh4GBAdatW0cNpFdRUcGkSZNQXl6OM2fO1LeL/wqaNWsGeXl52NraYtq0aWjevHm17xPWeFBaWhpu3ryJ1q1bY/z48Tzfn4MHD6JXr17o3r17/TlYDX+yTuFwOMjKyqq1bXt7+9++h8PhwNfXt9a2q7UlSugID1++fIGFhQUePnxItTb+888/GDBgAM6ePcsjPyKMFBUVIS0tDeXl5dDR0aEqX+nQpk0bbNmyBdOmTWPAQxEi6MHGOU4IQW5uLlq0aIHXr18jPT2dqqilKwHUkBETE/vljbZ9+/awtbWFh4eHUCUb2rZtizNnzsDIyAja2tpYv349xo8fj4yMDPTs2VMoAzAiRNSGly9fwsrKCikpKXySTiEhIUInyXfx4kVYWlpCUlISFy9e/OV76XREysrKIiUlBerq6jwJnaSkJBgbG+PLly8C22YDMTExvH37lkroVPaZKYKCgnDw4EEcPnyYp1DJ0dERs2fPRr9+/TBp0iS0bt1a6AIDL1++xIEDB3i6XObMmcNI4qlNmza4desWOnbsyICnvFRN1HHJz89Hy5YthbLCE6iQWN6/fz98fX2hra0NoGJ+4axZs+Do6AgbG5t69rDu4M5TCQkJgYWFBU9yrqysDMnJydDW1kZoaGh9uVgjdZEobqgUFhZi06ZNNapO/BeTliL+XRQVFWHs2LGIiYmBqqoqX7dLQkJCPXlWPVyJ3N8hzHPz2CQtLQ2DBg1Cjx49EBERgVGjRiE1NRUfP35ETEwMta4TQY+fP3/i/Pnz8PPzw+3btzFs2DA4ODjAwsLiPyt9zDa7d++ucd/z58/h4+ODHz9+CLRm/lWXb1lZGcLCwgS2XR2ihI6QQQjBzZs3kZSUBBkZGXTt2rXaYez/FZo1a4a4uDjRDUNEvRIQEABra2tWZBHKy8shLS2N1NRUVoI7DZXAwEAsX74ctra26NWrFwghePDgAQICArBixQrk5eVh27ZtcHNzE6ohyQsWLMDly5fRsWNHPHr0CM+fP4ecnByCg4OxefNmoXuYqYpI4rLuqCm5UFmOqmoFuzDRECSdAN7Exa+Sv3TlDAYOHAhra2s4OTlRlYxqampYsGABMjMzhS74WhcJHQ0NDZw9e5avMu/Ro0cYN24csrOzcffuXYwbNw5v3rxh7LjCzpYtW/D69Wvs2rWLcds1dXUkJSXBxMREaCuNNTQ0cObMGejr6/Nsj4+Ph7W1NXJycurJs7rHzs4OQMXac8KECTyV7lJSUlBVVcWsWbNqrOKtT+riusI0BgYGCA8PR5MmTaCvr//LABqdNdzkyZMRHR2NadOmVas64eLiIrBtESKEgQkTJiAyMhLW1tZ8cqIA4OHhUU+eiRCUt2/f4sCBA4iPj0d5eTkMDAwwf/58HlktEczx8uVLHDlyBAEBAfjx4wdmzJiBNWvW8M3SExbmzZvHI2F99OhRjBkzhvr98+fPmDJlCq5evVqfbv4RHz9+xLp163DgwAH07t0bmzdvprr0mSAkJATLli3D69evsXTpUsakuEUJHSGnvLwcV65cga+vLy5cuFDf7vDwJ+1kAL0g4NKlSyEnJyea2SCiXmnRogWKioowcuRITJ06FRYWFozeWHV1deHr68voTaOhM3jwYDg6OmLChAk820+dOgUfHx+Eh4fj6NGj8PT0xJMnT+rJS35KSkqwe/duvHz5Era2tlRwateuXZCTk2NsoDYbiCQu6xZuF1rVZRh3G4fDQf/+/XHhwgWh79AVAdy9excWFhawsbGBv78/HB0dkZqaitjYWERHR6NHjx717SIP4uLiePv2LRX4r5yEYgpZWVncunULhoaGPNsfPHiAgQMHoqioCM+fP0eXLl1QUFDA2HGZ4Pbt2/Dx8UF2djZOnz6Ndu3a4ejRo1BTU0P//v1p2S4vL8fw4cPx9OlT6OjoMDJ4nRuITkpKgq6uLs8apaysDDk5ObCwsMCpU6do+c4WsrKyiIqKouYIcomLi8OgQYNQVFRUT57VH2vWrIGrqysrxUSrV6+GnZ0dVFRUGLXbEBM6a9asgZubG2RlZbFmzZpfvpdOQFpJSQlXrlz5z80TEPHfoXHjxrh+/Trte6QIEf91cnJy4ODggOjoaOTl5aFp06b17VK1VO3KVVBQQGJiInXPf/fuHdq2bSu03eEA8P37d+zYsQNbt26FqqoqNmzYQFtauTIxMTFYunQpHj16hAULFsDd3Z3R53rhTPWJwLNnz+Dn54eAgAB8+vQJ5ubm9e0SH/7+/lBRUYG+vn6NA7zoUlxcjIMHDyIsLAxdu3ble+j9Lw4cFFH3vHnzBqGhoQgKCsKkSZMgIyOD8ePHY+rUqTAyMqJtf8uWLXBzc8OBAwfQpUsXBjxu+MTGxsLb25tvu76+PmJjYwEA/fv3R25ubl279kskJSXh6urKt/2vv/6qe2dqibe3N/z9/UUSl3XEzZs3sXz5cnh6elJBzLi4OKxYsQIrV66EoqIiHB0d4erqypjOLh0iIiKwYMEC3Lt3DwoKCjz7vnz5AiMjI3h7e2PAgAH15GH9YmRkhLt372Lr1q3Q0NDAjRs3YGBggNjYWOjp6dW3e3wQQmBra0vJORUXF2POnDl8wWNBkgtcTExM4OjoiMOHD1PJ7UePHmHu3LkwNTUFADx+/FjoOtHOnj2LadOmwcbGBgkJCfjx4wcA4Nu3b9iwYQPtSkMnJydERkbCxMQEzZo1Y0RSY/To0QCAxMREmJub80jCcrs6xo0bR/s4bDF48GDMmjULvr6+6NGjBzgcDh4+fAhHR0eh7f5jGzar2S9duoT169dj4MCBcHBwwNixYyEtLU3bLofD4TufhV0ypvLnzOZn3qRJE6ENyokQwQTKysp860MRDZvPnz8jLi6uWuUGYZrJ92/gx48fOHv2LPz8/BAbG4vhw4fjypUrQn3fqBoDbki9ImVlZTh06BDWrFkDaWlp7NmzB1OnTmVszZKamgp3d3eEhoZi+vTpOHnyJCuy5KIOHSHi+/fvOHXqFHx9fXHv3j2UlZVh586dsLe3Z2RWB9PMmzcPJ0+eRIcOHWBvb4+pU6cyfsExMTGpcd9/deCgiPqlqKgI58+fx4kTJxAWFob27dsLNDCtMk2aNEFRURFKS0shJSXFN0hSWCVS2ERLSwtjx47Fpk2beLa7u7vj/PnzyMjIwMOHD2FlZYVXr17Vk5fVc/ToUaqyOzY2FioqKti1axfU1NRgZWVV3+7ViEjism7p0qULDh48yJcUjomJwezZs5GamoqwsDDY29sLReJy1KhRMDExwcKFC6vd7+XlhcjISNqdXFlZWThy5AiysrKwe/dutGzZEqGhoVBWVoaurq7AdsvLy+Hv749z587h+fPn4HA4UFNTg7W1NaZNm0ZrAV9SUoLZs2dj5cqVQl2JXhmurNPvOHLkiMDHePv2LaZNm4bw8HCqIKe0tBSDBw/G0aNH0apVK0RGRqKkpARDhw4V+DhMo6+vj4ULF2L69Ok8HQaJiYmwsLDA27dvadmXl5fHyZMnMXz4cIY8/h8BAQGYOHEiI8H5uiQvLw8zZsxAaGgoz7libm4Of39/vplA/xXOnDmDU6dOITc3Fz9//uTZR1fCNTk5GUeOHMGJEyfw8+dPTJo0Cfb29ujZs6fANsXExGBpaUklii9dugRTU1NGE8UNlWPHjiEkJAQBAQGQlZWtb3dEiGCcK1euYM+ePfD29oaqqmp9uyOCJpcuXYKNjQ0KCwshLy/Ps07mcDj/yfgEG8TFxeHIkSM4efIk1NTUYGtry0pclQ1+15UrrB06p06dwooVK/DlyxcsW7YMc+fOhZSUFCO2X758iVWrVuHYsWMYMWIENmzYgM6dOzNiuzpECR0hIC4uDocPH0ZwcDC0tLQwdepUTJo0Ce3bt0dSUhJ0dHTq28Ua+fHjB86dOwc/Pz/cvXsXw4cPh4ODA4YOHSr0FVkiRAjKhw8fcPLkSXh7eyM9PZ32Tep3Qxn/i8MYL168iPHjx6NTp07o2bMnOBwOHjx4gCdPnuDMmTMYMWIEDhw4gGfPnglVp96BAw2y1XEAAQAASURBVAewatUq/PXXX/D09KSGpPv7+yMgIACRkZH17WKNiCQu6xYZGRk8ePCAryvv8ePH6NWrF75//44XL16gc+fOQiE3pKKigtDQ0BoXpU+ePMHQoUNpJZ+io6NhaWmJfv364datW0hPT4e6ujq2bNmCuLg4nDlzRiC7hBCMHDkSV69eRbdu3dCpUycQQpCeno7Hjx9j1KhRtGVtlZSUkJCQ0GASOnXJkydP8PTpUxBC0KlTJ2rovbAiKyuLtLQ0qKqq8jycZmdnQ0dHB8XFxbTsq6io4Pr16+jUqRNDHjdsCCHIzc1FixYt8OrVK6Snp4MQgs6dO0NLS6u+3as3vLy8sHz5csyYMQOHDh2CnZ0dsrKy8ODBA8yfPx+enp6MHKe0tBSXLl3CkSNHEBoaCm1tbcycORO2trZQVFSsla26SBSzCbeYsqYkGp0Apr6+PrKyskAIaRAD40XUTGlpKTw9PWFvbw9lZeX6dkdoqFygKCsry3eOixIADQstLS0MGzYMGzZsECWhWURMTAwdOnTAjBkzfinPPGrUqDr06s9oqAkdMTExyMjIYPLkyb/sKhQkxiQrKwsOhwMnJ6dfKvkw9fcUJXSEAAkJCTg5OWHOnDk8D7mSkpJCn9CpzIsXL+Dv74/AwECUlJQgLS1NKDuLRIgQBG5nzvHjxxEWFgZlZWVMnjwZNjY2AmfdV61aBXd3d2qR9OnTJ9GsjEq8ePEC3t7eyMjIoAKBjo6OQl31paOjgw0bNmD06NE8i5qUlBQMGjQIHz58qG8Xa8TFxQWBgYHo2rWrSOKyDujfvz/k5eURGBhIzTHJy8vD9OnTUVhYiFu3biEsLAzz5s3D06dP69lbQFpaGikpKdDU1Kx2f2ZmJvT09PD9+3eBj9G3b1+MHz8eixYt4vn+PHjwAKNHjxa4G+/IkSNwcXFBSEgIX+dvREQERo8ejb1799KSj7Czs4Oenh4WLVoksA0RwoGGhgZ8fHxgZmbGcx4GBgZi06ZNSEtLo2WfGzg/cuQI40ES7myumhC2h2qgontOWloaqamp6NixY327IzR06tQJHh4emDx5Ms95uGrVKnz8+BF79+5l5Dg/f/7E+fPn4efnh4iICBgZGeHdu3d4/fo1Dh06hIkTJzJyHCbhzrjKysrCmTNnGJtxtWrVKhw+fBiLFi3CypUrsXz5cjx//hwXLlzAqlWr4OzsLLBtNufziKh75OTkkJKSItTPJHVNQyxQLCkpgba2Ni5fvtxgYm51RePGjfH48WNRoRLLiImJ/fY9HA5HKNdvYmJimD17NrWW3bdvH6ZOnUoVgxQVFeHQoUNC5/ugQYN+23wgqBpUXf89RTN0hABTU1P4+vri/fv3mDZtGszNzRtkdwtXN5kQwqexWVvGjh37R+/7L7bsi6h7Jk+ejEuXLkFWVhbjx49HVFQUI7NzPD09sWDBAuomqKKiwjNI7r+OiooKNm7cyLc9MTER3bt3r3uH/oCcnBxqVkRlGjVqhMLCwnrw6M9JTk6mPteUlBSefQ3xniTs+Pr6wsrKCu3bt4eysjI4HA5yc3Ohrq6OkJAQAEBBQYHQdEy1a9cOjx8/rjGhk5ycjDZt2tA6xuPHj3HixAm+7S1atEB+fr7AdoOCgrBs2bJqZVxNTU3h7u6O48eP00roaGpqYt26dbh79y569OjBJzFEJxDYUCkrK4O/vz/Cw8Or1V8XVtlcR0dHuLi4wM/PDxwOB69fv0ZsbCxcXV2xatUq2va9vLyQlZWFVq1aMV6pf+7cOZ7rdUlJCR49eoSAgIDfBpTrCzExMXTs2BH5+fmihE4lcnNzqbWmjIwMvn37BgCYNm0a+vTpQzuhEx8fjyNHjiAoKAiNGjXC9OnTsW/fPuoav337djg7OwtdQqfyjKtHjx4xOuPq+PHjOHToEIYPH441a9Zg8uTJ0NDQQNeuXXHv3j1a13FRwubfhZmZGaKiomBra1vfrggNwpiw+R2SkpL48eOH6DmnGszNzfHw4UNRXIJl6MZN6xNjY2NkZGRQvxsZGSE7O5vvPcJGVFQUa7br+u8pSugIATdu3MDLly9x5MgRzJ07F9+/f6cWz8J+c6ksuXbnzh2MGDECe/fuhYWFxR9lJ2uiti3+IkSwCYfDQXBwMMzNzSEhwdxlsyEPkqtrvnz5guPHj+Pw4cNISkoSukoPLmpqakhMTISKigrP9mvXrgl95Zcwy8H9G9HW1kZ6ejquX7/OI0c1ZMgQ6v7JHXQuDAwbNgyrVq2CpaUl33yO79+/w8PDAyNGjKB1DCUlJbx58wZqamo82x89eoR27doJbDc5ORlbtmypcb+lpSW8vLwEtg8Ahw8fhpKSEuLj4xEfH8+zj8Ph/CcTOi4uLvD398fw4cPRpUsXoV/TclmyZAm+fPkCExMTFBcXw9jYGI0aNYKrqysWLFhA2z6b3+vqbFtbW0NXVxfBwcFwcHBg7dh02LJlC9zc3HDgwAE+Gcr/Kq1bt0Z+fj5UVFSgoqKCe/fuoVu3bsjJyaG9XuzatSvS09MxdOhQ+Pr6YuTIkRAXF+d5z/Tp0+Hm5kbrOGywfv16eHt7U0OGuRgZGWHt2rW0bL99+xZ6enoAKjowvnz5AgAYMWKE0BRXiBAOLC0t8ffffyMlJaXaIg5hlEdig69fv1KSRV+/fv3le38lbVSfODk5YfPmzTh8+DCjz/kNneHDh8PNzQ1paWnQ09PjKz75r5zjImqGzcSIiD9DJLkmhNy8eRN+fn64cOEClJWVYW1tDWtraxgYGNS3azzMmzcPJ0+eRIcOHWBnZ4epU6eiWbNm9e2WCBENht/pjoqoqOD28/PDuXPnoKKignHjxmHcuHHVdsEIA0eOHMHKlSuxfft2ODg44PDhw8jKysLGjRtx+PBhTJo0qb5dFCFCIN69ewcDAwOIi4tjwYIF0NbWBofDQXp6Ovbt24eysjIkJCSgVatWAh9jyZIliI2NxenTp6GlpYWEhAS8e/cO06dPx/Tp0wWucJaSksKLFy9q7CB6/fo11NTUqEpvEczQvHlzBAYGYtiwYfXtyh9TVlaGO3fuQE9PD9LS0khLS0N5eTl0dHQatIxwVlYWunbtKrSdopVnL0hJSUFGRoZn/39x9sLMmTOhrKwMDw8PeHt7Y9GiRejXrx8ePnyIsWPHwtfXV2Db69atg729Pa1EeX3B5owrbW1tBAYGonfv3hgwYACGDx8Od3d3BAcHw8nJCe/fv6+1zZpkEBUUFKCtrf1/7N13fI33///x50mQQRIxY0QkRoitPkWp2tQsWntHrao9W7MtalZLrZJhlNZs0Q8xWupDqy2xZ5DYq3bM5Pr94ed8ewRFxrmSPO63W243rvPO+3pFjrOe1/v11sCBA1+4MwXM43kXrpq1PVJicHR01Llz55QtW7Zn3tcNwzD1v0mjRo20ceNGZciQQcWKFYsTzqXWjjDcx5PGvHnznnrcw8ND/v7+pt5vsXfv3urUqRMX4vxDUv8+iaBNqEaNGqpRo4auXr2qBQsWKCgoSOPGjTPdg+bMmTOVJ08e+fr6avPmzdq8efNTx6XWJ0GkLBs3bnxm25igoKBXmtNisejmzZtydna2vti9detWnCuczHpFU2I5ffq0QkJCFBQUpNu3b6tp06Z68OCBli1bZvpVLh06dNDDhw81cOBARUdHq2XLlsqVK5e+/PJLU4Y5jRs3VkhIiNzd3f/1AwUeyxNeYjyuJJbs2bNr27Zt6tatm4YMGWK9QtxisahWrVqaPn16vMIc6VEbyvbt2ytXrlwyDEMBAQGKiYlRy5YtNXTo0FeeNyYm5rlXXTo6Ourhw4evPD+eLl26dM9s0WdWjo6OqlWrlg4ePKhMmTKpTJkyiXauv/76SwcPHpTFYlFAQECiXahw584dTZ06Vblz506U+RPClClT7F2C6cyePdv6vNC1a1dlypRJW7duVf369dW1a9d4zW0YxlP3bLxz544mTJiQIK0FE0uOHDl07NixOHuXbN26Nd4XRD3+YLds2bLq1auXWrRooblz5yoqKkp9+vR5pTlXrFjx1OPXrl3Tjh071Lp1a4WGhuq9996LT+lIYsm5TVJC2rRpkzJlyiQp+a70z5gxo5o0aWLvMkyH+3jS6NWr11OP37p1S7GxsapTp46+/fZbubm5JXFl/27t2rWaOnWqXnvtNXXq1EnNmzdPdZ9bPSmpf5+s0Ekmdu7caboVOu3bt3+h9hnBwcFJUA2QeEaNGqVPPvlEZcqUUY4cOeLc75/1Zu3fPHkl0+NQ58m/my3MTUx16tSxtm9s1aqVateuLUdHR6VNm1a7d+82faDzT5cvX1ZsbKx1BdaZM2dMdzVshw4d9NVXX8nNzU0dOnR47lgeyxNWYj2uJIWrV6/q2LFjMgxDBQoUeOoHg/Fx/Phx7dy5U7GxsSpVqlS899VwcHDQ22+/LScnp6fefu/ePa1du/alH2v79u2rTz/9VOnTp1ffvn2fO3by5MkvNXdKMGnSJB0/flzTpk1LNu3WJOk///mPPv/8c1WrVi1R5r948aKaN2+uX375RRkzZpRhGNYWb4sXL1bWrFlfeW5PT884ryNu3rwpV1dXLViwgBYpkGR7Vf0/XblyRdmyZTP1687x48crNDRUQUFBqlGjhn766SdFRkaqT58+Gj58eIK0RXzst99+07Zt25Q/f/5E+7/z9ddfa968efr9998TZX4kvrt378ZpRZvaPHz4UKNHj1bHjh3l7e1t73KAZC82NlZ//fWXOnXqpBo1amjixIn2Lump/ve//ykoKEhLlixRbGysGjdurE6dOply7xx7SqzfJ4EOAPyLHDlyaPz48WrTpk2CzvusVW1PeuuttxL0vGaWJk0a9ezZU926dbP5EDc5BjqPnT9/XqNHj9acOXN0584de5cDk0isxxXE9W9h5WMvG1pWqVJFK1asUMaMGVWlSpVnjrNYLNq0adNLzZ0SNGrUSD///LMyZcqkIkWKxOm/btZVf2FhYRo0aJA+/fTTp+6NEN+rD5s1a6aIiAjNnz9fhQsXliQdOHBA7dq1U/78+bVo0aJXnjs0NNTm7w4ODsqaNavKli2b4MFrQouJidHKlSttVi01aNAgzt4uqcE/96X46aefbFYQOjo6qm7duvGa38HBQRcuXIgTHm7atEnNmjXTpUuX4jV/Yvv444/1xRdfWNurPd7j6tNPP7VzZS/v6NGjev3113X16lV7l4KXEBMTozFjxmjmzJm6cOGCjhw5Ij8/Pw0bNkx58+Y17X5licnNzU179+6Ns3ouubh06ZIOHz4si8WiggULxuviipRi8+bNmjhxovV5uXDhwhowYIDefPNNe5eWamzYsEEffPCBDh8+bO9Snis6OlrfffedgoODtXXrVuXLl0+BgYFq27atcubMae/yTCOhf58EOgDwLzJnzqwdO3YoX7589i4lxdu+fbuCgoL0/fffq1ChQmrTpo2aNWumnDlzmjrQuXbtmj744AOFhYUpbdq0Gjx4sHr06KGRI0dq4sSJKlKkiPr27asWLVrYu9RnunPnjgzDkKurqyQpMjJSK1asUEBAgGrWrGnn6lIeHlfievfdd1WmTBkNHjzY5viECRO0Y8cOLVmyxE6VPdvx48fl6+ubrFagJJXkuurvn33jE2PVrIeHhzZs2KD//Oc/Nsd37NihmjVr6tq1a/Ga/1nCw8NVsmTJRJk7vo4dO6Y6derozJkz8vf3l2EYOnLkiLy9vbVmzZpU9Ti5evVqDRs2TLt27ZL06EPSf+59ZLFY9N133+ndd9996bkfr+C6fv263N3dbe7fMTExunXrlrp27aqvv/46/j9IIouOjk7wPa5+/PHHpx63WCxydnZW/vz55evrG+/z/NOePXtUq1YtnTt3LkHnReL65JNPFBoaqk8++UTvv/++9u3bJz8/P33//ff64osvtH37dnuXmOTeeecdvfPOO2rfvr29S3kpt2/f1ocffqh58+ZZ24w5Ojqqbdu2mjp1qvV9UWqzYMECdejQQY0bN1aFChVkGIa2bdumFStWKCQkRC1btrR3ianCyZMnVaRIEdPugfg0ERERCgoK0owZM3Tr1i3dv3/f3iX9q2LFiumnn35K9BWGCf37JNABgH8xaNAgZciQQcOGDbN3KalGdHS0Fi9erKCgIO3YsUMxMTGaPHmyOnbsaMoest27d9eqVavUrFkzrV27VgcPHlStWrV09+5djRgxIlmssqpZs6YaN26srl276tq1a/L391e6dOl0+fJlTZ48Wd26dbN3iSkKjytxZc2aVZs2bVKxYsVsju/du1fVq1fXhQsX7FTZsz3ZuqhZs2b66quv4r2fEOzn31bPxvfx3M3NTb/++muccGXXrl1666234uyjFx/Xr1/XwoULNWfOHO3evdu0rbTq1KkjwzC0cOFC634MV65cUevWreXg4KA1a9bYucKk06BBAzVs2NB6hb+bm5t2795t3R9m/Pjx+uWXX/TTTz+99NyhoaEyDEMdO3bUlClT5OHhYb0tXbp0yps3r8qXL58wP0gi6dixo7788ss4rwUffygbn/3nHrdCfvLjkcfHLBaLKlasqJUrVybYircPP/xQERERr/T7hP3kz59fs2bNUrVq1Wz+jx46dEjly5dPlSuuZs2apZEjR6pVq1ZPXd1q1pafXbp00YYNGzRt2jRVqFBB0qM9uXr27KkaNWpoxowZdq7QPgoXLqzOnTvH2T9s8uTJ+uabb3Tw4EE7VZa6bNy4Ud27dzf9Cp3Hbt++re+++05BQUHatm2b/P39k8V95cnXWokloX+fBDoA8C969eqlefPmqXjx4ipevHictjGpcW+EpHT48GHNnTtX8+fP17Vr11SjRo1nXkVpLz4+Ppo7d66qV6+u48ePK3/+/OrZs2ey2ug5S5Ys2rx5s4oUKaI5c+Zo6tSp2rVrl5YtW6bhw4cnixdjyQmPK3G5uLgoPDxc/v7+NscPHTqkUqVKmbJloYODg86fP28NdJLqDQGSr4YNG+ratWtatGiRtQ3FmTNn1KpVK3l6eibI/lmbNm1SUFCQli9fLh8fHzVp0kRNmjRRqVKl4j13YkifPr1+++23OGHu7t27VaFCBd26dctOlSW9vHnzaunSpSpTpoykuI8pe/fuVbVq1XTx4sVXmv/hw4dasGCBqlevrty5cydY3UnlWfv/XL58WV5eXjbt6V7Wxo0b9fHHH2v06NF6/fXXJT1aOTd06FANGzZMHh4e6tKli8qWLau5c+e+0JzP2l/t+vXr+vPPPxUREaFff/3VtP838XQuLi46dOiQfHx8bP6PHjhwQK+//nqqesx67J+rW59k5j1hs2TJoqVLl6py5co2x3/++Wc1bdrU9C0oE4uTk5P279+v/Pnz2xw/duyYihYtam15icRhGIZ27dqljh07qnr16qbdQ+exLVu2KDg4WEuXLpUkvffeewoMDLSGpGaX2O/fEuv3mSZBZkGCefjwoX755RdFRESoZcuWcnNz09mzZ+Xu7p4gS8kBvLw9e/ZYr6Tdt2+fzW202Ul8/v7+Gj9+vMaOHatVq1bF6+rLxHL27FlrOzg/Pz85OzurU6dOdq7q5URHR1uveA0LC1Pjxo3l4OCgcuXKKTIy0s7VpTw8rsRVtGhRfffddxo+fLjN8cWLF5u23SJslS5dWhs3bpSnp6dKlSr13Pvyzp07k7Cyl/Prr79q1qxZOn78uJYsWaJcuXJp/vz58vX1VcWKFeM197Rp09SwYUPlzZtX3t7eslgsioqKUrFixbRgwYJXnvf06dMKCQlRUFCQbt++raZNm+rBgwdatmyZ6f//ODk56ebNm3GO37p1S+nSpbNDRfZz/vx5Zc6c2fr3n3/+2aYFSIYMGXT9+vVXnj9NmjTq3r17srtI48aNGzIMQ4Zh6ObNmzab0MfExOinn36KE/K8rF69emn27Nl64403rMeqVasmZ2dnde7cWfv379eUKVPUsWPHF57zceu8J7m7u6t27drq3r27fHx84lU3kl6RIkX066+/xvndLVmyJNWGc4/blSU30dHRT11VnS1bNkVHR9uhInPw9vbWxo0b4wQ6GzduTPS2VKnJ41aoT7p165ZiYmJUu3ZtjRw5MukLewGnT59WaGioQkJCFBERobJly+qLL75Q8+bNk91n12+++aZcXFziPc+L/D5HjBgR7/M8RqBjIpGRkapdu7aioqJ079491ahRQ25ubho/frzu3r2rmTNn2rtEIFX6+eef7V0C9OiqzMf9mc0mNjbWZoWFo6NjnFYDZpc/f36tXLlSjRo10rp166xL7C9evBjvTcARF48rcQ0bNkxNmjRRRESEqlatKunRG8dFixaZcv8c6VH49uQL99QayEmPVp84OTlJkikfq1/EsmXL1KZNG7Vq1Uo7d+7UvXv3JEk3b97UmDFj4t0aydvbWzt37tT69et16NAhGYahgIAAVa9e/ZXnrFOnjrZu3ap69epp6tSpql27thwdHZPNe4d69eqpc+fOmjt3rnVlxO+//66uXbuatk1PYsmUKZMiIiKse7U8Xqnz2NGjR61t6V5V2bJltWvXrmQVJGTMmNH6eFuwYME4t1ssFo0aNSpe54iIiHjq6x13d3cdP35cklSgQAFdvnz5hefkuT5lGjFihNq0aaMzZ84oNjZWy5cv1+HDhzVv3jytXr3a3uXhJZQvX14jRozQvHnzrEHxnTt3NGrUKNO3oExM/fr1U8+ePRUeHq433nhDFotFW7duVUhIiL788kt7l5diPKubh7u7uwoVKqTChQsnbUEvIW/evMqcObPatGmjwMBAU9f6bxKq7WlS/z5puWYi77zzjtzc3DR37lxlzpzZuuRr8+bN6tSpk44ePWrvEgEkgpCQEDVt2jTVbrqYEjg4OOjtt9+2fpC5atUqVa1aNU6os3z5cnuU90KWLl2qli1bKiYmRtWqVVNYWJgkaezYsdqyZYv++9//2rlCpAZr1qzRmDFjFB4eLhcXFxUvXtzU+1ClhP/7sFWqVCn16dNHbdu2tWnBEB4ertq1a+v8+fP2LjGONGnSqGfPnurWrZsKFChgPZ42bVrt3r3b9Ct0rl27pnbt2mnVqlXWiyMePnyoBg0aKCQkxGavl5SuefPmio6OfmZr2Xr16il9+vT67rvvXvkcS5Ys0eDBg9WnT5+n7nVRvHjxV547sWzevFmGYahq1apatmyZTaiVLl06+fj4WFsYvqqKFSvKzc1N8+bNU9asWSVJly5dUtu2bXX79m1t2bJFGzZsUPfu3XXkyJF4nQvJ37p16zRmzBj99ddfio2NVenSpTV8+HDVrFnT3qUlqU2bNqlHjx767bff4gSi169f1xtvvKEZM2aoUqVKdqrw+fbt26fatWvr7t27KlGihCwWi8LDw+Xs7Kx169apSJEi9i7RblasWKFJkyZZV3QWLlxYAwYMUMOGDe1cGcxg+fLlatCggdKkYZ3Ii9q9e7dKly6dYC0oCXRMJEuWLPrf//4nf39/mzeQJ0+eVEBAQKpe8gnYQ+PGjV9oXHw/qMuRI4du375t7TX6z1YPSB46dOjwQuOCg4MTuZL4OX/+vM6dO6cSJUpYe2Hv2LHDelUJ4qdx48YKCQmRu7v7vz6+EAAkDynl/35iun//vi5evBinHUuePHnsVNHzubq66sCBA8qbN6/N6/Hjx48rICDglfvGv8iHXjNnztSbb7750nNv375dQUFB+v7771WoUCG1adNGzZo1U86cOZNFoPPY0aNHbVYtPdnqJTXYtWuXypcvr/r162vgwIHW1SiHDx/WuHHjtGbNGm3btk2lS5d+5XM8ba8Li8UiwzBMvdeF9Kijhbe393P363hVhw8fVsOGDXXixAmbdoh+fn764YcfVLBgQa1cuVI3b95UmzZtEvz8QHLUoEEDValSxbqy/0lfffWVfv755wTZHy6x3LlzRwsWLLB5/mnVqlWCtGACnufGjRsvNI5uGSnD7t27VapUqQRrUUmUZiKxsbFPfQF9+vRp674GAJJOUl0Revr0aa1Zs0YhISGqUqWKfH191aFDB7Vr105eXl5JUgPiJ6V8WOvl5WW9z924cUObNm2Sv78/YU4C8fDwsLbjSk1XnKdkKeX/fmI4cuSIAgMDtW3bNpvjZv/QOEeOHDp27Jjy5s1rc3zr1q3x2ix1ypQpev/995/6pvzxZuuTJ09+pUCnfPnyKl++vL788kstXrxYQUFB6tu3r2JjY7V+/Xp5e3sni/cSBQoUsFlhlBqVKlVK3333nTp16hQn2Pf09NTixYvjFeZI0okTJ+L1/fb0uE1cdHS0oqKidP/+fZvb47O6yN/fXwcPHtS6det05MgRGYahQoUKqUaNGtYAKbm2kkTiSG4XLCSG3bt3a9y4cc+8vWbNmqbf0N3FxUXvv/++vcswJe7jietxO9FnMfNrZgcHh39tM22xWPTw4cMkqih5SMjW3KzQMZFmzZrJw8NDs2fPlpubm/bs2aOsWbOqYcOGypMnDx8aAKnAxYsXtWDBAoWEhOjQoUOqXbu2AgMDVb9+/US5GhF4rGnTpqpUqZJ69OihO3fuqESJEjp58qQMw9DixYvVpEkTe5eIFChTpkw6cuSIsmTJ8syNJB/7+++/k7AyxFeFChWUJk0aDR48WDly5Ijzuy1RooSdKnu+8ePHKzQ0VEFBQapRo4Z++uknRUZGqk+fPho+fLh69OjxSvP6+Pho7dq1z+yffejQIdWsWVNRUVHxKd/q8OHDmjt3rubPn69r166pRo0az2zjZQ99+/Z94bGTJ09OxErMKTo6WuvWrbO23C5QoIBq1qyZ7PbnS2iXLl1Shw4dntkGNjE+9Lpy5Yrmz5+v3r17J/jcSJ6OHj2qjh07JrsLFhKDs7Oz9u3b98wVlceOHVOxYsV0586dJK7sxR0+fFhTp07VwYMHZbFYVKhQIfXo0SNVX9DGfTxpbN682fpnwzBUp04dzZkzR7ly5bIZZ8bW0ytXrnzm+7Zt27Zp6tSpMgzD1P/3k1pCt1xjhY6JfPHFF6pSpYq1nUPLli119OhRZcmSRYsWLbJ3eQCSQLZs2VShQgUdPnxYR44c0d69e9W+fXtlzJhRwcHBqly5sr1LRAq1ZcsWffzxx5Ie9Uw2DEPXrl1TaGioPvvsMwKdBHbnzh0ZhmHdOysyMlIrVqxQQEBAquq//sUXX1hXDjxrI0kkT+Hh4frrr7+S3QciAwcO1PXr11WlShXdvXtXlSpVkpOTk/r37//KYY4kXbhwwbo/zNOkSZNGly5deuX5n+Tv76/x48dr7NixWrVqlYKCghJs7oSwa9euFxqXkFcyJieurq5q1KhRos0/f/58zZw5UydOnND27dvl4+OjKVOmyNfX19T7I/Tu3VtXr17Vb7/9pipVqmjFihW6cOGCPvvsM02aNCnBzmMYhsLCwjR37lz98MMPcnd3J9CBVfv27ZUmTRqtXr36qRcspCa5cuXS3r17nxno7NmzRzly5Ejiql7c0qVL1aJFC5UpU0bly5eXJP32228qVqyYvv32W7333nt2rtA+uI8njSeDGkdHR5UrVy5eK8KTytNWrB46dEhDhgzRqlWr1KpVK3366adJX9gLat++vTp27Jig+3v9Wwu9mzdvJti5JFbomM6dO3e0aNEi7dy507q5Hv07gZTvwoULmj9/voKDg3X8+HG98847CgwMVPXq1XXnzh0NHTpUS5cuVWRkpL1LRQrl4uKiI0eOyNvbW23btlXOnDn1+eefKyoqSgEBAbp165a9S0xRatasqcaNG6tr1666du2a/P39lS5dOl2+fFmTJ09Wt27d7F0iEC//+c9/9MUXX6hixYr2LuWVREdH68CBA4qNjVVAQIAyZMgQr/ny5cuniRMnPvND+uXLl6t///46fvx4vM4D/JsZM2Zo+PDh6t27t0aPHq19+/bJz89PISEhCg0N1c8//2zvEp8pR44c+uGHH/T666/L3d1df/75pwoWLKgff/xR48eP19atW+M1/8mTJxUUFKSQkBCdOXNGLVu2VLt27VSlShU5Ojq+8rzPWh1nsVjk7Oys/Pnzy9fX95XnR9JKnz59srxgITF8+OGH+uWXX/THH3/I2dnZ5rY7d+7o9ddfV5UqVfTVV1/ZqcLn8/PzU+vWrfXJJ5/YHB8xYoTmz5+fap+TuY/bxz/3bkxOzp49qxEjRig0NFS1atXS2LFjVbRoUXuX9VxNmjTRmjVr5O3tbd3u4MmVUS/r39rQJfQKNwIdALCz+vXra926dSpYsKA6deqktm3bKlOmTDZjzp49q9y5cyfYBmrAkwoWLKjPPvtMdevWla+vrxYvXqyqVatq9+7dqlatmi5fvmzvElOULFmyaPPmzSpSpIjmzJmjqVOnateuXVq2bJmGDx+ugwcP2rvEJPGim4FKbAia3GzatElDhw7VmDFjVKxYsTirU8z6+wwNDdW7776b4K2tkvuHXkg5AgICNGbMGL3zzjs2Hx7t27dPlStXNvXzvbu7u/bs2aO8efMqb968WrhwoSpUqKATJ06oSJEiio6Ofuk57927p+XLl2vOnDnatm2b3n77bbVs2VItWrTQ7t27FRAQEO+6H3/I8+RHL4+PWSwWVaxYUStXrpSnp2e8z4fEldwvWEhIFy5cUOnSpeXo6KgePXrI399fFotFBw8e1Ndff62YmBjt3LlT2bNnt3epT+Xq6qo9e/bEWWF09OhRlShR4pUeU1IC7uP2kdwCnevXr2vMmDGaOnWqSpYsqXHjxr3SXpD2cuXKFet2B/v27VP16tUVGBiohg0bPndV/bP8s4Xe8yRUCz1artnZy/SybtCgQSJWAsBesmXLps2bN1uXeT9Njhw5kvUmtjC/3r17q1WrVsqQIYN8fHys7f22bNmiYsWK2be4FCg6OtraaiwsLEyNGzeWg4ODypUrl6pW4v3bZqAS/bqTq+rVq0uSqlWrZnPc7L/P/v37q3v37qpfv75at26t2rVrK02a+L9lGjp0qJYvX66CBQs+80Ovx20vU4PGjRu/8Njly5cnYiWpz4kTJ1SqVKk4x52cnHT79m07VPTi/P39dfjwYeXNm1clS5bUrFmzlDdvXs2cOfOV2zrlypVLAQEBat26tZYuXWoNVFq0aJFgda9fv14ff/yxRo8erddff12StGPHDg0dOlTDhg2Th4eHunTpov79+2vu3LkJdl4kjnHjxmngwIHJ7oKFxJA9e3Zt27ZN3bp105AhQ6yhpcViUa1atTR9+nTThjmSVLlyZf36669xAp2tW7cmqw+mE8I/L7LiPm4/yaW93fjx4zVu3Dh5eXlp0aJFpm7X+iyZM2dWr1691KtXL+3atUtBQUFq06aNMmTIoNatW6t79+4qUKDAC8+X1HsdEejY2dP6Dj6Nmd/4AoifF3njZrFY5OPjkwTVILXq3r27Xn/9dZ06dUo1atSQg4ODpEetCD777DM7V5fy5M+fXytXrlSjRo20bt069enTR5J08eLFVPUmycytfRA/yfV3e+7cOa1du1aLFi1S8+bN5eLiovfee0+tW7fWG2+88crzJvcPvRKah4eH9c+GYWjFihXy8PBQmTJlJEl//fWXrl279lLBT0rx8OFDLVy4ULVq1ZKXl1eCz+/r66vw8PA4ryv/+9//JshqlMTUu3dvnTt3TtKjlki1atXSwoULlS5dOoWEhLzSnDExMbJYLLJYLPFqq/Y8vXr10uzZs20eQ6pVqyZnZ2d17txZ+/fv15QpU9SxY8dEOT8SVnK9YCGx+Pj46KefftLVq1d17NgxGYahAgUKmHa12T8vqm7QoIEGDRqkv/76S+XKlZP0aA+dJUuWaNSoUfYq0S6evMjKMAzu44nsydc4d+/eVdeuXeOsEjfjhS2DBw+Wi4uL8ufPr9DQUIWGhj51nBlrf9K5c+cUFhamsLAwOTo6qk6dOtq/f78CAgI0fvx46/v0F3XmzBktW7ZMR44ckcViUcGCBdW4ceN4t3R7Ei3XAMAENm7cqI0bN+rixYtx2qqZbSNjAPG3dOlStWzZUjExMapWrZrCwsIkSWPHjtWWLVv03//+184VAoiOjtaKFSv07bffasOGDcqdO7ciIiLiPW9y+dArqQwaNEh///23Zs6caf1APSYmRt27d5e7u7smTJhg5wqTnqurqw4ePJgoF/MEBwdr2LBhmjRpkgIDAzVnzhxFRERo7NixmjNnjpo3b57g50ws0dHROnTokPLkyaMsWbK80hx3797VsmXLNHfuXP322296++231bp1azVr1kzh4eEJEnK5uLjojz/+iLOnwN69e/X666/rzp07ioyMVOHChVNti6fk5N/a6iT1Vdp4OY8vWvs3qS24eNF2URL38YTSoUOHFxoXHBycyJW8vPbt27/QaiIz1i5JDx480I8//qjg4GCFhYWpePHi6tSpk1q1amXtorF48WJ169ZNV69efeF5p0+frr59++r+/fvy8PCQYRi6ceOG0qVLp8mTJ6t79+4J9jMQ6ACAnY0aNUqffPKJypQpoxw5csR5YlyxYoWdKkNK17dvX3366adKnz69+vbt+9yxkydPTqKqUo/z58/r3LlzKlGihPXN5Y4dO+Tu7p5qNyG9du2a5s6dq4MHD8pisSggIEAdO3a0uZof5rVnzx4VLVpUDg4O2rNnz3PHFi9ePImqip/Lly9r8eLFmjlzpg4ePJiqPtxJKlmzZtXWrVvl7+9vc/zw4cN64403dOXKFTtVZj9VqlRR7969E62FyTfffKPPPvtMp06dkvSo7djIkSMVGBiYKOdLLiIiIhQcHKzQ0FCdOXNGLVq0UPv27VW1atV4rd6pWLGi3NzcNG/ePGXNmlWSdOnSJbVt21a3b9/Wli1btGHDBnXv3l1HjhxJqB8HAAA8RZYsWRQbG6sWLVro/fffV8mSJeOMuXr1qkqXLv3CWx+sWbNGDRs2VO/evdWvXz9rK9hz585pwoQJmjp1qn744QfVqVMnQX4GAh0T6dmzp/Lnz6+ePXvaHJ82bZqOHTumKVOm2KcwAIkqR44cGj9+vNq0aWPvUpDKVKlSRStWrFDGjBlVpUqVZ46zWCzatGlTElaW+ty4cUObNm2Sv7+/ChcubO9y7OLPP/9UrVq15OLiotdff12GYejPP//UnTt3FBYWptKlS9u7RPwLBwcHnT9/XtmyZXvmJuCS+a96fbwyZ+HChdqwYYO8vb3VokULtWrVKtX+/0xMnp6eCg4OjtOKeuXKlerQocNLXRmZUixZskSDBw9Wnz599Nprr8Vpv5JQgejly5cVGxurbNmyJch8ieHfLjj5p4S6+CQ2Nlbr1q3T3LlztWrVKrm5ueny5cuvPN/hw4fVsGFDnThxQt7e3rJYLIqKipKfn59++OEHFSxYUCtXrtTNmzd5P5BMcAFK8vfgwQPVrFlTs2bNUsGCBe1djilER0drwIABWrlypR48eKDq1avrq6++euUVkIBZzZs3T02bNpWzs3OCzfnWW2/pzTfffGa7+qFDh+rXX399qdVwz0OgYyK5cuXSjz/+qNdee83m+M6dO9WgQQOdPn3aTpUBSEyZM2fWjh07lC9fPnuXAiCJNG3aVJUqVVKPHj10584dlShRQidPnpRhGFq8eLGaNGli7xKT3Jtvvqn8+fPrm2++sW5C//DhQ3Xq1EnHjx/Xli1b7Fwh/k1kZKTy5Mkji8WiyMjI5441675wLVq00KpVq+Tq6qr33ntPrVq1itfeOfh3ffv2VUhIiD766CObPQw+//xztW3bNlWuEH1aS6DHAWlCBaIXL17U4cOHZbFY5O/vb105YjbPu+DknxLr4pNLly5p/vz5LxUsPY1hGFq3bp2OHDkiwzBUqFAhmz0LkXxwAUrKkTVrVm3btu2lNj5PyQYMGKDp06erVatWcnZ21qJFi1S5cmUtWbLE3qXBZF50j0Mz7qHz8OFDOTs7Kzw8PE4r1Phwd3fXH3/8EWfF+WOHDx9WmTJldPPmzQQ5H4GOiTg7O2vfvn3Knz+/zfFjx46paNGiunv3rp0qA5CYBg0apAwZMmjYsGH2LgVAEvHy8tK6detUokQJffvttxoxYoR2796t0NBQzZ49W7t27bJ3iUnOxcVFu3btitNu7sCBAypTpgz7CiBJtGzZUq1atVKtWrWswSISV2xsrCZOnKgvv/zSuuF9jhw51KtXL/Xr1y/RNqo3s8QMRG/cuKEPPvhAixYtsu7b6OjoqGbNmunrr79mhQHwL7gAJeXo16+f0qZNq88//9zepZhCvnz5NHr0aOteajt27FCFChV09+7dVPlcjGdLzvv/SI/u68uXL1eJEiUSbM4MGTJoz5498vPze+rtx48fV/HixXXr1q0EOR+BjokULVpUXbt2VY8ePWyOT506VTNmzNCBAwfsVBmAxNSrVy/NmzdPxYsXV/HixZU2bVqb21PjlalIOh07dnyhcUFBQYlcSeri4uKiI0eOyNvbW23btlXOnDn1+eefKyoqSgEBAQn2Qi85yZ49u+bPn6+aNWvaHF+3bp3atm2rCxcu2KkyxMeBAwcUFRWl+/fv2xxv0KCBnSqCmd24cUPSo6sckTiaNm2q8PBwTZ06VeXLl5fFYtG2bdvUq1cvFS9eXN9//729S3yqyMhIhYWF6eHDh3rrrbcUEBBg75JeysaNG7Vx40ZdvHjRGqQ9xmus5IULUFKODz/8UPPmzVP+/PlVpkyZOO0tU9v78HTp0unEiRPKlSuX9dg/37MAKUVwcLCWLFmiBQsWKFOmTAkyZ9myZdW8eXP16dPnqbdPnjxZ3333nX7//fcEOR+XnZlI37591aNHD126dElVq1aV9OiF36RJk9g/B0jB9uzZY92Ebd++fTa3WSwWO1SE1CQkJEQ+Pj4qVarUU/e6QOLw9vbW9u3blSlTJq1du1aLFy+W9GjzxYTs5ZucNGvWTIGBgZo4caLeeOMNWSwWbd26VQMGDFCLFi3sXR5e0vHjx9WoUSPt3bvXZi+dx89rZt5DZ/PmzZo4caJ1b4TChQtrwIABevPNN+1dWopHkPN/IiIiNGXKFJv7Ya9eveLdonfNmjVat26dKlasaD1Wq1YtffPNN6pdu3Z8y04UW7ZsUZ06dawflKdJk0ahoaHJ5rlh1KhR+uSTT1SmTBnlyJGD1/fJnLu7u6KiouIEOqdOnZKbm5udqsKr2Ldvn7VF3pEjR2xuS43/T2NiYpQuXTqbY2nSpNHDhw/tVBGQOL766isdO3ZMOXPmlI+PT5wwd+fOnS89Z/fu3dWtWzc5OTmpc+fONis4Z82apaFDh2r69OkJUr9EoGMqHTt21L179zR69Gh9+umnkqS8efNqxowZatu2rZ2rA5BYfv75Z3uXgFSsa9euWrx4sY4fP66OHTuqdevWCXaVCp6td+/eatWqlTJkyCAfHx9VrlxZ0qMPrYoVK2bf4uxk4sSJslgsatu2rfWNY9q0adWtWzdaYSRDvXr1kq+vrzZs2CA/Pz/t2LFDV65cUb9+/TRx4kR7l/dMCxYsUIcOHdS4cWP17NlThmFo27ZtqlatmkJCQtSyZUt7l5jiXLhwQf3797euXnjy4gIzh3+JZd26dWrQoIFKliypChUqWO+HRYoU0apVq1SjRo1Xnjtz5sxPbavm4eEhT0/P+JSdaIYNG6YqVapo1qxZcnFx0ZAhQzRw4MBkE+jMnDlTISEhatOmjb1LQQLgApSUg/fhtgzDUPv27eXk5GQ9dvfuXXXt2tXmA28z7osCvIx33nknweds166d9u7dqx49emjIkCHWC3AiIiJ069Yt9ezZU+3bt0+w89FyzaQuXbokFxcXZciQwd6lAEgix44dU0REhCpVqiQXFxfrxrdAYrt3756WL1+uoKAgbdu2TXXr1lVgYKBq1qzJfTAR/fnnnzp16pRq1Khhfb5fs2aNMmbMqAoVKti5OvuJjo5WRESEDMNQ/vz55erqau+S8AqyZMmiTZs2qXjx4vLw8NCOHTvk7++vTZs2qV+/fqbdJ6pw4cLq3LlznHYJkydP1jfffKODBw/aqbKU6+2331ZUVJR69Ojx1NULDRs2tFNl9lOqVCnVqlUrTpg9ePBghYWFvdKVo4/Nnj1bS5Ys0bx585QjRw5J0vnz59WuXTs1btxYXbp0iVftiSFTpkzasmWLdfPi27dvy93dXZcvX060EComJkZ79+6Vj49PvM+ROXNm7dixI96rq2AO9+/f14ABAzRz5synXoDyzw/DgeQkue+LApjBb7/9pkWLFuno0aOSpIIFC6p58+YqV65cgp6HQAcA7OzKlStq2rSpfv75Z1ksFh09elR+fn4KDAxUxowZNWnSJHuXiFQkMjJSISEhmjdvnh48eKADBw5wcQESVXR0tAYMGKCVK1fqwYMHql69ur766itlyZLF3qUhHjw9PfXXX3/Jz89P+fLl05w5c1SlShVFRESoWLFipt1jwMnJSfv371f+/Pltjh87dkxFixbV3bt37VRZyuXm5qZff/3V2n4WkrOzs/bu3asCBQrYHD9y5IiKFy8er/thqVKldOzYMd27d0958uSRJEVFRcnJySnO+eITHCUkBwcHnT9/XtmyZbMec3Nz0549e+Tr65sg5+jdu7eKFSumwMBAxcTE6K233tK2bdvk6uqq1atXW1fSvopBgwYpQ4YMGjZsWILUCnPgApSU4Y8//tCSJUueut8fK1EAvKgpU6aobdu2SdbthJZrdla6dGlt3LhRnp6eKlWq1HOvhDbLC2oACatPnz5KmzatoqKiVLhwYevxZs2aqU+fPgQ6SFIWi8W638WTm/Yifvr27atPP/1U6dOnV9++fZ87NjVtwjpixAiFhISoVatWcnZ21qJFi9StWzctWbLE3qUhHooWLao9e/bIz89PZcuW1fjx45UuXTrNnj1bfn5+9i7vmby9vbVx48Y4gc7GjRvZEDiReHt7s4fbE7Jmzarw8PA4AUt4eLhNqPEqEqPNSFI4cOCAzp8/b/27YRg6ePCgbt68aT1WvHjxV55/6dKlat26tSRp1apVOnHihA4dOqR58+bp448/1v/+979Xnvvu3buaPXu2NmzYoOLFiytt2rQ2t6em5/yUxNXVVcWKFdONGzcUFhYmf39/m/dyML/Fixerbdu2qlmzptavX6+aNWvq6NGjOn/+vBo1amTv8gAkkpiYGH3xxRf6/vvvnxrm/v333y8956hRozR48GA1aNBAnTp1Uo0aNRK12wmBjp01bNjQuiQ3ub64BhA/YWFhWrdunXLnzm1zvECBAoqMjLRTVUhN/tlybevWrapXr56mTZum2rVry8HBwd7lpRi7du3SgwcPrH9+ltTW5m758uWaO3eumjdvLklq3bq1KlSooJiYGDk6Otq5OjxLSEiITWsOJycnZcyYUYULF1bNmjXVo0cPayj82WefqV69etZN2Ddu3PjC54mOjtb48eNVuXLll7pCfuTIkRo1apRNUJA3b14VLVpUq1evfub39evXTz179lR4eLjN3gghISH68ssv44z/9ttvdfHiRfXu3TvObRaLRSNGjNDIkSNfuO6ktnHjRg0aNEgHDx5UdHS0VqxYEec9yYQJEzRw4ED98MMPatCgQZw5atWqpT/++EP79u1Tzpw5n/sY1q5dO4WEhNgcmzJliho1aqTIyEjVrVv3qb+fkydP2qzEsFgs8vDwUOnSpTVo0CDVrFnz5X5wk3v//ffVuXNnHT9+3OZ+OG7cOPXr1y9ec48YMSKBqkxa1apVixP81atXz3oRisViidd+S5cvX5aXl5ck6aefftJ7772nggULKjAwUF999VW8at+zZ491Bdq+fftsbkttz/kpQdOmTVWpUiX16NFDd+7cUZkyZXTy5EkZhqHFixerSZMm9i4RL2jMmDH64osv9MEHH8jNzU1ffvmlfH191aVLF2tLSgApz6hRozRnzhz17dtXw4YN08cff6yTJ09q5cqVGj58+CvNef78eS1dulTBwcF6++23lStXLnXo0EHt27dPsNXENgwAgF1lyJDBOHLkiPXPERERhmEYxo4dO4xMmTLZszSkAt26dTM8PT2NEiVKGFOmTDEuX75s75KQyqRNm9Y4ffq0zTFnZ2cjKirKThXhRQQHBxuSjODgYGP79u3Gli1bjKVLlxq9e/c2PDw8jEyZMhnr16+3+Z49e/YY27Zte6nzXLp0yZBkjBgx4qW+79SpU8b27dttjvn4+Bh169b91+9dvny5UaFCBSNTpkxGpkyZjAoVKhgrV6586ti6desaPj4+T71t+/btxqlTp16q7qQUGxtrZMqUyShXrpyxYcMGY/v27cbff/8dZ1xMTIxRsWJFw8vLy7hy5YrNbbNmzTIkGYsWLbIek2S8++67xvbt2+N8HTt2LM78Hh4ehiTrl4eHh+Hp6Wn9MgzDOHHihCHJ+PDDD43t27cbW7duNebMmWN4e3sbjo6OxubNmxP4X8e+YmNjjcmTJxu5cuUyLBaLYbFYjFy5chlTpkwxYmNjE+Qcf/75pzF//nxjwYIFxs6dOxNkzsRy8uTJF/qKjzx58hjr1q0zHj58aHh7exurVq0yDMMw9u3bZ2TMmDEhfgykENmzZzfCw8MNwzCMhQsXGvnz5zdu375tTJ8+3ShZsqSdq8PLcHV1NU6cOGEYhmFkzpzZ2LNnj2EYhnHgwAHDy8vLjpUBSEx+fn7G6tWrDcN49Bnc49enX375pdGiRYt4z3/ixAlj+PDhRt68eQ1HR0ejWrVqxqJFi4y7d+/Ge+7HWKFjQvfv39fFixfjtLp53OMYQMpSqVIlzZs3T59++qmkR1fqxcbGasKECapSpYqdq0NKN3PmTOXJk0e+vr7avHmzNm/e/NRx9JBGYomJiVG6dOlsjqVJk8a60TDMrWjRoipTpoz1702aNNGHH36ofPny6Z133lFERISyZ88uSSpWrFii1xMdHS1XV1flzp07zsrXF9WoUaMEabWS0JufJrSzZ8/q77//VqNGjVStWrVnjnNwcFBoaKhKlCihDz74QIsWLZL0aM+1/v3767333rOusHsse/bsL/zzt27dWl9//bVKlCih3bt3q3r16qpfv/5Tx+bJk8c6b4UKFVSgQAG99dZbmjt3ripVqvRC50sOLBaL+vTpoz59+lhbirm5uSXI3BcvXlTz5s31yy+/KGPGjDIMQ9evX1eVKlW0ePFiZc2aNUHOk5B8fHwS/RwdOnRQ06ZNlSNHDlksFtWoUUOS9Pvvv6tQoUKJfn4kH9evX7fukbB27Vo1adJErq6uqlu3rgYMGGDn6vAyMmXKZH2MzZUrl/bt26dixYrp2rVrpt3rD0D8nT9/3vq+JEOGDLp+/bqkRyt/E2K/u7x582rUqFEaNWqUNmzYoODgYAUGBuqDDz7QlStX4j2/JNFHxUSOHDmiN998Uy4uLvLx8ZGvr698fX2VN2/exFmeBcAUJkyYoFmzZuntt9/W/fv3NXDgQBUtWlRbtmzRuHHj7F0eUri2bduqSpUqypgxozw8PJ75hYTRsWPHF/pKTQzDUPv27dW4cWPr1927d9W1a1ebY0g+/Pz8lC1bNt2+fVuzZs2yHh85cmSc9kKbNm1S5cqVlTlzZrm4uChPnjxq0qSJoqOjdfLkSeuHy6NGjbLu8dW+fXub+Xbu3Kl3331Xnp6eypcv3zPP9diKFStUvHhxOTs7y8/Pz6ad0h9//KFhw4bJYrHo5MmT1uO///67Zs2aJYvFol9++UWSVLlyZa1Zs0aRkZHW2v55TovFEqfd2r59+9SwYUN5enrK2dlZJUuWVGhoqM2YX375RRaLRYsWLdLHH3+snDlzyt3dXdWrV9fhw4f//RcgaevWrapWrZrc3Nzk6uqqN954Q2vWrLHePnLkSGvgNWjQIFksFuXNm/eZ8/n5+WnixIlavHixli1bJsMwFBgYqPTp02vGjBkvVNOzREREKF26dFq/fr28vb21e/dutW3bVu3atVO7du2e+72Pw8QLFy7EqwYzc3NzS7AwR5I+/PBD3bhxQ/v379fff/+tq1evat++fbpx44Z69uyZYOdJbkaOHKk5c+aoc+fO+t///mdti+7o6KjBgwe/9HyNGzfWjRs3rH9+3heSF29vb23fvl23b9/W2rVrrS0fr169KmdnZztXh5fx5ptvav369ZIetdLr1auX3n//fbVo0eK5FzoASN5y586tc+fOSZLy58+vsLAwSY/eBzx+/k8oDg4OibJHMSt0TKRDhw5KkyaNVq9ebb0yCEDKFxAQoD179mjGjBlydHTU7du31bhxY33wwQf07kWie3IvAySukJAQ+fj4qFSpUmwC/v897QPbxxtTI/kaNWqUunfvro0bNz6zF/XJkydVt25dvfnmmwoKClLGjBl15swZrV27Vvfv31eOHDm0du1a1a5dW4GBgerUqZMkxVlB0LhxYzVv3lxdu3bV7du3n1tXeHi4evfurZEjR8rLy0sLFy5Ur169dP/+ffXv318ffPCB/vOf/8T5vjNnzmjKlCk2x6ZPn67OnTsrIiJCK1as+Nd/k8OHD+uNN95QtmzZ9NVXXylz5sxasGCB2rdvrwsXLmjgwIE24z/66CNVqFBBc+bM0Y0bNzRo0CDVr19fBw8efO7+Ups3b1aNGjVUvHhxzZ07V05OTpo+fbrq16+vRYsWqVmzZurUqZNKlCihxo0b68MPP1TLli3/9Q1sly5dtHLlSnXr1k0HDhzQxo0btWrVKmXOnDnOWMMwnrrKztHR0eY9zunTpxUWFqYmTZooa9asatmypcaNG6f//ve/1j2X3N3dn1nTiRMnJEkFCxZ8bu34P2vXrtWGDRtsNm8PCAjQ119/neL2InpZ7777riTp7t271mP/Fio+i4eHh/W+7u7uznv7FKR3795q1aqVMmTIIB8fH+v+blu2bEmSlahIONOmTbP+fx8yZIjSpk2rrVu3qnHjxglylT4Ac2rUqJE2btyosmXLqlevXmrRooXmzp2rqKgo9enTJ97zR0ZGKiQkRCEhITp16pQqVaqkb775JmH3WEuw5m2IN1dXV+PgwYP2LgMAACSSf+5Z9OWXX8bZjwJILh7vofPHH3889faSJUta9/4oWLCgUapUKcPLy8uQZJQqVcowDMNYunSpIcm6F8HTPG8PnREjRhiSjOHDhz/ztn/y8fExLBZLnPPVqFHDcHd3N27fvm2kT5/eGDdunCHJ2lffMAzj+PHjhrOzsyHJ+Pnnn63Hn7eHzpN1N2/e3HBycoqzP9Tbb79tuLq6GteuXTMMwzB+/vlnQ5JRp04dm3Hff/+9ISnO3kBPKleunJEtWzbj5s2b1mMPHz40ihYtauTOndu6B8vjfWkmTJjw3Pn+6cyZM4anp6chyQgMDHzmz/2sr/nz59uM/eSTTwxJRv369Y2sWbMaFovFOtbBwcFwcHCwqXXcuHHGgwcPjLt37xrh4eFG+fLljRw5ctj8rvB8GTJkMHbt2hXn+M6dOw03N7ekL8gkHj58aHzyySdGzpw5DUdHR+uelkOHDjXmzJlj5+pgNn/88YexfPlym8fZ1atXG1u3brVjVQCAV7F9+3Zj0qRJxg8//PDKc9y5c8dYsGCBUbVqVcPR0dHInTu38fHHH1tfTyQ0Wq6ZSEBAgC5fvmzvMgAkseDgYC1ZsiTO8SVLlsRpwwIgeZs+fbrOnTunQYMGadWqVfL29lbTpk21bt06VuwgRWnYsKFcXV2VOXNmtWzZUg0bNpS/v7/1NkkqWbKk0qVLp86dOys0NFTHjx9/pXO9zNVuRYoUUYkSJWyOtWzZUjdu3NDOnTvl5ORkbZP0T+fOnXvuqpgXsWnTJlWrVk3e3t42x9u3b6/o6Ght377d5niDBg1s/l68eHFJj676e5bbt2/r999/17vvvqsMGTJYjzs6OqpNmzY6ffr0C7dte5qcOXOqS5cukqRPPvnkmeOaNm2qP/74I85XnTp1rGMMw1BwcLAyZMigo0ePavr06XJ2dlahQoWUNm1aeXl5ad68eTbzDho0SGnTprW2q9u3b59WrVr13HZxsFW1alX16tVLZ8+etR47c+aM+vTpk6pbDI0ePVohISEaP368zb5uxYoV05w5c+I1d9WqVXXt2rU4x2/cuKGqVavGa27YR5kyZdSoUSObx9m6deuqQoUKdqwKL+rGjRsv9AUgdShXrpz69u0b57X3y/Dy8lJgYKA8PT21atUqRUZG6rPPPpOfn18CVvp/aLlmZ/98khg3bpwGDhyoMWPGqFixYkqbNq3N2Oe1GwCQfH3++eeaOXNmnOPZsmVT586dX7nVAwBzcnJyUosWLdSiRQvrcuzu3bvrwYMHOnDggM2HA0ByNWDAAH322WcqV66cRowYIenRB/ibN2+2/j1fvnzasGGDxo8frw8++EC3b9+Wn5+fevbsqV69er3wuV6mPamXl9czj125ckU1atTQ0qVLbW6/du2aPvroI5UpU0abN29+4XM96cqVK0+tNWfOnNbb/+nJVmaPW6LduXPnmee4evWqDMN4qfO8rMd1/PND7ydlzZrVur/Ns2zatEknTpxQhgwZNGHCBFWsWFGOjo5q0aKFRowYoZo1a2rhwoVq1aqV9Xt69eql1q1b6969e/rtt980dOhQNWzYULt3735q67fk6sSJE4m2h+q0adPUsGFD5c2bV97e3rJYLIqKilKxYsW0YMGCRDlnQnr48KF++eUXRUREqGXLlnJzc9PZs2fl7u4er+fPefPmafbs2apWrZq6du1qPV68eHEdOnQoXjX/8ssvun//fpzjd+/e1a+//hqvuZE0+vbtq08//VTp06dX3759nzt28uTJSVQVXlXGjBmf2wbRMAxZLBbFxMQkYVUAEtOPP/74wmNfJdgZPny42rZtqyxZsrz0974KAh07e/KJxDCMOFdG8WQCpGyRkZFPfdPu4+OjqKgoO1QEIKk83kTdSOBNEgF78/X1VUxMjHVvgX/y8/OzrsZ588039eabbyomJkZ//vm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      "text/plain": [
       "<Figure size 2000x10000 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#15- Use subplot to plot 7x1 matrix form of the above columns (7)\n",
    "\n",
    "columns_plot = ['OFFENSE_CODE_GROUP', 'YEAR', 'MONTH', 'DAY_OF_WEEK', 'HOUR', 'DISTRICT', 'UCR_PART']\n",
    "\n",
    "fig, axes = plt.subplots(nrows=7, ncols=1, figsize=(20, 100))\n",
    "\n",
    "for i, column in enumerate(columns_plot):\n",
    "    ax = axes[i]\n",
    "    df[column].value_counts().plot(kind='bar', ax=ax)\n",
    "    ax.set_title(f'Distribution of {column}')\n",
    "    ax.set_xlabel(column)\n",
    "    ax.set_ylabel('Frequency')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## In this dataset, you are required to answer the following questions:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q1. What is the most common type of crime in Boston?\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "NGDNt1uiM_cR",
    "outputId": "712d8814-9267-40a9-92fc-7811901ae657"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Motor Vehicle Accident Response              30558\n",
      "Larceny                                      25256\n",
      "Medical Assistance                           22491\n",
      "Investigate Person                           18063\n",
      "Other                                        17157\n",
      "                                             ...  \n",
      "Manslaughter                                     6\n",
      "INVESTIGATE PERSON                               4\n",
      "Biological Threat                                2\n",
      "Burglary - No Property Taken                     2\n",
      "HUMAN TRAFFICKING - INVOLUNTARY SERVITUDE        2\n",
      "Name: OFFENSE_CODE_GROUP, Length: 67, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#All the crimes type in Bostons are in the column OFFENSE_CODE_GROUP.  (2)\n",
    "#16- Calculate the counts for all crimes \n",
    "\n",
    "crime_counts = df['OFFENSE_CODE_GROUP'].value_counts()\n",
    "\n",
    "print(crime_counts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 663
    },
    "id": "vOhsdlqSMiQo",
    "outputId": "fd459ec0-7055-43d3-938c-6ed5808f992d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#17- Visualize all the crimes on Boston using catplot. Show the graph in the horizontal axis (2)\n",
    "\n",
    "sb.catplot(y='OFFENSE_CODE_GROUP', kind='count', height=8, aspect=1.0, data = df)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Give a conclusion of your answer in Q1: (1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Q2. Which year has the highest rate of crimes?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "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>OFFENSE_CODE_GROUP</th>\n",
       "      <th>DISTRICT</th>\n",
       "      <th>MONTH</th>\n",
       "      <th>DAY_OF_WEEK</th>\n",
       "      <th>HOUR</th>\n",
       "      <th>UCR_PART</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEAR</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>51683</td>\n",
       "      <td>51675</td>\n",
       "      <td>51683</td>\n",
       "      <td>51683</td>\n",
       "      <td>51683</td>\n",
       "      <td>51682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>92398</td>\n",
       "      <td>92382</td>\n",
       "      <td>92398</td>\n",
       "      <td>92398</td>\n",
       "      <td>92398</td>\n",
       "      <td>92364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>93660</td>\n",
       "      <td>93656</td>\n",
       "      <td>93660</td>\n",
       "      <td>93660</td>\n",
       "      <td>93660</td>\n",
       "      <td>93621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>61082</td>\n",
       "      <td>61080</td>\n",
       "      <td>61082</td>\n",
       "      <td>61082</td>\n",
       "      <td>61082</td>\n",
       "      <td>61066</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      OFFENSE_CODE_GROUP  DISTRICT  MONTH  DAY_OF_WEEK   HOUR  UCR_PART\n",
       "YEAR                                                                   \n",
       "2016               51683     51675  51683        51683  51683     51682\n",
       "2018               92398     92382  92398        92398  92398     92364\n",
       "2019               93660     93656  93660        93660  93660     93621\n",
       "2020               61082     61080  61082        61082  61082     61066"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#18- Calculate the counts of crimes based on year (2)\n",
    "df5 = df.groupby(df['YEAR']).count()\n",
    "df5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "#19- Use cat plot to answer Q2 (2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Give a conclusion of your answer in Q2: (1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_Ib9lKC1NRIz"
   },
   "source": [
    "### Q3. What is the most common type of Uniform Crime Reporting Offence (UCR Part) in Boston?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Part Three    146858\n",
      "Part Two       91385\n",
      "Part One       59319\n",
      "Other           1171\n",
      "Name: UCR_PART, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#20- Calculate the counts of crimes that is based on UCR part (2)\n",
    "\n",
    "ucr_counts = df['UCR_PART'].value_counts()\n",
    "print(ucr_counts)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 513
    },
    "id": "8lUHkSraNIEZ",
    "outputId": "d630d8f3-c1a3-4dff-ec55-3c6da539a516"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tWLFCs2fPVmxsrO26vZI0ZswYrVixQi1btlR0dLTq16+vixcv6uDBg/ruu+80c+ZM3XXXXbf8neZzcnJShw4dNGTIEOXl5entt99WZmam7SbQV/rHP/6h5s2bS5Jt98qbqVSpkkaPHq2hQ4cqLy9PPXv2lJeXl3755ReNGzdONWvWVHR0tF0/S5YsUceOHRUaGqoXXnhBbdu2lYeHhw4dOqSvvvpK3377rdLS0m74uV5eXhoxYoRefvllLVy4UL179y5Uv9cTHh6uxYsXKyoqSn/961915MgRvfXWW/L399fevXsL/V3UrFlTX3/9tdq1a6cqVarI29tbQUFBf6o3AGWcY/dBAQBcS2JiotGnTx+jRo0ahqurq+Hh4WE0bdrUePPNN43U1FRbXW5urvH2228b9erVM1xcXAxvb2+jd+/expEjR+zeLy8vz5g4caJRu3Zto3z58kazZs2M1atXX3f3yP/85z92r8/fhXD27Nm2sdOnTxt//etfjcqVKxsWi8XI/1fK3LlzjbZt2xq+vr6Gq6urERAQYPTo0cP4+eefb3rcp06dMgYOHGj4+/sbzs7ORs2aNY0RI0YU2GWwsLtH5rt06ZIxd+5c49FHHzWqVKliODs7G9WqVTM6d+5sLFy40MjNzb3h8V85d/XukR4eHgVqr9dfzZo1jS5dutiNnTx50oiOjjZq1apluLi4GFWqVDFCQkKM119/3Th79qxhGLf+neb/c3v77beN0aNHG3fddZfh6upqNG3a1Fi+fPl1XxcUFGQ0aNDghu99LV9++aXx0EMPGZUqVTKcnZ2NGjVqGC+88IKRkpJyzfr09HTjrbfeMu6//36jYsWKhouLi1GjRg2jd+/exv/+9z9b3Y12p7xw4YJRo0YNo27dusalS5eu21v+7pEnT5684TFMmDDBCAoKMtzc3IwGDRoYs2bNsr32SpKMQYMGXfM9Vq5caTRt2tRwc3MzJF1z51YAKAqLYVx18QAAACizfv75Z9177716//33FRUV5eh2AACSCG0AAED79+/XoUOH9Nprr+nw4cPat2+fKlSo4Oi2AABiIxIAACDprbfeUocOHXT27Fn95z//IbABgImw0gYAAAAAJsZKGwAAAACYGKENAAAAAEyM0AYAAAAAJsbNtUtYXl6ejh07pkqVKslisTi6HQAAAAAOYhiGzpw5o4CAAJUrd/31NEJbCTt27JgCAwMd3QYAAAAAkzhy5Ijuuuuu684T2kpYpUqVJF3+B+Pp6engbgAAAAA4SmZmpgIDA20Z4XoIbSUs/5RIT09PQhsAAACAm142xUYkAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYmLOjG8CdJ+jVZY5uocw7OKGLo1sAAABACWGlDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxh4a2devWqWvXrgoICJDFYtHSpUuvWztgwABZLBZNnTrVbjwrK0uDBw+Wt7e3PDw81K1bNx09etSuJi0tTZGRkbJarbJarYqMjFR6erpdzeHDh9W1a1d5eHjI29tb0dHRys7Otqv55Zdf1Lp1a7m7u6t69eoaM2aMDMP4M18BAAAAANyQQ0PbuXPndO+992r69Ok3rFu6dKk2bdqkgICAAnMxMTFasmSJYmNjlZCQoLNnzyo8PFy5ubm2moiICCUmJiouLk5xcXFKTExUZGSkbT43N1ddunTRuXPnlJCQoNjYWC1atEhDhw611WRmZqpDhw4KCAjQli1bNG3aNE2aNEmTJ08uhm8CAAAAAK7N2ZEf3rlzZ3Xu3PmGNb///rtefPFFLV++XF26dLGby8jI0CeffKJ58+apffv2kqT58+crMDBQK1euVFhYmJKTkxUXF6eNGzeqefPmkqRZs2YpNDRUe/bsUf369RUfH69du3bpyJEjtmD47rvvqm/fvho7dqw8PT21YMECXbx4UXPmzJGbm5uCg4P166+/avLkyRoyZIgsFstt+IYAAAAAlHWmvqYtLy9PkZGRGj58uBo1alRgftu2bcrJyVHHjh1tYwEBAQoODtb69eslSRs2bJDVarUFNklq0aKFrFarXU1wcLDdSl5YWJiysrK0bds2W03r1q3l5uZmV3Ps2DEdPHjwuseQlZWlzMxMuwcAAAAAFJapQ9vbb78tZ2dnRUdHX3M+JSVFrq6u8vLyshv39fVVSkqKrcbHx6fAa318fOxqfH197ea9vLzk6up6w5r85/k11zJ+/HjbtXRWq1WBgYE3OmQAAAAAsGPa0LZt2zb9+9//1pw5c4p86qFhGHavudbri6MmfxOSG/U3YsQIZWRk2B5Hjhwp/IEAAAAAKPNMG9p+/PFHpaamqkaNGnJ2dpazs7MOHTqkoUOHKigoSJLk5+en7OxspaWl2b02NTXVtgrm5+enEydOFHj/kydP2tVcvVqWlpamnJycG9akpqZKUoEVuCu5ubnJ09PT7gEAAAAAhWXa0BYZGamff/5ZiYmJtkdAQICGDx+u5cuXS5JCQkLk4uKiFStW2F53/PhxJSUlqWXLlpKk0NBQZWRkaPPmzbaaTZs2KSMjw64mKSlJx48ft9XEx8fLzc1NISEhtpp169bZ3QYgPj5eAQEBthAJAAAAAMXNobtHnj17Vvv27bM9P3DggBITE1WlShXVqFFDVatWtat3cXGRn5+f6tevL0myWq3q16+fhg4dqqpVq6pKlSoaNmyYGjdubNtNskGDBurUqZP69++vDz/8UJL0/PPPKzw83PY+HTt2VMOGDRUZGal33nlHp0+f1rBhw9S/f3/bylhERIRGjx6tvn376rXXXtPevXs1btw4vfnmm+wcCQAAAOC2cWho27p1q9q2bWt7PmTIEElSnz59NGfOnEK9x5QpU+Ts7KwePXrowoULateunebMmSMnJydbzYIFCxQdHW3bZbJbt25294ZzcnLSsmXLFBUVpVatWsnd3V0RERGaNGmSrcZqtWrFihUaNGiQmjVrJi8vLw0ZMsTWMwAAAADcDhYjfzcNlIjMzExZrVZlZGTcsde3Bb26zNEtlHkHJ3S5eREAAABMrbDZwLTXtAEAAAAACG0AAAAAYGqENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDEHBra1q1bp65duyogIEAWi0VLly61zeXk5OiVV15R48aN5eHhoYCAAD399NM6duyY3XtkZWVp8ODB8vb2loeHh7p166ajR4/a1aSlpSkyMlJWq1VWq1WRkZFKT0+3qzl8+LC6du0qDw8PeXt7Kzo6WtnZ2XY1v/zyi1q3bi13d3dVr15dY8aMkWEYxfqdAAAAAMCVHBrazp07p3vvvVfTp08vMHf+/Hlt375db7zxhrZv367Fixfr119/Vbdu3ezqYmJitGTJEsXGxiohIUFnz55VeHi4cnNzbTURERFKTExUXFyc4uLilJiYqMjISNt8bm6uunTponPnzikhIUGxsbFatGiRhg4daqvJzMxUhw4dFBAQoC1btmjatGmaNGmSJk+efBu+GQAAAAC4zGKYZKnIYrFoyZIl6t69+3VrtmzZogcffFCHDh1SjRo1lJGRoWrVqmnevHnq2bOnJOnYsWMKDAzUd999p7CwMCUnJ6thw4bauHGjmjdvLknauHGjQkNDtXv3btWvX1/ff/+9wsPDdeTIEQUEBEiSYmNj1bdvX6WmpsrT01MzZszQiBEjdOLECbm5uUmSJkyYoGnTpuno0aOyWCyFOs7MzExZrVZlZGTI09PzT3xjjhP06jJHt1DmHZzQxdEtAAAA4E8qbDa4o65py8jIkMViUeXKlSVJ27ZtU05Ojjp27GirCQgIUHBwsNavXy9J2rBhg6xWqy2wSVKLFi1ktVrtaoKDg22BTZLCwsKUlZWlbdu22Wpat25tC2z5NceOHdPBgwev23NWVpYyMzPtHgAAAABQWHdMaLt48aJeffVVRURE2FJoSkqKXF1d5eXlZVfr6+urlJQUW42Pj0+B9/Px8bGr8fX1tZv38vKSq6vrDWvyn+fXXMv48eNt19JZrVYFBgYW5bABAAAAlHF3RGjLyclRr169lJeXpw8++OCm9YZh2J2ueK1TF4ujJv/M0hudGjlixAhlZGTYHkeOHLlp/wAAAACQz/ShLScnRz169NCBAwe0YsUKu3M9/fz8lJ2drbS0NLvXpKam2lbB/Pz8dOLEiQLve/LkSbuaq1fL0tLSlJOTc8Oa1NRUSSqwAnclNzc3eXp62j0AAAAAoLBMHdryA9vevXu1cuVKVa1a1W4+JCRELi4uWrFihW3s+PHjSkpKUsuWLSVJoaGhysjI0ObNm201mzZtUkZGhl1NUlKSjh8/bquJj4+Xm5ubQkJCbDXr1q2zuw1AfHy8AgICFBQUVOzHDgAAAACSg0Pb2bNnlZiYqMTEREnSgQMHlJiYqMOHD+vSpUv661//qq1bt2rBggXKzc1VSkqKUlJSbMHJarWqX79+Gjp0qFatWqUdO3aod+/eaty4sdq3by9JatCggTp16qT+/ftr48aN2rhxo/r376/w8HDVr19fktSxY0c1bNhQkZGR2rFjh1atWqVhw4apf//+tpWxiIgIubm5qW/fvkpKStKSJUs0btw4DRkypNA7RwIAAABAUTk78sO3bt2qtm3b2p4PGTJEktSnTx+NGjVK33zzjSTpvvvus3vdmjVr1KZNG0nSlClT5OzsrB49eujChQtq166d5syZIycnJ1v9ggULFB0dbdtlslu3bnb3hnNyctKyZcsUFRWlVq1ayd3dXREREZo0aZKtxmq1asWKFRo0aJCaNWsmLy8vDRkyxNYzAAAAANwOprlPW1nBfdpQHLhPGwAAwJ2vVN6nDQAAAADKGkIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMYeGtnXr1qlr164KCAiQxWLR0qVL7eYNw9CoUaMUEBAgd3d3tWnTRjt37rSrycrK0uDBg+Xt7S0PDw9169ZNR48etatJS0tTZGSkrFarrFarIiMjlZ6ebldz+PBhde3aVR4eHvL29lZ0dLSys7Ptan755Re1bt1a7u7uql69usaMGSPDMIrt+wAAAACAqzk0tJ07d0733nuvpk+ffs35iRMnavLkyZo+fbq2bNkiPz8/dejQQWfOnLHVxMTEaMmSJYqNjVVCQoLOnj2r8PBw5ebm2moiIiKUmJiouLg4xcXFKTExUZGRkbb53NxcdenSRefOnVNCQoJiY2O1aNEiDR061FaTmZmpDh06KCAgQFu2bNG0adM0adIkTZ48+TZ8MwAAAABwmcUwyVKRxWLRkiVL1L17d0mXV9kCAgIUExOjV155RdLlVTVfX1+9/fbbGjBggDIyMlStWjXNmzdPPXv2lCQdO3ZMgYGB+u677xQWFqbk5GQ1bNhQGzduVPPmzSVJGzduVGhoqHbv3q369evr+++/V3h4uI4cOaKAgABJUmxsrPr27avU1FR5enpqxowZGjFihE6cOCE3NzdJ0oQJEzRt2jQdPXpUFoulUMeZmZkpq9WqjIwMeXp6FudXWGKCXl3m6BbKvIMTuji6BQAAAPxJhc0Gpr2m7cCBA0pJSVHHjh1tY25ubmrdurXWr18vSdq2bZtycnLsagICAhQcHGyr2bBhg6xWqy2wSVKLFi1ktVrtaoKDg22BTZLCwsKUlZWlbdu22Wpat25tC2z5NceOHdPBgwevexxZWVnKzMy0ewAAAABAYZk2tKWkpEiSfH197cZ9fX1tcykpKXJ1dZWXl9cNa3x8fAq8v4+Pj13N1Z/j5eUlV1fXG9bkP8+vuZbx48fbrqWzWq0KDAy88YEDAAAAwBVMG9ryXX3aoWEYNz0V8eqaa9UXR03+maU36mfEiBHKyMiwPY4cOXLD3gEAAADgSqYNbX5+fpIKrmKlpqbaVrj8/PyUnZ2ttLS0G9acOHGiwPufPHnSrubqz0lLS1NOTs4Na1JTUyUVXA28kpubmzw9Pe0eAAAAAFBYpg1ttWrVkp+fn1asWGEby87O1tq1a9WyZUtJUkhIiFxcXOxqjh8/rqSkJFtNaGioMjIytHnzZlvNpk2blJGRYVeTlJSk48eP22ri4+Pl5uamkJAQW826devsbgMQHx+vgIAABQUFFf8XAAAAAABycGg7e/asEhMTlZiYKOny5iOJiYk6fPiwLBaLYmJiNG7cOC1ZskRJSUnq27evKlSooIiICEmS1WpVv379NHToUK1atUo7duxQ79691bhxY7Vv316S1KBBA3Xq1En9+/fXxo0btXHjRvXv31/h4eGqX7++JKljx45q2LChIiMjtWPHDq1atUrDhg1T//79bStjERERcnNzU9++fZWUlKQlS5Zo3LhxGjJkSKF3jgQAAACAonJ25Idv3bpVbdu2tT0fMmSIJKlPnz6aM2eOXn75ZV24cEFRUVFKS0tT8+bNFR8fr0qVKtleM2XKFDk7O6tHjx66cOGC2rVrpzlz5sjJyclWs2DBAkVHR9t2mezWrZvdveGcnJy0bNkyRUVFqVWrVnJ3d1dERIQmTZpkq7FarVqxYoUGDRqkZs2aycvLS0OGDLH1DAAAAAC3g2nu01ZWcJ82FAfu0wYAAHDnu+Pv0wYAAAAAILQBAAAAgKkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEzsT4e2zMxMLV26VMnJycXRDwAAAADgCkUObT169ND06dMlSRcuXFCzZs3Uo0cPNWnSRIsWLSr2BgEAAACgLCtyaFu3bp0efvhhSdKSJUtkGIbS09P13nvv6V//+lexNwgAAAAAZVmRQ1tGRoaqVKkiSYqLi9OTTz6pChUqqEuXLtq7d2+xNwgAAAAAZVmRQ1tgYKA2bNigc+fOKS4uTh07dpQkpaWlqXz58sXeIAAAAACUZc5FfUFMTIyeeuopVaxYUTVq1FCbNm0kXT5tsnHjxsXdHwAAAACUaUUObVFRUXrwwQd15MgRdejQQeXKXV6sq127Nte0AQAAAEAxK3Jok6RmzZqpSZMmOnDggOrUqSNnZ2d16dKluHsDAAAAgDKvyNe0nT9/Xv369VOFChXUqFEjHT58WJIUHR2tCRMmFHuDAAAAAFCWFTm0jRgxQj/99JN++OEHu41H2rdvry+++KJYmwMAAACAsq7Ip0cuXbpUX3zxhVq0aCGLxWIbb9iwofbv31+szQEAAABAWVfklbaTJ0/Kx8enwPi5c+fsQhwAAAAA4M8r8krbAw88oGXLlmnw4MGSZAtqs2bNUmhoaPF2BwAmFfTqMke3UOYdnMAGWACAsqHIoW38+PHq1KmTdu3apUuXLunf//63du7cqQ0bNmjt2rW3o0cAAAAAKLOKfHpky5Yt9b///U/nz59XnTp1FB8fL19fX23YsEEhISG3o0cAAAAAKLNu6T5tjRs31ty5c4u7FwAAAADAVW4ptElSamqqUlNTlZeXZzfepEmTP90UAAAAAOCyIoe2bdu2qU+fPkpOTpZhGHZzFotFubm5xdYcAAAAAJR1RQ5tzzzzjOrVq6dPPvlEvr6+bPMPAAAAALdRkUPbgQMHtHjxYt199923ox8AAAAAwBWKvHtku3bt9NNPP92OXgAAAAAAVynyStvHH3+sPn36KCkpScHBwXJxcbGb79atW7E1BwAAAABlXZFD2/r165WQkKDvv/++wBwbkQAAAABA8Sry6ZHR0dGKjIzU8ePHlZeXZ/cgsAEAAABA8SpyaDt16pReeukl+fr63o5+AAAAAABXKHJoe+KJJ7RmzZrb0QsAAAAA4CpFvqatXr16GjFihBISEtS4ceMCG5FER0cXW3MAAAAAUNbd0u6RFStW1Nq1a7V27Vq7OYvFQmgDAAAAgGJ0SzfXBgAAAACUjCJf0wYAAAAAKDmFWmkbMmSI3nrrLXl4eGjIkCE3rJ08eXKxNAYAAAAAKGRo27Fjh3JyciRJ27dvl8ViuWbd9cYBAAAAALemUKHtyi3+f/jhh9vVCwAAAADgKkW6pu3SpUtydnZWUlLS7eoHAAAAAHCFIoU2Z2dn1axZU7m5uberHwAAAADAFYq8e+Q///lPjRgxQqdPn74d/QAAAAAArlDk+7S999572rdvnwICAlSzZk15eHjYzW/fvr3YmgMAAACAsq7Ioa179+63oQ0AAAAAwLUUObSNHDnydvQBAAAAALiGQl/TlpaWpmnTpikzM7PAXEZGxnXnAAAAAAC3rtChbfr06Vq3bp08PT0LzFmtVv3444+aNm1asTYHAAAAAGVdoUPbokWLNHDgwOvODxgwQF999VWxNAUAAAAAuKzQoW3//v2qW7fudefr1q2r/fv3F0tT+S5duqR//vOfqlWrltzd3VW7dm2NGTNGeXl5thrDMDRq1CgFBATI3d1dbdq00c6dO+3eJysrS4MHD5a3t7c8PDzUrVs3HT161K4mLS1NkZGRslqtslqtioyMVHp6ul3N4cOH1bVrV3l4eMjb21vR0dHKzs4u1mMGAAAAgCsVOrQ5OTnp2LFj150/duyYypUr8m3fbujtt9/WzJkzNX36dCUnJ2vixIl655137E7DnDhxoiZPnqzp06dry5Yt8vPzU4cOHXTmzBlbTUxMjJYsWaLY2FglJCTo7NmzCg8Pt7tJeEREhBITExUXF6e4uDglJiYqMjLSNp+bm6suXbro3LlzSkhIUGxsrBYtWqShQ4cW6zEDAAAAwJUKvXtk06ZNtXTpUrVo0eKa80uWLFHTpk2LrTFJ2rBhgx5//HF16dJFkhQUFKTPP/9cW7dulXR5lW3q1Kl6/fXX9cQTT0iS5s6dK19fXy1cuFADBgxQRkaGPvnkE82bN0/t27eXJM2fP1+BgYFauXKlwsLClJycrLi4OG3cuFHNmzeXJM2aNUuhoaHas2eP6tevr/j4eO3atUtHjhxRQECAJOndd99V3759NXbs2Gte6wcAAAAAf1ahl8ZefPFFvfvuu5o+fbrdClVubq6mTZumKVOmaNCgQcXa3EMPPaRVq1bp119/lST99NNPSkhI0GOPPSZJOnDggFJSUtSxY0fba9zc3NS6dWutX79ekrRt2zbl5OTY1QQEBCg4ONhWs2HDBlmtVltgk6QWLVrIarXa1QQHB9sCmySFhYUpKytL27Ztu+4xZGVlKTMz0+4BAAAAAIVV6JW2J598Ui+//LKio6P1+uuvq3bt2rJYLNq/f7/Onj2r4cOH669//WuxNvfKK68oIyND99xzj5ycnJSbm6uxY8fq73//uyQpJSVFkuTr62v3Ol9fXx06dMhW4+rqKi8vrwI1+a9PSUmRj49Pgc/38fGxq7n6c7y8vOTq6mqruZbx48dr9OjRRTlsAAAAALAp0s21x44dq8cff1wLFizQvn37ZBiGHnnkEUVEROjBBx8s9ua++OILzZ8/XwsXLlSjRo2UmJiomJgYBQQEqE+fPrY6i8Vi9zrDMAqMXe3qmmvV30rN1UaMGKEhQ4bYnmdmZiowMPCGvQEAAABAviKFNkl68MEHb0tAu5bhw4fr1VdfVa9evSRJjRs31qFDhzR+/Hj16dNHfn5+ki6vgvn7+9tel5qaalsV8/PzU3Z2ttLS0uxW21JTU9WyZUtbzYkTJwp8/smTJ+3eZ9OmTXbzaWlpysnJKbACdyU3Nze5ubndyuEDAAAAQOGvaXOE8+fPF9iR0snJybblf61ateTn56cVK1bY5rOzs7V27VpbIAsJCZGLi4tdzfHjx5WUlGSrCQ0NVUZGhjZv3myr2bRpkzIyMuxqkpKSdPz4cVtNfHy83NzcFBISUsxHDgAAAACXFXmlrSR17dpVY8eOVY0aNdSoUSPt2LFDkydP1rPPPivp8umKMTExGjdunOrWrau6detq3LhxqlChgiIiIiRJVqtV/fr109ChQ1W1alVVqVJFw4YNU+PGjW27STZo0ECdOnVS//799eGHH0qSnn/+eYWHh6t+/fqSpI4dO6phw4aKjIzUO++8o9OnT2vYsGHq378/O0cCAAAAuG1MHdqmTZumN954Q1FRUUpNTVVAQIAGDBigN99801bz8ssv68KFC4qKilJaWpqaN2+u+Ph4VapUyVYzZcoUOTs7q0ePHrpw4YLatWunOXPmyMnJyVazYMECRUdH23aZ7Natm6ZPn26bd3Jy0rJlyxQVFaVWrVrJ3d1dERERmjRpUgl8EwAAAADKKothGMbNir755ht17txZLi4uJdFTqZaZmSmr1aqMjIw7doUu6NVljm6hzDs4oYujWyjz+B04Hr8DAMCdrrDZoFDXtP3lL39Renq6pMsrTqmpqcXSJAAAAADgxgoV2qpVq6aNGzdKKtx2+gAAAACA4lGoa9oGDhyoxx9/XBaLRRaLxbbV/rXk5uYWW3MAAAAAUNYVKrSNGjVKvXr10r59+9StWzfNnj1blStXvs2tAQAAAAAKvXvkPffco3vuuUcjR47U3/72N1WoUOF29gUAAAAA0C1s+T9y5EhJ0smTJ7Vnzx5ZLBbVq1dP1apVK/bmAAAAAKCsK9RGJFc6f/68nn32WQUEBOiRRx7Rww8/rICAAPXr10/nz5+/HT0CAAAAQJlV5ND20ksvae3atfrmm2+Unp6u9PR0ff3111q7dq2GDh16O3oEAAAAgDKryKdHLlq0SF999ZXatGljG3vsscfk7u6uHj16aMaMGcXZHwAAAACUabd0eqSvr2+BcR8fH06PBAAAAIBiVuTQFhoaqpEjR+rixYu2sQsXLmj06NEKDQ0t1uYAAAAAoKwr8umR//73v9WpUyfddddduvfee2WxWJSYmKjy5ctr+fLlt6NHAAAAACizihzagoODtXfvXs2fP1+7d++WYRjq1auXnnrqKbm7u9+OHgEAAACgzCpyaJMkd3d39e/fv7h7AQAAAABcpcjXtAEAAAAASg6hDQAAAABMjNAGAAAAACZGaAMAAAAAEytyaKtdu7ZOnTpVYDw9PV21a9culqYAAAAAAJcVObQdPHhQubm5BcazsrL0+++/F0tTAAAAAIDLCr3l/zfffGP738uXL5fVarU9z83N1apVqxQUFFSszQEAAABAWVfo0Na9e3dJksViUZ8+fezmXFxcFBQUpHfffbdYmwMAAACAsq7QoS0vL0+SVKtWLW3ZskXe3t63rSkAAAAAwGWFDm35Dhw4cDv6AAAAAABcQ5FDmyStWrVKq1atUmpqqm0FLt+nn35aLI0BAAAAAG4htI0ePVpjxoxRs2bN5O/vL4vFcjv6AgAAAADoFkLbzJkzNWfOHEVGRt6OfgAAAAAAVyjyfdqys7PVsmXL29ELAAAAAOAqRQ5tzz33nBYuXHg7egEAAAAAXKXIp0devHhRH330kVauXKkmTZrIxcXFbn7y5MnF1hwAAAAAlHVFDm0///yz7rvvPklSUlKS3RybkgAAAABA8SpyaFuzZs3t6AMAAAAAcA1FvqYNAAAAAFByirzS1rZt2xueBrl69eo/1RAAAAAA4P8VObTlX8+WLycnR4mJiUpKSlKfPn2Kqy8AAAAAgG4htE2ZMuWa46NGjdLZs2f/dEMAAAAAgP9XbNe09e7dW59++mlxvR0AAAAAQMUY2jZs2KDy5csX19sBAAAAAHQLp0c+8cQTds8Nw9Dx48e1detWvfHGG8XWGAAAAADgFkKb1Wq1e16uXDnVr19fY8aMUceOHYutMQAAAADALYS22bNn344+AAAAAADXUOTQlm/btm1KTk6WxWJRw4YN1bRp0+LsCwAAAACgWwhtqamp6tWrl3744QdVrlxZhmEoIyNDbdu2VWxsrKpVq3Y7+gQAAACAMqnIu0cOHjxYmZmZ2rlzp06fPq20tDQlJSUpMzNT0dHRt6NHAAAAACizirzSFhcXp5UrV6pBgwa2sYYNG+r9999nIxIAAAAAKGZFXmnLy8uTi4tLgXEXFxfl5eUVS1MAAAAAgMuKHNoeffRR/eMf/9CxY8dsY7///rteeukltWvXrlibAwAAAICyrsihbfr06Tpz5oyCgoJUp04d3X333apVq5bOnDmjadOm3Y4eAQAAAKDMKvI1bYGBgdq+fbtWrFih3bt3yzAMNWzYUO3bt78d/QEAAABAmVbklbZ8HTp00ODBgxUdHX1bA9vvv/+u3r17q2rVqqpQoYLuu+8+bdu2zTZvGIZGjRqlgIAAubu7q02bNtq5c6fde2RlZWnw4MHy9vaWh4eHunXrpqNHj9rVpKWlKTIyUlarVVarVZGRkUpPT7erOXz4sLp27SoPDw95e3srOjpa2dnZt+3YAQAAAKDQoW316tVq2LChMjMzC8xlZGSoUaNG+vHHH4u1ubS0NLVq1UouLi76/vvvtWvXLr377ruqXLmyrWbixImaPHmypk+fri1btsjPz08dOnTQmTNnbDUxMTFasmSJYmNjlZCQoLNnzyo8PFy5ubm2moiICCUmJiouLk5xcXFKTExUZGSkbT43N1ddunTRuXPnlJCQoNjYWC1atEhDhw4t1mMGAAAAgCtZDMMwClPYrVs3tW3bVi+99NI159977z2tWbNGS5YsKbbmXn31Vf3vf/+7bhg0DEMBAQGKiYnRK6+8Iunyqpqvr6/efvttDRgwQBkZGapWrZrmzZunnj17SpKOHTumwMBAfffddwoLC1NycrIaNmyojRs3qnnz5pKkjRs3KjQ0VLt371b9+vX1/fffKzw8XEeOHFFAQIAkKTY2Vn379lVqaqo8PT0LdUyZmZmyWq3KyMgo9GvMJujVZY5uocw7OKGLo1so8/gdOB6/AwDAna6w2aDQK20//fSTOnXqdN35jh072p22WBy++eYbNWvWTH/729/k4+Ojpk2batasWbb5AwcOKCUlxe7+cG5ubmrdurXWr18vSdq2bZtycnLsagICAhQcHGyr2bBhg6xWqy2wSVKLFi1ktVrtaoKDg22BTZLCwsKUlZV1w+POyspSZmam3QMAAAAACqvQoe3EiRPXvD9bPmdnZ508ebJYmsr322+/acaMGapbt66WL1+ugQMHKjo6Wp999pkkKSUlRZLk6+tr9zpfX1/bXEpKilxdXeXl5XXDGh8fnwKf7+PjY1dz9ed4eXnJ1dXVVnMt48ePt10nZ7VaFRgYWJSvAAAAAEAZV+jQVr16df3yyy/Xnf/555/l7+9fLE3ly8vL0/33369x48apadOmGjBggPr3768ZM2bY1VksFrvnhmEUGLva1TXXqr+VmquNGDFCGRkZtseRI0du2BcAAAAAXKnQW/4/9thjevPNN9W5c2eVL1/ebu7ChQsaOXKkwsPDi7U5f39/NWzY0G6sQYMGWrRokSTJz89P0uVVsCsDY2pqqm1VzM/PT9nZ2UpLS7NbbUtNTVXLli1tNSdOnCjw+SdPnrR7n02bNtnNp6WlKScnp8AK3JXc3Nzk5uZW6GMGAOBOwHWdjsd1nUDZUeiVtn/+8586ffq06tWrp4kTJ+rrr7/WN998o7ffflv169fX6dOn9frrrxdrc61atdKePXvsxn799VfVrFlTklSrVi35+flpxYoVtvns7GytXbvWFshCQkLk4uJiV3P8+HElJSXZakJDQ5WRkaHNmzfbajZt2qSMjAy7mqSkJB0/ftxWEx8fLzc3N4WEhBTrcQMAAABAvkKvtPn6+mr9+vV64YUXNGLECOVvOmmxWBQWFqYPPvjghitOt+Kll15Sy5YtNW7cOPXo0UObN2/WRx99pI8++sj22TExMRo3bpzq1q2runXraty4capQoYIiIiIkSVarVf369dPQoUNVtWpVValSRcOGDVPjxo1t95dr0KCBOnXqpP79++vDDz+UJD3//PMKDw9X/fr1JV3eaKVhw4aKjIzUO++8o9OnT2vYsGHq37//HbsLJAAAAADzK3Rok6SaNWvqu+++U1pamvbt2yfDMFS3bt0Cm3wUlwceeEBLlizRiBEjNGbMGNWqVUtTp07VU089Zat5+eWXdeHCBUVFRSktLU3NmzdXfHy8KlWqZKuZMmWKnJ2d1aNHD124cEHt2rXTnDlz5OTkZKtZsGCBoqOjbbtMduvWTdOnT7fNOzk5admyZYqKilKrVq3k7u6uiIgITZo06bYcOwAAAABIRbhPG4oH92lDceA6Bsfjd+B4/A4ci9+A4/EbAO58xX6fNgAAAABAySO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAEyO0AQAAAICJEdoAAAAAwMQIbQAAAABgYoQ2AAAAADAxQhsAAAAAmBihDQAAAABMjNAGAAAAACZGaAMAAAAAE7ujQtv48eNlsVgUExNjGzMMQ6NGjVJAQIDc3d3Vpk0b7dy50+51WVlZGjx4sLy9veXh4aFu3brp6NGjdjVpaWmKjIyU1WqV1WpVZGSk0tPT7WoOHz6srl27ysPDQ97e3oqOjlZ2dvbtOlwAAAAAuHNC25YtW/TRRx+pSZMmduMTJ07U5MmTNX36dG3ZskV+fn7q0KGDzpw5Y6uJiYnRkiVLFBsbq4SEBJ09e1bh4eHKzc211URERCgxMVFxcXGKi4tTYmKiIiMjbfO5ubnq0qWLzp07p4SEBMXGxmrRokUaOnTo7T94AAAAAGXWHRHazp49q6eeekqzZs2Sl5eXbdwwDE2dOlWvv/66nnjiCQUHB2vu3Lk6f/68Fi5cKEnKyMjQJ598onfffVft27dX06ZNNX/+fP3yyy9auXKlJCk5OVlxcXH6+OOPFRoaqtDQUM2aNUv//e9/tWfPHklSfHy8du3apfnz56tp06Zq37693n33Xc2aNUuZmZkl/6UAAAAAKBPuiNA2aNAgdenSRe3bt7cbP3DggFJSUtSxY0fbmJubm1q3bq3169dLkrZt26acnBy7moCAAAUHB9tqNmzYIKvVqubNm9tqWrRoIavValcTHBysgIAAW01YWJiysrK0bdu26/aelZWlzMxMuwcAAAAAFJazoxu4mdjYWG3fvl1btmwpMJeSkiJJ8vX1tRv39fXVoUOHbDWurq52K3T5NfmvT0lJkY+PT4H39/Hxsau5+nO8vLzk6upqq7mW8ePHa/To0Tc7TAAAAAC4JlOvtB05ckT/+Mc/NH/+fJUvX/66dRaLxe65YRgFxq52dc216m+l5mojRoxQRkaG7XHkyJEb9gUAAAAAVzJ1aNu2bZtSU1MVEhIiZ2dnOTs7a+3atXrvvffk7OxsW/m6eqUrNTXVNufn56fs7GylpaXdsObEiRMFPv/kyZN2NVd/TlpamnJycgqswF3Jzc1Nnp6edg8AAAAAKCxTh7Z27drpl19+UWJiou3RrFkzPfXUU0pMTFTt2rXl5+enFStW2F6TnZ2ttWvXqmXLlpKkkJAQubi42NUcP35cSUlJtprQ0FBlZGRo8+bNtppNmzYpIyPDriYpKUnHjx+31cTHx8vNzU0hISG39XsAAAAAUHaZ+pq2SpUqKTg42G7Mw8NDVatWtY3HxMRo3Lhxqlu3rurWratx48apQoUKioiIkCRZrVb169dPQ4cOVdWqVVWlShUNGzZMjRs3tm1s0qBBA3Xq1En9+/fXhx9+KEl6/vnnFR4ervr160uSOnbsqIYNGyoyMlLvvPOOTp8+rWHDhql///6sngEAAAC4bUwd2grj5Zdf1oULFxQVFaW0tDQ1b95c8fHxqlSpkq1mypQpcnZ2Vo8ePXThwgW1a9dOc+bMkZOTk61mwYIFio6Otu0y2a1bN02fPt027+TkpGXLlikqKkqtWrWSu7u7IiIiNGnSpJI7WAAAAABljsUwDMPRTZQlmZmZslqtysjIuGNX6IJeXeboFsq8gxO6OLqFMo/fgePxO3AsfgOOx28AuPMVNhuY+po2AAAAACjrCG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDETB3axo8frwceeECVKlWSj4+Punfvrj179tjVGIahUaNGKSAgQO7u7mrTpo127txpV5OVlaXBgwfL29tbHh4e6tatm44ePWpXk5aWpsjISFmtVlmtVkVGRio9Pd2u5vDhw+ratas8PDzk7e2t6OhoZWdn35ZjBwAAAADJ5KFt7dq1GjRokDZu3KgVK1bo0qVL6tixo86dO2ermThxoiZPnqzp06dry5Yt8vPzU4cOHXTmzBlbTUxMjJYsWaLY2FglJCTo7NmzCg8PV25urq0mIiJCiYmJiouLU1xcnBITExUZGWmbz83NVZcuXXTu3DklJCQoNjZWixYt0tChQ0vmywAAAABQJjk7uoEbiYuLs3s+e/Zs+fj4aNu2bXrkkUdkGIamTp2q119/XU888YQkae7cufL19dXChQs1YMAAZWRk6JNPPtG8efPUvn17SdL8+fMVGBiolStXKiwsTMnJyYqLi9PGjRvVvHlzSdKsWbMUGhqqPXv2qH79+oqPj9euXbt05MgRBQQESJLeffdd9e3bV2PHjpWnp2cJfjMAAAAAygpTr7RdLSMjQ5JUpUoVSdKBAweUkpKijh072mrc3NzUunVrrV+/XpK0bds25eTk2NUEBAQoODjYVrNhwwZZrVZbYJOkFi1ayGq12tUEBwfbApskhYWFKSsrS9u2bbtuz1lZWcrMzLR7AAAAAEBh3TGhzTAMDRkyRA899JCCg4MlSSkpKZIkX19fu1pfX1/bXEpKilxdXeXl5XXDGh8fnwKf6ePjY1dz9ed4eXnJ1dXVVnMt48ePt10nZ7VaFRgYWJTDBgAAAFDG3TGh7cUXX9TPP/+szz//vMCcxWKxe24YRoGxq11dc636W6m52ogRI5SRkWF7HDly5IZ9AQAAAMCV7ojQNnjwYH3zzTdas2aN7rrrLtu4n5+fJBVY6UpNTbWtivn5+Sk7O1tpaWk3rDlx4kSBzz158qRdzdWfk5aWppycnAIrcFdyc3OTp6en3QMAAAAACsvUoc0wDL344otavHixVq9erVq1atnN16pVS35+flqxYoVtLDs7W2vXrlXLli0lSSEhIXJxcbGrOX78uJKSkmw1oaGhysjI0ObNm201mzZtUkZGhl1NUlKSjh8/bquJj4+Xm5ubQkJCiv/gAQAAAEAm3z1y0KBBWrhwob7++mtVqlTJttJltVrl7u4ui8WimJgYjRs3TnXr1lXdunU1btw4VahQQREREbbafv36aejQoapataqqVKmiYcOGqXHjxrbdJBs0aKBOnTqpf//++vDDDyVJzz//vMLDw1W/fn1JUseOHdWwYUNFRkbqnXfe0enTpzVs2DD179+f1TMAAAAAt42pQ9uMGTMkSW3atLEbnz17tvr27StJevnll3XhwgVFRUUpLS1NzZs3V3x8vCpVqmSrnzJlipydndWjRw9duHBB7dq105w5c+Tk5GSrWbBggaKjo227THbr1k3Tp0+3zTs5OWnZsmWKiopSq1at5O7uroiICE2aNOk2HT0AAAAASBbDMAxHN1GWZGZmymq1KiMj445doQt6dZmjWyjzDk7o4ugWyjx+B47H78Cx+A04Hr8B4M5X2Gxg6mvaAAAAAKCsI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAAAAAGBihDYAAAAAMDFCGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATc3Z0A3eiDz74QO+8846OHz+uRo0aaerUqXr44Ycd3RYAAABKUNCryxzdQpl3cEIXR7dQIlhpK6IvvvhCMTExev3117Vjxw49/PDD6ty5sw4fPuzo1gAAAACUQoS2Ipo8ebL69eun5557Tg0aNNDUqVMVGBioGTNmOLo1AAAAAKUQp0cWQXZ2trZt26ZXX33Vbrxjx45av379NV+TlZWlrKws2/OMjAxJUmZm5u1r9DbLyzrv6BbKvDv5z09pwe/A8fgdOBa/AcfjN+B4/A4c707/HeT3bxjGDesIbUXwxx9/KDc3V76+vnbjvr6+SklJueZrxo8fr9GjRxcYDwwMvC09omywTnV0B4Dj8TtAWcdvACg9v4MzZ87IarVed57QdgssFovdc8MwCozlGzFihIYMGWJ7npeXp9OnT6tq1arXfQ1un8zMTAUGBurIkSPy9PR0dDuAQ/A7APgdABK/AzMwDENnzpxRQEDADesIbUXg7e0tJyenAqtqqampBVbf8rm5ucnNzc1urHLlyrerRRSSp6cn/88JZR6/A4DfASDxO3C0G62w5WMjkiJwdXVVSEiIVqxYYTe+YsUKtWzZ0kFdAQAAACjNWGkroiFDhigyMlLNmjVTaGioPvroIx0+fFgDBw50dGsAAAAASiFCWxH17NlTp06d0pgxY3T8+HEFBwfru+++U82aNR3dGgrBzc1NI0eOLHDKKlCW8DsA+B0AEr+DO4nFuNn+kgAAAAAAh+GaNgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmxu6RKBP27dun/fv365FHHpG7u7sMw5DFYnF0W0CJyc3N1dKlS5WcnCyLxaIGDRro8ccfl5OTk6NbA0pMenq6vvrqK+3fv1/Dhw9XlSpVtH37dvn6+qp69eqObg+4rS5duqQFCxYoLCxMfn5+jm4HRcTukSjVTp06pZ49e2r16tWyWCzau3evateurX79+qly5cp69913Hd0icNvt27dPXbp00dGjR1W/fn0ZhqFff/1VgYGBWrZsmerUqePoFoHb7ueff1b79u1ltVp18OBB7dmzR7Vr19Ybb7yhQ4cO6bPPPnN0i8BtV6FCBSUnJ3OrqjsQp0eiVHvppZfk7Oysw4cPq0KFCrbxnj17Ki4uzoGdASUnOjpatWvX1pEjR7R9+3bt2LFDhw8fVq1atRQdHe3o9oASMWTIEPXt21d79+5V+fLlbeOdO3fWunXrHNgZUHKaN2+uxMRER7eBW8DpkSjV4uPjtXz5ct11111243Xr1tWhQ4cc1BVQstauXauNGzeqSpUqtrGqVatqwoQJatWqlQM7A0rOli1b9OGHHxYYr169ulJSUhzQEVDyoqKiNGTIEB05ckQhISHy8PCwm2/SpImDOsPNENpQqp07d85uhS3fH3/8ITc3Nwd0BJQ8Nzc3nTlzpsD42bNn5erq6oCOgJJXvnx5ZWZmFhjfs2ePqlWr5oCOgJLXs2dPSbI7y8Jisdiu9c/NzXVUa7gJTo9EqfbII4/YXadgsViUl5end955R23btnVgZ0DJCQ8P1/PPP69NmzbJMAwZhqGNGzdq4MCB6tatm6PbA0rE448/rjFjxignJ0fS5X8fHD58WK+++qqefPJJB3cHlIwDBw4UePz222+2/wvzYiMSlGq7du1SmzZtFBISotWrV6tbt27auXOnTp8+rf/9739swIAyIT09XX369NG3334rFxcXSZd3EevWrZvmzJkjq9Xq4A6B2y8zM1OPPfaYdu7cqTNnziggIEApKSkKDQ3Vd999V+A0MQAwE0IbSr2UlBR98MEH2r59u/Ly8nT//fdr0KBB8vf3d3RrQInau3evdu/eLcMw1LBhQ919992ObgkocatXr7b790H79u0d3RJQoubNm6eZM2fqwIED2rBhg2rWrKmpU6eqVq1aevzxxx3dHq6D0AYApdzevXtVt25dR7cBAHCwGTNm6M0331RMTIzGjh2rpKQk1a5dW3PmzNHcuXO1Zs0aR7eI6yC0odT78ccf9eGHH+q3337Tf/7zH1WvXl3z5s1TrVq19NBDDzm6PeC2K1eunPz9/dW6dWu1bt1abdq0Uf369R3dFlDiVq1apVWrVik1NVV5eXl2c59++qmDugJKTsOGDTVu3Dh1795dlSpV0k8//aTatWsrKSlJbdq00R9//OHoFnEdbESCUm3RokUKCwuTu7u7tm/frqysLEnSmTNnNG7cOAd3B5SM48ePa9KkSfL09NSUKVPUoEED+fv7q1evXpo5c6aj2wNKxOjRo9WxY0etWrVKf/zxh9LS0uweQFlw4MABNW3atMC4m5ubzp0754COUFistKFUa9q0qV566SU9/fTTdn+jlJiYqE6dOnFvHpRJ+/bt07/+9S8tWLBAeXl5bPGMMsHf318TJ05UZGSko1sBHKZhw4YaP368Hn/8cbv/Lnrvvfc0d+5cbdu2zdEt4jq4TxtKtT179uiRRx4pMO7p6an09PSSbwhwgLNnzyohIUE//PCD1q5dq8TERDVo0ECDBw9W69atHd0eUCKys7PVsmVLR7cBONTw4cM1aNAgXbx4UYZhaPPmzfr88881fvx4ffzxx45uDzdAaEOp5u/vr3379ikoKMhuPCEhQbVr13ZMU0AJ8/LyUpUqVRQZGal//vOfeuihh9jmH2XOc889p4ULF+qNN95wdCuAwzzzzDO6dOmSXn75ZZ0/f14RERGqXr26/v3vf6tXr16Obg83QGhDqTZgwAD94x//0KeffiqLxaJjx45pw4YNGjZsmN58801HtweUiC5duighIUHz5s3TkSNHdPjwYbVp00YNGjRwdGtAibl48aI++ugjrVy5Uk2aNLHdszDf5MmTHdQZULL69++v/v37648//lBeXp58fHwc3RIKgWvaUOq9/vrrmjJlii5evCjp8sW2w4YN01tvveXgzoCS9fPPP2vt2rVau3atfvzxR1ksFrVp00axsbGObg247dq2bXvdOYvFotWrV5dgNwBQNIQ2lFq5ublKSEhQ48aNVb58ee3atUt5eXlq2LChKlas6Oj2AIfYsWOH1qxZozVr1iguLk4Wi0XZ2dmObgsAUAJOnDihYcOG2W59cXUMYGMq8yK0oVQrX768kpOTVatWLUe3ApS4Rx99VIsXL9bs2bP1ww8/6Mcff9SZM2d033332e7X9sgjj8jT09PRrQIlIj09Xfv27ZPFYlGdOnVUuXJlR7cElKjOnTvr8OHDevHFF+Xv7y+LxWI3//jjjzuoM9wMoQ2l2gMPPKAJEyaoXbt2jm4FKHFOTk46fvy4HnvsMbVp04aQhjLr4MGDGjRokJYvX25bWbBYLOrUqZOmT59eYLMqoLSqVKmSfvzxR913332ObgVFxEYkKNXGjh1ru34tJCREHh4edvP8xytKs/z/ON26dauDOwEc58iRI2rRooVcXFz01ltvqUGDBjIMQ8nJyZoxY4ZCQ0O1ZcsW3XXXXY5uFbjtAgMDC5wSiTsDK20o1cqVK2f731eeAmAYhiwWC+duo1QrV66c9u7dq2rVqt2wjr+8QGn27LPPav/+/Vq+fLnKly9vN3fhwgV16tRJd999tz755BMHdQiUnPj4eL377rv68MMPWWG+wxDaUKqtXbv2hvPcWBilWbly5Qpcr3Al/vICZUFAQIC+/PJLPfTQQ9ecX7dunXr16qVjx46VcGdAyfDy8rL7d8G5c+d06dIlVahQocCtL06fPl3S7aGQOD0SpRqhDGXdV199pSpVqji6DcBhTp06dcMVhdq1a+vUqVMl1xBQwqZOneroFlAMCG0o9dLT07V582alpqYqLy/Pbu7pp592UFdAyWjVqhU3TkWZFhAQoJ07d173mrWkpCT5+/uXcFdAyenTp4+jW0AxILShVPv222/11FNP6dy5c6pUqZLd6QEWi4XQBgCl3OOPP67hw4fr/vvvL3B9Z2pqql555RV1797dMc0BJSx/V+Gr/zLv1KlT8vHx4XR5E+OaNpRq9erV02OPPaZx48apQoUKjm4HKFG1atXS1q1bVbVqVUe3AjhMWlqamjdvrpSUFPXu3Vv33HOPJGnXrl1auHCh/Pz8tHHjRk4jRplQrlw5paSkFAhtx44dU506dXThwgUHdYabYaUNpdrvv/+u6OhoAhvKpAMHDji6BcDhvLy8tGnTJr322muKjY1Venq6JKly5cqKiIjQ2LFjCWwo9d577z1Jl88y+vjjj1WxYkXbXG5urtatW2f7Cw2YEyttKNWeeOIJ9erVSz169HB0KwAABzMMQydPnpQkVatW7Ya7qwKlSa1atSRJhw4d0l133SUnJyfbnKurq4KCgjRmzBg1b97cUS3iJghtKHW++eYb2/8+efKkxowZo2eeeUaNGzcusLVtt27dSro9AAAAh2jbtq0WL16sS5cuqVy5cpw+fwchtKHUufKG2jfC/akAAEBZkZ6ertdee01ffvml0tLSJF0+fbhXr17617/+pcqVKzu2QdwQoQ0ASrnPPvtMPXv2lJubm914dna2YmNj2UUVAEq506dPKzQ0VL///rueeuopNWjQQIZhKDk5WQsXLlRgYKDWr18vLy8vR7eK6yC0oVR69NFHtXjxYv7WCBBbPANAWRcTE6NVq1Zp5cqV8vX1tZtLSUlRx44d1a5dO02ZMsVBHeJmCnceGXCH+eGHH5Sdne3oNgBTMAzjmhsuHD16VFar1QEdASXvs88+U1ZWVoHx7OxsffbZZw7oCCg5S5cu1aRJkwoENkny8/PTxIkTtWTJEgd0hsJipQ2l0vXuQwKUJU2bNpXFYtFPP/2kRo0aydn5/+/ykpubqwMHDqhTp0768ssvHdglUDJYcUZZ5ubmpv379+uuu+665vzRo0d199136+LFiyXcGQqL+7Sh1Dpz5ozKly9/wxpPT88S6gYoed27d5ckJSYmKiwszO6+PPlbPD/55JMO6g4oWaw4oyzz9vbWwYMHrxvaDhw4wE6SJsdKG0qlcuXK3fD+O/n/8uZvVlHa5ebmat68eQoLC5O/v7+j2wFKHCvOgNSvXz/t27dPK1askKurq91cVlaWwsLCVKdOHX3yyScO6hA3w0obSq2vvvpKVapUcXQbgEM5OTlp4MCBSk5OdnQrgEOw4gxIo0ePVrNmzVS3bl0NGjRI99xzjyRp165d+uCDD5SVlaV58+Y5uEvcCCttKJW4pg34fw888IAmTJigdu3aOboVwCFYcQYunwIZFRWl+Ph45f/nv8ViUYcOHTR9+nTdfffdDu4QN0JoQ6lEaAP+X3x8vF555RW99dZbCgkJkYeHh90813aiLChfvrySk5NVq1YtR7cCOFRaWpr27t0rSbr77rs5K+kOQWhDqVSrVi1t3bqVi2oBXf5LjHxXXuvJtZ0oS1hxBnAnI7QBQCm3du3aG863bt26hDoBHIcVZwB3MkIbAAAo9VhxBnAnY/dIACgjzp8/r8OHDys7O9tuvEmTJg7qCCg5a9ascXQLAHDLWGkDgFLu5MmTeuaZZ/T9999fc54VBgAAzK3czUuAO9dnn32mrKysAuPZ2dn67LPPHNARUPJiYmKUlpamjRs3yt3dXXFxcZo7d67q1q2rb775xtHtASXq/Pnz2r17t37++We7BwCYGSttKNWcnJx0/PjxAlv/nzp1Sj4+PqwwoEzw9/fX119/rQcffFCenp7aunWr6tWrp2+++UYTJ05UQkKCo1sEbjtWnAHcyVhpQ6mWf4H51Y4ePSqr1eqAjoCSd+7cOdtfXFSpUkUnT56UJDVu3Fjbt293ZGtAiWHFGcCdjI1IUCo1bdpUFotFFotF7dq1k7Pz//9Rz83N1YEDB9SpUycHdgiUnPr162vPnj0KCgrSfffdpw8//FBBQUGaOXOm/P39Hd0eUCJWr16tr7/+Wg888IDKlSunmjVrqkOHDvL09NT48ePVpUsXR7cIANdFaEOp1L17d0lSYmKiwsLCVLFiRducq6urgoKC9OSTTzqoO6BkxcTE6NixY5KkkSNHKiwsTAsWLJCrq6vmzJnj2OaAEnKtFed69eqx4gzgjkBoQ6k0cuRI5ebmqmbNmgoLC2M1AWXaU089ZfvfTZs21cGDB7V7927VqFFD3t7eDuwMKDmsOAO4k7ERCUq18uXLKzk5WbVq1XJ0K0CJO3/+vIYPH66lS5cqJydH7du313vvvUdQQ5m0YMECZWdn65lnntGOHTsUFhamU6dO2Vace/bs6egWAeC6CG0o1R544AFNmDBB7dq1c3QrQIkbPny4PvjgAz311FMqX768Pv/8c7Vp00b/+c9/HN0a4HD5W/+z4gzgTkBoQ6kWHx+vV155RW+99ZZCQkLk4eFhN+/p6emgzoDbr06dOho7dqx69eolSdq8ebNatWqlixcvysnJycHdASWDFWcApQGhDaVauXL/f1eLK7f+z78VAPflQWnm6uqqAwcOqHr16rYxd3d3/frrrwoMDHRgZ0DJYcUZQGnARiQo1dasWePoFgCHyc3Nlaurq92Ys7OzLl265KCOgJK3ePFiffLJJ7YV5969e6tVq1bKzc1lxRnAHYOVNgAopcqVK6fOnTvLzc3NNvbtt9/q0UcftTtVePHixY5oDygRrDgDKA1YaUOZcP78eR0+fFjZ2dl2402aNHFQR8Dt16dPnwJjvXv3dkAngOOw4gygNGClDaXayZMn9cwzz+j777+/5jzXtAFA6caKM4DSgJU2lGoxMTFKS0vTxo0b1bZtWy1ZskQnTpzQv/71L7377ruObg8AcJux4gygNGClDaWav7+/vv76az344IPy9PTU1q1bVa9ePX3zzTeaOHGiEhISHN0iAAAAcEPlbl4C3LnOnTsnHx8fSVKVKlV08uRJSVLjxo21fft2R7YGAAAAFAqhDaVa/fr1tWfPHknSfffdpw8//FC///67Zs6cKX9/fwd3BwAAANwcp0eiVFuwYIGys7P1zDPPaMeOHQoLC9OpU6fk6uqqOXPmqGfPno5uEQAAALghQhvKlPPnz2v37t2qUaOGvL29Hd0OAAAAcFOcHolS6fz58xo0aJCqV68uHx8fRURE6I8//lCFChV0//33E9gAAABwxyC0oVQaOXKk5syZoy5duqhXr15asWKFXnjhBUe3BQAAABQZp0eiVKpTp47Gjh2rXr16SZI2b96sVq1a6eLFi3JycnJwdwAAAEDhEdpQKrm6uurAgQOqXr26bczd3V2//vqrAgMDHdgZAAAAUDScHolSKTc3V66urnZjzs7OunTpkoM6AgAAAG6Ns6MbAG4HwzDUt29fubm52cYuXryogQMHysPDwza2ePFiR7QHAAAAFBqhDaVSnz59Coz17t3bAZ0AAAAAfw7XtAEAAACAiXFNGwAAAACYGKENAAAAAEyM0AYAAAAAJkZoAwAAAAATI7QBAAAAgIkR2gAAAADAxAhtAIAyrU2bNoqJiSkwvnTpUlksFrux7OxsTZw4Uffee68qVKggb29vtWrVSrNnz1ZOTo4kqW/fvrJYLLJYLHJ2dlaNGjX0wgsvKC0t7YZ9jBo1yvY6JycnBQYG6rnnntPJkyf/1PHNmTNHlStX/lPvAQBwLG6uDQBAIWRnZyssLEw//fST3nrrLbVq1Uqenp7auHGjJk2apKZNm+q+++6TJHXq1EmzZ8/WpUuXtGvXLj377LNKT0/X559/fsPPaNSokVauXKnc3Fzt2LFD/fr10++//67vv//+lnrOD5IAgDsbK20AABTC1KlTtW7dOq1atUqDBg3Sfffdp9q1aysiIkKbNm1S3bp1bbVubm7y8/PTXXfdpY4dO6pnz56Kj4+/6Wc4OzvLz89P1atXV3h4uKKjoxUfH68LFy4oLi5ODz30kCpXrqyqVasqPDxc+/fvt7324MGDslgs+vLLL9WmTRuVL19e8+fP1zPPPKOMjAzbKt6oUaNux9cDALiNCG0AABTCggUL1L59ezVt2rTAnIuLizw8PK75ut9++01xcXFycXEp8me6u7srLy9Ply5d0rlz5zRkyBBt2bJFq1atUrly5fSXv/xFeXl5dq955ZVXFB0dreTkZLVr105Tp06Vp6enjh8/ruPHj2vYsGFF7gMA4FicHgkAQCHs3btXbdq0KVTtf//7X1WsWFG5ubm6ePGiJGny5MlF+rzdu3drxowZevDBB1WpUiU9+eSTdvOffPKJfHx8tGvXLgUHB9vGY2Ji9MQTT9ieW61WWSwW+fn5FenzAQDmwUobAACFYBhGgY1Jrqdt27ZKTEzUpk2bNHjwYIWFhWnw4ME3fd0vv/yiihUryt3dXQ0bNlRgYKAWLFggSdq/f78iIiJUu3ZteXp6qlatWpKkw4cP271Hs2bNinhkAACzI7QBAMo0T09PZWRkFBhPT0+Xp6en7Xm9evWUnJxcqPf08PDQ3XffrSZNmui9995TVlaWRo8efdPX1a9fX4mJidq1a5cuXLig1atX6+6775Ykde3aVadOndKsWbO0adMmbdq0SdLlDVKu/mwAQOlCaAMAlGn33HOPtm7dWmB8y5Ytql+/vu15RESEVq5cqR07dhSozb/m7HpGjhypSZMm6dixYzfsxdXVVXfffbdq1aolNzc32/ipU6eUnJysf/7zn2rXrp0aNGhw01sIXPmeubm5haoFAJgToQ0AUKZFRUVp//79GjRokH766Sf9+uuvev/99/XJJ59o+PDhtrqYmBi1atVK7dq10/vvv6+ffvpJv/32m7788ks1b95ce/fuve5ntGnTRo0aNdK4ceNuqUcvLy9VrVpVH330kfbt26fVq1dryJAhhXptUFCQzp49q1WrVumPP/7Q+fPnb6kHAIDjENoAAGVaUFCQfvzxR+3fv18dO3bUAw88oDlz5mjOnDn629/+Zqtzc3PTihUr9PLLL+vDDz9UixYt9MADD+i9995TdHS03WYg1zJkyBDNmjVLR44cKXKP5cqVU2xsrLZt26bg4GC99NJLeueddwr12pYtW2rgwIHq2bOnqlWrpokTJxb58wEAjmUxDMNwdBMAAAAAgGtjpQ0AAAAATIzQBgAAAAAmRmgDAAAAABMjtAEAAACAiRHaAAAAAMDECG0AAAAAYGKENgAAAAAwMUIbAAAAAJgYoQ0AAAAATIzQBgAAAAAmRmgDAAAAABP7P4LJSD9BL7mUAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#21- Visualize Q3 (2)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "ucr_counts.plot(kind='bar')\n",
    "plt.xlabel('UCR Part')\n",
    "plt.ylabel('Count of Crimes')\n",
    "plt.title('Counts of Crimes by UCR Part')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Give a conclusion of your answer in Q3: (1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tfygraWTNqhM"
   },
   "source": [
    "### Q4. Which district in boston is the most dangerous district and which one is the safest?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### District Names\n",
    "\n",
    "To help you understand what is the name of each direct. Let us replace the code of district with its real name. This is has been done for you."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/8b/bz6mhfz974x5g897q47nh_3r0000gn/T/ipykernel_1752/3690835975.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df.DISTRICT.replace({'A1' : 'Downtown',\n"
     ]
    }
   ],
   "source": [
    "#22- Please, don't touch this code\n",
    "df.DISTRICT.replace({'A1' : 'Downtown',\n",
    "'A15': 'Charlestown',\n",
    "'A7': 'East Boston',\n",
    "'B2': 'Roxbury',\n",
    "'B3': 'Mattapan',\n",
    "'C6': 'South Boston',\n",
    "'C11': 'Dorchester',\n",
    "'D4': 'South End',\n",
    "'D14': 'Brighton',\n",
    "'E5': 'West Roxbury',\n",
    "'E13': 'Jamaica Plain',\n",
    "'E18':'Hyde Park'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Roxbury          46561\n",
      "Dorchester       40991\n",
      "South End        38530\n",
      "Mattapan         33939\n",
      "Downtown         32274\n",
      "South Boston     22050\n",
      "Brighton         19068\n",
      "Hyde Park        16701\n",
      "Jamaica Plain    16617\n",
      "East Boston      13070\n",
      "West Roxbury     12835\n",
      "Charlestown       6157\n",
      "Name: DISTRICT, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "#23- Calculate the counts of crimes that is based on district (2)\n",
    "\n",
    "ucr_counts2 = df['DISTRICT'].value_counts()\n",
    "print(ucr_counts2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 417
    },
    "id": "VbxJpT5-NbQf",
    "outputId": "04618024-6607-4984-c6ce-2e01ec9c99b4"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#24- Visualize Q4 (2)\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "ucr_counts2.plot(kind='bar')\n",
    "plt.xlabel('UCR Part')\n",
    "plt.ylabel('Count of Crimes')\n",
    "plt.title('Counts of Crimes by UCR Part')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Marks [40/4] = [10] Total Marks"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "provenance": [],
   "toc_visible": true
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}