{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Group: GroundZero\n", "\n", "\n", "## Team Members: Duggal Vidurveer, Kharbanda Pranshu, Damani Mehul, Vencent Yeo Shyn Yaw\n", "\n", "## Data Set: Aircraft Accidents and Incidents\n", "### https://www.kaggle.com/khsamaha/aviation-accident-database-synopses" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our code is in the following order:-\n", "\n", "1) Countplots and Catplots for various individual parameters:\n", " - Months and Years (Separately)\n", " - Months and Years (Combined)\n", " - Includes correlation and heatmap for accidents in relation to Months and Years\n", " - Broad Phase of Flight\n", " - Manufacturers\n", " - Includes Incidents for Manufacturer's aircrafts (Cessna and Piper)\n", " - Cessna and Piper top model aircraft accidents\n", " - Input Aircraft Manufacturers to get respective crashes over the years\n", " - Purpose of Flight\n", " - Sample Plots for Cessna in Commercial and Personal/Instructional purpose\n", " - Input aircraft manufacturer to get respective correlation for required purpose\n", " - Weather Conditions\n", " \n", "2) Plot of Aircraft Incidents on the World Map color-coded according to Aircraft Damage (Minor, Substantial, Destroyed)\n", "\n", "3) Predicition of total accidents in an input year and their distribution based of Aircraft Makes\n", "\n", "4) Predictions based on parameter inputs - Using Random Forest Classifier" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#Importing basic libraries\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import seaborn as sb\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Event.IdInvestigation.TypeAccident.NumberEvent.DateLocationCountryLatitudeLongitudeAirport.CodeAirport.Name...Purpose.of.FlightAir.CarrierTotal.Fatal.InjuriesTotal.Serious.InjuriesTotal.Minor.InjuriesTotal.UninjuredWeather.ConditionBroad.Phase.of.FlightReport.StatusPublication.Date
020200102X82407AccidentWPR20CA05531/12/2019Elk, CAUnited States39.128611-123.715833LLRLittle River...PersonalNaNNaNNaNNaN1.0VMCTAKEOFFFactual13/1/2020
120191231X83852AccidentCEN20FA04931/12/2019OLATHE, KSUnited States38.846111-94.736111OJCJohnson County Executive...PersonalNaN2.0NaNNaNNaNVMCTAKEOFFPreliminary8/1/2020
220200102X54844AccidentANC20CA01131/12/2019Fairbanks, AKUnited States64.666945-148.133334NaNNaN...PersonalNaNNaNNaNNaN2.0NaNNaNPreliminary2/1/2020
320191230X91852AccidentCEN20CA04830/12/2019GRANBURY, TXUnited States32.365556-97.645000NaNNaN...PersonalNaNNaNNaNNaN1.0NaNNaNPreliminary31/12/2019
420191228X62945NaNWPR20CA05328/12/2019Missoula, MTUnited StatesNaNNaNMSONaN...NaNNaNNaNNaNNaNNaNNaNNaNPreliminary3/1/2020
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5 rows × 31 columns

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" ], "text/plain": [ " Event.Id Investigation.Type Accident.Number Event.Date \\\n", "0 20200102X82407 Accident WPR20CA055 31/12/2019 \n", "1 20191231X83852 Accident CEN20FA049 31/12/2019 \n", "2 20200102X54844 Accident ANC20CA011 31/12/2019 \n", "3 20191230X91852 Accident CEN20CA048 30/12/2019 \n", "4 20191228X62945 NaN WPR20CA053 28/12/2019 \n", "\n", " Location Country Latitude Longitude Airport.Code \\\n", "0 Elk, CA United States 39.128611 -123.715833 LLR \n", "1 OLATHE, KS United States 38.846111 -94.736111 OJC \n", "2 Fairbanks, AK United States 64.666945 -148.133334 NaN \n", "3 GRANBURY, TX United States 32.365556 -97.645000 NaN \n", "4 Missoula, MT United States NaN NaN MSO \n", "\n", " Airport.Name ... Purpose.of.Flight Air.Carrier \\\n", "0 Little River ... Personal NaN \n", "1 Johnson County Executive ... Personal NaN \n", "2 NaN ... Personal NaN \n", "3 NaN ... Personal NaN \n", "4 NaN ... NaN NaN \n", "\n", " Total.Fatal.Injuries Total.Serious.Injuries Total.Minor.Injuries \\\n", "0 NaN NaN NaN \n", "1 2.0 NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN \n", "\n", " Total.Uninjured Weather.Condition Broad.Phase.of.Flight Report.Status \\\n", "0 1.0 VMC TAKEOFF Factual \n", "1 NaN VMC TAKEOFF Preliminary \n", "2 2.0 NaN NaN Preliminary \n", "3 1.0 NaN NaN Preliminary \n", "4 NaN NaN NaN Preliminary \n", "\n", " Publication.Date \n", "0 13/1/2020 \n", "1 8/1/2020 \n", "2 2/1/2020 \n", "3 31/12/2019 \n", "4 3/1/2020 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Reading CSV file and ensuring correct encoding\n", "\n", "aviation_data = pd.read_csv(\"AviationData.csv\", encoding=\"latin1\")\n", "aviation_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Checking DataFrame entities" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Data type : \n", "Data dims : (84262, 31)\n" ] } ], "source": [ "#Checking vital stats\n", "\n", "print(\"Data type : \", type(aviation_data))\n", "print(\"Data dims : \", aviation_data.shape)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Event.Id object\n", "Investigation.Type object\n", "Accident.Number object\n", "Event.Date object\n", "Location object\n", "Country object\n", "Latitude float64\n", "Longitude float64\n", "Airport.Code object\n", "Airport.Name object\n", "Injury.Severity object\n", "Aircraft.Damage object\n", "Aircraft.Category object\n", "Registration.Number object\n", "Make object\n", "Model object\n", "Amateur.Built object\n", "Number.of.Engines float64\n", "Engine.Type object\n", "FAR.Description object\n", "Schedule object\n", "Purpose.of.Flight object\n", "Air.Carrier object\n", "Total.Fatal.Injuries float64\n", "Total.Serious.Injuries float64\n", "Total.Minor.Injuries float64\n", "Total.Uninjured float64\n", "Weather.Condition object\n", "Broad.Phase.of.Flight object\n", "Report.Status object\n", "Publication.Date object\n", "dtype: object\n" ] } ], "source": [ "#Checking Variable Data types\n", "\n", "print (aviation_data.dtypes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1) COUNTPLOTS AND CATPLOTS" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Accidents by Month and Year (Separately)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "#Extracting Date of Incidents and removing accidents before 1982\n", "\n", "event_time = pd.to_datetime(aviation_data[\"Event.Date\"], dayfirst=True)\n", "years = event_time.dt.year\n", "months = event_time.dt.month\n", "for count in range(len(years)):\n", " if years[count]<1982:\n", " years=years.drop(count)\n", " months=months.drop(count)\n", " aviation_data=aviation_data.drop(count)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearAccidents per Year
020191479
120181622
220171601
320161631
420151600
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" ], "text/plain": [ " Year Accidents per Year\n", "0 2019 1479\n", "1 2018 1622\n", "2 2017 1601\n", "3 2016 1631\n", "4 2015 1600" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Making DataFrame of Accidents per Year\n", "\n", "count_per_year=[]\n", "year=[]\n", "for x in years.index:\n", " check=0\n", " for y in range(len(year)):\n", " if years[x]==year[y]:\n", " count_per_year[y]+=1\n", " check=1\n", " break\n", " if check==0:\n", " year.append(years[x])\n", " count_per_year.append(1)\n", " \n", "data_year=[]\n", "for x in range(len(year)):\n", " data_year.append([year[x], count_per_year[x]])\n", "accidents_per_year = pd.DataFrame(data_year, columns=[\"Year\",\"Accidents per Year\"])\n", "max_year = max(count_per_year)\n", "accidents_per_year.head()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MonthAccidents per Month
No.
1January4717
2February4969
3March6346
4April6911
5May8125
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" ], "text/plain": [ " Month Accidents per Month\n", "No. \n", "1 January 4717\n", "2 February 4969\n", "3 March 6346\n", "4 April 6911\n", "5 May 8125" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Making DataFrame of Accidents per Month\n", "\n", "#Giving the Months names rather than numbers for ease of understanding\n", "\n", "Months_arr = [\"January\", \"February\", \"March\", \"April\", \"May\", \"June\", \"July\", \"August\", \"September\", \"October\", \"November\", \"December\"]\n", "months_names=months.astype(str)\n", "for x in range(len(months_names)):\n", " months_names.at[x] = Months_arr[months[x]-1]\n", "\n", "count_per_month=[]\n", "month=[]\n", "month_num=[]\n", "for x in months_names.index:\n", " check=0\n", " for y in range(len(month)):\n", " if months_names[x]==month[y]:\n", " count_per_month[y]+=1\n", " check=1\n", " break\n", " if check==0:\n", " month.append(months_names[x])\n", " count_per_month.append(1)\n", " month_num.append(months[x])\n", " \n", "data_month=[]\n", "for x in range(len(month)):\n", " data_month.append([month_num[x], month[x], count_per_month[x]])\n", "accidents_per_month = pd.DataFrame(data_month, columns=[\"No.\", \"Month\",\"Accidents per Month\"])\n", "accidents_per_month = accidents_per_month.sort_values(by=\"No.\", ascending=True)\n", "accidents_per_month = accidents_per_month.set_index(\"No.\")\n", "accidents_per_month.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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xcXF5Hsfp06cxZMgQ2Nraqm2T5FSU/JeSkoJ58+bB0dERzZs3r3D1UVtbW3h7e0MIgRkzZuDp06eFin/79m14e3vDwcEBVlZWcHJywvfff69UbuSur+e8R58/f17jfT01NRXLly9Hjx49lNoK0tzPktz1yUuXLsn1SScnJ/zyyy8AgOTkZPj4+KBNmzZo06YN/Pz8lMqq3IQQ2LRpE5ydnWFtbY3u3btj/fr1auummZmZ2LhxI/r27Qtra2vY29vjiy++wOXLl5XCFeR5Z3k1fPhw1KhRA1euXFHK4wU9dsnz58+xYMECdO3aFVZWVujcuTPc3d2xY8cOueyWMA9omSAqglGjRgmFQiHOnTsnL/vtt9+EpaWl2LBhg3j+/LlISkoSR48eFfb29mLChAlqt6NQKETfvn2Fh4eHuH79ukhKShJbt24VCoVCzJ07VyX8jBkzhEKhENHR0UrLz507JxQKhVi5cqXS8qKmqU+fPmLo0KHi/PnzIiUlRWzfvl0oFAohhBDTp08XCoVCnD59WiVuSEiI6NKli8jOzs7z/FU0CoVCPv6coqOjVa5HVlaW8PT0FC1bthS7d+8WL1++FNHR0cLLy0tYWVmJP//8U2kb9+/fFwqFQgwdOlR8+umn4tatWyI9PV2cPn1a2Nvbiy5duoiEhASlOLt27RIKhUJ8+umnwtfXVzx8+FAkJCSIkSNHilmzZgkhhPjjjz+EQqEQq1evVkl3x44dRffu3VWWW1lZiTFjxog7d+6IV69eicjISOHm5ibatm0rHj16pBJ+6tSpQqFQCE9PT7F582aRkJAgbt++Ldq2bSv2798vzpw5IxQKhZgyZYpK3MzMTNGhQwel39DbKmc+OXDggFAoFKJXr17i9evXSuHCw8PFxx9/LLKysuTf+t69e1W216pVK+Hp6Slu374tXycPDw9hb28vYmNjVcJL2/L09BQbN26Ur1P79u3l7f/555/C1tZWuLu7izt37oiXL1+KS5cuCRcXF5WyTjqeYcOGibFjx4q7d++K58+fi8WLFwuFQiHWr1+v5TP4bhoxYoRYvny5EEKI/fv3C4VCIdq1aycyMjJUwkr3AGdnZ+Hl5SUePnwoXr58KQ4dOiSsra1Fv379xMuXL5XirFy5Ui5HFi1aJB4/fiwePXokevfurXQvUSgUYtSoUSr7lO6DVPLKsgx5F+/55Z26OqgQmn+rmuqORSnL161bJxQKhZg3b55ISEgQiYmJclkSEBCg3QOlQtN23pgxY4bS8hEjRgiFQiFu3rypsq2ff/5ZDB8+XAtHQTkVpi4g/RZzX39N1zM7O1t8+umnwtLSUmzbtk2kpKSIJ0+eiFmzZglnZ2e19xBN2xJCfb3g0aNH4qOPPpLrl+np6SIyMlIMHz5cJaym9mxF8vTpU2FjYyMUCoWYNm2auH//fr5xbt68Kezt7UWvXr3E1atXRXp6ujh79qxwcHAQ/fr1E6mpqUrh9+7dK9f5/Pz8xJMnT0RKSorYunWrsLS0FJ6enir1g/zqbIUt26XteXt7i5CQEJGcnCyOHTsmWrZsKcaOHSv27dsntmzZIhITE8W1a9fExx9/LDp06CDS0tKUtiPlpyFDhgh3d3dx8+ZNkZ6eLkJDQ0Xbtm1F586dRXx8vFKcoKAg0bx5czF+/Hjx6NEjkZKSIn7++WfRokULMXPmTJW0FqQdVN5MnjxZKBQKsWTJknzDnj59WigUCtGhQwd52YEDB0SLFi2Et7e3iI2NFampqeLs2bOie/fuKmW+lJ80nYvbt2+Ldu3aib59+8r5859//hHOzs7C0dFRPHz4UCm89DseOXKkGDduXIHaJEXNf15eXiIwMFC8ePFC/P3338La2rpCPFvIWa9//fq18PLykvNo7t/ujBkz1Ja358+fF7a2tsLNzU1+dnPmzBnh4OAgevfuLZ4/fy6HlZ4LTZ48WWU72dnZonPnzuLMmTPystTUVOHi4iJatWoljh07JtLT08Xt27fFsGHDhJ2dnbhx44ba4xk2bJgYP368ePDggUhISBAzZ84UCoVC/Pbbb8LX11dcvHhRJCcnix07dgiFQiG+/vprlfRI133UqFFixYoV4vnz5yIxMVEsXbpUKBQK4efnpxQ+KytLfP755+KDDz4QO3fuFGlpaSImJkaMGzdOWFlZiT/++ENlH/k97yxt0vn7+OOP8wwn5ROpXCjssT958kR069ZNdOnSRZw/f16kp6eLhw8fimnTpqnce5kHtI9fPpHW1KhRA66urhgzZgxq1qwJIyMj9OjRA19++SWOHj2q8W2fmzdvYsaMGWjRogWMjIzg7u6O9957D4cPHy6zNN26dQs+Pj6wt7eHoaEhhg4dit69ewMAhg4dCgD49ddfVeLt2rULgwcPRqVKb+dPK/dbI926dVMJs23bNoSFhWHYsGFwdXVF1apV0ahRI3z//ffQ09ODn5+f0ltZkitXruC7777De++9B319fXTu3Bk+Pj74999/NY7jHBcXh++++w7m5uYwMTHB559/DhsbmyIfX/PmzbFo0SI0a9YMVapUQfPmzfHDDz8gMTERmzdv1hivUaNG8PDwgImJCSwsLDB27Fg0bNgQHTp0QKNGjXD06FE8e/ZMKc7JkydhaGj4zg0N1bt3b5ibm+POnTs4fvy40rr169dj9OjRGodWkFhaWmLBggWwsLBQuk5JSUnYtGmTxnj169eHp6en0nVq1KgR0tPTMW3aNOjp6WHVqlVo1qwZqlatChsbG3lCW3WuXr2KBQsW4D//+Q9q1qyJKVOmwMjIiG/Aa0FMTAz++usv9O/fHwDg5OQEAwMDPHv2DKGhoRrjxcXFYcmSJTA3N0fVqlXRp08feHl5ISoqChs3blQbR0dHBz4+Pqhbty7q1asHLy8vvP/++yVyXFR8pV2GvMv3/HdF7rLc29sb1atXVynLIyMjsXz5clhYWGDOnDkwMTGBsbExJkyYAHt7e6xevZpj0b/lpPJg586dKut2796NYcOGlXaS3mpFrQsU1L59+/Dnn39i0KBBcHNzg6GhIczMzDB//nxkZGQUe/sAcOzYMSQnJ8PDwwPNmjWDvr6+3N54G9WuXRve3t4AgAMHDqBHjx5wdXXFmjVrcPPmTbVxZsyYgcTERHz33Xdo2bIl9PX10b59e0ybNg1RUVFYt26d2nhZWVnw9/eHmZkZDA0N4e7ujkGDBiEsLAxBQUEFTnNxyvYPP/wQnTp1QvXq1eHk5ARHR0eEhIQgIiICn376KYyNjfHBBx9g5MiRiI+Pxx9//KF2O1euXME333yD999/H/r6+ujYsSN8fX3x6NEjLFu2TA4XHx+POXPmoEaNGli8eDHq1asHQ0NDfPLJJxgwYAD27t2Ls2fPqt2HpnZQeSR9iV6Qoa/r1asH4M25SU1NRVxcHL766is0bNgQixcvRoMGDWBgYID27dvjm2++KXRapk+fjsTERKxatUrOn7a2tvjhhx8QFxeHWbNmqY13/fp1LF68ON82SXHyn62tLVxcXFCjRg20atUKo0ePRu3atQt9jGVJR0cHCxcuRP369REWFpZnW16SkZGBqVOnQldXV267V6lSBY6OjvD398ft27excOFCOXz79u3RsGFDnDhxQuXrlrNnz0IIofQ15ooVK3Dt2jWMGzcOTk5O0NfXh4WFBb7//nv5azN1rl69ivnz56Nx48YwMTHBtGnToKOjg7lz56JHjx5o3bo1qlevjhEjRuD999/HgQMH8jzOiRMnombNmjA2NsaUKVPQrl077Nq1CxEREXKYHTt2ICQkBK6urhg6dCiqVasm5/3KlSvDz89P7ZcyeT3vLK/Mzc0B/K98KOyx+/v7Izo6GgsXLoS9vT309fVhbm6OBQsWoHHjxkr7Yh7QPraWSWscHBzU3tClh3ia5gSqX78+mjdvrrSsWbNmSEpKUnlgX1ppMjU1xUcffST/ra+vL0+EaGdnBwsLC4SEhCgNCRcfH4/Q0FAMGTKkWGkuz6KiopT+BQcHq4SRHtC5uLgoLTcyMoKjoyOio6OVCkuJjY2NygTxzs7O0NHRwcGDB9XO7yGtl3Tu3LlYDf/du3erVNhMTExQp06dPOe06tmzp9Lfnp6esLOzg46ODlxdXZGZmakyRMjOnTvlhxjvEl1dXYwZMwYAlBqTUVFRuHLlClxdXfPdxq+//gozMzOlZcbGxqhbt26hrpOHhwfs7e0RHByM+Ph4dOzYETVq1FAKY25ujs8//xympqYq27O1tYWJiYnSsTVu3Fhl6C4qvP3798PKygrNmjUDABgYGKB79+4AkOcDBekBQE7Sddc0SXnufNG/f3+VZVR+lHYZ8i7f898VuctyPT09NGnSRKUs37lzJ16/fo2BAweqvJTQq1cvZGdn59uIpIqtZ8+eMDY2RlBQkNJQKVeuXEF0dDTvHVpW1LpAQUnb6NWrl9JyXV1drV1Lqaw4ceKEUlumcePGOHbsmFb2Ud54eHjgp59+QseOHaGrq4srV65gxYoV6NevHwYNGoQ///xTDnv58mVcu3YNzZo1Q6tWrZS2k1/9zdnZWeXlj/ziqFOcsr1z585Kfzdt2hRCCLRu3VplOQDcv39f7XasrKzkB6uSHj16QFdXF4cPH5aH/96/fz9evnyJnj17olq1akrhpWNXN0R1zvUSqR1UHqWkpABAgeYGy3keUlJS5HPk7OwMPT09pbBt2rTB8OHDlaYLyIuUP62srORrKGnevDksLCwQHh6OO3fuqMQtaJukOPkv9zX19vbGe++9V6BjK09q1qyJZcuWQU9PD8uXL8eVK1fyDH/ixAnExcWhY8eOMDY2VlrXpUsXGBoa4uDBg3I+0tHRwcCBA5GRkYGDBw8qhd+7dy8GDhwolyVZWVnYvXs3gDfTe+Rkbm4OKysrXLx4EQ8fPlRJV6tWrVCrVi35b6kjMSkpCR07dlQK27RpU7x48ULj887c9yVA/W9cevaWO63Vq1dHp06dEBsbKw87mlNezzvLKwMDAwD/Kx8Kc+zx8fEIDg5GnTp1VF7+1tPTw7hx4/DBBx8AYB4oKex8Iq06fvw43NzclMad9fDwAACVtwwk6h7qSgVLznmfSjNNeY0tDABDhgxBdnY29uzZIy/bu3cvHBwc3unJ6ZOSknD//n1UqlRJ7ZcD0rlR98WZunNevXp11KlTB2lpaWof6Od3nQrr3r178PX1hZOTkzyHlKWlJeLj45GUlKQxXl7pGDRoEHR1dbFr1y4IIQAAsbGxuHDhgkoH3bti8ODBMDU1xdWrV+XJRdevX48RI0aoNKTUefDgAWbOnCmPvytdp0ePHmn8TQOar5NUwf3Pf/6jdv3UqVPlBx85aSq7tFFuvesOHjwov+kskf4+efKkxvHS1V3jpk2bQkdHBw8fPpQrqzlJb0xSxVHaZQjv+W+3gpbl0rjp6sZDl8qR/Ob0oIqtSpUq6N+/P5KSkvDbb7/Jy3ft2oUBAwagatWqZZi6t09R6wIFFRUVBUB9/U9bbYyePXvCxMQEe/bsQY8ePbB8+XLcuHEDANCkSROt7KM8atOmDTZs2ICwsDAsWLAA3bt3h76+Pq5duwZPT0/53p1XuVqtWjXUrFkTjx8/RkJCgsp6dddIupaRkZEFTmtxyvbcL7JInRq57ytSJ4Sm+T3UHYuBgQHMzMzw6tUreY4Rqc1SlLRqu91ckqTzlZ6enm/YnPdqIyMjXL16FYD633WlSpXg7++v9HA4L1LeUNcOzLlcXWdJQdskxcl/Fema5ufDDz/EpEmTkJmZiSlTpqhts0mk863uukgvEGVlZSmVAy4uLtDR0cHevXvlZS9evEBwcLDSQ/u7d+8iNTUVtWvXRp06dVS2L10TKZ/lpK4+aWhoCBMTE5WOUCmPa3puoCn/AP8r31JTU3Hnzh3o6OioffaWV1orYt5JTU0F8ObcFfbYr169CiGExuc9gwYNkkd1Yh4oGXr5ByEqmICAAKxatQoff/wxtm3bhsaNG0NPTw/nz5+Hu7u7/OA9N3UNNemtD01xyiJNOQ0YMADLli3Dnj17MG7cOFSqVAm7d++Gn59fsdJb0TRq1EhuuAGQO2hev36d5/B36hoQUoejpuXqKiAFeRuqoG7cuIFPPvkEhoaGWLBgAT788EO5AdGpUye1QwVK8sovdevWRefOnXHy5EmcP39e/lS2W7duSm9av0v09fXh4eGB77//HuvWrUPTpk1x6tQpnDhxIt+4t27dwtChQ2FoaIhvv/0WdnZ28nXq2rVrnmWGpvwi5duCPLTOKa+yi4ru4sWLiImJQZ8+fZSWOzg4wNTUFPHx8Th8+DBGjhypElddOaKrqwt9fX2kp6cjNTVV5S1EPiyseEq7DOE9/+1W0LJcmsB67NixGrelrn5Db5chQ4Zg+/bt2LlzJ1xcXJCamorDhw+rHZqTiq44dYGCkn7T6up/Bf0yIj+mpqbYv38/fvzxRwQFBWHt2rVYu3YtrKysMGvWLKW3jt9GJiYmGDRoEAYNGoSEhATMmzcPx44dw8qVK+Ho6CjXwX/77TelDt3cEhISVEanUFfnk65lXg+ucytO2a6pbaFpuaZ2iqZ2sHQ8Uhql8+Xv7w9/f3+tpLU8atKkCa5du4YnT57kG1b6Kt3MzAwGBgZFbtepk9+2pOXqXlwqaJukOPnvbWvDfP7557hw4QJCQ0Mxb948LFmyRG24olwXc3NztGnTBuHh4YiMjESLFi1w6NAhWFtbK70IIG07ISFBbYegRN3XKoUtD4DClQm5n4tJeUfd15b5pbUi5h3py9GmTZsW+tgLUy4wD5QMdj6RVmRkZGDjxo2oVKkSFi9erDJ0lbZoerCr7i2ikkyTiYkJnJyccPjwYYSGhqJy5crIyspCp06dtLaPikg6x5UrV8bly5cLNQ9GWlpanstzPzDOT16dAK9evVK5AWzduhVpaWmYPn26yiexxTVs2DCcPHkSO3fuhJ2dHQIDA7F48WKt7qOiGT58ONatW4fw8HBMnz4dAwcOLFBnnHSdpkyZojLURVFJ+ZZfLJUP+/fvR1ZWltLY27kFBQWpfeCkrhzJysqS524obDlC5VdpliG851ds2irbjYyMALyZ2/Jdm6/xbVWUvGFpaYlWrVrh77//RlRUFP755x8oFAooFIoSSOG7qyh1gcK0E4E3v+nExESkpaWpdGxIb1jnllf7QlN+qlu3Lvz8/ODj44MzZ87gl19+wZkzZ+Dh4YEDBw5ofBO7IkpKSsKdO3fUPgSrXbs2Fi5ciFOnTuHWrVsA/lcHd3FxUZqjpSDU1fmka1CY+l55KNs1tYOl45HSKJ2vBQsWqAyx9DZxdHTEkSNH8h1+DfjfVzBSnUyb7br8tiUtzz30G1DwNkl5yH/lhY6ODhYtWoSBAwfi4MGD6NChg9pwRb0ugwcPRnh4OPbu3Qs/Pz/s3bsXo0aNUrvthg0b4uTJk8U6nuJQl39yPxeT8o40vGl+c95WZGlpafj7778BvCkfCnvshSkXmAdKBofdI61ISkpCWloaatWqpdLJo6nCXxT6+vpqtxkXF1fqaZLmedi5cyd27twJV1fXcv1jLw01atRA06ZNkZmZifj4eJX1WVlZCA0NVfsW06NHj1SWpaSk4OnTpzAwMCj00BSa8sqrV6/Uvp0kvTWlbj8F+eQ/Lx07dkS9evVw/Phx7N27F9WqVUO7du2Ktc2Krnr16vIDg0uXLmH06NEFiiddp9yTQgJF/11bW1sDgMbJXHfu3ClXdqhkZWRk4Pfff8fatWtV5piLiorCkSNHALzJM+qul7py5MGDBxBCoHHjxlp7k5nKXmmXIbznl39VqlRR26hUV0csCumL7n///VfteqkzgsofbecNqTzYtWvXOzuHZ0kqal2gMO1EAPKcw9KQZjlp+p1LL68VND/duXMHt2/fltPXrVs3bNiwAa6ursjIyEBISIgc9m34ej4yMhJubm5q5+oF3nxRZmhoKF8rqVyNjY1VG/7ff//FmTNn1L4Zrq7OJ+WHFi1aFDjN5aFsV3csqampePLkCapWrSp3UEptFk1pjYyMlIdxq8j69euH+vXr48KFC2rPjSQ7OxuHDh1CpUqV4OnpCSDvdl1mZia2bt0qd34Cef/upLyhbk6nnMulfeZU0DZJech/5YmJiQmWLVsGXV1dzJ8/X+3UC9L5VnddsrKy8ODBA+jp6amUA87OzqhevToOHjyIK1eu4N69e3B2dlYK06xZMxgaGuLJkydqy7HU1FSEhoYWe9jX/KjLP9K9SjouQ0NDWFhYIDs7W2leWkl2djbOnDlToC8Iy7sdO3YgJSUFNjY2sLe3L/SxW1lZQUdHR+39HgBCQkLkr2+ZB0oGO59IK2rXrg1DQ0M8e/YMT58+VVqnzYe20hiXuQuN4ODgUk9Tu3bt0KRJE4SGhuL06dMFmuT8XTB8+HAA6id6PXr0KMaNG6c23uXLl1UqXb///juEEOjXr5/KGKn5kTqRcucVTW8vSA8ic1ZGgTcV1+LeWHR1dTF48GBkZmbi22+/xZAhQ96KBmZxubu7Q6FQYNiwYSqT7GoiXdfc1+nhw4dFHu6oW7duMDU1RVhYmMrcXpGRkZgzZ47GRjRp18mTJ1G1alWNX5RYWFigTZs2ANRPNh4aGqoy1IpUkRw4cKCWU0tlrTTLEN7zy78mTZrg4cOHSsPkxsfHF+jN6YIYOnQoKlWqpLZ+8+TJE7i5ueHmzZta2Rdpl7bzRu/evVG9enXs3r0bDx8+VDspNBVdUesChWknApDnXv3999+Vlr9+/RpHjx5VG6d27dqoXr26yj6uXr2q9uHOkSNHsHr1apXl0twMOYe9kV6WlF56S09PR9++ffHnn3+qTUt5lZmZiVOnTqldd/XqVSQmJspfeNjY2KBly5a4ePEioqOjVcL7+/tj8+bNattNR48eVarYn0MAABS2SURBVBkWXbqWuet80hcQ0rndvHkzJkyYAKB8lO1Xr15VOf7jx4/j9evX6NOnDypXrgzgzTDA1apVw8GDB1WOPS0tDZ999hnOnj1bomktDfr6+li8eDF0dHTg7++P7OxsteHWr1+Pe/fuwdvbGxYWFgD+d46OHTum0n4LCQnBggULlIbeyv27i46ORt++fXHnzh05f167dk0e8ksSGRmJu3fvok2bNvK+cypom6Q85L/yxs7ODhMnTkRaWhouXryosj5n2z33S8WnT59Gamoq+vbtq/IFZLVq1dCrVy8kJibCx8cHPXv2VHkxUU9PD0OGDEFWVhYOHTqksu9ff/0VU6dOlTvQS4q6YUil8i3nvOF5PXs7fvw4vLy8NP5+KoozZ85g5cqVqFGjBhYtWiQvL8yxm5qaonv37nj69CnOnTunFPbVq1eYPXu23JnJPFAy2PlEWqGjo4PRo0dDCIGpU6fi7t27SElJwYEDB7B161at7cfJyQmVK1fGf//7X9y7dw+JiYnYsGEDMjMzSz1NOjo6cHV1RXZ2NhwcHCrkpH0lwd3dHR07dsTq1auxY8cOxMfHIykpCYcOHcLcuXMxceJEtRO0m5ubw8fHB3fu3EFGRgZCQ0Px/fffo0GDBpg8eXKh01GnTh20a9cOISEhOH78OFJTUxEeHo7AwECVoTUAYNSoUXLeOnXqFNLS0hAZGYlp06ZppaPI1dUVlSpVwuvXr9/qYRIKw8TEBAcPHsTcuXMLHGfEiBGoUqUK1q9fj+DgYKSmpuLGjRvw9vYu8nWqUqUKlixZgszMTEyYMAH37t1Deno6IiIiMGXKFPTu3Vt+yEElKygoCIMHD87zi5JPPvlEDpu74f3BBx9gxowZiImJQXp6Og4fPoz169fD0tISY8aMKdG0U+krzTKE9/zyr2/fvnjx4gVWrFiBFy9e4N69e/Dz84OVlZVWtv/BBx/A29sb586dw9y5c/HgwQO8fPkSERERGDt2LNq2bYuePXtqZV+kXdrOGwYGBujTpw/S09PRv39/rcwtQv9T1LqAg4MDatasiW3btuHatWtITk5GYGAgYmJi1G6jf//+cHR0RGBgILZv3460tDTEx8fjq6++QsOGDdXG0dHRQZ8+fRAVFYWff/4ZKSkpiIyMxNKlSzUOvfj777/jp59+wrNnz/Dq1StERERg27ZtMDU1VXrrvkmTJqhRowb+/vtvpKam4siRI7h7967GtJRnfn5+2L59O6Kjo5GRkYEnT54gKCgIX375JUxMTDB16lQ57KJFi2BkZIQvvvgCFy5cQGpqKmJjYzF//nxcvHgRPj4+avdRv359zJ07F/Hx8UhLS8P27duxb98+ODo6YsCAAUphpd/62bNn8fz5cwQFBckPnctD2d64cWPMmDEDt2/fRkZGBsLCwrBw4ULUq1cPU6ZMkcOZmZnh66+/RnR0NCZOnIhbt27h1atXuH79Or744guYmZmpDCNWUdnb22P16tWIiIiAh4cHzp49i5SUFKSnp+P69euYPXs2Vq1ahUmTJinNlySdo9jYWPj4+ODRo0dIS0tDSEgI5s2bhzFjxqBRo0Zy+BYtWkBPTw8RERF4+fIlDhw4gH///Vd+XrFo0SIYGxtj4sSJuHbtGjIyMnD58mV4e3vD1NQU3377rdr0161bF9OnT8+3TVIe8l955OXlBUdHR7XrpLZ7VlaW3HbPyMjAH3/8gXnz5qFZs2bw9fVVG1d6DnP37l0MHjxYbZhJkybBysoK3377LQ4cOIDnz5/j+fPn+Pnnn7FixQrMmjVL4zxt2vL06VOsXLkSL168wIsXL7Bs2TKcP38eQ4YMgZ2dnRxu5MiR6NKlC9auXYvt27cjLi4OycnJOHLkCObMmYMvv/wSDRo0KNG0loSkpCRcuHABfn5+8PLygrm5OXbs2IFmzZrJYQp77HPmzEGjRo0wc+ZMhIeHIyMjA/fu3cPkyZNRvXp1uLu7y2GZB7RPR+Q1OzuRBiNHjkRERAR27NghZ/zs7Gxs374du3fvRnR0NAwMDNC2bVs4ODhgzpw5ctzg4GAEBARg3759Stvctm0bGjZsiG7duiktt7e3x/bt2+W/Q0JCsGTJEty7dw9mZmYYOXIkWrZsiU8//VQOs3//frRo0aLYacpvnM8nT56gU6dOWLNmjUq63wZdu3ZVOwxCfmMSZ2Zmyg2A+/fvw8DAAO+//z7c3NyUGll9+/aV3z53dXVFt27dsGbNGty6dQuVK1dGp06d4OPjg3r16gF48xl1y5YtVfY3adIk/N///Z/K8ri4OPj7++Ps2bOoVKkSOnXqBD8/P7i4uMhvJ3p6emLGjBkA3nwR98MPPyAyMhLp6elQKBQYPXo0Fi5cKIefNGkSWrVqpXaIp5y/B3Xc3d1Rq1YtrFixQmOYt426PJTX0AGBgYGYOXOmyvKcee7SpUtYvnw5rl+/jvT0dLz//vvw8PDAsmXL5H2NHz8e9vb2SpUIddvK6datW1i9ejXOnz+P1NRUNGrUCAMHDoSHh4f8ZoubmxvCw8OV4gUHByM2NlZlX0UZv/5dFRMTo1SGaip71Z3/nNd6/PjxsLa2RkBAAG7duoWqVauiR48emDp1KmrWrKl2X5Lc4+er29eCBQsQGxuLgIAApeW81iWnLMsQ6a1oydt+z68o1NVBgTd1hKVLlyIoKAgpKSlo2bIlfH198csvv8j1u+bNmyMoKKhYZfmpU6ewadMmXLt2DUIINGrUCP3794ebm1uFnMD5baKNvKGuzFFXb7h48SI++eQTBAUFycO3UfEUty4wYcIEXLp0Cd999x2uX78OY2NjDBw4EK6urkrtj9WrV6N79+4A3rzxvHLlShw4cAAvXrxA06ZN4enpiaysLPj5+WHJkiXo16+f0r5SU1PxzTffIDg4GJmZmfjwww/h5+eHOXPmyOmS2jRxcXHYv38/goODERMTg+TkZNStWxeOjo7w8vKS2ziS4OBgLF26FDExMTA1NcUXX3whD/NYEWRkZOD8+fM4c+YM/v77b8TFxSEhIQGVK1dGo0aN4OjoCE9PT5iamirF+/fff7F69WqEhobi+fPnMDMzQ5s2beDl5aX0sBH4331+wYIF0NHRwaZNm3D//n0YGxujf//+mDhxokpZnJKSgrlz5yIsLAxZWVmws7PD/PnzlV6ILEjZrq6OMX78eLi4uGh8hqHpfvPll1/ixo0bAN7cZ3r27Ik1a9bg5s2b0NPTg6OjI3x8fNQ+NPzrr7+wbt06/PPPP0hPT0eDBg3Qo0cPeHp6yl95nT9/vlDtoPLq2bNn2Lp1K0JCQvDgwQNkZ2ejbt26aNeuHdzd3eWvCHPLeY4yMjLQpEkTfPLJJ/KXRjnt3r0ba9euRXx8PBo1aoSpU6cqXc/c+dPExARdunTBl19+qZSH7OzskJycDOBNvmjUqBE2b96Me/fuwcDAQKVNklNR8x/wJj/l7FArzywtLVWWaUp/QkICBgwYAEdHR7XtrJxt9+TkZNSrVw89evTAF198ked87z179sTr169x7NgxjWHS0tKwceNGHDp0CLGxsTA2Nkbz5s0xZswYpbkINf2+9+3bp9JeXLBgAezt7dWWFbNmzVL6Im7Dhg2IiIjAwYMHERcXh7p162LYsGEYM2aMyosZWVlZ+OmnnxAYGIj79++jWrVqsLCwwKhRo9C7d285nK+vb6Gfd5a0nL+ZnAwMDFCrVi3Y2NigR48ecHZ2VvtCSkGPXfL8+XP897//xYkTJxAXFwczMzM4OjpiwoQJKvcl5gHtYucTFcmgQYNw7do1HDx48J2eYDc0NBR+fn44deoU536gPGVlZaFLly5YvHhxnpMnE1HhSQ1sdR0GRNrCe375wDooaVKaeUPquNq1a1eJ7ofKRkBAAFatWoWffvqJX7+XMzk7nziaBBERUfnHYfcoX35+fkpja2ZnZ+Phw4cwMDCQx9Z+Vzx79kxpnog9e/Zw0nHSKOcbEKdPn0a1atXQvn37MkwREREVFO/5ZY91UNKktPPG48ePleZk2b17N4YNG6b1/VDp6t+/v8p8n8CbOSakt66JiIiIqOjY+UT5ysrKwpEjR3D79m0kJSVh1apVSE5OxvDhw0t8krXy5tKlS5g8eTJevHiBs2fPIiwsDCNGjCjrZFE59X//93/4888/8ezZM6xcuRKenp5amT+KiIhKHu/5ZY91UNKktPPGiRMn8NVXXyE1NRWBgYGIj49XGY6NKp6oqCj4+vri7t27yMjIwMOHD+Hv749Lly5h1qxZqFKlSlknkYiIiKhC47B7lK+QkBBs2rQJN27cQGpqKho0aID+/ftj3Lhx79zbv//88w8mTZqEhIQE1KtXD76+vvKY4US5ffLJJ7h27Rr09fXRr18/fPXVVypjTBNR8RRm7HCiwuA9v+yxDkqalHbeOH78OObNmyfPC+Tv74+PPvpI6/uh0rVz504cO3YMd+7cwdOnT1G1alXY2Njgs88+4zDZ5YymOTvzmgeSiIiIyh47n4iIiIiIiIiIiIiIiEhr+Ao+ERERERERERERERERaQ07n4iIiIiIiIiIiIiIiEhr2PlEREREREREREREREREWsPOJyIiIiIiItKaiIgIWFpayv98fX3LOklERERERFTK2PlERERERERUirp27arUOdO5c2dkZGQUKO7WrVuV4lpaWiImJqaEU6zq/PnzWLVqFc6fP6+yztbWFmFhYZg1a1app4uIiIiIiMoHdj4RERERERGVoj179iAsLAytW7cGADx+/BiBgYH5xsvIyMDGjRvlv8PCwhAWFob69euXWFo1CQ8PR0BAAMLDw1XWVa5cGaampjAyMir1dBERERERUfnAziciIiIiIqJSZGJiAlNTU1SuXBk1a9YEAKxfvx5ZWVl5xtu7dy/S09Plv01NTWFqagpdXd0STS8REREREVFhsfOJiIiIiIiojAwcOBA1atRAbGwsgoKCNIbLzMzEjz/+CDc3t1JMHRERERERUdGw84mIiIiIiKiMVK9eHSNHjgQArFu3DtnZ2WrDBQUFQUdHB/369ctze8nJyVi+fDl69eoFGxsbtGnTBu7u7vj9999Vwjo5OSnNHZWVlYWAgAB07doVVlZWcHZ2xi+//KIUJyYmBpaWlggICAAABAQEFGj+qejoaHz55Zdo06YNWrVqBQ8PD0RFReV7foiIiIiIqGJi5xMREREREVEZ+vTTT2FgYIAHDx7g0KFDKuuzs7Oxfv16jB07Ns8h9p48eQJXV1ds27YNo0aNwuHDh7FlyxbUqVMHkyZNwvz585XC79y5E2FhYfLf/v7+MDQ0xNatW/Hjjz8CAObNm4cjR47IYerXr4+wsDB4enoCADw9PeW5pzTNP/Xs2TPMnDkTo0aNwp49ezBt2jRcuHABnp6eSElJKdzJIiIiIiKiCoGdT0RERERERGWoVq1aGD58OABg7dq1eP36tdL6Q4cOIT09HS4uLnlux8fHB/fv38dXX32FkSNHwtzcHC1btsTSpUthZ2eHHTt2KA3tJ809JdHX18fo0aNhbm6O9u3bY9asWQCAX3/9VQ6jq6sLU1NTGBgYAAAMDAzkuac0zT8VEhKCGTNmoH379mjSpAlGjRqFHj164OnTpzhx4kQhzxYREREREVUE7HwiIiIiIiIqY2PGjEGVKlVw9+5dpSHyXr9+jXXr1mHMmDHQ19fXGP/y5cs4d+4catSogf79+yut09HRwahRowAA69ev17iNAQMGKP1tbW0NAMUeHs/CwkLelsTKygoAcOPGjWJtm4iIiIiIyid2PhEREREREZWxOnXqYMiQIQCA//73vxBCAACOHj2KFy9eYOjQoXnGP3v2LACgRYsW0NPTU1kvdf7cvn0bcXFxardhbm6u9HeNGjUAAElJSYU4ElWNGzdWWaatbRMRERERUfnEziciIiIiIqJy4LPPPkPlypVx8+ZNBAcHQwiBtWvXwsPDA1WrVs0z7qNHjwC8GUpPndq1a8v/f/z4sdowNWvWVPpb6sTKPQxgYRkbG6ssk4bnK+62iYiIiIiofGLnExERERERUTlQv359DBw4EACwZs0aBAcH4/HjxxgxYkS+caUvpXR0dIq8/+LELYvtEhERERFR+cXOJyIiIiIionJi7Nix0NXVxbVr1+Dn5wc3NzcYGhrmG69BgwYAgISEBLXrcy6vV6+edhJLRERERESkATufiIiIiIiIyonGjRujd+/eAICMjAy4ubkVKJ6DgwMAIDIyEllZWSrrr1y5AgB47733YGZmVux0qvuaKTk5GS9evCj2tomIiIiIqOJj5xMREREREVE5Mm7cOHTr1g1Tp05VO1+SOjY2NmjXrh2SkpJw4MABpXVCCPz0008A3nxZpQ01atQAAKSlpcnLfHx8MGfOHK1sn4iIiIiIKja9sk4AERERERHRuyQxMRGZmZnIzMxEWloa4uPjYWBgIA+vZ2FhgTVr1ijFyc7OxrNnz/Ds2TN5WXx8PADA1NQUALB48WK4u7vj66+/xsuXL9GpUyckJydjw4YNiIiIwIgRIzBgwACVdOTcXtWqVWFkZJTnOgCws7MDAISFhWHw4MGIi4vDuXPnMG3aNDmtycnJAIBXr14hPj4exsbG0NXV1bhOX19fOyeYiIiIiIjKnI6QZqYlIiIiIiKiEufm5obw8HClZePHj8eECRM0xomJiUG3bt3UrouKipL/L3U2HTt2DDExMahSpQpatGiBESNGoFevXvmmw8XFBQsXLsxznWTPnj3YuHEjYmNjUatWLfTp0wdTpkzB48eP1aZ127ZtaNiwocZ1bdu21Xj8RERERERUsbDziYiIiIiIiIiIiIiIiLSGcz4RERERERERERERERGR1rDziYiIiIiIiIiIiIiIiLSGnU9ERERERERERERERESkNex8IiIiIiIiIiIiIiIiIq1h5xMRERERERERERERERFpDTufiIiIiIiIiIiIiIiISGvY+URERERERERERERERERaw84nIiIiIiIiIiIiIiIi0hp2PhEREREREREREREREZHWsPOJiIiIiIiIiIiIiIiItOb/AeMLr8mjlYjnAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting the total number of accidents by Month\n", "\n", "sb.set(context = \"poster\", style=\"darkgrid\", font = \"serif\", font_scale = 0.9)\n", "Month_Plot=sb.catplot(x = \"Month\", y = \"Accidents per Month\", kind = \"bar\", data = accidents_per_month, palette = \"coolwarm\", height = 12, aspect = 2)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnWDrfDo2IXXNNddw1llnsW7dOn75y1/OeGz79u3T/7tSqezz3D0fn2uf+Y4zOjq6oAmpSgVWrNg1ibZ16/iMx4aG+qhWK0xOthgfn5zeXqtVWbas99evO0Gr1Z5+rFqtTO+zt92vs3Pn1IwvRU9PjYGBBgDbtu2cnsADGBzspV6v0my22bFjYo/uCsuX71qycGxscsbNynp76/T19cw5pt2dBzKm/v4GjUaNdrtg+/adHRkTQL1eY8WK/kX5nMoZU429HernVPaYKpXK9GNL9d072DHt732da0ydOJ8mJ2d+V7v9fNp9/u/vve2e86m6z+9ot59P8MTvlOfT4o1pz79Pez4d2pj25Pm0OGPq9n/eSzufenvrs/5OeT4tfEy7/79TvV6jUql4Pi3SmOCJ36luPZ/6+noi/v6055j2PF43nk89PbVZf6e66Xxqtwv21s3n0+5/xVOv16b/ZPf+xuT5dPDn0+7fKc+n7v2cnqzn0/508+cE3X8+DQzs///zez4d2ph2v6d7T0ckj2khn9NsOjIh9cADD/D1r3+dv/u7v9vv47vv8zSbwcFBWq3WvPscyHEWqtHY/1vX07Prx3vvf5irVivTz6lWJ9kzv9lsz/o31N3P2XuiZc/jVSqwx3eRer3668dm/kuaSuWJ4+3cOTXjsVqtOu+Ydu6c4rHHxg5oTLsb9vyCLuWYtm4dZ2CgweBg737HtZDPqYwx7TrJmzN+AA71cyprTLsbe3vrLF/eP+uYyvjuHeyYqtUKrVZ7nx/Wbjqf2u1iRl9PT61rzyeAiYkm9Xptn4npvcc0W8NSjWlyssmWLTsOaEydPJ9g1zm1+3xqNOqeT4swpt2NPT01jjhiYNYxeT4d+Jj2/Nz3fI7n06GN6dFHZ/7hKs+nQxvT7nNp798pz6eFj2l8fJKenn6q1Yrn0yKNaevW8enzqdGod+35tPuxvd/Xbjuf4IlzvlqtcNRRy+Yd096Wcky7f6f2/hc13XY+7fnP0fONqZPnE8COHZMccUR9+v31fDr0MW3dOj59PjUadc+nRRjTnn/vHx4emnVMnk+eT50e08jI6IzX83w6tDHt/p3asWPvP5jUXecTzHxfV64cXNTv3mz2/46W7Mtf/jI333wzz3nOcwBot58Ifstb3sJ73/ve6b/ec9Zvt9WrV894zv72WbVqFWvWrJl1n8HBQZYtW7bgMUxO7v8StqmpFq1We58/BdluF9PP2ftDbTbbTE429/snknY/Z+8Pdc/j7T38Xa/d3KehKJi1odVqOybH5Jgck2NyTI7JMTkmx+SYHJNjckyOyTE5JsfkmByTY3JMjskxHdKYZlMp9jebU7LLL7+cK664YtbHP/jBD3LFFVfw8MMP8773vY/f+73f45//+Z/5sz/7M/r6+rj11lspioJzzz2XiYkJPvWpT/HCF75w+rgnnngi119/PQ8//DAXXHABANdddx2nnHIKl112GV/60pc477zz+MxnPrOg/na7YGRkdEHPlSRJkiRJkiRJOhztvoptf/ZddHsJ/NEf/RF33XXX9H++/vWvTz/2uc99jte85jX89m//NgDbtm0DYPcSfS960Yvo6emh0Whw/vnnA0/cU6rZ3DVTt3sS6thjj2XdunVz7iNJkiRJkiRJkqRydWRC6kBceumlDA8P85Of/ASAu+++m8HBQd72trdN7/P2t7+dgYEB7rzzTgDuuecehoeHufTSS6f3eec730m1Wp2xz+mnn87FF1+8hKOZ29BQHytXDjI0NPc9rzotpRNyWlM6wdYypHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsHU+XTshtXLlSj772c+yefNmXvva13L77bfzD//wD5x++unT+5xyyil88pOf5JZbbuHiiy9mdHSUa665hqOPPnp6n+c85zlcfvnlXHXVVVx00UUcf/zxfOELX6Cvr3u+ENVqZcYNmbtVSifktKZ0gq1lSOmEnNaUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1DCmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYOt86kv2SnM47rjjuOuuu/bZftppp/GFL3xhzueee+65fPGLX5xznwsvvJALL7zwkBrLNDnZot0u9rlhWLdJ6YSc1pROsLUMKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbaWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbJ1PpSiKYsle7TDRbheMjIx2OkOSJEmSJEmSJKlrDA8PzfpY1y7ZJ0mSJEmSJEmSpMODE1KSJEmSJEmSJEkqVVfcQ+rJbveNw9rtglare9eWTOmEnNaUTrC1DCmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gm2liGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ydjxNSXWDZsl4ajTqTk022bh3vdM6sUjohpzWlE2wtQ0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKtZUjphJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFvn45J9kiRJkiRJkiRJKlWlKIqi0xFp2u2CkZHRRTteymV8KZ2Q05rSCbaWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWMqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq0Aw8NDsz7mhNQCLPaElCRJkiRJkiRJUrq5JqRcsk+SJEmSJEmSJEmlckJKkiRJkiRJkiRJpap3OkDQ39+gXq/SbLYZH5/sdM6sUjohpzWlE2wtQ0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKtZUjphJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFvn4xVSXaDRqNHX10OjUet0ypxSOiGnNaUTbC1DSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq1lSOmEnNaUTshpTemEnNaUTshpTemEnNaUTshpTekEW+fjhFQXaLcLWq027XbR6ZQ5pXRCTmtKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRby5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbbOp1IURfe/M12m3S4YGRntdIYkSZIkSZIkSVLXGB4emvUxr5CSJEmSJEmSJElSqZyQkiRJkiRJkiRJUqmckJIkSZIkSZIkSVKp6p0OEKxY0U+jUWdyssnWreOdzplVSifktKZ0gq1lSOmEnNaUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1DCmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYOt8vEJKkiRJkiRJkiRJpfIKqS6wc+cUU1MtWq12p1PmlNIJOa0pnWBrGVI6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsLUNKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9g6n0pRFMWSvdphot0uGBkZ7XSGJEmSJEmSJElS1xgeHpr1MZfskyRJkiRJkiRJUqmckJIkSZIkSZIkSVKpvIdUF+jpqVGtVmi3C6amWp3OmVVKJ+S0pnSCrWVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsLUMKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1g63y8QqoLDAw0WL68n4GBRqdT5pTSCTmtKZ1gaxlSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbC1DSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifYOh8npCRJkiRJkiRJklSqSlEURacj0rTbBSMjo4t2vEqlQqUCRQHd/HGkdEJOa0on2FqGlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFvLkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtgIMDw/N/ppOSB28xZ6QkiRJkiRJkiRJSjfXhJRL9kmSJEmSJEmSJKlUTkhJkiRJkiRJkiSpVPVOBwgGB3up16s0m2127JjodM6sUjohpzWlE2wtQ0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKtZUjphJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFvn44RUF6jXqzQadaDZ6ZQ5pXRCTmtKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRby5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbbO+5pL9kqaVbPZBpq//u/uldIJOa0pnWBrGVI6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsLUNKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9g6n0pRFMWSvdphot0uGBkZ7XSGJEmSJEmSJElS1xgeHpr1seoSdkiSJEmSJEmSJOlJyAkpSZIkSZIkSZIklcp7SHWBSqVCpQJFAd28gmJKJ+S0pnSCrWVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsLUMKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1g63yckOoCy5f30WjUmZxssnXreKdzZpXSCTmtKZ1gaxlSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbC1DSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifYOh+X7JMkSZIkSZIkSVKpKkW3XzfWhdrtgpGR0UU7Xk9PjWq1QrtdMDXVWrTjLraUTshpTekEW8uQ0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGsZUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrBVoDh4aFZH3NCagEWe0JKkiRJkiRJkiQp3VwTUi7ZJ0mSJEmSJEmSpFI5ISVJkiRJkiRJkqRS1TsdIOjtrVOrVWm12kxMNDudM6uUTshpTekEW8uQ0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGsZUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1vl4hVQX6OvrYXCwl76+nk6nzCmlE3JaUzrB1jKkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2FqGlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wdT5OSEmSJEmSJEmSJKlUlaIoik5HpGm3C0ZGRjudIUmSJEmSJEmS1DWGh4dmfcwrpCRJkiRJkiRJklQqJ6QkSZIkSZIkSZJUKiekJEmSJEmSJEmSVKp6pwMEQ0N99PTUmJpqsX37zk7nzCqlE3JaUzrB1jKkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2FqGlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wdT5eIdUFqtUKtVqVarXS6ZQ5pXRCTmtKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRby5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbbOxyukusDkZIt2u6DZbHc6ZU4pnZDTmtIJtpYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6wdYypHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrfOpFEVRLNmrHSba7YKRkdFOZ0iSJEmSJEmSJHWN4eGhWR9zyT5JkiRJkiRJkiSVygkpSZIkSZIkSZIklcp7SHWB3TcOa7cLWq3uXVsypRNyWlM6wdYypHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6XEheO4AACAASURBVISc1pROsHU+Tkh1gWXLemk06kxONtm6dbzTObNK6YSc1pROsLUMKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbaWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbJ2PS/ZJkiRJkiRJkiSpVJWiKIpOR6RptwtGRkYP6Rg7J5vc/NNN3HznRrZsn6BWq3DCU4Z40dnH8PSTjqRaqSxS7eLxcsPFl9IJtpYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6wdYypHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrQDDw0OzPuaE1AIc6oTUnfeP8Il//Smj41P7ffyUY5bzf79mHUcs613wa0iSJEmSJEmSJC2luSakXLJvif3swcf42D/9eNbJKID7frWND//DD+fcR5IkSZIkSZIkKYUTUkuo1W7z6X/7Ka32/Belbdwyxr/cdN8SVEmSJEmSJEmSJJWr3umAJ5Mf3TPClm0TB7z/d+7cyEUvPpX+3u74mPr7G9TrVZrNNuPjk53OmVNKa0on2FqGlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFvLkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJts7HK6SW0K13PXJQ+09MtvjX7zzArzbvoNkFN0BrNGr09fXQaNQ6nTKvlNaUTrC1DCmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gm2liGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ydT3dcevMksW3Hwc8yfvV7D/HV7z1EtVJh+Mh+1qwcYPVRA6xZOcCaowZZfdQAy/p7SqidaWKqxfoHttBsFwz01jlysIdqpVL66y5Uu13QarVpH8DyiJ2U0gm2liGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1jKkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKt86kURdH970yXabcLRkZGD/p5H/2n2/nxvSOL3jM00DM9UbV65SBrjhpgzVEDHL2in2r10CaNHts+wXW3PMh37tjI+ERzevvwEX2c/8zjuOCcY2n0dP9sryRJkiRJkiRJKtfw8NCsjzkhtQALnZD68ncf4J+/dV8JRftXr1VYtXKA1St3TVCtWTn460mrgQO6L9WDG7fzt9f8iO1jU7Puc/Ka5fzx685ekqu0JEmSJEmSJElS93JCapEtdEJq6+gEf/Lx79I6wEvglg/0cPQR/WwY2cH4ROugX28uRw71snqv5f/WHDXAkUO9VCoVto5O8N4rv8e2OSajdjvjhCP4k99/Zlcv4SdJkiRJkiRJkso114SU95BaQiuW9fKb5x7Pv3/voXn3rVYq/MGr1vK0E46kKAq27Zhkw8gYG7aMsWFkBxu3jLFxZIyRrTtZyIziY9sneGz7BD978LEZ23t7aqxa2c9Us31Ak1EA6x96nJ8+sIW1Jx+1gBJJkiRJkiRJknS4c0JqiV30klN4fMcEN/9k06z71KoV3vSKp/O0E44EoFKpsGJZLyuW9XLGiUfO2HdiqsWmLWNs3DLGhpHd/71rwmpyqn3QfRNTLR7adPBXf33jtoe7akJqxYp+Go06k5NNtm4d73TOrFI6wdYypHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsHU+TkgtsVq1yqWvPJOzTlrJ1279JQ9u2r7HYxWe+dRhXv7cEzh5zfIDOl5vT40TVg1xwqqZl8G1i4LHtk2wYcuOXRNVe0xWPT46uahjAvj5w1sX/ZiSJEmSJEmSJOnw4IRUB1QrFZ6/bg3nrV3Nxi1jbBufolGvseboAfrqtUV7jaNW9HHUir59rlwan2hOT07tvqpq48gYmx4bo9la2C3FxidaNFtt6rXqYuQfsp07p5iaatFqHfxVYksppRNsLUNKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrWVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRb51MpimJhMxBPYu12wcjIwS9r1+1a7Tabt+7k7oce5zPXrT/o5x+xrMGLn3EsLzr7GI4c6i2hUJIkSZIkSZIkdavh4aFZH3NCagEO1wmpPf0/n/0+D2zcPv+O+7F76cELnnksTzvhCCqVyiLXSZIkSZIkSZKkbuOE1CJ7MkxIfeeODXz63352yMc55uhBzn/msZy3djX9va4QKUmSJEmSJEnS4aprJ6RuuukmPvaxj3Hvvfdy8skn8+d//uece+65049/9rOf5YMf/OCM5/T09HDjjTdy1FG77ot0++2386EPfYh2u01/fz/vfve7OfXUU2c858Ybb+Tyyy+nWq2yevVq3vWud7Fq1aoFdy/2hFRPT41qtUK7XTA11Vq04x6Kdrvg8i/+mNvvHZl33xOesoyHN++g1Z79q9TbqHHe2tVc8MxjOXZ42WKm7lc3vqf7k9IJtpYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6wdYypHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrTD3hFR10V7lIN1www287W1v44EHHmBsbIyf/OQnvPnNb2bz5s3T+3zta1/b53kvfelLpyej7r33Xi655BLOOeccrrrqKoqi4I1vfCOPPvro9P633HILb33rW7nooou4+uqrWb9+PW9605vYuXNn+YM8QAMDDZYv72dgoNHplGnVaoU/eNVannvm7BN3tWqF151/Gu+95Nn8rz98Pq950SmsXL7/e0dNTLb4xm0P8xef/h4f+sJtfO9nm2iWeLO0bnxP9yelE2wtQ0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKtZUjphJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFvn05E11CYmJrjpppu46aabGBwc5MMf/jBXXnklo6Oj3HbbbfzWb/0Wjz32GEcffTRf+cpXZjz36KOPnv7fH//4x9mxYwdr164F4KyzzuI///M/ufLKK/nTP/1TAD7ykY/QbDZZu3YtlUqFM888k+uuu45rr72WN7zhDUs36ECNnhpv/q9n8bLnHM83bnuYnz+8jYmpFkMDPZx96lG86OxjWLm8D4AVgw1eed5JvPx5J/Djn49ww22/5CcPPLbf4971i8e56xePs2JZgxeffQwvfsaxHDm0/4ksSZIkSZIkSZKUryNL9o2PjwPQ398PwOjoKM961rMAuPbaa1m3bh1f/OIXabfbXHzxxfs9RqvV4txzz2VsbIxPfOITvPjFL+byyy/niiuu4MQTT+T6669n8+bNPP/5zwfgK1/5CqeeeiqXXXYZX/rSlzjvvPP4zGc+s6D+xV6yr1KpUKlAUUA339LrYDs3bhnjG7c9zLfv2MD4RHPW/aqVCuc89WjOP+c4zjjhCCqVypK3dkpKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRby5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbbC3Ev2deQKqd0TUbtt2LABgNe97nWsW7cO2LVc37e+9S0++tGP8rSnPY2Xv/zlvOpVr6KnpweAu+++m7GxMYDpbbs9+OCDbNmyhR/96EfT2+r1mUPd87FOK4qCLv9uAgffuXrlAL9/4em85kWncMvPNnHDD37JQ4/sO5HXLgpuvetRbr3rUdYcNcAF5xzHeWtX09+78K/n4fqedpKtiy+lE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1jKkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKt8+nIhNSeNmzYwHve8x6q1Sonn3wysOsKqu9+97s0m002b97M5s2b+c53vsNVV13FJz/5SVauXMnGjRunj1Gt7nsrrM2bN8+5z9jYGDt27GBwcPCgmysVWLFi16Ta1q3jMx4bGuqjWq0wOdlifHxyenutVmXZsl3L0o2OTtDa4/5J/f0NGo0a7XbB9u0z7221+3V27pxiYo+rjHp6atNrO27btnPGDObgYC/1epVms82OHRN7dFdY/usl9sbGJmfcqKy3t05fX08pY2L7Tl509jG88L+s4d5fbePbd2zgu3ds3O89pDaMjPGF/7iba795L7+xdjUXnHMsxw0v67oxHY6fk2NyTI7JMTkmx+SYHJNjckyOyTE5JsfkmByTY3JMjskxOSbHdKhjmk1HJ6QeeOAB3vKWt3D//fcD8KEPfYhKpcLatWs56qijeOSRR5iampre/8477+Qd73gHn/70p9m+ffv09v0t8bZ9+/Z59xkdHV3QhBRAo7H/t66np0atVt01EbOHarUy/ZxqdZLWE98D6vUqjUZ9xoe59+vs+cXZ+3i7L6vb+3gwc5m8SuWJ4+3cOTXjsVqtWvqYKpUKpx27gt94xnE8vn2Cf/v2vfzH9x5iZNsEe5uYavHNHz7MN3/4ME89/ghe+YKTecEzjmOvC906PqbdDqfPyTE5JsfkmByTY3JMjskxOSbH5Jgck2NyTI7JMTkmx+SYHJNjWuiYZrP/V18iJ510Etdddx2f/exn+fCHP0y73ebzn/88N9xwAzfccANFUfDggw9y9dVXc8011zA6Osq3v/1tNmzYQF9f35zHHhwcPKB9Fmpycv/3RJqaatFqtWk2Z34I7XYx/Zz9fajtdjFjhnPv19n7Q93zeHs/bddrN/dpKApmbWi12vOOqVqtsGJF//Ss61xjajZ3HW/v7bvHNNBb43effzIXnnMct9+7mW/c9jB33r9lv69/9y8e52//8Ydc+eWf8tJnHc95Z63iyKHe/Y5p29gk3//ZIzy+Y5Kenionrl7Oc85cNeuYDuZzmm9McPCfU63WplarMjjYOz2TfaifU1lj2j3r3onv3sGOac/mPf+EQDedT81me8afZNi5c2pJv3sHO6Z6vTbr71S3nE/QpFKZ+TvVrecT7Pp+9vTUaLV2fWc9nw59TLvPqVZr6b97h+P5tPfv1NjYpOfTIoxp73+emm1Mex/P82n2MbVabSqVyj6/U55PCx9To1Gf/p3yfFqcMe36napOf2e79XyanGxSq1X3eV+77XyCmX8quJvPp3a7mP6d6u9vzPid6qbzqd0u9vmT1t16PgH09vZM/055Pi3OmJ74e//+f6c8nw5+TPv7nfJ8OrQx7f075fl06GOq1aoMDfXN+J3yfDq0Me3+nert7ZkxwdRt5xPMfF8X+7s3m0rRJXfW+qu/+is+//nP02g0uOOOO/Z5/IEHHuD1r389mzdv5uqrr6ZWq/Ha174WgL//+7/nec97HpdffjlXXHEFADfffDO33HILb3/724Fd96Q6/vjjueyyy/jSl77E4OAgt91224Ja2+2CkZF974W0UCtW9NNo1JmcbO5zqVw3Kbtz05YxvvHDh/n2jzcwNrH/kx2gWqnwzKcezQXPPJYzTjySSqXC2M4mV91wDzf/ZCPN1syvdH9vnd889zh+9/knUdvP8o6dlPLZg61lSOmEnNaUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1DCmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYCvA8PDQrI919AqpPb3+9a/n85//PMcdd9x+Hz/ppJN485vfzAc+8AGOO+44li9fTm9vLxMTEzOW9QM48cQTOfLII1m3bt30tr33Ofvssxd/EAs022xmtym7c9XKAX7vpafz6hedwvd+uokbbnuYBzdt32e/dlHwg7se5Qd3PcqaowZ4/rrV3HznJn65ecd+jzs+0eRfv/MAD2/ewR/8H2upVvddvrFTUj57sLUMKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbaWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbJ1PRyakNm7cyG233cbLXvYyarUaAKtW7VpW7dWvfjUAt99+OyeffDLLly+fft4JJ5zAS17yEo4++mgAzj//fP793/99+l5Rzeauq2ouuOACAI499ljWrVvHHXfcMes+3WDPS4y72VJ19vbUeOHZx/CC/7KG+361jRtue5jvr9+0z5VPABtGxrj2m/cd0HF/cNejfOXmB3nleSctcvHCpXz2YGsZUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2wtQ0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2Dqfjqxf9tGPfpQ//uM/5tJLL+XRRx8F4Ktf/SoveMELuOSSS7jxxht53etex0tf+lKuvfbaX69h2uYHP/gB73vf+6aP8/a3v52BgQHuvPNOAO655x6Gh4e59NJLp/d55zvfSbVanbHP6aefzsUXX7yEI9ZCVCoVTj12Bf/X757J//rD5/Pal5zKUcvnvi/YfL526y9oHsRN1iRJkiRJkiRJ0qHryD2k7rjjDj7wgQ+wfv16Go0GF1xwAWeccQavf/3rqdfr7Nixgw984AN885vfZNu2bTz72c/mwgsv5BWveAUrVqyYcaxbb72VD37wg1SrVfr7+/nrv/5rjjnmmBn7fO1rX+NjH/sYjUaDNWvW8P73v3+f4xyMxb6HlA5cu13w4/tGuOG2X3LnfVsWdIw/fPU6nvW04UUukyRJkiRJkiTpyW2ue0h1ZEIq3WJPSFUqFSoVKAro5o+j2zo3PTbGR//pdjZtObgbrl304lN4xW+cVE7UQeq293Quti6+lE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFvLkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtsLcE1IduYeUZlq+vI9Go87kZJOtWw9ucmUpdVvnqiMHOOEpQwc9IdVNuu09nYutiy+lE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1jKkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKt8+nIPaSkxbJqZf9BP+cpRw6UUCJJkiRJkiRJkmbjkn0LsNhL9vX01KhWK7TbBVNTrUU77mLrxs5NW8b4s0/cfMD7L+vv4f/9w/PoqddKrDpw3fiezsbWxZfSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1gaxlSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsFW8B5Si26xJ6R0aC7/4o/54T2bD2jf//r8k3jVC08puUiSJEmSJEmSpCefuSakXLJP8f7ny89gzVEHtgzfiatnPxkkSZIkSZIkSVI5nJBSvKGBBn/2hmfxnKc/hWqlMue+//v6uxmfaC5RmSRJkiRJkiRJApfsW5DFXrKvt7dOrVal1Woz0cWTJQmdW7bt5OafbmLL9gnqtSoV4Kvfe2jGPi9+xjG88bfP6EzgXhLe091sXXwpnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtpYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNshbmX7Ksv2qtowfr6emg06kxONrv6S5rQuXJ5H7/zvBNZsaL/idbJJt/80a+m97nxR7/i2Wc8hTNPWtnB0l0S3tPdbF18KZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbaWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbJ2PS/bpsHfx+aexcnnvjG2fvW49Oye7+wdBkiRJkiRJkqTDhUv2LcBiL9mn8t153wh/e83tM7a99JzjeP1vPbVDRZIkSZIkSZIkHV7mWrLPK6T0pLD2lKN4wbo1M7Z9/bZfctdDj3WoSJIkSZIkSZKkJw8npPSk8XsvPY0jljVmbPvMdeuZmGp1qEiSJEmSJEmSpCcHJ6T0pDHQ18P/+O0zZmx75LFxvvSt+zpUJEmSJEmSJEnSk0O90wGCoaE+enpqTE212L59Z6dzZpXSCbO3PuO0o3neWau4+Sebprf9x/d/wblnPIXTjl3RNZ3dyNbFl9IJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnWBrGVI6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6wdb5eIVUF6hWK9RqVarVSqdT5pTSCXO3/rcLn8rygZ7pvy6Az3zlZ0w1l37pvsPlPe02Ka0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtpYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsnY9XSHWByckW7XZBs9nudMqcUjph7tZl/T284beexsf/5c7pbRtGxvj/vv0Ar33JqUuZedi8p90mpTWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1jKkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKt86kURVEs2asdJtrtgpGR0U5n6BB9/F/u5Nb1j0z/dbVS4V3/41mcvGZ5B6skSZIkSZIkSco0PDw062Mu2acnrTf85lNZ1v/E0n3touDKr/yMZqv7Z68lSZIkSZIkSUrihJSetJYPNvhvv3n6jG0PP7qDL3/3gc4ESZIkSZIkSZJ0mHJCqgvUalV6emrUat39caR0woG3Pvfpq3jm6UfP2PZv//kgD23aXmbetMPxPe0GKa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtpYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsnU/3vytPAsuW9XLEEQMsW9bb6ZQ5pXTCgbdWKhX++8uexkBvfXpbq710S/cdju9pN0hpTemEnNaUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1DCmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYOt8nJDSk94Ry3r5/QtnLt330KZRrrvloQ4VSZIkSZIkSZJ0eKkURVF0OiJNu10wMjK6aMer1apUqxXa7YLWElyVs1ApnXDwrUVR8NF/+jF33Dcyva1eq/De//lsjh1e1jWdnWTr4kvphJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wtQwpnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnWArwPDw0KyPOSG1AIs9IaXusGXbTv7i07cwPtGa3nbymiH+/L8/i1rViwklSZIkSZIkSZrLXBNS/lt26ddWLu/jdeefNmPb/Ru2c/33f9GhIkmSJEmSJEmSDg9OSEl7eNHZx3DmSUfO2Palb93PhpEdHSqSJEmSJEmSJCmfS/YtwGIv2dff36Ber9Jsthkfn1y04y62lE44tNbNj4/zF5/+HhNTTyzdd9qxK7js9edQrVa6pnOp2br4UjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2wtQ0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2Aou2df1Go0afX09NBq1TqfMKaUTDq316CP6ee1LTp2x7ecPb+XrP/jlYuVNe7K8p0stpTWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1jKkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKt83FCqgu02wWtVpt2u7svVkvphENvPf+cY3nq8UfM2PbFG+/lkcfGFiNv2pPpPV1KKa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtpYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsnY9L9i3AYi/Zp+606bEx3vvp7zHZbE9vO+OEI/iT338m1criLt0nSZIkSZIkSVI6l+yTFmDVkQO85kWnzNi2/qHHufGHD3eoSJIkSZIkSZKkTE5ISXO48NzjOfXY5TO2XfPNe9m8dbxDRZIkSZIkSZIk5XFCSppDtVrhTb/zdOq1J06VickWf3/delztUpIkSZIkSZKkA1P7y7/8y7/sdESaooDx8clFO96KFf0sX95PT0+NiYnmoh13saV0wuK2Dg00qNUq/PSBx6a3Pfr4TlYu7+PE1bOvh7nUnWWzdfGldEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2FqGlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wFWBwsHfWx7xCSjoAL3vO8Zy01+TT1Tfcw2PbJzpUJEmSJEmSJElSDq+QWoDFvkIKoNlsMzXVotVqL+pxF1tKJyxua7VS4dRjV/Ct23/F7pX6mq2CjVvGeO6Zq6hUKl3RWTZbF19KJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrWVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRb57pCqlJ4I5yD1m4XjIyMdjpDHfCv37mff7np/hnbLn3l0zlv7ZoOFUmSJEmSJEmS1B2Gh2e/zY1L9kkH4XeedyInPGXZjG3/+LV72Drq0n2SJEmSJEmSJM3GCSnpINRrVS75nadTqz6xRN+OnU0+f/3deLGhJEmSJEmSJEn7V+90gKCnp0a1WqHdLpiaanU6Z1YpnVBu64mrh3j5807ky999YHrbbXc/yvfXP8Jznr6qazoXm62LL6UTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWMqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq3z8QqpLjAw0GD58n4GBhqdTplTSieU3/q7553EsUcPe4NGKwAAIABJREFUztj2v6+/m21jkwd1HN/TcqS0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsHU+TkhJC9BTr/KmVzydyhMr9zE6PsU//MfdnYuSJEmSJEmSJKlLVQpvfHPQ2u2CkZHRRTtepVKhUoGioKvvQ5TSCUvX+k/f+DnX3fLQjG1/+Op1POtpwwf0fN/TcqS0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahpROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsBVgeHho9td0QurgLfaElHJNTrV472e+z6YtY9Pblg82+KtLn8uy/p4OlkmSJEmSJEmStLTmmpByyT7pEDR6avyfv/N09li5j207JvnHr93TsSZJkiRJkiRJkrqNE1LSITrtuBVceO7xM7b95082cvvPN3eoSJIkSZIkSZKk7uKSfQuw2Ev2DQ72Uq9XaTbb7NgxsWjHXWwpnbD0rROTLd5z5S08+vjO6W1HLNu1dN9A3+xL9/meliOlNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWMqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq3gkn1dr16v0mjUqde7++NI6YSlb+1t1Ljk5U+fse3x0UmuvuHncz7P97QcKa0pnZDTmtLJ/8/efcfZVRf4/3/dOn0mk2Qy6ZWEQAIhNClLSaREF3dBBP0u+lVcfrsuVoRFXFllV0EQV0UQV10rfO2AqBuKUkKREiAJBAKkl8lkkkyS6TO3/v6IM8lNpufemftO3s/Hw4d4zrnnvj7nzrnBfOacg06rSifotKp0gk6rSifotKp0gk6rSifotKp0gltzQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUT3Nrnew7ZO1mPEokUkPjrf+cvlU4YntbZUypZcOIEnnilpmvZ06/WcsoxY5g7bVS3r/ExzQ2VVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS35oJKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7i1L75l3yBk+5Z9dvho60jwxR++SH3jvlv3jSov4D//8R0UFXj+18zMzMzMzMzMzMwOX75ln9kQKSoI85F3zc5YVt/YwW+fXDtMRWZmZmZmZmZmZmZmw88TUmZZNmfaSM6eNy5j2RPLali1cfcwFZmZmZmZmZmZmZmZDS9PSOWBQCBAMBggEAgMd0qvVDph+FsvXzCTyrKCjGU/eWgVHbFkxrLh7hwIt2afSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0gltzQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUT3NqX0E033XTTkL3bYSKdhra2WNb2V1FRRFlZIeFwkI6ORNb2m20qnTD8rZFwkHGjinn+jbquZa3tCTriSY6bPipvOgfCrdmn0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqd4NZcUOkEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEtwKUlBT0uM5XSJnlyPEzRnPG3LEZyx57aQurt+wZpiIzMzMzMzMzMzMzs+ERSKfT6eGOUJNKpamvb87a/iKREMFggFQqTTye7PsFw0SlE/Kntbktzr//zws0tOy7oq56ZDH/ceUpRCOhvOnsD7dmn0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbc0GlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9wKUFVV1uM6T0gNQrYnpOzw9srbO7jr/tcyli16x2QuX3DUMBWZmZmZmZmZmZmZmWVfbxNSvmWfWY6dOKuKU48Zk7HskRc3sXZrAwCeEzYzMzMzMzMzMzOzw52vkBoEXyFlA9XYGuPf/+cFmlrjXcsKoyEgTXssRUlhmHlHjWbBiROYMb5i+ELNzMzMzMzMzMzMzAbJt+zLsmxPSBUUhAmFgiSTKTo6Elnbb7apdEJ+tr64qo7/fvD1Prc7e954PnThLELB/LqAMR+PaU9UWlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRPcmgsqnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneBW8C378l5hYYSSkgIKCyPDndIrlU7Iz9aTZlVRXtx3z1MrtnLPI28NQdHA5OMx7YlKq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbc0GlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9zaF09ImQ2RpW9up3G/W/b15qkVtazZ0pDjIjMzMzMzMzMzMzOzoeFb9g2CnyFlg3HLvS8PaJLptDnV/NN75uSwyMzMzMzMzMzMzMwse3zLPrNh1twWH/AVT8tX78xRjZmZmZmZmZmZmZnZ0PKElNkQaGnr36369tceS5JIpnJQY2ZmZmZmZmZmZmY2tDwhZTYECqOhAb8mHAoSCgZyUGNmZmZmZmZmZmZmNrTCwx1gUFZWSCQSIh5P0tTUPtw5PVLphPxrLS+JMm5UMbX1rf1+zdGTKwgE8mdCKt+OaW9UWlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRPcmgsqnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWvvgKqTwQDAYIhYIE8/xqGJVOyL/WQCDAgvkTBvSaRCKdV7fsy7dj2huVVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS35oJKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7i1L75CKg/EYklSqTSJRP5MPnRHpRPys/WseeNZsnwrNTtb+rX9W5v38O3fvsrVl8ylMDr8p2o+HtOeqLSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUXVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBrX0JpNPp9JC922EilUpTX9883BkmaFdjO9/89Yp+T0oBTBtXxqcvm0d5cTSHZWZmZmZmZmZmZmZmh6aqqqzHdZ6QGgRPSNmh6IglWbK8hieW1VC3u61r+eTqUubPrGLJ8hr2NMcyXlM9sphr3z+P0RVFQ51rZmZmZmZmZmZmZtYvnpDKMk9IWTak02l2N3XQ1pGgpChCRUmUQCDAzoY2vvGrFWzb1Zqx/YjSKJ99/wlMrCodpmIzMzMzMzMzMzMzs555QirLsj0h1fngsFQqTTKZv/eWVOkEndaeOptaY3zrN6+yvrYxY/vigjCfet/xzJo0YqhTZY4p6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUXVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBrdD7hFTopptuuilr73SESKehrS3W94b9VF5eSElJAaFQkI6ORNb2m20qnaDT2lNnQSTEO44dw8ZtTWzfs++2fvFkihdW1TGxqoRxo0ryojUfqbSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUXVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBrQAlJQU9rgtm7V3MLKsKo3uvhjptTnXG8ngixV33v8ZTK7YOU5mZmZmZmZmZmZmZ2cAM6y37nn76ae644w7Wrl3LtGnT+Ld/+zdOPvnkrvUrVqzgtttuI5VKUVRUxI033siMGTMy9rFkyRLuvPNOgsEgY8eO5Qtf+ALV1Zl/gf/AAw/ws5/9jFAoxNFHH80NN9xAWVnPl431xbfsy+9O0GntT2cqnebXj6/h0aWbD1p36TnTefdpUwgEArlOlTmmoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqd4NZcUOkEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEt0KePkPq8ccf59prryUUCtHU1ARAaWkpjzzyCKNHj2bt2rVcdtll/MM//APXXXcdH/nIR1izZg0PPPAAVVVVALzwwgt89KMf5cYbb+QDH/gAF154IZFIhPvuu4/CwkIAHnzwQa6//np+8IMfcMopp3DmmWcyd+5cfvrTnw76L/GzPSFl1pd0Os3DL2ziN0+uPWjdeSdN5APnzSQ4BJNSZmZmZmZmZmZmZmY96W1Calhu2dfR0cHTTz/N008/zdKlS/noRz8KQHNzM6+88goAd999Ny0tLcydOxeAOXPmsGPHDn70ox917eeb3/wmiUSCuXPnEggEOPbYY1mzZg2//e1vAUgmk3zrW98CYO7cuRQVFTFjxgxeeOEFnnzyySEcsdmhCQQCvOu0KVz57tkHTTz9+eUt/OAPb5DI8xl3MzMzMzMzMzMzMztyDcuEVCqV4vrrr6e0tJRAIMDHP/7xrnXjxo0jmUzy+OOPA1BUVATQdcXTY489BsDOnTtZtmwZAMXFxd1us3LlSrZu3drrNmZKzjp+PJ+49Dii4cxT94U36rjjNytoy/MH5ZmZmZmZmZmZmZnZkSk8HG/aOcnUqba2FoDLL7+c4447jlWrVtHa2gpAJBLJ2Hbjxo3s2rWL5cuXdy0LhzOH0bmuc8Kqt23yQVFRlHA4SCKRoq0tNtw5PVLpBJ3WwXSecNRorvvAfO747Qpa2vdNQL2+YTe3/2IZn7l8HuXF0bxoHS4qrSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gluzQWVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnBrX4blCqn91dbW8sUvfpFgMMi0adMA2LZtW9f6YPDgxJ07d/a6TWtrKy0tLdTV1XUtC4VCGdvs2LEjK/3ZEI2GKCyMEI2G+t54GKl0gk7rYDuPmljBDVecSGVZQcbyDdua+Oo9L7NzT1s2MwGdYwo6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gluzQWVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnBrX4blCqlOGzZs4GMf+xjr168H4LbbbiMQCDBq1KiubQIHPC8HoKmpiaampl63aW5u7nWb5ubmQXcHAlBRsfcqr4aGzL/4LysrJBgMEIslM2YVQ6EgpaUFf33vDpL7Pe8nEAiQTqcJhQ6efOt8n/b2OB373Y4tEglR/NerYBob20mn013rSkoKumY2W1o6Mt6nvHzvLQtbW2PE48mudQUFYQoLI72OKRAIkEymSKXSfY6pqChKNBoilUrT1NQ+5GNKpdKkUinC4SAVFUVZ+ZxyNaa9rfuW9/dzAvi3D57EN369nNr61q5ldbvbuPnel/ns5ScwaUxp1saUSqW7Xtu5bqh+9gb6OXV3XLsbU6fhOJ9isWTXMU2l0nl9Pu1dB+l0mnD44O+pfDqfgsHM76mh/tkbyJg6P//O7ymfT4c+ps5jmk6nu/p8Ph3amPb/nvL5lJ0xhULBjO+pnsYEPp/6O6ZwOEg6ffD3lM+nwY8J9n1Pdf5/le7G5POp/2M68HsqX8+nwsII4fDBxzXfzqeWlo6Mc6pzf/l4PkUioR6/p/LpfOr89739P/t8PZ9g73dU5/dU53dBd2Py+dT/MR34PeXz6dDH1N33lM+nQxvTgd9TPp8OfUzdfU/5fDq0MXV+T+3//t2NaX/DNab9j2u2f/Z6MqwTUlOnTuWhhx7iJz/5CV/72tdIpVLcc8893HDDDb2+rqSkpOtZUIPdpqSkZFDNnaLR7g9dJLL3/xgd+AdjMBjoek0wGCO57+eAZDJFJBICMl+z//vs/4Nz4P72/sXWvnXhcPCv6zL/T2UgsG9/7e3xjHWhULDPMbW3x9mzZ98PVm9j6mzY/wd0KMfU1NROcXGUkpICotGD/8JvMJ9TLsYUDAaJxRIZJ+xAPqdRFYV8/oMn8a3frGDd1sau5Q3NMW79f6/wqUuPY+6M0VkZU2djQUGY8vKiHseUi5+9gX5OweDeP0wP/CLMp/PpwC/qSCSUt+cTQCyWJBIJd/sLAPlyPkWjYWKxBA0N+yZoh/pnbyBjampq7zqfotGgz6csjKmzMRIJMWJEcY9j8vnU/zHt/y/d+7/G59OhjWnXrpY+x3Tg/nw+9TymzrslHPg95fNp8GNqb48Tje79nvL5lJ0xNTW1d51P0Wgwb8+nznU7djRlrMu38wn2nfPBYIBRo0r7HNOBhnJMnd9T+/9lUXdj6uTzqe8xtbXFKSiIEAgE/vpLad2P6UA+n3oeU1NTe9f5FI0GfT5lYUz7/7tJVVVZj2Py+eTzabjHVF/fnPF+Pp8ObUyd31NtbZn7y7fzCTKP68iRJVn92etJ90d0CAUCAa688kpqamq455572LFjB+PGjetaf+BMIkB1dXWv25SUlFBaWnrQNvv/xU91dfUhdcdiiW6Xx+NJkskUiUTmh5BKpbtec+CHmkikiMUSBy3f/30O/FD339+Bh2jveycOakin6bEhmUx5TKJjKi2K8K8fmM/3//gGy97edyvKto4E//WrFVx9yVzOOWmS1Jg6HU6fk8fkMXlMHpPH5DF5TB6Tx+QxeUwek8fkMXlMHpPH5DF5TB7TkTCmngTS3c34DIP169ezaNEipk+fzoMPPsjJJ59MR0cH//M//8NZZ53FnXfeyV133cWUKVN49NFHqampYeHChQA89NBDTJ8+nRtuuIEHHniAM844gx//+Me8+OKLfOhDHwLgtddeIxqN8qEPfYgXX3yRyy67jK985SuDak2l0tTXD/6Wf2a5kEim+PHiVTz3el3G8kAAPrxoNmfPGz9MZWZmZmZmZmZmZmZ2JOi8iq07B9/LbAhs27aNxYsXk9zv+q7OK5YuueQSotEoCxYsAOh6DlQisXcWrnMSasKECRx33HG9bnPiiSdSVVUFQGNjY7fbmB0uwqEg/3jRsVx46qSM5ek0/OShN/nDXzZ0e8WhmZmZmZmZmZmZmVmuDcuE1Le+9S2uueYarrrqKnbs2HuLsUceeYS/+Zu/4corrwTg05/+NMXFxaxcuRKA1atXU1VVxVVXXdW1n+uvv55gMJixzcyZM7nssssACIfD/Ou//isAr7/+OvF4nA0bNnD66ad3TXjlg4qKIqqqyroeXpavVDpBpzXbncFAgPcvnMnlC446aN0DT63j539aTWqQk1IqxxR0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRPcmgsqnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWvgzLM6SuuOIKNm7cyPLly7noootYuHAhs2fP5nvf+x7h8N6k6dOn84Mf/ICvfvWrXHbZZRQVFfHrX/+a0aNHd+3n1FNP5c477+SOO+7g/vvvZ9KkSdx8880UFhZ2bfP3f//3tLe3c9ttt1FYWMjChQv54he/2O2DxM0OF4veMZmy4gg/XvxmxgTUY69sobE1xlUXHUskPCzz0WZmZmZmZmZmZmZ2BMqbZ0gpyfYzpAoKwoRCQZLJFB0d3T9ULB+odIJOa647X127k7sfWEnsgIfRHTOlkk+89ziKCvo/J61yTEGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGtuaDSCTqtKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCW6F3p8h5QmpQcj2hJRZLq2paeCO36ygpT3zS2XK2DKuuWwe5SXRYSozMzMzMzMzMzMzs8NJbxNSvmeX2WHuqAkV3PDBk6gsK8hYvnFbE7fc+zI79rQNU5mZmZmZmZmZmZmZHSk8IWV2BJgwuoQvfOgkxo0qzli+fXcbt9zzMpvqmoapzMzMzMzMzMzMzMyOBL5l3yBk+5Z9kUiIYDBAKpUmHk9mbb/ZptIJOq1D3dncFueO365gbU1jxvKighCfuvR4jp5c2eNrVY4p6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUXVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBreBb9uW94uIo5eVFFBfn97N8VDpBp3WoO0uLIlz3gfkcP2NUxvK2jiT/9asVvPzW9h5fq3JMQadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6wa25oNIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJbu2LJ6TMjjAFkRCfeO9xnDl3bMbyRDLF3b9byZPLa4apzMzMzMzMzMzMzMwOV75l3yBk+5Z9gUCAQADSacjnj0OlE3Rah7MznU7zmyfX8vALmw5ad/FZ03jPGVMJBAJdy1SOKei0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7g1F1Q6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6wa3Q+y37PCE1CNmekDIbTg+/sIlfP7HmoOULT5zAP5w3i0AANmxrom5XKwRg3MgSJleXZkxWmZmZmZmZmZmZmZl5QirLPCFlh5vnVm7jR4tXkUxlfh1MHVtGLJ5ka31rxvLJ1aUsesdk3nFMtSemzMzMzMzMzMzMzAzwhFTWeULKDkevrq3n7t+9Riye6vdrLjhlEu9feJQnpczMzMzMzMzMzMzME1LZlu0JqZKSAsLhIIlEipaWjqztN9tUOkGnNd86125t4I7fvEpzW7zfr/ngBbNYeOLEHFYNXL4d156odIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUXVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBrdD7hFQwa+9igxYOB4lGw4TD+f1xqHSCTmu+dc4YX8G17z+BgVzv9Me/bCCR7P9VVUMh345rT1Q6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRPcmgsqnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWPt9zyN7JepRIpIDEX/87f6l0gk5rPnZu3t7MQC6b3NMcY8Waek46uipnTQOVj8e1OyqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gluzQWVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnBrX3zLvkHwM6TscHbvo2/x+Cs1A3rNsVMree/ZM5hcXUo4lP+z/2ZmZmZmZmZmZmaWfb3dss9XSJlZhsHcfu+NDbt5Y8NLhENBpowtZcb4CqaPL2fG+ApGlhcQCAzkJoBmZmZmZmZmZmZmdrjxhJSZZRhRWjDo1yaSKdbWNLK2prFrWUVplBnjK5gxvpzp48uZOracgmgoG6lmZmZmZmZmZmZmJsK37BuEbN+yLxAIEAhAOg35/HGodIJOaz521ta38IUfvJCz/QcDASaOKdl3FdWECqori7J2FVUimSIWT1FYECIUDObNce1OPn7+PVFpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEt+aCSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSie4FXzLvrxXXl5INBomFkvQ0NA23Dk9UukEndZ87Bw3qoQ5Uyt5fcPufm0/flQxIysKWVfTSGtHos/tU+k0m+qa2VTXzBPL9j6rqqQwzPTOq6gmlDN9XDnFhZF+N6fSaVas3snjy2pYtWE3qXSaYACOmzGas44fxwkzRxPMw9sG5uPn3xOVVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVOcGsuqHSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCW/viCSkzO8iHF83m5ntepqEl1ut2o8oLue7/zGdEaQGpdJq6Xa2s29rI2q2NrKtpYPOOZvozud7SnuC1dfW8tq6+a9m4UcVdz6GaPr6cCVUlhILBg17bHkvw3d+9nvFagFQaVqzZyYo1O5k7bSRXXzKXwqi/8szMzMzMzMzMzMyGg2/ZNwjZvmVfJBIiGAyQSqWJx5NZ22+2qXSCTms+d9btbuXuB1ayeXv3P+vTx5dz9cVzGVle2OM+2mMJNm5rYu3WRtbWNLB2ayONfUxy9aQgEmLauLL9rqSqoKw4wh2/efWgyajuzJ02ks9cPi+vrpTK58//QCqtKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCTqtKp3g1lxQ6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS3Qu+37POE1CBke0LKLF+l02lWbdzNM6/WUre7jUAAxo0s5qx545k5sWLAz31Kp9PUN7bvvYqqppF1WxvYWNdEIjm4r6Gy4ghNrfF+b3/1xXM5efaYQb2XmZmZmZmZmZmZmfXOE1JZ5gkps+yJJ1Js2t7EuppG1m5tYN3WRnY2tOfkvY6ZUsm//p/5Odm3mZmZmZmZmZmZ2ZGutwkpP1DFzIZVJBxkxvgKZoyv4HwmAdDQ3LHvWVRbG1hf20RHFi4bfXPjbuKJJJFw6JD3ZWZmZmZmZmZmZmb95wmpPFBQECYUCpJMpujoSAx3To9UOkGnVaUThra1orSA+bOqmD+rCoBkKkXNjhbW1TZ2XUlVW9864P2mgbaO/JmQ8ueffSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqd4NZcUOkEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEt/bFE1J5oLAwQjQaJhZL5PUPqUon6LSqdMLwtoaCQSZXlzG5uoxzT5gAwJ7mDj5717MD3tc3f72ChSdO4NRjqymIDO/ElD//7FPpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLfmgkpuF+NLAAAgAElEQVQn6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuLUvwSF5FzOzLBtRWsDsySMG/LqNdU38+KE3ufauZ/nFn1ezbdfAr7QyMzMzMzMzMzMzs4EJpNPp9HBHqEml0tTXNw93htkR76U3t3P371Ye8n6OnVrJgvkTOGHmaEJBz9ObmZmZmZmZmZmZDUZVVVmP6zwhNQiekDLLD6lUmv/61XJWbdzd57ZFBSHaOpK9bjOiNMo5J0zg7HnjqSwryFammZmZmZmZmZmZ2RHBE1JZ5gkps/zR1pHgrvtf63VSavbkEXzivcdT39jOE8tqeG7lNjriPU9OBQMB5s8azYL5EzhmSiWBQCAX6WZmZmZmZmZmZmaHFU9IZZknpMzySyqVZumb23liWQ1vb97TtXzmxAoWnjiRU2aPIRjcN6nU1pHgude38cQrNdTsbOl132NHFnPu/AmcedxYSgojORuDmZmZmZmZmZmZmTpPSGVZtiekysoKiURCxONJmpras7bfbFPpBJ1WlU7Qae2IJQlGQlSUFRAKBHptTafTrN7SwOOvbOHlt3aQTPX8dRgNBzn12GoWnjiBqWPLs9KqckxBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9yaCyqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqd4FbofUIqnLV3sUELBgOEQkGSydRwp/RKpRN0WlU6Qae1IBqioqKIaDRMLJboddtAIMCsSSOYNWkEDS0xnl6xlSXLa6hv7Dho21gixTOv1vLMq7VMG1fOgvkTOPWYMUQjoUG3qhxT0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS35oJKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7i1L56QygOxWJJUKk0ikd8/pCqdoNOq0gmHf2tFSZSLzpjKu0+bwqvr6nnilRpWrqunu2um1tc2sr62kV89vpozjxvHgvkTqB5ZPCSdw0WlVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUT3JoLKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCTqtKp3g1r74ln2D4GdImR0Ztu9pY8myGp5+tZbmtniv286ZWsm58ydywsxRhILBISo0MzMzMzMzMzMzyx9+hlSWeULK7MgSTyR56c0dPL5sC2trGnvdtrKsgHPmjefsE8YzorSg22064klefms7tfWtAIwZUcTJs8dQVOCLVs3MzMzMzMzMzEyXJ6SyzBNSZkeuTXVNPLGshudfr6Mjnuxxu1AwwPyZo1lw4kRmTx5BIBAgkUzx+2c38NjLW2jryHy+VUEkxNnzxnPpOdMP6blUZmZmZmZmZmZmZsPFE1JZlu0JqVAoSDAYIJVK5/XDzlQ6QadVpRPceqDW9gTPvb6NJ5bVsHVnS6/bjhtVzNnzxvP6unpWbtjd67azJlbw2fefkHeTUiqfv0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUXVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBrdD7hFTopptuuilr73SESKehrS2Wtf2VlxdSUlJAKBSk44CrJvKJSifotKp0glsPFAkHmT6+nAXzJ3DMlEriiRTbdrXS3RR/c1uc19fvYvue9j73W9/YQXNbnHlHjc5B9eCpfP4qnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWXFDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLcClJR0/xgTAD+wxMzsEAQCAY6eXMnRkytpaO7gqVdrWbK8hl2NHYPe5zOv1XLx2dMpL45msdTMzMzMzMzMzMxs+PiWfYPgW/bldyfotKp0glsHIplK8eraep54pYaV63cNah8fWHgUF5w6Octlgzfcx7S/VDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBrbmg0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gluBT9DKuuyPSFlZoevut2tfP/3b7C+tnFArzvnhPF8eNHsHFWZmZmZmZmZmZmZZV9vE1LBIewwMzviVFcWM3vyiAG/zr8rYGZmZmZmZmZmZocTT0iZmeXYmMqiQbymOAclZmZmZmZmZmZmZsMjPNwBBkVFUcLhIIlEira22HDn9EilE3RaVTrBrYfilNlj+MVjq4nF+38v1tb2BKl0mmAgkMOy/su3Y9oTlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU5way6odIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJb++IrpPJANBqisDBCNBoa7pReqXSCTqtKJ7j1UBQXRjjr+PEDes3i5zfynftfo7U9kaOqgcm3Y9oTlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU5way6odIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJb++IJqTyQSqVJJlOkUvn9zBiVTtBpVekEtx6q9507g6MmVgzoNctW7+TLP13Klh3NOarqv3w8pt1R6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS35oJKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7i1L4F0Op3/RybPpFJp6uuH/y+IzUxLRzzJL/68mmdfqyV5wBd9MBBg+oRyNtc10xFPZqyLRoJ85F2zOe3YsUOZa2ZmZmZmZmZmZjYgVVVlPa7zhNQgeELKzA5FQ0uM51Zuo7a+hTRQXVnE6XPGMrK8kK07W/jOA69RW9960OvOO3kily84inDIF7eamZmZmZmZmZlZ/vGEVJZ5QsrMcqmtI8GPFq/i5bd2HLRu5sQK/uXiuYwoLRiGMjMzMzMzMzMzM7OeeUIqyzwhZWa5lk6neeTFzfzmyTUc+C1dURLlXy6ey6xJI4YnzszMzMzMzMzMzKwbnpDKsmxPSFVUFBGNhonFEjQ0tGVtv9mm0gk6rSqd4NZc6E/nqo27+e8HV9LUGs9YHgoGuHzBUZx38kQCgUBetOYDlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU5way6odIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbofcJKT+IxMwsjx0zpZIvfeQUZowvz1ieTKX5xWOr+d7vX6c9lhimOjMzMzMzMzMzM7P+Cd100003DXeEmnQa2tpiWd1nIpEiHk+STKayut9sU+kEnVaVTnBrLvSns6ggzOlzxtLSHmdDbVPGupqdLSxfvZNjp46ktCgy7K35QKUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUT3JoLKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCTqtKp3g1pKSgh7X+ZZ9g+BnSJnZcHn2tVp+9shbxBOZf0gUFYS46m+PZf6sqmEqMzMzMzMzMzMzsyOdnyGVZZ6QMrPhtKmuie888Bo79rQftO5vT5/CJWdNJxjM/XOlzMzMzMzMzMzMzPbnCaks84SUmQ23lvY4P/jDG7y6tv6gdcdOreSf/m4O5cXRYSgzMzMzMzMzMzOzI5UnpLIs2xNSkUiIYDBAKpUmHk9mbb/ZptIJOq0qneDWXDjUzlQ6zR+f3cCDz6znwC/ykeUFfPyS45g2rjwvWoeKSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSie4NRdUOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGt0PuEVDBr72KDVlwcpby8iOI8v5pBpRN0WlU6wa25cKidwUCAv/ubaXz6snmUFIYz1u1q7OCr977MkuU12Ug9Yo7pUFJpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnBrLqh0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0glv74gkpMzNxx88Yxb9/5BQmjynNWJ5Ipvnpw2/xo8WriOX5b2SYmZmZmZmZmZnZ4c237BuEbN+yLxAIEAhAOg35/HGodIJOq0onuDUXst0Ziye555G3eHbltoPWTaku4+OXzGX0iKJB7ftIPaa5pNKq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqd4NZcUOkEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEt4KfIZV12Z6QMjPLlnQ6zZLlW/l/f3qbZCrz672kMMw//90c5k4fNUx1ZmZmZmZmZmZmdjjzhFSWeULKzPLd2q0N3P3ASnY3dWQsDwAXnzWNvz1jKsFAYHjizMzMzMzMzMzM7LDkCaks84SUmSlobInxvd+/zqqNuw9aN2/GKP6/9xxLcWFkGMrMzMzMzMzMzMzscOQJqSzL9oRUSUkB4XCQRCJFS0tH3y8YJiqdoNOq0gluzYWh6EymUtz/1Doeen7TQevGjCji4+89jkljSvvcj49p9qm0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7g1F1Q6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6wa3Q+4RUsL87+djHPsacOXO47bbbshJl+4TDQaLRMOFwvz+OYaHSCTqtKp3g1lwYis5QMMhl5x7Fxy+ZS2E0lLFu+542bv7ZSzy3cluf+/ExzT6VVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS35oJKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7i1z/fs74YrVqwglUqxZcuWXPYckRKJFJD463/nL5VO0GlV6QS35sJQdp509BjGjy7hOw+sZOvOlq7lsUSKH/zxDdZtbeT97zyKcKj7P4B8TLNPpVWlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBrbmg0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0glu7Uu/b9n3i1/8gi9/+cs8++yzVFZWHrR+27ZtjB07NuuB+cjPkDIzVe2xBD9e/CZL39x+0LqjJlTwLxfPpbKsYBjKzMzMzMzMzMzMTF3WniH1hz/8gddee40PfehDTJo0qWt5LBbjPe95D4888sihlYrwhJSZKUun0/xp6WZ+/cRaUgf8EVBeEuVf/n4OR0/e+4sHyVSKTXXNtLTHKYqGmVxdSiQc6m63ZmZmZmZmZmZmdoTLyoTUvHnzAEgmkySTSYLBIOFwOGPZqlWrspCb/zwhZWaHg7c27ea7D75OY0ssY3kwEODis6aRTKV4akUtu5v2PdSwpDDM3xw/jkXvmEJFSXSok83MzMzMzMzMzCyPZWVCavbs2b2uDwQCnpAapEAgQCAA6fTeKxfylUon6LSqdIJbcyEfOnc3dfDd361kTU3DgF5XWVbAZ99/AhNGl+SobHDy4Zj2l0qrSifotKp0gk6rSifotKp0gk6rSifotKp0gltzQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUT3ApZmpA66aSTOPPMM7uuiuqUTqfZvXs3L7zwgiekBqmioohoNEwslqChoS1r+802lU7QaVXpBLfmQr50JpIpfvX4Gh57ecuAXjeyvICbrjyV0qJIjsoGLl+OaX+otKp0gk6rSifotKp0gk6rSifotKp0gk6rSie4NRdUOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGt0PuEVLjHNQe4+eabWbRoUY/rv/GNbwysyszM8kI4FOSK82cxfXw5P168ikSyf78RsauxgyXLa/jb06fmNtDMzMzMzMzMzMzk9fsKqd7s2rWLkSNHZqNHQravkIpEQgSDAVKpNPF4Mmv7zTaVTtBpVekEt+ZCPnb+50+WsmFbU7+3ryyN8rWrzyAUDOawqm/NbXGef30btbtaSadhVEUhp84eQ9WIomHt6k0+fv7dUekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnBrLqh0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0glshS7fs69TU1EQ8Hs+4p+Czzz7L2rVrueaaawZfKSTbE1JmZvkgnU7zz19/st9XSHUKhwJUlhVQWVbIyLKCv/7zX/93+d5/Li+JEgwEst6cSKb4zRNreXJ5DfFEKmNdAJg/q4r/u+hoyoujWX9vMzMzMzMzMzMzy5SVCanNmzfzT//0T2zYsKHb9SUlJbz00kuDClTjCSkzOxylUmmu+toTOdl3KBhgRGmUyrLCrgmrkWUFVJYXdv1zRWl0QFdaJZIp7rzvNV5bV9/rdtWVRXz+gydRXuJJKTMzMzMzMzMzs1zKyjOkvvKVr7B+/foe11dUVAysyszM8kowGKC0KEJzWzzr+06m0tQ3dlDf2NHjNoEAVJREM6+0Ku+cvNo7cTWitIBIeO+k1R//sqHPySiAut1t/GjxKj5z2bysjcfMzMzMzMzMzMwGpt8TUi+//DLnn38+U6ZMYdWqVYwaNYrq6moAlixZwu233z7gN1+8eDHf/e532bRpE7Nnz+aGG25g/vz5Xev/9Kc/8YlPfOKg1/3ud7/jmGOOAWDdunXcfPPNtLS0AHDDDTdwwgknZGy/YsUKbrvtNlKpFEVFRdx4443MmDFjwL25UlAQJhQKkkym6OhIDHdOj1Q6QadVpRPcmgv52Hny7DE8uaxmWN47nYY9zTH2NMdYX9vzduXFEUaUFVCzo6Xf+351bT1bd7YwfnRJFkqzIx8//+6odIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUXVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTrBrX3p972Rpk6dyp133sl1113HLbfcQlNTE9dccw3XXnstc+fOpb6+799S39/ixYu55pprePvtt2lvb2f58uV89KMfZfPmzV3b/PnPfz7odccdd1zXZFR9fT0f/vCHKS8v55e//CUzZszgyiuv5O233+7afu3atVx55ZWceOKJ/PKXvySdTvPhD3+YHTt2DKg3lwoLI5SUFFBYGBnulF6pdIJOq0onuDUX8rFz4fwJA9r+6ovn8l8fP5Mv/N+TuPriufyfd85k0amTOfWYMcycWMHoikJCwew+O6qxNc6mumaSqYE96+rZlb3Mcg2DfPz8u6PSCTqtKp2g06rSCTqtKp2g06rSCTqtKp3g1lxQ6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS39qXfV0hVV1dTV1fHr371KxYtWkRVVRX//M//zAUXXMAzzzzDunXrOOOMM/q1r1QqxS9/+Uv++7//m7KyMm6//XaWL19Oa2sr9957L5///OdJJpPs2bOHxYsXZ7x2xIgRXf/8s5/9jO3btzN37lwA5syZw29/+1vuuusuvv3tbwNw991309LSkrHNc889x49+9CM+97nP9Xf4ZmZHhIljSrnojKn88S8b+tz2HcdWc9LRVQQCASrLCmB899ul0mmaWuPsbmpnd2MHu5o62N31n3Z2N+1dFk+ksjuYA7z4xnbGVhYza9IIxlQWEQhkd6LMzMzMzMzMzMzMetbvCanTTjuNc889F9h71dEXvvAF3vWud/HMM8+QTqdpamrq95tu376dL33pS123zfv2t7/NOeecQzqdpq6uDoClS5dyzDHH9HprvUcffRSAoqIiAAoLCwF46qmniMfjBINBHn/88W63eeyxx/JmQqqhoW24E/pFpRN0WlU6wa25kK+dl5w1jXAowIPPrCfdw0VI55wwnivOn9WvSZ1gIEBFSZSKkihTx3a/TTqdpqU90TVJtaupg92NHRn/e1dTBx2x5KDHVd/Yzo8fehPYe9u/mRNHMHNiBTMnjWBydSmhYL8vGs6KfP38D6TSCTqtKp2g06rSCTqtKp2g06rSCTqtKp3g1lxQ6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS39qXfE1JXXHEFK1euZPHixZx55pmMGTOGr33ta1x77bW0t7ezYMGCfr/p2LGZfyNZXV3NyJEjqa+vZ9q0acDe2/X9/Oc/5xe/+AUzZ87kvPPO4/LLL6e4uBiAhoYG1q9fD0AkknlJWVtbG2+++SbhcJjW1tZut9m4cSO7du1i5MiR/e42MzsSBAIB/u7MaZwxdyxLlm9lxZqdNLfFKSoIc8yUShbMn8CEqtKsv2dpUYTSogiTxvS877aOBLuaOnjpze08+Mz6Qb9fY2ucl9/ewctv7719a0EkxPTx5cyatHeSavr4cgqj/f4j0szMzMzMzMzMzPrQ779tCwaD3Hbbbdx2221dy975znfy+OOPs2nTJo4//vhBR8Tjcfbs2QPARRddBMDjjz/eddu+pUuXsnTpUn7+85/z/e9/n6lTp1JXV0f6r7+6H+zmt9p37tx5UH932wxmQioQgIqKvVdcHTiLWFZWSDAYIBZL0tYW61oeCgUpLS0AoLm5g2Ry362pioqiRKMhUqk0TU3tGfvrfJ/29njGg8UikRDFxVEAGhvbu44FQElJAeFwkEQiRUtLx37dAcrL914h1toaIx7fd6VBQUG4616RHpPH5DF5TK2tMUZXFHHpOTO49JwZeTOmiooixo4pY+zIYp5cXkNDc4xs6IgnWbVxN6s27gYgGAx0TVBNG1vGURNHUFESzcvP6XD82fOYPCaPyWPymDwmj8lj8pg8Jo/JY/KYPCaPyWPymHTH1JMB//r3+vXr2bZtG6effjoAu3fv5oQTThjobjI8/fTTJJNJ3vOe9zBjxgw2bdpEMBikoKCAjo59B3Pjxo18/OMf5/e//33GLQK7u2XUgbcQ7M82AxHt4TfnI5EQoVCQVCrzPlfBYKDrNcFgjOR+d50Kh4NEo+GMD/PA99n/B+fA/QUCZNxWq3N/kMh4TSCwb3/t7fGMdaFQ0GPymDwmj0lmTJFwkAtPmcyvn1jTbdOBjplaybRx5by5cTcbtzWRPKD1QKlUmjVbGlizpaFrWfXIYo6ePIL5R4/h2OmjKApl/rnSnzHFYgnWbW1k2eodNLXGKC6MMH92NafOGXtYfk4ek8fkMXlMHpPH5DF5TB6Tx+QxeUwek8fkMXlMHtORN6aedP/u3Whvb+czn/kMS5YsYcKECfz5z38GIJVKdd26LxQK9fuN93fvvfcyduxYbrzxRgAmT57ctf/a2lruu+8+fv7zn1NfX8+aNWtYtmxZ1zOhelJSUkIymexzm8GKxRLdLo/HkySTKRKJzA8hlUp3vebADzUUCmbMbnb3Pgd+qPvv78CX7n3vxEEN6TQ9NiSTqT7HFAoFGTmyhHg8SVNTe69jSiT27u/A5UM1prKyQvbOzh78Wew/poF8TrkYUzicIhwOUVZW2DWLfKifU67GVFZWSCQSymgYqp+9gY4plUoRCAQyjmt3Y+puf0M5ps5jGo8naW2N5e35BBCNhkin091+Vw3X+XTBqZPYWNfEC2/UHbSP/U0bX87nP3wKgVSaeDxJRzzJuq2NrK9tZHVNA29t3E17P55NVberlbpdrTy1fCsAFSVRjppYwcyJI5g1qYJZ0TDBYKDHMa2raeC797/Kuq2NGesefmETI8sLeO/ZMzhj7r5b2vp8GviYOs+pRCLp8ylLY9r/e6q5uSMv/3yCfZ9955/7+frnUyyWOOjfp3oa04H78/nU85h6+p7y+TT4MRUWRrq+p3w+ZWdMB35P5ev5FIslCIcPPq75dj4BGedUPp9PqVS663uqpKQg43sqn86nVCqdcUybmtrz9nwCKCra9z3l8yk7Y+rre8rn08DH1N33lM+nQxvTgd9TPp8OfUzhcJARI4ozvqd8Ph3amDq/p4qKIhkTTPl2PkHmcc32z15PAumeZkIOcOutt/KTn/wEgAkTJvDYY491rXvmmWdYunQp11xzTb/fuNPDDz/M9ddfz7333tvrbf/q6+v54Ac/yLp16/jGN77B6aef3nWV1i233MKll17K/fffz+c//3kA7r//flKpFO973/sA+OlPf8ppp53GnXfeyV133QXA888/T2Vl5YCbU6k09fXNA35dTyoqiohGw8Riibx+6JlKJ+i0qnSCW3NBpRPytzWVSvO/z2/kT0s309yW+VsfkXCQM+aO5fIFR1FU0PPvXyRTKbZsb+HtLXtYvaWB1Zv30NAy8FsBFkRCzJhQvneCamIF08dXUBDd+4saq7fs4b9+tZxYvPffGLlswQze9Y4pA37vXMrXz747Kq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWXFDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLcCVFWV9biu31dIPf3003zve9/jxBNP5Oqrr85YFwgEePDBBwc8IbVjxw6+/OUvc+utt3ZNRu3Zs4dEIsHo0aMzth01ahTXXXcdV199NZMmTWLkyJFMmDCBmpoa4vHMv4QsLCxk1qxZpNPprtv+HbjNlClTBjUZlQuxWJJUKt3tlTz5RKUTdFpVOsGtuaDSCfnbGgwGeM8ZU1l06iRefnsH2/e0kwZGlRdywoxRlBZF+txHKBhkytgypowt4/yTJ5FOp9mxp43VWxp4e/PeSaptu1r73E9HPMkbG3bzxoa/PocqEGDK2FKmjSvnuZXb+pyMAvjNE2uZMb6CWZNG9LntUMnXz747Kq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWXFDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLf2pd8TUiUlJZxzzjlA5vOYampquPXWW9m9e/eA3jidTnP99dfzrne9i6OPPpq1a9fS0dHB97//ff7jP/6DN954g+rqakaNGtX1msmTJzNr1qyuyatFixbxwx/+kMbGvbc/6rxF39lnn00ksvcvIRcsWMDDDz/c9byoRGLv5WULFy4cUG8u7f+QsHym0gk6rSqd4NZcUOmE/G+NhEOcduzYvjfsh0AgwJjKYsZUFnPmceMAaGyNsWa/CapNdf14DlU6zfraJtbXDux5hX9aujmvJkzlr1YAACAASURBVKTy/bPfn0qrSifotKp0gk6rSifotKp0gk6rSie4NRdUOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGtfen3hNTo0aP5x3/8R84++2zq6uq4/fbb2bBhA0uWLCGZTDJ79uwBvfF3vvMd/vKXv/CXv/yFe+65p2v5hAkT2LFjB5dccgkFBQV88pOf5CMf+QiRSIQnn3yS22+/vWvbq666it///ve8/vrrALz99tuUlJTwqU99qmubT3/60zz11FOsXLmSd7/73axevZqqqiquuuqqAfWamdmRq7w4yomzqjhxVhUAHbEk62obWb15D6u37GHN1kY6+vEcqv5YtnonzW3xfl3dZWZmZmZmZmZmpqLfz5Bau3YtH/jAB2huznx2UufLv/Wtb7Fo0aJ+venzzz/PlVdeSSp18KVgF1xwAd/85jf5xje+wf/+7/9SX1/Psccey0UXXcT555/PuHHjMrZfs2YNX/rSl+jo6CAYDPKf//mfB02OvfTSS3z1q18lGAxSVFTErbfeyvjx4/vV2p1sP0PKzMy0JVMpNm9vZvXmBlZv2cPbWxpoHMRzqDr9+4dPZtq48iwWmpmZmZmZmZmZ5V5vz5Dq94QU7J38ufnmm3nxxRe7bo83e/ZsPvnJT/LOd77z0EtFZHtCKhQKEgwGSKXSJJP5e29JlU7QaVXpBLfmgkon6LTmS2c6nWb7njZWb27gZ4+8SSLZ7z9qAfiXi+dwyuzqHNUNTL4c0/5QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLfmgkon6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuBWyOCHVqbW1lfr6ekaNGkVxcfEhxSnK9oRURUUR0WiYWCxBQ0Nb1vabbSqdoNOq0gluzQWVTtBpzcfOm+95ibU1jQN+3XHTR3HhqZM4ZkplxrMbh1o+HtOeqLSqdIJOq0on6LSqdIJOq0on6LSqdIJbc0GlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9wKvU9IBXtacfHFF/f4ouLiYiZNmnRETkaZmZkNxFnHD+4Wsa+tq+frv1zOf/x4Kc+t3EYiz3+rxszMzMzMzMzMrDc9XiE1e/ZsrrjiCm644QYiET9YfX++ZV9+d4JOq0onuDUXVDpBpzUfOztiST7//efY0zz4Z0oBVJYVcN5JEznnhPEUFw7dn8v5eEx7otKq0gk6rSqdoNOq0gk6rSqdoNOq0gluzQWVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnArDPKWfXPmzOG8886jrq6Oz33uc8yfPz9rQeqyPSFlZmaHt/W1jXz9l8tp60j0ut1pc6rZVNfM1p0tPW5TEA1x9vHjOf/kiYweUZTtVDMzMzMzMzMzs0Eb1ITUpZdeyn333ceOHTu4/fbbKS8v57Of/WyPt+n7+te/znXXXZed4jznCSkzMxuomp0t/PxPb7Nq4+6D1lVXFvG+c2dw0tFjSKfTvLZuF4+8uKnbbTsFAnDy0WO48NTJTB9fnst0MzMzMzMzMzOzfhnUhFQqlSIY3PeIqaeffprvfe97XHXVVZx77rkHbX/hhRfyyCOPHHqtAE9ImZnZYNXsbGHZ2ztobosTjYQ4evIIjplSSTAQOGjbTXVNPPLiZl5cVUcy1e0f1wDMmljBhadOZt7M0d3ux8zMzMzMzMzMbCgMakKqO+3t7dx8883U1tZSVVXVtXzr1q28+OKLrFq16tBKRWR7QqqoKEo4HCSRSNHWdmjPGMkllU7QaVXpBLfmgkon6LSqdMLAWnc1tvPYy1t4cvnWXm/7V11ZxAWnTOKM48ZREAkNeedwU2lV6QSdVpVO0GlV6QSdVpVO0GlV6QS35oJKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7gVep+QCvd3J+l0mvvuu49HH32UxsbGg9YF/BvZgxaNhohGw8RiCdrahrumZyqdoNOq0gluzQWVTtBpVemEgbWOLC/ksgVHcdEZU3nm1Vr+9NJmdja0H7Rd3e427nn0bR54ej0L5k9g4UkTqSiJDlnncFNpVekEnVaVTtBpVekEnVaVTtBpVekEt+aCSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSie4tS89TkgtWbKEc845B4DnnnuOW265hTVr1gB7J6Ase1KpNMlkilQvt2PKByqdoNOq0gluzQWVTtBpVemEwbUWFYQ5/5RJLDxpAq+8vZOHX9jE+trGg7Zrbovzh79s4KEXNnH6nGouOHUyE0aXDFnncFFpVekEnVaVTtBpVekEnVaVTtBpVekEt+aCSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSie4tS893rLvvPPO49Zbb+WHP/whTz75JLBvImr27Nmcd955Xcu2bNny/7N35/Fx1fXCxz+zZ9/3Jm2TdEnbdF9ooQVBZCmyCxSRRR/1esXrXbwX9bFXQC6o10dRQAUERagKspRNVkGgtHRvaZs23ZIu2bdmkkyW2c7zR5q0aTLJJJlJ5gvf9+vFS5s5M/mck0w6zXfO7/Dyyy/rkn1KKaXUGDIMg4MVTt7cfIydBxsY7OXD7IJULl6Sx4xJyXpWs1JKKaWUUkoppZQKixFdQ6qoqKj3F1Y9myQnJ/Ptb3+bG264AbPZ3Gf7yy+/nFdeeSVUzRFNB1JKKaUiTW1TO29tOc763dW4vf6A203MiOPiJRNZPCMDq8UccDullFJKKaWUUkoppYZrVAMpwzCwWq2sWrWKb3/72yQkJAz4QH/605+46aabQlMc4XQgpZRSKlK1trt5b0cl72yvpMUV+IKUyfEOLlyYy3nzcoiJsvW73W8Y7D/WzPHaVnx+g+QEB3ML04h2BH35SaWUUkoppZRSSin1KTPigRTA0qVLWb16NVOmTAlPnUA6kFJKKRXpPF4fG0tqeXPLcaoaXAG3c9gtnDsnh88tyiUtKRqA9bureXXDEWpP9L2iZZTdwvI52VxzbgFRdh1MKaWUUkoppZRSSqm+RjyQuuuuu1i1alXYwqQK9UAqMTEau92K2+3F6ewY+g7jREonyGmV0gnaGg5SOkFOq5ROGLtWwzDYXdbEm5uPse/oiYDbmUywaHoGdquZ9XtqBn3MSVnx/Neq+cRERdZQSsrXX0onyGmV0glyWqV0gpxWKZ0gp1VKJ2hrOEjpBDmtUjpBTquUTpDTKqUT5LRK6QQ5rVI6QU6rlE7QVhh8IBXwN0mXXnqpDqOUUkop4UwmE3MKU5lTmMqx2lbe3Hyczftq8fn7vh/FMGBLaV1Qj3m0ppXfv7aPb10zOxzJSimllFJKKaWUUuoTyHLXXXfdNdANl1xyyRinyGEY0NER+LocI+H1+vF4fPh8gS9EHwmkdIKcVimdoK3hIKUT5LRK6YSxb02Mc7BwejrLZ2djMZuobHDhHeHnrm5sZ3FRBvEx9hBXjo6Ur7+UTpDTKqUT5LRK6QQ5rVI6QU6rlE7Q1nCQ0glyWqV0gpxWKZ0gp1VKJ8hpldIJclqldIKcVimdoK2xsY6AtwVcsk8FpteQUkop9UnQ0eXlw13VvL31OA3OzmHf/6LFeaz67NQwlCmllFJKKaWUUkopiUZ0DSkVmA6klFJKfZL4/H7+9NYB3ttZNaz7OWxm5k5JIy8jjgnpceSmx5KaEIXJZApTqVJKKaWUUkoppZSKZCO6hpRSSimlPh0sZjMTMwO/WAiky+Nn8746Nu87de2paIeFCWlx5GZ0D6hyTw6qYqJsoUxWSimllFJKKaWUUsLoQCoC2GwWzGYTfr+Bx+Mb75yApHSCnFYpnaCt4SClE+S0SumEyGtNS4wKyeN0dPk4VOnkUKWzz8eT4x0nz6TqGVLFkZ0ag9ViHtXnq2/u4L0dlWzdX0eLy4PdZmbKhETOm5dDcUEq5gg8WyvSvvaB1DV30NbhwW6zkJ0agyUCj2UPKccU5LRK6QQ5rVI6QU6rlE7Q1nCQ0glyWqV0gpxWKZ0gp1VKJ8hpldIJclqldIKcVimdoK1DCXog9etf/5p169Zxww03cPXVV4ez6VMnJsaO3W7F7fbidHaMd05AUjpBTquUTtDWcJDSCXJapXRC5LUWTUomKc5Oc5s7LI9/orWLE61d7Drc2Psxi9lEVmpM71lUE9LjyEuPIyXBEdSyf29uPsaz/ziM/7TVh7s8PnYcbGDHwQam5SZy+zWziY+xh2WfRirSvvan8xsGG0tqeGdbBeXVrb0fj7JbOGtmJpcsmUhmSsw4Fg4sko/pmaS0SukEOa1SOkFOq5RO0NZwkNIJclqldIKcVimdIKdVSifIaZXSCXJapXSCnFYpnaCtQwl6IPX73/+e9vZ2bDabDqSUUkqpTxirxcwFC3J54YOyoLbPSY3h+vOnUNng4nh9GxV1LqobXfj8wV+a0uc3qKx3UVnvYtNpH492WE87k2rgZf/e3nKcZ949NOjjH6hw8otnPuZ7X1qAw2YJuuvTyuvz8+gre9laWtfvtk63j/d3VrGxpJZvXTObWfkp41ColFJKKaWUUkopyUyGYQT1m6P/+Z//4c9//jMvv/wyU6ZMCXdXRPP7DRob20L2eCaTCZMJDAOC/HKMCymdIKdVSidoazhI6QQ5rVI6ITJbvT4/Dzy3iz3lTYNuFxdt4/tfWkB2amy/+9c2tXO8vo3KehcVdW1U1LtobOkMSV9KgoPc9DjSEqP4x45Kgj1s155XwGXLJoekIRQi8WsP8OSb+3lvR+WQ29ltZlbfsojc9LgxqApOpB7TgUhpldIJclqldIKcVimdoK3hIKUT5LRK6QQ5rVI6QU6rlE6Q0yqlE+S0SukEOa1SOkFbAdLTA1+nPOiBlN/v57777qOwsJAbb7yx3+0333wzTz311MgrBQn1QEoppZSKFB6vn7+8c5B1H1cNeLZTfnYCX7t8JlnDWLatvdNLZUP3cKqivo3KujaO17vo6PKGMj2g1AQHP/3G2ZjNkXsNpPFWd6Kd7z+ykWBffi6ZkcE3riwOa5NSSimllFJKKaXkCclA6pZbbgHgwIEDmM1mJk6ciN3efU2G9vZ2SkpK2LdvXwhyI58OpJRSSn3SNbd1sX53NUdr2/D5/KTER7GsOIv87Pigru80FMMwONHaRUX9yUFVXRsV9W1UN7YPa9m/YP33rYvIz04I+eN+Ujz7j0O8vulY0NtbzCb+3+3nkBgbWdfnUkoppZRSSiml1PgKyUCqqKio9xdQhmH0+WVUz591IKWUUkqp0fD6/NQ0tXcPqupOnlFV30ZjS9eoHjcpzs6s/BSm5iYxNTeRrJSYkAzWpDMMg7oTHdz/7E7qTgxvacV/uXY286emh6lMKaWUUkoppZRSEg02kLIO74HSsVr738XpdNLe3j78MgVAbKwDq9WM1+vH5RrdL9zCSUonyGmV0gnaGg5SOkFOq5ROkNM61p1Wi5nc9Lju6xPNPPXx9k4PFfUuKuvbeP79MtqHudxfc5ub9btrWL+7BoD4GFvvcGpaXhJ5GXFYLeZQ7kpA4/m1b+/0Ul7dwuEqJ2VVLRyudOLqHNnSiV0eX4jrRk7K8wnktErpBDmtUjpBTquUTtDWcJDSCXJapXSCnFYpnSCnVUonyGmV0glyWqV0gpxWKZ2grUMJeiD1rW99i29961sD3ubz+fjyl78csqhPG6vVjN1uBcbmWhojJaUT5LRK6QRtDQcpnSCnVUonyGmNlM6YKBvT8pKYlpfE8XoX7+2oHNXjtbZ72H6gnu0H6gGw28wU5iQyNTeRqXlJFOYkEGUf1vt2gjZWx9TvN6hscPUOn8qqWqhucAV9naihlJQ3MbcwjWhHeI7TcETK92kwpLRK6QQ5rVI6QU6rlE7Q1nCQ0glyWqV0gpxWKZ0gp1VKJ8hpldIJclqldIKcVimdoK1Dfs5gNww0jAKwWCw8+eSTIQn6NPJ6/YD35P9GLimdIKdVSidoazhI6QQ5rVI6QU5rJHZ+Zl7OqAdSZ3J7/Ow7eoJ9R08AYDaZyMuMY9rJs6im5iaSGOcIyecK1zFtcbn7nPlUXtNKlzt8ZzGt313Dx4cauXTpRC5YkIvDZgnb5xpKJH6fBiKlVUonyGmV0glyWqV0graGg5ROkNMqpRPktErpBDmtUjpBTquUTpDTKqUT5LRK6QRtHUrQ15AC2Lp1K0888QQdHR08/vjjALz++utkZmayYMGCsEVGGr2GlFJKKTW+Hnt1Lxv21Ay5XVy0jf+8YR6NrZ0crHBy8HgzR2pa8fmHf55QRnL0qQFVXhKZydFBX4fK7zfYdbiR93ZWcqS6BY/PICnOzlkzMlkxN4fk+OENu7w+P8dq2/oMoBqcw7sGVA+rxURuehzH69vw+UZ2/lRCrJ3Llk7iM/NzsFnHbzCllFJKKaWUUkqp8TXYNaSCHkht3LiRr3zlK/j9fiZMmMA777zTe9tDDz3EsmXLWLhw4ehrBdCBlFJKKTW+PF4/D7+0hx0HGwJuEx9j49+um0t+dkKfj3d5fBypbuHA8WYOVjg5VOmkcwRnEiWcdh2qqXlJTMyMw2Lufx0qZ1sXDzy/m/LqlgEfx2oxc/PF01gxJ2fA2w3DoKml69TwqcrJ0Zo2vL6RvYMpNSGKwgkJFOQkUpiTwMTMeGxWM5v21vLIyyVD3t8EAZf9S4538PmzJ7NiTvaYXZNLKaWUUkoppZRSkSMkA6nrr78eh8PB/PnzWbduHWvXru29bc+ePfzkJz9hzZo1o68VQAdSSiml1Pjz+w027a3l3e0VHK46NeyJi7axYm42n1uUR1IQy+z5/QYV9W29A6oDFc0429zD7nHYLBTkJPS5DpXfD/et2UZVg2vI+3/t8zNZVpxFl9vHkZqWk8On7gHUSHqg+9pYBdndw6eCnAQKchIGPSYf7anhj2+U4g5wuv6UCYncesl01u2q5t3tlQGHYmmJUVx+zmTOLs4acEinlFJKKaWUUkqpT6aQDKSuu+46nn32WQBuvvlmnnrqqd7b7r//fp588kl27NgxylQZQj2QMplMmExgGN3vgo5UUjpBTquUTtDWcJDSCXJapXSCnFYpnU0tnbS0e3DYzGQkx2AxB7eU3kAMw6DB2dk7oDpY0Ux1Y/uwH8dsMhEfY8PpCm6YZDGbyEmLpbLehX+Exzo7NYaCnAQKTw6gJqTHDnsg1OJys25XFZv21uF0dWGzmJmcncBn5uUwMz8F88llCk+0dvHqR0f4YGdVwCUQM5OjuWJ5PmfNyMQ8iq/JUKR8n4KcVimdIKdVSifIaZXSCdoaDlI6QU6rlE6Q0yqlE+S0SukEOa1SOkFOq5ROkNMqpRO0FUI0kLrmmmu44447WLp0KbfccgsPPfQQ5eXlrFmzhldeeYWUlBQ2bNgQsuhIFuqBVGJiNHa7Fbfbi9PZEbLHDTUpnSCnVUonaGs4SOkEOa1SOkFOq5ROCG9ra7ubQxXO3gHVSK9DFUoxDisFE7qHT4U5CeTnJBAbZQvp5wjmmDY4O3hl/RHW764JOEjLSYvlquX5LJie3jvQGuvOSCGlVUonyGmV0glyWqV0graGg5ROkNMqpRPktErpBDmtUjpBTquUTpDTKqUT5LRK6QRthcEHUtZgH+Tqq6/mtttuIyoqCo/Hw1lnndV7m8lk4sILLxxdpVJKKaVUhIqPsTN/Wjrzp6UD3dehKq9q4WDF6K5DFSyTCfLS4yiY0D18KshJIDMlJizDneFKS4zmyytnsHLZJF7+8AgbS2r6XWOqqsHFb17cQ15GHFevKGDulFRMEdCuBtbg7GBXeRMen0FslJVJ6bFEO4L+Z4NSSimllFJKKTWgoM+QArjnnnv405/+1O/j8+fP55FHHiEhIWGAe33yhPoMKZvNgtlswu838HjC98us0ZLSCXJapXSCtoaDlE6Q0yqlE+S0SumE8W31+f1U1Ll6B1QjvQ5Vj4RYO4U5CRSeHEBNyoonyj72A4GRHNOqBhcvfVjOltK6gNvkZydw9Yp8ZuWnhGQwpd+noXG0ppUX15Wx63Bjn6Giw27h7OIsrlyeT0KMfdz6AonkY9qjvdPLsfo2utw+YqKsTMqIw26zjHdWQBKOKcjpBG0NBymdIKdVSifIaZXSCXJapXSCnFYpnSCnVUonyGmV0gnaCiFasq9HSUkJ7777LvX19aSkpLBw4UJWrFgx6khJQj2QUkoppdQni2EYfLCzij++uX9Y98tMjuY7q+aRmhAl/gyiY7WtvPRhOTsONgTcZmpuIlevKKBoUvIYlqmB7DrcyK/X7sbj9QfcJj0pijtuXEBqYtQYlsnW6OzklQ1H2Li3Brfn1LGNjbKyYk4OK5dNIi46tEttKqWUUkoppdR4CulASulASimllFJDa3G5+c6v1w/rWlOXLp3IdZ+ZEsaqsVde3cKL68rZXdYYcJsZk5K5ekUBU3ITx7BM9ahtaufOP2zuMzAJJDc9jh/etgirxTwGZYPzGwZlVS00ODswm0xMSI9jQlrseGf1OlrTys+f2UlbhyfgNhnJ0fzXqvk65FNKKaWUUkp9YoRsIOV2u3nppZfYtGkTzc3NJCcns2TJEq688krs9shbviNcdCCllFJKqWA88nIJm/bWBrWtCfjJN5aRnhQd3qhxcqjCydp1Zew7eiLgNrMLUrlqRT752Z+OZaAjxZNvlPLezqqgt7/96mIWTs8IY9Hg/IbBezsqeXtrBbVN7X1umzIhkZXLJjFvSto41XVraXfzw8c30+IaeunOCemx/PDWxdis4z/kU0oppZRSSqnRCslAqrq6mttuu41jx471u23ixIk8+eSTZGZmjrxSkFAPpBwOKxaLGZ/PT1eXN2SPG2pSOkFOq5RO0NZwkNIJclqldIKcVimdEJmtVQ0u7nlyK13uoddivmDBBL500fQxqApeOI7pvqMnWLuujEMVzoDbzJ+axlUrCsjLiBu3znCJtNYut49/e/BDuoaxXnh2agxXLs8nNtpGXJSN2CgrsdE2ouyWsC816fP7efTlvYNeowzg2vMKuGzZ5LC2DOalD8t56cPyoLf/2uUzWTYrK4xFwxNp36eBSOkEbQ0HKZ0gp1VKJ8hpldIJclqldIKcVimdIKdVSifIaZXSCdoKgw+kgr469o9+9COOHj064G1Hjx7l3nvv5YEHHhh+nSIqyobdbsXt9kb0N6mUTpDTKqUTtDUcpHSCnFYpnSCnVUonRGZrTlos3752Dg8+v4vOQYZSZ83MZNVnp45hWXDCcUxnTEqmaOICSsqbWLuujPLq1n7b7DjYwI6DDSwuyuDK5fnkDLEMWyR+7QOJtNaapvZhDaMAqhvbefilkn4ft5hNvcOpM4dV3X8e+LbhDLKef79syGFUz3bpSdEsmRG6N8wZhoHH66fT46PLffI/j6/Pnzs9Pjq7vLy5uf+b+Abz3o7KiBpIRdr3aSBSOkFbw0FKJ8hpldIJclqldIKcVimdIKdVSifIaZXSCXJapXSCtg4l6IHUpk2buPXWW7nsssuYMGECDocDt9tNbW0tb7/9NmvWrAlnp1JKKaWUSDMmJXP3V5bw1ubjrN9T3WcwNSU3kc8uyGXxjAzMYT6zJJKYTCaKC1KZlZ/CzkMNvLiunON1/c8+31Jax9b9dSydmcUVyyeTmRzTb5uqBhdbDzbg8xvER9vIz4wj2hH0S9xPLVenh50HG/jg4+CX6huKz2/Q0u6hpT3wNZMGEuwgy2wy8faW40E/7toPyijMScDt9dN52sCoZ5DU589uH50eL10e/8k/e3tv6/T4cHt8dLp9hOvqu2VVLRiGEfYzzJRSSimllFJqPAW9ZN8//dM/8cgjjwS8/atf/SqPPfZY75/r6urIyBi/teXDSa8hpZRSSqmRcHt81DS14/H5SYp1kJoYNd5JEcFvGGzfX8/adWVUN7YPuI3ZZOKc2Vlcfs5k0hKj2X/sBGvXlXPgeHOf7Rx2C+cUZ3HVigLiom1jkS9Ga7ubHQcb2La/nr1HmvD5wzRdUSPy2B3nYzbrQEoppZRSSiklW0iW7JszZw6lpaUUFRX1u23v3r1Mndp3mZmvf/3rvPjii8PIVEoppZT6ZLPbLEzMDPzC7NPKbDKxqCiDBdPS2bSvlpc+LKfuREefbfyGwbpd1WzYU8P0vCT2HT3BQOOULrePd7dXsvfICe744nyS4hxjsxMRqsXlZvuBerbur6P0aDP+EJzik5seS2KsnbZOL64OD65OLx0RvhRFpIuJsuowSimllFJKKfWJF/QZUjfeeCN79uxh3rx5/ZaS2Lt3L4WFhTgc3f/gb21tpbS0lH379oW+OALoGVJKKaWUUuHj8/vZsLuGl9cfobGlc8SPU5iTwP+9eeGnbhm05rYutu2vZ9v+OvYfbw7pMnN2q5n//eezSYi19/m41+envevkgKrDS1un5+T/93QPrs78c4cHV6eHjq7hXb8qElgtJhw2Cw67BYfNQlTv/1qx28xE2S2UlJ8Y1veuCfj82ZO5/JzJWC3m8MUrpZRSSimlVJgNdoZU0AOpoqKigP+YP3O9854/60BKKaWUUkqNlNfnZ92ual7dcIQTrV0jeozvrJrHrMkpIS6LPE0tnWzb330m1KEK54Bnj50pOd7BwmnpLJyezoY9NazbVT3o9ibg61fM4qyZmSFphuENso7VtdE6zOtT2axmYqKsRJ0cIEXZLNhP/m/3n63dg6UzhkuO07bp/fjJ/x/MwGjX4UZ++ezHwz4euemxfOWyGUzOShj2fZVSSimllFIqEoRsIBUfH098/NDLzLS1tdHa2qoDqSDFx0dhs1nweHy0to78XcDhJqUT5LRK6QRtDQcpnSCnVUonyGmV0glyWqV0QuS0erw+3ttRxasfHRn2QGJRUQbfvKo4PGEjEMpj2tDcwdaTZ0IdrmoJ6j6pCQ4WTs9gUVEGBTkJmE++qcxv3bzlaQAAIABJREFUGKz9oIw3Nh0b8NpScdE2br1kOgunj981Yg9VOLlvzbagt7dZTPziX5YTGzX21xIzDIM/vrGfDz6uGvZ9zSYTly6dyBXnTMZmtYShbmiR8twfipRO0NZwkNIJclqldIKcVimdIKdVSifIaZXSCXJapXSCnFYpnaCtEKJrSM2cOZMXXnghqG39fj9XX311sA/9qWc2m7BYzPh8/vFOGZSUTpDTKqUTtDUcpHSCnFYpnSCnVUonyGmV0gmR02qzWvjc4jwyUqL51bO7hnXf7Qfq+cVfd5KTGktO2sn/UmOIGYchBYz+mNaeaO8+E6q0jiM1rUHdJz0pikUnh1CTs+IHXPXAbDJx7XmFXLgwl3W7qimrbqXL4yM+xsbs/BQWF2Vgt43PcKRH4YQEJmXGc7Q2uP1eVpw9LsMoAJPJxC0XTyfaYeGtzccHPGPNYu6+dtruw420n3YNLr9h8LePjrL9QD1fuWwGhTmJYxd+UqQ894cipRO0NRykdIKcVimdIKdVSifIaZXSCXJapXSCnFYpnSCnVUonaOtQgh5IBTuMAjCbzbz00ksjCvo0crt9+P0GXm9kf5NK6QQ5rVI6QVvDQUonyGmV0glyWqV0gpxWKZ0Qea0W8/CvBeX3G+wpa2JPWVOfjyfF2U8Op04bVKXFEhcdngFGl8fH7sONtHZ4sdnMTMyMJy8tJqjrW1U3urrPhCqt41hdcGfpZ6bEsGh6OoumZzAxMy7o62glxjn4/NmTiY62Y7Wa8Xr9dHS4g7pvuJlMJv7P52fw4zXb6ThtgDOQ7NQYvvCZwjEqG5jZbOKGC6by2QW5vP9xFaXHmul0e4mLtlGcn8KKuTkkxNg50drFU2/uZ+ehhj73r25s576ntnHR4jyuXlEwpgPBSHvuByKlE7Q1HKR0gpxWKZ0gp1VKJ8hpldIJclqldIKcVimdIKdVSido61CCXrJPnaLXkFJKKaWUGntVDS5WP7YprJ8jIcZGTlos2WcMqxJibEEPdU7X5fHx0oflfLCzqs9ZMAA5abFcfvbkftdkMgyDygYXW0vr2La/nsoGV1Cfa0JaLAunp7OoKIMJabEj6pXgWG0rv31xD7UnOga8vWhiEt+4spiEWPsYl42cYRhs2lvLn94+gKuz/7AtMzmaL6+cwbS8pHGoU0oppZRSSqngheQaUuoUHUgppZRSSo09wzD40RNbg16yLZRio6ynLfl3alCVFGcPOPjp6PLy82d2UjbE9Z2uXJ7PFedM5nhdG1v317G1tJ6apvaguvIy4lg0PZ2F0zPISYsd9n5J5fcb7CprZMPuauqdnZhNJnLTYzl3Xg4F2Qlih3FOl5s1b+1n2/76freZgM8uyuXacwtx2Md3+USllFJKKaWUCkQHUiGmAymllFJKqfGxfnc1j/9tX1DbxkZZ+eerimlwdlLV4Or+r9FFU0tXyHqiHRZyUs84oyo1hpTEKB5+cQ9bBxgsDCQh1k6LK7il8SZlxfcux5eZEjOafBWhtpTW8dSb+2nr8PS7LT0pii9fOoOiScnjUKaUUkoppZRSg9OBVIiFeiBlsZgxm034/UZEX+xMSifIaZXSCdoaDlI6QU6rlE6Q0yqlE+S0SumEyGz1GwaPvbKXjXtrB93OYjbxr9fNoTg/td9tHV1eqhvbewdUPcOqRmcnoXphbLOa8YRwHe6CnAQWTc9g4fR00pOiQ/a4gUTi1z4QKa3D7Wxpd/Pntw+weV/dgLefv2ACXzivkGhH0JcFDton9ZiOJ20NPSmdIKdVSifIaZXSCXJapXSCnFYpnSCnVUonyGmV0gnaCmEeSHm9XqzW0P8jKJKFeiCVmBiN3W7F7fbidA68Fn4kkNIJclqldIK2hoOUTpDTKqUT5LRK6QQ5rVI6IXJbfX4/z713mL9vrcDn7/9SNjXBwVdWzmDG5JRhPW6X20dNU/9BVV1zB+PxFq4puYndQ6hp6aQmRo3p547Ur/1ApLSOtHPb/nqeemv/gGfQpSZEcdvKImYN83t9KJ/0YzoetDX0pHSCnFYpnSCnVUonyGmV0glyWqV0gpxWKZ0gp1VKJ2grDD6QCnqS9NBDDwEQHx/Prbfeyvvvv8/q1atpbGzkvPPO47777iM5WZeNUEoppZRS4WUxm7nhgqlcsmQi63ZVc7S2DY/PT0KsnXmFqcydkorFbB724zrsFiZlxTMpq++LZ4/XR01TR59l/6oaXNSd6BhwIDYa0/OSWFSUwYJp6STHO0L62EqmhdPTmT4xib/8/SAfldT0ua2xpZOfP72Tc+fmcP35U4iJ+nS9UVAppZRSSiklS9BnSBUVFXHBBRdw7733UldXx3XXXYfH46Hn7itXruQXv/hFWGMjhS7ZF9mdIKdVSidoazhI6QQ5rVI6QU6rlE6Q0yqlE+S0jlen1+en7kTHGWdUtVPT5MLrG/6g6gvnFbBy2eTQh46AlK89yGkNRefOQw08+UYpzW39z5ZKjndw26VFzC7ov0zlcH2ajulY0dbQk9IJclqldIKcVimdIKdVSifIaZXSCXJapXSCnFYpnaCtEKIl+84++2zee+89TCYT11xzDQcPHsRkMvHd736XK664gptuuonXX389ZNGRLNQDKaWUUkop9cnh8/v57Yt72H6gYVj3+7fr5jCnMC1MVeqTor3Tw9PvHuLDXdUD3n7O7CxWfXYqsVG2MS5TSimllFJKqcEHUkGvZZKamordbudnP/tZ7zDqc5/7HLfddhspKSmM8lJUSimllFJKfSJYzGY+uyB3WPdJjLUzM8TXAVKfTDFRNr6ycgb/fv1cUhL6L+u4fncNqx/bxM6DwxuIKqWUUkoppVS4BT2QSk5OZunSpTz11FNA94DqrrvuAuD555/n6NGjYQlUSimllFJKmqJJyeSmxwa9/fkLJmC1DP+6V+rTa3ZBKvf8n7P4zLycfrc529w88PwuHn2lhLYOzzjUKaWUUkoppVR/QS/ZV1ZWxre//W0OHTpEXl4e999/P8XFxdx333387W9/IyoqinfeeSfcvREh1Ev2RUfbsVrNeL1+Ojr6rwcfKaR0gpxWKZ2greEgpRPktErpBDmtUjpBTquUTpDTGqmdlQ0ufrJmG65O76DbzZiUzL9fPzeiBlKRekwHIqU1nJ17jzTxxOulNDg7+92WEGvn5oumsXB6RtCPp8c0tLrcPtq6fFisJpJiHeCP7GsJSDmuUjpBTquUTpDTKqUT5LRK6QQ5rVI6QU6rlE6Q0yqlE7QVQnQNqR7Nzc0kJSWNOkqyUA+kEhOjsdutuN1enM6OkD1uqEnpBDmtUjpBW8NBSifIaZXSCXJapXSCnFYpnSCnNZI7qxpcPPpKCcdq+792NJngnNnZfOlz07DbLONQF1gkH9MzSWkNd2en28vz75XxzvaKAW9fXJTBTRdNIyHGPuRj6TENjWO1rby99Tib99Xh8XYPoawWEwunZ3DR4jzysxPGuXBgkX5ce0jpBDmtUjpBTquUTpDTKqUT5LRK6QQ5rVI6QU6rlE7QVhh8IGUN9kG+853v8POf/3zAYdT7779Pfn4+EydOHFnhp5zfb+Dz+fH7I/s6XFI6QU6rlE7Q1nCQ0glyWqV0gpxWKZ0gp1VKJ8hpjeTOnLRY7rxtMQcrnGwsqcHZ7sFmMzMpM56zijJISYga78QBRfIxPZOU1nB3Rtmt3HTRNBYVpfOH10qpa+77D8otpXXsO3qCL100jcVFGZhMpnFrDZVI7ly3q4o/vr4f/xnv//T6DDbtrWXz3lpWXTiVzy3KG6fCwCL5uJ5OSifIaZXSCXJapXSCnFYpnSCnVUonyGmV0glyWqV0grYOJegzpG655RaefPLJgLf/8Ic/5Ec/+lHIwiJZqM+QUkoppZRSSqlQ6fL4WPtBGW9vOc5A/9hbMC2dmy+aRmKcY8zbPg0+PtTAA8/tGvDYn+nrV8xk6cyssDcppZRSSik1Vka8ZN/3v/99KisrASgtLaWoqGjA7VpbWykvL2fnzp2jTJVBB1JKKaWUUkqpSHeowsnvX9tHTVN7v9tio6x88cJpLJ2V2edsqea2LuqbOzBhIiM5moTYoZf4U6cYhsHqxzZR3dj/mA8kJcHBT7+xDIs5cq4hp5RSSiml1GiMeCDV3NzMf/zHf7Bhw4ZBl3QwDIPZs2fz7LPPjq5UCB1IKaWUUkoppSRwe3y89GE5b2w+xkD/8ptbmMotlxRR1ejirc3H2VPW2Htmj9lkYu6UVC5eMpFpeZ/u6wgHq/ToCf73LzuGdZ9/uWY286elh6lIKaWUUkqpsTXigRSA3+/n9ttvZ/369aSlpfW73Wq1kpeXx+rVq8nPzx99rQA6kFJKKaWUUkpJUlbVwu9f20dVg6vfbVaLGa/PH/C+JojY6x1FmrUfHOaVDUeHdZ8LF+XyxQunhalIKaWUUkqpsTWqgRRAe3s7P/7xj7nnnntCGiZVqAdSiYnR2O1W3G4vTmfH0HcYJ1I6QU6rlE7Q1nCQ0glyWqV0gpxWKZ0gp1VKJ8hpldIJclqldIKc1kjo9Hj9vLy+nNc3HsMf3KWE+/jmVcUsKsoIQ9nIRMIxhe5lDkvKmyg50sT2/fW4vYGHewNZMSebL6+cEaa64YuU4zoUKZ0gp1VKJ8hpldIJclqldIKcVimdIKdVSifIaZXSCdoKgw+krME8QExMDHffffeg27jdbux2XV9cKaWUUkoppSKRzWrm2vMKWTQ9g8f/to+K+uG9ye759w+zYHo65kGWc/80cHt8HKho7h5ClTdRUd//rLPhcHV6MAxj0GXylVJKKaWU+iSw3HXXXXcFs2HPi2On04nT6aSlpYXW1lZaW1tpamril7/8JRdccEE4WyOGYUBHhzukj+n1+vF4fPgGWSojEkjpBDmtUjpBW8NBSifIaZXSCXJapXSCnFYpnSCnVUonyGmV0glyWiOlMynOwYq52VQ1uqhubA/6fq5OL1PzkshIig5j3fCMxTE1DIOKehcf7anhpQ/LeOqtA6zfXcPhyhZa2j2jfvzqxnYOHG8mNz2OpDhHCIpHL1K+V4cipRPktErpBDmtUjpBTquUTpDTKqUT5LRK6QQ5rVI6QVtjYwO/pg1qyT6ArVu3cscdd1BdXR1wm3379g2/TiC9hpRSSimllFJKuj+9dYB3tlcM6z6FOQlcsCCX3Iw4slNjsFrMYaobX862LkqONJ1ciu8ELa7g35BoAoa/IGL3/c4uzuKa8wpJjo+MwVQk8nj9fHyogYr6NvwGpCdGsXB6BjFRQS0Ao5RSSimlwmzU15ACWLlyJWVlZYEfyGTSgZRSSimllFJKCfH7v+3jw92B33A4FIvZRHZqLHkZseRmxJGXHkdeRhwJsXZxy8+5PT4OVjgpKW9iT3nTsJczzEmLZdbkFGblpxAbZeX/PbOTLrdvRC12q5mLl0zk0qUTibLrkKWH3zB4Y9Mx3tp8rN+ZaXabmRWzc/jCZwpx2C3jVKiUUkoppSBEA6m5c+eyaNEiZs+ejdXa90Wxx+PhjTfe4M033xxdqRA6kFJKKaWUUkpJ9+x7h3h947GQP258jI3ck8OpvIw4ctPjyEmLwWYNzaDAMAzKqlooKW+ivctLjMPKrIIUCrITgh6EGYZBZb2LPeVNlBxp4sDxZjze4JcpiYu2MXNyMrPyU5g1OYWUhKg+tx+qdPLQ87sCLukX47By5Yp8Nu+t5XBVy4DbJMbaufrcApbPzsZsljXgCzW/YfD4q3v5qKR20O3ysxP4z1XziHboIE8ppZRSaryEZCB1880388tf/pLU1NQBbz9w4ADTpk0bWaEwoR5I2WwWzGYTfr+BxzOyd9GNBSmdIKdVSidoazhI6QQ5rVI6QU6rlE6Q0yqlE+S0SukEOa1SOkFOayR2llW18D9Pbh2Tz2U2mchOjSE3I47c9FjyMuLJy4gjKW54Z1MdON7Mn/9+gGO1/f89NikznhsvnMq0vKQB7+t0udnbuwxfE8624Jfhs5hNTM1N7B5A5acwMTMe8xDdHV1eNuypYd3HVVQ3tYMBGSnRLJ+dzTmzs4mLtmEYBltK63j2H4dpbOkc8HFy02O5/oIpFOcP/G/xUIvE79U3Nh3jr/84FNS2S2dl8vXLZ4W5aHgi8Zj2MAyDw5UtvP9xJcfr2vD5DVISolg6I5NFRRnYrJG5LGckH9PTSekEOa1SOkFOq5ROkNMqpRPktErpBG2FEA2kdu7cyYsvvsidd97Z7x8MHo+H3/zmN/zrv/7r6EqFCPVAKjExGrvditvtxensCNnjhpqUTpDTKqUTtDUcpHSCnFYpnSCnVUonyGmV0glyWqV0gpxWKZ0gpzUSOw3D4H+e3Ep5dWtQ2+ekxTBjYgrH69s4XtdGR5d31A2xUdbus6hOLvmXmxHHhLRY7Lb+Z1PtPNjAr9fuxucP/E9Yq8XE7VfPZu6UNDzeU8vwlZQ3caxueP+Gy06NYVZ+CsX5KUzLSxrV8nlDff09Xh9/31rBqx8doaNr4F8GzC5I5frzC5mQHjfijlC0jjWvz89//XZD0ANEkwn+9xtnk5oYNfTGYyTSjmmP1nY3D79Uwr6jJwa8PTHOzj9fWRxwyDueIvWYnklKJ8hpldIJclqldIKcVimdIKdVSidoKww+kAr6FfWqVaswmUw888wzAbf5tAyklFJKKaWUUko6k8nErZcU8eM12+ka4h2RcdE2/uWaOWSmxADdw6ymli6O17dRUdc9oKqob6OmqZ3g3vLYzdXppfRYM6XHmk/rgqyUmN5l/3Iz4oiPtvHblwYfRgF4fQYPvbCbKbmJlFe14B7GMnyxUdbeJfhm5fdfhi+cbFYLly6dxDlzsnn5w3Le21GF/4wDubuskT3ljZw3N4crVxSQGGsfs77xtLuscVhnsxkGfLi7miuX54exSr72Ti8/+8sOKupdAbdxtrn5f0/v5L9unMfU3MgbSimllFJKnqDPkCoqKhr8gUwm9u3bN6xP/tprr/Hb3/6WY8eOUVRUxPe+9z3mz5/fe3tZWRn33nsvLlf3C6Tvfe97zJs3r89jfPzxx/z0pz/F7/cTHR3N6tWrKSws7LPN+++/z4MPPojZbCYrK4sf/OAHZGZmDqv1dKE+Q8pkMmEydb9wDvLLMS6kdIKcVimdoK3hIKUT5LRK6QQ5rVI6QU6rlE6Q0yqlE+S0SukEOa2R3Hm40slDa3cH/KV/WmIU3752DrkZQ5+Z4/b4qGxwdQ+pThtWuTpHfzZVqFnMJqZMOLUM36TM+LBdq2m4X//qRhfP/uMwOw81DHh7lN3CyqWTuGhx3oBnk41la7i9uqGcFz4oH9Z9lszI4BtXFoepaPgi7ZgCPP3OQd7acjyobdMSo/jJPy2LqGuZReIxHYiUTpDTKqUT5LRK6QQ5rVI6QU6rlE7QVgjRkn3nnHMOS5cuxW7v/y4sj8fDpk2bWLduXdBRr732Gv/+7//e52MxMTG8/PLL5OXl0djYyFVXXcWiRYu4//77+cEPfsBrr73GM88803utqsOHD3PdddfxxS9+kf/8z//ktttu49ChQ6xdu5b09HQANm3axFe+8hVWr17NqlWruPjii7HZbDz//PNERY3sHW+hHkgppZRSSiml1Hjq8vjYvLeWdburqTvRgYnuJetWzM1h0fTRXUfGMAya29wcr2vjeF0rFfXdA6vqxvZ+ZwGFW1ZKTO8AanpeEtGOkS/DNxb2HWnimXcPBVxuMCXBwbXnFXLWzMwhr2klid8wKKtqYWtpHet2VQVcxjCQRUUZfPOqyBlIRZout4//+PWHwzqu3752DvOmpoWxSimllFKfFCFZsu/nP/85S5cuDXj7li1bgg7y+/08/fTTPPzww8THx/Ozn/2MnTt30t7ezpo1a/j+97/Pk08+SV1dHcXF3S8iZ82axXPPPcdDDz3EAw88AMBvfvMbXC5Xn20++ugjfv/73/Pd734XgPvvvx+v10txcTEmk4mZM2fy+uuv89xzz/GlL30p6GallFJKKaWU+qRy2CysmJvDirk5IX9sk8lEcryD5HgHcwpTez/u8fqoamin4uQ1qXr+a+vwhOxzx0ZZmTG5+zpQMycnk5YYHbLHHgszJqfww9sWs2FPDS98cJjmM85ia2rp4nev7OXvW49zwwVTI/JaP8HyGwZllS1sKa1j6/46TrR2jfix0hIdISz75NlT3jjsId/m0lodSCmllFJq1IIeSPUMo5xOJ9XV1b1L+DU2NpKamsrixYuD/qR1dXXceeedvUvrPfDAA5x33nkYhkFtbS0Ab731FgDR0d3/YOg5m+mDDz7A4/FgNpt59913B9zmnXfe4bvf/S4NDQ3s2LED6D776sxtdCCllFJKKaWUUuPDZrUwKSueSVmn3kFpGAYtrpNnU51c8u9oTStVje3DfvzvrJrHjInJEbXM2EiYzSaWz8lmcVEGb24+xmubjuL29L02Vnl1Kz/503YWTEvnus8U9l7rK9L5DYPDlU62lNaxbX/9qIZQp6tp7KDL7cNhD+1yhp8UZw42g1F/IrIvyq6UUkopGYIeSHm9Xu666y7Wrl1LdnY2f//73wEoLy/n6aef5vbbbw/6k2ZlZfX5c2ZmJikpKTQ2NpKfn4/T6aS8vHuNaJvN1mfbjo4OSktLsVqttLe3D7jN0aNHaWpqYufOnad21Np3V0+/bbzFxjqwWs14vX5crtC8AA8HKZ0gp1VKJ2hrOEjpBDmtUjpBTquUTpDTKqUT5LRK6QQ5rVI6QU6rlE4Y31aTyURinIPEOAfFBd1nU/kNg3/91bphXYcqLtrGjEnJEbOMXSiOqcNu4Yrl+ayYm8PadWWs31XNmQsebj9Qz8eHGrhgQS6XnzOZuGjbgI8V7tbB+A2DQxVOtpbWse1AcEOonmsbBGvnoQbueXIr/3xVMRPSYkdRGxqR9vwfyRKch6tauOePW1k6K5MlMzJJjO1/OYexFGnHNBApnSCnVUonyGmV0glyWqV0gpxWKZ2grUMJeiD18MMP89xzzwF9L3C1aNEimpubefTRR/n6178+ogiPx0NzczMAn//856mtre39HGZz/xdKDQ19L+waaJuampqA27S3t+NyuYiNHf8Xp1arGbvdCkTehX5PJ6UT5LRK6QRtDQcpnSCnVUonyGmV0glyWqV0gpxWKZ0gp1VKJ8hpldIJkddqNnWfIfTm5uNB32f5nOyIGUZBaI9pcryDr6ycwYULc/nrPw6x98iJPrf7/AZvbz3Ohj3VXH72ZC5YmIvVEvwAIhxf/54hVPeZUHVBnaFjMZuYMTmZxdMzmF2Qyu9e3cu+oyeGvF+PqgYX9/xxC7dcPJ2zi7NHkz9qkfacSogd/qASoLy6hfLqFp555xAz85NZNjOL+dPSiLKP/bXYIu2YBiKlE+S0SukEOa1SOkFOq5ROkNMqpRO0dcjPGeyGr7/+Ovfeey/z58/nv//7v/vclpCQwLPPPjvigdS6devw+XxcfvnlFBYWsm3btt7bTAP8I6K1tbXPnwNtc/p2A23T1tY2ooGUyQSJJ9cedzr7nrYeHx+F2WzC7fbR0XHqRbbFYiYuznHy83bh8/VdYsHvNwZcSqLn83R2eujqOvWNYbNZiInpfkdSS0tnnyFhoMmmyWQiIaF7ycL2djcez6k1ox0OK1FRtkH3CcDt9uL1+ofcp+hoO3a7Bb/foLW1c8z3yev1Yzb7sFjMJCZGh+TrFI59sljM+Hz+3mM62D5BcF+ncO1Td6MXv9/ovW2svveGu08DHdeB9qnHeDyf3G5f7zH1ev0R/XyC7nek+v0GlgF+mREpzyer1YzJZOrzcypSn0/Q/XPKZDr1c0qfT6Pfp57nlM936ueUPp9Gt0+n/5zS51No9qn7ft4+zyl9Po1unywWM36/0e/nlD6fRr5Pfr/R+3PKZDJFxPPp/AW5vLOtEu8Z/44aiM1q5uKzJvb92Dg+n6Dn55S39+dUKL5OhblJ/Ojry9i+v54nXi3pt6yhq9PL0+8e4t3tlXzhM4UsnJ6O2Wwecp8sFnO/n1Mj+d5zOGwcrnayYVc1H+2pxhnkEGrOlDTOnp1NUV4SsVGnfmXxf29dzJo3S3ln63G8vv6nS82YnExdUzuNLae+hm6Pn8de3ceR2ja+cG4BdtupJfzG8mdEoJ9TY/18MgyDlz8o4+m/H+h3/IbDbxjsKWtiT1kTdpuZBdPSWTozi1n5ySTER4/JPvl8p35O9bxe7REpfz+F8vk0FvvU8/dUz8+pSPz7KZKeT8Hs0+l/90fi670eUp5PQJ9jOtg+6fMp+H0a6OeUPp9Gt089P6d8Z7xeibTnk9PZ0ee4hvp7L5CgB1Lx8fFce+21JyNOvYhraWnhF7/4Re+1n0ZizZo1ZGVlsXr1auDUdZ4CiY2Nxecb/AKcsbGxQT3OSNkDvAPo9L8cT2c2m3rvYza7OT2/ZxhlGP0HUj33Of0b58zHO3P5gkCTTZPp1ON1dva9ULDFYh5ynzo7PX2+sQbbp56GMwdvY7VPLlcXhmHvHfoE2qfhfJ3CsU89P/T7/tAY3dcpXPvU0+hwWElIiA64T+H43hvuPvW8gDrzVNNIej6d+YPaZrNE7PMJwOv14XBYgf4/pyLl+WS3W3G7vX1eJETq8wm6n1M9z6fuX/jp82m0+9TTaLNZSEqKCbhP+nwKfp9Ofz6dfh99Po1un5zOvr801ufT6Pap57XemT+n9Pk08n1yu70n/6FqipjnU0ZSNF/9/Aweeblk0KXbzGYT/37jArLT4mhvd/f5+Hg9n6D7+7Pn+WSxmEP2vedw2Fg2J4fC7Dje21HFi+vKaG3v21rX3MFvXtzD1NxEbrxwGovT4obcp6Ym15D71NNw+tfJ4zE4WNHMltI6th9ooLlt6KVfLGYTs/JTWDQ9g6XFWWRnJgDQ2NjW5/PFRNv41vXzueHCabyx4QiVDW34/ZAtCYdOAAAgAElEQVSRHM3KFQXkpMVRXdvCb9fuZsfBvquq/H3LcUqPnOCbVxeTdfL6WmP5M6Ln59Tpv9w5/fHG4vnU2uHhgb/uZHtp3YD3HUx8jK3f91UPt8fPxpJaNpbUkhBjY/ncCXx2yUQmZcaFdZ+6ujxER3f/nDKbTRH599Non09jvU8uVxdms4nU1Lje3wEF2qczfdqeT8Hu0+mvTdLT4wPu03j+/QSynk9OZ9+TFPT5FJp9am5u7/P59Pk0un3q+TnV1dX38SLt+QR9j2tKSmxIv/cCGfiIDiAmJobvfve7nHfeeZw4cYInnniC8vJy/va3v+FyuSgoKAj6k57ujTfeYOvWraxZs4akpCQAsrNPnU5vDPCvjaysLPx+/6DbZGZmDvo4sbGxxMXFnXm3oLndA5/G5vH4Bnwnud9v9N7nzC+q1+vH7fb2+/jpn2egM6p6bjtz9898t0APwyBgg8/n133SfdJ90n3SfdJ90n3SfdJ90n3SfdJ9ith9WjIjk2iHlb+8c5CaM84GAshMieHrVxYzb1p6v398R+o+nd4wmq+T2WTm/PkTWDozk799dJS3tx7Hc8bnP1jh5EdPbGHF3By+ePF04hx9fx3Q0tbF1v11tLV7wO9nWl4SSSffDTvYPnV0eig90sT72yvYWlqH0zX0mVBWi4m5U9JZVJROcX4KsSffqWuzWYb8OsVG2bjktDPget4F7HZ7iXZY+dY1s3lry3Gee+8wvtOOZ0V9Gz96Ygu3XVrEkhmZn6rn08aSGv74eiltHQMPlQZz1qxMvnn1bI7XtLJxbw0bS2ppcA78DuiWdg+vfXSE1z46QlZKDGfNzGTprEwyk2NEPZ8+iT8jdJ90n3SfdJ90n3SfxnqfAjEZA01zBrBnzx5uuukm3O6+Ly577n7PPfdw3XXXBf2JAerr67nqqqv4wQ9+wMqVKwFobm7G6/Vy/fXXU1lZyd13382qVat44YUX+P73v09UVBRbt27FMAwWLVpEV1cXjz32GCtWrODBBx/koYceYtKkSbz11ltUVlZywQUXAN1LDhYUFPC9732PtWvXcvbZZ/OHP/xhWL09/H6Dxsa2Ed1XKaWUUkoppdTI+Q2DfUdPsKeskfZOLzFRVooLUpk5KXnApdo/jRqcHbzwfhkb9w68konVYuaixXlctmwSnW4fa9eVsXlvLe7TfgFhMZuYPy2dq1fkk53ad3URv9/gwPFmtuyvY9v+elqCGEJZzCaK81NYVJTB/KlpxESN7DpGwTpU4eS3L+3hRGv/s7QuWDCBGy6Yis0a/LW1JGrv9PCntw/wUUn/7wOrxcwXzitgUlY8r286xu7DjZz+y6Hs1BguXJjLefMm9Lm8gGEYHKp0srGkls37anF1DvxLrdMV5CSwdGYmS2ZkkhBrD8WuKaWUUiqC9ZzFNpCgz5AqLi7m8ccf5+677+bgwYO9H8/MzOT2228f9jDKMAzuuOMOLr30UqZPn87hw4fp6uri0Ucf5e677+aSSy7h8ccfp6WlBYCeJfrOPfdcbLbuF67nn38+b7zxRu+1orze7hdCPUOoCRMmMHv2bHbv3h1wm0hgMp1aCiPI+eC4kNIJclqldIK2hoOUTpDTKqUT5LRK6QQ5rVI6QU6rlE6Q0yqlE+S0SumEyG81m0zMmpxCcX5qRHeebqyPaVpiNF+/YhYXLsrj6XcPcqjC2ed2r8/PaxuP8v7OSvyGQUdX/yXxfX6DraV1lJQ38m/XzaUwJ5H9x5vZWlrHtgPBDaGslu6vVTiGUEMd0ym5idz15cX87tW97Clr6nPbu9srOVzVwjevKiY9KTpkTSNtDYd9R5p4/LV9NLX0H8hNzIjja5fPZEJ696ox0ycm0+jspKLehd/wkxwfxaTMuAEHvCaTiam5SUzNTeLGC6eyp6yJj0pq2Hmood9ZeT3Kqlooq2rh6XcOMSs/hWWzMpk/NR2H3TLg9sGI9J9TPaR0gpxWKZ0gp1VKJ8hpldIJclqldIK2Dvk5gz1D6nQVFRXU19eTmprKhAkT+lxTKlgPPfQQDz74YL+PT5gwgXfffZempiauuOIKFi5cyK9+9Svuvfdenn/+eZ555hmmTp0KQFlZGddeey033ngjd9xxB9/85jfZtWsXL774ImlpaQBs3ryZW2+9ldWrV3PTTTdx5ZVX4vP5eO6554a8xlQgoT5DKjExGru9/7VPIo2UTpDTKqUTtDUcpHSCnFYpnSCnVUonyGmV0glyWqV0gpxWKZ0gp1VKJ8hpldIJ49tqGAbb9tfz3HuHqWse2ee2WkxE2a1BLflmtZgozk9lUVE686akExMV9PtghyXYY+o3DF7feJQXPijrt9RNtMPKVy+bwfxp6WFpHG5rKHi8Pp5/v4y3thzvd5vJBCuXTuLK5flYB7jW8mg6O7q8bNtfz8a9New7coKhftHksFlYMC2NpbOymDk5GYt5eGerSXn+S+kEOa1SOkFOq5ROkNMqpRPktErpBG2FEJ0hdbrc3Fxyc3P7fOzgwYO9g6KhbNy4kV//+tcD3jZr1iwAUlJSeOKJJ7jzzjv5whe+gNls5s9//nOfz1FQUMDvfvc7fvzjH3PdddcRHR3NX//6195hFMCSJUt48MEH+dWvfsULL7xAXl4e995774iHUUoppZRSSimllBQmk4lFRRnMm5rGu9sqeHn9Edq7hl5m7XRenzHoMKpnCLW4KIO5U9LCNoQaCbPJxGXLJlOYk8gjL5f0ucZVR5eXB1/YzUWL8/jCZwoHHNJIcrSmld+9upeqBle/29KTovjq52cyNTcpLJ872mFl+Zxsls/J5kRrF5v31fJRSQ3Hagd+M2+Xx8dHJbV8VFJLQoyNJTMyWVacxeSs+IBLbxqGQVlVC1v319Hh9hMdZWVqbhKzJiXhsI38bCullFJKjZ2AZ0g99NBDQT9Ic3MzLpeLH//4xyELi2ShPkPKZrNgNpvw+w08nv5LJUQKKZ0gp1VKJ2hrOEjpBDmtUjpBTquUTpDTKqUT5LRK6QQ5rVI6QU6rlE6Q0yqlEyKrta3Dw8vry/n71opRPY7VYmZ2QfdyfPOmpBHtGNsh1EiOqdPl5tGXS9h39ES/2wonJPDPVxaTkhD6N6+G++vv9xu8vukoL64rxzfARcXPnZvDDRdMGfJrFI7OygYXG0tq2FhSS2NL55DbZyZHs2xWFktnZZKRHNP78WO1rfzh9VKO1rT2u09slJXLz8nnc4tyI+46cpH03B+KlFYpnSCnVUonyGmV0glyWqV0grbC4GdIBRxIFRUVDesv8tmzZ/PXv/51+HUChXogpZRSSimllFJKjRW/YfDVn/5j2PezWkzMLjh1JtRYD6FCwe83eHl9Oa+sP9JvWbnYKCtfu3wmcwrTBrxvJKo70c5jr+7jUKWz320JMTZuu3QG86aO//74DYNDFU427q1ly75aXJ1Dn6VXmJPA0llZZCRH85sX99DlHvwXZZcsmcj1F0wJVbJSSimlRmjEA6nhSElJYcOGDcMrE0oHUkoppZRSSimlpPL5/Xztf98b9v3u/vJi8jID/4JBkpLyJh59pYTW9v5LEV62bBJXrcgf9nWNxpJhGHzwcRVPv3OIrgHe0Tx/ahq3XlpEQox9HOoG5/X52V3WyEcltXx8qAGP1x+yx/6Xa2czf2p4rwmmlFJKqcGN6BpSqampPPzww6SkpADwyiuv0NDQwG233dbvzKmnnnqKwsLCEOUqpZRSSimllFIqXCxmM4mx9j7XUxqK2WQiPTk6jFVja1Z+Cnd9eQmPvLSHAxV9zy7620dHOVjh5J+umEVyvGOcCgNzutw88do+Pj7c2O+2KLuFGy+cyvLZ2RG3fF0Pq8XM/KnpzJ+aTnunl20H6thYUkvp0RP9zlobrre3HNeBlFJKKRXBLHfdddddA92QnZ3N8uXLSUhIICEhgT/+8Y/85Cc/6f3z6f8tX76cNWvWcOGFF45x/vgwDOjoCP6F+1AcDisOhxWz2YTPF7p3BoWalE6Q0yqlE7Q1HKR0gpxWKZ0gp1VKJ8hpldIJclqldIKcVimdIKdVSifIaZXSCZHZ6nR1cbiyJejtF0xP5+zi7DAWDU8ojmm0w8qy4ix8PoODZwylGls62VhSw8TMeNKTRjeIC+XXf/uBeu7/68ccr+u/asu03ET+44Z5zJiUMqJh1Hh8n9qsZiZlxnPO7GzOnZtDUpyD1nb3sIalp2twdnJ2cRaxUbYQl45MJD73A5HSKqUT5LRK6QQ5rVI6QU6rlE7QVoDY2MBv6Al4htTKlSv7/Hn37t0cO3aMiRMn9tt2x44drFu3bhSJn25RUTbsditut5eurqHXUR4vUjpBTquUTtDWcJDSCXJapXSCnFYpnSCnVUonyGmV0glyWqV0gpxWKZ0gp1VKJ0Rm6/nzJ/D2lgr8A6/i38+FC3PDXDQ8oTqmFrOZL3ymkKm5iTz26t4+1zZqaffw86d3csXyfC4/ezJm88jOOApFa0eXl7/8/SAf7q4eYB9MXHNuARcvmTjixlB1jkZyvINLzprIJWdNpLK+jY17a3l941H8wzxtqr65Y9RDxFAZ72M6HFJapXSCnFYpnSCnVUonyGmV0gnaOpSgr0A6YcIELr30UqZMmUJGRgY2m43Ozk6OHTtGZWUlkydPDmOmUkoppZRSSimlQiUjOYYvfm4qa946MOS2l541kekTk8egavzMnZLGnV9e/P/Zu/Moues63//PWrur1yTdna1DdgiBBCQEZFV2l0EQARURlBkcRx10vM6I96ojMoqjMqO/ozjX64Y6YBAVRHYDDsi+BEJCIPtOEtKdpPetqr6/P5I06fSaTn276pW8Hudw0lRVf+v5re5qOP3O5/Pl//7xVda88dbKsQD44xNrWblpF3//vmOpKB35azIt37CTn933GnUN7b3um1RTyrUXHsPkQ+TaXnvV1pRx6TvLeObVrdQ3duQ7xwpAEASsfqORza9sIRMElKcSzKqtzMt70szMhi8SBEP761AvvfQSV199NV1dXT2Wfu/99JtvvpkLL7wwnMoCk80G1Nf3Xh5vZmZmZmZmpuSvr7zBgkdW0taR6XVfPBbl4jOm8t5TphTs9YhyLZ3JcudfVvPnFzb2uq+yLMk/XHTsiA3nutJZ7v7rGh58dkOvaytFgHe9fTKXnDmdRDw6Ij358P07F/NKH9fKGsjM2ko+dO5MZkysDKnKRtrLK+u4669rem1VGY9FOOnocXzw7BlUlhXe9d7MzA5XNTX9/0WZIQ+kAJYtW8Z//ud/8swzz5BOp4lGo8yZM4dPf/rTnHXWWbloleCBlJmZmZmZmR0q2jvTPP3qNhavqqOlvYtUMs4xU8dwxnETKEsVxrV4RtqLy9/k5/e/Ttt+29dEIvCBd0znPadMIRrikG7jm8385E/L2LS99+8eqiqKufbC2Yf8qjXY/XW45a6lw/rcE46s5gPvnEFtdWmOq2wkPbpo06ArOasqirn+yhOoriyMrRrNzA53ORtI7ZVOp9m5cyejRo0ikTj8/ufUAykzMzMzMzOzQ9ubO1v5r7tfZf22pl73HTejimsvPCbnA7tsNuCh5zdw1+NrSGd6/7rm9Lnj+ch5R5EqGvIVGKRlsln+9WfPsaW+dVifH4nAaXPGc/EZ0zysELR8w06+c/tLvVYI9mXy2DL+9ZqTQh0Um5nZ0OR8INWXK664gt/85je5OFTB80DKzMzMzMzM7NDXlc6w4JFV/OWlzb3uG1NRxKcunsOM2txsDVe3q42f3vcaKzbu6nVfWSrBx959NCfOqsnJcynZuqOVb9+2iIaWzgEfV1VRTH1j7+tswe6t3c46oZYLT53qaw4JOdAtGz//weOZO70qxCIzMxuKYQ2kvvvd77JgwQL+6Z/+iauuuoqrr76634Ps3LmTVatW8dprrx18rYBcD6TKy4tJJGJ0dWVoaur7f54KgUon6LSqdIJbw6DSCTqtKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCTqtKp3g1jCMdOezy7Zx64Ov09HZ81pbsWiEy8+awfknHdHvdbYGaw2CgCeXbOX2hSto7+x9La/jZlRxzXuODv0aOYX8ta9raOM3C1fy8qo69v8t1rgxJXzgHdOZP6uGl1bW8YfH1/BGXUufxylKxnjXSUfwrpMnj8gqs0J+TfdXaK07mzr451ueHNLqqL2OmTKa6y47jqJELLSuoepKZ8lGIqSKE6SSMVpaOvKd1K9C+9oPRKVVpRN0WlU6wa0w8ECq3//63n777bS1tfHb3/6Wq666iueee67f/7kKguCwucBpGKLRCLFYlEwmm++UAal0gk6rSie4NQwqnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJbg3DSHe+/ZhxTB5Xxn/dvZRN298admSyAQseXcXyjbv4u7+ZTUlx7y38BmptbO3kVw8uZ9GK7b3uK0rE+NC5M3nn8RNH5Hcuhfy1r65Mcd2lx1Hf0M6iFdvpyGQpKU4wc1IlR1SVdL8+846q4W0zq3n61a3c/dc11Df2HAJ0dGa458l1PLpoMxeeOoWz59WSiIc3vCjk13R/hda6bkvjAQ2jAJat38mn/uMxKkoSVFWmqBlVTFVlMdWVKWoq935cHOrXfPXmBh55cRMvLH+ze9vNMRVFnDF3AmfPm0RlAa7QK7Sv/UBUWlU6QadVpRPcOph+B1JXXHEFCxYs4PLLL+++rby8nLKysl6PbW5upqmp957KNjSdnRmy2YB0urC/SVU6QadVpRPcGgaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEt4YhH50Tqkr58tXzue3PK3jilS097ntpZR03/OJ5Pn3JHKaOrwB2r5BYvbmBjswOSovjTJtQQWyfudLLq+q49YHXaexjK7oZtRVce+ExjBtdEuo57Uvha19VWcz5Jx1BKpUkHo+STmdpa+v5+kWjEU6fO4GTZ4/jf17ezL1PraOptavHY5rbuljw6CoefmEjF58+jdPmjicWjea8V+E13asQWt/c2cri1fW8srqe19fvHPZxGlu7aGztYu2Wxj7vryxNUj1q96Cqes+Qau/HYyqKScQP/HshCAL++MRa7nlyXa/7djR2dA9CP3vZcczM0TafuVIIX/uhUmlV6QSdVpVOcOtghnwNqcsuu4w777yzz7+Vk81mueyyy/jDH/6Q88BC5GtImZmZmZmZmR2+nlyyhV8/tJzO/X6BE49FuPSdM2hq7eSvr2zpMQiJx6KcPHssF5x0BH95aTOPvfxGr+PGohEuPmMa7zllcigDksNRW0eaPz+/kQef29DnlogAE6pKuOTM6Zw4q8Y7AI2gdCbLqk0NLF5dxyur69lS35rvJCLAqPKi7tVUPYdWuwdW8Vjv9+bDz21gwaOrBj1+qijOV64+kQlVpSHUm5kVhmFdQ+pAZLNZoofR/yh5IGVmZmZmZmZ2eNu0vZn/unvpAf8SPQJ9bkU2oaqEv3/fsUwZ3/8vcWz4mlo7ue/p9Ty6aDPpfrYmmjahnEvfOYNjpo4Z4brDR2NrJ0v2rIJaunYHbR3pnB27KBGjo6vvoWOuRCIwuryI6ori7m0By0sS3PHoqu4t+gYzf1YNn75kbqidZmb5lJOBVGtrK//2b//GypUr+c53vsP06dMB6Ozs5Hvf+x6f//znSSYLbx/UMHggZWZmZmZmZmbtnWl+9eBynlm27aCOc/78I7j0ndNJJsK7to3ttqOxnT8+sZYnlmyhv9+IzZ4ymsvOmsG0CRUjG3cICoKADduaeWXPKqg1bwz92lCpoviQB1aVZUm+8w+nks4E1De0U9fQTl1D254/d39c39BOS3vuBmDDFYtG+M6nTmN0eVG+U8zMQpGTgdTXvvY17rjjDiKRCDfeeGOPa0s98cQTvPTSS1x33XUHXysg1wOpWCxKNBohmw0K+mJnKp2g06rSCW4Ng0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbw1BInUEQ8NjiN7jt4RVksge2Cc3o8iL+7m9mF8SKnEJ6TQeTi9Yt9S3c9fgaXli+vd/HnDirhg+8Y/qwt1c73F7TvTo6Myxbt4PFq+tZsqaenU0dQ/7cqePLOW5GFcfPrGbyuDL+++EVfW5vua9kIso/f+gEZk4a/NpMre3p7uHU9n0GVdt37f64v20dc+3vLzqGU44ZPyLPNZjD9fs0TCqdoNOq0gluhYEHUvGhHuSRRx5h3rx5nHTSSVx44YU97isqKuKee+45bAZSuVZWVkQyGaezM01DQ1u+c/ql0gk6rSqd4NYwqHSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7g1DIXUGYlEOOtttTy9dCsrNzUM+fNi0Qj/+rH5VJYVxiqJQnpNB5OL1glVpXz6krms3dLI7x9bzbJ1O3s95sXl21m0Yjunz53AxadPo6qyeMQ7R8rBtr65q41XVu1eBfX6hl39bou4v6JkjGOnjuH4GVXMnVHFqP3eD1e9axajy4q4/9n1dHb1PmZtdSl/+zezh7yaraQ4zuTiciaP6/3L0iAIaO1IU7drv9VVu9qoa2ynbld7zrYEbOsYmcHXUBxO36cjRaUTdFpVOsGtgxnyQGrs2LHcfvvtvW5vaGjgu9/9Ltu2HdzydDMzMzMzMzMzVQd6LalMNqCptatgBlKHq2kTKvjnD5/AsnU7+P1jq1m7panH/UEAT7yyhWde3co58ybx3lOnUFFyaFyyor6hnccWb+a5ZW+yq6WDZDzGzEmjOH3OeN52ZBWxAa4Xn85kWb25gcWr61m8qu6Avv/Hjk51r4I6atIoEvH+nycaiXDRGdM4b/4RPP3qVjZub6YrE1BRkuD46VXMmjyKSCRyQOfdn0gkQmlxgtLxiT6v5RYEAc1tXdQ1tHdvC7i9oY0XX3+TxtauA3qu0uIh/0rWzOyQMuQt+z7ykY8wadIkzj77bEaNGsXOnTtZtGgR99xzD01NTUybNo37778/7N6C4C37CrsTdFpVOsGtYVDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU5waxgKsfNT//HYAa+e+OrH5hfMdYoK8TXtT1itQRCwaMV2/vD4mn4HLMXJGO86eTIXnHQEqaKBhwqF/Jr+z0ubue3P/W8zOWV8OZ+99Lge1zlqau1kyZp6Xlldz5I1O4Z8fadYNMJRR4zqHkKNH1My7O5CfE3/56XN/Oqh5UN+fDwW4ebPnF4wg81CfE37o9Kq0gk6rSqd4FbI0TWknnrqKT7xiU+QzfYMC4KASCTC17/+dT74wQ8eXKmIXA+kzMzMzMzMzEzb//7x02zbeWDb3dz86dMYU3Fg28BZ+DLZLE8t3cofn1jLjsa+r39UlkrwvtOmctYJtX2u8AmCgJb2NF3pLGWpxICrgEbaXxe/wS8eeH3Qx40fk+Lj7z6a5ZsaeGV1HWs2NzLUq6RVlCSYO6OK42dUc8zUMZQcwiuC2jvTfOGWJ4e8Dd/bZ4/lkxfPCbnKzCx/cjKQAnj88cf55je/yfr167tvS6VSfPazn+Waa645uEohHkiZmZmZmZmZ2b7+8Pga7n1q3ZAff+SkSv73R08ML8gOWlc6w18Wbebep9fT3Nb3lmxVFUVcfMZ0Tpsznmg0Qkt7F4+//Ab/8/Jmtu9qB3aviDlx1ljOPXESM2srR/IUemlt7+ILtzyVs2sh7WvKuHKOn1nFcTOqmTqhnGiOttJTMNQhH8DJs8fyDx5ImdkhLGcDKYBsNsuyZcvYsGEDZWVlzJs3j7KysoOOVOKBlJmZmZmZmZnta0djO9f/36f73QJtf/9w8bGcPHtcyFWWC20daR56bgMPPb+Rjs6+BzkTq0s587gJPPjsehpa+r+e0HtPmcKl75yes+seHaiHn9vAgkdX5eRYRYkYx0wdzfEzq5k7varH9n6Ho4UvbOQ3j6xkKL9pvfrdszjrbbXhR5mZ5UFOB1LNzc09BlCdnZ3s3LmTceMOn/+JyvVAKpVKEo9HSaeztLV15uy4uabSCTqtKp3g1jCodIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUMhdo51GvJnDx7LH9/0bEFtYKkUF/TvuSrtbG1k/ueWs9fXtpEOnNAv07r4QPvmM6Fp00d9ucHQUB7Z4bW9jQt7V20tKdp7f6z920tbV09bj8YY0eluq8FddQRo0Z8K8JC/z7dUt/CXxZt5ulXt3a/1hOrS9jZ1NnjmluxaIQvXTmPGXleMQeF/5ruS6VVpRN0WlU6wa0w8EBqyBu4rlu3jk984hNs2bKFn/zkJ5x66qkAJJNJbr31Vq655hrGjh178LWHoWQyRjIZp7MzTduBbTc9olQ6QadVpRPcGgaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEt4ahUDvPOqGWWDTCbQtX0NnV98XBzz6hlivOO7KghlFQuK9pX/LVWlGS5IrzjuT8kyZxzxPreHLpliGthtnfH59Yy5nHTaA4Gaelveew6K1/T/e4r/u2ti7aOtJDXomXCxOrSzlj7gSOn1nF+DEleVvdBYX/fTqhqpSPnH8UV5x3JKmSIlKpBNlMlkWvbeXbty3qHmRmsgG33LWEr338JCrL8ruyrNBf032ptKp0gk6rSie4dTBDHkjddNNNbNy4EYDGxsYe911wwQV873vf41vf+lZu6w4T2WxAJpMlO4L/MzEcKp2g06rSCW4Ng0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbw1DInWceP5F5s2p4cslWFq3YTmtHmlRRnKOnjOb0Y8cxdnRJvhP7VMiv6f7y3VpdmeJv/2Y273r7ZO56fA2LVmw/oM/PZAO+cMuTCLzUANQNxSUAACAASURBVFx+1gyOn1md7wwg/1/7oYpEIiTiUSLsbp4xsZIrzz+KXz741grKXc2d/NfdS/nnK04gHhvZlWb7UnlNQadVpRN0WlU6wa2DGfKWfaeeeiof+tCHOPnkkznttNN63PfQQw9x44038uSTT4YSWWh8DSkzMzMzMzMzMwN48NkN/PYvubkuU6GJxyL8x2dOp7wkme+UQ8KtD7zO44vf6HHbuSdO4srzj8pTkZlZ7uVky74JEybwj//4j8TjPT/lmWee4cYbb6S52QMaMzMzMzMzMzM7vFSW5WdYkyqKUVKUoLQ4TmkqQUlxnNLiOCXFe24r3nvbnj9TCdo60nz9F88P+TlOOnqch1E5dOX5R7FpezNr3nhr96lHXtzEtAnlnDZnQh7LzMxGxpAHUpMmTeLd7343Z555JpWVlezcuZNFixaxatXuvwFywgknhBZpZmZmZmZmZmZWiEqLh/zrtV6KEjFKU/HuwdLewdH+g6V9/71kzz+x6PC2eTvvxEksfHHToI9LFcV43+lTh/Uc1rdEPMqn3z+HG299nsbWru7bf/ngcmqry5gyvv9VBWZmh4Ihb9m3ceNGPvShD7Fz584etwdBQCKR4Be/+AXz588PJbLQeMs+MzMzMzMzMzMDaOtI879++CQdXZkhf877TpvC+06flpdrB2WyWX5+32s8/eq2fh9TUhTns5cdx1FHjBrBssPH8g07uXnBy2T2uW5LVUUx//rx+V6RZmbyBtqyL3bDDTfcMJSDVFZWcuGFF9LQ0MD69evp6uoiGo0yb948br75ZubNm5er3oIXBNDW1pmz41VWpqioSJFIxOjoSOfsuLmm0gk6rSqd4NYwqHSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7g1DCqdoNOq0gmF15qIR9nR2M66rU1Denw8FuVT759Dqmj4K6sORjQSYd5RNUyqKaOxpZP6xvbu+8pSCc46oZZrLzyGSWPL8tI3kEL72g9koNbqyhSpojhL1+zovq2tI82GbU28/ZhxRCORgugsNCqtKp2g06rSCW4FKC0t6ve+A/ov37hx47jpppu46aabqK+vp6SkhFQqddCBZmZmZmZmZmZmqt53+jReXlXHrubB/wLzpe+cnvdVMJFIhPlHj2X+0WPZ1dxBhgglqQRVFUW0tuTuL2Fb/847cRLrtjT2WKm2bN1O/vDYGi4/e2Yey8zMwjPkFVL7KykpIZFIdP/7JZdcwoc//OFcdRW0XK+QAkins3R1Zchksjk9bq6pdIJOq0onuDUMKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCW4Ng0on6LSqdELhtaaK4hw3o4pXVtfTOsDfMn//mdN47ylTiIzgCpjBFCfjjC4vorQ4QSaTLZjXtD+F9rUfyECtkUiEOdOrWLK6noZ9hoCrNjcwsbqU2urSgugsNCqtKp2g06rSCW4daIXUkK8h1Z+6ujq+8Y1v8NBDD/Haa68dzKFk+BpSZmZmZmZmZma2v/bONE8t3cr/vLSZTdtbAChKxnj77HGcM6+WyeP6v66GHZ6272rjxlufp6X9rUFmUSLGV64+kdqawts20cxsMANdQ2rYA6lt27bx05/+lDvvvJP29nYikYgHUmZmZmZmZmZmZkBXOkM6E1CUjI3oNYFMz9K19Xzvt4vZ97e040an+OrH5lNSnOj/E83MCtBAA6nogR5s48aNfPWrX+W8887jv//7v2lvbx/8k8zMzMzMzMzMzA4jiXiMVFHcwygb1JxpVXzgHdN73LZtZxs/+dMysge3uZWZWUGJD/WBq1at4sc//jEPPPAAmUyGfRdWjR49ml27doUSeDhIJGJEoxGy2YCurky+c/ql0gk6rSqd4NYwqHSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7g1DCqdoNOq0gk6rSqdoNOq0gkH3vreU6awbmsTLy7f3n3b4tX1/OnJdVx8xrSC6cwnlVaVTtBpVekEtw5m0BVSr776Ktdddx0XXXQR9957L+l0unsYlUwm+cIXvsBjjz3G7NmzQ489VJWUJKmoSFFSksx3yoBUOkGnVaUT3BoGlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLeGQaUTdFpVOkGnVaUTdFpVOuHAWyORCH/73tlMrC7tcfsfn1jLy6vqwkgEDu3XNF9UOkGnVaUT3DqYfgdSy5cv59prr+Wyyy5j4cKFZLPZ7kHUxIkTuf766zn22GP5xCc+QTKZ5Itf/OKIRZuZmZmZmZmZmZkdSlJFcf7xA3NJFcV63P6TPy1j247WPFWZmeVOJAj63oi0ra2N22+/nV/84hfU1dURiUQ4/vjj+djHPsa73vUuotEoV199Nb/61a9GujnvstmA+vrmnB0vEokQiUAQQD9fjoKg0gk6rSqd4NYwqHSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7g1DCqdoNOq0gk6rSqdoNOq0gkH1/rSyu384PdLetw2sbqUr1x9IsXJIV+BZUgOl9d0JKl0gk6rSie4FaCmprzf+/pdIZVKpfi7v/s7HnnkEb70pS9RW1vLvHnzmDdvHtHo7k8r9BdURRAEZLNBwb+eKp2g06rSCW4Ng0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbw6DSCTqtKp2g06rSCTqtKp1wcK0nHFnDRadP7XHbG3Ut/Py+13J+7ofLazqSVDpBp1WlE9w6mEGvIVVUVMTHP/5x7r//fmpra7nyyiv54he/yOuvv04kEul+3J/+9KdQQ83MzMzMzMzMzMwOBxedMY3jZlT1uO2F5dt58NkNeSoyMzt4gw6k9komk1x55ZU88MADnHDCCXzmM59h+fLlvP766wD88Ic/DC3SzMzMzMzMzMzM7HARjUT4+/cdw9jRqR63/+6x1by6dkeeqszMDk6/15AaTDqd5u677+bHP/4xxcXFrFq1itdeey3XfQUp19eQKi0tIh6Pkk5naWnpyNlxc02lE3RaVTrBrWFQ6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVOcGsYVDpBp1WlE3RaVTpBp1WlE3LXuml7M9/81Yt0dGXeOnZxnK99/CSqR6UG+MyR7RwJKq0qnaDTqtIJboVhXkNqMPF4nMsuu4z77ruPU045ZbiHMSAej5JMxonHh/3lGBEqnaDTqtIJbg2DSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0glvDoNIJOq0qnaDTqtIJOq0qnZC71kk1ZVzz3qN73NbSnuaHdy2hc58h1XAdjq9p2FQ6QadVpRPcOuhzHuwBkskkX/7yl7u37rMDl05ngfSePwuXSifotKp0glvDoNIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWMKh0gk6rSifotKp0gk6rSifktvXk2eNYt7Wpx/WjNmxr5pcPLufaC2cTiUQKojNsKq0qnaDTqtIJbh3MsLfsO5zless+MzMzMzMzMzMzs/5ksln+847FvLZ+Z4/bP3LekZw3/4g8VZmZ9RbKln1mZmZmZmZmZmZmFr5YNMo/XHwsVRXFPW6/49FVrNi4K09VZmYHxgMpMzMzMzMzMzMzswJXXpLkHz8wl8Q+13vJZAN+dNcSdjZ15LHMzGxoPJAqAJFIhGg0clD7vY4ElU7QaVXpBLeGQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGtYVDpBJ1WlU7QaVXpBJ1WlU4Ir3XK+HKuftesHrc1tnZxy11L6BrGdWD8muaeSifotKp0glsHE7vhhhtuGLFnO0QEAbS1debseJWVKcrLi4nHo3R0pHN23FxT6QSdVpVOcGsYVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9waBpVO0GlV6QSdVpVO0GlV6YRwWyePK6e5tYu1Wxq7b9vZ1EFTaydvm1ldMJ25ptKq0gk6rSqd4FaA0tKifu/zCikzMzMzMzMzMzMzIR86dyZHTqrscdtjL7/B44vfyFORmdngIkEQBPmOUJPNBtTXN+fseIlEjGg0QjYb0NWVydlxc02lE3RaVTrBrWFQ6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVOcGsYVDpBp1WlE3RaVTpBp1WlE0amtaG5gxtufZ6G5rd2corHInzpyhOZPrGiYDpzRaW10Dub27p44pUtPLFkC2/ubCUSiTCxupQz5k7gtDnjSRXF853YS6G/pvtyK9TUlPd7nwdSw5DrgZSZmZmZmZmZmZnZgVq1uYFv37aITPatX/GOLi/iax8/iYrSZB7LrBC9unYHP7p7KW39bM9WUZrkukvnMmNiZZ/3W/+CIGDd1ia21rcCMHZMiukTKiSuJZVrHkjlmAdSZmZmZmZmZmZmVgj+8tJmfv3Q8h63zTpiFF/48NuIx3zFFttt5aZdfPc3L5HODDwOKE7G+D9XncikmrIRKtMWBAHPvLqNB57dwKbtPWcGE6tLueCkIzjzuAmH1WBqoIGUfyKZmZmZmZmZmZmZiTrrbRM547gJPW5bvnEXd/5ldZ6KrNAEQcCvHlw+6DAKoL0zw28WrhyBKn1BEPCbhSv5yb3Leg2jAN6oa+HWB17nlw++TtbrggAovA0hD0NFRXFisSiZTJaOfpZLFgKVTtBpVekEt4ZBpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6wa1hUOkEnVaVTtBpVekEnVaVThjZ1kgkwlUXHMXm7c2s3dLUffufX9jItAnlnHLs+ILoPFgqrYXYuWLjLjbXtQz58a+t38kbdS1MrC4NsWroCvE1BVj44iYWvrhp0Mc9vngLNaNS/M2pU8OPOgD5eF09kCoAxcUJksk4nZ3pgnpD7U+lE3RaVTrBrWFQ6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVOcGsYVDpBp1WlE3RaVTpBp1WlE0a+NRGP8ZlL5vL1W5+nqbWr+/ZbH3ididWlTB7X9xZafk1z682drazf3kJnOqCkKMb08eVUjvC1vIIgoKm1i+0NbdTtamf7rjaeXbbtgI/z03uX8baZ1VRVFlNdWUzNqBSjyoqIRkdu67lsELB0zQ5WvdFIe2eG4mSMoyZVcMzUMUTzvAVeOpPlvqfXD/nxDz67gfPmH0FRIhZi1YHJx3vKAykzMzMzMzMzMzMzcWMqivnUxXO4ecHL3duDdaaz/PAPS/jXj59EWSqR58JD1/qtTfz+sdUsXbujx+2xaIQTZ9Vw2VkzqK5M5ez5OjozPQZO3R/v+bOjK3PQz7FuaxPrtjb1uC0WjTCmoojqyhTVewZV1aP2fpyisiyZs0HR4lV13L5wBdt3tfe6b+zoFB89/yjmTK/KyXMNVTYIaG1P09DSyQuvbaOxpXPIn9vSnuaF19/k9LkTBn/wISwSBN688EBlswH19b33hDQzMzMzMzMzMzPLp4ef28CCR1f1uO3YaWP4/OXHj+jqlsPF0rX1/PD3S+hMZ/t9TEVJgn+54gRqa8qGdMxMNsuOxg7qdrWxvWH30Klu75+72mjcZxVcIYnHIlRV7B5UVVWmqBlVvGeFVYqaymIqSpNEhjCwevrVrfz0T8sYaHARicAnLzqWk2ePO6jmdCZLU2sXjS2dNLZ2dv/Z1NJFQ/fHnTS0dtLc2kUmO/xxyrnzJnHlBUcdVK+Cmpq+V2SCV0iZmZmZmZmZmZmZHTLOP+kI1m1t4pl9tml7de0O7vrrGi5954w8lh166hrauOWupQMOowAaW7v4/p2v8I1r305RMtbntnp1DW1s3/PxjsaO7lVuStKZgG0729i2sw3Y2ev+RDy6e2A1qrjnKqs9H5eXJHhzVxs/v++1AYdRAEEAP733NaZPqKB6VM/VZx2dGRr2DJJ6DJpaunoMnRpbOmlpH7ntH9PZgb9PDgceSJmZmZmZmZmZmZkdIiKRCB97z9Fs2t7Cpu1v7fJ039PrmTq+nBNnjc1j3aFl4Qub6Ogc2vZ49Y3tfPPXLxBAzrbV608kQvdKpepRKaoqinn4+Q20dQztOceUF3H2vFrqGzuo2zM0q2toJ505uIFKVzrL1h2tbN3R2uf9yUSURCw65FVI6UyWH/z+FaoqUzS1dtLQ0klTa1eor+3BSA8yuDwceMu+YfCWfWZmZmZmZmZmZlbI3tzVxr/d+nyPFSBFyRhfuXo+tdWleSw7NKQzWT7/gydGdIXNvspSCWpG7d4Wr2bvdZxGpagZlWJMeRHxWLTH459eupWf3Lts0ONGIvBPlx/P3P2uz5QNAppaOtne0E5dQxv1DbuHVHV7thOsb2wnnTn0Rw2RCJSXJCktjrOlvu/B2kBOOnosHzpnJmMqikOoKwwDbdnngdQw5HogVV5eTCIRo6srQ1NT74u0FQqVTtBpVekEt4ZBpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6wa1hUOkEnVaVTtBpVekEnVaVTiic1iVr6vn+bxf32P5s3JgSvnr1fEqK4wXTORSF0hoEAdt3tbFoxXZ++5fVoT1PMh7tHjTVjErtHjbt+biqsphU0YFvfvbwcxu449FV/W6HF4tGuOa9R3PanAkHfOxsENDQ3Ll7RdX+w6o9A6uDuf5SmBLxKBUlSSpKE1SUJCkvTVJZmtzzcYLKPbdVlCYpSyWI7rkO1i13LeHF5dsP+PmKEjEuOmMq588/otfgcCSF9Z7yNaQKXDQaIRaLkjnIJY9hU+kEnVaVTnBrGFQ6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRPcGgaVTtBpVekEnVaVTtBpVemEwmmdO72KS94xnT88vqb7tm07Wvnpvcu4+MxpbF62ja5MQGlxnCMnVlBZmsxj7cDy9Zp2pTOs39rMys27WLWpgdWbG2hs7Tro4+67rd7+A6fqUSkqShJE9gw+cuWCkyczc9Io/vzCRl54/c3uAVEyHuXkY8ZxwfwjmDS2bFjHjkYijC4vYnR5EUdO6n1/Nhuwq7mDuobd18nqXmG1Z4CV6+tmlRTFdw+WShLdw6TdQ6fkW8OnPR8XJ2PDeq2vPP8o1m1por7xwIY5HV0Z7vzLap54ZQsfPf8oZk8dc8DPnQv5eE95hdQw5HqFVCqVJB6Pkk5naWvrzNlxc02lE3RaVTrBrWFQ6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVOcGsYVDpBp1WlE3RaVTpBp1WlEwqrNQgCbrlrKYtWDLySIxaNcNLRY7nsrBkFuZ3YSL2mDc0drNrc0P3P+q1NOduKrrQ4zqfeP4fqfrbVG0ltHWlaOjMk4jFGlSUJ8jw8zWSz7Gjs4Ou/eI7WIV7rCqA4GeOK847cvaJp76qmkiSJ+Mi8tjsa2/mvu5ey+o3GPu+fMq6c8+ZP4t6n17Otn2tnnTx7LB8650hGlxeFmdpLWO8pb9mXY76GlJmZmZmZmZmZmalo60jzjV+9MKRr3owqS3L9R+YxbkzJCJTlVzYbsGl781sDqE0N1DWEtx3ghadN4QPvmBHa8Q8Fd/7PKh54ZsOQH/++06ZyyTumh1g0uCAIWLW5gccXv8HWHa0QwNjRJZx53ARmTR5FJBKhK53l4ec38Ken1tHZ1Xv4V5SMcfHp0zhv/qS8DipzwQOpHPNAyszMzMzMzMzMzJS8tHI7P/j9kiE9dvyYEm78u5Pz/ovxbBCwbO0Onlq6lbqGdqIRqB1bxjuPn8jkcf3/0rs/re1p1rzx1uqn1W800tE59NU4e8WiESaPK6OqopgXhngNoXgsyr9/8pSCXH1WSOob2vnyT5/pc2izv6JkjJs+ccqIryw6GPUN7dzx6Mp+v28mVpdy5flHMXvK6BEuyx0PpHLMAykzMzMzMzMzMzNT8tN7l/HU0q1Dfvw/XHwsJ88eF2LRwDZtb+a/7l7a76quOdPH8PfvO5ayVKLP+4Mg4M1dbaza9NYA6o3tLQznl+GlxXFm1lYyc1IlM2srmTqhgqJEDIC7Hl/Dn55aN+gxrr1wNqfNmTCMZz/8vLyyjlvuWtJ9jau+xGNRrrt0LnOnV41gWe4sXVvPbQ+vYNvOtj7vf/sx4/jg2TOlhm17eSCVY7keSMViUaLRCNlskPcLHQ5EpRN0WlU6wa1hUOkEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnBrGFQ6QadVpRN0WlU6QadVpRMKr7W1Pc0//eAJ0gfQUlVRzNnzaikpilNSvOefosSeP3f/e1grqDbXtfDv//0iLe3pAR83qaaML105j5LiOF3pDGu3NLF6n+s/NbV2Dev5J1SV9BhAjR9TQiQS6fOxQRDw5+c3ctcTa/tcbVVRkuCjF8xi/tFjh9USpkL7Pt3Xio27+M0jK1m/tanXfdMmVHDFeUcys7YyD2UDO5DXtCud5aHnNnDvU+voTPd+bHEyxsVnTOPcE8PZxi+sr78HUjmW64FUZWWKZDJOZ2eahoa+J6KFQKUTdFpVOsGtYVDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU5waxhUOkGnVaUTdFpVOkGnVaUTCq917ZZG/u2XL+T8uMlEdM9wKvHW4KooTqo4Tul+A6zUnj9Li3c/PlUUIxbt/Uv2IAi48Zcv9DmI6MvksWUk4lHWbW0acEXNQOcwfUJF9/Bp+sTKflddDaStI83Tr25l1Z5tAEuKExw7ZRQnzhpLIl6Y1wQqtO/Tvqzd0siqNxpp68yQKopx5MQKpo6vyHdWv4bzmtY1tHHHI6t4cUXf2/jVVpfy0QuOYtbk3G7jF9bXf6CBVDxnz2JmZmZmZmZmZmZmBScb0pqEzq4snV2d7GruHNbnFyVj3YOs0j2DrXQmO+RhFMCGNw9s4UBVRREzancPn46cNIpJY0v7HIwdqFRRnHPmTeKSswt/yKNk2oQK3nb0uEP6Na2uTPGZD8xlyZp6bvvzCt7cbxu/zXUtfPv2lzjl2N3b+I0q09vGby+vkBoGb9lX2J2g06rSCW4Ng0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbw6DSCTqtKp2g06rSCTqtKp1QeK27mjv4Xz98Mt8ZIy4WjTB5XBkza0cxc1IlMyZWMKaiONznLLCv/UBUWlU64eBbu9JZHnxuA/cNsI3f+8+czrkn1h70INVb9onI9UDKzMzMzMzMzMzMLEz/seAlXl23c8iPP3rKaMaNTtHanqa1I73Pn120tqeHtT1e2MpSCWbWVjKjtoKZtZVMnVBBUSKW7yyzA1a3q43fPLKSl1bW9Xn/pJpSPnrBLI46YtQIlw3OA6kc80DKzMzMzMzMzMzMlLyyuo7v3/nKkB6bKorznU+dSmlx39dSCoKAznS2e0jV1p6mtWP3oKqlj9t6DrR2/5PLbQRPnj2W9585nXGjU0QikZwd1yzfXlldx+1/Xsmbu/reqvDUY8fzwbNnUFlA2/h5IJVjHkiZmZmZmZmZmZmZmgWPrOTh5zcO+JhYNMJ1l87luBnVoXUEQUBHV6bXsKqtPc3zr7/Jy6v6XhXSn+s/cgKzJo8OqdYsv7rSGR54dgP3Pb2erj628UsVxXj/GdM5Jwfb+OVCwQ6kduzYwa9//Wuee+45brvtth733XrrrXzrW9/qcVsikeCxxx6jqqoKgMWLF/Ptb3+bbDZLKpXiK1/5CjNmzOjxOY899hg/+MEPiEajjB8/ni9/+cuMGzfuoLpzPZBKpZLE41HS6SxtbcO7AOBIUOkEnVaVTnBrGFQ6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRPcGgaVTtBpVekEnVaVTtBpVemEwm0NgoAHnt3An55cR0dXptf91ZXFfPw9R3PM1DF5qNutoaWTf77lySFvCTihqoRvXPv2glkZVahf+76otKp0Qrit23e1sWDAbfzK+OgFRw15G7+wWgcaSOVlXLZlyxa++c1vcs455/CjH/2IhoaGXo9ZuHBhr9vOPffc7mHU6tWrueaaa5g3bx4LFiwgCAI+9rGPsX379u7HP/vss3z605/m0ksv5Y477uD111/nb//2b2lvbw/v5IYhmYxRXJwgmSzs/UxVOkGnVaUT3BoGlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLeGQaUTdFpVOkGnVaUTdFpVOqFwWyORCO89ZQr/+Y+n89ELjuL04yZw0jHjOOfESXz2suP490+emtdhFEBlaZKzT6gd8uPfd/rUghlGQeF+7fui0qrSCeG21oxKcd2lx/G5y46jZlRxr/s3bW/m329bxM/uXUZDy+ADpny8rvERe6Z9bN26lUsvvZQHHniAtrbeex/u3LmT6upq7r///h63V1e/tUz0Rz/6ES0tLcyZMweAY489lqeffpqf//znXH/99QB873vfI51OM2fOHCKRCMcccwwPPPAAv/vd7/joRz8a4hkemGw2IJPJki3ACwHuS6UTdFpVOsGtYVDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU5waxhUOkGnVaUTdFpVOkGnVaUTCr81VRTnnHmTKC8vJpGI0dWVoampcP4S/wfPmUldQ/ugW/e9/8xpnHLM+BGqGppC/9rvS6VVpRNGpvX4mdUcM3U0Dzyzgfue6b2N35NLt7JoZR2XnDmNs+f1v41fPl7XvAykTjjhBACmTJnSY0XTXo8++iinn356r+339spkMjz66KMApFIpAIqLd08EH3nkEa6//nrq6up46aWXACgpKen1A4ybgwAAIABJREFUmEIaSBXSD/uBqHSCTqtKJ7g1DCqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gluDYNKJ+i0qnSCTqtKJ+i0qnSCTmuhdsZjUT7zgTksfGETC1/YRH1jz85pE8p57ylTOXFWTZ4K+1eor2lfVFpVOmHkWhPxGBedMY1T5oxnwcKVvYa3bR1pbl+4kr++soWPXnAUR07avY1fS3sXTy7Zyiur62hpS5MqijF76hjecfxEKkuToXfnZSC1V7SfydzChQt5/PHH+f73v8+sWbN4z3vew/vf/34SiQQAK1asoLW1FaD7tr3Wr1/Pjh07ePnll7tvi8d7nua+95mZmZmZmZmZmZlZYYlFo7zr5MmcP/8IVmzcRX1jO9FohNrqUiaP6/8aNWaHk7GjUnz2suN4eWUdty9cQV1Dz4HYxjeb+dZ/L+L0ueOZMKaEe55aR2dXzxVVr2/YxT1PrOXC06ZyUchbYOZ1INWXtrY2nnrqKdLpNHV1ddTV1fHkk0+yYMECfvKTnzBmzBi2bt3a/fi+hlp1dXUDPqa1tZWWlhZKS0uH1RiJQGXl7pVZDQ09txwsLy8mGo3Q2ZnpcSGwWCxKWVkRAM3NHWQyb33RU6kkyWSMbDboNUHd+zzt7V10dKS7b08kYpSU7J5YNja2EwRvLasrLS3qvhhZS0vHPt0RKiqK97wGnXTtc+HCoqI4xcUJn5PPyefkc/I5+Zx8Tj4nn5PPyefkc/I5+Zx8Tj4nn5PPyefkcyqoc3r76JJD7pzg0Ps6+Zzyd05vO3LPNn7PbuD+vrbxW7KVgWSyAX98Yi1dmSyXvfOtneuGe079KbiB1NKlS6mqquLNN9+kq6urx+3/8i//ws9+9jOampq6b+9rWtfU1DToY5qbm4c9kAJIJvt+6RKJGLFYtNe+i9FopPtzotFOMm99bxOPR0km4z2+mPs/z75vhv2PF4nAPt+L3ceDdI/PiUTeOl57e1eP+2KxqM/J5+Rz8jn5nHxOPiefk8/J5+Rz8jn5nHxOPiefk8/J5+Rz8jn5nHxOPifBc0omYlzyjun8zZkz+H93L+GF17b12T+Q+59ez9xpY5g1efRBnVN/+n5F8+ikk07i0UcfJQgC1q9fzx133MFvf/tbmpubeeKJJ9iyZUv3taD6U1paOqTHHIzOznSft3d1ZchksqT3m0Bms0H35+z/jRqP97114b7Ps/8Xdd/jBT0Pt+e5070agoB+GzKZ7KDnFI9Hqakpp7MzTUND24DnlE7vPl5fF0QbiXOqrEyRTMbJZgPS6Z5v5H3P6UC+TmGcUzwekEzGqaxMdU/aD/brFNY57X1Nu7oyI/69d6DnlM0GxGLRHq9rX+fU1/FG8pz2vqadnWmamzsK9v0Eu/9WSF+3739O/TWM1DnFYj1/ThXq+wl6/5zy++ngz+mtn1Npv59ydE77/pxqbGz3+ykH57T/z6n+zmn/4/n91P85ZbMB0Wik188pv5+Gf06pVLL7WH4/5eac9v85Vajvp87ONPF4rNfrWmjvJ6DHe6qQ30/ZbND9c6q8vLjHz6lCej9ls0GP17Shoa1g308ApaVv/Zzy+yk35zTYzym/nw78nPr6OeX308Gd0/4/p/x+OvhzisdjVFWV9fg55ffTwZ3T3p9TpaVJdu3q+XNqpN5PVRVFfOmqE3ny5c38+qHlvbbxG8zCFzd1D6SG+73Xn0gQ7H8qI+eqq67iueee48gjj+Tee+/t93Hr1q3jyiuvpK6ujjvuuINYLMZll10GwC9/+UtOOeUUfvCDH/DDH/4QgGeeeYZnn32Wz33uc8Dua1IdccQRfOlLX+Kuu+6itLSURYsWDbs7mw2or28e9ufvb/8fpoVKpRN0WlU6wa1hUOkEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnBrGFQ6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6ofBaO7syXPf//bXXFn4DiUYi3PL5d1CUjA3rOWtq+r/GW8GtkOrL1KlT+eQnP8lNN93EpEmTqKiooKioiI6Ojh7b+gFMmTKF0aNHM3fu3O7b9n/M8ccfPyLdQ9Xe3tU9VS1kKp2g06rSCW4Ng0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbw6DSCTqtKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCYXXGo1GDmgYBZANAhpbO6lJpnLek9eBVGbPhoPZbM8XZPHixUybNo2Kioru2yZPnsxZZ51FdXU1AGeffTYPPvhg97Wi0undy8bOOeccAGpra5k7dy5Llizp9zGFYt8LlRUylU7QaVXpBLeGQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGtYVDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXphMJrjUYjva4/NRTxWP+XGTqonlCOOgQdHR1s3rwZgLq6OlpbWwF47LHH+OAHP8i5557L7373O4IgIJvN8uKLL/L1r3+9+/M/97nPUVJSwtKlSwFYuXIlNTU1XHvttd2P+eIXv0g0Gu3xmCOPPJLLL798pE7TzMzMzMzMzMzMzMxsxEUjEaaM638Lvb6MKktSWZYMpSd2ww033BDKkQdw880387WvfY0tW7YAu4dT99xzD5FIhPPOO4/6+no2btzIww8/zAsvvEBraysf/vCHqaqq6j7G6NGjmT9/PgsWLOgeXP34xz9m3Lhx3Y+pra3l6KOP5mc/+xm///3vqa2t5ZZbbqGsrOyg+oMA2to6D+oYZmZmZmZmZmZmZmZmYVu8qn7Ij33XyZOZPWX0sJ+rtLSo3/siQXCgi7Usmw2or2/O2fESiRjRaIRsNqCrK5Oz4+aaSifotKp0glvDoNIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWMKh0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0QmG2dnRl+NrPn+PNnW2DPrYsleAb176ditLhr5Cqqel/RVbetuyzt5SUJKmoSFFSEs4yuFxR6QSdVpVOcGsYVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9waBpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVOKMzWokSMz19+PGMq+l+5BFBaHOefLj/+oIZRg/FAyszMzMzMzMzMzMzM7BA1bkwJX716PmefUEtRMtbjvkQ8yqnHjuerH5vP9IkVoXZ4y75hyPWWfZFIhEhk97WpCvnLodIJOq0qneDWMKh0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSie4NQwqnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qnaDR2taRZvnGXbS2pykpjjOztpKyVCJnxx9oyz4PpIYh1wMpMzMzMzMzMzMzMzMzdb6GlJmZmZmZmZmZmZmZmeWNB1JmZmZmZmZmZmZmZmYWqni+AwxKS4uIx6Ok01laWjryndMvlU7QaVXpBLeGQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGtYVDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLcOxgOpAhCPR0km40A63ykDUukEnVaVTnBrGFQ6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6QadVpRPcGgaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnDroM85Ys9k/Uqns0B6z5+FS6UTdFpVOsGtYVDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU5waxhUOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGtg4kEQRCM2LMdIrLZgPr65nxnmJmZmZmZmZmZmZmZFYyamvJ+74uOYIeZmZmZmZmZmZmZmZkdhjyQMjMzMzMzMzMzMzMzs1D5GlIFIBKJEIlAEEAh76Co0gk6rSqd4NYwqHSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ+i0qnSCTqtKJ7g1DCqdoNOq0gk6rSqdoNOq0gk6rSqdoNOq0gk6rSqd4NbBeCBVACoqikkm43R2pmloaMt3Tr9UOkGnVaUT3BoGlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLeGQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUT3DoYb9lnZmZmZmZmZmZmZmZmoYoEhb5urABlswH19c05O14iESMajZDNBnR1ZXJ23FxT6QSdVpVOcGsYVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9waBpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVOcCtATU15v/d5IDUMuR5ImZmZmZmZmZmZmZmZqRtoIOUt+8zMzMzMzMzMzMzMzCxUHkiZmZmZmZmZmZmZmZlZqOL5DjAoKooTi0XJZLJ0dKTzndMvlU7QaVXpBLeGQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOsGtYVDpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLcOxiukCkBxcYLS0iKKixP5ThmQSifotKp0glvDoNIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWMKh0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0glsH44GUmZmZmZmZmZmZmZmZhSoSBEGQ7wg12WxAfX1zvjPMzMzMzMzMzMzMzMwKRk1Neb/3eYWUmZmZmZmZmZmZmZmZhcoDKTMzMzMzMzMzMzMzMwuVB1JmZmZmZmZmZmZmZmYWqni+AwzKy4tJJGJ0dWVoamrPd06/VDpBp1WlE9waBpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QS3hkGlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9w6GK+QKgDRaIRYLEo0Gsl3yoBUOkGnVaUT3BoGlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBJ1WlU7QaVXpBLeGQaUTdFpVOkGnVaUTdFpVOkGnVaUTdFpVOkGnVaUT3DoYr5AqAJ2dGbLZgHQ6m++UAal0gk6rSie4NQwqnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJbg2DSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSie4dTCRIAiCEXu2Q0Q2G1Bf35zvDDMzMzMzMzMzMzMzs4JRU1Pe733ess/MzMzMzMzMzMzMzMxC5YGUmZmZmZmZmZmZmZmZhcrXkCoAey8cls0GZDKFu7ekSifotKp0glvDoNIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWMKh0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0glsH44FUASgrKyKZjNPZmaahoS3fOf1S6QSdVpVOcGsYVDpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE3RaVTpBp1WlE9waBpVO0GlV6QSdVpVO0GlV6QSdVpVO0GlV6QSdVpVOcOtgvGWfmZmZmZmZmZmZmZmZhSoSBEGQ7wg12WxAfX1zzo6nsoxPpRN0WlU6wa1hUOkEnVaVTtBpVekEnVaVTtBpVekEnVaVTtBpVekEnVaVTnBrGFQ6QadVpRN0WlU6QadVpRN0WlU6QadVpRN0WlU6wa0ANTXl/d7ngdQw5HogZWZmZmZmZmZmZmZmpm6ggZS37DMzMzMzMzMzMzMzM7NQeSBlZmZmZmZmZmZmZmZmoYrnO8AglUoSj0dJp7O0tXXmO6dfKp2g06rSCW4Ng0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbw6DSCTqtKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCW4djFdIFYBkMkZxcYJkMpbvlAGpdIJOq0onuDUMKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCW4Ng0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuHUwHkgVgGw2IJPJks0G+U4ZkEon6LSqdIJbw6DSCTqtKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCTqtKp3g1jCodIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJbBxMJgqDwX5kCk80G1Nc35zvDzMzMzMzMzMzMzMysYNTUlPd7n1dImZmZmZmZmZmZmZmZWag8kDIzMzMzMzMzMzMzM7NQeSBlZmZmZmZmZmZmZmZmoYrnO8CgsjJFMhmnszNNQ0NbvnP6pdIJOq0qneDWMKh0gk6rSifotKp0gk6rSifotKp0gk6rSifotKp0gk6rSie4NQwqnaDTqtIJOq0qnaDTqtIJOq0qnaDTqtIJOq0qneDWwXiFlJmZmZmZmZmZmZmZmYXKK6QKQHt7F11dGTKZbL5TBqTSCTqtKp3g1jCodIJOq0on6LSqdIJOq0on6LSqdIJOq0on6LSqdIJOq0onuDUMKp2g06rSCTqtKp2g06rSCTqtKp2g06rSCTqtKp3g1sFEgiAIRuzZDhHZbEB9fXO+M8zMzMzMzMzMzMzMzApGTU15v/f9/+zde5BkZWG/8ad7enpndnaXKEzhpQxGisGCNVwSjEqsBH6mvGsiIkRiUShlpbQiphKFilSqYvBCsESFkBgN8UYEywoxJpJKgAhoAsYbkaQIFyvEoMjuYA07e5vpPuf3xzizM7Pb07O7c6bPF55PFSX26Tn9vKf7Pc3su6fbj+yTJEmSJEmSJElSpVyQkiRJkiRJkiRJUqX8DqkaGB4eotlsUBQls7PdQef0lNIJOa0pnWBrFVI6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9jaj1dI1cDGjW22bBll48b2oFNWlNIJOa0pnWBrFVI6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9jajwtSkiRJkiRJkiRJqlSjLMty0BFpiqJkcnJ6zfbXaDRoNKAsoc5PR0on5LSmdIKtVUjphJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wtQopnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnWArwPj45t6P6YLUwVvrBSlJkiRJkiRJkqR0Ky1I+ZF9kiRJkiRJkiRJqpQLUpIkSZIkSZIkSapUa9ABgrGxDbRaTTqdgp079w46p6eUTshpTekEW6uQ0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1n5ckKqBVqtJu90COoNOWVFKJ+S0pnSCrVVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1ga9/HXLdHUk+dTgF0fvq/9ZXSCTmtKZ1gaxVSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbK1CSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifY2k+jLMty3R7tCaIoSiYnpwedIUmSJEmSJEmSVBvj45t7bmuuY4ckSZIkSZIkSZKehFyQkiRJkiRJkiRJUqX8DqkaaDQaNBpQllDnT1BM6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbO3HBaka2LJlhHa7xcxMh6mp3YPO6SmlE3JaUzrB1iqkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wtR8/sk+SJEmSJEmSJEmVapR1v26shoqiZHJyes32Nzw8RLPZoChKZme7a7bftZbSCTmtKZ1gaxVSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbK1CSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifYCjA+vrnnNhekDsFaL0hJkiRJkiRJkiSlW2lByo/skyRJkiRJkiRJUqVckJIkSZIkSZIkSVKlWoMOEGzY0GJoqEm3W7B3b2fQOT2ldEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFurkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtvbjFVI1MDIyzNjYBkZGhgedsqKUTshpTekEW6uQ0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1n5ckJIkSZIkSZIkSVKlGmVZloMMeOyxx/jsZz/LN77xDa677rol2+6++24uv/xyiqJgdHSUSy+9lGOPPXbJfW677Tauuuoqms0mT3va03jPe97D0UcfveQ+N954I5/5zGcYGhri+OOP55JLLmHz5s2H3FwUJZOT04f885IkSZIkSZIkSU804+O9114GdoXUj370I973vvdx5plncs011zA1NbVk+4MPPsgFF1zAqaeeyvXXX09Zlpx//vls27Zt4T533XUXb3vb2zjrrLO44YYbuPfee3nzm9/Mnj17Fu7zpS99iUsuuYTf/d3f5bOf/Sw33XQTb3/72xnwOpwkSZIkSZIkSdKTxsAWpB555BHOOussNm3adMDt11xzDTt37mTr1q0AnHjiiWzbto1rr7124T5XXnklnU6HrVu30mg0OOGEE3jggQf44he/CEC32+UjH/kIAFu3bmV0dJRjjz2Wu+66i69+9avVDlCSJEmSJEmSJEnAABekTjnlFJ773OdyzDHH7Let2+1y6623AjA6OgrAyMgIALfccgsA27dv5zvf+Q4AGzduPOB97rnnHn74wx+ueB9JkiRJkiRJkiRVqzXogGZz/zWx++67j127dgEwPDy8ZNtDDz3EY489xne/+92F21qtpcOY3za/YLXSfepg8+YRhoeHmJ3tsmPHnv4/MCApnZDTmtIJtlYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6wdYqpHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrf0MfEHqQB555JGFfz/QgtX27dtXvM+uXbvYuXMnP/7xjxduGxoaWnKfxd9FdbAaDTjiiLkrt6amdi/ZtnnzCM1mg5mZLrt3zyx6/CabNm0AYHp6L91usbCt1WoyNHTgi9XmH2fPnln27u0s3D48PMTGjW0AHn98z5LvxBob20Cr1aTTKdi5c++i7gZbtsxdIbZr1wyzs92FbRs2tBgZGV5xTM1mg6Gh5kL7SmMaHW3Tbg9RFOV+L+b1GNN8a6PR4IgjRtfkeapiTO12i2azseRxDvd5qmpM88e0KMqFbev12jv4Me1/XA80pnmDmE8zM90lc6rO8wn2nacajQbL1WU+zTcuPk/VdT7B/ucp59Phj2nfeapY6HM+Hd6YFp+nnE9rM6bl56leYwLn02rH1Os85Xw69DHNv04bjQaNRsP5tAZjWn6equt8GhkZptUa2m9O1W0+7dy5d8mcmt9fHefT8PBQz/NUneZTUZT7/c5f1/k0N6Z9c2r5ecD5dGhjWn6ecj4d/pgOdJ5yPh3emOZ69zU6nw5/TAc6TzmfDm9M8+epolh6nqrbfJqa2r3kuK71a6+XWi5I7dixY+HfD/SHNTt27Oh7n+np6RXvMz09fViN7faBD93w8NDCH9ov1mw2Fn6m2Zyhu+91wPzr6EDjmP+ZxS+c5ftrNPbtA+b+oGtuW2fJzzQa+/a3Z8/skm3zk2WlMc3OdtmzZ5ZOp+g7pvmG5f+BsF5jmv/D/lZr6IDjOpTnqYoxzZ+cZmb2/dzhPk9VjWlmpruw7/kT13q99g52TM3m3B+cLD6uBxrTgfa3nmOaP6bzf0hV1/kELDwHzeb+56m6zKf5/S0+T9V1PsHcnGo0YHh47g9TnU+HP6b5OVWWJaOj7Z5jcj6tfkyLz1POp7UZU1GUS85Tvca0fH/Op95jmp9Ly89TzqdDH1O3WzA8PPeHE86ntRnT/Ouz3Z5fRK3nfFq8bfFxrdt8gn3nqW63YGxsQ98xLbeeY5o/Ty3fVqf51O0W7N49u3Ce6jemQc4ngE6nYHh43/F1Ph3+mGZmupRlyYYNw7TbLefTGoxp8Xv//B/mOp8Ob0zT03uXnKecT2szpr17Z5mdXXrxhPPp0Mc0f55afO4/0JgWG9R77uLjOjo6vKavvV4OfEQHbP57nnoZGxs77PuMjY0dUtu8mZnOAW+fne3S7Rb7veDm/vC5s/Dvi+3d26Esy/1uX/w4y5/Uxfsrl/3Y3GN39msoS3o2dLtF3zEtXx1daUydztz+BjWm3btnKIpiyd+gONCYDuZ5qnJMi4/r4T5PVY1pvnH+Dyf6jWmxQY1p8XE90JgOtL/1HNPyv21Q1/kE+7+B9RpTr4b1HNPivxVS1/kEc3Oq0xnip19x6HxagzHNN87/jfl+Y1rO+bT/mBY/741Gw/m0RmNa/jfHnE9rM6bl5ynn06GPac+e2Zj/3kuYTzD3+pyZabJp076eXmNabhBjWn5c6zafYN+cbzQaDA8P9R3TcoMY0+7dS/8boG7zKeG/9+bt3j0b8/6UMJ9gbk7t2dNY+MvSzqfDH9PiOdVuD/Udk/Mp/78l56UAAAAgAElEQVT35qXNpx079i658sb5tDZjOtB5qk7zaa5x33FttZpr+trrpVGWy4eyvt70pjfxjW98g+OOO46///u/B+B73/ser3/96wH49Kc/zQte8AKuuuoqrr76agDuvPNO7rrrLi666CIAbr75Zp71rGdxySWXcOONNzI2Nsa3v/1t/vIv/5I/+ZM/AeDee++l0WgsPN7ExARf/vKXD6m5KEomJw/vCitJkiRJkiRJkqQnkvHxzT23HfiLiwbs+OOPZ8OG+Uvvlq4kHnPMMTzlKU/hec973sJty+9z0kknAazqPpIkSZIkSZIkSarWwBekuj/90MHFX/LVbrc544wzgH3fJ9XpzF0WduaZZwLwzGc+c2HBqdd9Tj31VMbHxwF4/PHHD3ifOhgaai587mSdpXRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbb2M9CjsnfvXh5++GEAtm/fzq5duxa2XXTRRWzcuJF77rkHgPvvv5/x8XEuvPDChfu8+93vptlsLrnPcccdx9lnnw1Aq9XiXe96FwD/+Z//yezsLP/zP//DC1/4woUFrzrYtGkDP/MzGxe+kK2uUjohpzWlE2ytQkon5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKtVUjphJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFv7GdiC1Ic+9CFe9rKX8cgjjwAwNTXFK17xCj796U8D8JznPIdPfOIT3HXXXZx99tlMT0/zhS98gaOOOmphH89//vO56qqruP766znrrLN41rOexXXXXcfIyMjCfV772tfy3ve+l8svv5xzzjmHM888k49//OMLXyonSZIkSZIkSZKkajXKsiwHHZGmKEomJ6fXbH9DQ02azQZFUdLtFv1/YEBSOiGnNaUTbK1CSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq1VSOmEnNaUTshpTemEnNaUTshpTemEnNaUTshpTekEWwHGxzf33OaC1CFY6wUpSZIkSZIkSZKkdCstSNX/m7UkSZIkSZIkSZIUzQUpSZIkSZIkSZIkVao16ADB6GibVqtJp1Owe/fMoHN6SumEnNaUTrC1CimdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gm2ViGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ztxyukaqDdHmJkZJh2e2jQKStK6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbO3HBakaKIqSbregKMpBp6wopRNyWlM6wdYqpHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsLWfRlmW9T8yNVMUJZOT04POkCRJkiRJkiRJqo3x8c09t3mFlCRJkiRJkiRJkirlgpQkSZIkSZIkSZIq5YKUJEmSJEmSJEmSKtUadIDgiCNGabdbzMx0mJraPeicnlI6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrVVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRb+/EKKUmSJEmSJEmSJFXKK6RqYM+eWWZnu3S7xaBTVpTSCTmtKZ1gaxVSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbK1CSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifY2k+jLMty3R7tCaIoSiYnpwedIUmSJEmSJEmSVBvj45t7bvMj+yRJkiRJkiRJklQpF6QkSZIkSZIkSZJUKb9DqgaGh4doNhsURcnsbHfQOT2ldEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFurkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtvbjFVI1sHFjmy1bRtm4sT3olBWldEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFurkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtvbjgpQkSZIkSZIkSZIq1SjLshx0RJqiKJmcnF6z/TUaDRoNKEuo89OR0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ytQkon5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2AowPr6592O6IHXw1npBSpIkSZIkSZIkKd1KC1J+ZJ8kSZIkSZIkSZIq5YKUJEmSJEmSJEmSKtUadIBgbGwDrVaTTqdg5869g87pKaUTclpTOsHWKqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifYWoWUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1HxekaqDVatJut4DOoFNWlNIJOa0pnWBrFVI6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9ja9zHX7ZHUU6dTAJ2f/m99pXRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbb20yjLsly3R3uCKIqSycnpQWdIkiRJkiRJkiTVxvj45p7bmuvYIUmSJEmSJEmSpCchF6QkSZIkSZIkSZJUKb9DqgYajQaNBpQl1PkTFFM6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrVVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRb+3FBqga2bBmh3W4xM9Nhamr3oHN6SumEnNaUTrC1CimdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gm2ViGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ztx4/skyRJkiRJkiRJUqUaZd2vG6uhoiiZnJxes/0NDw/RbDYoipLZ2e6a7XetpXRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbYCjI9v7rnNBalDsNYLUpIkSZIkSZIkSelWWpDyI/skSZIkSZIkSZJUKRekJEmSJEmSJEmSVKnWoAMEGza0GBpq0u0W7N3bGXROTymdkNOa0gm2ViGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1iqkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKt/XiFVA2MjAwzNraBkZHhQaesKKUTclpTOsHWKqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifYWoWUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1HxekJEmSJEmSJEmSVKlGWZbloCPSFEXJ5OT0oDMkSZIkSZIkSZJqY3x8c89tXiElSZIkSZIkSZKkSrkgJUmSJEmSJEmSpEq5ICVJkiRJkiRJkqRKtQYdINi8eYTh4SFmZ7vs2LFn0Dk9pXRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbb24xVSNdBsNhgaatJsNgadsqKUTshpTekEW6uQ0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1n68QqoGZma6FEVJp1MMOmVFKZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWKqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq39NMqyLNft0Z4giqJkcnJ60BmSJEmSJEmSJEm1MT6+uec2P7JPkiRJkiRJkiRJlXJBSpIkSZIkSZIkSZXyO6RqYP6Lw4qipNut72dLpnRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbb244JUDWzatIF2u8XMTIepqd2DzukppRNyWlM6wdYqpHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsLUfP7JPkiRJkiRJkiRJlWqUZVkOOiJNUZRMTk6v2f5SLuNL6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbAUYH9/cc5sLUodgrRekJEmSJEmSJEmS0q20IOVH9kmSJEmSJEmSJKlSLkhJkiRJkiRJkiSpUq1BBwhGR9u0Wk06nYLdu2cGndNTSifktKZ0gq1VSOmEnNaUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1CimdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGs/XiFVA+32ECMjw7TbQ4NOWVFKJ+S0pnSCrVVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1gaz8uSNVAUZR0uwVFUQ46ZUUpnZDTmtIJtlYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6wdYqpHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrf00yrKs/5GpmaIomZycHnSGJEmSJEmSJElSbYyPb+65zSukJEmSJEmSJEmSVCkXpCRJkiRJkiRJklQpF6QkSZIkSZIkSZJUqdagAwRHHDFKu91iZqbD1NTuQef0lNIJOa0pnWBrFVI6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9jaj1dISZIkSZIkSZIkqVJeIVUDe/bMMjvbpdstBp2yopROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1gaxVSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWfhplWZbr9mhPEEVRMjk5PegMSZIkSZIkSZKk2hgf39xzmx/ZJ0mSJEmSJEmSpEq5ICVJkiRJkiRJkqRK+R1SNTA8PESz2aAoSmZnu4PO6SmlE3JaUzrB1iqkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wtR+vkKqBjRvbbNkyysaN7UGnrCilE3JaUzrB1iqkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wtR8XpCRJkiRJkiRJklSpRlmW5aAj0hRFyeTk9Jrtr9Fo0GhAWUKdn46UTshpTekEW6uQ0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrBVoDx8c29H9MFqYO31gtSkiRJkiRJkiRJ6VZakPIj+yRJkiRJkiRJklSp1qAD+vnUpz7FBz7wgSW3DQ8Pc9ttt3HkkUdy9913c/nll1MUBaOjo1x66aUce+yxS+5/2223cdVVV9FsNnna057Ge97zHo4++uj1HIYkSZIkSZIkSdKTVu2vkLr55pv3u+3//b//x5FHHsmDDz7IBRdcwKmnnsr1119PWZacf/75bNu2beG+d911F29729s466yzuOGGG7j33nt585vfzJ49e9ZzGCsaG9vAEUeMMja2YdApK0rphJzWlE6wtQopnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtlYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNs7afWV0j95Cc/4aijjuIrX/nKktuPOuooAK655hp27tzJ1q1bATjxxBP5t3/7N6699louvvhiAK688ko6nQ5bt26l0WhwwgkncNNNN/HFL36R3/qt31rfAfXQajVpt1tAZ9ApK0rphJzWlE6wtQopnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtlYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNs7fuY6/ZIh+DWW2/l9NNP3+8j+AC63S633norAKOjowCMjIwAcMstt3DxxRezfft2vvOd7wCwcePG/e5TlwWpTqcAOj/93/pK6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbO2n1gtSN998M7fffjsf+chHOP7443n5y1/Or//6rzM8PMx9993Hrl27gLnvlFrsoYce4rHHHuO73/3uwm2t1tKhLt42aDt37h10wqqkdEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFurkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtvZT2wWp3bt386//+q90Oh22b9/O9u3b+frXv87111/PJz7xCR555JGF+zab+38V1vbt21e8z65du9i5cydjY2PVDUKSJEmSJEmSJEn1XZC65557OPLII3n00UeZnZ1dcvu73vUuXvva1y7c1mg09vv5HTt2sGPHjhXvMz09fUgLUo0GHHHE3McETk3tXrJt8+YRms0GMzNddu+eWbh9aKjJpk0bfvq4e+l2910GNzrapt0eoihKduzYs2R/84+zZ88se/fu+yzH4eEhNm5sA/D443soy3Jh29jYBlqtJp1OsWSVs9FosGXL3EcW7to1w+xsd2Hbhg0tRkaGHZNjckyOyTE5JsfkmByTY3JMjskxOSbH5Jgck2NyTI7JMTkmx+SYDnlMvdR2Qeq0007j1ltvpSxLHnroIW644Qa+8IUvMD09zde+9jVe9apXrfjzY2NjC98XtdJ9DtXcl33tb3h4iKGhJkVRLrm92Wws/EyzOUN33+tg4cvDFj+Zyx9n8Qtn+f4aDVj0Wuz5ZWSNxr797dkzu2Tb0FBzVWNqNhuUJZRlWesxNRoNWq2hiOep0ejSaDQWTihr8TxVMaZGo0GjsbRhPV97hzKmxcf1QGM60P7Wc0zzx7Qs63+OSJpPi89TdZ1Pc2NoLHounE9rMaYDnaecT4c3psXnKefT2o1p8Xmq15iW78/51H9My89TzqdDH1PSf+8lzKe5fTWi5tPy41q3+TS3fW5ONRqNWs+npftr0O3ue7y6zafF56myLGs7n5b/jPNpbcY0d55yPq3lmBbPKefT2oxp+XnK+bQ2YxoaatDt7jtPOZ/WZkxDQ7NLnpO6zae5++47rmv92uvlwEe0RhqNBs9+9rO5+OKLOeecczjvvPPYvn07z3rWsxbus/gXz3lHH300T3/603veZ2xsjE2bNh1y18xM54C3z8526XaL/b4IrCjKhZ9Z/qS2Wvt/5ODyx1n+pC7e3/Lh9/oysrKkZ0O3W/QdU6vV5MgjNzEz02FqaveKY+p05va3/Pb1GtOWLSO02y2KoqTTWTqRF4/pYJ6nKsbUas29eW7ZMrKwKn24z1NVY5o/prOz3XV/7R3smIqiZGioueS4HmhMB9rfeo5p/pjOzHSYnt5b2/kE0G4PHfD25WPq1bBeYxoaWnqequt8gv3PU86nwx/TvvNUx/m0RmNafJ56/PE9zqc1GNPy81SvMS3fn/Op95jm/9LU8vOU8+nQxzT/tyaLonQ+rdGYlp+n6jqfZmY6tFpD+x3Xus0nYMmcqvN8Kopy4Ty1adOGJeepOs2noiiXHNOpqd21nU8AGzfuO085n9ZmTP3OU86ngx/Tgc5TzqfDG9Py85Tz6fDH1GoN8ZSnjC05TzmfDm9M8+epjRuHl/x83eYTLD2ua/3a66VRHmg1p8Y+85nP8P73v5+vfe1rnHnmmezdu5dPfvKTvPjFL+aqq67i6quv5phjjuGf/umfePjhhznzzDMBuOmmm3jOc57DJZdcwo033siLXvQi/uqv/uqQGoqiZHJyes3GdMQRo0tOpnWV0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ytQkon5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2AowPr6557ZaXyF1991383M/93Ns2bJl4baf/dmf5Vd/9Vc56qijOOOMM/jHf/zHhe+K6nTmVurmF6Ge+cxn8rznPY/vfe97Pe9TB7t2zbBnz+xBrSQOQkon5LSmdIKtVUjphJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE6wtQopnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnWBrP7VdkLrtttt461vfypYtW7j44os566yzKMuSb33rW/zRH/0RABdddBG3334799xzD694xSu4//77GR8f58ILL1zYz7vf/W7OP/987rnnHk466STuv/9+jjvuOM4+++xBDW0/yz8bsq5SOiGnNaUTbK1CSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq1VSOmEnNaUTshpTemEnNaUTshpTemEnNaUTshpTekEW/up7Uf27dy5k/e///189atf5fHHH+e0007jJS95Ca985Ss54ogjFu73zW9+kw984AM0m01GR0f54Ac/yDOe8Ywl+7r55pv56Ec/Srvd5ulPfzrve9/7luzjYK31R/ZJkiRJkiRJkiSlW+kj+2q7IFVnLkhJkiRJkiRJkiQtFfsdUk8WGza0GBpq0u0W7N3bGXROTymdkNOa0gm2ViGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1iqkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKt/TTX5VG0opGRYcbGNjAyMjzolBWldEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFurkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtvbjgpQkSZIkSZIkSZIq5XdIHQK/Q0qSJEmSJEmSJGmplb5DyiukJEmSJEmSJEmSVCkXpCRJkiRJkiRJklQpF6QkSZIkSZIkSZJUqdagAwSbN48wPDzE7GyXHTv2DDqnp5ROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1gaxVSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWfrxCqgaazQZDQ02azcagU1aU0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ytQkon5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2NqPV0jVwMxMl6Io6XSKQaesKKUTclpTOsHWKqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifYWoWUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1n0ZZluW6PdoTRFGUTE5ODzpDkiRJkiRJkiSpNsbHN/fc5kf2SZIkSZIkSZIkqVIuSEmSJEmSJEmSJKlSfodUDcx/cVhRlHS79f1syZROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1gaxVSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWflyQqoFNmzbQbreYmekwNbV70Dk9pXRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbb240f2SZIkSZIkSZIkqVKNsizLQUekKYqSycnpNdtfymV8KZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWKqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq0A4+Obe25zQeoQrPWClCRJkiRJkiRJUrqVFqT8yD5JkiRJkiRJkiRVygUpSZIkSZIkSZIkVao16ADB6GibVqtJp1Owe/fMoHN6SumEnNaUTrC1CimdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gm2ViGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ztxyukaqDdHmJkZJh2e2jQKStK6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbO3HBakaKIqSbregKMpBp6wopRNyWlM6wdYqpHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahZROyGlN6YSc1pROyF2fc0IAACAASURBVGlN6YSc1pROyGlN6YSc1pROsLWfRlmW9T8yNVMUJZOT04POkCRJkiRJkiRJqo3x8c09t3mFlCRJkiRJkiRJkirlgpQkSZIkSZIkSZIq5YKUJEmSJEmSJEmSKtUadIDgiCNGabdbzMx0mJraPeicnlI6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrVVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRb+/EKKUmSJEmSJEmSJFXKK6RqYM+eWWZnu3S7xaBTVpTSCTmtKZ1gaxVSOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbK1CSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifY2k+jLMty3R7tCaIoSiYnpwedIUmSJEmSJEmSVBvj45t7bvMj+yRJkiRJkiRJklQpF6QkSZIkSZIkSZJUKb9DqgaGh4doNhsURcnsbHfQOT2ldEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFurkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtvbjFVI1sHFjmy1bRtm4sT3olBWldEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFurkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtvbjgpQkSZIkSZIkSZIq1SjLshx0RJqiKJmcnF6z/TUaDRoNKEuo89OR0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ytQkon5LSmdEJOa0on5LSmdEJOa0on5LSmdEJOa0on2AowPr6592O6IHXw1npBSpIkSZIkSZIkKd1KC1J+ZJ8kSZIkSZIkSZIq5YKUJEmSJEmSJEmSKtUadIBgbGwDrVaTTqdg5869g87pKaUTclpTOsHWKqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifYWoWUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1HxekaqDVatJut4DOoFNWlNIJOa0pnWBrFVI6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9ja9zHX7ZHUU6dTAJ2f/m99pXRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbb20yjLsly3R3uCKIqSycnpQWdIkiRJkiRJkiTVxvj45p7bmuvYIUmSJEmSJEmSpCchF6QkSZIkSZIkSZJUKb9DqgYajQaNBpQl1PkTFFM6Iac1pRNsrUJKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrVVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRb+3FBqga2bBmh3W4xM9Nhamr3oHN6SumEnNaUTrC1CimdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gm2ViGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE2ztx4/skyRJkiRJkiRJUqUaZd2vG6uhoiiZnJxes/0NDw/RbDYoipLZ2e6a7XetpXRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbYCjI9v7rnNBalDsNYLUpIkSZIkSZIkSelWWpDyI/skSZIkSZIkSZJUKRekJEmSJEmSJEmSVKnWoAMEGza0GBpq0u0W7N3bGXROTymdkNOa0gm2ViGlE3JaUzohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1iqkdEJOa0on5LSmdEJOa0on5LSmdEJOa0on5LSmdIKt/XiFVA2MjAwzNraBkZHhQaesKKUTclpTOsHWKqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifYWoWUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1HxekJEmSJEmSJEmSVKlGWZbloCPSFEXJ5OT0oDMkSZIkSZIkSZJqY3x8c89tXiElSZIkSZIkSZKkSrkgJUmSJEmSJEmSpEq5ICVJkiRJkiRJkqRKtQYdINi8eYTh4SFmZ7vs2LFn0Dk9pXRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbb24xVSNdBsNhgaatJsNgadsqKUTshpTekEW6uQ0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGsVUjohpzWlE3JaUzohpzWlE3JaUzohpzWlE3JaUzrB1n68QqoGZma6FEVJp1MMOmVFKZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTclpTOsHWKqR0Qk5rSifktKZ0Qk5rSifktKZ0Qk5rSifktKZ0gq39NMqyLNft0Z4giqJkcnJ60BmSJEmSJEmSJEm1MT6+uec2P7JPkiRJkiRJkiRJlXJBSpIkSZIkSZIkSZXyO6RqYP6Lw4qipNut72dLpnRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6QRbq5DSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbb244JUDWzatIF2u8XMTIepqd2DzukppRNyWlM6wdYqpHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ9hahZROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsLUfP7JPkiRJkiRJkiRJlWqUZVkOOiJNUZRMTk6v2f5SLuNL6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCbZWIaUTclpTOiGnNaUTclpTOiGnNaUTclpTOiGnNaUTbAUYH9/cc5sLUodgrRekJEmSJEmSJEmS0q20IOVH9kmSJEmSJEmSJKlSLkhJkiRJkiRJkiSpUq1BBwhGR9u0Wk06nYLdu2cGndNTSifktKZ0gq1VSOmEnNaUTshpTemEnNaUTshpTemEnNaUTshpTemEnNaUTrC1CimdkNOa0gk5rSmdkNOa0gk5rSmdkNOa0gk5rSmdYGs/XiFVA+32ECMjw7TbQ4NOWVFKJ+S0pnSCrVVI6YSc1pROyGlN6YSc1pROyGlN6YSc1pROyGlN6YSc1pROsLUKKZ2Q05rSCTmtKZ2Q05rSCTmtKZ2Q05rSCTmtKZ1gaz8uSNVAUZR0uwVFUQ46ZUUpnZDTmtIJtlYhpRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6Iac1pRNyWlM6wdYqpHRCTmtKJ+S0pnRCTmtKJ+S0pnRCTmtKJ+S0pnSCrf00yrKs/5FZA3fffTeXX345RVEwOjrKpZdeyrHHHntI+yqKksnJ6TUulCRJkiRJkiRJyjU+vrnntifFFVIPPvggF1xwAaeeeirXX389ZVly/vnns23btkGnSZIkSZIkSZIkPeE9KRakrrnmGnbu3MnWrVsBOPHEE9m2bRvXXnvtgMskSZIkSZIkSZKe+J7wC1Ldbpdbb70VgNHRUQBGRkYAuOWWWwbWJUmSJEmSJEmS9GTRGnRA1e677z527doFwPDw8JJtDz30EI899hhPfepTB5G24IgjRmm3W8zMdJia2j3QlpWkdEJOa0on2FqFlE7IaU3phJzWlE7IaU3phJzWlE7IaU3phJzWlE7IaU3pBFurkNIJOa0pnZDTmtIJOa0pnZDTmtIJOa0pnZDTmtIJtvbTKMuyXJdHGpB/+Zd/4bd/+7cB+PSnP80LXvACrrrqKq6++moAvvzlLzMxMXFQ+1x8yJYfvUaDvtsOdHuj0aAsy1XvbzWPczDbVvszyztXGlNVDavZtviYHur+1mtMB3ruqzpGhzOm5cf0cPd3OD+zeFsdjuuh7m95Z13n0/ztB3ueWrytDuepQ91fVWNai/PU8m1P5vlU5/PUgfaXMp/m/v/+56lD3Z/zaf7f1+c8dTj7S5pPc/+7+vPU4m3Op94Nh3OeOtD+DvZnFm9Ln0/zt9XtPLXS/lZ7XBdvq8N56nD2d6BtdThP9drfofbV4Ty1Fvur23lqpf0lzKf521Z673c+7b+tDueptdhf0nya+//9z1OLf875dOBth3ueWml/T+b5NL+tLuepfvtbzXFd/HOrfZxmc9nEXeQJf4XUjh07Fv69sfwMtmz7ai3ezwF22Xdb79sba7q/Q9220s/Mbd+/cz0bDmbb/HNV9+O60nO/ln1rMabDff2vtC31uB7q/vbdp7HsGK9fw8FuSz5PHer+6nyeWmnbk20+1fk81Wtbynyau8/q3/udT/1/Zm579eeptdhfynyau73e56l998mYT3O3Hdp5aqVtT+b5NPf/63Oe6r8t47gu/z2/rvNp7vaDP0+tvL+1/Zl996n2PLWW+6vLear/toz5NPf/+7/31+G41n0+rdd5ai33lzKf5rZnnKdS5tPctoM7T620zfk0f/vgz1Or3V/Vx3WxJ/x3SM1/X1QvY2Nj61QiSZIkSZIkSZL05PSEX5B6+tOfvvDvB/p0wqOPPno9cyRJkiRJkiRJkp50nvALUscffzwbNmwAYHZ2dsm2Y445hqc85SmDyJIkSZIkSZIkSXrSeMIvSLXbbc444wxg3/dFdTodAM4888yBdUmSJEmSJEmSJD1ZPOEXpAAuuugiNm7cyD333APA/fffz/j4OBdeeOGAyyRJkiRJkiRJkp74GuWBvljpCeib3/wmH/jAB2g2m4yOjvLBD36QZzzjGYPOkiRJkiRJkiRJesJ70ixISZIkSZIkSZIkaTCeFB/ZJ0mSJEmSJEmSpMFxQUqSJEmSJEmSJEmVckFKkiRJkiRJkiRJlXJBSpIkSZIkSZIkSZVyQUqSJEmSJEmSJEmVckFqDT322GN89KMf5bzzzttv2+c//3le97rX8epXv5o3vvGNfOtb31qyfXZ2lmuvvZbXvOY1vPGNb+TlL385f/iHf8hjjz225H5f+cpXePWrX81JJ53EOeecw3e+853att5xxx28/vWv55RTTuF1r3sd3/zmN2vZudi9997L8573PO66665atn7qU5/i+OOPX/LP1q1bmZycrFXnvMcff5xPfvKTvOUtb+GKK67gwQcfXHXnerT+3u/93n7Hc/6fz3/+87XpPJTX8qBaV7OfqjtXe5+7776bN77xjZx77rlccMEFB/36XM/Wfo9Tl846vEet9j6Dfo9a7X0WG9R71GrvM+j3qNXeZ94g36NWc5+1eo9aj9a1ep9aj+d/Ld6j+p3rvv/97/OWt7yFc889l3PPPZfvfve7++1jNe9Bt912G69//et5wxvewDve8Q5+/OMf17YV4Ic//CGXXXYZ73znO2vb+bnPfY6XvvSlnHzyyYf83r9erV/+8pd59atfzSmnnMJ5553HfffdV8vOxe644w6e+9zn8n//93+1bL3sssv2O5++8IUvZGZmplad8x599FE++tGP8pa3vIWPfexjB3UOWI/Wc889t+f71O23316bzl27dvHhD3+Y17zmNfzmb/4mL3vZy7jiiivYuXPnqhrXs7Xb7fJnf/Zn/MZv/AYvf/nLufDCC7n//vvXvRP6/+6xFr9LrVfr/H2uvPJK3vSmN9W2cy1+l1qv1sP9XWo9n/t5h/q71Hq1Hu7vUut9TA/nd6n1aF2r36XWo3Utfpdar+d/LX6XAqDUYfvhD39YXnbZZeVJJ51UTkxMlK985SuXbP/Yxz5WTkxMlJ/73OfKmZmZ8qUvfWm5devW8lvf+tbCfS666KJyYmKivOGGG8qyLMvbb7+9nJiYKM8+++yy2+2WZVmW//AP/1BOTEws+efkk08u//d//7d2rbfcckt58sknl7/wC7+w0HrqqaeW27Ztq1XnYnv27Clf9apXlRMTE+Wdd965qs71bj3vvPP2ew284x3vqF1nWZbl17/+9fKXfumXyje96U3lj370o1U1rnfrr/zKr+x3PCcmJsrjjz++fOSRR2rTebCv5UG2rmY/VXeu5j4PPPBAecopp5RXXHFFWZZlef7555enn356+eijj66qcz1b+z1OXTrr8h61mvvU4T3qYOfKIN+jVts66Peogzmmg36PWs19Dvc9aj1bD/d9ar06D/c9qiz7n+u2b99e/vIv/3L5zne+syzLsvyDP/iD8uSTTy7/+7//e2Efq3kPuvPOO8sTTjih/Ou//uuyKIry137t18pXvOIV5e7du2vX+sADD5SXXHJJeeKJJ5YTExPlW9/61lU3rmfnX/zFX+z3OKeffno5NTVVu9brrruuPPnkk8uTTz554XHOOOOMcu/evbXqXGxycrI8/fTTy4mJifIHP/jBqjrXu/WMM87Y77Euv/zy2nWWZVn+3d/9XXnSSSeV73znO8uf/OQnq2pcz9Y9e/YszPnl/5xyyimreq2uR2e32y3POeeccmJiovza175WlmVZfv7zny8nJibK3/md36nVMS3Lsrz44ovLiYmJ8qtf/Wo5NTVVnnbaaeVpp51WPvTQQ+vWuZrfPdbid6n1an344YfLP/7jPy5//ud/vpyYmChf85rXrLpxPTvX4nep9Wo93N+l1qtzsUP9XWo9Ww/nd6n1PqaH87vUerWuxe9S69V6uL9LrVfnWvwuNc8rpNbAI488wllnncWmTZv22zY1NcXHP/5xACYmJhgeHuYlL3kJMzMzXHbZZQA89NBD3HTTTQCccsopALz4xS9mbGyMu+++m+9///sURcH111/Pn//5n3Pddddx8sknA3N/2+dzn/tcrVr37t3LHXfcwR133MG///u/8+Y3vxmA6elpvv3tb9emc7krrrjioP/m4Xq2/uQnP+Goo47iK1/5ypJ/3vve99aqE+ZW5i+88EKe+cxn8slPfpKnPe1pq2pcz9Yf/ehHPPWpT+XKK6/kb/7mbxaO5/Of/3y2bt3K0UcfXYvOQ3ktD6p1NfupunO1Dddccw07d+5k69atAJx44ols27aNa6+9dlWd69m60uPUpbMu71GruU8d3qMOZa4M6j1qta2Dfo86mGM66Peo1dxnLd6j1qt1Ld6n1qNzLd6jVnOu+8xnPsOjjz665P1l165dXH311Qv7Wc170JVXXkmn02Hr1q00Gg1OOOEEHnjgAb74xS/WrvWxxx7jDW94A41GY1Vtg+icnp7mtttu41Of+hTXXnstz372swHYtm0bf/u3f1ur1u3bt/ODH/yAO++8k7vuuotXvepVADz88MOrulJiPZ/7xS699FK2bdu2mkM5kNb/+q//4swzz9zvfertb397rToBrr32Wn7/93+fF73oRXz4wx/mZ37mZ2p3TP/jP/6DX/zFX+RP//RP+dKXvrRwPI855hhe/OIX0263a9F55513Lvwt8fn3qJe97GUA/PM//zPT09O1Oab3338/N954IwDHHXccW7Zs4fTTT2dqaooPfehD69a5mt89Dvd3qf/f3t0HRXHecQD/8iK+YGXAJookSkt7nDEa34PDRFGJiqJTjRajpoqG+jJFrW0FHa2CippGbaom1jbVKqNjbX2bpNpEXnwtGGoatYkxoiigKEpECwdyx9M/nNseL4a9u91ndybfz4wz4D3sfW+53R+/fW53ZWYtKyvDxIkT0a5dO1XZjMipRS8lK6u3vZTM370rT3opmVm96aVkr1NveilZWbXopWRl9baXkpVTi17KFSekNNCnTx9YrVZ069atyWOffvop6urqAACtW7cG8OSPCwD4z3/+g+vXr6OyslIZ//HHHytf+/v7AwACAgJw9+5drFixAkOHDkX//v3xu9/9Tmn63Dl1X0bW+vp6LF68GO3bt4ePj0+DP/JDQ0NNk9PVqVOncP36dVXZjMqanZ2N6OhoRERENPgXFBRkqpwlJSVYvnw5HA4HVqxY0WIzYlTWe/fu4Q9/+ANGjx6NHj16ICIiAs8//zwuXbqE4cOHmyanu+9lI7OqWY7eOdWMcTgcyM7OBgC0bdsWANCmTRsAQFZWVosZZWZt6XnMktMsNUrNGDPUKHe3FSNrlNqsRtcotTnNUKPUjNGiRsnKqkWdkpFTixqlZl/30UcfAWhaX06ePIm6ujpVNejevXvKAVTnATR365SsrAAwYMAA9OnTBx07dlSVzYicxcXFeOeddzBo0CBER0dj3bp1Sga1dUpW1latWuGXv/wlWrdujYCAACQlJQEA/Pz88Oyzz5omp6t9+/ahpqamxWxGZj1+/DiGDx/epE4FBgaaKueFCxewYcMGtGrVCitWrHB7oldWVrvdjt///veIjY2F1WpFREQE2rdvjxs3bqiqU7JyNlejnPXJz89P+doMWc+dO6c8Z+M6lZ2d3eIlBrXICbTce2jRS8nKCgB9+/b1uJeSlVOLXkpWVm97KZm/eydPeymZWb3ppWTm9LaXkpVVi15KVlZveylZObXopVxxQkpDvr5NV6frH+bOT9+4fsLp2rVrsFgs6NChAwBg69atOHr0KIqLi1FZWYn4+Hh07doVnTt3RkREhPJznTp1QkhICADge9/7nqmytm3bVnmTA09mpgHgxz/+MXr27GmanE4VFRXYvn07UlNT3comO+vx48excuVKREdHY+bMmdi/f7+yMzBTznfffRf//e9/8cILL6BXr15u55OVtWfPnk0OnOTn56O6uhrDhg0zTU533stGZ1WzHL1zqhlz5coVVFdXA3hy0MfVjRs33L7niZ5ZW3oes+Q0S41SM8YMNcqd373RNUptVqNrlNqcZqhRasZoWaP0zqplndIzpxY1qqV9XWVlpdKMNa4vNpsNly9fVlWDXK/p3vhg6dOu925UVlee1ClZObt3795gm+revbvytdo6JStrUFAQ/Pz8lP8vKysDACQnJ+OZZ54xTU6n69ev4+OPP1YmztwhM+vx48eRlJSEwYMHY86cOTh27BiEEKbLuWHDBtjtdsTExKg+G9aIrIMGDVIOSDnl5OTA398fQ4YMMU3O3r17K9tTWloaPvnkE1y6dAkAMGvWLOWgnBmyflOdqqurQ3Fxse45XT1tn65FLyUrqytPzuKVlVOLXkpWVm97Kdm/e296KZlZvemlZOb0tpeSlVWLXkpWVm97KVk5tTzeB3BCSnff//73la+dbwDXxvLx48do06YNVq9eDX9/f9jtdixcuBBJSUmYNGkS1q9f3+xy6+rq8ODBAwBQLuNgxqy3b9/Gr3/9a/j6+np0UFJGzrS0NCxevLhBUdWKVlltNhvOnj0Lu92Oe/fu4cyZM1i2bBkmT57s9sFzPXNWV1crp5o6HA4kJSVh7NixSEtLU3U5BJlZm5OTk4PnnnsOkZGRpsnp6WsxIqua5eidU80Y54EdoPlie+/ePa9yaplVb3rlNKpGuZvVqBrlTk6ja5SaMWaoUWrGmKVGebrta1mjtMyqd53SKqce+9zG+7o7d+4oB7ifVl/U1KBvGlNdXd3ip+RlZtWarJzOS8u1bt0ar776qmmzFhYWYt26dWjbti26dOliupx1dXVIT09HWlqa1x+c0TNrSUkJvvzyS9TV1eHOnTvIycnBggULkJSUBJvNZqqc+fn5yvfTp0/H+PHjsWnTJo//LpS57efk5KBfv36qz46WkTM0NBQpKSkAgKqqKsyYMQPLly9HcnIyfv7zn7udU8+srnWqqKgIgHd1ypOcauhRG/TKqjVZObXopWRk1aKX0junlr2UXlm17qX0yqlHLyVz2/e2l9Irq9a9lF45te6lOCGlM4vFgpiYGADAwYMH8fjx4wan4zlPaR05ciTWrl2rfGrD+UmzxjOVTqdOnYLD4cDYsWMbzISaKWtRURESExNx/vx51NfXY/369dixY4epcv7lL39Bjx493P5UvOysly5dQseOHZvMZl+6dAm/+tWvTJPz6tWryqelXn/9dbz33nsIDg7Gnj17kJSUpPpTiDKyNic3N9etSyHJyunJazEiq9rl6JlTzZhHjx4p3zf3STnXx43Oqje9chpVo9zJamSNUpvTDDVKzRgz1Cg1Y8xSozzd9rWsUVpn1bNOaZVTj31u432dmvqixRhPmn69smpNVs7c3FwAQGJiokcHz2Vk/fTTT5GYmIjr16/DZrNh8eLFyiVXzJJzy5YtmDhxIsLCwtzOJTPrv//9b4SGhjY488z5fGvXrjVNzgsXLii1aN68eXjvvfdQW1uLbdu2YcmSJW7n1DNrYzU1NcjLy/O4TumZc/r06Vi4cCF8fHxgt9tx8+ZNHDhwACUlJabKOnjwYFitVgBP/gYUQigHFQH365QnOdXQozbolVVrsnJq0UvpnVWrXkrPnFr3Unpl1bqX0iunHr2UzG3f215Kz6xa9lJ65dS6l+KElAS//e1vMXPmTNjtdsyePRvvv/8+gCenujqvt3jmzBlkZGRg48aNmDx5MgDgwYMHmD9/Pux2e5NlZmZmonPnzli2bJlps4aHh+Po0aNITU1VZmF3795tmpxFRUXIysrCm2++qUkmPbMOGDAA2dnZuHjxIv7xj39g5syZyo3mTp8+rZwmbXTOW7duKctr3bo1/P39kZCQAAA4f/48PvnkE69zapW1sStXrqC0tFTTg31a5XT3tRiZVc1y9M7Z0piWLs2h5l4CsrLKoEdOI2uU2qxG16iWxpipRrU0xiw1qqUxZqpR7m5TetQoLbPqnQdGCQAAEXVJREFUXae0yqn1Prfxvk5NfdFqjLv0yqo1GTkdDgf27t2L7t27N7j3hdmy9unTBzk5OZgxY4byf57UKb1yFhQU4O7duxgzZozbmWRnjY+PR25uLi5evIjDhw8jISFBuSfD4cOH3f5Ur145Xetl69at0a5dO/zoRz8CAHzwwQcoLS11K6eeWRv75z//iZqaGo8uK6t3zsOHD2P79u3IzMxU6mhpaanHH5rRK6ufnx927tyJhIQE3Lx5E3PnzsWBAwcAAGFhYfjud7+re041zFKjjCArpxa9lN5Zteql9MqpRy+lV1ateym9curRS8naprTopfTMqmUvpWdOLXuplu/gSF5r27atcpo4AMycORMAEBsbi8DAQFRUVOBnP/sZamtrERsbi7i4OJSXlyMrKwulpaUoKChAVFSU8vPHjh1DQUEBMjMzG1yv0YxZfXx8kJiYiNLSUuzevVu5PIYZchYUFCAvLw8DBw4E8OTmjE5z5sxBeno6xo4da4qsznXq4+OD8PBwpKSkICEhAVOnTsW9e/dw584dr8+m0CKn66cOnZ+ccD11+9q1a8r6Njqr6/sUeHL6blBQEPr16+d1Pi1zWiwWt1+LUVmjoqJaXI7eOdWMcd1WmvsUjyfX69crqwxa5zSyRrmb1agapWbMjh07TFGj1I4BjK1RasaYpUapHeNKjxqlVVZPaq4ROdWOUau5fV1L9aVz584NtuWn1aBvWk5gYKBykMIMWbUkK+fOnTtx//59/PWvf3X7Ztyys/r5+WHJkiW4efMmsrOz3a5Teub885//jGPHjik34HY4HMrj48aNw/bt29G/f39TZHXy8/OD1WpFeno6JkyYgBkzZsBms6GyslLV/bn0zqmmTrlzNprMbT8nJwcWiwXPP/+86nwycn711VdITU1Fp06d0L9/f/Tq1QtTpkzBxYsXcf78eRQXF7uVWe91GhwcjPT0dOX/R44cCQAYO3asW/dA8jSnGlr3Unpm1ZKsnFr0UrKyettL6Znzgw8+0LSXkrFOteil9MypdS8lc9v3tpfSM6uWvZTe61TLXopnSElWUlKCvLw8tGnTBvPmzQMAFBQUoLq6GiEhIQgICICPjw/mz5+v/Mz9+/eVr8vLy7Fq1SqsW7dOuYHcgwcPdLmGrrdZXU2dOhUA8Nxzz5kmpxACNTU1yin0rtfjr66u9uhm7HplbU54eDhmz54NHx8fzderpzldrynq/GPE9aCJmpvGysraWE5ODoYMGdLk5uFG5/T0/WFEVjXL0TunmjGRkZHKTZgbb+fdunVDcHCwabLK5m1Oo2uUJ2MA+TVKzRiz1ChPxgDya5SaMWapUZ6M0btGeZNVdp3Sap16s8992r6uvr5eOVjceBtt06YNLBaLqhrkemmZxmNeeuklU2XViqycV65cwbZt27B161blIHRJSUmDGzWbJasrT+qU3jmFEKiurlbqlPPgFPDkXj2uE1RGZ21O7969kZCQgHbt2jW58blROV3rlPNvJ0/rlOx16umlkPTOefr0adTX1ysH3AICAjBnzhxlnDs1SvY6LSgoQFFRETp27Ijp06dLyamGlrVB76xakZVTi17KiHUqu0apoWUvZcQ69aSX0junlr2U7HXqTS+ld1ateinZ69Tb41eckNKQ849u15l3V0IIpKWlob6+HkuWLFE2Zuespc1mU2Yru3Xrpvyc85qxQggsXrwYcXFxiIyMRGFhIT7//HOsXLmyybVGjcxaVlaGv//97w2aEOenZMaPH2+anMnJyfjyyy+Vf1lZWcrju3btwoQJE0yTFQA+++wzPHz4sMEyu3btipiYGLdO39czZ0REhHKDQOc1uWtrawE8+bTHyy+/rDqn3lldVVRU4LPPPvP49F09c7r7WozMqmY5eudUMyYgIABDhw4F8P/r5TpPg/bkMiN6ZnXneYzOaYYapWaMGWqUmjFmqVFqxxhdo9SMMUuNcneMtzVK76xa1ilZ69SbGtXSvm7UqFEAoGwPztc0ePBgtGrVSlUNCgsLUyalvKlTMrK68rROycpZU1ODRYsWISkpCcHBwSgsLMSFCxeQkZGhHFw1Q9bCwkJkZ2c3eF5365SMnOvWrWtQp3bt2qU8f1ZWlup9qoysdrsd58+fh81ma/DcXbt2xYQJE5q9ybcROaOiohASEgIAKC4uBvD/OhUYGKj6Piiyt/3PP/8cd+7ccbtOycjprFGuB6PDw8MBPLkZu2u9Mjqrq9raWqxatQqtWrVCRkaG8r7QO6erp+3TteqlZGR15XxMdo1Sm1OLXkpGVi16KRk5teqlZP3+ve2lZOTUqpeSve1700vJyKpFLyV7nXp7vM+5ENJATU2NGDx4sLBYLGLAgAGiqqqqweOVlZUiOTlZ9O7dWxw9erTBY48fPxbjx48XFotF5OTkCCGEOHbsmLBYLGLRokXKuM2bNwuLxdLk39ChQ02VNSUlRVgsFjFjxgxx9+5dIYQQBw4cEDNnzhSPHz82Tc7GiouLlXWal5enOqeMrLm5ucJisYj+/fuL/fv3i/r6euFwOMTbb78tysrKTJNTCCHy8/NFjx49xIABA0RlZaU4dOiQsFgsYtWqVapzysrqdPDgQfHiiy+KR48euZVRRk5P3stGZVWzHL1zqh1TWFgoevfuLdavXy+EEGLu3LkiOjpalJeXmy6rmucxQ04z1Cg1Y8xQo9wZ42RUjVIzxgw1Su0YM9Qod8YI4V2NkpFVqzola516W6Na2tfdv39fREdHi/nz5wshhFi9erXo06ePuHLlirIMNTUoPz9fWK1WkZmZKYQQYty4cWLMmDHCZrOZLqsQQlRUVIgXX3xRWCwWMWrUKGG3202XMzU1tdnnmTZtmqmyTps2Tdl+nNv95s2bRWpqqqlyNpaXl6c8T3FxsamyZmZmCovFIl555RVx/PhxIYQQtbW1YvXq1ar3rbLW6ZEjR0RkZKQYMWKEqKurE1u3bhUWi0Xs2LHDVOu08fO98soror6+XnVGWTkfPnwoYmJihNVqFV988YUQQoj3339fWCwWsXHjRlNldSorKxNTpkwRUVFR4ty5c+pXqEY5hWi5JmvRS8nKKoQQNptNREdHC4vFIgYOHCiqq6tNl1OLXkpGVi16KZm/eydPeykZWbXopWStUy16Kdm/f296KRlZteilZK5Tb3spJx8hmrmAILnl7bffxocfftjgBm+hoaFITEzEq6++ikOHDuFf//oXevbsiSlTpuDZZ59tsoyKigps2rQJeXl5CAoKQlVVFeLj4zF79mz4+/sjLy8PiYmJzc5QjhgxAps3bzZN1osXLyIjIwOXL19GQEAAhg0bBqvViqlTp6o+PVJGzsZKSkqUGfNdu3apnt2XkbWqqgoZGRnIzc3Fw4cPMWDAAMTGxmLMmDEICgoyTU6nc+fOYdOmTXjw4AH8/f0xduxYvPnmm6o+fSg7KwAsWLAAVVVV+OMf/6gqn+yc7r6Xjcp669YtVcvRM6c7GQoKCrB27Vr4+vqibdu2WLduHbp06WK6rN/0PGou3yEjp1lqlJqsZqhRnmwrRtUoNVnNUKPcWadG1yh3f/+e1iiZWb2tUzJyalGj1O7rrl69ihUrVqC2tha+vr5IT0+H1WptMF5NDTp+/DjeeecdBAQEIDQ0FGvWrFG9TcnMmpKSgtOnTze4pFB4eDgWLFiA0aNHmyLnwYMHkZqa2myGxMTEpz5mRNZTp05h48aNuH79Ojp06ICYmBi89NJLeO2111rMKDNnY/n5+fjJT34C4MkZUmouMSQrq/MyNvn5+bDZbIiJicHgwYMRHx+v6hJDstfpRx99hHfffRcOhwO+vr6YNm0aJk2a1GJOI7ICwMSJE9GjRw+kpaWpyig7Z0lJCTZs2IALFy4gODgYtbW1mDx5snKZMbNkLSwsxJEjR3Dp0iW8/PLLmDx5Mjp06KAqo5Y51fYe3vRSMrOuX78eR48exe3bt5UxXbp0waxZszBt2jRT5NSil5KV1dteSvb71MmTXkpWVm97Kdnr1Jteyojfv6e9lMys3vRSsnJq0Uu54oQUERERERERERERERER6Yr3kCIiIiIiIiIiIiIiIiJdcUKKiIiIiIiIiIiIiIiIdMUJKSIiIiIiIiIiIiIiItIVJ6SIiIiIiIiIiIiIiIhIV5yQIiIiIiIiIiIiIiIiIl1xQoqIiIiIiIiIiIiIiIh0xQkpIiIiIiIiIiIiIiIi0hUnpIiIiIiIiCRZuHAhIiMjG/wbNmwYcnNzlTEOhwMTJkzACy+8gMjISIwbN864wERERERERBrxEUIIo0MQERERERF9W+zZswdpaWnK97t378bAgQObjJs/fz5CQkKwcuVKiemIiIiIiIj0wTOkiIiIiIiIJJoyZQqioqKU7//0pz81GVNeXo47d+5g6dKlMqMRERERERHphhNSREREREREki1btgz+/v4AgJycHJw9e7bB42+99RYWL16MgIAAI+IRERERERFpjhNSREREREREkv3whz/E66+/rnyfkZEBh8MBADh16hS+853voF+/fg1+prCwEHPnzsWkSZMwevRorF27FjabTXnc4XBg9+7dmDdvHl577TX069cPP/3pT3Hz5k1lzNGjR9G3b19ERkaiZ8+eAIC9e/ciKioKs2fP1vMlExERERHRtxwnpIiIiIiIiAyQnJyM4OBgAMBXX32FvXv3wmazYdu2bVi0aFGDsVevXkVCQgJqamqwf/9+pKSkYOfOnViwYIEyZunSpVi9ejWWL1+Ov/3tbxg0aBBOnDiBpKQkZUxcXByio6OV748cOYL09HR8/fXXOHnyJHiLYSIiIiIi0gsnpIiIiIiIiAwQFBSE+fPnK99v3rwZa9aswaxZs9C+ffsGY9esWYNHjx5hyJAhAIC+ffsCAE6cOIHCwkIIIfDhhx8CAPbt2wcA6NatGwCgqKgIlZWVyrKclwp0OBy4cOECzpw5g9jYWLzxxhvw8fHR6dUSEREREdG3nb/RAYiIiIiIiL6tEhISsG/fPly+fBkPHjzA7du3MWzYsAZjqqqqkJ+fDwDYs2cPsrKyIIRAWFgYAKCsrAwRERFYtmwZzp49i1GjRqGsrAxffPGFsoy6uromz+1wOPDGG28gJCQEW7du1fFVEhERERERcUKKiIiIiIjIMH5+foiNjcXly5cBAM8880yTMRUVFcr9pYYPH46UlJRmlzV58mQMHToUW7ZsQXl5OTp27Kg81tyl+Hx9fdG1a1ctXgYREREREVGLeMk+IiIiIiIiEwsJCVG+Lioqeuq4rKwsxMXF4datW9iyZQs6der0jcv19/fnJfqIiIiIiEgaTkgREREREREZyPXspebOZAoMDITVagUAnDx5EsXFxcpjV65cwdWrV1FRUYFf/OIXqKqqwsiRI5X7RLX0fERERERERLJwQoqIiIiIiMhApaWlyte3bt1qdkxycjIAwG63Y+7cuTh9+jROnTqFgwcP4gc/+AFu3LgBm80GANi8eTOWLFmCEydOKD9/5swZ3L9/HwDw9ddfA3hyD6na2lpdXhMREREREVFjnJAiIiIiIiIyQGZmJuLj43Ho0CHl/86dO4cRI0bgrbfeajA2NjYWmzZtgtVqxY0bN7B06VKcO3cOixYtAgD06tULcXFxaNOmDUJDQzFmzBj85je/QVhYGAIDA3Ht2jV07NgRGzZsQF5eHoAnE1Lx8fFPnQQjIiIiIiLSko/g9RqIiIiIiIiIiIiIiIhIRzxDioiIiIiIiIiIiIiIiHTFCSkiIiIiIiIiIiIiIiLSFSekiIiIiIiIiIiIiIiISFeckCIiIiIiIiIiIiIiIiJdcUKKiIiIiIiIiIiIiIiIdMUJKSIiIiIiIiIiIiIiItIVJ6SIiIiIiIiIiIiIiIhIV5yQIiIiIiIiIiIiIiIiIl1xQoqIiIiIiIiIiIiIiIh0xQkpIiIiIiIiIiIiIiIi0tX/APhfaGLKqwAdAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting the total number of accidents by Year (Including and after 1982)\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Times New Roman\", font_scale =1.09)\n", "year_plt = sb.catplot(x=\"Year\", y=\"Accidents per Year\", data=accidents_per_year, height = 12, aspect = 2, kind = \"point\")\n", "year_plt.set(ylim=(0, max_year*1.2))\n", "plt.grid(True,which=\"both\",ls=\":\",c='white',lw = 2.5) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Merging Year and Month Plots" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "#Making DataFrame of Accidents per Month of a Particular Year\n", "\n", "count_per_month=[]\n", "month=[]\n", "range_min=0\n", "range_max=0\n", "for x in accidents_per_year.index:\n", " month_year=[]\n", " month_year_count=[]\n", " range_max=range_max+accidents_per_year[\"Accidents per Year\"][x]\n", " for y in range(range_min, range_max):\n", " check=0\n", " for z in range(len(month_year)):\n", " if months[y]==month_year[z]:\n", " month_year_count[z]+=1\n", " check=1\n", " break\n", " if check==0:\n", " month_year.append(months[y])\n", " month_year_count.append(1)\n", " range_min=range_max\n", " count_per_month.append(month_year_count)\n", " month.append(month_year)\n", "data_month=[]\n", "for x in range(len(count_per_month)):\n", " for y in range(len(month[x])):\n", " data_month.append([month[x][y], Months_arr[11-y], count_per_month[x][y], year[x]])\n", "df_month = pd.DataFrame(data_month, columns = ['Months', 'Month', 'Number of Accidents', 'Year'])\n", "sb.set(context = \"poster\", style=\"dark\", font = \"serif\", font_scale = 0.5)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting DataFrame as a scatterplot\n", "\n", "f, axes = plt.subplots(1,1, figsize = (20,20))\n", "sb.scatterplot(x=\"Month\", y=\"Number of Accidents\", data=df_month, hue = \"Year\", s=200, palette = \"coolwarm\", legend = \"full\", marker = \"o\")\n", "plt.grid(True,which=\"both\",ls=\"-\",c='white',lw = 1.5) " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting DataFrame as a catplot, to show the decrease for each month (color-coded)\n", "\n", "sb.set(context='poster', style='dark', font = \"Verdana\", font_scale =0.7)\n", "sb.catplot(\"Year\", \"Number of Accidents\", \"Month\",\n", " data=df_month, kind = \"point\",\n", " height=12, palette=\"coolwarm\",\n", " legend=True, aspect = 2, legend_out = False)\n", "plt.grid(True,which=\"both\",ls=\":\",c='white',lw = 2.5) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlation and Heatmaps" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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MonthsNumber of Accidents
Months1.0000000.069495
Number of Accidents0.0694951.000000
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" ], "text/plain": [ " Months Number of Accidents\n", "Months 1.000000 0.069495\n", "Number of Accidents 0.069495 1.000000" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "joint_month = pd.concat([df_month[\"Months\"], df_month[\"Number of Accidents\"]], axis = 1)\n", "joint_month.reindex(df_month.index)\n", "joint_month.corr()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearAccidents per Year
Year1.000000-0.930396
Accidents per Year-0.9303961.000000
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" ], "text/plain": [ " Year Accidents per Year\n", "Year 1.000000 -0.930396\n", "Accidents per Year -0.930396 1.000000" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "joint_year = pd.concat([accidents_per_year[\"Year\"], accidents_per_year[\"Accidents per Year\"]], axis = 1)\n", "joint_month.reindex(accidents_per_year.index)\n", "joint_year.corr()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 2)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sb.set(context='poster', style='dark', font = \"Verdana\", font_scale =0.55)\n", "f, axes = plt.subplots(1,2, figsize = (15,5))\n", "\n", "month_heatmap = sb.heatmap(joint_month.corr(), vmin = -1, vmax = 1, annot = True, fmt='.2f', cmap=\"Blues\", ax = axes[0])\n", "month_heatmap.set_ylim([0,2])\n", "\n", "year_heatmap = sb.heatmap(joint_year.corr(), vmin = -1, vmax = 1, annot = True, fmt='.2f', cmap=\"Blues\", ax = axes[1])\n", "year_heatmap.set_ylim([0,2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The linear regression of the accidents per month in a year are loosely correlated, with a correlation of only 0.07, while for the number of accidents per year, there is a very strong negative correlation at -0.93." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Accidents by Broad Phase of Flight" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "LANDING 20625\n", "TAKEOFF 16272\n", "CRUISE 11131\n", "MANEUVERING 10367\n", "APPROACH 8162\n", "UNKNOWN 7399\n", "TAXI 2471\n", "CLIMB 2360\n", "DESCENT 2305\n", "GO-AROUND 1696\n", "STANDING 1299\n", "OTHER 168\n", "Name: Broad.Phase.of.Flight, dtype: int64\n" ] } ], "source": [ "#Extracting Data and replacing missing values\n", "\n", "phase_of_flight = pd.DataFrame(aviation_data[\"Broad.Phase.of.Flight\"])\n", "phase_of_flight = phase_of_flight.replace(np.nan, \"UNKNOWN\") #Replacing Null Values by UNKNOWN rather than removing it.\n", "\n", "#Creating DataFrame with count of accidents at different phases of flight to allow for plotting\n", "\n", "phase_of_flight_count = phase_of_flight[\"Broad.Phase.of.Flight\"].value_counts()\n", "\n", "print(phase_of_flight_count)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0, 0.5, 'Number of Accidents'), Text(0.5, 0, 'Broad Phase of Flight')]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting accidents on countplot based on Phase of Flight\n", "\n", "sb.set(style=\"darkgrid\", font = \"Verdana\", font_scale = 1.1)\n", "f,axes = plt.subplots(1,1,figsize = (20,10))\n", "Phase_plot = sb.countplot(phase_of_flight[\"Broad.Phase.of.Flight\"], order=phase_of_flight_count.index, palette = \"coolwarm\")\n", "Phase_plot.set(xlabel = \"Broad Phase of Flight\", ylabel = \"Number of Accidents\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Accidents by Manufacturer" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Make
Cessna26070
Piper14229
Beech5148
Bell2598
Boeing2349
Mooney1272
Grumman1152
Robinson1124
Bellanca1020
Hughes913
\n", "
" ], "text/plain": [ " Make\n", "Cessna 26070\n", "Piper 14229\n", "Beech 5148\n", "Bell 2598\n", "Boeing 2349\n", "Mooney 1272\n", "Grumman 1152\n", "Robinson 1124\n", "Bellanca 1020\n", "Hughes 913" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Clean and verifying make columns to make sure there are no duplicates\n", "\n", "manufacturer = pd.DataFrame(aviation_data, columns = [\"Make\"])\n", "\n", "manufacturer[\"Make\"] = manufacturer['Make'].str.title()\n", "#Verify that there are no duplicates\n", "manufacturer_counts = pd.DataFrame(manufacturer['Make'].value_counts())\n", "manufacturer_counts.head(10)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0, 0.5, 'Number of Accidents'), Text(0.5, 0, 'Manufacturer')]" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting the Top 10 Manufacturers (by accident numbers)\n", "\n", "df_maker_test = pd.DataFrame(manufacturer_counts.head(10)) #Dataframe of top 10\n", "f,axes = plt.subplots(1,1,figsize = (20,10))\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =0.9)\n", "Maker_plot = sb.countplot(manufacturer[\"Make\"], order=df_maker_test.index, palette = \"coolwarm\")\n", "Maker_plot.set(xlabel = \"Manufacturer\", ylabel = \"Number of Accidents\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sample Manufacturer Trend - Cessna" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "#Finding the Number of Cessna accidents per year (1982-2019)\n", "\n", "cessna_year=[]\n", "cessna_count_arr=[]\n", "range_min=0\n", "range_max=0\n", "total=0\n", "for x in accidents_per_year.index:\n", " range_max=range_max+accidents_per_year[\"Accidents per Year\"][x]\n", " cessna_count=0\n", " for y in range(range_min, range_max):\n", " try:\n", " if manufacturer[\"Make\"][y]==\"Cessna\":\n", " cessna_count+=1\n", " except Exception:\n", " pass\n", " range_min=range_max\n", " cessna_year.append(accidents_per_year[\"Year\"][x])\n", " cessna_count_arr.append(cessna_count)\n", "\n", "data_cessna=[]\n", "for x in range(len(cessna_count_arr)):\n", " data_cessna.append([cessna_year[x], cessna_count_arr[x]])\n", "df_cessna = pd.DataFrame(data_cessna, columns = ['Year', 'Cessna Accidents'])\n", "max_cessna = max(cessna_count_arr)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting the Accidents per year on a catplot to see trendline\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =1)\n", "cessna_plt = sb.catplot(x=\"Year\", y=\"Cessna Accidents\", data=df_cessna, height = 14, aspect = 1.9, kind = \"point\")\n", "cessna_plt.set(ylim=(0, max_cessna+(max_cessna*0.2)))\n", "plt.grid(True,which=\"both\",ls=\":\",c='white',lw = 2.5) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Top Cessna Models involved in Accidents" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0, 0.5, 'Number of Accidents'), Text(0.5, 0, 'Cessna Model')]" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculating the top Cessna models involved in aviation incidents\n", "\n", "manufacturer_cessna = pd.DataFrame(aviation_data, columns = [\"Make\", \"Model\"])\n", "manufacturer_cessna[\"Make\"] = manufacturer_cessna[\"Make\"].str.title()\n", "manufacturer_cessna[\"Model\"] = manufacturer_cessna[\"Model\"].str.title()\n", "\n", "for x in manufacturer_cessna.index:\n", " if manufacturer_cessna[\"Make\"][x] != \"Cessna\":\n", " manufacturer_cessna = manufacturer_cessna.drop(x)\n", "manufacturer_count_cessna = pd.DataFrame(manufacturer_cessna[\"Model\"].value_counts())\n", "cessna_10 = pd.DataFrame(manufacturer_count_cessna.head(10))\n", "\n", "f,axes = plt.subplots(1,1,figsize = (20,10))\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =0.9)\n", "\n", "cessna_model_plot = sb.countplot(manufacturer_cessna[\"Model\"], order=cessna_10.index, palette = \"coolwarm\")\n", "cessna_model_plot.set(xlabel = \"Cessna Model\", ylabel = \"Number of Accidents\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sample Manufacturer Trend - Piper" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "#Finding number of Piper Accidents per Year (1982-2019)\n", "\n", "piper_year=[]\n", "piper_count_arr=[]\n", "range_min=0\n", "range_max=0\n", "total=0\n", "for x in accidents_per_year.index:\n", " range_max=range_max+accidents_per_year[\"Accidents per Year\"][x]\n", " piper_count=0\n", " for y in range(range_min, range_max):\n", " try:\n", " if manufacturer[\"Make\"][y]==\"Piper\":\n", " piper_count+=1\n", " except Exception:\n", " pass\n", " range_min=range_max\n", " piper_year.append(accidents_per_year[\"Year\"][x])\n", " piper_count_arr.append(piper_count)\n", "\n", "data_piper=[]\n", "for x in range(len(piper_count_arr)):\n", " data_piper.append([piper_year[x], piper_count_arr[x]])\n", "df_piper = pd.DataFrame(data_piper, columns = ['Year', 'Piper Accidents'])\n", "max_piper = max(piper_count_arr)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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M7WB/pMztYH+kzO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM75O7P3A72R8rcDvb3olKWZbnme2XfIuzrX/96TjrpJC6++GI2btzI7bffzsc//nFe+MIX8rGPfWz+sTfeeCPvete7eP3rX8/LX/5yJiYm+NCHPsSGDRu4/vrrqdf3rSfPzs5ywQUXsGfPHt7+9rezefNmbrrpJq677jre97738epXv3pFrUVRMjEx2ZdxS5IkSZIkSZIkSXr6GB9fv+j2sDNir7vuOmZmZvj4xz/OEUccAcDLX/5yqtUqH/7wh7n//vvZsmULAO9///s599xzefe73z3//Gc961lcdNFFfPnLX+a1r30tAF/84hf5yU9+wg033MDpp58OwLnnnstDDz3U00KsJEmSJEmSJEmSJC1H2D1ii6KgLEtmZmYWbD/iiCOoVCrzlya+5557uPfee3nVq1614HFnnnkmmzZt4uabb57fdsstt7Bly5b5Rdg55557Ljt27OC+++5bpdFIkiRJkiRJkiRJ0n5hZ8T++q//Otdddx0XX3wx73jHO3jFK17B1NQUn/70p7nwwgvZtGkTADt27ADgmGOOWfD8SqXC1q1b2b59+/y2HTt2cOyxxx6yr9NOOw2A7du3c/zxxy+7tVKBjRv3LQzv3Dm14M/Wrx+mWq3QanWYmmrNb6/VqqxbNwTA5OTMgutOj4w0aTZrFEXJ9PQs1WqFoiiZne3M72d6epaZmfb8cxqNGqOjTQB27ZrmwCtKj40NUa9XabcL9uzZv7BdqVTYsGEYgL17W8zOdub/bGiozvBwo+cxNRo1qtUKjUaNWq1KUZTs3j294PUGdUyNRo16vcrwcIOiKJ/09zSIY9q4cYRqtcLsbIfJyf2v1+17L3pM1WqFvXtb8+996P3ztFZjarXaFEU5396vz9NajWnuc1uWJSMj+56zWnNEv8c01z40VKdSqYTMe72MaWSkMd/w+ONTAzOXdzumuTlnZqY93xE9l3c7Jtj3+zhwzhmEubzbMVWrlfnvC/V6bWDm8m7HlPmY22jUGBtrUqlUmJ5uD8xc3u2Y5l5vcnJmwZ8N4vFpsTFlPua2Wu35z227XQzMXN7tmDzmxo3pyCNHgX3v/z179r9e9Fze7Zgg7zF3ZmaWsmS+fVDm8m7HNPe5rVRgaGjfcwZhLj8cjrljY02azX3/iu1nP9u7oGHQjk+Ljalarcx/x58b1yDM5YfDMbder863N5v1gZnLux1To1Gj0agxNFSnKMqBmMsPl2Pu8HCdsizZs2fhvqLn8m7HlPmY22535j+3RVEOzFze7Zjmvi/MbR+UufxwOOYeccT+15uamp3/s+i5vNsx7Tuxsj3/uR2UuXyQjrlLCVuIPfXUU/nEJz7Bm9/8Zv7gD/6AjRs3Mjw8zIte9CKuvPLK+cft2rULgNHR0UNeY2xsjIcffnj+/+/evZujjjrqkMfNPXfutVZi7sN9sAMXIA9UrVbmn1Ottujs/31Rr1dpNut0OsX841qtNjt3Ts0/58Bf8MGvV6nAgXf2nXs9aC94TqWyv3t6enbBn9Vq1b6MaXS0OT+WWq266I2OB3VMc+37e5b+PQ3qmCqVCpVKBdg/WXT73huEMW3YMDL/3p8bUy+fp7UaU7VaoV6vzbf36/O0VmOae++3Wu1VnyP6Paa59qIonzi4rf2818uYhocb1Ou1BWM6+PUGfUz1+r7XnfvcRs/l3Y6pLMsFx9sDxxQ9l3czpgM/t3NfGAdlLu9mTJmPuaOjTRqNuff/wr5BOz4tNqa5OWd0tHnIv+wetOPTYmPKfMyt1/d/bnfvnh6oudxj7uAcnxYb0/7uyoJ/KRw9l3c7pszH3Epl339kPNc+KHN5t2Oa+9zOznZoNGpP9MTP5YfDMXdoqEGttvhF5wbt+LTUmA483sJgzOWHwzH3wO/5+58XP5d3O6aDv+cPwlx+uBxz93/PX7ggED2XdzumzMfcZrM2/7ndu7c1UHN5N2Oa+9yWZUmlUhmYubzbMWU+5s59boeHWbAQGz2XdzumoigZGmrMf24HZS4fpGPuUhZ/1hrYvn07v/u7v8tv//Zv8+Y3v5mbbrqJz3zmM3zhC1/gmGOO4R3veAfA/Mp7rVY75DUOXJWf+//V6qGDnXvcvgWrlZn75RxsdrZDp1PQbi98AxRFOf+cg99Qc/+13v5/qXHofg5+Qx34egcN+4l9tw9pKEuWbOh0ir6OqSzL+TEdbJDHNPc67XbnSX9Pgzimoiip1SqHfA66fe9Fj6lerx3y/u/187RWYzp4Lun352mtxnTg6632HNHvMe2bczqh895KxjQ3jqIoB3Iuf6oxLfa5HYS5vJsx1WpVarWnxzF3kOby5Yxp7nUyHnP3t+f7PS32fRPyvPcyH3Pr9f1/L8k8R3jMXfsxzX1un+x7/iCPKfMx9+B/ZTAoc/nyj7mDNZcfDsfcuc/rYg2DMJc/1ZgW+54/CHP54XbMHaS5fDljmnuddruTbkyZj7lLfc/P8t7LfMyduwLIwQ3Z5oiiKOl0Dv2eP+hjynzM3T/nLHzOIMzl3Yxp30Lj/g/voMzlg/B5mhvTUgu1lfLgI80aueSSS2i1Wnz6059esP0v//Ivufrqq/nEJz7Bi170Ir7xjW/w1re+lWuuuYYXvOAFCx578cUXMz09zbXXXgvAhRdeyLp16/jkJz+54HG33norl1xyCR/5yEd42ctetuzWoiiZmJhc9vO6se+Mxn2/4KBfRU8y92duB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7O/G+Pj6Rbcvfa7sKrv99tvZunXrIdsvvPBCAO68804ATjrpJAC2bdu24HFlWbJt27b5P5977F133XXIa8499+STT+5Hel+VZfnEf6Wd740Lufszt4P9kTK3Q+7+zO1gf6TM7WB/pMztYH+kzO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM75O7P3A72R8rcDvb3Imwh9thjj+XWW29lamrhTW3vuOMOAE488URg3+Lqli1b+OpXv7rgcbfffjuPPfYYL3nJS+a3vfjFL+aRRx6Zf405X/va1zjxxBM54YQTVmMokiRJkiRJkiRJkrRA7corr7wyYsebNm3i2muv5Z//+Z+p1+s88MADfOELX+D9738/P//zP8873/nO+fu9bty4kY997GM8+uijAHz729/m3e9+N8ceeyx//Md/PH//2K1bt/KVr3yFL37xi6xbt46HHnqIj3/843zpS1/iT//0T3nWs561otayhKmp1lM/UJIkSZIkSZIkSdJhZWxsaNHtYfeIBbjtttv427/9W37wgx+wZ88eTjjhBC644ALe9KY30Ww2Fzz2c5/7HFdffTV33303Y2NjvPSlL+Xyyy9nfHx8weMeeughrrrqKm655Rb27NnDKaecwqWXXsp555234s7VvEfs2NgQ9XqVdrtgz56ZVdnHasrcn7kd7I+UuR1y92duB/sjZW4H+yNlbgf7I2VuB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ2yF3f+Z2sD9S5nawvxtL3SO2vip769LZZ5/NRz/60a4ee8EFF3DBBRc85eOe8Yxn8J73vKfXtDVTr1dpNutAOzplRTL3Z24H+yNlbofc/Znbwf5ImdvB/kiZ28H+SJnbwf5Imdshd3/mdrA/UuZ2sD9S5nawP1Lmdsjdn7kd7I+UuR3s72nfa75HLdBuF0D7iX/mk7k/czvYHylzO+Tuz9wO9kfK3A72R8rcDvZHytwO9kfK3A65+zO3g/2RMreD/ZEyt4P9kTK3Q+7+zO1gf6TM7WB/L0IvTZzFal6aWJIkSZIkSZIkSVJeS12auLrGHZIkSZIkSZIkSZL0tOdCrCRJkiRJkiRJkiT1mfeIDVapVKhUoCwh41WiM/dnbgf7I2Vuh9z9mdvB/kiZ28H+SJnbwf5ImdvB/kiZ2yF3f+Z2sD9S5nawP1LmdrA/UuZ2yN2fuR3sj5S5HezvhQuxwTZsGKbZrNNqtdm5cyo6Z9ky92duB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7O+FlyaWJEmSJEmSJEmSpD6rlBnPIV5jRVEyMTG5Kq/daNSoVisURcnsbGdV9rGaMvdnbgf7I2Vuh9z9mdvB/kiZ28H+SJnbwf5ImdvB/kiZ2yF3f+Z2sD9S5nawP1LmdrA/UuZ2yN2fuR3sj5S5Hezvxvj4+kW3uxDbhdVciJUkSZIkSZIkSZKU11ILsV6aWJIkSZIkSZIkSZL6zIVYSZIkSZIkSZIkSeqzenTA4W5oqE6tVqXTKZiZaUfnLFvm/sztYH+kzO2Quz9zO9gfKXM72B8pczvYHylzO9gfKXM75O7P3A72R8rcDvZHytwO9kfK3A65+zO3g/2RMreD/b3wjNhgw8MNxsaGGB5uRKesSOb+zO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM72B8pczvk7s/cDvZHytwO9kfK3A72R8rcDrn7M7eD/ZEyt4P9vXAhVpIkSZIkSZIkSZL6rFKWZRkdMeiKomRiYjI6Q5IkSZIkSZIkSdKAGR9fv+h2z4iVJEmSJEmSJEmSpD5zIVaSJEmSJEmSJEmS+syFWEmSJEmSJEmSJEnqs3p0wOFu/fphGo0as7Mddu+ejs5Ztsz9mdvB/kiZ2yF3f+Z2sD9S5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7I+UuR3sj5S5HXL3Z24H+yNlbgf7e+EZscGq1Qq1WpVqtRKdsiKZ+zO3g/2RMrdD7v7M7WB/pMztYH+kzO1gf6TM7WB/pMztkLs/czvYHylzO9gfKXM72B8pczvk7s/cDvZHytwO9vfCM2KDtVodiqKk3S6iU1Ykc3/mdrA/UuZ2yN2fuR3sj5S5HeyPlLkd7I+UuR3sj5S5HXL3Z24H+yNlbgf7I2VuB/sjZW6H3P2Z28H+SJnbwf5eVMqyLNd8r8kURcnExGR0hiRJkiRJkiRJkqQBMz6+ftHtXppYkiRJkiRJkiRJkvrMhVhJkiRJkiRJkiRJ6jPvERts7ubARVHS6eS7tnbm/sztYH+kzO2Quz9zO9gfKXM72B8pczvYHylzO9gfKXM75O7P3A72R8rcDvZHytwO9kfK3A65+zO3g/2RMreD/b1wITbYunVDNJt1Wq02O3dORecsW+b+zO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM72B8pczvk7s/cDvZHytwO9kfK3A72R8rcDrn7M7eD/ZEyt4P9vfDSxJIkSZIkSZIkSZLUZ5WyLMvoiEFXFCUTE5Or8tqezh0nczvYHylzO+Tuz9wO9kfK3A72R8rcDvZHytwO9kfK3A65+zO3g/2RMreD/ZEyt4P9kTK3Q+7+zO1gf6TM7WB/N8bH1y+63YXYLqzmQqwkSZIkSZIkSZKkvJZaiPXSxJIkSZIkSZIkSZLUZy7ESpIkSZIkSZIkSVKf1aMDDncjI03q9SrtdsHUVCs6Z9ky92duB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7O+FZ8QGazZrDA83aDZr0Skrkrk/czvYHylzO+Tuz9wO9kfK3A72R8rcDvZHytwO9kfK3A65+zO3g/2RMreD/ZEyt4P9kTK3Q+7+zO1gf6TM7WB/L1yIDVYUJZ1OQVGU0Skrkrk/czvYHylzO+Tuz9wO9kfK3A72R8rcDvZHytwO9kfK3A65+zO3g/2RMreD/ZEyt4P9kTK3Q+7+zO1gf6TM7WB/LyplWeb8qa2hoiiZmJiMzpAkSZIkSZIkSZI0YMbH1y+63TNiJUmSJEmSJEmSJKnPXIiVJEmSJEmSJEmSpD5zIVaSJEmSJEmSJEmS+qweHXC427hxhGazTqvVZufOqeicZcvcn7kd7I+UuR1y92duB/sjZW4H+yNlbgf7I2VuB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ2yF3f7k6OH4AACAASURBVOZ2sD9S5nawvxeeEStJkiRJkiRJkiRJfeYZscGmp2eZne3Q6RTRKSuSuT9zO9gfKXM75O7P3A72R8rcDvZHytwO9kfK3A72R8rcDrn7M7eD/ZEyt4P9kTK3g/2RMrdD7v7M7WB/pMztYH8vKmVZlmu+12SKomRiYjI6Q5IkSZIkSZIkSdKAGR9fv+h2L00sSZIkSZIkSZIkSX3mQqwkSZIkSZIkSZIk9Zn3iA3WaNSoVisURcnsbCc6Z9ky92duB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7O+FZ8QGGx1tsmHDCKOjzeiUFcncn7kd7I+UuR1y92duB/sjZW4H+yNlbgf7I2VuB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ2yF3f+Z2sD9S5nawvxcuxEqSJEmSJEmSJElSn1XKsiyjIwZdUZRMTEyuymtXKhUqFShLyPiryNyfuR3sj5S5HXL3Z24H+yNlbgf7I2VuB/sjZW4H+yNlbofc/Znbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrC/G+Pj6xfftwuxT201F2IlSZIkSZIkSZIk5bXUQqyXJpYkSZIkSZIkSZKkPnMhVpIkSZIkSZIkSZL6rB4dcLgbGxuiXq/Sbhfs2TMTnbNsmfszt4P9kTK3Q+7+zO1gf6TM7WB/pMztYH+kzO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM75O7P3A72R8rcDvb3woXYYPV6lWazDrSjU1Ykc3/mdrA/UuZ2yN2fuR3sj5S5HeyPlLkd7I+UuR3sj5S5HXL3Z24H+yNlbgf7I2VuB/sjZW6H3P2Z28H+SJnbwf6e9r3me9QC7XYBtJ/4Zz6Z+zO3g/2RMrdD7v7M7WB/pMztYH+kzO1gf6TM7WB/pMztkLs/czvYHylzO9gfKXM72B8pczvk7s/cDvZHytwO9veiUpZlueZ7TaYoSiYmJqMzJEmSJEmSJEmSJA2Y8fH1i26vrnGHJEmSJEmSJEmSJD3tuRArSZIkSZIkSZIkSX3mPWKDVSoVKhUoS8h4lejM/Znbwf5Imdshd3/mdrA/UuZ2sD9S5nawP1LmdrA/UuZ2yN2fuR3sj5S5HeyPlLkd7I+UuR1y92duB/sjZW4H+3vhQmywDRuGaTbrtFptdu6cis5Ztsz9mdvB/kiZ2yF3f+Z2sD9S5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7I+UuR3sj5S5HXL3Z24H+yNlbgf7e+GliSVJkiRJkiRJkiSpzyplxnOI11hRlExMTK7KazcaNarVCkVRMjvbWZV9rKbM/Znbwf5Imdshd3/mdrA/UuZ2sD9S5nawP1LmdrA/UuZ2yN2fuR3sj5S5HeyPlLkd7I+UuR1y92duB/sjZW4H+7sxPr5+0e0uxHZhNRdiJUmSJEmSJEmSJOW11EKs94gN8vjkDN/87oM8MLEXgGccNcKLTj+GozYMB5dJkiRJkiRJkiRJ6pVnxHahn2fETrfaXPNPP+Zb33uITrHwR1+tVPil5x3Nm1/5bEaHXSOXJEmSJEmSJEmSBp2XJu5BvxZiZ1odrvr0v7P9P3Y96eNOOHodl7/p7BSLsUNDdWq1Kp1OwcxMOzpnWTK3g/2RMrdD7v7M7WB/pMztYH+kzO1gf6TM7WB/pMztkLs/czvYHylzO9gfKXM72B8pczvk7s/cDvZHytwO9ndjqYXY6qrsTYv6zNe3PeUiLMC9D0/yqZt+vAZFvRsebjA2NsTwcCM6Zdkyt4P9kTK3Q+7+zO1gf6TM7WB/pMztYH+kzO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM75O7P3A72R8rcDvb3woXYNTI5Ncu/3PlA14+/9fsP8fjkzCoWSZIkSZIkSZIkSVotXpq4C/24NPHXb7uf//cfl3eW60XnnsqrXnhCT/uVJEmSJEmSJEmStHq8NHGwh342teznPPL48p8jSZIkSZIkSZIkKZ4LsWukWqks+zkreIokSZIkSZIkSZKkAeBC7Bo5dtPoCp4ztgolkiRJkiRJkiRJklZbPTrgcPGC5xzN3331J0y3Ol09vlKBnz9t8ypX9W79+mEajRqzsx12756OzlmWzO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM72B8pczvk7s/cDvZHytwO9kfK3A72R8rcDrn7M7eD/ZEyt4P9vfCM2DUyMlTn3LOf2fXjyxI+8oXvsXe6vYpVvatWK9RqVarVfNdRztwO9kfK3A65+zO3g/2RMreD/ZEyt4P9kTK3g/2RMrdD7v7M7WB/pMztYH+kzO1gf6TM7ZC7P3M72B8pczvY3wvPiF1DF7zkFO5/eA93bp/o6vE/vn8n//VTt/GON5zFxrHmKtetTKvVoShK2u0iOmXZMreD/ZEyt0Pu/sztYH+kzO1gf6TM7WB/pMztYH+kzO2Quz9zO9gfKXM72B8pczvYHylzO+Tuz9wO9kfK3A7296JSlmW55ntNpihKJiYm+/Ja7U7B5//H3Xzttp8yNbPwbNdmo0q9WmXvQdufceQIl73xLDZvHOlLgyRJkiRJkiRJkqT+GB9fv+h2F2K70M+F2DkzrQ63/fgRHnhsDwBHHzHKLzx7nNZsh/d+5jvc/8jC/R25fojL3nAWx20e62uHJEmSJEmSJEmSpJVzIbYHq7EQ+2T2TM/yN9fewbaf7lywfd1Ig3dc9HOcfOyGNWuRJEmSJEmSJEmStDQXYnuwmguxczcHLoqSTmf/talnWh0++Lk7+e7djy14/FCzxu9feCbPOfHIVelZrqX6M8jcDvZHytwOufszt4P9kTK3g/2RMreD/ZEyt4P9kTK3Q+7+zO1gf6TM7WB/pMztYH+kzO2Quz9zO9gfKXM72N+NpRZia1deeeWVq7LHp5GyhKmp1qq89oYNw4yNDVGrVZk54N6w9VqVX3zu0Tz42F7+49E989s7nZJbf/AwW44e49hN8ZcpXqo/g8ztYH+kzO2Quz9zO9gfKXM72B8pczvYHylzO9gfKXM75O7P3A72R8rcDvZHytwO9kfK3A65+zO3g/2RMreD/d0YGxtadHt1VfamvqjXqrz1vNN52VnHLdje7hR88Ibv8i93PhBUJkmSJEmSJEmSJOnJeGniLkRcmvhAZVly/T9v54vfuueQP/uNl5/GK3/x+FVp60bm09Ezt4P9kTK3Q+7+zO1gf6TM7WB/pMztYH+kzO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM75O7P3A72R8rcDvZ3w3vE9mA1F2KX40u33sO1X7/rkO3n/fJJnP/ik6lUKgFVkiRJkiRJkiRJ0uFrqYVYL02cyKtfeCJvefVzOHi99Qv/soNP3fQTCtfUJUmSJEmSJEmSpIHgQmwyL/254/jP5z+fWnXhauxXv30/H/uH79NOeEq4JEmSJEmSJEmS9HRTjw443I2MNKnXq7TbBVNTra6e84LnHM3IUJ0P3HAHrdn9C6/f/N5DTM10eNv5p9Ns1FYreYGV9A+KzO1gf6TM7ZC7P3M72B8pczvYHylzO9gfKXM72B8pczvk7s/cDvZHytwO9kfK3A72R8rcDrn7M7eD/ZEyt4P9vfCM2GDNZo3h4QbN5vIWTk8/+Sje9cafZ2x44Vr67dse5a8/+x2mZtr9zFzSSvsHQeZ2sD9S5nbI3Z+5HeyPlLkd7I+UuR3sj5S5HeyPlLkdcvdnbgf7I2VuB/sjZW4H+yNlbofc/Znbwf5ImdvB/l64EBusKEo6nYKiWP79XU995kaueNPZbBxrLtj+o/se579+6t/ZtXf1V/V76Y+WuR3sj5S5HXL3Z24H+yNlbgf7I2VuB/sjZW4H+yNlbofc/Znbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrC/F5WyLHP+1NZQUZRMTExGZyzp4ceneO+n/51HHp9esP2Yo0a57A1nsWnjcFCZJEmSJEmSJEmS9PQ2Pr5+0e2eEfs0cPQRI/zRm3+BZ46PLdj+4GN7+S/XfJsHJvYElUmSJEmSJEmSJEmHJxdinyaOWDfEFW86m63HbViw/bFdM/zFNbdxz4O7g8okSZIkSZIkSZKkw48LsU8j60YaXPbGszj9pCMXbN+9d5a//NRt/OjenwWVSZIkSZIkSZIkSYcX7xHbhdW8R+zGjSM0m3VarTY7d0715TVn2wUfvfF7/NuPHlmwvVGv8p9/7fmcdermvuwHVqd/rWRuB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7O/GwN0j9uKLL+bZz372kv/7wAc+MP/Yz3/+85x//vmcccYZnHPOOVxxxRU8+uijh7zmI488wuWXX84555zDmWeeyfnnn8+NN964lsMaCI16lbed/3xecuaxC7bPtgv+7+vv5JvfezCoTJIkSZIkSZIkSTo81KN2fMUVV7Br165Dtj/++ONcdtllDA0NAXDjjTdy+eWX8/rXv57f//3fZ2Jigg996EP8zu/8Dtdffz31+r4hzM7O8lu/9Vvs2bOHyy67jM2bN3PTTTfxrne9i3q9zqtf/eo1HV+3pqdnmZ3t0OkUfX3darXCW179HMZGGnz51nvntxdlyUdv/D57p9u8/Be29Lyf1epfC5nbwf5Imdshd3/mdrA/UuZ2sD9S5nawP1LmdrA/UuZ2yN2fuR3sj5S5HeyPlLkd7I+UuR1y92duB/sjZW4H+3sxcJcm/vM//3M++9nP8k//9E+Mj4/zyle+kq1bt/LhD394/jHf+c53uOiii3jve9/La1/7WmDfWbOXX345N9xwA6effvr8Yy+99FLuu+8+vvKVr6y4aTUvTbwWvvite7juG3cdsv3XXnIyr/tfTqJSqQRUSZIkSZIkSZIkSfkN3KWJF3P//ffzd3/3d1xyySWMj49zzz33cO+99/KqV71qwePOPPNMNm3axM033zy/7ZZbbmHLli0LFmEBzj33XHbs2MF99923JmMYRL96zolc8qpnc/By69/fcjd/99WfUAzWWrwkSZIkSZIkSZKUXtiliRfzvve9j+HhYS699FIAduzYAcAxxxyz4HGVSoWtW7eyffv2+W07duzg2GMX3hMV4LTTTgNg+/btHH/88SvqqlT23cgXOOQmvuvXD1OtVmi1OkxNtea312pV1q3bd3nlycmZBac7j4w0aTZrFEXJ7t3TC15vbj/T07PMzLTntzcaNUZHmwDs2jXNgScyj40NUa9XabcL9uyZOaC7woYNwwC88hdPYHSozkdv/D6dYv9zb/q3+5mabvOWX30OtWo11Zj27m0xO9uZ/7OhoTrDww0g7+/JMTkmx+SYHJNjckyOyTE5JsfkmByTY3JMjskxOSbH5Jgck2NyTI7JMeUa01IGZiH2hz/8If/wD//AO9/5TjZs2AAwfw/Z0dHRQx4/NjbGww8/PP//d+/ezVFHHXXI4+aeu9j9aJej2Vz8R9Vo1KjVqhQHLG7Cvnu0zj2nWm3R2f/7ol6v0mzW6XQKGo0a1WqFoiiZne3MP+fAX/DBr1epwIEnsc69HrQXPKdS2d89PT3LLz33GYwM1fngDXfSau9/E//Ldx9k70ybt51/Oo16bVljmutvNmvzY1rqZ7caYzpQrVZd1u+p0dg31m5+T4M4pmazRvWJxfOpAz733b73BmFMQ0P1+fc+9P55WqsxtdudBZ/b5b73osc097k98PV6/Tyt1ZgOnHPq9RqrOUesxpjm5soDx3Tw6w36mMqyXPC5jZ7Lux1TURSHzDmDMJd3O6Zqdf/3hUGby7sZU+Zj7r7ufcfcQZrLlzumRqO2YH+DeHxabEyZj7kHfs/vdIqBmss95g7O8enJxlQU5YJ/kRA9l3c7pszH3GazTVFU59sHbS5/qjHNfW4HbS4/HI65zWY9fN7rdUxz+5p73UGYyw+HY269fuj3/EGYy7sdU6NRY2io3tfPk8fc7sdUFMUh3/Oj5/Jux5T5mHvgnHNg3yDM5d2M6cDv+R5z4/6ee+BrRs/l3Y6pWu3Qbu//nj9oc/kgHHOXsvizAlx11VVs3ryZiy++eH7b3Ap1rVY75PEH39q2LMv5RanFHtfrfVBbrfai2+du7ttuL3wDFEU5/5yD31DtdkGr1aYoSkZHmzSbdVqtNjt3Ts0/5+A31IGvd/CVhPftu31IQ1lySMMZp2zisjeexd9cdwd7p/eP6d9/8ih//dnv8H9deOayxjTX32535sd0sNUe05xOp1jW72muvShK2u3Ok/6eBnFMc69/8H9p0e17L3pM9XqNDRtG5t/70Pvnaa3G1GjUGR2tzbcv970XPaYD551+fZ7Wakxz7XN9qzlHrMaYGo39f8mLmPd6HVO9XmNoqEGlUpn/3EbP5d2OqVarHjLnDMJc3u2Y1q0bOuBz6zF3Lcc0Otqc/8vpIM3l3Y6pKEqq1Qqjo80F/8XmIB6fFhtT5mPugcfbXbumB2Yu73ZMHnPjxjT3ua3Xq4dsH7Tj02JjynzMHRqq02js//v5oMzl3Y5p7nM7O7v09/xBHlPmY+7c53WxhkE7Pi02pnq9xshIk1qtOv+5HYS5/HA45h7YPkhzebdjOvh7/iDM5YfLMXdfe/WQ7/nRc3m3Y8p8zD3wczs5OTMwc3m3Y3qq7/mDdHxarCHzMXduztn3d5X9Z4JGz+Xdjung7/mDMpcP0jF3qYXaSnnwimaAb37zm7zlLW/hT/7kT/jN3/zN+e3f+MY3eOtb38o111zDC17wggXPufjii5menubaa68F4MILL2TdunV88pOfXPC4W2+9lUsuuYSPfOQjvOxlL1tRX1GUTExMrui5T2XjxpEFC7Fr5b6HJ3nvZ25n157Wgu0nHbOed1z0c6x/4pTtpxLV3w+Z28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nawP1Lmdsjdn7kd7I+UuR3sj5S5HeyPlLkdcvdnbgf7I2VuB/u7MT6+ftHt4WfElmXJe97zHrZs2cJFF1204M9OOukkALZt27ZgIbYsS7Zt28aLX/ziBY+99dZbD3n9bdu2AXDyySevQn3vdu2aPuRU77Vw/NHr+KM3n817P307j+7cf03tHQ/u5i+uuY3L3nAWRz1xLewnE9XfD5nbwf5Imdshd3/mdrA/UuZ2sD9S5nawP1LmdrA/UuZ2yN2fuR3sj5S5HeyPlLkd7I+UuR1y92duB/sjZW4H+3ux9EWL18iXvvQlvvvd7/J7v/d7NBqNBX920kknsWXLFr761a8u2H777bfz2GOP8ZKXvGR+24tf/GIeeeQR7rjjjgWP/drXvsaJJ57ICSecsHqD6MHcvfYiTkx+xpGj/NGbf4HjNo8t2P7AxF7+y3/7Ng89tvcpXyOyv1eZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nawP1Lmdsjdn7kd7I+UuR3sj5S5HeyPlLkdcvdnbgf7I2VuB/t7EXpp4tnZWV7zmtcwNDTE5z//+UXv8fr3f//3XHHFFbzxjW/kV37lV5iYmOBDH/oQY2Nj3HDDDfOLt61Wi/PPP59Wq8Xb3/52jjrqKL7+9a/zmc98hr/6q7/iNa95zYo7V/PSxINgcmqWv/7sd7j7gV0Ltm8YbfDON5zFCc9Y/HRqSZIkSZIkSZIk6XC31KWJQxdir7nmGv7sz/6MD37wg7ziFa9Y8nGf+9znuPrqq7n77rsZGxvjpS99KZdffjnj4+MLHvfQQw9x1VVXccstt7Bnzx5OOeUULr30Us4777yeOp/uC7EA0602H7j+Tn5wz88WbB8ZqvH7r/85nnX8EUFlkiRJkiRJkiRJ0uAayIXYLFZzIXZsbIh6vUq7XbBnz8yq7KNbs+2Cj3zhe3z7x48s2N6sV3n7Bc/nzK2bD3nOIPUvV+Z2sD9S5nbI3Z+5HeyPlLkd7I+UuR3sj5S5HeyPlLkdcvdnbgf7I2VuB/sjZW4H+yNlbofc/Znbwf5ImdvB/m4stRAbfo/Yw129XqXZrFOvx/8qGvUqb/u103nxGccu2N5qF3zg+jv51vcfPOQ5g9S/XJnbwf5Imdshd3/mdrA/UuZ2sD9S5nawP1LmdrA/UuZ2yN2fuR3sj5S5HeyPlLkd7I+UuR1y92duB/sjZW4H+3va95rvUQu02wXQfuKf8WrVKr/1q89hdLjOP/7P++a3d4qSj37h+0xNtzn37C3Mtjv86L7HabVLRkcanHLcBprVSmD58g3az3657I+TuR1y92duB/sjZW4H+yNlbgf7I2VuB/sjZW6H3P2Z28H+SJnbwf5ImdvB/kiZ2yF3f+Z2sD9S5nawvxdemrgLh8M9Yg9WliX//Zv3cMPN2w/5s9OO38h/PLKHPdPt+W3VSoWzn7WZ8375ZLYcvW4tUyVJkiRJkiRJkqQw3iO2B4fjQuycr992P//tH39Mt2+SZr3K//m/n8HzT9m0ql2SJEmSJEmSJEnSIPAesVqRc8/ewn8673nUurzscKtd8MHPfZcHH9u7ymWSJEmSJEmSJEnS4HIhNlilUqFarVCpDO79Vc953jG87pdP6vrxM7MdvvKv965eUJ9k+Nk/GfvjZG6H3P2Z28H+SJnbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7O9Ffc33qAU2bBim2azTarXZuXMqOmdJ9zy4e1mP/+b3HuQN/+upDDcH9y2W5We/FPvjZG6H3P2Z28H+SJnbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7O+FZ8SqKzuWuRDbmi34j0f3rFKNJEmSJEmSJEmSNNgqZVmW0RGDrihKJiYmV+W1G40a1WqFoiiZne2syj764ff+5hYmp2aX9ZzRoTpnnbaZM07ZxOknH8W6kcYq1a1Mlp/9UuyPk7kdcvdnbgf7I2VuB/sjZW4H+yNlbgf7I2Vuh9z9mdvB/kiZ28H+SJnbwf5Imdshd3/mdrA/UuZ2sL8b4+PrF93uQmwXVnMhNos/vfpfue/hlf8MKhXYetxGzti6iTNP2cQJz1iX9lrikiRJkiRJkiRJ0hwXYnvgQiz892/u4Pp/3t6319s41uSMUzZx5tZNPO+koxgdHtx7yUqSJEmSJEmSJElLcSG2By7Ewq69LS7/2/+P1mzR1eNr1Qqdoru3VrVS4dQtGzlz6ybOOGUTW8bHPFtWkiRJkiRJkiRJKbgQ24PVXIgdGqpTq1XpdApmZtqrso9++db3HuQjN37/KR/3S889mv/jVc/hR/c9zp3bJ7jzrgke3Tnd9X6OXD/EGaccxRmnbOZ5Jx3JyNDqnC2b6We/GPvjZG6H3P2Z28H+SJnbwf5ImdvB/kiZ28H+SJnbIXd/5nawP1LmdrA/UuZ2sD9S5nbI3Z+5HeyPlLkd7O/GUguxXg822PBwg2azTqvVHvg37zmnH0O1WuH/+fKP2LtIawX4lbOfyW+8/DTqtSpnnbqZs07dTFmWPDCxlzu3T3DHXRP8+L7Hn/Rs2Z/tnuHm7zzAzd95gFq1wmlbNnLm1s2csXUTx20a7dvZspl+9ouxP07mdsjdn7kd7I+UuR3sj5S5HeyPlLkd7I+UuR1y92duB/sjZW4H+yNlbgf7I2Vuh9z9mdvB/kiZ28H+XrgQq2X5pec+gzO3buJb33+I2370CHtm2owM1Xn2CUdyznOPZvyIkUOeU6lUOG7zGMdtHuN/+6UTmJpp88N7fsYdTyzM/mz3zJL76xQlP7z3cX547+N89uvb2LRhiDO2bubMUzbx3BOPZKhZW83hSpIkSZIkSZIkSSvipYm74D1iV09Zlvz00T3cede+RdltP93Z9b1l67UKzz7+CM44ZRNnbN3EMUd1d7bsdKvNv/7gYbbdv5NWu8OGsSa/+JyjOfWZG703rSRJkiRJkiRJkpbFe8T2wIXYtbN3us33dzy27zLG2yfYOdnq+rnjRwxzximbOHPrJp59wpEMNRaeLVuWJV++9V7+4Zs7mJrpHPL8E45ex2/96nM58ZjFPyySJEmSJEmSJEnSwVyI7YELsTHKsuS+hyfn7y277ac76fbd2qhXefYJR3DmE2fLHn3ECJ+66Sd89dv3P+nzhho13vUbZ7H1uI19GIEkSZIkSZIkSZKe7lyI7YELsYNhz/Qs37v7Me68a4I7t0+wa+9s18/dONZk557uzq49Yl2Tv3zbi2jUvf+sJEmSJEmSJEmSnpwLsT1YzYXY9euHaTRqzM522L17elX2sZqi+ouy5N6HdnPHE4uy23+6i36+kf/Ta5/Hi55/TB9fsf9878TJ3A65+zO3g/2RMreD/ZEyt4P9kTK3g/2RMrdD7v7M7WB/pMztYH+kzO1gf6TM7ZC7P3M72B8pczvY342lFmLrq7I3da1arVCrVel0iuiUFYnqr1YqnHTMBk46ZgPn/fLJ7N7b2ne27PYJ7tz+GJNT3Z8tu5j/cecDA78Q63snTuZ2yN2fuR3sj5S5HeyPlLkd7I+UuR3sj5S5HXL3Z24H+yNlbgf7I2VuB/sjZW6H3P2Z28H+SJnbwf5euBAbrNXqUBQl7XbON++g9K8fbXLO6cdwzunHUBQldz+4a/4Sxnc/sHvZr/fI41OrUNlfg/KzX6nM/ZnbIXd/5nawP1LmdrA/UuZ2sD9S5nawP1Lmdsjdn7kd7I+UuR3sj5S5HeyPlLkdcvdnbgf7I2VuB/t74aWJu+A9YnP7nz98iL/9++8t6zlHHzHCX7ztRatUJEmSJEmSJEmSpKeLpS5NXF3jDmnNnfrMI6gs8znHbR5blRZJkiRJkiRJkiQdHlyI1dPekeuHOGPrpmU9RR3heAAAIABJREFUp9moUniyuCRJkiRJkiRJklbIe8QGq9WqVKsViqJMeZPjLP2vfuEJ3HHXRNeP/9cfPExZwu+85rk0G7VVLFu5LD/7pWTuz9wOufszt4P9kTK3g/2RMreD/ZEyt8P/z96dR9lZ1om+/+6hdk0ZCCQkIYEACQESCCBCEJBJQTwNDt3OYtu03L7Htpdeb7fe1bf1mKaPfc9qVq+ldktrK6i0U59WlCaCAiIKzSDITBhCBkIYMqcy1bSH+wemyE5VJbtq165n/5Lv5x8W7653v9/nrdrvLnhqP6/9KUVuh9j9kdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/vrOvaSJUuWjOsRA6pUoLu7ryHPPWlSG52dreRyWXp7iw05RiNF6Z86uZ2OtjxPrtxc8z4vb9zJU6s3c8q8qbQVmu9vFqKc++FE7o/cDrH7I7eD/SlFbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYX4vOztYht7s0sQ4aF7/xSD7x7pOYeVjHoMeymQzHzZ5MW6H606+rXtnO333nIdas2z5emZIkSZIkSZIkSToAZCoVb4S5P+VyhU2bdjTkuf049/irVCo89+JWVry8jWKpzMSOAqfOm8qUia28tHEnX/6Px9jY1VO1T2tLjj+7fAGnzZ+WqHqwiOd+T5H7I7dD7P7I7WB/SpHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkdYvdHbgf7U4rcDvbXYtq0iUNudyK2Bo2ciFXz2barj6/e+ATL13ZVbc8A77lgLpcuPopMJpMmTpIkSZIkSZIkSU3Fidg6OBF78Okvlrnh58/wX0++Ouixc0+eyR9fejz5nCt7S5IkSZIkSZIkHeyciK2DE7EHp0qlwq0PrOFHd60Y9Nj8Iw/hE+8+iYkdhQRlkiRJkiRJkiRJahZOxNahkROx7e0F8vksxWKZ7u6+hhyjkSL319r+u2c38I2lT9HXX71u+LRD2vjUe07hiKmdjU4dUuRzD7H7I7dD7P7I7WB/SpHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkdYvdHbgf7U4rcDvbXYriJWNdWTaxQyNHW1kKhkEudMiqR+2ttP/34afz1h09nysTWqu0btvbwxX/7HU+u2tTIzGFFPvcQuz9yO8Tuj9wO9qcUuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gfz2ciE2sXK5QKpUpl2N+MDly/0ja58yYyOf++I3MmVH9Fw3dvUW+9L8f586H1zYqc1iRzz3E7o/cDrH7I7eD/SlFbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYXw+XJq6B94jVbr39Ja5buoyHnt0w6LG3vGE2H3jrPHJZ/75BkiRJkiRJkiTpYOE9YuvgRKz2VK5U+Ondq1h67+pBj510zKH893eeREdbfvzDJEmSJEmSJEmSNO6ciK2DE7Eayn1Pvsq3bn2aYqn6JTTzsA4+9d5TOPyQ9kRlkiRJkiRJkiRJGi9OxNbBiVgN5/m1XfzTjY+zfVd/1fYJ7S38xR+ezPwjD0lUJkmSJEmSJEmSpPHgRGwdGjkRO3lyO4VCnr6+Il1d3Q05RiNF7h+r9o1bu/nyjx/npQ07q7bnshn+5O0ncM7JM+tNHVLkcw+x+yO3Q+z+yO1gf0qR28H+lCK3g/0pRW4H+1OK3A6x+yO3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A7212K4idhsQ44mHUSmHtLO/3vF6Syae1jV9lK5wnU/e5of3bWCsn/vIEmSJEmSJEmSdFDJLVmyZEnqiGZXqUB3d1/Dnr9YLNPfX6JUKjfsGI0UuX+s2lvyWc48cTrdvSVWvryt6rHla7tYu2Enp8ydSj43tn/7EPncQ+z+yO0Quz9yO9ifUuR2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3g/3709nZOuR2lyaugfeI1Ujc9ehLfO+25yiVq19aR02fwCf/aBGHTmpLVCZJkiRJkiRJkqSx5j1i6+BErEbq6dWb+epPnmRXb7Fq++QJBT75R4s4ZuakRGWSJEmSJEmSJEkaS07E1sGJWI3Gq5t38eX/eIx1W6pv/NySz3LVZQs444TDE5VJkiRJkiRJkiRprDgRW4dGTsS2tOTIZjOUyxX6+0sNOUYjRe4fj/Yd3f1c+5MneGbN1kGPvfvNx3DZ2UeTyWRG9dyRzz3E7o/cDrH7I7eD/SlFbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYX4vhJmKzDTmaatbRUWDSpHY6OgqpU0Ylcv94tE9ob+H/fv+pnHfKzEGP/eTuVXxj6TL6i6N70Uc+9xC7P3I7xO6P3A72pxS5HexPKXI72J9S5HawP6XI7RC7P3I72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/PZyIlRosn8vy0UtP4AMXzWPvz77e/9Q6/uEHj9C1sy9JmyRJkiRJkiRJkhrDpYlr0MiliTOZDJkMVCoQ8VsRuT9F+6PPb+Tr//kUvX3Vn4I9bFIrn3rPKcw+fELNzxX53EPs/sjtELs/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9tfAesXVo5ESsDj4vrt/BV370GJu29VZtby3k+O/vWMgp86YmKpMkSZIkSZIkSdJIORFbBydiNda6dvbxzz9+nBUvb6vansnA+y+cx8VnHEkms/dCxpIkSZIkSZIkSWo2TsTWwYlYNUJ/scT1tzzDA8vWDXrsvFOO4IpL5pPPeRtnSZIkSZIkSZKkZuZEbB0aORHb2dlKPp+lWCyzc2fv/ndoMpH7m6G9Uqlw872r+endqwY9duKcKXz8XScxob1lyH2bob8ekfsjt0Ps/sjtYH9KkdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9tdiuIlYP26XWD6fpVDIk8/H/FZE7m+G9kwmwzvOOYb//s6FtOzV8fQLW/jiDQ/x6uZdQ+7bDP31iNwfuR1i90duB/tTitwO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sL+uY4/7EVWlWCwDxd//M57I/c3UfuaJ05k6uZ1/+vHjdO3sG9i+bks3X7zhIf78XSdx4tGHVu3TTP2jEbk/cjvE7o/cDvanFLkd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYH89XJq4Bt4jVuNl87YevvKjx1mzvvrnLZfN8OFL5nPBqbPYuqOX+59ax4at3WQyMPOwTs5aOJ3OtqGXMJYkSZIkSZIkSVLjeI/YOjgRq/HU01fkGzcv45HlGwc9NvOwDtZt3kV5r1dtIZ/lvFOP4L0XzBu0xLEkSZIkSZIkSZIax4nYOjgRq/FWrlT48a9XcOv9a0a034Kjp/B/vfcU8jknYyVJkiRJkiRJksbDcBOxztYklslkyGYzZDKZ1CmjErm/mduzmQzvvWAef/rfTiSXrb1v2eot/PTuVQ0sGzvNfP73J3I7xO6P3A72pxS5HexPKXI72J9S5HawP6XI7RC7P3I72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/PfLjfkRVmTSpjUIhT19fka6u7tQ5Ixa5P0L7uYtm0tqS5V9ueqrmfX71yEtcfvbRtBZyDSyrX4TzP5zI7RC7P3I72J9S5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/fXwE7FSk3t1864RfX13b5HfPbe+QTWSJEmSJEmSJEmqhZ+ITWzXrj56evopl2Peqjdyf5T2dVtG/tcZ6zY3/1+kRDn/Q4ncDrH7I7eD/SlFbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYXw8nYhPr7y+lTqhL5P7I7fsTYZn2yOc/cjvE7o/cDvanFLkd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYH89XJpYanIzD+sY8T4zDh35PpIkSZIkSZIkSRo7TsRKTe5NC2eQHcFHXDvb8pw2f1oDiyRJkiRJkiRJkrQ/Lk2cWGtrnlwuS6lUpre3mDpnxCL3R2k/dFIbixdM576nXq3p688/bRatLbkGV9UvyvkfSuR2iN0fuR3sTylyO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+eviJ2MTa2lro7Gylra0ldcqoRO6P1H7FJfM5esbEmr62JRfgBrHEOv97i9wOsfsjt4P9KUVuB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9hfDydipQDaW/N89kOncf6pR5DP7ftlu/TeF3jh1e3jVCZJkiRJkiRJkqShZCqVSiV1RLMrlyts2rQjdYYEwI7ufh5Yto4NW7vJZjJM7Gjh5ntX09NXGviaWVM7+R9/8kZa8s2/RLEkSZIkSZIkSVJk06YNvaqpE7E1cCJWze6/nniF6372dNW2SxcfxfsunJeoSJIkSZIkSZIk6eAw3ESsSxNLB4CzT5rBacdNrdr2iwfW8NyLWxMVSZIkSZIkSZIkHdyciJUOAJlMho9eegITO16/0XQFuO5ny+jpK6YLkyRJkiRJkiRJOki5NHENGrk08cSJbbS05OjvL7F9e09DjtFIkfsjt8PQ/b97dgNf/ckTVV93walH8MeXnpAicZ8in//I7RC7P3I72J9S5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/bVwaeImlc1myOWyZLOZ1CmjErk/cjsM3X/68dN408IZVV9316Mv8/iKTeOdt1+Rz3/kdojdH7kd7E8pcjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/nrkx/2IqtLXV6JcrlAsllOnjErk/sjtMHz/hy8+jmfWbGHL9t6Bbd+69Wn+7mOLmdDesvfTJBP5/Eduh9j9kdvB/pQit4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sr4dLE9egkUsTS43w1OrN/OMPH63atnjBdP7PdyxMVCRJkiRJkiRJknRgcmli6SCy8OhDuegNs6q2PbBsHQ8+sz5RkSRJkiRJkiRJ0sHFiVjpAPXeC+YxfUp71bZ/+8WzbN3RO8wekiRJkiRJkiRJGitOxCaWy2VpacmRy8X8VkTuj9wO++9vLeS46rIFZPa49/SO7n6+feszNMOK5JHPf+R2iN0fuR3sTylyO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+uo69ZMmSJeN+1GAqFeju7mvIc0+a1EZnZyu5XJbe3mJDjtFIkfsjt0Nt/YdOaqNYKrN8bdfAtnVbujl0UhtzZgy9Xvl4iXz+I7dD7P7I7WB/SpHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkdYvdHbgf7U4rcDvbXorOzdcjtMaeuJdXsnecew5GHT6ja9oNfLmfD1u5ERZIkSZIkSZIkSQe+TKUZ1ihtcuVyhU2bdjTkuXO5LNlshnK5QqlUbsgxGilyf+R2GFn/i+t3cPW3H6RUfv3lfvyRh/CZD51Gds+1i8dR5PMfuR1i90duB/tTitwO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sL8W06YNvQqpE7E1aORErDRefnbfan7865VV2z5w0TwuOfOoNEGSJEmSJEmSJEkHgOEmYl2aWDpIvH3xHObOmlS17Ue/XslLG3cmKpIkSZIkSZIkSTpwORErHSSy2QxX/cECCi2vv+yLpTLfXLqMYsClBCRJkiRJkiRJkppZbsmSJUtSRzS7SgW6u/sa8tzt7QXa21vI5bIUi6WGHKORIvdHbofR9U9ob6GjLc/jKzYNbOva0Uc2m+GEo6Y0KnVIkc9/5HaI3R+5HexPKXI72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf5adHa2DrndT8QmVijkaGtroVDIpU4Zlcj9kdth9P0XnjaLhUdXT7ouvXc1q17ZNpZ5+xX5/Eduh9j9kdvB/pQit4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sr4cTsYmVyxVKpTLlciV1yqhE7o/cDqPvz2QyXPnfTqS9NT+wrVSu8M2ly+jrH7+/ZIl8/iO3Q+z+yO1gf0qR28H+lCK3g/0pRW4H+1OK3A6x+yO3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A721yNTqVRinrVxVC5X2LRpR+oMaUzd9+SrfGPpsqptl5xxJB94y3GJiiRJkiRJkiRJkuKZNm3ikNv9RKx0kDpr4XROnz+tatvtD77Is2u2JCqSJEmSJEmSJEk6cDgRKx2kMpkMH7n0eCZ1tAxsqwDX/expunuL6cIkSZIkSZIkSZIOAE7ESgexSR0FPvr2E6q2bezq4d/vXJ6oSJIkSZIkSZIk6cCQTx3Q1dXF9ddfz5133snatWsplUp8/vOf573vfe/A19x0001cf/31rFy5ks7OTs4//3w+85nPMHXq1Krn2rBhA9dccw2/+c1v2LVrF8cccwxXXXUVl19++XgPq2aTJ7dTKOTp6yvS1dWdOmfEIvdHboex6z/tuGmcc/IM/uuJVwe2/eaxVzjtuGmcMm/qPvasT+TzH7kdYvdHbgf7U4rcDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrC/HkknYlesWMFHP/pR2tvbef/738/RRx9Nd3c3s2bNGviam2++mc9+9rO85z3v4VOf+hSbNm3i2muv5WMf+xg//vGPyedfG0J/fz9XXnklO3fu5C//8i+ZOnUqd9xxB3/1V39FPp/n7W9/e6phSk3vg2+ZzzMvbGHTtt6Bbd++9Rn+7qrFTGhv2ceekiRJkiRJkiRJGkqyidj+/n4+9alPcfzxx/Mv//IvFAqFIb/uK1/5ChdeeCFf/OIXB7bNnz+f973vffz85z/nsssuA+CWW25h+fLl3HjjjSxcuBCACy+8kHXr1vGlL32paSdie3r66e8vUSqVU6eMSuT+yO0wtv0dbXn+9A8WcM0PHhnY1rWzj3/7xbN8/F0n1f38Q4l8/iO3Q+z+yO1gf0qR28H+lCK3g/0pRW4H+1OK3A6x+yO3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A721yPZROxtt93GihUr+Na3vkWhUKBcLpPNVt+y9oUXXmDNmjV84hOfqNq+aNEiDjvsMH7zm98MTMTefffdzJ49e2ASdrcLL7yQq6++mhdffJEjjzyysYMahd7eYuqEukTuj9wOY99/4pwpvPX02dzxu7UD2x58Zj1vWLaOxQumj+mxIPb5j9wOsfsjt4P9KUVuB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9hfj+z+v6QxfvWrXzFjxgy+9rWvccEFF7Bw4ULOPPNMPv3pT7Nu3ToAVq9eDcCMGTOq9s1kMsydO5eVK1cObFu9ejUzZ84cdJzjjjsOoOprJQ3tjy6Yy/RDO6q2ffe2Z9myvXeYPSRJkiRJkiRJkjSUZJ+IXblyJVu3bgXgb/7mb5g0aRLLli3ja1/7Gh/5yEe46aab2LZtGwAdHR2D9u/s7GT9+vUD/759+3YOPfTQQV+3e9/dzzUamcxrN/IFBt3Ed+LENrLZDH19Jbq7+wa253JZJkxoBWDHjt6qjzu3txcoFHKUyxW2b++per7dx+np6a+aoW9pydHRUfj9WHqoVCoDj3V2tpLPZykWy+zc+fqEWSaTYdKkNgB27eqjv7808Fhra562thbH5JgGjekTf3gyS677LeXft+/sKfLd25/jb/7kDLZv7w05pgPx++SYHJNjckyOyTE5JsfkmByTY3JMjskxOSbH5Jgck2NyTI7JMTmm5hjTcJJNxO7YsYM3velNfP7znx/YtnjxYubMmcPHP/5xfv7zn5PL5QAG/rmnPU/a7n/fe2njPb8ukxn+JNSiUBj6VLW05MjlspTL1T3ZbGZgn2y2j9Lr3y/y+SyFQp5SqUxLS45sNkO5XKG/vzSwz57f4L2fL5OBPYe/+/mg+qPVmczr3T09/VWP5XLZMRnT7v5CITcwpr0165haWnK0tORq+j4145gKhdzAz3z3Hq/7Wn/2hhvT/KOm8N/eNIel964eeOyR5zbwq4df4oz5U8d0TK2t+YGffaj/9TTcmMb6+1Qslqpet2P1ehqvMe1+3e75fI26Roz1mPa85uTzOVJc9+oZ0+5r5Z5j2vv5mn1MlUql6nWb+lpe65jK5fKga04zXMtrHVM2+/rvC83+/nSgvee+1v3ae24zXctHOqaWllzV8Zrx/WmoMUV+z93z9/xSqdxU13Lfc5vn/WlfYyqXK1X/IyH1tbzWMUV+zy0UipTL2YH2ZruW729Mu1+3zXYtPxjecwuFfPLrXr1j2n2s3c/bDNfyg+E9N58f/Ht+M1zLax1TS0uO1tb8mL6efM+tfUzlcnnQ7/mpr+W1jinye+6e15w9+5rhWl7LmPb8Pd/33HT/nbvnc6a+ltc6pmy2RLH4+u/5zXYtb4b33OEMvdc4aG1tpbu7e9D2c845B3jtE7Onn346wJBft2vXLiZNmjTw7xMnThz263Y/Xo++vqHXj959c99isfoHoFyuDOyz9w9UsVimr69IuVyho6NAoZCnr69IV1f3wD57/0Dt+Xx7zUH//tjFQQ2VCsM2lErlMRnT7v5isTQwpr0165h2t5fLFYrF0j6/T804pt3Pv/dfWtT6s7evMb3jnKN5fMVG1qzbMfD4df/5JEf96WKmHdI2JmPK53NMmtQ+8LMP9b+e9jWm4Z5vNN+nlpY8HR25gfaxej2N15j2vO40+hox1mPa3b67L8V1r54xtbS8/h95zXQtr3VM+XyO1tYWMpnMwOs29bW81jHlctlB15xmuJbXOqYJE1r3eN36njueY+roKAz8x2kzXctrHVO5XCGbzdDRUaj6i81mfH8aakyR33P3fL/dtq2naa7ltY7J99x0Y9r9us3ns4O2N9v701Bjivye29qap6Xl9f8+b5Zrea1j2v267e8f/vf8Zh5T5Pfc3a/XoRqa7f1pqDHl8zna2wvkctmB120zXMsPhvfcPdub6Vpe65j2/j2/Ga7lB8t77mvt2UG/56e+ltc6psjvuXu+bnfs6G2aa3mtY9rf7/nN9P40VEPk99zd15zX/lvl9U+Cpr6W1zqmvX/Pb5ZreTO95w43UZup7P3R0nHyF3/xFzzxxBP8+te/rtq+ceNGzjnnHD75yU/yB3/wB7ztbW/jb//2b/nABz4w8DWVSoWzzz6bc889l2uuuQaAv/zLv+SBBx7gnnvuqXq+733ve1x99dXcfvvtHHXUUaNqLZcrbNq0Y/9fOAqTJ7dXTcRGE7k/cjs0vn/thh1c/e0HKZZev0QcN3sy/8+H3rDPj9nXKvL5j9wOsfsjt4P9KUVuB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9hfi2nThv5AaLJPxL7lLW/h9ttv54477uCtb33rwPbbb78dgLPPPpujjz6a2bNn88tf/rJqIvbRRx9l8+bNvPnNbx7Ydu6557J06VIef/xxFi1aNLD9zjvvZM6cOaOehG20bdt6Bn3UO5LI/ZHbofH9s6dN4N3nHct//GrFwLbla7u47cEXuXRx/a+nyOc/cjvE7o/cDvanFLkd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYH89ckuWLFky/oeFefPmcd999/G9732PUqnEtm3bWLp0KV/5yld45zvfyRVXXAHA5MmTue6669i4cSMAv/vd7/jiF7/IzJkz+dznPjdw/9i5c+fyi1/8gltuuYUJEyawbt06vvWtb3HrrbfyhS98gfnz54+6tVKh6qbBYy3qD+5ukfsjt0Pj++ceMZmnX9jC5m2v37D62Re38Ib505jUWaj7+SOf/8jtELs/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9+9PZ2Trk9mRLE8Nr93699tpr+elPf8qWLVs44ogjeP/738+VV15JNvv62vw/+clPuP7661m1ahWdnZ2cd955fPazn2XatGlVz7du3TquueYa7r77bnbu3Mmxxx7LVVddxTve8Y66Ohu5NLHU7NZv2cUXrn+Q3j1udn3U9Al87o/fSH4fN6CWJEmSJEmSJEk6GAy3NHHSidgonIjVwe6uR17ihl88W7Xt8rOP5t3nHZuoSJIkSZIkSZIkqTk03T1i9ZrOzlby+SzFYpnOJeu+AAAgAElEQVSdO3v3v0OTidwfuR3Gt//8U4/g4eUbeHLl5oFtP7vvBU49birHzJw0queMfP4jt0Ps/sjtYH9KkdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9tfDdUUTy+ezFAp58vmY34rI/ZHbYXz7M5kMV779RDpaX//bjXKlwjduXkbfHksWj0Tk8x+5HWL3R24H+1OK3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7RC7P3I72J9S5Hawv65jj/sRVaVYLAPF3/8znsj9kdth/PunTGzlirfN51//c9nAtlc37+JHv17Bh946f8TPF/n8R26H2P2R28H+lCK3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5Heyvh/eIrYH3iJVeU6lU+JebnuKhZ9ZXbf/MB0/jxDlTElVJkiRJkiRJkiSlM9w9YmN+hlhSEplMho9cMp9JnYWq7df/bBndvcVEVZIkSZIkSZIkSc3HiVhJIzKxo8CfvP2Eqm2btvXygzuWJyqSJEmSJEmSJElqPk7EJpbJZMhmM2QymdQpoxK5P3I7pO0/dd5U3rxoZtW2e554hUeXb6z5OSKf/8jtELs/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P99ciP+xFVZdKkNgqFPH19Rbq6ulPnjFjk/sjtkL7/A285jmWrt7BpW8/Atm/f+jRXz1rMpI7CPvZ8Ter+ekRuh9j9kdvB/pQit4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sr4efiJU0Ku2tea667ET2/PuRbbv6+bdfPEulUknWJUmSJEmSJEmS1AwyFWdM9qtcrrBp046GPHdLS45sNkO5XKG/v9SQYzRS5P7I7dA8/T/85XJue/DFqm3/x+ULeNPCGfvcr1n6RyNyO8Tuj9wO9qcUuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gfy2mTZs45HYnYmvQyIlYKbq+/hJ/++0HeWXTroFtHa15/u6qxUyZ2JqwTJIkSZIkSZIkqfGGm4h1aWJJdSm05LjqsgVk97jJ9a7eItff8rRLFEuSJEmSJEmSpIOWE7GS6nbMzElcdvacqm1PrdrMXY+8lKhIkiRJkiRJkiQprXzqgINda2ueXC5LqVSmt7eYOmfEIvdHbofm67/s7KN5bMUmXnh1+8C2f//V8yw45lCmT+kY9PXN1j8Skdshdn/kdrA/pcjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/vr4SdiE2tra6Gzs5W2tpbUKaMSuT9yOzRffz6X5arLFpDPvX5Z6esvc93SpymXBy9R3Gz9IxG5HWL3R24H+1OK3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7RC7P3I72J9S5Hawvx5OxEoaM7OmdvJH5x9bte35l7r4+W/XJCqSJEmSJEmSJElKI1OpVAZ/VE1VyuUKmzbtSJ0hhVCuVPiH7z/Ccy9uHdiWz2X4Hx89g9mHT0hYJkmSJEmSJEmSNPamTZs45HY/EStpTGUzGT72ByfSWsgNbCuWKnxj6TKKpXLCMkmSJEmSJEmSpPHjRKykMTftkHY++Jbjqra9uH4HN92zKlGRJEmSJEmSJEnS+HIiVlJDvHnRTBbNPaxq2y33v8CKl7qoVCr0F8u4MrokSZIkSZIkSTpQeY/YGjTyHrETJ7bR0pKjv7/E9u09DTlGI0Xuj9wOMfq37ujl8998gJ09xYFtrYUclXKFvmKZfC7LwmMP5bxFMzll3lSymUzC2tpFOPf7Erk/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9tfAesU0qm82Qy2XJZmNMQO0tcn/kdojRf8iEVj7ytuOrtvX2legrvnav2GKpzGPLN/JPP36Cf/zho+zaY8K2mUU49/sSuT9yO9ifUuR2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3g/31yI/7EVWlr69EuVyh+PuJqWgi90duhzj9Z544nR/dtYKNXfv+K5OnX9jCV378OH/1gVPJ55r7b0SinPvhRO6P3A72pxS5HexPKXI72J9S5HawP6XI7RC7P3I72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/PVyauAaNXJpYOtA9v7aLv//u72r++ivffgJvPuWIBhZJkiRJkiRJkiSNHZcmlpTEnY+sHeHXv9SgEkmSJEmSJEmSpPHjRKykhnr8+U0j+voXXt1O147eBtVIkiRJkiRJkiSND+8Rm9jumwOXyxVKpXhra0fuj9wOMfrLlQq7eosj3u+FdTtYNKG1AUVjI8K535fI/ZHbwf6UIreD/SlFbgf7U4rcDvanFLkdYvdHbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkd7K+HE7GJTZjQSqGQp6+vSFdXd+qcEYvcH7kdYvRnMxlaCzl6+0oj2u9L//EYR8+YyFkLZ7D4xMOZ3GSTshHO/b5E7o/cDvanFLkd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYH89nIiV1FAL5kzhkeUbR7zf6le3s/rV7fz7ncs5cc4Uzlowg9OPn0Z7q5ctSZIkSZIkSZLU/DKVSqWSOqLZlcsVNm3a0ZDn9uPc6URuhzj9T63azD/++6Nj8lz5XJZT5x3GWQtncPKxh9GST3Ob6yjnfjiR+yO3g/0pRW4H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72F+LadMmDrndidgaNHIiVjrQVSoVvvKjx3lsxab9fu3kzgKTOgu8uH7/r7eO1jxvPGEaZy2YwfyjDiGbyYxFriRJkiRJkiRJ0og4EVsHJ2Kl+vT2lfjqT57gyVWbh/2a2dM6+fT7TmXKxFZe2bST+59ax/3LXmXD1p79Pv+Uia0sPnE6Zy2czpGHTyDjpKwkSZIkSZIkSRonTsTWwYlYqX7lcoXfPrOOOx9+iefXdg1snzW1kwtOm8WbF82k0JKr2qdSqbDylW3c/9Q6Hnx6Hdt29e/3ODMP6+CshTNYvGA6hx/SPubjkCRJkiRJkiRJ2pMTsXVo5ERse3uBfD5LsVimu7uvIcdopMj9kdshdv/Onn5KlQwTOlroaM3T07P/CdZSuczTq7dw31PreHj5Bnr7SvvdZ+6sSZy1YAZnnHg4kzoKY5EOxD73ELs/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9tRhuIjbfkKOpZoVCjkIhT19fke7u1DUjF7k/cjvE7u9sa2Hy5PaB/lomYnPZLCcdexgnHXsYvf0lHnt+I/c/tY4nVm6iVB7670lWvLSNFS9t4wd3LGfhMYdy1sLpnHbcVNoK9V36Ip97iN0fuR3sTylyO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+ejgRm1i5XKFUKlMeZiKp2UXuj9wOB3d/a0uOM0+czpknTmdHdz8PPbOe+596lef2WPK46liVCk+s3MQTKzdRaMly2nHTWLxgOicdcyj5XHZc25tB5P7I7WB/SpHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkdYvdHbgf7U4rcDvbXw6WJa+A9YqUYNnZ189unX5uUXbth536/fkJ7C2eccDiLF0xn3uzJZDOZ/e5TKpfZvK2XYqnM5M5WOtr8exZJkiRJkiRJkg5m3iO2Dk7ESvGsXb+D+5et44Flr7JpW+9+v/6wSW2ctXA6ixdMZ/a0CYMe37qjl1/+bi13P/Yy23a9tpRyBjh57mG89fTZLDzmUDI1TORKkiRJkiRJkqQDixOxdXAiVoqrXKnw/Nou7l+2jgefXsfOnuJ+95k9bQJvWvja0seHTW7j+Ze6+PJ/PLbPfS98wyw+fPH8mj5VK0mSJEmSJEmSDhxOxNbBiVjpwFAslXly1Wbuf+pVHl2+kb5ieb/7HDNzIms37KS/hq+97Ow5/OF5c8ciVZIkSZIkSZIkBeFEbB0aORE7eXI7hUKevr4iXV3dDTlGI0Xuj9wO9teru7fIo8s3ct+yV1m2agvlMbgU5rIZ/uHjZzNlYusYFDZO6nNfj8jtYH9KkdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9tdiuInYfEOOJklNrr01z5tOmsGbTprBtp19PPjMeu5/6lVWvLxt1M9ZKle4+7GXece5x4xhqSRJkiRJkiRJiii3ZMmSJakjml2lAt3dfQ17/mKxTH9/iVJp/0ufNqPI/ZHbwf6x0lrIcewRkzjvlCN400kzmNjeQtfOPnZ094/4uSoVOHfRzAZUjq1mOfejEbkd7E8pcjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/v3p7Bx6pUyXJq6B94iVDj6VSoWb713NT+9eNaL95kyfyBeuPKNBVZIkSZIkSZIkqdkMtzRxdpw7JCmETCbD0TOGvnDuS9arqiRJkiRJkiRJwolYSRrW/CMPoa2QG9E+q17Zzg2/eHZUyxpLkiRJkiRJkqQDh0sT16CRSxO3tOTIZjOUyxX6+0sNOUYjRe6P3A72j5fv3fYcv3x47Yj3m9Dewh+dfyxvPuUIsplMA8pGL8q5H0rkdrA/pcjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/tr4dLETaqjo8CkSe10dBRSp4xK5P7I7WD/eLn8nKOZOrltxPvt6O7nOz9/li/e8BCrXtnWgLLRi3LuhxK5HexPKXI72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf56OBErSfswqbPAX33wNGYe1jHs12SAc06awZSJrYMeW/XKdv7ndx7i27c+w/ZdfQ0slSRJkiRJkiRJzcSliWvQyKWJM5kMmQxUKhDxWxG5P3I72D/e+oslHnxmPXc98jKrX91GqVRh8oRWFi84nAtOm8X0KR309BW5+b9Wc9uDL1IqDx5TZ1uePzx/LuefcgTZbLrliqOd+z1Fbgf7U4rcDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrC/FsMtTexEbA0aORErKZ5KpUIFhr336yubdvK9259j2eotQz4+Z/pErrhkPnNnTW5gpSRJkiRJkiRJGg9OxNbBiVhJI1WpVPjdsxv44Z3L2bytd8ivOffkmbzngrlM6oy5rr4kSZIkSZIkSXIiti5OxEoard6+EkvvW83PH1gz5HLFHa153n3esVxw2hHkst62W5IkSZIkSZKkaJyIrUMjJ2I7O1vJ57MUi2V27hz6U3PNLHJ/5HawP6XRtL+6eRffv+M5nly5ecjHjzx8AldcMp/jZh8ylqlDOtjOfTOxP53I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf7azHcRGy+IUdTzfL5LIVCHiimThmVyP2R28H+lEbTPuPQDj793lN4ZPlGfnDHcjZt66l6/MX1O/j/vvswZ580g/deOI/JDVyu+GA7983E/nQit4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sr+vY435EVSkWy0Dx9/+MJ3J/5HawP6XRtmcyGd4wfxoLjzmUW+57gVsfWEOxVP0c9z75Ko8s38C7zj2Wi06f1ZDlig/Gc98s7E8ncjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/nq4NHENvEespEZYv2UX379jOY+v2DTk47OndfLhi+dz/FFTxrlMkiRJkiRJkiTVynvE1sGJWEmN9OjyjXz/jufY2NUz5ONnLZzO+y6cxyETWse5TJIkSZIkSZIk7Y8TsXVwIlZSo/X1l7j1gTXccv8L9A+xPEJbIcc7zz2Gt5w+m3xu7JcrliRJkiRJkiRJo+NEbB0aORGbyWTIZKBSgYjfisj9kdvB/pQa2b5hazc/uGM5jz6/ccjHj5jayRUXz+eEOaNfrthzn4796URuB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9hfCydi69DIidjJk9spFPL09RXp6upuyDEaKXJ/5HawP6XxaH98xUa+f/ty1m8d+vnPPPFw3n/RcUyZOPLlij336difTuR2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3g/21GG4iNt+Qo0mS6rJo7lROnDOFn//2RX5272r69lqu+LdPr+ex5zfxjnOO5uIzjnS5YkmSJEmSJEmSmoyfiK1BIz8R29KSI5vNUC5X6O8vNeQYjRS5P3I72J/SeLdv7Orm33/5PL97bsOQj888rIMPXTyfhUcfWtPzee7TsT+dyO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3g/0pRW4H+1OK3A6x+yO3g/0pRW4H+2vh0sR1aORErCTV6smVm/jeHctZt3nXkI+/8fhpfOAtx3HopLZxLpMkSZIkSZIk6eDlRGwdnIiV1Cz6i2Vue3ANN9+7mr7+8qDHCy1ZLj/7aC454yha8i5XLEmSJEmSJElSozkRWwcnYiU1m83bevjhnc/z0DPrh3x8+pR2PnzxfE469rCBbate2ca9T77Kpq4ectkMR06fwLknz/QTtJIkSZIkSZIk1cGJ2Do0ciK2tTVPLpelVCrT21tsyDEaKXJ/5HawP6Vman9q9Wa+f/tzvLJp6OWK3zB/Ghe/cTY/+vUKVry0bdDj2UyGs0+ewRUXz6fQkmt0bt2a6dyPhv3pRG4H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72F+L4SZi8w05mmrW1tZCoZCnr68Y8oc3cn/kdrA/pWZqX3j0ofztn57J7Q+9yH/es5revW40/vBzG3j4uQ3D7l+uVLjn8VfYuLWbT7/v1KZfzriZzv1o2J9O5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/fVo7v/jLknar3wuy9sXz+Hv/+wsFi+YPqrneGbNVpbeu3pswyRJkiRJkiRJOoi5NHENvEespEieeWEL37v9OV7auHNE+01ob+EfP3FO038qVpIkSZIkSZKkZjLc0sT+33ZJOsCcMGcKX7jyDObOmjyi/XZ09/Pkyk0NqpIkSZIkSZIk6eDiRKwkHYDyuSwdrSO/DfjGrp4G1EiSJEmSJEmSdPBxIlaSDlDZzCj2Gc1OkiRJkiRJkiRpkJF/XEpjauLENlpacvT3l9i+Pd4n0SL3R24H+1OK0j778Ak8tmJkSw3PmtrRoJqxEeXcD8f+dCK3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5Heyvh5+ITSybzZDLZcN+Ci1yf+R2sD+lKO1vXjSTkRb+6pGX6e4tNqRnLEQ598OxP53I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf76+EnYhPr6ytRLlcoFsupU0Ylcn/kdrA/pSjth0/p4IwTD+e3T6+veZ8Hn1nPmnXb+fi7TuKo6RMbWDc6Uc79cOxPJ3I72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf56ZCqVSmXcjxpMuVxh06YdqTMkacR6+or84w8fZcXL20a0Xz6X5UNvPY7zTz2CTCbmXzlJkiRJkiRJkjQepk0b+oNNTsTWwIlYSZH19pe46e5V/PqxwcsOHz6lnbMWTOf+ZetYv6V70L6LF0znj992PO2tLqAgSZIkSZIkSdJQnIitgxOxkg4EvX0lHluxkU3beshlMhx5+ASOnzOFbCZDd2+Rb936DA89M3gZ4+mHdvDn7zqJIw+fkKBakiRJkiRJkqTm5kRsHRo5Ebv75sDlcoVSKd7a2pH7I7eD/SlFbofh+yuVCnc98hI/+OVyiqXqt4aWfJYPXzyfNy+amXSp4gP13EcRuT9yO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+Wgw3EZtbsmTJkoYc8QBSqUB3d19DnnvSpDY6O1vJ5bL07rVkaASR+yO3g/0pRW6H4fszmQzHzJzEorlTWbZ6M7t6Xn+sXK7w6PMb2bC1m4XHHEo+l02RfsCe+ygi90duB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9hfi87O1iG3p/k/6ZKkpjVnxkS+8Cdncvrx0wY9dt9T6/i77zzE2g0u1y5JkiRJkiRJ0r64NHENXJp4eJH7I7eD/SlFbofa+yuVCnc+/BI//OVySuXqt4pCPsuHL5nPuSeP71LFB8u5b1aR+yO3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5HeyvhfeIrUMjJ2IlqdmtemUb//LTJ9nY1TPosbNPmsFHLjme1kIuQZkkSZIkSZIkSek5EVsHJ2IlHex29fRz/S3P8PBzGwY9NvOwDv78XScxa9qEBGWSJEmSJEmSJKXlRGwdnIiVpNeWKr7jobX87189P3ip4pYsH7nkeM45eWaiOkmSJEmSJEmS0nAitg6NnIhtby+Qz2cpFst0d/c15BiNFLk/cjvYn1Lkdqi/f+XLry1VvGnb4KWKzzl5BldccjytLY1ZqvhgP/epRe6P3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7RC7P3I72J9S5HawvxbDTcRmG3I01axQyNHW1kIh6P0VI/dHbgf7U4rcDvX3H3vEJJb86RmcdtzUQY/91xOv8j+/8xAvb9xZb+aQDvZzn1rk/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/vr4URsYuVyhVKpTLkc84PJkfsjt4P9KUVuh7Hp72xr4S/+8GQ+cNE8ctlM1WMvbdzJ1d95kHuffKXe1EE892lF7o/cDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrC/Hi5NXAPvEStJw1vxUhdfu+lJNm3rHfTYmxfN5EMXz2/YUsWSJEmSJEmSJKXmPWLr4ESsJO3bju5+rv/Z0zz6/MZBj82a1smfv+skZh7WmaBMkiRJkiRJkqTGciK2Dk7EStL+VSoVfvHbF/nxr1dQ2muJh9aWHB+99HjOWjgjUZ0kSZIkSZIkSY3hRGwdnIiVpNo9//ulijcPsVTxeaccwYfeehwFlyqWJEmSJEmSJB0gmnYi9vjjjx/2sZtvvpn58+cD8O1vf5sf/vCHrF27lkMOOYRLL72UT3/603R2Vi91uXr1av7hH/6BBx98kL6+Pk444QQ++clPcs4554y6sZETsZMnt1Mo5OnrK9LV1d2QYzRS5P7I7WB/SpHbYXz6d3T3882ly3h8xaZBj82eNoE/f/dJzDi0Y8TP67lPK3J/5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/bUYbiI235CjjdAll1zCBz/4wUHbZ8+eDcDXvvY1vvzlL3PllVdy5plnsmbNGr761a/y4osv8vWvf33g67du3coVV1zBlClT+NznPkdnZyc33ngjf/Znf8Z3v/tdTjvttHEbkyQdzCa0t/DJ9yziFw+s4ce/Xkl5j7/5WbthB3/77Qf5k0tPYPGC6QkrJUmSJEmSJElqnKaYiJ0xYwZnn332kI/19PTw9a9/nQ9/+MN89rOfHdg+depUPv3pT/PII48MTLB+//vfp6urixtvvJHDDz8cgIsuuojLL7+cf/7nf+a6665r/GBGqKenn/7+EqVSOXXKqETuj9wO9qcUuR3Grz+byfD2s+Ywb/ZkvnbTU2zZ/vpSxb19Jb7+n0/x7Itb+eBb5tGSr22pYs99WpH7I7eD/SlFbgf7U4rcDvanFLkdYvdHbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkd7K9HU0zE7svDDz/Mrl27eNvb3la1/bzzziOXy/Gb3/xmYCL27rvv5rTTThuYhAXIZrOcf/753HDDDfT19VEoFMa1f396e4upE+oSuT9yO9ifUuR2GP/+42YfwpIrz+AbS5fx5MrNVY/d9chLrHypi4+/6ySm17BUsec+rcj9kdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9tejaSZih5skXbVqFfDap2b3NGHCBGbMmMHKlSsHtq1evZrzzjtv0HMcd9xx9KYdaZ8AACAASURBVPf3s2bNGubNmzfitkzmtfWjgUFrR0+c2EY2m6Gvr0R3d9/A9lwuy4QJrQDs2NFbNcve3l6gUMhRLlfYvr2n6vl2H6enp7/qB6OlJUdHx2vnZ9u2Hva8tW9nZyv5fJZisczOna9/4iyTyTBpUhsAu3b10d9fGnistTVPW1uLY3JMjskxjcuYDj9sAl/42Fn85Ncr+OHtz1UtVbxm/Q6u/s5DXHX5Ak6bNzXMmA7E75NjckyOyTE5JsfkmByTY3JMjskxOSbH5Jgck2NyTI7JMTmmkY9pOE0xEXvDDTdwww03UCgUOOKII7jsssv42Mc+RkdHB9u3bwegs7Nz0H6dnZ0DjwNs376djo7Bn6javW3btm2jbiwUhj5VLS05crks5XKlans2mxnYJ5vto/T694t8PkuhkB/yI9C799nzG7z382UysMfPzMDzQfWMfibz+vP19PRXPZbLZR2TY3JMjmlcx9TW1sL73jqfo6Z18rWbnmTrjtffaLt7i/zTjx7nwjfM4gMXvbZUcYQxHYjfJ8fkmByTY3JMjskxOSbH5Jgck2NyTI7JMTkmx+SYHJNjckwjG9Nwht5rBFavXk1fXx/z588f1f5f+MIXmDVrFp2dnXR1dXHPPfdw7bXX8uijj3LdddcNzFJns4MHUalUyGQyVf+eyw2+z+Du59jza0eqr2/ojy3vXlO6WKz+ASiXKwP77P0DVSyW6esrUi5XaGl5bbKhXK7Q318a2GfvH6g9n69S/XS/P3ZxUEOlwrANpVJ5TMa0u79SqQyMaW/NOqaWltzv/+qhRLlc2ef3qRnHVCqVqVQqVX/JsXdDM48pm83Q2pof+NmH+l9P4zWmvdvH6vU0XmPa+3U7VEMjxzT/yENYcuWZfGPpMp5aVb1U8a8efomVL23j4+9ayKzDJw4a097tKa57Q41pb8N9n7LZDMViqWpMez5fqmt5rWPKZjNksxlaWnIDr9vU1/JaxwQMuuY0w7W81jHt+ftCM13Lax1T5PfclpYc5fJr77nNdC2vdUy7rzl7vm6hOd+fhhpT5PfcoV63QzU065h8z003pt3de//na+prea1jgrjvublchmz29fZmuZbXOqbdr9tMZvjna+YxRX7PzWRef+3urdnen4YaUzabIZfLVv2+0AzX8oPhPXfv9ma5ltc6pt3/43n37/nNcC0/WN5zi8USlUpl0O/5qa/ltY4p8nvunq/bZrqW1zqm3f2lUrmpruW1jinye+7u7r0/OZn6Wl7rmCqVStXv+c1yLW+m99zhJmozlb1ncYZx0003ce211/K//tf/Grgn62c+8xmWLl0KwJlnnsm//uu/0traWsvT7dM111zDN7/5TW677Tbuuecerr76au666y5mzpxZ9XUXXXQRixYt4ktf+hIAZ511FhdddBF///d/X/V1N954I3/913/NLbfcwty5c0fcUy5X2LRpx+gHtA+TJ7dTKOTp6ysO+jhzBJH7I7eD/SlFbofm6S9XKvzsvhf46d0rB73Bt7fmuPLtJ/LGEw6v2t4s7f8/e3ceX2V55///dZacrCRsISxh33cFBFQQBVxQxEGtUmu1bq1V26+d9jddxk7RTtvHjHW+lvmOrR1x31cQxA1UcAORVQHZ9yWQEJKQ/Sy/PyhIOAmcLCfX+cD7+U/Hc933fV7XTUjOcOW+74ZSvzuW20H9LlluB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9cciO7tFra/HfEXsW2+9RSAQOLYI++mnnzJnzhzGjh1Lr169eOaZZ3jmmWe4/fbbGx3bu3dvAAoLC+nWrRsAmzZtqrEQW1JSwr59+5gyZcqx17p168bmzZujjrdx40b8fj+dO3dudJuIiDQNr8fDled1o09uFn97cw1FNW5VHOKRWV8zYVgu143vRXFpFQtX7Wbd9kOUVQRJS/HTv2tLxg3tRJusFIezEBERERERERERERGpXcwLsZs2beKKK6449t8fffQRKSkpzJgxg9TUVEpLS3nzzTfrtRBbUlJCixbRK8QLFy4kNTWVXr164fP5SEtLY8GCBYwdO7bGNqFQqMZrY8aM4ZFHHiEvL4+cnBwAwuEwH330ESNHjiQQCMTc1lyKiyui7k9tieV+y+2gfpcst0Pi9fft0urIrYrnrGHttsIaYwuW7+LL9fspKq2K2m/z7iLe+nw7V5zblX8a2wNvI24/31wS7dzXl+V+y+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6jfJcvtoH6XLLeD7X7L7aB+lyy3g/obI+aF2IMHDx5b3AT4+uuvGTRoEKmpqcCRq1jfeuuter35k08+yQcffMDkyZPp0aMH5eXlvPPOO7z77rv827/9GxkZGQDcdtttPPLII2RlZTFs2DB27tzJf//3fzNmzBiGDx9+7Hg33HADzz//PD/60Y+47bbbSE1NZfbs2ezYsYPf//739WprLkee8em6ouEs91tuB/W7ZLkdErM/Kz3AP193FnM/38bsT7bW6KttEfaoSATmfradquow0yb0jn9oIyXiua8Py/2W20H9LlluB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9TdGzAux7du3Z+fOnQCUlZWxdu1apk2bdmy8tLSUcDhc1+61GjNmDOvXr+fFF1/kwIEDAPTr14+///3vjBs37th2d999N2lpabz00kvMnDmTli1bMnnyZH72s5/VOF7r1q159tln+c///E+mT59OdXU1/fr1429/+xsjRoyoV5uIiDQvr9fDlPO70zu3JY++uYbikyzAnui9pTsZ0a8dvTplxbFQRERERERERERERCR2nkgktjXg++67j7fffptf/OIXfPnll8ybN4+ZM2dy3nnnAUeuWi0oKGDWrFlxDXYhHI5QUHDYdYaIyBmj6HAlv3v8C4rLqmPeZ9SAHH40ZWAcq0REREREREREREREomVnRz+KFepxRey9997L4sWLuf/++4EjV7MeXYRds2YNn376KXfccUcTpJ5Z0tOT8fu9BINhSksrXefUm+V+y+2gfpcst4ON/oy0JEorgvXaZ9n6A4TCYXxeb5yqGs/CuT8Zy/2W20H9LlluB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9TdGzAuxbdu2Ze7cuSxduhSv18u55557bKysrIxf//rXXHbZZXGJPJ35/V4CAT9QvwWHRGG533I7qN8ly+1go7+sIkgoXL+b9gdDYcoqgrRIC8SpqvEsnPuTsdxvuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UH+j3jvWDRcsWED//v0ZO3Zs1Ng555xDixYtOHjwIDk5OU0aeLoLBsNA8B//a4/lfsvtoH6XLLeDjf4kf8Ouam3ofs3Fwrk/Gcv9lttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/U3RszPiO3fvz/Tp0/n+uuvr3X8wQcf5L333uP9999v0sBEoGfEiog0v98+toTd+aUxb98yPcBD95yPx+OJY5WIiIiIiIiIiIiISE11PSM25kuHTrVe26pVK/Ly8upXJSIiUocLz+5Ur+0PlVbxyKyvKa2ojlORiIiIiIiIiIiIiEjs6nUPx7quMtq3bx/z5s2jbdu2TRIlIiJy/uD2tGuZWq99lq0/wPTHv2DjrkNxqhIRERERERERERERic1Jb0386KOP8uijjwJQXl5OIBDA5/PV2CYSiVBRUUEkEuGee+7hnnvuiW+xA/G8NbHH48HjgUjk1FcdJyLL/ZbbQf0uWW4HW/15B8v484srKCiurNd+Xo+Hq8Z044pzu+H1Js6tii2d+9pY7rfcDup3yXI7qN8ly+2gfpcst4PtfsvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuoPxZ13ZrYf7Kd2rVrx8CBAwFYunQp7du3p127djW28fl8ZGdnM2bMGKZMmdJEuWeOzMwUAgE/VVVBiorKXefUm+V+y+2gfpcst4Ot/pzWafz2B+cw7/PtfPrVXkorgsfG0lP8nD+4A0N6teHZdzew72DZsbFwJMIbH29l3fZC7rhyIK1aJLvIj2Lp3NfGcr/ldlC/S5bbQf0uWW4H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/Y1x0oXYqVOnMnXqVADGjx/PT37yEyZPntwsYSIiIgCZaQGmTejN1Rf0YH9xJZXBMMl+L+0ykwkkHblLw+9+cA7Pzd/AJ6v31tj3mx2H+N3jX3DrFf05q5duny8iIiIiIiIiIiIizeektyaWI+J5a+KkJB9er4dwOEJ1dSgu7xFPlvstt4P6XbLcDrb7T9W+eO0+nn5nPRVV0WMTR+TynQt7keSv1+PRm5Tlcw+2+y23g/pdstwO6nfJcjuo3yXL7WC733I7qN8ly+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qj0VdtyZu0ELswYMHqaioqHWsY8eO9T1cwovnQqyIiDSt/YfKeXT2GrbuLY4a65KTwZ1XDaJ96zQHZSIiIiIiIiIiIiJyOmr0QmxFRQV//vOfee211+pchAVYt25dwwoTmBZiRURsCYbCvLFoC28v2RE1lpzk48ZL+nDeoPZ4PB4HdSIiIiIiIiIiIiJyOqlrIfakz4g93p///GeeffZZ+vfvT9++fUlLS9M/YIuISELy+7x856Je9O/WisfmrKW4rPrYWGV1iJlvrWPNtoN8/5K+pCbH/KNQRERERERERERERCRmMV8RO27cOPr168ejjz4a76aEE88rYpOT/fh8XkKhMJWVwbi8RzxZ7rfcDup3yXI72O5vSHtRaRWPzV3Lmq0Ho8batUzlR1cNpHuHzKZOrZXFc190uJJFq/bwxbr9FB6uJMnvpXuHTC4Y0pEhPdvg9dr4pSyL5/546nfHcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6g/Fo2+IraoqIhzzz23yYLkiJSUJAIBP1VVQZNfvJb7LbeD+l2y3A62+xvSnpUe4GfXDeXdL3bw+sIthMLf/v7R/kPl/PGZZVwzrieXjOyMN853erB27j/7ei9PvbOe6mC4xusrN+azcmM+3Tu04CfXDKFlRrKjwthZO/cnUr87lttB/S5Zbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H9jeGNdcN+/fqxe/fueLaIiIjEhdfjYdKorvz6xuFkt0ypMRYKR3j5w008/MoqikqrHBUmniVr83hs7rqoRdjjbd1bwoMvrKCsorrObURERERERERERETOVDHfmvi9997jvvvu4+2336ZNmzbx7koo8bw1sYiINK/yyiBPv7ueJWvzosYy0wPcMXkAA7u3dlCWOCqqgvz8fz6jPMbfDrtsVBeuu6hXnKtEREREREREREREElOjb028ZMkSKioquPvuuxk0aFCd29133331rxMREWkmqcl+fnjlAAZ2a82z76+nqvrbKz6LS6v4r5dWctnoLkwd2wO/L+YbR5xWFq/Ji3kRFuDjVXv4pzHdCST54lglIiIiIiIiIiIiYkvMV8T269fv1AfzeFi3bl2joxKNrogVETk97S0o5W+z17Bzf/T3+B4dM/nRlIFkt0x1UObWQy+tZM3Wg/Xa55+vG8qgHmfWHTNEREREREREREREoAmuiF2wYEGTxYiIiCSCDm3Sue+m4bzy4WbmL9tVY2zLnmKmP/EFN1/Wj5H9cxwVNr9gKMz+wrJ671dSpufEioiIiIiIiIiIiBwv5itiz2TxvCK2RYsUkpJ8VFeHKCmpiMt7xJPlfsvtoH6XLLeD7f54tq/cmM/j89ZxuDx6QXHskA7cMLEPyYHG3Xo3Uc99JBJh855iFq/Zx9Jv9jdoUfXH/zSIc/q1i0Nd00jUcx8r9btjuR3U75LldlC/S5bbwXa/5XZQv0uW20H9LlluB/W7ZLkdbPdbbgf1u2S5HdQfi0ZfEXtUYWEhq1ev5tChQ4wePZqcnBxKSko4dOgQ7du3JykpqdGxZxKv14PP5yUUCp964wRkud9yO6jfJcvtYLs/nu1n9W7L/beO5O9vrmH9zkM1xj5evZdNu4u486pBdG6X0eD3SLRzvye/lMVr97F4TR75RY37ADL7k620SE2iX9dWTVTXtBLt3NeX+t2x3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdstwOtvstt4P6XbLcDupvDN/06dOnx7rxn//8Z+69915mz57NggULGD16NN26dWPPnj1cfvnltGvXjkGDBsUx141IBMrLq+JybK/XSzgcobo6TDAYist7xJPlfsvtoH6XLLeD7f54t6cm+zlvUHu8Xk/UYuzh8mo+Wb2XtBQ/3Tu0wOPx1Pv4iXDuC0sqWbhyD8++t543Pt7Khp1FlFUGG33ckrJqPv16H7v2H6Zbh0zSUxLrF7MS4dw3hvrdsdwO6nfJcjuo3yXL7WC733I7qN8ly+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qj0V6enKtr8d8a+KnnnqKP/3pT0ydOpVhw4bx29/+lkcffZRx48YB8IMf/ACfz8fMmTObrjpBxPPWxCIikpg27DzE3+es4WBxZdTY2b3bcsvl/clITazFxrqUVlSzbP0BFq/Zx/odhzjVD/4kv5fWLZLJKyxv0Pv5fR4uHdmFy0d3JTW53jffEBERERERERERETGl0bcmfvnllxk3bhx/+tOfyMvLixofOXIkL7/8csMLRUREEkifzi2ZfstInnz7G5ZvOFBjbMXGfLY9/gU/vHIAfbsk5q14q4MhVm0q4PM1+/hqSwHB0MmXXz0eGNCtNaMH5DCsTzaBJC8z565j8dron/lHJSV56ZydwZY9xTVeD4YivPX5dj5ZvZdrxvXkvMHt8TbgCmIRERERERERERERy2JeiN2xYwfXXHNNneNpaWkUFBQ0SZSIiEgiyEhN4u6pg/ho5R5emL+R4HHPECgsqeQ/X1jBled148rzu+Hzeh2WHhEOR1i3o5DFa/axfMMByitPfZuN7h0yGT0wh5H9c8hKD9QYu+PKAZzVuy3zl+1i066iY68nB3ycN6g9l57TmXat0vh6awEvLtjEnvzSGvsXlVbx+Lx1fLB8FzdM7EOv3KymmaiIiIiIiIiIiIiIATEvxKalpVFaWlrn+NatW2nZsmWTRJ1JfD4vXq+HcDhi8iHHlvstt4P6XbLcDrb7XbR7PB4uOrsTvTtl8bc319RYbIxE4M1Pt/HN9kJ+OGUgrTNTTnqsePRHIhG27Sth8Zo8vliXR1HpqZ9pntM6jXMH5DBqYA45rdLq3M7j8TCy/5FF2oKiCorLqwn4veS0TsPv/fYK10Hd23D/ra34aMUeZn28hdKKms+c3bavhD8+u4xRA3L4zoU9T3me4sHy1z2o3yXL7aB+lyy3g/pdstwOtvstt4P6XbLcDup3yXI7qN8ly+1gu99yO6jfJcvtoP7GiHkhdvjw4cybN4+77roraiwvL4+5c+cee16sxC4jI5lAwE9VVZCiooY9i88ly/2W20H9LlluB9v9Lttz22Xw25tH8OKCjSxcuafG2IZdRfzu8S+49fL+nN0nu85jNGV/3sEyFq/NY/HaPPIOlp1y+6yMAKP65zB6YA5dc1rgqeetgttkpdCjS6s6+31eLxOG5zJqQA6zP97Khyt2Ez7hMfRL1uaxYsMBJo3uymWjupCc5KtXQ2NY/roH9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H9LlluB/W7ZLkdbPdbbgf1u2S5HdTfGDEvxN51111897vf5cYbb+Tqq68GYMuWLeTl5TFjxgwqKyu57bbb4hYqIiLiWnKSj5sv68eAbq158u1vKK/89srP0oog//36V4wf1onrx/ciyd/0i4xFhyv5Yt1+Fq/dx9a9JafcPjXZx/A+7Rg9MId+XVrh9cb/Oa0ZqUl875I+XHh2R178YBNrth6sMV4VDDP7k618vHoP117Yk1H9c+q9KCwiIiIiIiIiIiJigScSOeFylZNYtGgRv/nNb8jPzz+ys8dDJBKhRYsWPPDAA0yaNCluoS6FwxEKCg7H5di6nNsdy+2gfpcst4Pt/kRqzz9UzqNz1rB5d3HUWG52BndeNZCObdOPvRaJRKgOHfmRmxzwEQnH9uO3vDLI8g0HWLxmH2u3F3Kqn9p+n4chPdsyekAOQ3u1adIF4fqe/0gkwqrNBby0YCN5hbX/plmvTll8d2JvunfIbLLO2iTS105DqN8dy+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aD+WGRnt6j19XotxAJUVVXx2WefsXnzZkKhEJ07d2bs2LFkZGQ0SWgiiudCrIiI2BUMHbm6c97n2znxh2kgycsNE/twdu+2LFq1h0Wr9nDgUAUAqcl+Rg/MYfywXDodt1h7/HG/2lzA52vzWLUpn+rgyT8ceIC+XVoyemB7RvTNJi0lqYlm2DSCoTDzv9zFnM+2Ul4ZqnWb8we355pxPWmZkdzMdSIiIiIiIiIiIiKN02QLsWciLcSKiMjJrNt2kL/PXUvR4aqoMb/PQzBU+49ajwdumNiHCcNzCUcibNx5iM/X5LFs/X5KK4K17nO8rjktGDUgh1EDcmjVIvEXMItLq3jj4y0sWrknauEajlwpPPncrlxyTue43NpZREREREREREREJB60ENsIWogVEZFTKS6r4vG31rF6c0G99x3cozW7DpRSWFJ5ym2zW6YwekB7Rg3IqXHrY0t25JXwwvyNrN95qNbxtlkpXD++F8P6ZOv5sSIiIiIiIiIiIpLw6r0Qe/bZZ9f7Hz89Hg/Lli2rf12Ci+dCbGpqAL/fSzAYprw8+kqqRGe533I7qN8ly+1guz/R2yORCO8v3ckrH20mFOMzYGPRIi2Jkf1zGD0ghx4dM50tTjbl+Y9EIixbf4CXP9xEflFFrdv069KSaRN60yWn9g8x9ZHoXzunon53LLeD+l2y3A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P6Y1HXQqy/rh0GDRpU47/379/P3r17GTp0aNS2eXl57Nq1ixEjRjQy88wTCPgIBPxUVQUpL3ddU3+W+y23g/pdstwOtvsTvd3j8XDJyC60b53Gw6+ubtSxkgM+hvXOZvTAHAZ0a4XP622iyoZryvPv8XgY0a8dQ3u14d0vdvLW59uprK75/Nhvdhzi/ieXMm5oR/7pgh5kpgUSot0F9btjuR3U75LldlC/S5bbwXa/5XZQv0uW20H9LlluB/W7ZLkdbPdbbgf1u2S5HdTfGHUuxD7zzDM1/vvnP/85ffv2ZcaMGVHb7t27l8svv5xbbrml6QtPc+FwhFAoTLgJr5xqTpb7LbeD+l2y3A62+620F5U17LeqfF4Pg3u0YdSAHM7q3ZbkpMR6Tmo8zn+S38fk87px/uAOvL5wM59+va/GeCQCH63cw5J1+5lyfjcmDM/F76v/orSVr526qN8dy+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aD+xoj5GbEXXHABN954Iz/84Q9rHZ8+fTrr16/nhRdeaNLARKBnxIqISH28+8UOXvpgU7326dAmjV/fOJyM1KQ4VdmwZU8xLyzYwObdxbWO57ROY9r4Xgzp2UbPjxUREREREREREZGEUNetiWO+pOTQoUOcbM22W7durFu3rv5lIiIip5m05DpvOFGn3OyMM34RFqBHx0x+c+NwfnjlAFq1SI4azztYxl9eXc3/fXkVe/JLHRSKiIiIiIiIiIiIxCbmhdju3bvz4Ycf1rkY+8033xAINPzZbSIiIqeL/t1aUd+LNQd1bx2fGIM8Hg+jB7bnj3eMZsr53UjyR39c+XrrQf5t5hc8//4GDpdXO6gUEREREREREREROTnf9OnTp8eyYVJSEs8//zwbN26ke/fuZGVl4fP5yMvL46mnnuLZZ5/l0ksv5eKLL45zcvOLRKC8vGHP+xMRkTNPWkoS2/eVsO9gWWzbJ/u59Yr+DXr26enM7/PSr2srzhvYnqLSSnafcAVsBNiyt5hFq/aQnOSja/sMvLpdsYiIiIiIiIiIiDSz9PTou/tBPZ4RC/DQQw/x2GOPHdnR48Hr9RIKhYhEIvTv35+ZM2fSuvXpd0VPPJ8Rm5WVSiDgp6oqSFFReVzeI54s91tuB/W7ZLkdbPdbat+dX8ofn/mS8srQKbe9ZVI/xg7t2AxVjeP6/G/YeYgX5m9ke15JreOd2qYzbWJvBnb79rNIJBJh855ituaVUFUdJi3FT99OWXRsm95c2U3C9blvLMv9lttB/S5Zbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H9sajrGbH1eojdz3/+cyZPnsysWbPYsmULwWCQnJwczjvvPC677DL8/vo/E09EROR01KltOj/7zlnMeG11nbfO9QDXT+htYhE2EfTp3JLf/mAEn67ey2uLtlBcWvNuFbvzS3noxZWc1ast10/oRX5RBa98sIkd+6N/mapfl5bcMLEPue0ymitfREREREREREREzjD1uiL2TBXPK2KTk/34fF5CoTCVlcG4vEc8We633A7qd8lyO9jut9heXFrFwpW7WbhqDweLKwFICfgYNSCHCcNyTS0EJtL5L68MMvfzbby/dCfBUPRHGa/HQ/gUH3FSAj7++fqz6NUpK06VTSeRzn1DWO63Q1sYgwAAIABJREFU3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdstwOtvstt4P6XbLcDuqPRV1XxGohNgbxXIgVEZEzQyQSoawySCgUIT3Vj8+r58E2hf2FZbz0wSZWbMxv0P4t0pL40w/PJS1Fd/UQERERERERERGRhmnQQuxNN93ELbfcwkUXXcSvf/3rU76Jx+Phj3/8Y8MrE5QWYkVERBLbum0HeWHBRnYdKK33vt+d2JuLR3SOQ5WIiIiIiIiIiIicCRq0ENuvXz/uv/9+rr/+evr163fKN/F4PKxbt67hlQlKC7EiIiKJLxQO8+Hy3Tw/f2O99svNTueB20bFqUpEREREREREREROd3UtxJ70PnwLFiygZcuWAHz++edNXyUkJfnwej2EwxGqq0Ouc+rNcr/ldlC/S5bbwXa/5XZQf7z5vF4G92gD1G8hdm9BGZFIBI/HE5+wJpDo5/5ULPdbbgf1u2S5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/U3xkkXYjt16nTs/27VqlXcY85EaWkBAgE/VVVBiorKXefUm+V+y+2gfpcst4PtfsvtoP7mEK77Rh91asAuzc7CuT8Zy/2W20H9LlluB/W7ZLkdbPdbbgf1u2S5HdTvkuV2UL9LltvBdr/ldlC/S5bbQf2N4Y11w7lz5zJy5Ejmz58fNfbZZ58xcuRI5s2b16RxIiIiIvXRukUKfl/9rmzNbpmS0FfDWlcdDFNYUkFpebXrFBERERERERERkWZ10mfEHu/2228nPz+fWbNm1Tp+7bXXkpWVxcyZM5s0MBHE8xmxHo8Hj+fI1Tgx/lEkFMv9lttB/S5Zbgfb/ZbbQf3N5X/nrOHzNXkxbz+8bzZ3Tx0cx6LGs3Luj7dueyEfLNvFyk35hMJHmju2SePCszsxZkgHUgInvTFLwrB47o+nfncst4P6XbLcDrb7LbeD+l2y3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aD+WNT1jNiYr4hdv349EyZMqHP8wgsvZP369fUvO8NFIhHC4YjJL1yw3W+5HdTvkuV2sN1vuR3U31wuPqcz9bm+ddn6A7y+aEtCz8vKuYcjv8D2zLvrefCFFSzbcODYIizAnoIynp+/kelPLCWvsMxhZewsnfvaqN8dy+2gfpcst4PtfsvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuovzFiXogtKioiPT29zvGUlBSKi4ubJEpERESkobq1z2TaxN712mfuZ9v43zlrqQ6G41R15njlo018uGL3SbfZX1jOQy+upKSsqpmqREREREREREREml/MC7FdunRh2bJldY4vX76cDh06NEmUiIiISGNcPKIzP7xyAFkZgVrHs9IDnPhY2MVr8/jziys4rGeZNlheYRnvfrEzpm3ziyp4Z8mOOBeJiIiIiIiIiIi445s+ffr0WDYsKirixRdfJDU1laFDh+L1HlnDDYVCPPXUUzz33HNcd911nHvuufHsdSISgfLy+FyxkZ6eTFpaAL/fR3V1KC7vEU+W+y23g/pdstwOtvstt4P6m1tuuwwmDs+lc7sMWmWmkNsug4Hd23DVmG7ceEkfenVqycpNBwiGvr0lycHiSpZvOMDgnm3ISE1yWF+TlXP/1ufb2Lw79juk7DtYxsQRufi8Mf9uYLOzcu7ron53LLeD+l2y3A62+y23g/pdstwO6nfJcjuo3yXL7WC733I7qN8ly+2g/ljfozb+WA9w22238cknn/Dggw8yc+ZMunfvjsfjYcuWLRw8eJB+/fpx5513NlnwmcLv9xII+IGg65QGsdxvuR3U75LldrDdb7kd1O+C3+dlRL92TBjVlUDAT1VVkKKicgAGdm/Nr28czsOvrOJgceWxffIKy/nD08v4yTWD6Z3b0lV6DVbO/ddbD9Zr+8Pl1WzPO0yvTllxKmo8K+e+Lup3x3I7qN8ly+1gu99yO6jfJcvtoH6XLLeD+l2y3A62+y23g/pdstwO6m/Ue8e6YSAQ4Mknn+SJJ55g3rx5rFmzhkgkQufOnZk2bRq33347aWlp8Ww9LQWDYSD4j/+1x3K/5XZQv0uW28F2v+V2UL9LdbXnZmdw300j+Murq9m+r+TY64fLq3nwhZXcPrk/I/vnNHNtNCvnvryy/h9myyoS+wO8lXNfF/W7Y7kd1O+S5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9TeGJxKJRE692ZktHI5QUHDYdYaIiIjESWVViEffXMPKTflRY1df0IMrzu2K58SHykqU3z62mN35ZfXa519vGk7Pjol7RayIiIiIiIiIiMipZGe3qPX1mB/ItWLFCu655x4WLVoUNfbFF19wzz33sHr16oYXioiIiDiSHPBxz9WDmTgiN2rs9UVbePLtbwiGbP7GX3MpLKmksrp+5yg14KNrTu0fUkVERERERERERKyLeSH2ueeeY9WqVYwePTpqbNiwYaxdu5ZnnnmmSeNEREREmovX6+GGiX347sTenHjx68er9/LwK6sS/ja6LkQiERav2cdvH1tCflFFvfYtrwqxYNkudIMWERERERERERE5HcW8ELtq1Souv/xyAoFA1Jjf7+fSSy9l2bJlTRp3JvB4PHi9HrO3O7Tcb7kd1O+S5Xaw3W+5HdTvUn3aLx7RmZ9cPYRAUs2PSWu3FfKnZ5eRX1Qer8w6Jeq5Lymr4q+zvubvc9ZS1oDnwwK89MEmnnonca84TtRzHyv1u2O5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/U3hj/WDfPy8ujYsWOd4zk5ORw4cKBJos4kmZkpBAJ+qqqCFDn4h93GstxvuR3U75LldrDdb7kd1O9SfdvP6t2WX31vGH95ZTVFpVXHXt+dX8ofnl7GT68dQvcOmfFMriERz/3KTfk8+fY3FB93fo5qkZZESVl1zMdatGov+wvLuWvqYDJSk5oys9ES8dzXh/rdsdwO6nfJcjvY7rfcDup3yXI7qN8ly+2gfpcst4PtfsvtoH6XLLeD+hsj5iti27Rpw9atW+sc37JlC61atWqSKBERERHXurXP5L6bRtApO73G60WlVfzH88tZseHM/AW08sogT8xbx4xXV0ctwno9Hqac342H7j6f33x/OKMH5pDk//bjZo+OmfxgUj/umDygxusA3+w4xB+e/pJ9B8uaZR4iIiIiIiIiIiLx5onE+FCu3/3ud8yaNYunn36aoUOH1hhbvXo1N954I5MmTeI//uM/4hLqUjgcoaDgcFyOnZTkw+v1EA5HqK4OxeU94slyv+V2UL9LltvBdr/ldlC/S41pL6sI8tdZX7FmW2GN1z3AtAm9uficzk1YWrtEOffrdxQy8611tT4LtkObNG6fPCDqSuFwOEIwEiEl4Mfn9Rzr37q3mBmvrabocM3F3LRkP3dNHcSAbq3jN5F6SJRz31Dqd8dyO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdstwOtvstt4P6XbLcDuqPRXZ2i1pfj3khdv/+/Vx99dUUFhZy0UUX0bt3bzweDxs2bODDDz8kPT2d1157jc6d4/+Pkc0tnguxIiIikviCoTDPvreeRav2Ro1NGJ7Ldyf0xuu1+YyMWFQHQ7y2cAvvL91JbR8cLx7RmWvG9SCQ5KvXcQ8WVzDj1dXs2F/zc5bX4+HGS/pw4dmdGlEtIiIiIiIiIiLSPBq9EAuwa9cupk+fzqeffsrxu40YMYLf/e539O7du/GlCUgLsSIiIhKJRJi3eDuvLdwSNXZWr7b8cMoAUgJ+B2XxtW1fMY/NXcee/NKosTaZydx6xQD6d2344ykqq0L8fc4aVmzMjxqbOCKXaeNP70VuERERERERERGxr0kWYo8qKipi+/btAOTm5tK6dWLcOi5etBArIiIiR32xLo/H5q4jGArXeL1rTgt+eu0QWrVIdlTWtIKhMPM+386cz7YRCkd/XBwzuAPTJvQmLaXxi8/hSITXF25h3uLtUWNDerbhR1MGkpp8+i1yi4iIiIiIiIjI6aFJF2Jrs23bNmbNmsW9997bFIdLKPFciE1O9uPzeQmFwlRWBuPyHvFkud9yO6jfJcvtYLvfcjuo36Wmbt+0q4gZr63mcHl1jddbZyZz77VDyW2X0ej3OF5zn/u9BaX875y1bNtXEjWWmZbEzZf14+w+2TEfL9b+T1bv5al3vola+O2Unc7/uWYIbVumxj6JJmL56x7U75LldlC/S5bbwXa/5XZQv0uW20H9LlluB/W7ZLkdbPdbbgf1u2S5HdQfi7oWYr2NOWhRURHPP/88119/PZMmTeLRRx9tzOHOSCkpSaSnJ5OSkuQ6pUEs91tuB/W7ZLkdbPdbbgf1u9TU7b1ys/jXm4aT0zqtxusHiyv547PL+HprQZO8z1HNde7DkQjvL93J9CeW1roIO6xPNg/cPqpei7AQe/+YIR34/757NhmpNbfbfaCU3z/9JZt2FdXrfZuC5a97UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQf2PU+x5vwWCQjz76iNmzZ7Nw4UKqq6tJSkpi4sSJXHHFFfFoFBEREUk4Oa3S+NfvD+f/vbaaDcctEFZUhXj45dV8/9I+jDurk8PC+skvKufxt9bxzY5DUWOpyX6+d3Fvzh3YHo8nvs9r7dO5JffdNJy/vLqavQVlx14vKavmP19Yzi2T+nPuoPZxbRAREREREREREWkKMd+aePXq1cyaNYt58+ZRVFREJBLB4/Fw66238uMf/5iMjKa9BV8i0TNiRUREpC7VwTBPzFvH4rV5UWOTRnfhmnE98cZ58bIxIpEIn361j+fnb6CiKhQ1PqBbK269vD+tM1OatausIshfZ3/Nmq0Ho8Ymn9eVfxrbI6HPq4iIiIiIiIiInDka9IzYvXv3Mnv2bGbPns22bduIRCL06dOHKVOmMGTIEG666SZmzJjBJZdcErfwRKCFWBERETmZSCTCrI+3MuezbVFj5/Rrx21X9CeQ5Gv+sFMoKq3iqbe/YeWm/KixgN/Ldy7qxUXDOjlb8AyFw7w4fxMLlu+KGhvRN5vbJg8gOQHPq4iIiIiIiIiInFnqWog96a2Jx48f/4+ds7nllluYMmUK/fr1A2DHjh1NnCgiIiJik8fjYeoFPchumcpT73xDKPzt77kt/WY/B0sq+Mk1Q8hMCzisrGnZ+v089c56DpdXR4316JjJ7ZMH0P6EZ+A2N5/Xy/cu6UP7Nmm8MH8j4eN+f/DL9Qc4ULScn14zhFYtkh1WioiIiIiIiIiI1M57ssFIJEKbNm342c9+xj333HNsEVZEREREoo0Z0oF/vm4oqck1f9dt8+5i/vD0l+wtKHVU9q2yimr+d85a/ueNr6MWYX3eIwvKv75xmPNF2ONNGJ7LvdcNITW55tWv2/eV8O9Pf8n2fSWOykREREREREREROrmmz59+vS6BouLi9m4cSNz587l6aefZvPmzaSlpZGbm0txcTHPPPMMkyZNomfPns2Y3PwiESgvr4rLsVu0SCEjIxm/30dVVTAu7xFPlvstt4P6XbLcDrb7LbeD+l1qzvbslqmc1bstX20uoKzy2/cqqwiyZG0ePTtm0jYrtV7HbKr+NdsO8l8vrWLjrqKosU7Z6dz7naGM7J/T5Lcibor+dq3SOLt3Nl9tKaCs4ttjVFSF+HzNPjq0SaNj2/SmSj7G8tc9qN8ly+2gfpcst4PtfsvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuoPxbp6bXfse2kV8T+5je/YeHChfz1r39l3LhxvPfee9xxxx1ccMEFzJgxA4+j54WdTrxeDz6fF6/X5rm03G+5HdTvkuV2sN1vuR3U71Jzt3dqm86/3jSC7h0ya7xeWhHkoZdW8vmaffU6XmP7K6tDPPfeBh56cSWFJZU1xjzApFFd+Lebz6Fr+9qfZdFYTXX+O7ZN576bRtAnN6vG61XVYf7nja956/NtRI67fXFTsPx1D+p3yXI7qN8ly+1gu99yO6jfJcvtoH6XLLeD+l2y3A62+y23g/pdstwO6m+Mk14RC+D1eunWrRuXXXYZ3//+98nNzWXfvn0sWrSISCTC2rVrOXz4MDk5OWRlZZ3sUGbF84pYr9dLOByhujpMMBiKy3vEk+V+y+2gfpcst4PtfsvtoH6XXLSnBHyMHpjD3oIy9haUHXs9HIHlGw7gAfp0bhnTL7Y1pn/zniL+6+VVfLWlIGosu2UKP7lmCBcM7Ygvjh9Em/L8Jyf5GDWgPYUlFezcf7jG2LrtheQXVTC4R5smm4/lr3tQv0uW20H9LlluB9v9lttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlB/LOq6ItYTaeBlA7t27WLWrFnMmTOH7du34/F4GDRoEK+88kqjQhNROByhoODwqTcUEREROUE4HOGVjzbx7hc7o8bOH9Semyf1w+876U1KGiQYCvPmp1t56/Pt1PZp78KzOnLd+F6kBPzRgwZEIhHeWbKDVz/azInT652bxd1XDyYzLeCkTUREREREREREzizZ2bXfaa7BC7HHW7FiBW+88QbvvvsuS5YsaezhEo4WYkVERKSxPly+i2ff3xC1KNqvS0vuvnow6SlJTfZeu/Yf5rG5a9mxP/rzS1ZGgFsm9WdIzzZN9n4uLd9wgL/PWUNVdbjG622zUvg/1w6hU3aGozIRERERERERETlTxHUh9qjq6mqSkpruHxEThRZiRUREpCms3pzPX2etobK65i1QOrRJ497vDCW7ZWqjjh8OR3h36Q7eWLSFYCj6I97I/u248ZK+ZKSeXp/Xtu8rYcZrq6Oef5ua7OPOqwYxuMfpsegsIiIiIiIiIiKJqVkWYk9X8VyIPfpw4HA4QigUPvUOCcZyv+V2UL9LltvBdr/ldlC/S4nUviOvhIdfWcWhwzWfP5+ZlsRPrh1Cz45ZUfvE0r+/sIyZb61j466iqLH0FD83XtKXUQNymmYS9dQc5//Q4Ur++7XVbN1bUuN1jwe+O6E3E4bnxvQ83hMl0tdOQ6jfHcvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJcjvY7rfcDup3yXI7qD8WdS3E+qZPnz49Lu94GolEoLy86tQbNkBmZgrp6cn4fF4qK4NxeY94stxvuR3U75LldrDdb7kd1O9SIrVnZSRzTr92rNteSHHpt58vKqvDLF6TR8c2aXRsm15jn5P1RyIRFq7aw/97/Wv2HyqPer/BPdrws+vOoldu9AJvc2mO858S8DN6YHv2F5azJ7+0xthXWw5SUlbNwO6t8XrrtxibSF87DaF+dyy3g/pdstwOtvstt4P6XbLcDup3yXI7qN8ly+1gu99yO6jfJcvtoP5YpKcn1/q6Py7vJiIiIiJ1ap2Zwq++N4y/zV7DV1sKjr1eHQzzyBtf852LenHpyM4AbNxVROE3+/H6vLTNTKFLdho+rxeAwpJKnnz7mxrHOCo5yce0Cb24YGjHBl0JalFyko8fXTWQDm3SePPTbTXGPlyxm7zCMu76p0GkNeHzeEVEREREREREROqiWxPHQLcmrpvlfsvtoH6XLLeD7X7L7aB+lxK1PRQO89z7G/loxe6osX5dWlJYUkleYc2rXFu1SObiEZ1pmRHgufc3UFoR/Vt8vXOzuG3yANo18pmzTcXF+V+8Zh+Pz/uG4Anv16FNGj+9dgg5rdJiOk6ifu3ESv3uWG4H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/bHQM2IbIZ4LsSIiInJmi0QivPvFTl75cBON/VDm93m4+oKeXHJO53rfgvd0tGl3Ef/vtdUUl1XXeD09xc89Vw+mb5dWjspEREREREREROR00uiF2BUrVtC2bVs6d+7cpGEWaCFWRERE4u3Lb/bzv3PXUh1s2G/ldWmXwe1XDiA3O6OJy2zLLypnxqur2XWg5nNjfV4PN13al7FDOzoqExERERERERGR00VdC7G+6dOnT4/lABdffDFt2rRh+PDhTdllQiQC5eVVrjNERETkNNaxbTp9O7fk06/31ms/jwcmn9eNO64cQMuM5DjV2ZWWksToge3ZdeBwjds8RyKwclM+ldUh+ndtdcY8R1dERERERERERJpeenrt/y7nj/UAqamppKYmxnPGTiepqQH8fi/BYNjkYq/lfsvtoH6XLLeD7X7L7aB+l6y0l1ZUU9+HRlw8ojNXX9AjPkFNxPX5T03289NrhvDyh5t4b+nOGmPvLNnBvoIyfjhlACmB6I/GrtsbS/3uWG4H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/Y3hjXXDUaNGsXLlyni2nJECAR8pKUkEAj7XKQ1iud9yO6jfJcvtYLvfcjuo3yUr7Tvy6v8ohLLKYBxKmlYinH+v18O0Cb25+bK++E54fu7KTfn86dnlHCyuiNovEdobQ/3uWG4H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/Y0R80Ls3Xffzfvvv8/y5cvj2XPGCYcjhEJhwuF6Xv6SICz3W24H9btkuR1s91tuB/W7ZKU9FK7/82FDoYY9U7Y5JdL5H3dWJ/75+rNIT6l59evO/Yf5/VNfsmVPcY3Xq4NhSsurTJzn2iTSuW8Iy/2W20H9LlluB9v9lttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlB/Y3gikdhugHfllVeyc+dOkpOTadeuXe0H83h48803mzQwEYTDEQoK6n+FioiIiEh9fLRiN0+/u75e+1xxbleuGdczTkWnr30Hy/jLq6vJO1hW4/Ukv5cfTOqHB/hwxW427S4iEoHkJB/D+rRl/LBcenbKchMtIiIiIiIiIiIJKTu7Ra2vx7wQO378+Jje6IMPPoi9yggtxIqIiEhzKCmr4uf/8xnBelx9+fvbR9GpbXocq05fpRXVPPLG16zbXliv/SaOyGXahN54PZ5TbywiIiIiIiIiIqe9Ri/Ensm0ECsiIiLN5Yl56/h49d6Yth3QrRW/mHZ2nItOb8FQmOfe38DClXvqtd9lI7tw3fhecaoSERERERERERFL6lqIjfkZsc1hz549XHDBBYwYMSJqbPbs2Vx11VUMHjyY0aNH88tf/pL8/Pyo7Q4cOMC//Mu/MHr0aIYMGcJVV13FnDlzmiNfREREpNGuH98rpitcW2YEuGVS/2YoOr35fV5uurQv0yb0rtd+73yxg70FpXGqEhERERERERGR00G9roiNRCJ88MEHLF++nEOHDnHTTTfRt29ftm7dyrJly7jwwgtp27Ztg0IKCwu54YYb2L59O2lpaXz55ZfHxubMmcMvfvELrr32WiZMmEBBQQGPPPIImZmZvPbaa/j9fgCqq6uZOnUqpaWl3HXXXbRt25b58+fz6quv8vDDDzNp0qQGtcXzitisrFQCAT9VVUGKisrj8h7xZLnfcjuo3yXL7WC733I7qN8la+2Hy6t5bO5aVm8uqHW8Z8dMfjRlIG1bpjZzWcNYOP/hcISf/fcnlJRXx7zPxBG53DCxTxyrGs/CuT8Zy/2W20H9LlluB9v9lttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlB/LOq6ItYf6wEOHz7MHXfcwcqVK4lEIng8Hi655BL69u1LmzZt+MMf/sCBAwf48Y9/XO+48vJy7rzzTtq1a8eAAQNYuHBhjfEZM2Zw0UUX8Yc//OHYa3369OG6667jnXfeYfLkyQDMmzePjRs38vrrrzNw4EAALrroIvLy8hq1ECsiIiLSnDJSk7j3O0PZdeAwi1bt4UBRBR48ZLdKZWTfbHp0zMSj55M2qT35pfVahAX4anMBTIxTkIiIiIiIiIiImBfzQuzDDz/MV199xR//+EcGDRrElVdeeWwsMzOTCy+8kIULF9Z7ITYYDHLvvfdSVVXFzJkz+fd///ca49u3b2fHjh3cfffdNV4fMmQIbdq0YdGiRccWYj/++GNyc3OPLcIeddFFF/HAAw+wc+dOOnfuXK++eKuoqKa6OkQoFHad0iCW+y23g/pdstwOtvstt4P6XbLanpudwQ0T+5Cc7Mfn8xIKhamsDLrOqjcL57+0on6LsEf2Sfw/Cwvn/mQs91tuB/W7ZLkdbPdbbgf1u2S5HdTvkuV2UL9LltvBdr/ldlC/S5bbQf2NEfNC7Pz585k6dSpTp04lLy8vanzQoEEsXry43gG//e1v2bx5My+++CIZGRlR49u2bQOgffv2NV73eDz07NmTLVu21Ni2Q4cOUcfo3fvIM7+2bNmScAuxFv8x9XiW+y23g/pdstwOtvstt4P6XbLcDupvDqnJMX8sPiYl4I1DSdOycO5PxnK/5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3U3xgx/4tTfn4+vXr1qnM8FApRWlparzd/6KGHWLRoES+88EKdz5YtLi4GIC0tLWosPT2d/fv3H/vvkpISWrduHbXd0X2PHqu+PJ4j948Gou4d3aJFCl6vh6qqEOXlVcde9/m8ZGQkA3D4cGWNVfbU1ACBgI9wOEJJSUWN4x19n4qK6hpfGElJPtLSAv+YRwXHP9o3PT0Zv99LMBimtLTyuG4PmZkpAJSVVVFdHTo2lpzsJyUlSXPSnDQnzUlz0pw0J81JcwK6d8qiVYtkCku+3f5UIniIeL20bJGckHM6Hf+cNCfNSXPSnDQnzUlz0pw0J81Jc9KcNCfNSXPSnBJxTnWJeSG2TZs27N27t87xr7/+utarUeuycOFCnn32WWbOnElOTg6VlUcmGwodmVhlZSVer/fYyfH5fFHHOP7EHf3YANWZAAAgAElEQVRvrzf6yoSj2zXmWWqBQO2nKinJh8/nJRyu2eL1eo7t4/VWEfr2zwu/30sg4K/1Euij+xz/B3zi8TweOH7qR48HNVf0PZ5vj1dxwu32fD6v5qQ5aU6ak+akOWlOmpPm9A/JAT+Xju7Gi++vr3VetSkoquBnf1nE3dcOZUCXlgk3p9Pxz0lz0pw0J81Jc9KcNCfNSXPSnDQnzUlz0pw0J80pEedUl9r3qsWFF17I66+/zs033xy12PnZZ58xf/58vve978V6OAoKCigrK+O73/1ureNDhgxhwoQJXHfddQCUl5dHbVNWVkZmZuax/27RokWd2x0db6iqqtovWz56T+lgsOYXQDgcObbPiV9QwWCYqqog4XCEpCQfXq+HcDhCdXXo2D4nfkEdf7wT1p//8d7BqIZIhDobQqFwk8zpaH8kEjk2pxMl6pySknz/+K2HEOFw5KR/Tok4p1AoTCQSifqFhFi/9lzPyev1kJzsP/a1D43/+9Rcczqxvan+PjXXnE78e1tbQ6LO6cR2F9/3GjMnr9dDMBiqMafjj+fqe3msc/J6PXi9HpKSfMf+3rr+Xh7rnICo7zmJ8L081jkd/3khkb6XxzonKz9zJ53blQ+X7STvYFmtc6tNcWkVf3pqKecNbs8NE3qT9o/fjkyUOR39nnP831tIzJ9Ptc3J8s/c2v7e1taQqHPSz1x3czrafeLvEbv+Xh7rnMDuz1yfz4PX+217onwvj3VOR//eejx1Hy+R55SU5CMcPvL/5ybK9/JY5+TxfPt390SJ9vOptjl5vR58Pm+NzwuJ8L38TPiZe2J7onwvj3VOR//h+ejn/ET4Xn6m/MwNBkNEIpGoz/muv5fHOifLP3OP/3ubSN/LY53T0f5QKJxQ38tjnZPln7lHu0+8ctL19/JY5xSJRGp8zk+U7+WJ9DO3roVaT+TEVZw65Ofnc/XVV1NVVcX48eN54403uOqqq6iuruadd96hZcuWzJo1i+zs7FgOx8GDB9mxY0fU64888ghLly7liSeeICsrC4/Hw6WXXsr999/PtGnTjm0XiUQ477zzGDNmDA8++CAAP//5z1myZAmffPJJjWM+99xzPPDAA7z//vt06dIlpr7jhcMRCgoO13u/WGRlpRII+KmqCkZdzmyB5X7L7aB+lyy3g+1+y+2gfpcst4P6m9P+Q+X835dWkldYd2dqsp/yWp4t0qpFMrde3p+B3aMfleGKpXNfG8v9lttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQfyyys2u/GDTmK2Lbtm3Lyy+/zAMPPMCsWbOIRCLMmjULgJEjR3L//ffHvAgL0Lp161qf59q6dWt8Ph9nnXXWsddyc3NZsGBBjYXYlStXcvDgQcaOHXvstTFjxjB37lxWr17NkCFDjr3+wQcf0LVr1wYtwoqIiIjImaNdy1R+d8s5fLx6Lx8u382+f1wd6/HAwO6tGT8slwFdWzH7k628s2QHx/9GY2FJJQ+9tJLxwzrxnQt7kRyIfrSGiIiIiIiIiIicOWK+IvZ4hw8fZuvWrYTDYTp37lzrgmpD/epXv2L+/Pl8+eWXx16bNWsWv/zlL5k2bRoXXnghBQUFPPLII6Snp/P666+TlHTkFnBVVVVcddVVVFVVcdddd9G6dWs+/PBDXnrpJf7rv/6LK664okFN8bwi1uPxHLs/dQP+KJyz3G+5HdTvkuV2sN1vuR3U75LldlC/K5FIhNKKIFXBEOkpSSQn1VxY3bDzEDPfWsuBQxVR++a0SuX2yQPo2SmruXJrZfXcH2W533I7qN8ly+1gu99yO6jfJcvtoH6XLLeD+l2y3A62+y23g/pdstwO6o9FXVfENmghNp5qW4gFeOONN3j88cfZunUr6enpXHDBBfzLv/xL1FW4eXl5PPjgg3z88ceUlpbSo0cPbr/9dqZMmdLgpnguxIqIiIiIXRVVQV7+YBMfrdwTNebxwBXndmXK+d3x+7wO6kREREREREREpDk0yUJsUVERzz33HEuWLGH//v34/X569uzJ5MmTmThxYpPFJhotxIqIiIjIyazeXMATb6+j6HBV1FiXdhncPnkAue0yHJSJiIiIiIiIiEi8NXohdvPmzdx8883k5+cTCATIzs6mqqqK/Px8ACZMmMBf/vIXfL7T71lYWogVERERkVM5XF7Ns++t54t1+6PG/D4PU8f24NKRXfB6PQ7qREREREREREQkXhq9EHvrrbeydOlSHnjgAa688kr8fj8AxcXFPPLIIzz55JPce++93HnnnU1XnSDiuRCbnp6M3+8lGAxTWloZl/eIJ8v9lttB/S5Zbgfb/ZbbQf0uWW4H9bvUkPYv1uXxzLvrKa0IRo31ys3i9iv6065VWlOn1sryuQfb/ZbbQf0uWW4H2/2W20H9LlluB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UH8s6lqIjflhVcuXL+f6669n6tSpxxZhATIzM/nVr37F2LFjefXVVxtfeobx+70EAn78fpvPDbPcb7kd1O+S5Xaw3W+5HdTvkuV2UL9LDWkf2T+HB24bxeAebaLGNu0q4nePL+WjFbupxxNCGszyuQfb/ZbbQf0uWW4H2/2W20H9LlluB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UH+j3jvWDZOTk+ncuXOd46NHj2bJkiVNEnUmCQbDQPAf/2uP5X7L7aB+lyy3g+1+y+2gfpcst4P6XWpoe6sWydz7nSEsWrWHFxdsorI6dGyssjrE0++uZ/nGA9wyqT+tWiQ3cfW3LJ97sN1vuR3U75LldrDdb7kd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1N0bMtyb+6U9/itfr5eGHH651/G9/+xuvvvoq8+fPb9LARKBnxIqIiIhIQ+0/VM7MuWvZuKsoaiw9xc+Nl/Rl1IAcB2UiIiIiIiIiItIUGn1r4rvuuov58+ezdu3aWsc//fRTJkyY0LA6EREREZHTVLuWqfzyhmFcd1Ev/D5PjbHSiiCPvrmGv876msPl1Y4KRUREREREREQkHmK+Ivbss8+msrISn89HUlJS1Hh5eTmBQACfz/ftwT0eli1b1nS1juiKWBERERFpCrsOHOaxuWvZkRf92TIrPcAtl/djSM+2DsoSR0FRBQtX7eb/Z+/O4+u66zv/v87dte/eZMuWZXmNHTsrCVkJJQkESAmEUBoKJW2mQGc60zbQ+U2nKfNjhkJbGB5tugFlKVBICAFCSEpWZ1+I9yVe5F1etFm77nrmD9uyZUnW1XL1vR/7/fwHRfeee17n+JpE96PzPet2tNLdnyQWDrKkrpwbL6llwaxS13kiIiIiIiIiIsOMdkVs1oPYu+++e0I7/u53vzuh7fJJLgexnufheeD7kOUfRV6x3G+5HdTvkuV2sN1vuR3U75LldlC/S7loT6Uz/OzFvTz28j4yI7zmdRfP4cPvWERBNDTpfVk6977v8/ir+/nxc00jnheAK5bN4HffvYxIODji4/nE0rkfifrdsdwOtvstt4P6XbLcDup3yXI7qN8ly+1gu99yO6jfJcvtoP5sTHoQeyHL5SC2rKyASCREIpGis7M/J/vIJcv9lttB/S5Zbgfb/ZbbQf0uWW4H9buUy/bdzZ18/dFtHG3vG/ZYdVmMT75nGUvqKia1D0vn/hcv7+XHzzWN+bxVDVX85ztWEQh4Yz7XJUvnfiTqd8dyO9jut9wO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P6szHpe8SKiIiIiMjUaZhTxv2fuJybLp077LHWzgG+9P11/OjpXSRTaQd10+toRx8Prx17CAuwcXcbr2w9kuMiEREREREREZHJO+cVsc3NzZSXl1NYWDidTXknl1fEhsNBAgGPTMYnmbT3IZvlfsvtoH6XLLeD7X7L7aB+lyy3g/pdmq72rXvb+eZj22jvig97rLa6iHtuW878WSP/ZuW5WDn3//7UTv7j9QNZP79+dil//juX5bBo8qyc+9Go3x3L7WC733I7qN8ly+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qz8aEliZetmwZf/mXf8mdd97J0qVL8bxzL//leR5bt26dXGkeyuUgVkREREQEoG8gxQ+e3MGLm4df7RkMeLzv7Qt491XzCQbOv0Vt/vjvX6Sje/gQ+lz++lNXU1kay1GRiIiIiIiIiEj2RhvEhs610WWXXUZNTQ0A119//ZiDWBERERERmZjCWIhP3rac1Y01fOeJ7XT3JQcfS2d8fvL8HtbvauOe25Yxu6rIYenkZHyfI2197D7Uye7mTnY3d417CAvw2raj3LhmLtFIMAeVIiIiIiIiIiKTd84rYuUEXRErIiIiItOpqzfBtx/fzrqdrcMeC4cCfPCGBm66dC4BA78o2TeQpKm5i93NXew+1ElTcxd98dSUvHY4FGDFgkpWN1azelE1pUWRKXldEREREREREZHxmNDSxKckEgl27doFwOLFiwmFznkh7Xknl4PYaDREMBggnc4Qn6IPpKaT5X7L7aB+lyy3g+1+y+2gfpcst4P6XXLZ7vs+L20+wvef3EF/fPj9S5bNr+B3372MqrLRl+ed7v6M79Pc2ktTcxe7Tg5dm1t7c75fAA9omFvGmsZqLmmsYWZl4bTsdzSW3/egfpcst4PtfsvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuoPxsTWpoY4KGHHuKLX/wivb0nPkApLy/ns5/9LLfffvvUFl6gYrEwkUiIRCJl8s1rud9yO6jfJcvtYLvfcjuo3yXL7aB+l1y2e57H21fOZmldBd98bBvb9nUMeXzbvg7+5zdf5bfeuZirL5o14m1Ect3f03/yatdDnTQ1d9J0uGvEofF08IFdBzvZdbCTB5/ZzeyqQtY01rBmcTX1s0un/ephy+97UL9LltvBdr/ldlC/S5bbQf0uWW4H9btkuR1s91tuB/W7ZLkd1D8Z5xzEvvHGG/z5n/85VVVV3HLLLcRiMZ555hn+7M/+jHQ6zR133DFdnSIiIiIiF6Sqshh/fNdqnv71QR58djfJVGbwsf54mm/8Yhtv7mjhd25ZOrg0r+/77D3STfeedkKhIDMrC6gsDI84rM1WJuNzqLX3xH1dD3Wy+1AXR9r7JvRaoWCABbNKaKgtpWFOGfVzSvnGo1vZvv/4mNsWRkNctLCSrXs76OlPjvq8w219HG7bx2Ov7KOsOMLqRdWsaaxm2fwKwiHdV1ZEREREREREcu+cSxP/4R/+IevXr+fhhx+mpqYGgIGBAe655x727t3L888/P6kPc6zQPWJFREREJB8cbuvl649uZc/h7mGPlRSG+djNS+iPp3ni9f0cahm6JHDdzGJuuaKOK5fPzOq/4bv7Eifv7Xpi6LrncBcDiYld7VpVGjsxdK0to2FOGXUziwkFA0Oe09Of5Cs/2sCew12jvk5pUYT/dufF1M0sIZPx2XWok3U7W1i3o5Vjx/uzaolGgqysr2RNYw2rFlVRFAtP6JhERERERERERE6Z0D1ir776am6//Xbuu+++Id9fu3Yt9957L4888ghLliyZ2tI8pEGsiIiIiOSLdCbDL17ex89f3Es6M+p/yo/qNy6bx103LRoyjE1nMhxq6T1xpevJpYaPdmQ32DxbOBSgflYJC08OXRtqSykvjma1bSKZ5uk3D/HMuoO0HB8Y/H5RLMTbV87m5ivqqCgZ/lr+yXvTrtvZyrqdrecc5p4p4HksqStndeOJq2WrywqyO0gRERERERERkTNM6B6xnZ2dzJ07d9j36+vr8X2ftra2qakTEREREZGsBAMB3vf2ei5uqOZfHt1Kc2vv2Bud4VdvHKC0KExtdfHgMsN7DncTT07satfqshiLastoqC1j4ZxS5s0YfrVrtiLhILdcWce7rpjHoZZeevoSRCMh5tYUEQmPvpyw53nU1hRTW1PMbVcvoKM7zvpdrazb2cK2vR2jDqwzvs+2fR1s29fBD57cSd2M4pND2RrqZhZfEKv/iIiIiIiIiEjunHMQm06nCQaHf+ARiZy491QyOfo9mUREREREJHfmzyrhLz5+GQ+vbeI/XjvAeK6N/fFzTRPaZyQcoH7WqSWGS1lYW0bZyfvSTqWA5zFvRvGEt68oiXLjmlpuXFNLfzzFpqY21u9sZcPuNvrjqVG323+sh/3HevjZi3upKo2yurGGNY3VLJ5XPq7hcsb3Od4dJ5nKUFoUoSB6zh+7REREREREROQ8NeYnAi+99BJ9fX1Dvtfd3Y3nefzqV7+iqen0hzie5/Hxj398yiPPZyUlMcLhIMlkmu7ugbE3yDOW+y23g/pdstwOtvstt4P6XbLcDup3Kd/bw6EgH35HI8FAgMde2Tflrz+jooCGOafv7Tp3RhHBwMSudp2IqTj/BdEQVyybyRXLZpJKZ3jrwHHW72hl3a4W2rvio27X1hXnqV8f5KlfH6QwGmLVoirWNNZwUX3lqIPV7r4Ez7x5iOc2NNPRfeK1PQ9WLqzipkvnclF9pZmrbPP9vT8Wy/2W28F2v+V2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3UPxljDmKfeOIJnnjiiREfe+ihh4b8swax4xcIeASDAdLpjOuUCbHcb7kd1O+S5Xaw3W+5HdTvkuV2UL9LVtonuqzwmaLhIPWzSwaHrgtrSyktnPqrXcdjqs9/KBhgxYJKViyo5Ld+o5H9R3tYt7OFdTtbOXCsZ9Tt+uIpXtlylFe2HCUU9Fg2v5I1jdWsbqwevP/tviPdfPXBDXT2JoZs6/uwcXcbG3e3cd3Fc/jYzUsIBPJ/GGvlvT8ay/2W28F2v+V2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3UPxnnHMR+5zvfma6OC1YikSaT8UmlbL55Lfdbbgf1u2S5HWz3W24H9btkuR3U75KV9tQEfpAojIVYs6iahSeXGa6tmd6rXbORy/PveR7zZ5Uwf1YJt1+7kJbj/azfeeK+sjsOdJLxR17sOZX22dTUxqamNr7zxFssnFPKknnlPLehmb6B0Zc9Bli7oZnCaIg737Foyo9nqll574/Gcr/ldrDdb7kd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1T4bn+6N8wiCDMhmftrbRf0NeRERERMSln72wh0de2DOube68cRG3XFmXoyLbevqTbNzdyrqdrWxuap+SK45P8YC/+k9XUV1eMGWvKSIiIiIiIiJu1dSUjPj9MZcmFhERERGR/Hb5shnjGsR6Hly+dEYOi2wrLghz9UWzufqi2SRTabbu7WDdzlbW72ql66ylh8fLB57b0Mwd1zdMTayIiIiIiIiI5C0NYkVEREREjJtdVcRF9ZVs3tOe1fMvaayhqiyW46rzQzgU5OJF1Vy8qJqM79PU3HXivrI7WjnS3jeh19y6t12DWBEREREREZELgJYmzkIulyYOBgMEAh6ZjG/yJseW+y23g/pdstwOtvstt4P6XbLcDup3yVJ7a2c/X/jOr+kc44rNqtIo//3uy6goiU5T2cTl+/k/3NbLoy/t5eUtR8e1XUVJlC9/6moCnpejssnL93M/Fsv9ltvBdr/ldlC/S5bbQf0uWW4H9btkuR1s91tuB/W7ZLkd1J+N0ZYmDt5///3352SP5xHfh/7+yS1BNprS0hhFRVGCwQDxeCon+8gly/2W20H9LlluB9v9lttB/S5Zbgf1u2SpvTAW5pLF1ew4cHzUYWz97BL+652rqSy1cTVsvp//ksIIhbEwL20+Mq7tBhJpXtlylEQqw4yKQmKRYI4KJy7fz/1YLPdbbgfb/ZbbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQfzaKikb+hXctTSwiIiIicp6YUVHIX3zicrbt6+CFjYdp64oTCHjMrirkymUzWDyvHC+Pr8K0qGFOKUWxEL0D4/tB7tjxfh56djc/WdvEmsZqrl9dy7IFFXl9layIiIiIiIiIjI+WJs6CliYeneV+y+2gfpcst4PtfsvtoH6XLLeD+l2y3A7qny4/enoXj7+2f9KvU10W4/rVc7hm5WzKit0uHW3l3I/Gcr/ldrDdb7kd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1Z2O0pYk1iM1CLgexIiIiIiJiW09/kv//O29wrKN/zOfOqSrkcHsf5/opLBjwWL2omutXz2F5faWukhURERERERHJcxrEToIGsSIiIiIici5tnQN89aENHGrpHfFxD/jA9Qt599vm094V5/mNzTy/8TAd3fFzvm51WYxrLz5xlWxFidurZEVERERERERkZBrEToIGsSIiIiIiMpZkKsMb24/xzPpD7GnuIp3xKS4Ic+WymdxwSS211UVDnp/OZNjU1M7a9c1s2N16zqtkA57HxYuquH51LRfVVxII6CpZERERERERkXyhQewk5HIQW1AQIRQKkEpl6O9P5GQfuWS533I7qN8ly+1gu99yO6jfJcvtoH6XLLeD+l2KxcIEAh6+T1bt7V0DvLDpMM9vaKat69xXyVaVRrl21RyuWTWbytLYVCUPYfncg+1+y+1gu99yO6jfJcvtoH6XLLeD+l2y3A62+y23g/pdstwO6s/GaIPYQE72JlmLRILEYmEikaDrlAmx3G+5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uRaMhioqiWbdXlsZ439vr+av/dDV/9KGLWdNYPeq9Ydu64jzywh7+9B9e4msPbWT9rlYyman9/VrL5x5s91tuB9v9lttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlD/ZISmfY8yRCbjk05npvyDk+liud9yO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdmmh7IOCxqqGKVQ1VdHTHeWHTYdaub6ata2DYc30f1u9qZf2uVipKoly7ajbXXTxnSq6StXzuwXa/5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9U+GlibOgu4RKyIiIiIirmQyPlv3tvPc+mbW7Wwlc44f4TwPVi6s4vrVc1jVUEUwcGEtgpRKZ9h3tJu+gRQF0RDzZxYTDtn8jW0RERERERGxQ/eInQQNYkVEREREJB8c74nz4qbDPLe+mdbO4VfJnqm8OMK1q+Zw7cWzqS4rmKZCN/oGkjzx2gHWbmims/f0/X6KYiGuXTWHW66so7Qo4rBQREREREREzmcaxE6CBrEiIiIiIpJPMr7Ptr0dPLf+EOt2tpI+x/JKHnDRGVfJhoLnvkq2P56ioztOIOBRVRrN+ytK27sG+Ot/X8+R9r5Rn1NZGuWPP7ya2VVF01gmIiIiIiIiFwoNYidBg1gREREREclXnb0JXjx5L9ljx/vP+dyy4siJe8mumkN1+dCrZHccOM6TbxzgzR2nlz+ORoJcvWIWv3H5PGZVFubsGCYqmcrwv779Ogdbesd8bnVZjPs/cQWFsdA0lImIiIiIiMiFRIPYScjlILasrIBIJEQikaKz89wfmuQjy/2W20H9LlluB9v9lttB/S5Zbgf1u2S5HdTvkov2jO+zfV8Hz61v5s0dLWNeJbuivpLrV8/h4kXV/PKVffzk+T2jPj8UDHDv+1Zw6ZKaHJRP3IubDvONX2zL+vkffscibr6iLodFk2f5fQ+2+y23g/pdstwO6nfJcjuo3yXL7WC733I7qN8ly+2g/myMNojVrwKLiIiIiIicBwKex/IFlSxfUElXb4IXN5+4l+yxjuE/ZPrA5j3tbN7TTiwSZCCRPudrp9IZ/vGnm7nvt9bQOLc8R0cwdH+JZJqBRJp4Mk0imWEgkSKeHPr9X76yb1yv+8y6Q7zr8nl4npejchEREREREZHTNIh1bGAgSTKZJp3OuE6ZEMv9lttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75Lr9tKiCLdeOZ9brqhj+/7jPLf+EG/uaCGVHn6V7FhD2FPSGZ+Hnt3Nn/32pcCJK3ATyTTxZIZ4Mk385HA0u68zI37/1JD1XFfzTsaxjn66+5OUFkZy8vpTwfV7Z7Is91tuB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/ZOhpYmzoHvEioiIiIiIdV19CV7adITnNjRztL1vwq9TFAuRTGdIJG3+AP6lP7iK6rKCsZ8oIiIiIiIikiUtTSwiIiIiInIBKy2McMuVddx8xTx2HDjOcxuaeXXrUcb7q7m9A6ncBE6TkoL8vRpWREREREREzi8axIqIiIiIiFxAPM9jSV0FS+oq6O1Psqmp3XXSiDwgEgkSDQeJhgNEwyGikcDJfw4SjQTZe7ibI+O4ujfgeby2/SjXrJyt+8SKiIiIiIhIzmkQ61g4HCQQ8MhkfJLJ7O7NlE8s91tuB/W7ZLkdbPdbbgf1u2S5HdTvkuV2UL9LVtrLi6OTfo1QMEAscmJYGgkHT34dHPw6cnJwOvzroUPVs7+OhAJjDkv3Huni8996I+vWjO/zr49tZ92OVn7n1qWUFeXf1bFW3jujsdxvuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/VPhgaxjhUWRohEQiQSKTo7+13njJvlfsvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJSvvqxmqe33h4XNvc95E1zKwsHBymBgOBHNWNbcGsUm59Wx2/fGX/uLZbv6uVXV9/lY/dvITLls7IUd3EWHnvjMZyv+V2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3UPxnufmIWERERERERpy5uqKaqNJb189c0VrN0fgUVJVEKoiGnQ9hTPnh9A+97+wLOdfFsw5xSgoGhT+jpT/LAI5v5l59voW8gmeNKERERERERuRB5vu/7riPyXSbj09bWk5PX9jwPzwPfB4t/FJb7LbeD+q/aXyMAACAASURBVF2y3A62+y23g/pdstwO6nfJcjuo3yVL7Zub2vjqgxvJjNFZFAvxP37nMmZWFE5T2fi0Hu/n2fXNbNzdRl88SWE0xPIFlVy/eg6zq4rYf7Sbf3l0K4daeodtW1ES5XffvYwV9ZUOyoey9N4ZieV+y+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6g/GzU1JSPvW4PYseVyECsiIiIiIuLar99q4V8e3UIimRnx8YqSKP/lg6uomznyD5ZWJFMZHnmhicdf2c9IPwi/45JaPnTDIqKR4LS3iYiIiIiIiF0axE6CBrEiIiIiInK+6+xNsHZDMy9tOkxr5wCe5zG3pojrVs/hquWzzqvh5I4Dx/nGL7bScnxg2GMzKgq457blLKotc1AmIiIiIiIiFmkQOwkaxIqIiIiIiJxfBhIpfvTMbp5dd2jYY54H737bfN5/TT2hoPv74IqIiIiIiEh+0yB2EnI5iC0qihIKBUilMvT2xnOyj1yy3G+5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW6HC6t/U1Mb//rYNo73JIY9Nm9GMb9323LmzijOVeowF9K5zzeW20H9LlluB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UH82RhvE6ld7HQuFAkQiIUIhm38Ulvstt4P6XbLcDrb7LbeD+l2y3A7qd8lyO6jfJcvtcGH1r1xYxec/eSVXLp857LEDx3r4/Ldf55ev7COTmZ7fYb6Qzn2+sdwO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P6J7Xvad+jDJFKZYDUyf+1x3K/5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HS68/uKCMPe+bwVrGqv57hNv0TuQOv1aaZ8Hn93Nul2t3POeZcyoKMxR9cn9XWDnPp9Ybgf1u2S5HdTvkuV2UL9LltvBdr/ldlC/S5bbQf2ToaWJs6B7xIqIiIiIiFwYjvfE+dYvt7Nxd9uwx6LhIHe+YxE3rJ6D53kO6vLbsY4+OrrjBAMB5lQXUhgLu04SERERERGZFrpH7CRoECsiIiIiInLh8H2f5zce5gdP7SSeSA97/KKFlXzi1mVUlEQd1OUX3/d5ddtRnnzjIE3NXYPfDwUDXLFsBrdcWcfcmum7x66IiIiIiIgLGsROggaxIiIiIiIiF56W4/1849Gt7DjYOeyxoliI337XkhHvLXuhyGR8vvGLbby85ciozwkFA9z7vhVcuqRmGstERERERESmlwaxk5DLQazneXge+P6J3yS2xnK/5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HdR/pkzG5z9eP8DDa3eTSg9/rcuXzuDum5dQXDA1y/BaOvc/fHonT7x2YMznhYIen/3oJTTMKZuGqomzdO5Hon53LLeD+l2y3A7qd8lyO9jut9wO6nfJcjuoPxujDWKD999///052eN5xPehvz+Rk9cuKyugpCRGKBQgHk/lZB+5ZLnfcjuo3yXL7WC733I7qN8ly+2gfpcst4P6XbLcDuo/k+d5LJpbxiWLa2hq7qKzd+jPhs2tvby0+QizqwqZVVk4qX2BnXPf0R3nH3+6hWw+wsj4J55/1YpZOe+aDCvnfjTqd8dyO6jfJcvtoH6XLLeD7X7L7aB+lyy3g/qzUVQ08q1rAjnZm4iIiIiIiMh5pLammP/vY5fyvrcvIOB5Qx7r7E3wfx/ayLd+uZ1+gx9KTMTzG5vJjOM3ybc0tXPseH8Oi0RERERERPKPlibOQi6XJg6HgwQCHpmMTzKZzsk+cslyv+V2UL9LltvBdr/ldlC/S5bbQf0uWW4H9btkuR3UP5am5i6+/uhWjrT3DXusuizGJ9+zjCV1FRN6bSvn/q++9yZvHTg+rm1+77blXHVR/l4Va+Xcj0b97lhuB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UH82dI/YScjlIFZERERERETsiSfT/Pi53Tz5xsFhj3nAzVfU8ZvX1RMOBac/Lgf64yl2HDjO1r0dbN3XzqGW3nG/xsduWcINq2tzUCciIiIiIuLWaIPY0DR3iIiIiIiIiJgXDQf5rXcuZs2iar752DbauuKDj/nA46/tZ1NTG/fctpz5s0b+gTyfpdIZ9hzuOjF43dtOU3MX6czkfo+7tDAyRXUiIiIiIiI26IrYLOiKWBERERERERlN30CKHzy1gxc3HRn2WDDg8d63L+A9V80nGAg4qMuO7/s0t/YODl63HzhOPDF1S3YFPPjif7qK6rKCKXtNERERERGRfKGliSchl4PYaDREMBggnc4Qj6dyso9cstxvuR3U75LldrDdb7kd1O+S5XZQv0uW20H9LlluB/VP1LodLXzr8e109yWHPVY/u5R7blvG7Kqic77GdLa3dw2wbd+JwevWvR109ibGtX3Ag/FcJFtdFuMzH1hJ3cz8vEJY73u3LPdbbgf1u2S5HdTvkuV2sN1vuR3U75LldlB/NrQ0cZ6KxcJEIiESiZTJN6/lfsvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJcjuof6LWLK6hobaM7zzxFm/uaBny2J7DXdz/r6/zwRsauOnSuQQ8b8TXyGV730CKt/Z3DN7n9XBb37i2LyuOsHx+JcsXVLB8QSX7j3bztR9vJNtf727tHOB/f/fXfPzdS3nb8lkTOILc0vveLcv9lttB/S5Zbgf1u2S5HWz3W24H9btkuR3UPxkaxIqIiIiIiIhMkdKiCJ/+zYt4afMRvv/kDvrjp5f3TaYy/ODJnazf2crvvnsZVWWxnLYkUxmamjvZsreDbXvbaTrclfXQFCAWCbK0rmJw8Dq7qhDvjAFyRUmUz/zmSr7+i61DjvNM4VCAZCoz+M+JVIZ//tlW9h7u5kM3NuT1cs0iIiIiIiKTpaWJs6B7xIqIiIiIiMh4tXcN8I1fbGPbvo5hjxVEg/zWOxdz9UWz8DyPeCLNa9uOsu9oN+mMT0VJlCuXz2RmRWHW+8v4PgeP9Qxe8brjwHESyczYG54UDHg01JYNDl4XzCohFBx7UNo7kOTFTUd4ZcsR2rvjhIIe82eWcP3qWhrnlfHdx9/ila1Hh223bH4F975/BaWFkawbRURERERE8pHuETsJGsSKiIiIiIjIRGR8n2fePMSDz+wikRo+FF3dWM3sikKe3XBoxKtKL26o4mO3LKWiJDri67ce72frGfd57ekffn/ac5lbUzw4eF08r4xYZOoXzvJ9n1+9foAfPbObzFkfQVSVRvnMB1Yxf1Z+3jdWREREREQkGxrEToIGsSIiIiIiIjIZR9r7+PqjW2lq7hr3tpWlUf77b19KZWmMnv4k288YvB473j/u11q+4MR9XpfNr6SsaPquRt22t51/+OmWYcPicCjA79yyhKsvmj1tLSIiIiIiIlNJg9hJ0CBWREREREREJiudyfDYK/v52Qt7SGfG96N4eXGEsuIo+490M54tC6Mhls0/fZ/XGRUFQ+7zOt1aO/v5+4c3s+9o97DH3nnpXO58x6KslkMWERERERHJJxrETkIuB7ElJTHC4SDJZJru7oGc7COXLPdbbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbQf25tu9IN19/dCuHWnun/LVDQY/GueWDg9f5M0sIBKZv8JrNuU8k03znibd4afORYY8tnlfOH9x+0bReqXtKvr9vxqJ+dyy3g/pdstwO6nfJcjvY7rfcDup3yXI7qD8bow1ip/7mLzIugYBHMBggnR5+ryALLPdbbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbQf25Nn9WCXfdtIi/+eGGSb+WB9TNLBkcvC6aW0Y0HJx85ARlc+4j4SCffM8yFswq4d+f2jXkvrE7Dhzn8996nc98YCX1s0unI3lQvr9vxqJ+dyy3g/pdstwO6nfJcjvY7rfcDup3yXI7qH8yNIh1LJFIk8n4pFI237yW+y23g/pdstwOtvstt4P6XbLcDup3yXI7qN8ly+2g/unQ1hWf8LY15bGT93mtZGldOSWF03/16GiyPfee5/HOy+Yxb0Yx//DIZrr6Tt83tqM7zv/5tze5++bFXLtqTq6TB1l435yL+t2x3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aD+ydDSxFnQPWJFRERERERkKq3d0My3frl9XNvMqizgj+5czYzyghxVudHeNcDf/2QTew4Pv2/sjZfU8pGbGnXfWBERERERyWujLU2sn2REREREREREptnsqsJxb7N0fuV5N4QFqCyN8bmPXsI1K2cPe+yZNw/xpR+so7Nn4lcQi4iIiIiIuKJBrIiIiIiIiMg0W1RbxqzK8Q1jr101fFB5vgiHgnzi3Uu5+12LCQa8IY/tOtjJX37rdXYf6nRUl/8yvk9nT5yO7jgpo/ftEhERERE5H2lp4izkcmniYDBAIOCRyfgmb3Jsud9yO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdstwO6p8u41meeMm8cj770UtyXDR5U3Hudx48zgM/2Uxnb2Loawc8PvquxdywunYqUoex8r45U3vXAE+/eYjnNzbTffI+u5FwgCuXzeSmS+dSN3Pk5dHykcXzf4rldlC/S5bbQf0uWW4H2/2W20H9LlluB/VnY7SliYP333///TnZ43nE96G/PzH2EyegtDRGUVGUYDBAPJ7KyT5yyXK/5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HdQ/XepmFtPVm2DvkeH3Rj3TjPIC/ujOi4lFQtNUNnFTce6rSmNcuXwmu5s76eg+vSSx78OGXW10dMdZUV857MrZybLyvjlly552vvj9N9m+r4NE8vSHSemMz/6jPTy3vpmiWIiFc8ocVmbP2vk/k+V2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9WejqCg64ve1NLGIiIiIiIiIA57ncffNS7jzxkWUFIaHPR7wPK5YNoP/fvellBeP/EP9+aqiJMp9H7mEG1bPGfbY2g3NfOn7bw4Z0l5o9hzu4ms/3kg8kR71OT7w/Sd38tLmw9MXJiIiIiIiQ2hp4ixoaeLRWe633A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g/pdSKYyrNvZwoFjPaQzPhUlUS5bMoOKElsD2Fyc++fWH+J7v9pBKj3044vSogifuv0iFs8rn5L9WHrffOn7b7J9//GsnltSGOavP/V2wqH8/l18S+f/bJbbQf0uWW4H9btkuR1s91tuB/W7ZLkd1J+N0ZYm1iA2C7kcxIqIiIiIiIjIue0+1Mnf/2QTx3uG3zf2I+9s5MY1tXje1C5VnK+aW3v5H19/dVzb/P57l/O2FbNyVCQiIiIiIqMNYvP71yFFRERERERE5ILXUFvGX3z8chrnDr3faTrj82//sYN/fWw7ydToy/SeT7bubR/3Nlv2jH8bERERERGZPA1iRURERERERCTvlRVH+dOPrOEdl9QOe+yFTYf5P//2Ju1dAw7Kps/htl7W7WwZ93Zv7mzl4bW72XWwk0xGC6OJiIiIiEwXLU2chVwuTVxQECEUCpBKZejvT4y9QZ6x3G+5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H9btkuR2mr/+FjYf5zhNvkTrr/k4lhWE+dftFLKmrGPdr5uu5P9zWy+vbj/HG9mMcbOmd9OsVxUKsqK9kVUMVF9VXUVoUmYLKycvX858Ny+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qz8ZoSxOHcrI3yVokEiQSCZFIpOjvd10zfpb7LbeD+l2y3A62+y23g/pdstwO6nfJcjuo3yXL7aB+lyy3w/T1X7NqNrU1Rfzdw5vo6I4Pfr+7L8mXf7CeD9+0iHdeOndc943Np3Pf3NrLG9uP8fpbxzg0BcPXM/UOpHht2zFe23YMD1gwu4SVC6tY2VBF/axSAgE399rNp/M/XpbbQf0uWW4H9btkuR1s91tuB/W7ZLkd1D8ZGsQ6lsn4pNMZs0sDWe633A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g/pdstwO09tfP7uUv/j45fzDI5t568Dx0w2+zw+e3Mnew938zi1LiISDWb2e63N/6OTw9Y3txzjUOrXD19H4wJ7D3ew53M3PXtxLcUGYlQsrWbmwiosWVlFcEJ6WDnB//ifDcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P6J0NLE2chl0sTi4iIiIiIiMjEpdIZfvTMLp584+Cwx+pmFvOZD6ykuqzAQdnYDrX0nFh2+K0WmrMcvtbPLmHx3HKeWX+IRDJzzud6wG+/awk+Ppt2t7FtXweJ1Lm3GdzWg4VzSlm5sIpVDVXUzSwhMI4rjEVERERELiSjLU2sQWwWNIgVERERERERyW8vbz7Ctx7fTvKsQWNxQZg/eP8Kli2odFR2mu/7g1e+vr79GIfb+rLarn52KZcvncFlS2qoLj8xVN51qJOvPbSRnv7kiNsEAx4fv3Upb185e/B7yVSat/YfZ2NTG5t2t3G0I/t12UqLIqysr2RlQxUr6ispik3f1bIiIiIiIvlOg9hJ0CBWREREREREJP/tO9LN3z28ibaugSHf9zz40A2LuPmKeeO6b+xU8H2fQy29J698zX74unBOKZctmcFlS2tGvaK3pz/J8xubWbu+eXCoWloY5uqVs7lxTS015ee+EvhoRx+bdrexsamN7fuOk0pnd7VswPNoqC1lVUMVKxdWMW9G8bSfVxERERGRfJKXg9j29nYeeOAB3nzzTQ4dOkQikWDu3Lnccccd3H333QSDp+/j8tOf/pRvfvObNDU1UVRUxPXXX8+f/umfUl1dPeQ1W1pa+PKXv8zatWvp6+ujvr6ee+65h/e+970T7tQgVkRERERERMSG7r4E//jTLWzb1zHssSuWzeATty4jGsnuvrET5fs+B08NX7cf40h7dsPXhjmlXLZ0BpctmUFVWWxc+0ymMmR8n0goMKGhaDyZ5q39HWzc3cbG3W20dg6MvdFJ5cURVi48MZRdvqCSwlhoXPvdsqedzp44oVCAhXPKqK0uGne/iIiIiIhLeTmIfeONN/j0pz/NBz/4QVavXk0gEOCZZ57hwQcf5BOf+ASf+9znAPj5z3/On/zJn/DBD36Qm266iba2Nh544AFKS0v58Y9/TCh04j/wk8kkv/mbv0lvby+f+tSnqK6u5sknn+Shhx7iq1/9KrfeeuuEOnM5iC0rKyASCZFIpOjszH5JoHxhud9yO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdstwO6nfJcjvkT386k+HHzzbx+Gv7hz02t6aYz9yxkhlnXS062Xbf9zlwrIc33jrG69tbOJrt8LW2lMuXzOCypTOoLB3f8PVMU3nufd/nSPuJq2U3NbXx1oHjpNLZfXwUDHg0zi07MZhtqKK2umjEwXB/PMVPX9jDCxsP0xdPDXls8dwy3n9NfV4sJ52NfHnfT5T63bHcDup3yXI72O633A7qd8lyO6g/G6MNYrP/FcUcWLx4MU8//TRFRad/0/Gmm25i3759PPbYY4OD2K997WvceOONfOELXxiy7Z133snjjz/ObbfdBsBjjz3Gzp07efjhh1mxYgUAN954I0ePHp3UIFZERERERERE7AgGAtz5jkXMn1XCvz62jcQZ94092NLD//rW69z7/hVcVF8FQDyRZktTG4lUhmg4yIzSKOFQYMz9nBq+nrryNdt7ri6qLTt55WvNpIavueJ5HrOriphdVcS7rqhjIJFi274ONjW1s2l3K21d8VG3TWd8tu8/zvb9x3nw2d1UlkZZubCKVQurWLagglgkRE9/ki99fx0HW0b+pfcdBzv56x+u5+O3LuXaVXNydZgiIiIiIjnndBBbWlo66mM1NTUA7Nu3j/379/PpT396yOOrVq2iqqqKtWvXDg5in3/+eebOnTs4hD3lxhtv5POf/zwHDhxg3rx5U3wUkzMwkCSZTJPO8j4s+cZyv+V2UL9LltvBdr/ldlC/S5bbQf0uWW4H9btkuR3U75Lldsi//iuXz2R2VSF/9/CmIUvt9g6k+MqPNvDut81nIJ7ipS1H6I+nBx8vLghz7cWzufXK+RQXhIe8pu/77D966srXYxzLdvg6t4zLl8zg0hwNX3N57mOREGsaa1jTWIPvL6a5tZdNTe1s3N3KzoOdpDOjXy3b3hXnufXNPLe+mWDAY/G8ctq6BsY8b74P3/rldmZVFtI4t3yqD2lK5dv7frzU747ldlC/S5bbwXa/5XZQv0uW20H9k+F0EHumeDzOsWPHePDBB9m8eTP/9E//BMDevXsBmDVr1pDne55HQ0MDTU1Ng9/bu3cvs2fPHvbajY2NADQ1NU1oEOt5Jy5bBoZdslxSEiMQ8Egk0vT3Jwa/HwwGKC6OAtDTEx/yh1tQECESCZLJ+HR3D73nyqn9DAwkiZ+xNE84HKSwMAJAV9cAZ64oXVQUJRQKkEpl6O09/VupnudRevKHu76+BMnk6R8qo9EQsVh40sd0qrGgIEJZWYGpY4rHU4PHFIuFzf05RSIhAgGPsxcXv1Dee66PKR4/3WftmE5t53ne4OtZ+XM69XhR0Ym/t9bee5mMTywWJBwOkkik9fdJx5T1MZ3ZZ/GYLP87Nx5PUVISIxwOEggEzL73+vpOd4Otv0+W/5072jFZ+P89/TvX3TGd2s/ZHxBcKO+9XBxT3cwSvvSZa/i/P1rPhp2tg9/3ffjFy/sYSU9/kl++sp91O1r5n797JdEg7D96+srXY8fHHr56nBi+nrrn69xZpTn9czp1boPBwOA5z8WfE0BtTTG1NcXc8Y5GEqk063e08PrWI2xqaqej+9xXy450797R+D489vI+/ttdlXn93jv1muFwcMh+4Pz7+6RjmtpjOvMxi8cUj6cGjykWC5v7czof/p179n/nW/r7ZP3n3JGOycL/753aX0lJjFgsbO6YTr2mxX/nnvqzOPt4LpT3nutjmo5/544mbwaxt912G/v376eiooKvfOUrXHHFFQB0dXUBUFhYOGyboqIijh07NvjP3d3dVFYOv3/IqW1PvdZERCIjn6pwOEgwGCBz1m9/BgLe4DaBQIL0GX+3QqEAkUhoxMn7qW3O/st45ut5HkOGb6deD4b+H4/nnX69gYHkkMeCwYCOScekY9Ix6Zh0TDomHZOOScekY9Ix6Zh0TBfEMVWWFfCXv3813/r5Zh5Z2zTic0ZypL2Pzz7wAtFwcMgVtaPxgOULq7jm4jksnVtGWVEkZ8eUL39OhYURrl41hxXzK/B9n4MtvWxqamPb/uNs29s+rG+8Nu5uo6M7TmVl0bQd0/n456Rj0jHpmHRMOiYdk45Jx6Rjyu0xjWbkrRz42te+RltbG6+//jqf+cxnuPfee/nDP/zDwcl7MBgcts2ZU/lT/xwIDD/YU8/zvNEn0mNJJFIjfv/Upcyp1NA3QCbjD25z9hsqlcqQSKRG/GHk1DZnv6HOfL2zr4A8se/UsAbfZ9SGdDqjY9Ix6Zh0TDomHZOOScekY9Ix6Zh0TDomHdMFc0yBgMeHb1rMnMpC/ulnW865nO6ZuvuSdJMc9XEPWDyvnMuWzuBtK2YxZ2YJMPxqggvhz8nzPObNKKZuZgkfuTlGb3+S17YcYf2OFjY1tdHZO/TKrWz4wN7DXcybXerkmAY7zqM/Jx2TjknHpGPSMemYdEw6Jh3T1B/TaINazz97mpkHvvCFL/Dd736Xp59+mh07dnDvvffyve99j8suu2zI8+6++24GBgZ48MEHAbjjjjsoLi7m29/+9pDnvfrqq3zsYx/jn//5n7n++uvH3ZPJ+LS19Uz8gM7hxDJ3HpmMP2xib4HlfsvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJcjuo3yXL7WCj3/d9/vjvX+R4z/iHgqd4Hiw5OXy9dHENZSeXUXMp3899xvc5cLSHv/nhenr6Rx9sj6S0KMJVK2ayprGGRbVl51z6zYV8P/djUb87lttB/S5Zbgfb/ZbbQf0uWW4H9WejpqZkxO/nzRWxZ6qrq8P3fY4ePcqCBQsA2LVr15BBrO/77Nq1i2uuuWbwewsWLODVV18d9nq7du0CoL6+PrfhE1BYGCESCZFIpIatK22B5X7L7aB+lyy3g+1+y+2gfpcst4P6XbLcDup3yXI7qN8ly+1go7+rLzmhIeyp4evlS2dwyZIZQ5Ydzgf5fu4Dnsf8WSXMn1XClj3t49q2qzfBE68d4InXDlBcEGb1omrWNFazvL6SaHj4CmrTLd/P/VjU747ldlC/S5bbwXa/5XZQv0uW20H9k+F0EHvkyBFmzZo17PvPP/884XCY+vp6ysvLmTt3Lk899RR33XXX4HPWr19Pe3s711577eD3rrnmGh599FE2btzIqlWrBr//9NNPM3/+fOrq6nJ7QCIiIiIiIiKS15Kpif0G/BfvvYqa8oIprrnwvG35zHEPYs/U05/khU2HeWHTYSKhACvqK1ndWM3Fi6opLcyv4biIiIiIiNOliT/3uc+xfft23vve97Jw4UJ6enp49NFHefbZZ7nvvvv45Cc/CcAjjzzCZz/7We666y5uuOEG2traeOCBBygqKuLhhx8mHA4DkEgkeP/7308ikeBTn/oUlZWVPPPMM/zwhz/kb//2b3nPe94zoc5cLk3sed7gjYLzcJXoMVnut9wO6nfJcjvY7rfcDup3yXI7qN8ly+2gfpcst4P6XbLcDjb644k0n/rKc8PuFXUusUiQv/+v1+F5+bUk7pksnHs4MQi/7x9entD9Ys/F82BRbRlrGmtYs7iamRWFU/r65963jXM/GvW7Y7kd1O+S5Xaw3W+5HdTvkuV2UH82Rlua2Okg9uWXX+aHP/wh27dv5+jRo0QiERYuXMiHP/xhbr/99iHP/clPfsI3v/lNjQH0BAAAIABJREFU9uzZQ1FREddddx333XcfNTU1Q5539OhRvvzlL/P888/T29vLwoULueeee3jf+9434c5cDmJFREREREREZHp97aGNrN/VmvXzr7t4Nh+/dVkOiy4sb+3v4G9+uIFUOnPO561prObudy1hU1Mb63a2smVvO8nUubc5ZU51EWsaq1nTWMOC2SUE8niILiIiIiL25eUg1goNYkVERERERETOH1v2tPM3P1yf9fPv/8Tl1M0c+YMVmZgdB47zLz/fSlvXwLDHPA9uWF3LR97ZSCgYGPx+PJFmy9521u1sYcOuNnr6k1ntq7w4wurGGtY0VrO0roJwKDD2RiIiIiIi46BB7CRoECsiIiIiIiJy/vB9n+8+8RbPrm8e87m3XT2fD1zXMA1VF550JsPGXW28uu0onT0JwqEAC+eUct3Fc6gsjY257a6Dnazb2cq6nS20HB8+0B1JLBJk5cIq1jRWs6qhisJYeCoORUREREQucBrETkIuB7FFRVFCoQCpVIbe3nhO9pFLlvstt4P6XbLcDrb7LbeD+l2y3A7qd8lyO6jfJcvtoH6XLLeDrf5MxuehZ3fzxGv7GemDkYDn8f5r67ntqvl5fW/YUyyd+5FMpt/3fQ619p4Yyu5oYe+R7qy2CwY8ltSVn7ivbGP1mMPf0VzI5z4fWO633A7qd8lyO9jut9wO6nfJcjuoPxujDWJDOdmbZC0UChCJhICU65QJsdxvuR3U75LldrDdb7kd1O+S5XZQv0uW20H9LlluB/W7ZLkdbPUHAh53vmMRN1xSy3PrDrH9wHEG4mkKYyFWLKjg+tW1VJREXWdmzdK5H8lk+j3PY25NMXNrinnv1Qvo6I6zfmcLb+5sZfu+DtKZka9BSGd8tu7tYOveDr73qx3Mn1nCmsZqVjdWM29G8ZgD+GQqzRvbW2g60k0ilaHo5Htn+fwKE8P7Uy7k945rlttB/S5Zbgfb/ZbbQf0uWW4H9U9q39O+RxkilcoAqZP/a4/lfsvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJcjuo3yXL7WCzf0Z5AR+6cZH53/K3eO7PNJX9FSVRbrxkLjdeMpe+gRSb97Tx5o4WNjW10R9Pj7rdvqPd7DvazSMv7KG6LMbqxmrWNNaweF4ZwcDQ+8o+u+4QD69tGnaf2sdf2cesykI+futSFs8rn/SxTAe9d9yx3A7qd8lyO9jut9wO6nfJcjuofzK0NHEWdI9YERERERERERHbUukMb+0/zrqdLazb2UpHd3YD96JYiFUN1axprOaihZX8x+sHeOT5PefcJhT0+M8fXMVF9VVTkS4iIiIieU73iJ0EDWJFRERERERERM4fvu+z72g363a0sm5nCwdberPaLhjwRl3q+GyF0RB/9QdXURQLTyZVRERERAzQIHYSNIgVERERERERETl/HTvez/qdrazb0cKOg8eZqk/L7nrHIt51Rd3UvJiIiIiI5C0NYichl4NYz/PwPPD9E7+NaY3lfsvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJcjuo3yXL7WC733I7qH8q9fQn2bCrlXU7W9m8p41EcuL3EisrivDR31hMZWmMipIoZUURAgFvCmsnzvd9mg53cbS9H4AZFQU0zCnF8/KjL1v59N4ZL8vtoH6XLLeD7X7L7aB+lyy3g/qzoUHsJORyEFtWVkAkEiKRSNHZ2Z+TfeSS5X7L7aB+lyy3g+1+y+2gfpcst4P6XbLcDup3yXI7qN8ly+1gu99yO6g/VxLJNFv3dbB+Zwu/fquF3oHUpF4vGPAoL45QUXJiMFtZGqWiJEZlSZSK0iiVJbGcD2t93+elzUd4/NX9HGoduiTzrMpCbr5iHtddPMfMQDZf3zvZsNwO6nfJcjvY7rfcDup3yXI7qD8bow1iQznZm4iIiIiIiIiIiHGRcJDVi6pZvaiaG1bX8vlvvzGp10tnfNq64rR1xUd9TsDzKC+JUFFyekh7YlB7cnhbEqWsOEIwEBj3/n3f53u/2sHTbx4a8fEj7X18+/G32H2oi4+/eymBPB7GZnyfA0d7SB/tobgwwtyaItdJIiIiIsPoitgs5PKK2HA4SCDgkcn4JJPpnOwjlyz3W24H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW20H9LlluB9v9lttB/dOhP57iv3ztBVLpiS9VPFU8D8qLTw5oTw1sS6MnB7Unvh5pWPsfrx/g35/amdU+PnDdQm67ekEO6icnmUrz1K8P8cy6g7QcHxj8fiwS5KoVs7j1yjqqywscFmbPwvv+XNTvjuV2sN1vuR3U75LldlB/NrQ08STkchArIiIiIiIiIiI2fOPRrby4+UjWz184p5RQMEBH9wAd3XFS6en7GM7zTtyj9tT9acuLI7yw8TDxLO95WxgN8TefeTvRcDDHpdnrG0jx1Qc3sOtQ56jPKYqF+KMPXUxDbdk0lomIiMiFToPYSdAgVkREREREREREDhzr4fPfep10ZuyP0ypLo3zh9942OMj0fZ/uviQd3XHauwdo74rT0R2n44yv27vjeXHF7SkX1VeycE4p0UiQWDhIJBwkGg4Si4z8dTQSmNCSydnwfZ+//dEGtuxpH/O5RbEQ93/iCqrKYjlpERERETmbBrGToEGsiIiIiIiIiIgAvLz5CF//xVbO9YlaUSzEn35kDXUzR/5AbjS+79PTnxw6pO2On/znE193dMdJpvJnWHu2UDBANBw4x7D25P8O+TowyvdPf72nuZMv/WB91h3vvGwuv/XOxTk8UhEREZHTNIidhFwOYqPREMFggHQ6Qzyeysk+cslyv+V2UL9LltvBdr/ldlC/S5bbQf0uWW4H9btkuR3U75LldrDdb7kd1D/dtuxp58Fnd7H/6NDPizxgVUMVd93UyMzKwpzs2/d9egdStHedHsy2dw2cHNye/jqRx8Pa6VAQDfGVz7ydSB4trXw2a+/7s6nfHcvtYLvfcjuo3yXL7aD+bIw2iA3lZG+StVgsTCQSIpFImXzzWu633A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g/pdstwOtvstt4P6p9uK+kqWL7icpsNd7D/WSyKdoSgaYsncMmrKC3K6b8/zKC4IU1wQHvWK2zOHtacGtK9vP8a2fR05bcsn/fEUzW29LJhV6jplVNbe92dTvzuW28F2v+V2UL9LlttB/ZOhQayIiIiIiIiIiMg4eZ5Hw5wyLlk2a/CDvc7OftdZwMjD2lUNVdz3Dy+TGcfieDdeUks4GGAgkSaRTBNPpkf5OkM8mc7V4UxYInlhXxUsIiIi7mlp4izoHrEiIiIiIiIiImLdAz/ZxBtvtWT13FUNVfzRhy7O+rUzvk/y5EB2IJkmkUhn8fUZz0+miSfO+PrkP8eTaVLpiX18+b9//23MytES0SIiIiJn0tLEIiIiIiIiIiIiF7CP/sZi9h7pprVz4JzPqyiJ8rGbl4zrtQOeRzQSJBoJMtWLAafSGX6ydje/fPVA1tvMripkZkVul4kWERERGUvAdYCIiIiIiIiIiIjkXllxlM999BIW1ZaN+pz62SX82UcvobI0No1l5xYKBnjnZXUEA17W2/T2J+nojuewSkRERGRsWpo4C1qaWEREREREREREzhe+77O7uYvnNzRzpL0PH5hZUcC1q+bQOLcMz8t+4Dmdnvr1Qb73qx1ZP7+6LMaf3LWaGRVanlhERERya7SliTWIzUIuB7ElJTHC4SDJZJru7nMvC5OPLPdbbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB3v9z7x5kB88tTPr+8aWF0f4k7vWMKe6KMdl42ft3J9N/dOvuy/BS5uPcLC1l3TGp6IkypqGahpqS/P2FyhGYvHcn2K5HdTvkuV2UH82dI/YPBUIeASDAdLpjOuUCbHcb7kd1O+S5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3s9d94yVwuWVzD2o2H+fVbx+gdSBGLhFg6v4LLl1Tzsxf3snVvx+Dzj/ck+OL33uSPP7ya+bNG/oDUFWvn/mzqnz7pTIYfP9vEk78+SOqs3l++vI8Fs0r45HuWUVtT7KhwfCyd+7NZbgf1u2S5HdQ/GcH777///mnfqzG+D/39iZy8diAQIJPxSSYzpFLpnOwjlyz3W24H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgeb/bFIiCXzyrlhTS3vv66Bd1+9gNWNNZQVRrh86QwOHuvlSHvf4PMTqQyvbTvGkrryvLr3rcVzfyb1T49MxueffraVtRuayYyyuOXxngSvbj3KqoYqSosi01w4flbO/Ugst4P6XbLcDurPRlFRdMTva2niLOgesSIiIiIiIiIiIjak0hm+/uhWXtt2bMj3o+Eg//mOlSxbUOmoTGT8xnNv5JmVhXzhnisJBOwsUywicr4YbWniwDR3iIiIiIiIiIiIiORMKBjg99+7gmtXzR7y/XgyzVce3Mj/Y+/Ow+u66wP/v++iq82SV8V27MR29o3sLIEsbCkNIUBKS9kS2g4DLUw7Q0uh27RMZzq0P2Cg05aHwkApkB9hKxMgUPY1QAIkjkPsJDiJ48RJnFi2JVnb3c784VixNluydPW9H+f9eh4eKeeee+/7HF/da/TxOef2rbsSlUmzU88yvvmzB2e8/s7dQ9xxX28DiyRJs+UgVpIkSZIkSdJRJZ/P8forTuOFF6wdt7xaq/OP/3YHP73rsWnuKTWP+x7uZ+ee4Vnd56ZfPNqgGknSkSimDniqKxTy5PM56vUs5EWOI/dHbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkdju7+fC7Hq194Mm2tBb78owfGltfqGR+84ReMlk/n4glHzS6ko3nfR9DM/VmW8dieYb6/cces77tr7+wGtyk0874/nMjtYH9KkdvB/rlwEJvYokWtlEpFyuUqfX3N/yE5UeT+yO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3w9Hfn8vl+LVLT6S1pcDnv3ff2PIsg49+ZQujlRovmHDU7EI52vd9s2u2/r7BMlse2M3mbXvYsm03vf2jR/Q4Ea4P22z7fjYit4P9KUVuB/vnwkGsJEmSJEmSpKPalRetp61U5Lpv3DNu+XXfuIfRSo0XP2tdojI9VY2Uq9zz4F42b9vD5m27eejxwXl53LU9nfPyOJKk+ZHLsixLHdHs6vWM3t59DXlsD+dOJ3I72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7fDU6//Bpof52FfvYuJvRF/y7PVcfckGcrmFO5rwqbbvm81C91drdbY9MsDmbbvZvG039z7cT60+/7+a/4trL+SEY7vn/XHnU+TXTuR2sD+lyO1g/0z09HRNudxB7Aw0chArSZIkSZIkaeHcsmUnH/7S5klDsMsvPI5XveCkBR3GRlWp1ti7r0wuB0sWtVIs5FMnNZ0sy3i4d4jN23azZdse7tq+h5Fybcb3z+XghNXdLOtu5ad3PT6j++Rz8Fe//XSOO2bqYYAkqXEcxM6Bg1hJkiRJkiTp6LFx6y4+8IVfUJ1wVMyl56zm2hedFuI6myls3znAN3/2EDdv2Umlun/ftbcWec5Zq3jBhWtZubQjcWFaewZGnzjidQ+bH9hN377yrO6/enkHZ6xbxhnrl3Lq8UvoaGsB4Es33c8XfnD/jB5jaVcrf37NBSzrbpt1vyTpyDmInQMHsZIkSZIkSdLRZfO23fzD5+9gtDL+KMVnnH4Mb3jJGR7lOcG3b32I675xz6TTOh/QUszzxqvO4IJTj1nYsCOQZRnVWp1iIT+nI6CHRqrc/eCeseu8PtI7NKv7L+4sccb6pZyxfhmnr1t6yOHpTzY/ypdu2jbpOfI5mHiG4zUrOvnT150/NsiVJDWeg9g5aOQgtr29RLGYp1qtMzw8u38h1Qwi90duB/tTitwOsfsjt4P9KUVuB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3s37qjj/d95naGR6vjlp970gp+7+Vn0lIszFfqJJH2/c2bd/LPX7zzsOsV8jne9qpzOfX4pQtQNTtZlnHPg3v5zm072Lh1F+VKnUIhx5nrl3HZOcdyzskryB9mKFut1bl3R9/YEa/3PzxAfRa/Xm8tFTjtuCWcsX7/Ua/Hruic1SA4yzLu3r6XHb1D1LOMxZ0lTl+3hE9985f85M6d49Y99bgl/OFvnktLsfn+QUGk1/5EkdvB/pQit4P9MzHdILbYkGfTjJVKBUqlIuVyleHh1DWzF7k/cjvYn1LkdojdH7kd7E8pcjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYP9Jaxbz9lefx3s/vZF9w5Wx5Ru37uLvP7eJ3/+1s2ktNWYYG2XfV2t1Pv3tX85o3Vo94zPf2cp/ff3TG1w1O9VanX/997u46Y5Hxy2v1TI23dvLpnt7OX3dUt5y9VnjjiKtZxk7Hh8cO93w3Q/uoVypT3z4aRXyOU44tnts8LphdfecjrTO5XKctm4pzzz72LHXTl/fML/z4tPp21dmywN7xta9+8G9fOTGzbzxpWcedsC80KK89qcSuR3sTylyO9g/Fw5iE6vXM2q1OvWJ548IInJ/5HawP6XI7RC7P3I72J9S5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwX6Adau6eMdrz+c919827pqem7ft4b2f2ch/+fVz6Gib/1+jRtn3G3+5i72zuNbp/Y8M8LVbtrNuZRetpQKllgJtLQVaSwVaW/JzPh3wkfj41+6eNISdaMsDe/jfn7+D337xadyzfS+bH9jDlm276R+qHPJ+E63p6Ry7zuspxy2hvbXxr51iIc9brn4af3vdrTz0+JNndrxly2Ms62rjlc8/ad4b5iLKa38qkdvB/pQit4P9c+GpiWfAa8RKkiRJkiRJR7fH9gzx7k9tpLd/ZNzydau6+MNXnkNXRylRWVof/9rdfPe2HfP2ePlcjtZS/skBbUuBUumg71sKtJUOfJ+nrVSktSU/YfnU3+fzkwe8Wx/q439+8ufz1j/R0q7Wcdd5XbKotWHPdTh7Bkb5m0/8jN39o+OWv/qFJ3P5hcclqpKkpwavETsHDmIlSZIkSZKko9/u/hHeff1Gdu4eGrd8zYpO/uhV5yYdsqXyoS/eyU827zz8ik2gWMg/MZTdP7htbSmwu39k1ke1Hkp7a5HTjn/yOq+rlnUs+BG+h7Jj1yDv+sTPGTrousc54PdefhYXnnZMujBJOso5iJ0DB7GSJEmSJEnSU0PfYJn3Xr9x3CleAY5Z2s7bXnUuKxa3JypbeA88OsAHvnAHj/eNHH7lo1SxkOOkNYs5/YnB6/pVXRTyR36d14Vw9/Y9vPfTG6nWnvzVf7GQ522vOpdTjluSsEySjl4OYufAQawkSZIkSZL01LFvuML7PnM79z/SP275su5W/vhV57FyWUeisoVx744+vvSjbWy6t/eI7r9uVRdZljFaqVOu1Bgp1yhXatSCXFtw9fIOzjlpBWesX8rJa5fQ2lJInTRrt2zZyQdvuHPcss62In/6ugs4dkVnoipJOno5iJ2DRg5iFy9up1QqUi5X6esbbshzNFLk/sjtYH9Kkdshdn/kdrA/pcjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9hzI8WuXvP7eJex7cO255d2eJt73qXNb2LJrT4zfjvr97+x6+9KNtbN6254gf47Tjl/D215w/5W3VWn1sKDt60ID2wPejlRrlSp2RcnXSEHeq9fd/X2e0Ujvi3qm89y3PYWlX856Geqavna/fsp3rv7113LLl3a382TUXJt2+Znztz1TkdrA/pcjtYP9MTDeILTbk2SRJkiRJkiQpsPbWIm995Tn80xfu4Bf37R5b3j9Y5u+uu5U//M1z2bC6O2Hh/MiyjM3b9vClm+7nnof65vRYraUCr37hKdPeXizkWdSeh/aWOT3PRPUso/LEQHakUqP8xFB3pFLj3753L/c/MjDjx1q9vIMli0rz2pfKrzzjeHYPjPL1nz44tqy3f5T3f/Z2/uS159Pe6nhAkhqt8M53vvOdqSOaXZbB8HC5YY9frdapVGrUavWGPUcjRe6P3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72H8oxUKeC089hod3DfJI79DY8kq1zi1bdnLy2iUsX9x2xI+fct9nWcbt9/bykRu38JWfPEBv/+iU663p6eS1l5/C009fyaZ7d017euFF7S38518/mxOOXfjhdC6Xo1jI01oq0NnWQndniWXdbRyzpJ0Vi9v58Z2PzvixrnrOek5cs7iBtfNjpq+dMzYs45HeIR7eNTi2rH+wzAOP9vOM01eSz+canTqlyO87kdvB/pQit4P9h9PZOfWZBjw18Qx4jVhJkiRJkiTpqatWr/PRG7fw4zt3jlteKub5/VeczZkbliUqm716lnHr3Y/z5R9tY/tj0//Oc93KLl7y7PWcd8oK8rn9w7o9A6N8b+MObrrjkbHB7aplHVx6zrFcfPZqFs3zka7zIcsy/uHzd7Bx667Drru2p5M/v/bCkNeEPZRKtcZ7P337pNNsP/usVfyHK08nl0szjJWko4nXiJ0DB7GSJEmSJEnSU1s9y/jk1+7muxsfHre8WMjxey87i/NO6UlUNjP1esYtW3by5R8/MO7oyIlOPLabq56znqedsPyQA7pavU6OXLIjKmdjtFzjn/7v+FNMT7S2ZxFvfeU5TX1t2LkYHKnwt5+8lR0T/uyvvGgdr7jsxERVknT0cBA7Bw5iJUmSJEmSJGVZxme+s5Wv3fLguOX5XI43XHU6zzpjVaKy6VVrdX5y505u/PE2du4Znna9U49bwlXPWc/p65YelUdI1usZP73rMb5960P88qBr4a7p6eR5563h4qetpnSUHQk7UW/fCH/ziZ+xd9/4y/Bd86JTed55axJVSdLRwUHsHDRyENvSUiCfz1GvZ1QqtYY8RyNF7o/cDvanFLkdYvdHbgf7U4rcDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYfySyLOOLN23jhh/eP255Dnj9Fadx6TnHzuhxGt1eqda56Y5H+MpPHmBX38i06525YRlXPXs9pxy3ZFaPH/m1MzRSYbRap6OthUXtLeH657Lvt+8c4G+vu5WR8pP3y+XgP139tAU7qjvyaydyO9ifUuR2sH8mphvEFt75zne+syHPeBTJMhgeLh9+xSPQ1dVGR0cr+XyO0dFqQ56jkSL3R24H+1OK3A6x+yO3g/0pRW4H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5Hew/ErlcjtOOX0prS4E7t40/1e3Grbtoby1y4prFh32cRrWXKzW+fdsOPnjDndy8eSdD0zz2uSet4D+85HSuvGg9yxe3zfp5Ir92WooFVvV0sXRJR8j+uez7xYta2bC6m5s37+TgQ7Q2/nIXp69byrLu2b8WZivyaydyO9ifUuR2sH8mOjunPrV9sSHPJkmSJEmSJElHsV995vG0lgp88mt3c/ApB6//1i8ZrdR4yUXrFvQUvyPlKt+5bQdfu+VB+genP6jkglN7uOrZ6zl+5dRH7ujod8b6ZfzOlafz4S9tHltWrtb5+89t4s+uuYBVyzoS1knS0cVTE89AI09NnMvlyOX2H3Ub8Y8icn/kdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/vnwo188wkdu3MLEp7/iWcfz65edOO0wdr7ah0aqfOvWh/jGTx9k33BlmueCZ56+kisvWseankVH/FzjHzP9vp+LyP3z1f6VnzzA575777hlKxa38efXXsjiztJcM6flvk/H/nQit0Ps/n3DFQaGKpRa8izraqNR/0bKa8TOQSMHsZIkSZIkSZJi+/ndj/HBG+6kVh//q9bnn7+G11x+CvkG/NZ333CFb/z0Qb7584cYnuY0i4V8jovOXMWVF61jpUc5aoIsy7juG/fw7Vt3jFu+flUXb3/NebSVPKGmpJiyLOPWex7nWz9/iLu27x1bvmRRieeeu4bnX7CWRe0t8/qcDmLnwEGsJEmSJEmSpEO5475e/vHf7qBSrY9b/pyzVvFbLz6NQj4/L8/TP1jma7ds59u37WC0XJtynWIhx8VPW82Ln7WOFUva5+V5dXSq1zM+8H9/wa33PD5u+dknLuf3X/G0eXvdStJCqdbq/J8vb+aWLY9Nu86SRSX+8JXnsvaY+TlLBDiInRMHsZIkSZIkSZIO5+7te3j/5zZNGpBeeGoPb3zpmRQLRz7U2jMwyldvfoDvb3yY8oRh7wEtxTyXnXMsv/rM41nW3XbEz6WnlnKlxnuu38jWHX3jll9y9mp+64rTFvRax5I0Vx/76l18//aHD7ve4s4Sf/XbT2fJotZ5eV4HsXPQyEFsZ2crxWKearXO4OBoQ56jkSL3R24H+1OK3A6x+yO3g/0pRW4H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5HexvhPse7ud9n9nI4Mj40wWffeJy3vzysyi1FICZt+/qG+arP9nODzY9TLU29a9yW1sKPO/8NbzoGcc39NqeB2vGfT8bkfsb0b5vuMLffOLn7Nw9NG75yy7ewMsu3jAvz3GA+z4d+9OJ3A5x+nfsGuS//p+bZ7z+Cy9cy2teeMq8PPd0g1hP8p5YsZinVCoCU1/HodlF7o/cDvanFLkdYvdHbgf7U4rcDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvY3whTE3GsAAAgAElEQVQnHNvN219zPu+9/jb6hypjyzfd28v7P3s7L7xgLTf94lHue6SfcqXO4kUlLjilh8vOPZYVi588jfDOPUPc+OMH+PEvHp107dkD2lsLvOCC47j8wrV0dSzMAPaAZtz3sxG5vxHti9pb+MNXnsPffOLn9A+Wx5bf8MP7WdrVyqXnHDtvz+W+T8f+dCK2lys1btnyGN/f9DCP9g6RZRkrl3XwrDNW8uyzVtPR1lwjxizL+MYtD87qPjfd8SivuOxEWp/4R1KN0Fx76SmoWq0D1Se+xhO5P3I72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/oxx3zCLe8drzec/1G9kz8OSRQ3dt38td2/eOW3d4tMqNP36Af795O7/xvJM4a8Myvvzjbdy8eSfTncuws63I5U8/jhdesJaOtpYGbsn0mnXfz1Tk/ka19yxp57/8xtn83XW3MVp58vTaH//3u1myqMTZJ66Yl+dx36djfzrR2rfvHOAfPr+J3v7xR7/e93A/9z3czw0/vJ83X/00Tl+3tKEdtXqdfUMV+gbL9A+VGRg8+PsyfUNl+gfLDAxV6B8sT/sPl6YzPFpl+84BTl67pEFb4KmJZ8RrxEqSJEmSJEmarV17h3n39bfx+N6ReXm87o4WXvSM43nueWtob/UYGzXGHff18vef3UT9oNFBqSXPO15zPhtWdycsk7QQdu4e4n98/GeTTrE/UbGQ5+2vOY+T1iye1eOXKzX6h8r0D1ae+PrE/w76fuCJ4evgcIVGDzHf+spzeNoJy+f8OF4jdg4cxEqSJEmSJEk6EnsGRnnnv9zCwEGnKZ6tJYtKXPHMdVx67rENPX2idMAPNz3CR7+yZdyy7o4W/uzaCzlmSfs095J0NHj/Z29n0729M1p3TU8n/+23n85IuT71UPWJI1UPXjZSrh3+gRfQf339hfPyj0y8RqwkSZIkSZIkLbDFnSWK+dwR3Xd5dxsvvmgdFz9tFS1FB7BaOBefvZrdAyP83x/cP7asf6jC+z69kT+75oIFvyaxpIXx2J4h7pjhEBZgx+ODvOk935v1KYGbxZJFJY5fuaihz+EgNrFcLkcuB1m2/0LC0UTuj9wO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9i/ELY/NsCefeVZ3adYyHHNr5zKRWetoljIN6hsbiLs+0OJ3L9Q7Vc9ez27+0f5/u0Pjy3buWeY//25Tbzt1ecd8dHZ7vt07E8nSvvGX+6a9amAGz2ELRZydHeW6O4oTfjasv/rQcvKlRp/8s8/GXdq9UN57rlrKOQb+znrIDax7u42SqUi5XKVvr7h1DmzFrk/cjvYn1LkdojdH7kd7E8pcjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYP9C6B+c/SmJuztauOScYxtQM38i7PtDidy/UO25XI5rXnQKe/eNjjtN6b0P9/OhL97JW65+GvkjONrbfZ+O/elEaR8YPvLT6M9GW6kwfqh68GB13LIS7a0FcrmZv9dcfekGPv+9+w673tqeTi5/+nFz2YwZcRArSZIkSZIkSQ3SVpr9UYOtJX9tq+ZQyOf5vZedxf/3qVu5/5GBseW3/XIX133jHl73K6fMakAiqbkd8ZHuQGd7yyEHqvu/b6G7o0Spgdc7f/Gz1lGrZ9zwg/unPbp3w+ou/uAVZ9Pe2vjP21zWzMdAN4l6PaO3d19DHrulpUA+n6Nez6hUmusCxTMRuT9yO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1g/0IYKVd56z/exGh55n3PPW8N177o1AZWzV2EfX8okftTtPcPlvmfn/g5j+0dfyTfKy47gSsvWj+rx3Lfp2N/OlHab978KP/8xc2zus/rLj+Zy85r/Cl+Z2vHrkG+e+sOfnr3YwwMlmkp5jn5uCVcds6xnHfKinnv7enpmnK5g9gZaOQgVpIkSZIkSdLR7RNfu5vv3LZjxuv/t995Bscds6iBRdLs7dwzxN98/Ofsm3Dq0je85HSefdbqRFWS5suP73yUj3/t7ln9w6Gujhbe8+bn0FJsriHsRFmWNfzo/ekGsc29ZyRJkiRJkiQpuBc/ax2L2ltmtO6zzlzpEFZNaeXSDv7zb5xNacLA5V++chd33r87UZWkuRopV/nIlzfz4S9tntUQFuDqS09o+iEskPQU6s2/dyRJkiRJkiQpsOWL23jrK8857DD23JNW8NtXnLZAVdLsnXjsYn735Wdx8EyjVs/4py/cwfadA9PfUVJTeuDRAf7bx37GTb94dNb3ffklG3juuWsaUHV08dTEM9DIUxO3thYpFPLUanVGR6sNeY5GitwfuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sH+h7RkY5Rs/fZAfbHqYwZEnezes7uL556/lojNXkc+nO2pnNqLt+4ki9zdD+3c37uDj/373uGWLF5X482suYMXi9kPetxn6j1TkdrA/pWZrz7KMb/7sIT773a1Ua+PHhPlcjqsv3cCZ65fx9Z89yM/uemxsnVwOzjlxBb/y9OM4bd3SFOlHZCH2/3SnJi425Nk0Y21tLZRKRcrlalP88M1W5P7I7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/QttaVcrr3z+SVx96QnsK9fIgM62Iq1Bhq8Hi7bvJ4rc3wztzz13Dbv7R/nyj7aNLevbV+Z9n7mdP33dBYc8+rsZ+o9U5HawP6Vmau8fKvPRG7ew6d7eSbetWNzGm156JieuWQzAG686k9ddfgrD1YxCMc+SzhLU6gudPGcp97+DWEmSJEmSJElaQC3FPOuXd479Urivbzh1kjRrV1+ygT39I+NOafpI7xD/+PlN/NGrzqWlWEhYJ2kqWx7Yw4e+dCd9+8qTbnv6acfw+l89lY628f+QoqOthdWL2/3MOkKemngGGnlqYkmSJEmSJEmSIqrW6vz95zZx5/27xy2/8NQefvflZ5HPxTvaWzoa1ep1bvjh/dz4oweYOBQsFfO85vJTuOTs1eT8mT1i052a2EHsDDiIlSRJkiRJkiRpsuHRKn/3/9/K9p3jf4f+wgvX8uoXnOxgR0psV98wH/riZrbu6Jt029qeTt70srNYs6IzQdnRxUHsHDiIlSRJkiRJkiRpanv3jfI3H/85vf0j45b/5vNP4kXPOD5RlaSf3fUYH/vqXQxNcV3U552/ht983kmUWjyN+HxwEDsHDmIlSZIkSZIkSZreI72D/M9P/JzBkfEDn9992Zk84/SViaqkp6Zypcb13/ol39348KTbOtuK/NYVp3PBqT0Jyo5eDmLnoJGD2K6uNlpaClQqNQYGRg5/hyYTuT9yO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lJq5/ZcP7eU912+kUq2PLSsWcvzhK8/ltHVLgebuP5zI7WB/SgvZ/tDj+/jnG+5kx67BSbedvHYxb7zqTJYvbpvVY0be97Aw/dMNYosNeTbNWD6fo1DIU6vVD79yE4rcH7kd7E8pcjvE7o/cDvanFLkd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9Kzdx+8tolvPGqM/nAF+7gwBFg1VrGP3x+E889fw1btu1h98AoxUKOdau6efaZqzj35OUU8vmk3TPVzPt+JuxPZyHasyzjexsf5lPf+uW4fwwBkMvBVc9ez1XPWX9EP2+R9z2k7XcQm1i5XKNez6hWY754I/dHbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkd7E8pcjvYn1Kzt19wag+vufwUrvvGPWPLhss1vvqT7ePW293/OLfd8zhrezr5g1eczYol7QudOmO79g7zvdsf5s5texgaqdDR1sKZ65dy2bnHsmJx83ZP1OyvncOJ3N/o9sGRCh/76l38/O7HJ922tKuVN151Bqcev/SIHz/yvoe0/Z6aeAa8RqwkSZIkSZIkSTP3me9s5d9v3n74FYHl3W38xbUXsHhRa4OrZqeeZXzh+/fxlZ88wFSTlFwOXvysdVx96Qnkc7mFD5TYf0rwD33xTnr7Ryfddu5JK/idK09nUXtLgrKnlulOTRzjeH9JkiRJkiRJkhTG1ZduoFSc2Qiit3+Ez3//vgYXzd6nv7WVG3889RAWIMvgxh8/wGe+vXVhwyT2H0T4pZvu5++uu23SELZYyPPay0/h91/xNIewiXlqYkmSJEmSJEmSNK/uuHc35VmcBvTHdz7K0087hq6OFor5PIVCjmIhTyG//2uxkKPwxPJCPkeuwUeg/vKhvXzjZw/OaN2v//RBLjz1GE5au7ihTUdqd/8IP9z0CNsf20e9nrG8u42LzlrFhtVdDd+Paow9A6N8+Et3ctf2vZNuW7Wsg9992Zkcv3LqIzS1sBzEJlYo5Mnnc9TrWciLHEfuj9wO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lKO0/v/uxWa1fq2W87zO3z3j98QPaHIWDhrXFwhP/fdDyA0PdwkH3KRbyY0PfQiE3bgB8y+ads+r/1q0PNd0gtlyp8cmv38NNv3hk0lG937r1IU48tps3XHUGK5d2pAmcpSiv/anMZ/vGrbv46I1b2DdcmXTbxWev5rUvPIXWUmFOzzFR5H0PafsdxCa2aFErpVKRcrlKX99w6pxZi9wfuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sD+lyO1gf0pR2vuHJg+J5lOtnlGr1xht7NPM2M2bd3L/I/10trXQ2Vako61IZ1vLhK9FOibc3lYqNOSo1Eq1zvs/e/uUR0wecO/D/bzrEz/nT6+5IMQwNsprfyrz0V6p1vnsd7fyzZ89NOm2tlKB1//qaTzzjJVzTZ1S5H0PafsdxEqSJEmSJEmSpHnV2jK/R+RF8NieYWB2Q558LkfH2GD24EHthIFu6+Tb21unH+J++UfbDjmEPaB/qMKHvriZv7j2Ak9T3MQe3T3EB2/4Bdt37pt024bV3bzpZWdyzJL2BGU6nFyWTXeZaR1Qr2f09k5+cc8HD+dOJ3I72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UorR/7ZbtfPrbW2d1n54lbeRyOWq1OtVaRq2eUT3wfa2Ow4zxcjmeGNCOP+K2vbXAj+/cSWUW1+j982su4MQ1zXVq5YmivPancqTtWZbxo188yie/fg+jldqk26941vFcfckJFAv5+cydJPK+h4Xp7+mZ+pq8DmJnoJGDWEmSJEmSJEmSjjb7hiv80T/dNONh4CnHLeFPXnv+IdepPzGYHTegrdep1Q5e/uT3tYPWmXr5gcc5sPzJdW7espOhkep87IoQztywjN947on0LGmnvdWTqTaD4dEqn/j63fzkzsnXK+7uLPEfX3IGZ25YlqBMU5luEOtPkyRJkiRJkiRJmleL2lu44pnH88Wbth123UI+x9WXbDjsevl8jlJ+YU55fOyKTq77xj0zXv+lz1nP2SeuYGikwuBI9aCvVQZHKhO+VhkarTA8OvkIx1TuvH83d96/G9j/Z9ezpI2eJe1P/m/x/v9e2t1KId/Yoy8nqtbq3L19L3sGRikWc2xY1c3KZc1/Tdu5uP+Rfv75hjt5bO/kU12ftWEZ/+ElZ7C4s5SgTLPlIFaSJEmSJEmSJM27l168gf7BMt/d+PC06xTyOf7jVWdw6vFLF7Ds8C5+2mq+8bMHn7ju66Eds7SdK565jtbS7IbEtXqd4dHa1IPaQw50qwyPNu5o3X3DFfYNV7j/kYFJtxXyOZZ3t00e1C5pp2dJGx1tLfPWUa7U+OrN2/nubTvoGyyPu+30dUt5ybPXc/q65nrdzFU9y/j6LQ/y+e/dS60+/oS2hXyOV1x2Ir/yjOPIez3fMDw18Qw08tTE7e0lisU81Wqd4eHy4e/QZCL3R24H+1OK3A6x+yO3g/0pRW4H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5HexPKXI72J9StPYsy7j1nsf55s8e4u4H944tLxZyPP20lbzoGcdx/MqpT+mZ2s49Q7znUxvp7R+Zdp3l3W287dXnsnLpwh6hWa9nDI1OPah94NF+vnf7Iwvac0BnW5EVBw1mDx7ULutqnfG1TIdHq7zvs7ez9aG+adfJ5eD1v3oal55z7HzlN8xMfm77Bst85MbN/OK+3ZNu61nSxu++7Cw2rO5udOqUor3vTLQQ/Z6auEmVSgVKpSLlcpXhw//DmqYTuT9yO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lKK153I5Ljj1GC449Rh6+0YYqWW0tRVZuaSdarm5r8G6cmkHf/lbF/LVn2znB5seZvCga8Z2thW55OxjueJZx9PVsfCniM3ncyxqb2FR++QjULPsWO5+sI9Hdw/N+PHWrepi775R+vbNbUg1OFJl8NEBHnh08tG0+VyOZd2t446gPXhQ29lWJPfEkZ4fvXHLIYewAFkG//rvd7FyaXvTHVE90eF+bu+8fzcf/vJm+gcn7/9nnbGSa150atJr90Z735koZb+D2MTqT1wYvF6PeWBy5P7I7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/SlFbgf7U4rcvnxxG11dbbS0FKhUagw0+SAWoKujxCuffxIvv2QDj/WPMlKp0dZSYOXiVlqKC3O92tnK5XJcedE6PnLjlhmt/8wzVvKml54JwGilxq6+ER7fOzz2v117n/zvcrV+xF31LGNX3wi7+kbY8sCeSbe3txbpWdLGovYWNm+bfPtUsgy+/KNtTT2IzbKMx3YPUa1ntJUKHPyqqdbqfOEH9/HVn2yfdL9SS57XXX4qz3naqrEBdSqR33cgbb+nJp6BRp6aWJIkSZIkSZIkaT5lWcZnv3sv/37z5AHfwU5c080f/ea5tJUOf9xelmX0D5Z5fO/4Qe3je4d5vG+EPQOj85U/a2966RmsW9VNd0eJ9tZC8sElwGi5xvc27uA7t+1g50HXGt6wuovnnbeWk9Z283++vIX7Hu6fdN/jj1nEm152JquXdy5ksuZgulMTO4idAQexkiRJkiRJkiQpkizLuOmOR7nxx9vGDQIBOlqLXHrusbz84g2UWubnyN5K9eCjaScOa0cYrdTm5XkOp1jI093ZQndHie7O0kFfW/Z/PWjZovYW8vn5H9ru7h/hvZ/eyCO9058eOp+DqQ7QfOGFa/mN555ES3Fm19NVc2i6Qey9997LRz7yEe644w527NhBS0sLJ598Mm9605u45JJLxq17ww038NGPfpT77ruPzs5OLrvsMv74j/+YFStWjFvv8ccf593vfjff//73GRoaYsOGDbzhDW/gqquumlOrg1hJkiRJkiRJkhRRPcu4e/teHnpsH7V6xvLFbZx94nJa52kAOxNZljEwVJk0nN1/NO0we/pHSTGsyuWgq33/gLaro8TiJwa1XU8MbRcftLyrozSj4ehoucZf/+tPDzmEncqi9hZ+58rTOfekFYdfWU2n6Qaxn/rUp/jkJz/JlVdeyWmnncbQ0BDXX389P/3pT3nf+97Hi1/8YgC+9KUv8ba3vY1f//Vf5wUveAG9vb184AMfoLu7m89//vMUi/sPl69UKlx99dUMDg7y5je/mRUrVvDNb36Tz33uc7z//e/niiuuOOJWB7GSJEmSJEmSJEmNUanW6e3fP5j97He28tDjg6mTptTeWtw/oO1ooeuJoe3ijtL+758Y2N6+9XFunOKar4dy2vFL+I9XncnSrtYGlavRmm4Qu3v3bpYuXTruPN2jo6M8//nP57jjjuP6668H4PLLL+fEE0/kgx/84Nh6t99+O6985St573vfy0te8hJg/1Gzb3/72/m3f/s3zjzzzLF13/CGN/Dggw/yta997YhbGzmIXby4nVKpSLlcpa9v+PB3aDKR+yO3g/0pRW6H2P2R28H+lCK3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI7xO6P3A5x+m/ZspMP3nDnjNcvFnL0LGlnYKjCvuFKA8saY9WyDv7HG57ZkFMkz5cor53pLET/dIPYw199uUGWLVs2aVlraysrV65kYGAAgAceeIDt27fzlre8Zdx6Z599NsuXL+f73//+2CD2Bz/4AWvXrh03hAV43vOex1//9V/z4IMPctxxxzVoayRJkiRJkiRJkjRX55/Sw9KuVvYMjM5o/ZddvIErL1oPQK1eZ2CoQv9gmf6h8v6vg5WDvn9y+cBQhdpUF2ldYHv2jTb1EFZzk2wQO5X+/n7uu+8+Lr30UgC2bdsGwKpVq8atl8vlOPHEE7nvvvvGlm3bto3Vq1dPesyTTz4ZgPvuu++IB7G53P5pOTBpUt7V1UY+n6NcrjE8XB5bXijkWbRo/yHk+/aNUqvVx25rby9RKhWo1zNGRipUKrWx2w88z8hIhdHR6th9WloKdHSUAOjvH+HgA5k7O1spFvNUq3UGB598Y8rlcnR3twEwNFSmctCFsFtbi7S1tcx5mw70Fwp5Fi9up17PGBgYGfd4zbpNIyMVarU6LS0FFi9uP+SfUzNuUy4HtVqd+oQPipm+9lJvUz6fY3BwfN9cf54Wapsqldq4n9v5+nlaqG068HNbr9fHHq9R7xHzvU0H2ovF/T+3Kd735rJNB94v8/kcuVyuad7LZ7pN+XyO0dHmei+f6Tblckx6z2mG9/KZbtPBf19opvfymW5T5M/ckZEK+XyOfD5He3upad7LZ7pN+Xxu7O9sB2vGz6eptinyZ+7BP7fN9F4+023yMzfdNh34uT14fUj/Xj7TbYr8mVsuV8e95zTLe/lMt+nAz22WZWN9zfBe/lT4zD3wMzvVL1Cb7fNpqm3K53OMjJQpl5vrvfyp8Jl7cHszvZfPdJtGRirU6/Wxvy80w3v5U+UzN5/PUa3WJv09P/V7+Uy3KfJn7sE/t830Xj7TbTrQXyrt/7ltlvfyidu0fFknf/jq8/nrj9xMZcLP6ESnHb+EX3n68eP+nAr5PEue2I5DbVNbWwvlWp09/aM8+vgAfWOD2gojlRp9+8rsGRhh78Ao/UNlypVDtxyp0XKNrq62Sfu1mT5zs2z83/Ob5b28mT5zp9NUg9j3vOc9jIyMcO211wL7B7MAHR0dk9bt7OzkscceG/vvgYGBKY+yPXDfA491pEqlqXdVS0uBQiE/aRiWz+fG7pPPl6k9+edFsZinVCpSq9UnvWgO3OfgP+CJj5fLwcEnlD7weFAdd59c7snHm/ihXCjk52WbDrywu7raxrZpombdptHRKvV6Rnt7adw2TWxo1m3K5/MUCvlDNjT7Nu3ZM/5i5XP9eVrIbTr4TX2+fp4WapsOtOfzObq6nvygOlizbtOB9gOnkkjxvjeXbTrwl/SDt2ni4zX7No2OVse9/lO/l89mm4aGxv8lqRney2e6TQfvcz9zF3abRkerdHa2UijkKRbH9zXj59PEbSoWC2PbcbBm/HyabpuifuYe/H/mDr5PM7yX+5nbXJ9PEx34uT3U4zX7NkX9zJ34y5ZmeS+f6TYd+LltaSmwaFFzvZfPZJsif+bW69nYe85Ezfb5NN02DQ2V/cxNsE0H7/O2tpamei+fyTYd6G9rK421pn4vf6p85haLBWq1+qS/56d+L5/pNkX+zB0YKI9b3kzv5TPZpid/bjub6r18qm0699Rj+JNrLuCf/m0Tu/unPjL2mWes5LeuOI2WYv6Ifp5aWgp0dbWxpKuNxe3j99WB08wODo4yNLT/z320XGOkWqOa5di7b5Qdj/azd98oA4MV+obKDI9W2T0wyiO7Znd920XtLbS1tUyaFzXTZ265XB3bDwfWa4b38mb6zJ3O1PdK4F/+5V/49Kc/zRvf+EYuvPBCgLGpe6FQmLT+xEvbZllGPj95Qw+sd/C1aI9EuVydcvmBCXq1Ov4FUK9nY/eZ+IKqVuuUy9VJyw9+nokvqIMfb+JVffc/d3VSQ5YxbUOtVneb3Ca3yW1ym9wmt8ltcpvcJrfJbXKb3Ca3yW1ym9wmt8ltcpvcJrfJbWrKbTrluCX87ZsuYuMvd3Hz5p3sHSzTWipw4prFPOv0Y1i9vHNBt6m1VGBRZ2nsSMuTVnVNefTo2//xh9y7o2/SY07nwtOOmfLPKsqf09H42juSbZpuUJvLJk40E/jYxz7Gu971Ll772tfyl3/5l2PLv/vd7/KmN72J6667bmw4e8A111zDyMgIn/3sZwF4xStewaJFi/jXf/3XcevdfPPNXHvttXzoQx/isssuO6K+ej2jt3ffEd1XkiRJkiRJkiRJTw0/3PQIH/3Klhmv/xfXXsgJx3Y3sEgL4cBR1BNNf6zsAnn/+9/Pu971Lt7ylreMG8ICrF+/HoCtW7eOW55lGVu3bh27/cC6995776THP3DfDRs2zG/4PGlpKdDaWqSlZfJRvxFE7o/cDvanFLkdYvdHbgf7U4rcDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYn1LkdrA/pcjtELs/cjvYv1AuOmslp69bOqN1n3vemhBD2Cj7fjop+5MNYsvlMu94xzv48Ic/zH//7/+dP/iDP5i0zvr161m7di3f+ta3xi3fuHEju3fv5pJLLhlbdvHFF/P444+zadOmcet++9vfZt26dRx//PGN2ZA56ugo0b+CnpkAACAASURBVN3dPnYoezSR+yO3g/0pRW6H2P2R28H+lCK3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI7xO6P3A72L5RCPs9/+rWncdYJyw653nPPW8NrLz95garmJsq+n07K/mTXiP3TP/1TvvzlL/PGN76RtWvX8qMf/Wjc7SeddBLHHHMMv//7v8873vEO/uqv/ornPve59Pb28oEPfIBTTjmFK664Ymz9K6+8kg996EO89a1v5c1vfjPLli3jO9/5Dj/84Q/5X//rfy305kmSJEmSJEmSJOkpqL21yFt/4xx+cf9uvnPrDu7avoeRco1F7S2cfeJynn/+2hBHwmrukl0j9pprruGWW26Z9vZ3vetd/Nqv/RoAX/jCF/joRz/K/fffT2dnJ5deeilvf/vb6enpGXefnTt38u53v5sf/OAHDA4OcsIJJ/CGN7yBl770pXNqbeQ1YnO5HLnc/osAN8Hlemctcn/kdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pRyuRwZGTly4doh9r6Hhemf7hqxyQaxkTRyECtJkiRJkiRJkiQprukGscmuEStJkiRJkiRJkiRJRysHsZIkSZIkSZIkSZI0z4qpA57qOjtbKRbzVKt1BgdHU+fMWuT+yO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3g/0pRW4H+1OK3A6x+yO3g/0pRW4H++fCQWxixWKeUqkIVFOnHJHI/ZHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkdYvdHbgf7U4rcDvbP6bkX/Bk1TrVaB6pPfI0ncn/kdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9c5HLsixb8GcNpl7P6O3dlzpDkiRJkiRJkiRJUpPp6emacnl+gTskSZIkSZIkSZIk6ajnIFaSJEmSJEmSJEmS5pnXiE0sl8uRy0GWQcSzREfuj9wO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sH8uHMQm1t3dRqlUpFyu0tc3nDpn1iL3R24H+1OK3A6x+yO3g/0pRW4H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72D8XnppYkiRJkiRJkiRJkuZZLot4DPECq9czenv3NeSxW1oK5PM56vWMSqXWkOdopMj9kdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9s9ET0/XlMsdxM5AIwexkiRJkiRJkiRJkuKabhDrqYklSZIkSZIkSZIkaZ45iJUkSZIkSZIkSZKkeVZMHfBU19papFDIU6vVGR2tps6Ztcj9kdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9s+FR8Qm1tbWQmdnK21tLalTjkjk/sjtYH9Kkdshdn/kdrA/pcjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9KUVuB/tTitwOsfsjt4P9KUVuB/vnwkGsJEmSJEmSJEmSJM2zXJZlWeqIZlevZ/T27kudIUmSJEmSJEmSJKnJ9PR0TbncI2IlSZIkSZIkSZIkaZ45iJUkSZIkSZIkSZKkeeYgVpIkSZIkSZIkSZLmWTF1wFNdV1cbLS0FKpUaAwMjqXNmLXJ/5HawP6XI7RC7P3I72J9S5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/XPhEbGJ5fM5CoU8+XwudcoRidwfuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1g/1x4RGxi5XKNej2jWq2nTjkikfsjt4P9KUVuh9j9kdvB/pQit4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3sn4tclmXZgj9rMPV6Rm/vvtQZkiRJkiRJkiRJkppMT0/XlMs9NbEkSZIkSZIkSZIkzTMHsZIkSZIkSZIkSZI0z7xGbGIHLg5cr2fUavHOrR25P3I72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf65cBCb2KJFrZRKRcrlKn19w6lzZi1yf+R2sD+lyO0Quz9yO9ifUuR2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3g/1z4amJJUmSJEmSJEmSJGme5bIsy1JHNLt6PaO3d19DHtvDudOJ3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7RC7P3I72J9S5HawfyZ6erqmXO4gdgYaOYiVJEmSJEmSJEmSFNd0g1hPTSxJkiRJkiRJkiRJ88xBrCRJkiRJkiRJkiTNs2LqgKe69vYSxWKearXO8HA5dc6sRe6P3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7RC7P3I72J9S5Hawfy48IjaxUqlAW1sLpVIhdcoRidwfuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1g/1w4iE2sXs+o1erU61nqlCMSuT9yO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+uchlWRZzry2gej2jt3df6gxJkiRJkiRJkiRJTaanp2vK5R4RK0mSJEmSJEmSJEnzzEGsJEmSJEmSJEmSJM0zB7GSJEmSJEmSJEmSNM+KqQOe6hYvbqdUKlIuV+nrG06dM2uR+yO3g/0pRW6H2P2R28H+lCK3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5HeyfC4+IlSRJkiRJkiRJkqR55hGxiY2MVKhUatRq9dQpRyRyf+R2sD+lyO0Quz9yO9ifUuR2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3g/1zkcuyLFvwZw2mXs/o7d2XOkOSJEmSJEmSJElSk+np6ZpyuacmliRJkiRJkiRJkqR55iBWkiRJkiRJkiRJkuaZ14hNrKWlQD6fo17PqFRqqXNmLXJ/5HawP6XI7RC7P3I72J9S5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/XPhEbGJdXSU6O5up6OjlDrliETuj9wO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sH8uHMRKkiRJkiRJkiRJ0jzLZVmWpY5odvV6Rm/vvoY8di6XI5eDLIOIfxSR+yO3g/0pRW6H2P2R28H+lCK3g/0pRW4H+1OK3A72pxS5HWL3R24H+1OK3A72pxS5HexPKXI7xO6P3A72pxS5HeyfiZ6erqmf20Hs4TVyECtJkiRJkiRJkiQprukGsZ6aWJIkSZIkSZIkSZLmmYNYSZIkSZIkSZIkSZpnxdQBT3Wdna0Ui3mq1TqDg6Opc2Ytcn/kdrA/pcjtELs/cjvYn1LkdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/pQit4P9KUVuh9j9kdvB/pQit4P9c+EgNrFiMU+pVASqqVOOSOT+yO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3g/0pRW6H2P2R28H+lCK3g/0pRW4H+1OK3A6x+yO3g/0pRW4H++f03Av+jBqnWq0D1Se+xhO5P3I72J9S5HaI3R+5HexPKXI72J9S5HawP6XI7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf65yGVZli34swZTr2f09u5LnSFJkiRJkiRJkiSpyfT0dE25PL/AHZIkSZIkSZIkSZJ01HMQK0mSJEmSJEmSJEnzzGvEJpbL5cjlIMsg4lmiI/dHbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkd7E8pcjvE7o/cDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYPxcOYhPr7m6jVCpSLlfp6xtOnTNrkfsjt4P9KUVuh9j9kdvB/pQit4P9KUVuB/tTitwO9qcUuR1i90duB/tTitwO9qcUuR3sTylyO8Tuj9wO9qcUuR3snwtPTSxJkiRJkiRJkiRJ8yyXRTyGeIHV6xm9vfsa8tgtLQXy+Rz1ekalUmvIczRS5P7I7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf7Z6Knp2vK5Q5iZ6CRg1hJkiRJkiRJkiRJcU03iPXUxJIkSZIkSZIkSZI0zxzESpIkSZIkSZIkSdI8K6YOeKprbS1SKOSp1eqMjlZT58xa5P7I7WB/SpHbIXZ/5HawP6XI7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf758IjYhNra2uhs7OVtraW1ClHJHJ/5HawP6XI7RC7P3I72J9S5HawP6XI7WB/SpHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbofY/ZHbwf6UIreD/XPhIFaSJEmSJEmSJEmS5lkuy7IsdUSzq9czenv3pc6QJEmSJEmSJEmS1GR6erqmXO4RsZIkSZIkSZIkSZI0zxzESpIkSZIkSZIkSdI8cxArSZIkSZIkSZIkSfOsmDrgqa6rq42WlgKVSo2BgZHUObMWuT9yO9ifUuR2iN0fuR3sTylyO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1gf0qR28H+lCK3Q+z+yO1gf0qR28H+ufCI2MTy+RyFQp58Ppc65YhE7o/cDvanFLkdYvdHbgf7U4rcDvanFLkd7E8pcjvYn1LkdojdH7kd7E8pcjvYn1LkdrA/pcjtELs/cjvYn1LkdrB/LjwiNrFyuUa9nlGt1lOnHJHI/ZHbwf6UIrdD7P7I7WB/SpHbwf6UIreD/SlFbgf7U4rcDrH7I7eD/SlFbgf7U4rcDvanFLkdYvdHbgf7U4rcDvbPRS7LsmzBnzWYej2jt3df6gxJkiRJkiRJkiRJTaanp2vK5Z6aWJIkSZIkSZIkSZLmmYNYSZIkSZIkSZIkSZpnXiM2sQMXB67XM2q1eOfWjtwfuR3sTylyO8Tuj9wO9qcUuR3sTylyO9ifUuR2sD+lyO0Quz9yO9ifUuR2sD+lyO1gf0qR2yF2f+R2sD+lyO1g/1w4iE1s0aJWSqUi5XKVvr7h1DmzFrk/cjvYn1LkdojdH7kd7E8pcjvYn1LkdrA/pcjtYH9Kkdshdn/kdrA/pcjtYH9KkdvB/pQit0Ps/sjtYH9KkdvB/rnw1MSSJEmSJEmSJEnS/2PvzsOjKu//jd8zWVkiCkZFQXELKItQqwICLYgbLoBV3HBXRLFu+AW3CgKWAlassimyiCBqf6AURK2KC24orYh72UQ2WaKGLIRJMuf3B500IQFnMpN5zkfer+vq1YuZyZn7GTPnmckz54xIggU8z/NcR/hdOOyRm1tQK9vW4dzuWG4H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlB/NLKzs6q9XAuxUajNhVgRERERERERERERERERsWtPC7E6NbGIiIiIiIiIiIiIiIiISIJpIVZEREREREREREREREREJMFSXQfs6+rUSSc1NUhpaZgdO0Kuc2Jmud9yO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdstwO6nfJcjvY7rfcDup3yXI7qN8ly+2gfpcst4PtfsvtoH6XLLeD+uOhI2IdS09PITMzjfT0FNcpNWK533I7qN8ly+1gu99yO6jfJcvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P646GFWMfCYY+ysjDhsOc6pUYs91tuB/W7ZLkdbPdbbgf1u2S5HdTvkuV2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQfzwCnufZfNSSKBz2yM0tcJ0hIiIiIiIiIiIiIiIiIj6TnZ1V7eW+OCK2oKCAFi1a8MYbb1R7/bx58+jZsyetW7emffv2DB48mG3btlW53datWxk0aBDt27enTZs29OzZk/nz59d2voiIiIiIiIiIiIiIiIhIJaku77ywsJD169czduxY9nRg7vz58xk0aBAXXnght912G7m5uUyYMIHrrruOOXPmkJq6awglJSVcc801FBYWMnDgQA488EDeeOMN7rrrLlJTUzn77LOTOTQRERERERERERERERER2Yc5XYjt378/H3/88V5v89hjj9G1a1ceeuih8stycnLo06cPr776Kueeey4ACxcuZMWKFcydO5eWLVsC0LVrVzZv3syjjz6qhVgRERERERERERERERERSRqnC7FDhgyhoKCAL7/8kmHDhlW5fu3atXz//fcMGDCg0uVt2rShUaNGvPvuu+ULsYsXL6ZJkybli7ARXbt2ZdiwYaxbt46mTZvW3mBqqEGDOqSnpxIKlZKXt8N1Tsws91tuB/W7ZLkdbPdbbgf1u2S5HdTvkuV2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQfzycLsQec8wxAOzcubPa67/77jsADjnkkEqXBwIBjj76aFavXl3pto0bN66yjWOPPRaA1atX+3IhVkRERERERERERERERER+fZwuxP6S7du3A1C3bt0q19WrV48tW7aU/zs/P5+GDRtWuV3kZyPbqolAYNdqOVBlpTwrK5NgMEAoVMaOHaHyy1NSgtSvnwFAQcFOysrC5dfVqZNOenoK4bBHcXEJJSVl5ddH7qe4uISdO0vLfyYtLYW6ddP/O5biSt+pW69eBqmpQUpLwxQW/m9ROxAIsN9+mQAUFYUoKSkrvy4jI5XMzLS4xxTpT0kJ0qBBHcJhj/z84krb8+uYiotLKCsLk5aWQoMGdfb638mPYwoEoKwsTDhc+fuVo/3dcz2mYDBAYWHlvnifT8kaU0lJWaXnbaKeT8kaU+R5Gw6Hy7dXW/uIRI8p0p6auut562K/F8+YIvvLYDBAIBDwzb482jEFgwF27vTXvjzaMQUCVNnn+GFfHu2YKr5e8NO+PNoxWZ5zi4tLCAYDBIMB6tRJ982+PNoxBYOB8tdsFflxfqpuTJbn3IrPWz/ty6Mdk+Zcd2OKPG8r3h7c78ujHZPlOTcUKq20z/HLvjzaMUWet57nlff5YV++L8y5kedsMBhgd36bn6obUzAYoLg4RCjkr335vjDnVmz307482jEVF5cQDofLXy/4YV++r8y5wWCA0tKyKq/zXe/Lox2T5Tm34vPWT/vyaMcU6U9P3/W89cu+fF+YcyP7nIrjAff78mjH5HmVX+f7ZV/upzl3T3y9EBv5j52SkrLH6yr+OxgM7vF2gcCeH4RopKdX/1ClpaWQkhKsshgWDAbKfyYYDFFW4bmVmhokPT2VsrJwlV+ayM/s/mSsuL1AACoOP7I9KK30M4HA/7a3+6SckhJMyJgiv9hZWZnlY9qdX8e0c2cp4bBHnTrplca0e4NfxxQMBklJCe61we9j+umnokrXxft8SuaYKu7UE/V8StaYIu3BYICsrP9NVBX5dUyR9sipJFzs9+IZU+RFesUx7b49v49p587SSr//rvflsYypqKjyiyQ/7MujHVPFx1xzbnLHtHNnKfXqZZCSEiQ1tXKfH+en3ceUmppSPo6K/Dg/7WlMVufcim/mKv6MH/blmnP9NT/tLvK83dv2/D4mq3Pu7n9s8cu+PNoxRZ63aWkp1K/vr315NGOyPOeGw175Pmd3fpuf9jSmoqKQ5lwHY6r4mGdmpvlqXx7NmCL9mZnp5a2u9+X7ypybmppCWVm4yut81/vyaMdkec7Nzw9VutxP+/JoxvS/5209X+3Lox2T5Tk3ss/Z/b5c78ujHVMoVEpR0f9+//2yL/fTnLsn1f+UT+y3334A7NhR9XzNRUVF5dcDZGVl7fF2kevjEQqVVnt5ZAW9tLTyL0A47JX/zO6/UKWlYUKh0iqXV7yf3X+hKm5vtzXo/953aZUGz2OPDWVlYY1JY9KYNCaNSWPSmDQmjUlj0pg0Jo1JY9KYNCaNSWPSmDQmjUlj0pg0Jo1JY9KY4hzTnhZqA97uh5Y6sGTJEq688krGjx9P9+7dyy//7rvvOPPMM3nwwQe55JJLyi/3PI+OHTvSqVMnxowZA8DAgQNZsmQJ7733XqVtz5o1i2HDhvH6669z+OGH16gvHPbIzS2o0c+KiIiIiIiIiIiIiIiIyK9Xdnb1B4Tu+VhZH2jWrBlNmjThzTffrHT5smXL+PHHH+ncuXP5ZZ06dWLr1q0sX7680m0XLVrEEUccUeNF2NqWlpZCRkYqaWlVT79sgeV+y+2gfpcst4PtfsvtoH6XLLeD+l2y3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdstwOtvstt4P6XbLcDuqPR8rQoUOHJv1e/2vt2rVs2rSJFStWsGjRIk444QQyMjIoKipi//33B6BBgwZMmTKFbdu2AfCvf/2Lhx56iMaNG3P//feXf3/s0UcfzWuvvcbChQupX78+mzdvZtq0abzyyisMGTKEnJycGnd6HpW+NDiRsrIyqVs3g2AwUOWc/hZY7rfcDup3yXI72O633A7qd8lyO6jfJcvtoH6XLLeD+l2y3A62+y23g/pdstwO6nfJcjuo3yXL7WC733I7qN8ly+2g/mjUq5dR7eVOvyP2/vvv5+OPPy7/98iRIwE4+eSTeeaZZwDo1asXnucxdepU5syZQ7169ejSpQuDBg0iLS2t/GfT09OZPn06Y8aMYfTo0RQWFnLUUUcxZswYzjnnnOQOTERERERERERERERERET2ab74jli/q83viA0EAgQCu466tfifwnK/5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/VHY0/fEauF2CjU5kKsiIiIiIiIiIiIiIiIiNi1p4XYYJI7RERERERERERERERERER+9bQQKyIiIiIiIiIiIiIiIiKSYKmuA/Z19eplkJoapLQ0TGHhTtc5MbPcb7kd1O+S5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H98dBCrGOpqUHS01OBUtcpNWK533I7qN8ly+1gu99yO6jfJcvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P647rvpN+jVFJaGgZK//v/9ljut9wO6nfJcjvY7rfcDup3yXI7qN8ly+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aD+eAQ8z/OSfq/GhMMeubkFrjNERERERERERERERERExGeys7OqvTyY5A4RERERERERERERERERkV89LcSKiIiIiIiIiIiIiIiIiCSYviPWsUAgQCAAngcWzxJtud9yO6jfJcvtYLvfcjuo3yXL7aB+lyy3g/pdstwO6nfJcjvY7rfcDup3yXI7qN8ly+2gfpcst4PtfsvtoH6XLLeD+uOhhVjH9tsvk/T0VEKhUvLydrjOiZnlfsvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJcjuo3yXL7WC733I7qN8ly+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qj4dOTSwiIiIiIiIiIiIiIiIikmABz+IxxEkWDnvk5hbUyrbT0lIIBgOEwx4lJWW1ch+1yXK/5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/VHIzs7q9rLtRAbhdpciBURERERERERERERERERu/a0EKtTE4uIiIiIiIiIiIiIiIiIJJgWYkVEREREREREREREREREEizVdcC+LiMjlZSUIGVlYXbuLHWdEzPL/ZbbQf0uWW4H2/2W20H9LlluB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3UHw8dEetYZmYa9eplkJmZ5jqlRiz3W24H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlB/PLQQKyIiIiIiIiIiIiIiIiKSYAHP8zzXEX4XDnvk5ha4zhARERERERERERERERERn8nOzqr2ch0RKyIiIiIiIiIiq6LxkwAAIABJREFUIiIiIiKSYFqIFRERERERERERERERERFJMC3EioiIiIiIiIiIiIiIiIgkWKrrgH1dVlYmaWkplJSUkZ9f7DonZpb7LbeD+l2y3A62+y23g/pdstwO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6g/Hjoi1rFgMEBKSpBgMOA6pUYs91tuB/W7ZLkdbPdbbgf1u2S5HdTvkuV2UL9LlttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQfzx0RKxjoVAZ4bBHaWnYdUqNWO633A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g/pdstwOtvstt4P6XbLcDup3yXI7qN8ly+1gu99yO6jfJcvtoP54BDzP85J+r8aEwx65uQWuM0RERERERERERERERETEZ7Kzs6q9XKcmFhERERERERERERERERFJMC3EioiIiIiIiIiIiIiIiIgkmL4j1rHIlwOHwx5lZfbOrW2533I7qN8ly+1gu99yO6jfJcvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P646GFWMfq188gPT2VUKiUvLwdrnNiZrnfcjuo3yXL7WC733I7qN8ly+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6jfJcvtoH6XLLeD7X7L7aB+lyy3g/rjoVMTi4iIiIiIiIiIiIiIiIgkWMDzPM91hN+Fwx65uQW1sm0dzu2O5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/VHIzs7q9rLtRAbhdpciBURERERERERERERERERu/a0EKtTE4uIiIiIiIiIiIiIiIiIJJgWYkVEREREREREREREREREEizVdcC+rk6ddFJTg5SWhtmxI+Q6J2aW+y23g/pdstwOtvstt4P6XbLcDup3yXI7qN8ly+2gfpcst4PtfsvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuoPx46Itax9PQUMjPTSE9PcZ1SI5b7LbeD+l2y3A62+y23g/pdstwO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6g/HlqIdSwc9igrCxMOe65TasRyv+V2UL9LltvBdr/ldlC/S5bbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1xyPgeZ7NRy2JwmGP3NwC1xkiIiIiIiIiIiIiIiIi4jPZ2VnVXq4jYkVEREREREREREREREREEkwLsSIiIiIiIiIiIiIiIiIiCaaFWBERERERERERERERERGRBEt1HbCva9CgDunpqYRCpeTl7XCdEzPL/ZbbQf0uWW4H2/2W20H9LlluB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3UHw8dESsiIiIiIiIiIiIiIiIikmA6Itax4uISSkrKKCsLu06pEcv9lttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H9LlluB/W7ZLkdbPdbbgf1u2S5HdQfj4DneV7S79WYcNgjN7fAdYaIiIiIiIiIiIiIiIiI+Ex2dla1l+vUxCIiIiIiIiIiIiIiIiIiCaaFWBERERERERERERERERGRBNN3xDqWlpZCMBggHPYoKSlznRMzy/2W20H9LlluB9v9lttB/S5Zbgf1u2S5HdTvkuV2UL9LltvBdr/ldlC/S5bbQf0uWW4H9btkuR1s91tuB/W7ZLkd1B8PHRHrWN266ey3Xx3q1k13nVIjlvstt4P6XbLcDrb7LbeD+l2y3A7qd8lyO6jfJcvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJcjvY7rfcDup3yXI7qD8eWogVEREREREREREREREREUmwgOd5nusIvwuHPXJzC2pl24FAgEAAPA8s/qew3G+5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/dHIzs6q/r61EPvLanMhVkRERERERERERERERETs2tNCrE5NLCIiIiIiIiIiIiIiIiKSYFqIFRERERERERERERERERFJsFTXAfu6evUySE0NUloaprBwp+ucmFnut9wO6nfJcjvY7rfcDup3yXI7qN8ly+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qd8lyO6jfJcvtYLvfcjuo3yXL7aD+eGgh1rHU1CDp6alAqeuUGrHcb7kd1O+S5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H9cd130u9RKiktDQOl//1/eyz3W24H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1u2S5HdTvkuV2sN1vuR3U75LldlB/PAKe53lJv1djwmGP3NwC1xkiIiIiIiIiIiIiIiIi4jPZ2VnVXh5McoeIiIiIiIiIiIiIiIiIyK+eFmJFRERERERERERERERERBJM3xHrWCAQIBAAzwOLZ4m23G+5HdTvkuV2sN1vuR3U75LldlC/S5bbQf0uWW4H9btkuR1s91tuB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/fHQQqxj++2XSXp6KqFQKXl5O1znxMxyv+V2UL9LltvBdr/ldlC/S5bbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1x0OnJhYRERERERERERERERERSbCAZ/EY4iQLhz1ycwtqZdtpaSkEgwHCYY+SkrJauY/aZLnfcjuo3yXL7WC733I7qN8ly+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6jfJcvtoH6XLLeD7X7L7aB+lyy3g/qjkZ2dVe3lWoiNQm0uxIqIiIiIiIiIiIiIiIiIXXtaiNWpiUVEREREREREREREREREEkwLsSIiIiIiIiIiIiIiIiIiCZbqOmBfl5GRSkpKkLKyMDt3lrrOiZnlfsvtoH6XLLeD7X7L7aB+lyy3g/pdstwO6nfJcjuo3yXL7WC733I7qN8ly+2gfpcst4P6XbLcDrb7LbeD+l2y3A7qj4eOiHUsMzONevUyyMxMc51SI5b7LbeD+l2y3A62+y23g/pdstwO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6g/HlqIFRERERERERERERERERFJsIDneZ7rCL8Lhz1ycwtcZ4iIiIiIiIiIiIiIiIiIz2RnZ1V7uY6IFRERERERERERERERERFJMC3EioiIiIiIiIiIiIiIiIgkmBZiRUREREREREREREREREQSLNV1wL4uKyuTtLQUSkrKyM8vdp0TM8v9lttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H9LlluB/W7ZLkdbPdbbgf1u2S5HdQfDx0R61gwGCAlJUgwGHCdUiOW+y23g/pdstwOtvstt4P6XbLcDup3yXI7qN8ly+2gfpcst4PtfsvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuoPx46ItaxUKiMcNijtDTsOqVGLPdbbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbQf0uWW4H2/2W20H9LlluB/W7ZLkd1O+S5Xaw3W+5HdTvkuV2UH88Ap7neUm/V2PCYY/c3ALXGSIiIiIiIiIiIiIiIiLiM9nZWdVerlMTi4iIiIiIiIiIiIiIiIgkmBZiRUREREREREREREREREQSTN8R61jky4HDYY+yMnvn1rbcb7kd1O+S5Xaw3W+5HdTvkuV2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H98dBCrGP162eQnp5KKFRKXt4O1zkxs9xvuR3U75LldrDdb7kd1O+S5XZQv0uW20H9LlluB/W7ZLkdbPdbbgf1u2S5HdTvkuV2UL9LltvBdr/ldlC/S5bbQf3x0KmJRUREREREREREREREREQSLOB5nuc6wu/CYY/c3IJa2bYO53bHcjuo3yXL7WC733I7qN8ly+2gfpcst4P6XbLcDup3yXI72O633A7qd8lyO6jfJcvtoH6XLLeD7X7L7aB+lyy3g/qjkZ2dVe3lWoiNQm0uxIqIiIiIiIiIiIiIiIiIXXtaiNWpiUVEREREREREREREREREEkwLsSIiIiIiIiIiIiIiIiIiCZbqOmBfV6dOOqmpQUpLw+zYEXKdEzPL/ZbbQf0uWW4H2/2W20H9LlluB/W7ZLkd1O+S5XZQv0uW28F2v+V2UL9LlttB/S5Zbgf1u2S5HWz3W24H9btkuR3UHw8dEetYenoKmZlppKenuE6pEcv9lttB/S5Zbgfb/ZbbQf0uWW4H9btkuR3U75LldlC/S5bbwXa/5XZQv0uW20H9LlluB/W7ZLkdbPdbbgf1u2S5HdQfDy3EOhYOe5SVhQmHPdcpNWK533I7qN8ly+1gu99yO6jfJcvtoH6XLLeD+l2y3A7qd8lyO9jut9wO6nfJcjuo3yXL7aB+lyy3g+1+y+2gfpcst4P64xHwPM/mo5ZE4bBHbm6B6wwRERERERERERERERER8Zns7KxqL//VHRG7detWBg0aRPv27WnTpg09e/Zk/vz5rrNEREREREREREREREREZB+S6jogkUpKSrjmmmsoLCxk4MCBHHjggbzxxhvcddddpKamcvbZZ7tOFBEREREREREREREREZF9wK9qIXbhwoWsWLGCuXPn0rJlSwC6du3K5s2befTRR7UQKyIiIiIiIiIiIiIiIiJJ8ataiF28eDFNmjQpX4SN6Nq1K8OGDWPdunU0bdrUUV31GjSoQ3p6KqFQKXl5O1znxMxyv+V2UL9LltvBdr/ldlC/S5bbQf0uWW4H9btkuR3U75LldrDdb7kd1O+S5XZQv0uW20H9LlluB9v9lttB/S5Zbgf1xyPgeZ6X1HusRRdeeCGZmZnMnDmz0uUff/wxV1xxBU8++SS/+93vYt5uxYdo90crEOAXr9vbz+z6dwDP8/C8PW8vmvuJ5bp4txe5PBD4X3+yG+Ld3u7tfnhcY91exd+d6rbn9zHt3h/v8ymZY4rmeRvt9pI9puqet/Fsr7rramtMLvc5iRrTLz1vY91erD9T8bqa/ExNnrexXFebY4q23Y9jiuZ5W5sN8W7P8pwbbbufx1TdfseP89OerrM650bb7tcxac51O6aaPm9juU5z7i+3+2lfHs3PxPO8TVRDPNuzPufGs8/xw5gS/Tpfc250DdU9b+PZXqx98Y4p2udtLNdpzq16XbTP29psqI3tWZ1z99Tul8f1l7YXy+sFv47J8pxbG/ucZI4pWa/zrc65gd13Fv/1qzoiNj8/n4YNG1a5vG7dugBs3769Rtut+ODt4XHc63V7+5mK91F1hx779hLdF+3P1OZjVNvbi7T74XGtyfaq+91JdkN811Xf7/cx7bo++udtbTTEu73dJ4ba3Eckensu9jmJHNPenrc1va/kjim2521Nr6uNOdfiPqcmz9tENyRqe5bn3F9q9/+YYn+94Jcx7bre3pz7v9vU7ut8zbl7v87ynOv31/m/xjn3f9fb2+fs6fWCXx7XfWXOrek+xz9jStzrfM25sW3P1ev8RI3JT6/z97U5V6/z42tI5D7HL49rtNuL5vWCn8dkec5N9D4n2b//yXidb3nOrU4wtpv7m+d5BINVhxRZ4d7TarSIiIiIiIiIiIiIiIiISCL9qhZis7Ky2LGj6rmdi4qKyq8XEREREREREREREREREaltv6qF2GbNmrFq1aoql69cuRKAI488MtlJIiIiIiIiIiIiIiIiIrIP+lUtxHbq1ImtW7eyfPnySpcvWrSII444gsMPP9xRmYiIiIiIiIiIiIiIiIjsSwJe5AtUfwVCoRA9e/YkFApx880307BhQ9566y2ef/55HnnkEc455xzXiSIiIiIiIiIiIiIiIiKyD/hVLcQCbN68mTFjxrB48WIKCws56qijuP766zn//PNdp4mIiIiIiIiIiIiIiIjIPuJXtxArIiIiIiIiIiIiIiIiIuLar+o7YkVERERERERERERERERE/EALsSIiIiIiIiIiIiIiIiIiCaaFWBERERERERERERERERGRBNNCrIiIiIiIiIiIiIiIiIhIgmkhVkREREREREREREREREQkwbQQG6eCggJatGjBG2+8UeW6oqIixowZQ7du3WjVqhVdu3Zl3Lhx7Ny5s8ptly9fzo033sipp55Ku3bt6NmzJ7NmzaKsrKz8NuFwmHHjxnHZZZfRqVMnTjjhBHr06MH48eMpLi72fT/A7Nmzufrqq/n9739P69at6dKlC/fddx8bNmww0V+R53kMGjSI5s2bV3v/fmu/++67ad68ebX/GzVqlO/7I15++WWuvfZa2rdvT8uWLbniiitibk92/9y5c/f42Ddv3pxu3br5th2guLiYJ554gh49enDCCSfwu9/9jjvuuINVq1bF1O2q/8cff+SBBx6gU6dOtGrVijPPPJOZM2fu9fmdjP7XXnuNPn360KZNG0488UQGDBjAmjVrqtwuFArx6KOPlm+zW7duPPbYY5SUlPi+vaILLriAhx56KOZmV/0FBQWMHj2aiy66iA4dOtCuXTvOP/98Zs2aRWlpqa/bASZMmMDll19O586dad26Nd26dWPkyJH89NNPMbe76K8oFApx1VVX0bx5c77++msT/VdcccUe9/kzZ870dTtAaWkps2fP5rLLLuPkk0+mVatW3H333TF1u+h//PHH9zrf1uQ1Q7If/7y8PEaPHs0ZZ5xBmzZt6NatG3/605/YtGmT79vXrVvHwIEDOeWUU2jVqhXnnXceCxYsiKl51apV3HvvvZx33nn85je/4ZRTTqFv374sXry4ym3nzZtHz549ad26Ne3bt2fw4MFs27atyu22bt3KoEGDaN++PW3atKFnz57Mnz+/2vuPdpt+bI8YNWoUPXv2jKrZL/0zZszgqquu4ve//z1t2rThjDPOYOTIkeTl5Znof/XVV+nXrx+nnXYarVu3plOnTtx222385z//8X377saOHUvz5s2ZPn16VO2u+/e237/11lt93x/x7rvvcvPNN3PqqafSsmVLTjvtNF+3L1myZK/zbfPmzX3dD1BWVsazzz5Lz549adeuHZ06deLGG29k2bJlUbW77o9lHk9We8TeXn/UdJt+64+oyZzrst2v8220/fHOt677dxfrnOuy3a/zbbT9ETWdb132J2LOdfnY+3W+jbY/3vm2otSYf0IAKCwsZP369YwdOxbP86pcHwqFuPLKK1m/fj3XX389Rx55JCtWrGDKlCksWbKEp59+mmBw1zr4kiVLuPbaaznxxBO55557yMzMZPHixQwbNoxvv/2WYcOGAVBSUsK0adM455xzuOyyy6hTpw5Lly5l/PjxLFu2jMmTJ/u6H2D69Okce+yx3HrrrTRq1Ig1a9YwceJE3n//fV555RXq1Knj6/6KRo8eHfMfl1y3161bl/Hjx1e5z0MPPdT3/aWlpQwcOJBFixZx8cUX07NnT+rXr8/PP/8cdbur/k6dOjFt2rRqex555BEKCwt92w5w0003sWzZMm644QaOO+44Nm/ezNSpU7nwwgt58cUXadasmW/7f/rpJ/r06UM4HOamm27ikEMOYdmyZYwePZrPPvuMMWPGRNWe6P7p06czcuRILrjgAq677jp27NjBzJkz6d27N88//3ylF1LDhw9n3rx53HTTTRx33HF88803TJgwgZ9//pkHHnjA1+2hUIjNmzfz//7f/+PLL7/kxBNPjPrxdt2/efNmXnrpJc4991yuvfZaUlNTeeeddxg2bBgrVqxg6NChvm0HeOKJJzjrrLO45JJLyMrK4uuvv2bSpEl88sknzJ0719ePfUWe5zF48GA++eSTqJv90n/44Yfz4IMPVrnPo446ytfthYWF9OvXj2+++YbLLruMvn37kpaWFvMHEFz09+rVa4/7mfvuu4+MjAxf94dCIfr27cuPP/7IDTfcwBFHHMHatWt56qmneOutt1iwYAH777+/L9vXrl1Lnz59OOigg7jrrrs44IADeP/99/m///s/Vq5cye233x7V4/7xxx/z2Wefcc4559CiRQuKiop47rnnuP766xk7diw9evQAYP78+QwaNIgLL7yQ2267jdzcXCZMmMB1113HnDlzSE3d9Ta3pKSEa665hsLCQgYOHMiBBx7IG2+8wV133UVqaipnn312+X1Hu00/tofDYXJzc/nwww+ZPXs2RxxxRFSPt1/6p0+fzm9+8xt69erF/vvvz1dffcVTTz3Fhx9+yJw5c0hLS/N1//PPP4/nedxwww00btyYTZs28eSTT3LppZeycOFCDj74YN+2VzRr1qyY/qbgp/7x48dTt27dSpc1atTIRP/IkSOZMWMGvXr14s4776Rhw4ZRf1DdVXuLFi32+P52xowZvP/++77uBxgyZAgvvvgi11xzDe3atWP79u0888wzXH755Tz99NP89re/9W1/LPN4strhl19/RMQ737ruj3fOddnux/k2lv5451vX/RXVZM71Q7uf5ttY++OZb132J2LOdfnY+3G+jbY/EfNtJZ7USN++fb2cnJzy/73++uuVrn/hhRe8nJwc78MPP6x0+ccff+zl5OR4r7zySvllf/zjH70OHTp4oVCo0m3vvPNOr2XLluWXl5WVebm5uVVahg8f7uXk5Hhr1qzxdb/ned6mTZuqtMydO9fLycnx3n//fd/3R0ydOtVr166dN23atGrv34/tgwcP9k488cSoO/3WP2HCBK9t27bet99+a7K/Ol999ZXXvHlzb8aMGb5t//bbb72cnBxv+vTplW63Zs0aLycnx3vssceianfV/8gjj3jHHXec991331W63Ysvvujl5OR4y5cvT3p/fn6+16ZNG2/QoEGVbrdz507vrLPO8vr161d+2YYNG7wWLVp4U6dOrXTbJ554wjvuuOOq3af6pd3zPO+xxx6rdL8jRoyIqtcP/UVFRV5hYWGVlv79+3stW7b0ioqKfNvuedXPt48//riXk5NT5fngx/6I4cOHe506dSpv/+qrr6Jud9nft29f7/zzz4+p1S/t9913n9epUyfvhx9+MNlfnddff93Lycnx3nzzTV/3L1q0qNr7eu+997ycnBxvzpw5vm0fOHCgd9JJJ3k//fRTpds+/vjjXsuWLaP+fcrNzfXC4XCly4qLi72OHTt6F198cfll3bt392688cZKt1u2bJmXk5PjzZ8/v/yyl156ycvJyfG++OKLSre97rrrvDPOOKPSZdFu04/tH330UaX/5jXZ/7js37ZtW5WeyPus9957z/f91c25S5Ys8XJycrwXXnjB1+0Rr7zyiteqVStv1qxZXk5Ojjdt2rRf7PZDf+S1Zl5eXtS9fuqfN2+ed9xxx3kffPCBufbqbN682TvhhBO8kSNH+rp/+/btXosWLbyHHnqo0u3y8/O91q1be4MHD/Z1fyzvm5PV7nm//PqjJtv0Y3+8c67Ldj/Ot7H0xzvfuu6PqOmc67Ldj/NtLP3xzreu+6sTy5zrqt2v8220/YmYbyvSqYlraMiQITz//PN7PBrp888/Jy0tjZNPPrnS5SeddBKHHXYYb731Vvll4XCYsrKyKqeZPOCAA0hPTy9frQ8GgzRs2LDKfUWORtu+fbuv+wEOOeSQKvfl/fdTB9nZ2b7vh12frhg7dizjx4/nuOOOi7rZD+2J4KK/uLiYqVOncvPNN5OTkxP1J8z80r8nDz/8MIceeigXX3yxb9vD4TBAldOfR47I2f2TcH7r/+KLLzjssMOqfEq1R48epKenV9pmsvpXrlxJcXExHTt2rHS79PR0zjnnHD744IPyU1y8//77hMNhzjzzzEq37datG2VlZbz33nu+bQe46KKLeP7553n++eej6vRTf506dar9/W7WrBklJSXs2LHDt+2w5/k2NTW12tcSfuuHXUf1zps3j6eeeiqmMzf4pT9eLto3b97M3Llzueeeezj44IN9Md/G+9iXlZUxduxY2rVrF9NXAbjoT9Sc66L9iy++4Pjjj69yxG7v3r0pKSmJer5q2LAhgUCg0mUZGRkcfPDB5OfnA7uOvv3+++8566yzKt2uTZs2NGrUiHfffbf8ssWLF9OkSRNatmxZ6bZdu3blu+++Y926dTFv02/tAC1btiyfb48//vhfbPVbf3VHUkReu0X7Htdlf7zvcV22w64zzQwaNIjhw4fTpUuXX+z1W3+8XPZPnDiRPn360KFDB4CY512/Pfbjxo0jGAzSr18/3/d7nldlvq1bty7p6elRz7eu+mN535ysdvjl1x812abf+iH+Oddlux/n21j6E/E3ZZf9EN+c67o9Xi77451vXfdXJ5Y512W7H+fbaPsTMd9WpIXYGjrmmGNo27YtxxxzTLXX169fn5KSEnJzc6tcd/DBB7N+/fryf/ft25fCwsLyc1uHw2E2btzIggULuP7666v8ou3u008/JTU1NabTYbjuLysr48cff+SNN97gkUceoW/fvhx77LG+73///fe59957+ctf/lK+846V68e+tLS0xt+N6ar/3//+N9u3b2fLli307t2bE044gdatW9O7d2/eeecd3/dX58P0OeEkAAAecElEQVQPP+S9997jj3/8I+np6b5tb9GiBR07duTxxx9n7Nix5efVnzx5MtnZ2fTu3Tuqdlf99evXZ9u2bVVOqZmens4BBxxQaZvJ6q9fvz6wa8GjutuFQiG2bNkCUP4dfLu/4TjqqKMIBoOsXr3at+2R7rZt29K2bduoOv3WX51PP/2U/fffP+rFTNftpaWlbN26lRdffJGpU6dy5513kpWVFVW7y/65c+cyYcIEJk6cGPX3jPmpP6KkpKR8cc1C+7vvvktZWRnffPMNPXr0oHXr1rRt25bLLrsspu9wcdVfnblz57Jy5UruvPNO3/d36tSJnJwcHnjgAaZOncr27dsJh8NMmTKFY445JuqFZBft9evX54cffqj2dkBM8+3utm/fzurVqzn66KMB+O6774Cqc2MgEODoo4+uNDd+9913NG7cuMo2I+87IreNZZt+a4ddj39kvo38d0uEZPVX59NPPwUov28L/eFwmLy8PD744AOGDh1K165d+d3vfufr9m+++YYBAwZw22230atXrxq1uuyPKCsri/kU+nuTjP61a9eyevVqQqEQl1xyCe3ataN169acffbZvPjii75ur87q1auZM2cO1157bUwf+nPRn5WVxR/+8AdeeOEFHnzwwfIFztmzZ1NWVsbll1/u6/5Y3jcnqx1++fVHTbbpt36onTk3We3VcT3fQuz9iZxvk9lfG3Nush97P823EF1/bc23yeqvTiLm3GS0+3W+jbY/0fOtFmJrSY8ePUhJSWHw4MF88803FBQUsHHjRubNm8e6desqfXK/ffv2PPbYY3z99ddcf/31dOnShd69e3PxxRdz88037/V+li5dyquvvkqvXr1o0KCBmf4nnniCDh06MGDAAM466yzuueeehLXXVv8XX3zBLbfcwuDBg8vPPV4bavOxz8/Pp2XLlrRq1YoOHTowcOBAvvnmG9/3r1q1CoAVK1bQt29fJk+ezKhRo6hTpw79+/eP+lOTrvp353keY8aM4ZhjjuH888/3ffukSZM44YQTmDRpEl26dKFHjx4sWLCAZ599Nq432cnoP++88ygqKmLw4MGsXr2awsJC1q1bx+zZs9m+fXtCj2CLtv+YY47huOOOY8qUKbzyyivk5eXx008/sXTpUl5//XWA8tvm5+dTp06dKt85EAwGyczMLP/klx/bkylZ/S+//DKffvopV111lZn2IUOG0KlTJ+6//3769+/Ptddem7D22up/++23GTJkCH/961+j+r4Qv/VHfPPNN7Rq1YpWrVrRuXNn/vSnPyX0KJ7aaF+1ahWBQIDVq1fTv39/pk6dytChQ8nPz+fKK69M6GuGZDxvi4uLefzxx+nUqVOVT7H6sT8jI4NnnnmGgw46iFGjRtGxY0fOPvtsVq5cyTPPPBP1B7dctJ977rmsWbOGkSNHsmHDBgoKCli9ejXTp0+vdLuaePjhhykuLubKK68E/nfERnWfoK5Xr16luTE/P7/a20Uui2wrlm36rb02uepfs2YNs2bNokOHDuTk5Jjpnz9/PieffDLXXHMNOTk5/PWvf/3FD1W7bI9839VFF13EddddV6NOl/0VtW/fnpYtW3LKKafQv3//Gn+3fDL7I+9x//Of/9CzZ08mTJjAo48+yhFHHMHdd99d4zPKuHrePvLII2RlZXH11VfXqDsiWf3Dhw/n7LPP5tlnn6V79+6ce+65jB07lqeffjquBalk9MfyvjlZ7dGqrfkWktNfW1y1+2G+rYlEzreQnP7amnOT/dj7ab6NVm3Nt8nqr04i5txktftxvo1WoufbxJ+3VABo1aoVf/vb3xg1ahQ9e/Ysv7xDhw6UlJRUOhrlX//6F3fffTdDhgyha9euvPLKK8yePZspU6Zw8MEHc9lll1V7H6tWreLWW2+ladOmCV/IrO3+P/zhD5x00kl89913PPXUU3z88cc8++yzCfs0WW309+vXj0suuYSLLrqo/IkWOS1qSUkJO3fuJCMjw5ftsOsPZF27duWAAw6gpKSEFStW8PTTT3PppZfy0ksvxXREdbL7CwoKAHjsscfYb7/9yn/+tNNO4/TTT2fy5Mk1Oo1Wsvp3t3DhQr788kvGjRtHSkpKQrprq72srIy7776b4uJi3nrrLdasWcO8efN4+eWXueOOO3jiiSc48MADfdvfvXt3HnzwQcaNG8eCBQuAXYuY3bp1IxQKxXRkYCL7J02axNChQ7njjjvKT4nSuHHj8k9uRW7red5ev/g9njcbtd2eTMnoX7p0Kffddx+//e1voz7dmh/a+/fvz/nnn8+KFSuYNGkSH330EZMnT07YqesT3f/jjz9y++23M2jQIDp37lw+30Y+dVtSUkIoFErYglRtPf5XXHEFV111Ffvvvz9FRUV8+eWXTJ8+nbfeeosFCxZUOX2rX9oLCgqoX78+48aNq3RfnTt3plu3bjz99NOMHDky7vba6t/djBkz2LJlCxMmTEhIc233FxUV8cc//pHDDz+cmTNnsmzZMl588UXefPNNBg0axGOPPRbTVwIks/3KK6+kqKiIadOmlS++pqWllR+dUNO5Ydq0aTz//PP069ev/IMZkY7qXkPtfpqxPc2jkdtF5tFYtum39triqn/r1q3079+fjIwM/vznP5vq79y5M7NmzWLjxo3MmDGDc845h9mzZ1d7hJsf2u+44w5OPPFEbrvttvL5NhQKAbveA+zcuZP09PSYf9eS+dh36tSJo48+moYNG+J5HmvXrmXmzJlcddVVzJgxo0Yf6EpWf+Q97vDhwyt95dFpp53GhRdeyBNPPBH1V9gku313y5Yt4/XXX+eee+6J6286yewfM2YMn3/+OQsXLiQvL48FCxYwZ84cBg4cyJNPPsmRRx7p2/5Y5vFktUerNrYJyeuvDa7a/TLf1kSi5ltIXn9tzLnJfOz9ON9GqzbmW3D33E3EnJvMdj/Ot9FK9HyrhdhadPrpp3Paaaexbt06ioqKOPjgg6lbty4nnnhipcOeBw8eTOfOnbnkkksAuPrqq+nbty//93//x4gRI+jYsWP598BGrFq1iquuuoqsrCyefvrphJ6CKhn9Bx98MAcffDAnnXQSrVq1olevXjz99NMMGDDAt/25ublMnTqVqVOnVrmv22+/HYBPPvmk0kKhX9ph16RZ0amnnkrnzp3p0aMHc+fO5Y477oi7u7b6MzMzAdixY0elxzcjI4MTTzwx7k9g1XZ/RSUlJTz66KO0bt2a008/PaHdtdE+f/58Fi5cyGuvvcahhx7KoYceyqmnnsqVV17JJZdcwujRoxk9erRv+wEuueQS/vCHP7Bu3TpCoRCHHXYY27Zt44033qjRqXsS0X/IIYcwadIkcnNz2bJlC/Xr1+fQQw9l0KBBrFq1ioMOOgjY9Yfr4uJiPM+r9IK8rKyM4uLihC56Jro92Wqzf+nSpfTr14/mzZvzxBNPJPz7t2uzvWnTpjRt2pRTTjmFQw45hAEDBrBgwYKEnn4wkf0bNmxgx44djBgxghEjRlS5r4suuoisrCyWLl3qy/6IM844o9J9dOnSheOPP55+/frx+uuvc9FFF/myPTMzs9rvP27UqBHNmzeP63Rxyeiv6Oeff2by5MmceeaZtGrVKqHdtdU/depUPv/8c9599132228/unfvTvfu3Vm0aBE33XQTkydP5rbbbvNlezAY5Oabb+baa69l/fr1eJ7HYYcdxr///W/eeOONmL6CJGL69On85S9/4fLLL2fgwIHll0deC1b3u1pUVFTptWJWVtYebxe5PtZt+q29Nrjq37JlC1dffTX5+flMnz69xt8P7qq/YcOG5WeL6dKlCx06dODxxx+P6Q/cyWzPzc1l+fLlvPrqq1VuG3mN/9JLL1X6o6Wf+gHatWtHu3btyv/doUMHzj77bDp16sRzzz0X8x+Gk9kfeY8buTwiEAjQoUMHJk+eHNOHvV3udx5++GEaN268xw8i+63/k08+Kf/bTuRonN/85jdcc8019OnTh/vvv59Zs2b5th+in8eT1R6t2thmMvsTzVW7n+bbmkjEfAvJ7U/0nJvsx96P8220Ej3fJrt/d/HOucls9+t8G4tEzrdaiK1lwWCw0pGGL7/8MqWlpfz+978HYNu2baxbt44LLrig0s+lpqbSq1cvFi5cyFdffVVpMeezzz6jX79+NGnShMmTJyf01KDJ6N9d06ZNgeq/f8pP/dWdquDLL79k2LBh3HXXXZx00knUq1fPl+170qxZM1JTU/npp58S1l0b/Ycffjiw6xz4ke8ai8jPzy+fVP3aX9Fzzz3H999/X360SG1IZPunn35KWlpa+X+DiFatWtGiRQs+//xzX/dHpKWlcdRRR5X/e/bs2QAJO5I6lv6KGjVqRKNGjYBdn9L74IMP6NKlS/mi65FHHklZWRlr1qyp1L969WrC4fBen9+u212ojf633nqL22+/nZNPPpm//e1vCTkaLVntu3M531a0t/6DDjqo2vn27bffZuLEiYwaNSqu09fUdv/eRBaiEj3nJrL98MMPp7S0lO+//77Kfj8/P79WPmhRW4/9pEmTKCwsTNjC5Z4ksn/ZsmVkZ2dXeZPYrVs3GjZsmPA5tzYe+8zMzEpvSP/5z3+SmZnJKaecElPbo48+ysSJExkwYAC33nprpesic9/KlSsr/dHH8zxWrlxZ6cOHzZo1Y8mSJVW2v3LlSoDyT2DHsk2/tSeaq/61a9dy7bXXEggEmD17do3P1uOXx3///fdnv/32i2nOTXb7uHHjyo/Gidi6dSu33HILV111FT169IjptaZfHvsGDRpw0EEHxTzfJru/4nvcE088sdJt8/PzSUtLIy0tzZftFS1atIhPPvmEESNG1PiMJcnu39N3YjZt2pSTTz6Zt956y9f9EbHM47XdHq1EbzPZ/Ynkqt1v8228ajLfQvL7Eznn+uWxdz3fRiuR862L/orinXOT3e7X+TZWiZhvQd8Rm1S5ubmMGTOGE044gY4dOwK7Vuvr1q3Lu+++SzgcrnT75cuXA1T6Q9hrr73GVVddRdu2bZkxY0atLsImun/79u0UFhZW2e7ixYsB4vo+gmjE29+2bdsq/4v8oenII4+kbdu2CT3NbCLbS0pKKC4urrLd999/n9LSUlq3bl0r3YnqP+WUU6hfvz4zZ86sst1PP/20fJt+7Y8oLCxk4sSJtG/fng4dOtRqc6LaDz30UEpKSnjvvfcq3S4vL4+1a9cm7JTWtdVfne+++46JEydy1llnVVrcrA3V9e/J6NGj2b59OzfccEP5ZR07diQQCPDmm29Wuu2iRYsIBoO1+uYx3nbXEtE/c+ZMBgwYwLnnnsvEiRNrbRF2d/G2//jjj1Xe5IHb+XZPdu9PT0+vdr6NPKebN2/uZM6Kth92fQIzcirlit555x2AWu2Pt71r166kpKTwzDPPVLrtihUrWLt2rZP5dk/2tt/ZuHEjs2bNonfv3rW+n68o3v5DDz2U9evXs2LFikq3XbduHT/99FOtzrm1sc//17/+xd///ncuv/zyqI/eDIVCDB48mMmTJzN8+PAqb7Bh15vsJk2aVJkbly1bxo8//kjnzp3LL+vUqRNbt24tf30QsWjRIo444ojyfUss2/Rbe6K47F+6dCkXX3wxDRs25LnnnqvR77qr/p07d1b7B8jly5fz888/RzXnumo//vjjq8y3kSNxDj30UNq2bUudOnV82w9U+31fK1euZOPGjVHPt676c3JyaNq0Kc8991yl1w2hUIjFixdzyimn7PUrSly2R4TDYcaOHUuzZs2qfEg2Gq76I0f/7f4H4FAoxDfffBP1Psj1419RLPN4bbRHK1HbdNWfCC7b/TjfRisR863L/kTMuS5/d/w430YrEfOty/6IeOZcV+1+nW/jEet8W1HK0KFDhyakYh+zdu1aNm3axIoVK1i0aBEnnHACGRkZFBUVlX/v19tvv83nn3/ODz/8wD//+U/uvfde0tPTmThxIg0aNAB2nbc6LS2NOXPmsHTpUoLBIOvXr2f27NlMmzaN8847j8svvxyA9957j5tvvpkWLVpw4403smXLFtatW1f+v7y8vKiPVHDRv2zZMvr06cPWrVspKCjg+++/56WXXmLs2LEce+yxDB06NOqFTBf91dmwYQMvvvgi55xzTtR/6HPRvmnTJs4++2y2bNlCQUEB69ev5+WXX2bUqFG0bNmS+++/P6pJx1V/eno69evXZ9q0aXz11VekpqaybNkyHnjgAWDX+eajPT23y9+dSZMm8c477zB27NgqR/b6tf3oo49m4cKF/OMf/yAUClFYWMgnn3zC0KFDycvLY/To0WRnZ/u2H2DBggWsWrWKdevWMW/ePP70pz/RrFkzxo4dG9PR1Inqh10T9wsvvEBeXh6ffvopo0eP5vXXX2f48OGVjtLdb7/92LBhA7NmzSI1NZWCggL++c9/MmHCBC644ALOP/9837bDrk94fv/992zbto3nnnuOpk2bcvjhh7Nt27aof29c9b/wwgsMHTqULl260KdPHzZs2FBpzt25c2dUH4Zy0f7KK6/Qv39/8vLyyM/PZ/Xq1cyaNYspU6bQpUsXbrnllqiPXHb1u7O7r7/+mjfffJNLLrnE9787//73v7n88sv5+eefyc/PZ82aNfz9739nwoQJnH766VF/YMFFe4MGDSgoKGD69Ols3LgRz/P46KOPeOCBB2jcuDHDhg2L+pO3Ln93RowYwYoVK3j88cdrfPpWF/1HHnkk8+bNY/78+cCuDz0tXryYoUOHkpGRwahRo6J6vePqsX/++ef54YcfWL16Nc899xx//vOf6dChA8OGDYv6lO6DBg3iH//4B9dffz0tW7astN9dt24dGRkZ1KtXjwYNGjBlyhS2bdsG7Fr0feihh2jcuDH3339/+XuKo48+mtdee42FCxdSv359Nm/ezLRp03jllVcYMmRIpT/aRbtNP7YXFhayatUqtm3bxquvvsqOHTv47W9/y7Zt26hbt25Uz1tX/StWrODSSy/lwAMP5I477iAvL6/S/W7ZsiWqUya66v/hhx8444wz2LBhA4WFhWzcuJHXXnuN4cOHc8ABB/Dwww//4utNl787u9u+fTszZsygc+fOtG3b9hcfd9f97du3Z/369RQUFLBp0yYWLVrEkCFDaNiwIaNHj/b1734gEKBJkyZMnz6djz76iIyMDL7++muGDx/Ohg0bePTRR8vPROC39oi5c+eWv2auyQf9XPU3a9aMd955h5deeont27dTXFzM8uXLGTFiBCtXrmTkyJFR/XHY5eMf7TyerHaI7vUHxD/fuu6Pd8511e7X+Tba/kTMty77qxPrnOuy3Y/zbbT9iZhvXT/+EN+c66rdr/NtLI99vPNtRQHPT99QbsgVV1zBxx9/XOXyk08+ufwogilTpjB27FjS0tJo2rQpZ5xxBldffXW1f0B5++23mTJlCitXriQUCnHkkUdy+eWX07Nnz/IFsrlz53LPPffssaniffuxPzc3lyeffJKlS5eyceNGioqKaNKkCaeeeiq33HJLTOfqdtFfnSVLlnDllVcyfvx4unfv7tv2wsJCxo4dy9KlS9m0aROFhYUccsgh9OzZk+uvvz6qTzq77I9YtGgR48aN4z//+Q/16tWjc+fO3HXXXRxyyCG+79+2bRunn346HTt2ZPz48VH3+qH9xx9/5IknnuDtt9/mhx9+oFGjRpx88snccsstNGnSxPf9I0aM4LnnniMjI4OjjjqKc845h8suuyzm03gksn/jxo307NmTHTt2lD+e1113HS1atKiy/VAoxPjx4/nHP/7B1q1byc7OpmfPngwYMCDq06e4an/88ccZN25ctU3ffvttVO2u+vfWDtC7d2/+8pe/+LJ97dq1TJkyheXLl7Np0yZCoRCHH3443bt3p1+/fjF994mr353dRV4DxfpddS76t2zZwt/+9jc+++wzfvjhB4qLi2natCmXXnopl112WdQLUq4ee8/zmDt3Lk899RTr1q2jQYMGnHHGGdxxxx3OXqvF0v/tt9/Sq1cvrrjiCu69996oe/3Sv2HDBsaPH8/HH3/Mli1bOOSQQ+jSpQs333xz1GfCcdV+8803884771CvXj2aN29Or1696N27d9Qf9ttbe8TIkSPLPwH+4osvMnXqVNasWUO9evXo0qULgwYNqvJhjc2bNzNmzBgWL15MYWEhRx11FNdff321H2aKdpt+a4+8J6nOjBkzojo1tKv+vbUDHHbYYSxatMi3/Tt27GDSpEksWbKE9evXs337dho3/v/t3U1oVPceBuDX1gpxkcSv6hWzsGid4kJQqDuL+AkWYja2BFMV0SKKCxUxCzcWSgXrRlArSEDFNvUjG4tWVFyUIqKjCxd+VFx0iEorqCGI1pi76G1qqPTa6+jkmudZ5v/PzHsOgV/OvHM4/8qUKVOyevXq57pOqfTf/dNKpVJmzJiR5ubmLF68+L9mr3T+LVu25MyZM2lvb8+9e/cyfPjwzJ49OytXrvzbD7/7Sv7k9w8Jt27dmkuXLuXNN9/M1Kl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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting Piper Accidents per Year\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =1)\n", "piper_plt = sb.catplot(x=\"Year\", y=\"Piper Accidents\", data=df_piper, height = 14, aspect = 1.9, kind = \"point\")\n", "piper_plt.set(ylim=(0, max_piper*1.2))\n", "plt.grid(True,which=\"both\",ls=\":\",c='white',lw = 2.5) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Top Piper Models Involved in Accidents" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0, 0.5, 'Number of Accidents'), Text(0.5, 0, 'Piper Model')]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Calculating and determining the top Piper models (from DataFrame) involved in aviation incidents\n", "\n", "manufacturer_piper = pd.DataFrame(aviation_data, columns = [\"Make\", \"Model\"])\n", "manufacturer_piper[\"Make\"] = manufacturer_piper[\"Make\"].str.title()\n", "manufacturer_piper[\"Model\"] = manufacturer_piper[\"Model\"].str.title()\n", "\n", "for x in manufacturer_piper.index:\n", " if manufacturer_piper[\"Make\"][x] != \"Piper\":\n", " manufacturer_piper = manufacturer_piper.drop(x)\n", "manufacturer_count_piper = pd.DataFrame(manufacturer_piper[\"Model\"].value_counts())\n", "piper_10 = pd.DataFrame(manufacturer_count_piper.head(10))\n", "\n", "f,axes = plt.subplots(1,1,figsize = (20,10))\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =0.9)\n", "\n", "piper_model_plot = sb.countplot(manufacturer_piper[\"Model\"], order=piper_10.index, palette = \"coolwarm\")\n", "piper_model_plot.set(xlabel = \"Piper Model\", ylabel = \"Number of Accidents\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Correlations and Heatmaps (Cessna and Piper)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearCessna Accidents
Year1.000000-0.957982
Cessna Accidents-0.9579821.000000
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" ], "text/plain": [ " Year Cessna Accidents\n", "Year 1.000000 -0.957982\n", "Cessna Accidents -0.957982 1.000000" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Correlation of accidents over the years (Cessna)\n", "\n", "joint_cessna = pd.concat([df_cessna[\"Year\"], df_cessna[\"Cessna Accidents\"]], axis = 1)\n", "joint_cessna.reindex(df_cessna.index)\n", "joint_cessna.corr()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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YearPiper Accidents
Year1.000000-0.947275
Piper Accidents-0.9472751.000000
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" ], "text/plain": [ " Year Piper Accidents\n", "Year 1.000000 -0.947275\n", "Piper Accidents -0.947275 1.000000" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Correlation of accidents over the years (Piper)\n", "\n", "joint_piper = pd.concat([df_piper[\"Year\"], df_piper[\"Piper Accidents\"]], axis = 1)\n", "joint_piper.reindex(df_piper.index)\n", "joint_piper.corr()" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "#Setting styles for heatmap\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =0.80)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 2)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Heatmaps of both Cessna and Piper accidents\n", "\n", "f, axes = plt.subplots(1,2, figsize = (15,5))\n", "\n", "cessna_heatmap = sb.heatmap(joint_cessna.corr(), vmin = -1, vmax = 1, annot = True, fmt='.2f', cmap=\"Blues\", ax = axes[0])\n", "cessna_heatmap.set_ylim([0,2])\n", "\n", "piper_heatmap = sb.heatmap(joint_piper.corr(), vmin = -1, vmax = 1, annot = True, fmt='.2f', cmap=\"Blues\", ax = axes[1])\n", "piper_heatmap.set_ylim([0,2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Sample for Input Manufacturer (REQUIRES INPUT)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Examples include: Airbus, Boeing, Cirrus, Bell, Hughes, Beech, Mooney, Grumman...." ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Input an Aircraft Manufacturer: Airbus\n" ] }, { "data": { "image/png": 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hzZ400LAIAAAA6F4Cnud57W/WPcXjnioqaq0zAAAAAAAAMioe9/TjBxbrQFVj87ILTxmuK+aeZFgFAAAAuKmkpDjpcq6IBQAAAAAAOM6s2HwgYRA2EJDmzhhiWAQAAAB0PwzEAgAAAAAAHGcWLt+V8HjGmBL165lvVAMAAAB0TwzEAgAAAAAAHEd27K3Rpl2VCcvmzRpmVAMAAAB0XyHrgO6quDhP2dlZikRiqqlpbP8JPuNyv8vtEv3W6LdFvy36bdFvy+V+l9sl+q3Rb4t+W8dz/9FXw44cWKyThvTsyrx2Hc/H3w9c7ne5XaLfGv226LdFvy36bVn2c0VsmgSDAWVlBRUMBqxTOsXlfpfbJfqt0W+Lflv026Lflsv9LrdL9Fuj3xb9to7X/qraJi1dV56wbN6sYQoEMnscjtfj7xcu97vcLtFvjX5b9Nui3xb9tiz7uSI2TcLhmOJxT9Fo3DqlU1zud7ldot8a/bbot0W/LfptudzvcrtEvzX6bdFv63jtf2PFbsXiXvPjnkU5mjWuf1fntet4Pf5+4XK/y+0S/dbot0W/Lfpt0W/Lsj/geZ7X/mbdUzzuqaKi1joDAAAAAAAg7SLRmG6+7z3V1Eeal33urBN06Rkj7aIAAACAbqCkpDjpcqYmBgAAAAAAOA4sWVeeMAibHQrqnKmDDYsAAACA7o2BWAAAAAAAgG7O8zwtXLYrYdnpEwaquCDHqAgAAADo/rhHbJocvulvPO4pFnNvzmyX+11ul+i3Rr8t+m3Rb4t+Wy73u9wu0W+Nflv02zre+jfsOKTS/XUJy+bNHJquvHYdb8ffb1zud7ldot8a/bbot0W/LfptWfYzEJsmRUW5yskJKRyOqqqqwTonZS73u9wu0W+Nflv026LfFv22XO53uV2i3xr9tui3dbz1L1xemvB4wsjeGlJSlK68dh1vx99vXO53uV2i3xr9tui3Rb8t+m1Z9jM1MQAAAAAAQDdWfrBeqz4+kLBs3qxhRjUAAADA8SPgeZ5nHWElHvdUUVGbln1zmbYdl9sl+q3Rb4t+W/Tbot+Wy/0ut0v0W6PfFv22jqf+xxdu0usffHpF7IA+BfrF9acqGAikO7NVx9Px9yOX+11ul+i3Rr8t+m3Rb4t+W5noLykpTrqcgdg0DcQCAAAAAABYq2+M6KZ731NTJNa87KoLxmjudLv7wwIAAADdTWsDsUxNDAAAAAAA0E29s7osYRC2IDekMyYONCwCAAAAjh8MxAIAAAAAAHRDsXhcry0vTVh21tTByssJGRUBAAAAxxfOvNMkPz9HoVBQ0WhcDQ1h65yUudzvcrtEvzX6bdFvi35b9Ntyud/ldol+a/Tbot/W8dC/cvMBVVQ3Nj8OBgI6zydTEh8Px9/PXO53uV2i3xr9tui3Rb8t+m1Z9nNFbJrk5GQpLy9bOTlZ1imd4nK/y+0S/dbot0W/Lfpt0W/L5X6X2yX6rdFvi35bx0P/wmW7Eh5PH1uivj3z0p3WIcfD8fczl/tdbpfot0a/Lfpt0W+LfluW/QzEpkk87ikWiyse96xTOsXlfpfbJfqt0W+Lflv026Lflsv9LrdL9Fuj3xb9trp7//a91dpUWpWw7IKZwzKR1iHd/fj7ncv9LrdL9Fuj3xb9tui3Rb8ty/6A53luHrUuEI97qqiotc4AAAAAAADoUr99YZ0Wr93b/HjUoGL9v1+dqUAgYFgFAAAAdE8lJcVJl3NFLAAAAAAAQDdSWduk99eXJyybN3MYg7AAAABAhjEQCwAAAAAA0I288eFuxY6Ydq1XUY5mjutvWAQAAAAcnxiIBQAAAAAA6CYi0ZjeWLE7Ydnc6UMVyuIrIAAAACDTQtYB3VXPnvnKyQkpHI6qqqrBOidlLve73C7Rb41+W/Tbot8W/bZc7ne5XaLfGv226LfVXfuXrC1XbUOk+XF2KKizpw62SGxTdz3+rnC53+V2iX5r9Nui3xb9tui3ZdnPn0MCAAAAAAB0A57naeHyXQnLTp8wUMUFOUZFAAAAwPGNK2LTpLExokgkplgsbp3SKS73u9wu0W+Nflv026LfFv22XO53uV2i3xr9tui31R37N+w4pNL9dQnbzZs5NNNpHdIdj79LXO53uV2i3xr9tui3Rb8t+m1Z9gc8z/My/qo+EY97qqiotc4AAAAAAAA4Zvf8dbVWfnyg+fGEUX100xenGhYBAAAAx4eSkuKky5maGAAAAAAAwHHlB+u16ohBWEmaN3OYUQ0AAAAAiYFYAAAAAAAA5732QamOnPJsYJ8CTTyhj1kPAAAAAO4RmzbZ2VkKBgOKxz1FIjHrnJS53O9yu0S/Nfpt0W+Lflv023K53+V2iX5r9Nui31Z36q+qadS7q8sS1s+bOVTBQMCorn3d6fjTn1kut0v0W6PfFv226LdFvy3Lfq6ITZOCghz16JGvgoIc65ROcbnf5XaJfmv026LfFv226Lflcr/L7RL91ui3Rb+t7tT/9qoyNR3xhVJBbkhnTBxkWNe+7nT8XeRyv8vtEv3W6LdFvy36bdFvy7KfgVgAAAAAAABHxWJxvf5BacKys6cOVm5OllERAAAAgMMCnud57W/WPcXjnioqatOy70AgoEBA8jzJxUPscr/L7RL91ui3Rb8t+m3Rb8vlfpfbJfqt0W+LflvdpX/Z+n2695mPmpcHAwH98tunq2/PPMO69nWX409/5rncLtFvjX5b9Nui3xb9tjLRX1JSnHQ594hNE8/z5OB7sZnL/S63S/Rbo98W/bbot0W/LZf7XW6X6LdGvy36bXWX/r8v25mwfMbYEt8Pwkrd5/i7yuV+l9sl+q3Rb4t+W/Tbot+WZT9TEwMAAAAAADhoW1m1NpdWJSybN2uYUQ0AAACAo3FFLAAAAADAKbv31+qtVXu0s7xW8binPj1ydcbEgZo4qq+CwYB1Hnws7nlav/2QFq0p04GqRgUDAQ0pKdTZUwZr+IDkU4n5STzuadWWA1qytlyHapq071B9wvpRg3roxME9jOoAAAAAHI17xKbpHrGFhbkKhYKKRuOqq2tKy2ukk8v9LrdL9Fuj3xb9tui3Rb8tl/tdbpfot+Zaf31jVA+9vF4fbtqfdP2APgX69mUTNGKg/wfUJPeO/9Fc6999oE6/eW6Ndu+vS7p+4gl99M1LJ6goPzvDZR2zdU+1Hnh+jfZXNra6zTUXjdOZkwdnsKrzXHv/HI1+Oy63S/Rbo98W/bbot0W/rUz0t3aPWKYmTpNQKKicnJBCITcPscv9LrdL9Fuj3xb9tui3Rb8tl/tdbpfot+ZSf1M4pv9+cmWrg7CSVH6wXr/844faWV6TwbLOc+n4J+NSf1lFnf7zsQ9aHYSVpDVbD+qOP36o+sZoBss6ZltZte544sM2B2El6e1VexSOxDJUdWxcev8kQ78dl9sl+q3Rb4t+W/Tbot+WZb+bR8wB0Whc4XBU0WjcOqVTXO53uV2i3xr9tui3Rb8t+m253O9yu0S/NZf6n1+0TdvKqtvdrjEc04MvrJMLkz+5dPyTcaXf8zz97sX1quvAAGvp/jo99faWDFR1XDzu6YHn1iocaf84b9ldrZeX7MhA1bFz5f3TGvrtuNwu0W+Nflv026LfFv22LPuZmjhNUxMDAAAAALpGUySmm+9d1KGBtMNu/tJUnTyyTxqr4Iote6r0i0c/6PD2oayAvnf5FOXlZKWxquM2lVbqL290fHC4R0G2/us7sxXK4m/vAQAAgExpbWriUIY7AAAAAABIyZqtB1MahJWkJWvLGYiFJGnp2vKUto/GPP33kyvTVJN+1fURrdt+SJNP7GudAgAAABz3+PNIAAAAAICvHapp+76YXfUcdE8Ha5qsEzKO9z8AAADgD1wRmyaBQECBgOR5cuLeREdzud/ldol+a/Tbot8W/bbot+Vyv8vtEv3WXOnvzBSrWQ5My+rK8W+NK/2hrIB1Qsa5MC2xK++f1tBvx+V2iX5r9Nui3xb9tui3ZdnPQGya9OiRp5yckMLhqKqqGqxzUuZyv8vtEv3W6LdFvy36bdFvy+V+l9sl+q250j98QFHKzxnSrzANJV3LlePfGlf6h5QUSutTe07fHnnK9ck9YqvrwqptiKT0nBEDk9+fyk9cef+0hn47LrdL9Fuj3xb9tui3Rb8ty34GYgEAAAAAvlXfGNXLS3am/LxlG/bp1JMHaPgA/w9IIX3KKuq0eE1q94gd0KdAv7j+VAUD/riStvxgvf71wSUd3v6kIT01tCT1P14AAAAA0PUCnovXEHeReNxTRUVtWvadnZ2lYDCgeNxTJBJLy2ukk8v9LrdL9Fuj3xb9tui3Rb8tl/tdbpfot+b3/p3lNbrvmTXaV9m5v1jODgV11bwxOnPK4C4u6xp+P/7t8Xv/knV79YdXNqopxbbrLzlZp08cmKaqznnw+bVasq5jA8rf/8IUTT6xb5qLjp3f3z/tod+Oy+0S/dbot0W/Lfpt0W8rE/0lJcn/CJiB2DQNxAIAAAAAOsfzPL29ao8eX7hZ0Vj8mPc3e9JAXXXBWOVm+2OqWaRXJBrXn17frDdW7E75uZfNHqkFZ56Qhqpj0xSJ6Vd/XqWNuyrb3O7K80fr/JnDMlQFAAAA4DAGYpNgIBYAAAAA/KUpHNOjf9uoxWv3tlg3sE+B5s4YoqVry7VlT3XCut7FuTpz8iDtPlCnDzbub/HcoSWFumHBRA3q6/97x6Lz9lc26P5n12j73poW6yaf2FcnDu6ht1eVqaK6MWHdiAHFuvj0EZo5rn+mUlMWicb16tId+seK3aqqDSesGz20py45Y6QmneD/K2EBAACA7oiB2CQYiAUAAAAA/yirqNN9z6zR7gN1LdadMr6/vnbhOOXnhiRJpftqtXNfjWIxT3175mns8F7KCgbleZ5e/6BUT/7jY8Xiib/u5uZk6ZrPjtMp4wdk5OdBZq3cfEC/e3Gd6puiCcuDgYA+f/YJuvDU4QoGPpmObNOuSu2valAwENDQkiINH1CkgE/uCdueaCyujTsrdbC6UaGsoIYPKNIQ7gkLAAAAmGIgNol0DsTm5oaUlRVULBZX01G/BLrA5X6X2yX6rdFvi35b9Nui35bL/S63S/Rb81N/a/fzzAoG9KXzRmvu9CEtBsra6t+yp0q/eXaNKqqbWrzWedOH6oq5Jyk7FOz6HyQFfjr+neGX/lg8rqff2qpXlu5ssa5nUY6+fdkEjR3eu8U6v/R3Fv226LfjcrtEvzX6bdFvi35b9NvKRH9rA7GhtLwalJeXrZyckMLhqJNvSpf7XW6X6LdGvy36bdFvi35bLve73C7Rb80P/W3dz7Nvjzzd+LmJGjWoR9LnttV/4uCe+vdrTtHvXlyn1VsqEta9/mGptpZV6YYFE9WvZ37X/TAp8sPxPxZ+6D9U06QHnlujTaVVLdaNH9Fb37xsgnoW5iR9rh/6jwX9tui343K7RL81+m3Rb4t+W/TbsuxnIBYAAAAAYGJ/ZYPue3aNdiS5n+eUE/vqG5ecrKL87E7vvyg/W9+9fLJeWbJDT7+9VUfOB7WtrEY/e3iZrrvkZE05qV+nXwN21m4/qAefX6ua+kiLdZecMVIL5oxSMOjGdMMAAAAAuiemJuYesQAAAACQcSs279fvX1zf7v08u8qGHYf0m+fXqrou3GLdRaeN0OfOGqWsoO1UxeiYuOfpxUXb9dy723T0FxpF+dm6/tKTNemEviZtAAAAAI5P3CM2CQZiAQAAACCzorG4nn57q15N8X6eXaGqtkkPPL9WG3ZWtlg3ZlgvfXv+BPUqyk3La6NrVNeH9dsX1mnttoMt1p04uIduWDBRfXrkGZQBAAAAOJ4xEJsEA7EAAAAAkDmHapr0m+fWaHMn7ufZVWLxuJ59Z5teWryjxboeBdn61mUTNH5kn7Q2oHM+Lq3S/c+t0aGaphbrLpg1TJefc6JCWVzVDAAAACDzGIhNgoFYAAAAAMiM1u7nGdAn9/Ocn+H7ea7eckC/fWGd6hoTp0YOBKQFc0bp4jNGdunUyOg8z/P092W79Nc3tygWT/wKIz83S9d8drxmjutvVAcAAAAADMQmlc6B2OLiPGVnZykSiammpjEtr5FOLve73C7Rb41+W/Tbot8W/bZc7ne5XaLfWib643FPL76Xnvt5Hmt/RVWj7n9ujbbuqW6xbuIJfXT9JSeruCB9V+jy/mlffWNED728QR9u2t9i3bD+RbrxcxM1oHdBp/bN8bdFvy2X+11ul+i3Rr8t+m3Rb4t+W5nob20gljl70iQYDCgrK5jRv+juSi73u9wu0W+Nflv026LfFv22XO53uV2i31q6+6vrw7r7L6v0bJJB2BOH9NCt18zq9CCsdOz9fXvm6cdfma7zZwxtsW7N1oP62SPLtGV3y2mUuwrvn7bt2Fujnz2yLOkg7FlTBuknV8/o9CCsxPG3Rr8tl/tdbpfot0a/Lfpt0W+LfluW/aGMv+JxIhyOKR73FI3GrVM6xeV+l9sl+q3Rb4t+W/Tbot+Wy/0ut0v0W0tn/+bSSv3mubVpvZ9nV/SHsoK6ct4YjR7WSw+/vF6N4VjzuoPVTfrPxz/UFeeepPNnDlWgi6cq5v2TnOd5emvVHv1x4WZFY4n7zgkFdfVnxmr2pEHH/Docf1v023K53+V2iX5r9Nui3xb9tui3ZdnP1MTcIxYAAAAAuozL9/Pce7Be9z2zRqX7W/6eOGNsia757HgV5PH3zOnUFI7p0b9t0OK15S3WDepboBsWTNTQkiKDMgAAAABoHfeITYKBWAAAAADoOum8n2emhCMxPbZwk95dXdZiXf/e+bpxwUQNH5D8F2wcmz0H6nTfs2u050Bdi3WnnjxAX7twrPJyGAgHAAAA4D8MxCbBQCwAAAAAdI0de2t037MfaX9lY4t1Z00ZrCvPH62c7CyDss55d3WZHvv7RoWPmroqlBXUVReM0ZmTB3X5VMXHsyVr9+oPr25UUySWsDyUFdCXzxutc6YN4XgDAAAA8C0GYpNI50Ds4Zv+xuOeYjH35sx2ud/ldol+a/Tbot8W/bbot+Vyv8vtEv3WuqLf8zy9tXKP/vhakvt5Zgf11c+M1RkTj/1+nsmk+/iX7qvVvc+uUfnB+hbrzpg4UFdfMFa5OZ0fXOb9I0WiMT3x+sd6c8XuFuv69czTDQsmatSgHseamhTH3xb9tlzud7ldot8a/bbot0W/LfptZaK/tYHYrFtvvfXWtLyiAzxPamgIp2XfPXrkqbAwV1lZQTU1RdPyGunkcr/L7RL91ui3Rb8t+m3Rb8vlfpfbJfqtHWt/Yziqh1/ZoJcW71D8qL/xHdS3QDd/caomjOrbVbktpPv49yjM0eyJA3WgqkG7j5oud9e+Wq3cfEDjR/RWcUFO5/Z/nL9/9lU26O4nV2nVxwdarJt6Uj/94ItT1D+NU1kf78ffGv22XO53uV2i3xr9tui3Rb8t+m1lor+wMDfpcm6uAgAAAABI2e4DdbrvmY9UVtHyatHudD/P/NyQvnXZBI0e2kt/en2zYvFPB5x3H6jTbX9Yrq9fOE6nnjzAsNI9H27ar9+/tF4NR30JEgwE9E/nnKALTxnOVMQAAAAAnMfUxExNnJTL/S63S/Rbo98W/bbot0W/LZf7XW6X6LfW2f7Fa/fqD69uUDhy9P1TM3s/z0wf/617qnX/s2tUUd3yPrjnTh+iL80drexQsMP7Ox7fP9FYXE+9tUV/e39Xi3W9inL07fkTNWZYr65OTep4PP5+Qr8tl/tdbpfot0a/Lfpt0W+LfluWUxMzEJumgVgAAAAA6G4i0ZieeG2z3ly5p8W6dN/P0y9qGyL63YvrtHpLRYt1IwcW68YFE9WvV75Bmf8dqmnS/c+t0celVS3WjR/RW9+6bIJ6FHZummcAAAAAsMRAbBIMxAIAAABAx+yrbND9z6zRjvKaFuumntRP37hkvArzsg3KMi/ueXplyQ49/fZWHf0bdUFuSNddcrKmju5nE+dTa7cd1APPr1VtQyRheUDSpbNH6rLZoxQMMhUxAAAAADcxEJsEA7EAAAAA0D7u55ncxp2H9Jvn1qqqLtxi3WdPHa7Pn32CsoIdn6q4O4rHPb3w3nY9/+42Hf3lQ1F+tr552cmaOKqvSRsAAAAAdBUGYpNI50Bsfn6OQqGgotG4Ghpa/lLudy73u9wu0W+Nflv026LfFv22XO53uV2i31p7/X66n2cyfjj+VXVhPfj8Wq3fcajFujFDe+pb8yeqd3Fu0uf6of9YtNdfXRfWb19Yq7XbWx6bk4b01LfnT1CfHnmZSE2qux9/v6Pflsv9LrdL9Fuj3xb9tui3Rb+tTPS3NhB7fP9pbhrl5GQpLy9bOTlZ1imd4nK/y+0S/dbot0W/Lfpt0W/L5X6X2yX6rbXVf7C6UXc8sSLpIOz4Eb116zWnmA7CSv44/j0Lc3TTF6fqkjNGtli3qbRKP3v4fa3bfjDpc/3Qfyza6t+0q1K3Pvx+0kHYC2YN0y1XTjMdhJW69/F3Af22XO53uV2i3xr9tui3Rb8t+m1Z9ocy/ordXDzuade+WkXKalRYkK1hJUXWSSmJxuLaWV6r+J5qFRflOtcfica1fvtBNUViysvOUr/iXGWH3Pl7g6ZwTOu2VSgcjasgN6R+xTlOTWXW0BTVri0VinmeivJC6lOUo6BDU9TVNkS0c3+d4pJ6FGSrd0G2U1PsVdWFtX1frQKBgHoV5apHXpZT/Ydqmj7pDwbUr0eeCh37UD9Q2aCt5TXKDmWppGe+8kLuHHtJKj9Yr617a5SdnaWBfQqU7VC+53naU1GvLXtrlJcT0qB+BU79pZnnfXLuEC6rUUFeSEMc++yNxz3t3Fej6J5qFRbmOHfu4P65T4xzH0Pd+dzHlft5xuOeYrG44nHbiZ6CwYA+f9YJGj20p377wrqE41ZdH9F//2ml5p85SpecMbL5PdKtzn165Ssv65Ofy/M8/e39Xfrrm1sUP2oCrvzckK69aLxmjC2xSG7BL++fzqLfFv12XG6X6LdGvy36bdFvi35blv1MTdxFUxOHIzG9/kGp3lixWweqGpuX52Zn6fQJA/TZ00aopFd+l7xWOjQ0RfX3Zbv05srdqqr99LLsgtyQZk8apM+eNly9ipJPp+UHNfVhvfr+Tr2zqizhS4/igmydNWWwPnPKcBXlZxsWtu1QTZNeWbJDi9aUqaEp1ry8d3Guzp46WBfMGqa8HP/+3cS+yga9vHiHlqzbq3Ak3ry8pFeezp02VOfNGKLskH+/WCrdX6tXluzQsg37FI19+p/Ewf0Kdd70ITpr6mBffym8raxaLy/ZoRWbDiR82TViQLHOnzlUp08c6OsvhTfuPKRXlu7UR1sqEu4bdtLQnrpg5jDNGFvi6wHl1VsO6NWlO7VhZ2XC8pNH9taFpwzXxBP8e88zz/O0bMM+LVy2S1v2VDcvD0iaclI/XXjqcPMrndoS9zwt+qhMry0v1a59n36eZwUDmj6mRBedNkIjBiafEsQPorG43lq5R69/UKq9B+ubl4eygjplfH9ddNoIDe5XaFjYtvbOfS46bYT6+fzc52/v79Rbq/YkPfe56LTh6un3c5+lO/XOanfPfV5eskPvJTn3OWfqYM3z+7nPoXq9vGSHlqwrb+XcZ6ivB8RL99fq5SU7tDzJuc+504eourZJL763g/t5dtLB6kbd/+yahM/WwyaO6qNzpg3RWyv3aM3WxHOf0UN76oJZwzR9jL/PfVZ9fEB/ez/5uc85U4do8dq9WrH5QIvnDR9QpBsXTFT/3gWZSgUAAACAjHH+HrH79+/XnXfeqbffflv19fUaNWqUrrvuOl166aWd3mdXDcTWN0Z0959XJf1F+7CC3JC+f8UUnTSk5zG/XlerrG3Sf/9ppXYfqGt1m55Fn0y3NdSHV4nsO1Sv//rTyoQvgY9W0itPN39pmi8Hw3eW1+iuJ1equj7S6jZDS4p005emqmdhTgbLOmbTrkr9f39drYamaKvbnDS0p37whSn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66ad933+Y53n60Y9+pGXLlnW42S/9w4cP189+9rMWr3nCCSf4vr+urk7f/OY3tWHDBl155ZW66qqrlJ2dnfIfIlj0L1iwoNX/3vzkJz9Rbm6ur/vD4bCuuuoqHTx4UNdff71GjBihHTt26He/+53eeOMNvfjii+rVq5dv+3fs2KErrrhC/fv3180336zevXtr0aJF+pd/+Rd9/PHH+v73v99u9/vvv69Vq1bp4osv1rhx41RfX68//elPuu6663T33XfroosukiS98MILuuWWW3T55Zfre9/7nioqKnTffffpG9/4hp566imFQp/8OhuJRHTNNdeorq5ON910k/r166fXXntNN998s0KhkD772c82v3ZH9+nX/ng8roqKCi1evFhPPPGERowY0W6vn/ofeeQRTZ8+XQsWLFCvXr20bt06/e53v9PixYv11FNPKTs729f9Tz75pDzP0/XXX69BgwaprKxMDz74oL785S/r5Zdf1oABA3zdf6THH388pe8a/NR/7733qqCgIGFZ3759nei//fbb9eijj2rBggX64Q9/qD59+qT0B+xW/ePGjWv1995HH31UixYt8nW/JP37v/+7nnnmGV1zzTWaNm2aqqur9b//+7/6yle+oj/84Q+aOXOmb/tT+TzPZL/U/rnIYcf6+WvZ7sfP3lT6/fjZm0q/Hz97U+k/kl8+ezvT76fP3lT7/fbZ29F+v372drRf8udnb0f7u+qzt5mHBFdddZU3ZsyY5v8tXLgwYf2f//xnb8yYMd7ixYsTlr///vvemDFjvFdeeaV52T//8z97p59+uhcOhxO2/eEPf+hNmDCheXksFvMqKipatPz85z/3xowZ423bts3X/Z7neWVlZS1ann76aW/MmDHeokWLfN9/2EMPPeRNmzbNe/jhh5O+vl/7f/SjH3kzZsxIqdVP/ffdd583depUb+PGjU72J7Nu3Tpv7Nix3qOPPurb9o0bN3pjxozxHnnkkYTttm3b5o0ZM8a75557OtRu1X/XXXd548eP97Zv356w3TPPPOONGTPGW716dcb7a2pqvMmTJ3u33HJLwnZNTU3ehRde6H3zm99sXrZ7925v3Lhx3kMPPZSw7QMPPOCNHz8+6X9X/dTveZ53zz33JLzuf/zHf3S42bq/vr7eq6ura9Hy7W///+3daVyU9f7/8TfI4oKimKII5hai4BEzFwjoqLibQB2X3LfIxBbTn0tpkliuiYUKRoA7aEfQxF1xzeOCQGplsriwiAgqDCCCMP8b/GeOI6Ndg8Nc3zzv5+PRjYarmZfTyGdmvtcyVeno6KgsLi4Wul+p1D57g4KClPb29lX+XojYrxIQEKB0c3NTt//++++S2+XsHzNmjHLo0KE6tYrU/8UXXyjd3NyU2dnZf8t+bQ4fPqy0t7dXHj16VOj+uLg4rY91+vRppb29vXLnzp1C98+cOVPZrVs35f379zW2DQoKUjo6Okp6TeXl5SkrKio0bispKVG6uroqR4wYob7N09NT+cEHH2hsl5SUpLS3t1fu2bNHfduuXbuU9vb2yitXrmhsO3nyZGW/fv00bpN6n6L2nz17VuP/eXV+D8nZn5ubW6VH9dnr9OnTwvdrm73nzp1T2tvbK3fs2CF8v8r+/fuVTk5Oyq1btyrt7e2VERERktrl7le998zPz5fcK1L/7t27lR06dFCeOXPmb9mvzZ07d5SdO3dWLlmyROj+goICpYODg/Lrr7/W2E6hUCg7deqknDNnjtD9unyeNmS/UvnX70Wqc5+itYs4e3XpF3H26tIv4uzVpV9FpNmrS7+Is1eXfhFnry792sg9e6X2izp7pfbra/aq8NTET1m4cCG2b9/+zCORLl++DFNTU3Tv3l3j9m7duqFFixY4duyY+raKigqUl5dXOcVko0aNYGZmpl6FNzY2hpWVVZXHUh2JVlBQIHQ/ADRr1qzKYyn//94ETZo0Eb4fqNxrIjAwEGvXrkWHDh0kN4vSrw9y9JeUlCA8PBzTpk2Dvb295L3IROl/lpUrV8LGxgYjRowQtr2iogIAqpwCXXUUztN7uonWf+XKFbRo0aLK3qiDBg2CmZmZxn0aqj8lJQUlJSVwdXXV2M7MzAyDBw/GmTNn1Kev+OWXX1BRUYH+/ftrbNu7d2+Ul5fj9OnTQvcDwLBhw7B9+3Zs375dcqso/XXq1NH6Gm/VqhXKysrw8OFDofuBZ89eExMTre8rROsHKo/q3b17N3788UedzuAgSr8+yNF/584dREdHY968ebC2thZi9r7o819eXo7AwEB06dJFp8sCyNEv4vzVpf/KlSvo2LFjlaN2fXx8UFZWJml+WVlZwcjISOM2c3NzWFtbQ6FQAKg88vbWrVsYMGCAxnb/+Mc/0LhxY5w8eVJ926lTp2BrawtHR0eNbXv16oUbN24gPT1d5/sUsR8AHB0d1bO3Y8eOknpF6td25ITqvZzUz71y9uvjc6+c/UDl2Wdmz56NgIAAeHh4SGoWqf9FydkfHByM4cOHw8XFBQCqNX9Fe/7XrFkDY2Nj+Pr6Ct+vVCqrzN66devCzMxM8uyVq1+Xz9OG7Af++r1Ide5TpHZAzNmrS7+Is1eXfhFnry79gHizV9f+FyVnv4izV5d+beSevbr0izh7pfbra/aqcCH2Ke3atYOzszPatWun9ecWFhYoKytDXl5elZ9ZW1sjIyND/e9jxoxBUVGR+pzVFRUVyMrKQmxsLKZMmVLlBfS0xMREmJiY6HTKC7n7y8vLce/ePRw5cgSrVq3CmDFj8Nprrwnf/8svv+Dzzz/H0qVL1b+Yq0Pu5//x48fVvjamXP0JCQkoKChATk4OfHx80LlzZ3Tq1Ak+Pj44ceKE8P3a/Oc//8Hp06fx0UcfwczMTNh2BwcHuLq6IigoCIGBgepz5oeGhqJJkybw8fGR1C5Xv4WFBXJzc6ucRtPMzAyNGjXSuE9D9VtYWACoXOTQtl1paSlycnIAQH3Nvac/VLRp0wbGxsZIS0sTul/V7uzsDGdnZ8mtIvVrk5iYiIYNG+q0kCl3/+PHj3H37l3ExMQgPDwcn332GerXry98f3R0NNatW4fg4GDJ1zYRqV+lrKxMvbD2d+k/efIkysvLcfXqVQwaNAidOnWCs7MzRo0apdO1WuTq1yY6OhopKSn47LPPhO93c3ODvb09vvzyS4SHh6OgoAAVFRUICwtDu3btdFpIlqPfwsIC2dnZWrcDoNP8fVJBQQHS0tLQtm1bAMCNGzcAVJ2TRkZGaNu2rcacvHHjBpo3b17lPlWfQ1Tb6nKfIvYDlc+/avaq/r/pg6H6tUlMTAQA9WP/HforKiqQn5+PM2fOwN/fH7169cJbb70lfP/Vq1fh5+eHTz75BN7e3tXulatfpby8XOdT6T+PIfpv3ryJtLQ0lJaWYuTIkejSpQs6deqEgQMHIiYmRvh+bdLS0rBz505MmjRJp/fOcvTXr18f7777Lnbs2IGvvvpKvcAZGRmJ8vJyjB49Wuh+XT5PG7If+Ov3ItW5T5HaATFnry792sg9ewHd+0Wavbr0izh7delXEWn2AtL6RZ29Uvu1EWH2Su0XdfZK7df37OVCrI4GDRqEWrVqYc6cObh69SoKCwuRlZWF3bt3Iz09XWNP/Z49e+L777/HH3/8gSlTpsDDwwM+Pj4YMWIEpk2b9tzHiY+Px4EDB+Dt7Q1LS8u/Tf/69evh4uICPz8/DBgwAPPmzdNbe031X7lyBdOnT8ecOXPU5xSvKTX5/CsUCjg6OsLJyQkuLi6YOXMmrl69Knx/amoqACA5ORljxoxBaGgoli1bhjp16mDq1KmSj0yQq/9pSqUSK1asQLt27TB06FDh20NCQtC5c2eEhITAw8MDgwYNQmxsLLZt2/ZCA90Q/W+//TaKi4sxZ84cpKWloaioCOnp6YiMjERBQYFej1yT2t+uXTt06NABYWFh2L9/P/Lz83H//n3Ex8fj8OHDAKDeVqFQoE6dOlWuJ2BsbIzatWur9+oStd+QDNW/d+9eJCYmYvz48X+r/oULF8LNzQ3z58/H1KlTMWnSJOH7jx8/joULF+Lbb7+VdE0Q0fpVrl69CicnJzg5OcHd3R0LFizQ+5E7NdGfmpoKIyMjpKWlYerUqQgPD4e/vz8UCgXGjRun1/cPhvj7W1JSgqCgILi5uVXZW1XEfnNzc2zevBlNmzbFsmXL4OrqioEDByIlJQWbN2+WvBOXXP1DhgzB9evXsWTJEmRmZqKwsBBpaWnYsGGDxna6WrlyJUpKSjBu3DgA/z1CQ9ue0vXq1dOYkwqFQut2qttU96XLfYrYX5Pk6r9+/Tq2bt0KFxcX2Nvb/2369+zZg+7du2PixImwt7fHt99++5c7Wsvdr7q+1bBhwzB58uRqt8rV/6SePXvC0dERPXr0wNSpU6t9nXlD9qs+9167dg1eXl5Yt24dVq9ejVdffRVz5859oTPMyPX3d9WqVahfvz4mTJhQ7XbAcP0BAQEYOHAgtm3bBk9PTwwZMgSBgYHYuHHjCy1GGaJfl8/ThuyXqqbmryHaa5Jc/SLM3uoQafZKJersrQ6RZq9Uos7eFyHC7NWFiLNXKn3PXv2f2/Ql5+TkhO+++w7Lli2Dl5eX+nYXFxeUlZVpHIFy8eJFzJ07FwsXLkSvXr2wf/9+REZGIiwsDNbW1hg1apTWx0hNTcXHH38MOzs7vS9k1nT/u+++i27duuHGjRv48ccfcf78eWzbtk1ve4zVRL+vry9GjhyJYcOGqf8CqU6JWlZWhkePHsHc3FzYfqDyC7FevXqhUaNGKCsrQ3JyMjZu3Ij33nsPu3bt0umoakP3FxYWAgC+//57NGjQQP3f9+nTB3379kVoaGi1TtthqP6n7du3D7/99hvWrFmDWrVq6aW7ptrLy8sxd+5clJSU4NixY7h+/Tp2796NvXv3YsaMGVi/fj1eeeUVYfs9PT3x1VdfYc2aNYiNjQVQuYjZu3dvlJaW6nREoD77Q0JC4O/vjxkzZqhPedK8eXP1XlmqbZVK5XMv6v4iHygM0W9IhuiPj4/HF198gTfeeEPy6V1E6Z86dSqGDh2K5ORkhISE4OzZswgNDdXbKez13X/v3j18+umnmD17Ntzd3dWzV7V3bVlZGUpLS/W2GFVTz//YsWMxfvx4NGzYEMXFxfjtt9+wYcMGHDt2DLGxsVVO2ypSf2FhISwsLLBmzRqNx3J3d0fv3r2xceNGLFmyRNj+p23atAk5OTlYt26dXpprur+4uBgfffQRWrZsiS1btiApKQkxMTE4evQoZs+eje+//16n0xMbun/cuHEoLi5GRESEevHV1NRUfURCdeZEREQEtm/fDl9fX/XOGaoGbe+nnj6l2LNmqmo71UzV5T5F7K8pcvXfvXsXU6dOhbm5Ob755pu/Vb+7uzu2bt2KrKwsbNq0CYMHD0ZkZKTWI9tE6Z8xYwa6du2KTz75RD17S0tLAVR+Lnj06BHMzMx0fr0Z8vl3c3ND27ZtYWVlBaVSiZs3b2LLli0YP348Nm3aVK2duwzVr/rcGxAQoHEppD59+uBf//oX1q9fL/myNnL0Py0pKQmHDx/GvHnzXuj7HkP2r1ixApcvX8a+ffuQn5+P2NhY7Ny5EzNnzsQPP/yA1q1bC9uvyzw3ZL9UNXGfhmqvKXL1izJ7q0Ok2SuVqLNXFyLOXqlEnb3VJcrs1YWIs1cqfc9eLsRWQ9++fdGnTx+kp6ejuLgY1tbWqFu3Lrp27apxOPOcOXPg7u6OkSNHAgAmTJiAMWPG4P/+7/+wePFiuLq6qq8Dq5Kamorx48ejfv362Lhxo15PeWGIfmtra1hbW6Nbt25wcnKCt7c3Nm7cCD8/P2H78/LyEB4ejvDw8CqP9emnnwIALly4oLFIKFI/UDkUn/Tmm2/C3d0dgwYNQnR0NGbMmKGX9pror127NgDg4cOHGs+xubk5unbt+sJ7WNV0/5PKysqwevVqdOrUCX379tVrd02079mzB/v27cPBgwdhY2MDGxsbvPnmmxg3bhxGjhyJ5cuXY/ny5cL2A8DIkSPx7rvvIj09HaWlpWjRogVyc3Nx5MiRap2eRx/9zZo1Q0hICPLy8pCTkwMLCwvY2Nhg9uzZSE1NRdOmTQFUflFdUlICpVKp8aa7vLwcJSUlel/w1He/odVkf3x8PHx9fdG+fXusX7++Rq7BXZP9dnZ2sLOzQ48ePdCsWTP4+fkhNjZWr6c90md/ZmYmHj58iMWLF2Px4sVVHmvYsGGoX78+4uPjhexX6devn8ZjeHh4oGPHjvD19cXhw4cxbNgwYftr166t9TrIjRs3Rvv27V/o9KyG6H/SgwcPEBoaiv79+8PJyUmv3TXVHx4ejsuXL+PkyZNo0KABPD094enpibi4OHz44YcIDQ3FJ598Imy/sbExpk2bhkmTJiEjIwP662GtAAATgUlEQVRKpRItWrRAQkICjhw5otNlSQBgw4YNWLp0KUaPHo2ZM2eqb1e9L9T2Wi0uLtZ431i/fv1nbqf6ua73KWJ/TZCrPycnBxMmTIBCocCGDRuqfZ1wufqtrKzUZ4/x8PCAi4sLgoKCdP5S25D9eXl5uHTpEg4cOFBlW9X7/l27dml8USlSPwB06dIFXbp0Uf+7i4sLBg4cCDc3N0RFRen8ZbAh+1Wfe1W3qxgZGcHFxQWhoaE67wQu5++flStXonnz5s/cQVm0/gsXLqi/91EdgfP6669j4sSJGD58OObPn4+tW7cK2w9In+eG7JdK3/dpyPaaIFe/SLO3OkSavVKJOnt1IeLslUrU2VtdosxeqUSdvbrQ5+zlQmw1GRsbaxxluHfvXjx+/Bj//Oc/AQC5ublIT0/HO++8o/HfmZiYwNvbG/v27cPvv/+usZDz66+/wtfXF7a2tggNDdXraUEN0f80Ozs7ANqvNSVSv7bTEPz2229YtGgRZs2ahW7duqFevXrC9j9Lq1atYGJigvv37+u1Xd/9LVu2BFB5jnvVtcVUFAqFemiK2v+kqKgo3Lp1S310SE3QZ3tiYiJMTU3V/w9UnJyc4ODggMuXLwvdr2Jqaoo2bdqo/z0yMhIA9HYktS79T2rcuDEaN24MoHIvvDNnzsDDw0O96Nq6dWuUl5fj+vXrGv1paWmoqKh47t9vEfrlUBP9x44dw6efforu3bvju+++09tRaIbqf5qcs/dJz+tv2rSp1tl7/PhxBAcHY9myZS90ipqa7n8e1QKUHLP3SX/V37JlSzx+/Bi3bt2qMgMUCkWN7HBRU89/SEgIioqK9LpwqY0++5OSktCkSZMqHwZ79+4NKysrWeavLv0qtWvX1vjweejQIdSuXRs9evSQ3LV69WoEBwfDz88PH3/8scbPVHMwJSVF4wsepVKJlJQUjR0RW7VqhXPnzlW5/5SUFABQ72mty32K2K9vcvXfvHkTkyZNgpGRESIjI6t99h5Rnv+GDRuiQYMGOs9eQ/evWbNGfRSOyt27dzF9+nSMHz8egwYN0un9pyjPv6WlJZo2barz7DV0/5Ofe7t27aqxrUKhgKmpKUxNTYXtf1JcXBwuXLiAxYsXV/sMJobuf9b1MO3s7NC9e3ccO3ZM6H4VXea5Ifql0ud9Grpd3+TqF232vii5Z69Uos7eFyX37JVK1NlbHSLNXqlEnb260tfs5TVi9SAvLw8rVqxA586d4erqCqByFb5u3bo4efIkKioqNLa/dOkSAGh88XXw4EGMHz8ezs7O2LRpU40uwuq7v6CgAEVFRVXu99SpUwDwQtcbkOJF+52dnav8o/pSqXXr1nB2dtbrKWb13V9WVoaSkpIq9/vLL7/g8ePH6NSpU42166O/R48esLCwwJYtW6rcb2Jiovo+Re1XKSoqQnBwMHr27AkXF5cabdZXu42NDcrKynD69GmN7fLz83Hz5k29ndK6pvq1uXHjBoKDgzFgwACNxc2aoK3/WZYvX46CggK8//776ttcXV1hZGSEo0ePamwbFxcHY2PjGv+Q+KL9ctNH/5YtW+Dn54chQ4YgODi4Rhdhn/ai/ffu3avygQ6Qd/Y+y9P9ZmZmWmev6u92+/btZZldUvuByr0sVadSftKJEycAQPj+Xr16oVatWti8ebPGtsnJybh586Yss/dZnvf7JysrC1u3boWPj0+N/85/0ov229jYICMjA8nJyRrbpqen4/79+7LM32eR+vv/4sWL+OmnnzB69GhJR2+WlpZizpw5CA0NRUBAQJUP0kDlh2lbW9sqczIpKQn37t2Du7u7+jY3NzfcvXtX/V5BJS4uDq+++qr694su9yliv77I2R8fH48RI0bAysoKUVFR1Xq9y9X/6NEjrV84Xrp0CQ8ePJA8e+Xq79ixY5XZqzoCx8bGBs7OzqhTp46w/QC0Xt8rJSUFWVlZkmevXP329vaws7NDVFSUxnuI0tJSnDp1Cj169HjuZUvk7lepqKhAYGAgWrVqVWXnWSnk6lcd+ff0l76lpaW4evWq5N9Fcj//T9JlntdUv1T6uE+52vVFzn4RZ69Uos5eqUSdvboQcfZKJers1ZVos1cqUWfvi6jO7FWp5e/v76+XipfEzZs3cfv2bSQnJyMuLg6dO3eGubk5iouL1df6On78OC5fvozs7GwcOnQIn3/+OczMzBAcHAxLS0sAleejNjU1xc6dOxEfHw9jY2NkZGQgMjISERERePvttzF69GgAwOnTpzFt2jQ4ODjggw8+QE5ODtLT09X/5OfnSz4yQY7+pKQkDB8+HHfv3kVhYSFu3bqFXbt2ITAwEK+99hr8/f0lL2TK0a9NZmYmYmJiMHjwYJ2+2JOj//bt2xg4cCBycnJQWFiIjIwM7N27F8uWLYOjoyPmz58vaajI1W9mZgYLCwtERETg999/h4mJCZKSkvDll18CqDyXvNRTdMv5+gkJCcGJEycQGBhY5cheUdvbtm2Lffv24eeff0ZpaSmKiopw4cIF+Pv7Iz8/H8uXL0eTJk2E7QeA2NhYpKamIj09Hbt378aCBQvQqlUrBAYG6nQ0tb76gcqhvGPHDuTn5yMxMRHLly/H4cOHERAQoHGUboMGDZCZmYmtW7fCxMQEhYWFOHToENatW4d33nkHQ4cOFbofqNyT89atW8jNzUVUVBTs7OzQsmVL5ObmSn7tyNW/Y8cO+Pv7w8PDA8OHD0dmZqbG7H306JHknaLk6N+/fz+mTp2K/Px8KBQKpKWlYevWrQgLC4OHhwemT58u+ehluV4/T/vjjz9w9OhRjBw5UvjXT0JCAkaPHo0HDx5AoVDg+vXr+Omnn7Bu3Tr07dtXp50W5Oi3tLREYWEhNmzYgKysLCiVSpw9exZffvklmjdvjkWLFkney1bO18/ixYuRnJyMoKCgap+6VY7+1q1bY/fu3dizZw+Ayh2gTp06BX9/f5ibm2PZsmUGf++jSz8AbN++HdnZ2UhLS0NUVBS++eYbuLi4YNGiRZJO7z579mz8/PPPmDJlChwdHTV+/6anp8Pc3Bz16tWDpaUlwsLCkJubC6Bywffrr79G8+bNMX/+fPVnjLZt2+LgwYPYt28fLCwscOfOHURERGD//v1YuHChxpd0Uu9T1P6ioiKkpqYiNzcXBw4cwMOHD/HGG28gNzcXdevWlfR3V67+5ORkvPfee3jllVcwY8YM5OfnazxuTk6OpNMkytWfnZ2Nfv36ITMzE0VFRcjKysLBgwcREBCARo0aYeXKlZLef8r5+nlaQUEBNm3aBHd3dzg7O/9lu9z9PXv2REZGBgoLC3H79m3ExcVh4cKFsLKywvLly4V+/RsZGcHW1hYbNmzA2bNnYW5ujj/++AMBAQHIzMzE6tWr1WcjELFfJTo6Wv0+ujo7/snV36pVK5w4cQK7du1CQUEBSkpKcOnSJSxevBgpKSlYsmSJpC+E5Xz+pc5zQ/YD0t6LAC8+f+VsF3H2Su0XdfZK7Rd19krt10aE2atLv4izV2q/qLNXl+cfEG/2Su0Xdfbq8vzrY/aqGClFu1q5zMaOHYvz589Xub179+7qowbCwsIQGBgIU1NT2NnZoV+/fpgwYYLWL0yOHz+OsLAwpKSkoLS0FK1bt8bo0aPh5eWlXhyLjo7GvHnzntn05GOL2J+Xl4cffvgB8fHxyMrKQnFxMWxtbfHmm29i+vTpOp2DW45+bc6dO4dx48Zh7dq18PT0FLq/qKgIgYGBiI+Px+3bt1FUVIRmzZrBy8sLU6ZMkbRnlZz9KnFxcVizZg2uXbuGevXqwd3dHbNmzUKzZs2E78/NzUXfvn3h6uqKtWvXSu4Vof3evXtYv349jh8/juzsbDRu3Bjdu3fH9OnTYWtrK3z/4sWLERUVBXNzc7Rp0waDBw/GqFGjdD5Nhz77s7Ky4OXlhYcPH6qfz8mTJ8PBwaHK/ZeWlmLt2rX4+eefcffuXTRp0gReXl7w8/PT6fQocvUHBQVhzZo1Wpv+/PNPofuf1w4APj4+WLp0qbD9N2/eRFhYGC5duoTbt2+jtLQULVu2hKenJ3x9fXW6xolcr5+nqd4P6XqNHDn6c3Jy8N133+HXX39FdnY2SkpKYGdnh/feew+jRo3S6TrDcj3/SqUS0dHR+PHHH5Geng5LS0v069cPM2bMkO29my79f/75J7y9vTF27Fh8/vnnkntF6c/MzMTatWtx/vx55OTkoFmzZvDw8MC0adN0OjOOXP3Tpk3DiRMnUK9ePbRv3x7e3t7w8fGRvPPfs7pVlixZot7bOyYmBuHh4bh+/Trq1asHDw8PzJ49u8oOG3fu3MGKFStw6tQpFBUVoU2bNpgyZYrWHZuk3qeI/arPKdps2rRJ0qmh5ep/XjsAtGjRAnFxccL2P3z4ECEhITh37hwyMjJQUFCA5s2bo2vXrvj4448lf26R+/X/pIyMDPTp0wfz5s3DhAkThO9fuXIlzp49i6ysLOTn5+OVV15Bv3794Ofn99wvvUXpByq/FFy1ahWuXLmCWrVqoUePHpg5c6bk64zJ2f/o0SP0798fjRo1QnR0dLUuWSJnf1FRESIiInDgwAFkZGSgQYMG6Ny5M6ZPn4727dsL36/L52lD9kt5L6LyIvNXznZRZ6+UfpFnr5R+kWevLq/9J4kye6X2izp7dXn+RZy9UvtFnb1S+0WdvVL79TF7VbgQS0RERERERERERERERESkZ7xGLBERERERERERERERERGRnnEhloiIiIiIiIiIiIiIiIhIz7gQS0RERERERERERERERESkZ1yIJSIiIiIiIiIiIiIiIiLSMy7EEhERERERERERERERERHpGRdiiYiIiIiIiIiIiIiIiIj0jAuxRERERERERERERERERER6xoVYIiIiIiIieml8+OGHcHBwwMWLF7X+PD4+Hg4ODpg3b56By4iIiIiIiOh/jZFSqVTKHUFERERERESkD1lZWRg8eDBsbW0RExMDExMT9c/Kysrg4+ODvLw87N+/Hw0bNpSxlIiIiIiIiF52PCKWiIiIiIiIXho2Njbw8/PDtWvXsGnTJo2fRUREIDk5GfPmzeMiLBEREREREdU4HhFLREREREREL5XHjx/Dx8cHGRkZ2L9/P5o1a4aMjAwMGTIEXbt2RVhYmMb2CoUC69atw6FDh3Dnzh1YWlrCw8MDn332GZo0aaLeLiYmBtu2bcPt27fx4MEDmJmZoUOHDhg7diwGDBig8fiOjo7o06cPxo4dix9++AGJiYkoLy/H0aNH0bRpU4M9F0RERERERCQfLsQSERERERHRSychIQGjRo1C3759ERQUhA8++ABnz55FbGws7Ozs1NspFAqMHDkSGRkZ8Pb2RuvWrZGRkYF///vfsLa2RkxMDOrWrQsACA4ORkpKClq3bo2GDRuiqKgIx48fR0JCApYtWwZvb28A/12IrVu3LsrLy+Hl5YXXXnsNBQUFGDduHBo0aCDLc0JERERERESGxYVYIiIiIiIieiktWLAAO3bswIgRI7B9+3bMmjUL77//vsY2ixYtwk8//YSoqCg4Ojqqbz9z5gwmTpyIBQsWYMyYMVrvv7y8HAUFBejfvz/s7e2xZcsWAP9diLW1tcX69evRrl27mvtDEhERERERkbBM5A4gIiIiIiIiqgmzZs3CkSNHsH37djg4OGDixIkaP6+oqEBsbCy6d++Oxo0bIzs7W/2zNm3aoE6dOkhISFAvxJaWliIyMhIHDhxAcnIyFAqFevu7d+9Wefz27dtzEZaIiIiIiOh/GBdiiYiIiIiI6KVkaWkJX19fLF26FJMnT4aJieZH4NzcXOTn5+P06dN46623tN7HgwcPAFQuwo4fPx4JCQlwcHDAqFGjYGdnh4YNGyIgIAAVFRU1/uchIiIiIiKivxcuxBIREREREdFLy9LSEgBgZmZW5WeqxVMPDw+MGjVK639vZWUFAIiLi0NCQgKGDx+ORYsWwcjISL3Nt99+i/Lycn2nExERERER0d8cF2KJiIiIiIjof1Ljxo1Rp04dFBUVoVevXs/d9vr16wAAHx8fjUVYIiIiIiIiomcxljuAiIiIiIiISA6mpqbo27cvLl68iJiYmCo/f/jwIa5evQoAsLa2BgCkp6drbHP+/Hmt14clIiIiIiIi4hGxRERERERE9D9r9uzZSExMxNy5c7F37168/vrrqFOnDv7880/ExcVh7NixcHBwgKenJ1atWoVvvvkGqampsLKyQlJSEg4ePAhjY+7jTERERERERFXx0yIRERERERH9z2rSpAl27twJX19fZGVlISQkBOvWrcO1a9cwfPhweHl5AQAaNGiAiIgIODg4YPPmzQgODkZpaSm2bNkCOzs7mf8UREREREREJCIjpVKplDuCiIiIiIiIiIiIiIiIiOhlwiNiiYiIiIiIiIiIiIiIiIj0jAuxRERERERERERERERERER6xoVYIiIiIiIiIiIiIiIiIiI940IsEREREREREREREREREZGecSGWiIiIiIiIiIiIiIiIiEjPuBBLRERERERERERERERERKRnXIglIiIiIiIiIiIiIiIiItIzLsQSEREREREREREREREREekZF2KJiIiIiIiIiIiIiIiIiPSMC7FERERERERERERERERERHr2/wBCMcLpik1rawAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Determining the Accidents over the years for User Input\n", "\n", "input_manufac = (input(\"Input an Aircraft Manufacturer: \")).title()\n", "\n", "manufac_year=[]\n", "manufac_count_arr=[]\n", "range_min=0\n", "range_max=0\n", "total=0\n", "for x in accidents_per_year.index:\n", " range_max=range_max+accidents_per_year[\"Accidents per Year\"][x]\n", " manufac_count=0\n", " for y in range(range_min, range_max):\n", " try:\n", " if manufacturer[\"Make\"][y]==input_manufac:\n", " manufac_count+=1\n", " except Exception:\n", " pass\n", " range_min=range_max\n", " manufac_year.append(accidents_per_year[\"Year\"][x])\n", " manufac_count_arr.append(manufac_count)\n", "\n", "data_manufac=[]\n", "for x in range(len(manufac_count_arr)):\n", " data_manufac.append([manufac_year[x], manufac_count_arr[x]])\n", "df_manufac = pd.DataFrame(data_manufac, columns = ['Year', 'Accidents per Year'])\n", "manufac_max = max(manufac_count_arr)\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =1)\n", "manufac_plt = sb.catplot(x=\"Year\", y=\"Accidents per Year\", data=df_manufac, height = 14, aspect = 1.9, kind = \"point\")\n", "manufac_plt.set(ylim=(0, manufac_max*1.2))\n", "plt.grid(True,which=\"both\",ls=\":\",c='white',lw = 2.5) " ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YearAccidents per Year
Year1.0000000.837533
Accidents per Year0.8375331.000000
\n", "
" ], "text/plain": [ " Year Accidents per Year\n", "Year 1.000000 0.837533\n", "Accidents per Year 0.837533 1.000000" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Correlation of accidents over the years (User Input)\n", "\n", "joint_input = pd.concat([df_manufac[\"Year\"], df_manufac[\"Accidents per Year\"]], axis = 1)\n", "joint_input.reindex(df_manufac.index)\n", "joint_input.corr()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "#Setting styles for heatmap\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =0.80)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 2)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Heatmap of Correlation (User Input)\n", "\n", "f, axes = plt.subplots(1,1, figsize = (7.5,5))\n", "input_heatmap = sb.heatmap(joint_input.corr(), vmin = -1, vmax = 1, annot = True, fmt='.2f', cmap=\"Blues\")\n", "input_heatmap.set_ylim([0,2])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Accidents by Purpose of Flight" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Personal 47198\n", "Unknown 11667\n", "Instructional 10101\n", "Aerial Application 4559\n", "Business 3971\n", "Positioning 1576\n", "Other Work Use 1172\n", "Ferry 804\n", "Aerial Observation 738\n", "Public Aircraft 712\n", "Executive/Corporate 529\n", "Flight Test 367\n", "Skydiving 176\n", "Air Race/Show 169\n", "Public Aircraft - Federal 100\n", "External Load 100\n", "Banner Tow 93\n", "Public Aircraft - Local 70\n", "Public Aircraft - State 64\n", "Glider Tow 51\n", "Firefighting 27\n", "Air Drop 11\n", "Name: Purpose.of.Flight, dtype: int64\n" ] } ], "source": [ "#Finding counts of various purpose of Flights\n", "\n", "purpose = pd.DataFrame(aviation_data, columns = [\"Purpose.of.Flight\"])\n", "purpose = purpose.replace(np.nan, \"Unknown\")\n", "print(purpose[\"Purpose.of.Flight\"].value_counts())\n", "purpose_counts = pd.DataFrame(purpose[\"Purpose.of.Flight\"].value_counts())" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(21.200000000000003, 0.5, 'Number of Accidents'),\n", " Text(0.5, 21.200000000000003, 'Purpose of Flight')]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting the Top 10 Purpose of Flights (by accident numbers)\n", "\n", "df_purpose = pd.DataFrame(purpose_counts.head(10)) #Dataframe of top 10\n", "f,axes = plt.subplots(1,1,figsize = (30,15))\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =1.2)\n", "Purpose_plot = sb.countplot(purpose[\"Purpose.of.Flight\"], order=df_purpose.index, palette = \"coolwarm\")\n", "Maker_plot.set(xlabel = \"Purpose of Flight\", ylabel = \"Number of Accidents\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cessna and Total Personal/Instructional Plots" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "per_year=[]\n", "per_count_arr=[]\n", "cessna_per_count_arr=[]\n", "range_min=0\n", "range_max=0\n", "total=0\n", "for x in accidents_per_year.index:\n", " range_max=range_max+accidents_per_year[\"Accidents per Year\"][x]\n", " per_count=0\n", " cessna_per_count=0\n", " for y in range(range_min, range_max):\n", " try:\n", " if purpose[\"Purpose.of.Flight\"][y]==\"Instructional\" or purpose[\"Purpose.of.Flight\"][y]==\"Personal\":\n", " per_count+=1\n", " if manufacturer[\"Make\"][y]==\"Cessna\":\n", " cessna_per_count+=1\n", " except Exception:\n", " pass\n", " range_min=range_max\n", " per_year.append(accidents_per_year[\"Year\"][x])\n", " per_count_arr.append(per_count)\n", " cessna_per_count_arr.append(cessna_per_count)\n", "\n", "label_arr = [\"Total\", \"Cessna\"]\n", "\n", "data_per=[]\n", "for x in range(len(per_count_arr)):\n", " for y in range(len(label_arr)):\n", " if y ==0:\n", " data_per.append([per_year[x], label_arr[y], per_count_arr[x]])\n", " else:\n", " data_per.append([per_year[x], label_arr[y], cessna_per_count_arr[x]])\n", "df_per = pd.DataFrame(data_per, columns = ['Year', 'Category', 'Number of Personal/Instructional Accidents'])\n", "max_per = max(per_count_arr)\n", "\n", "#Plotting Commerical Accidents per Year\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =1.05)\n", "per_plt = sb.catplot(\"Year\", \"Number of Personal/Instructional Accidents\", \"Category\", \n", " data=df_per, kind = \"point\",\n", " height=14, palette=\"bright\",\n", " legend=True, aspect = 2, legend_out = False)\n", "per_plt.set(ylim=(0, max_per*1.2))\n", "plt.grid(True,which=\"both\",ls=\":\",c='white',lw = 2.5) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cessna and Total Commercial Plots " ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Finding number of Commercial Accidents per Year (1982-2019)\n", "\n", "comm_year=[]\n", "comm_count_arr=[]\n", "cessna_comm_count_arr=[]\n", "range_min=0\n", "range_max=0\n", "total=0\n", "for x in accidents_per_year.index:\n", " range_max=range_max+accidents_per_year[\"Accidents per Year\"][x]\n", " comm_count=0\n", " cessna_comm_count=0\n", " for y in range(range_min, range_max):\n", " try:\n", " if purpose[\"Purpose.of.Flight\"][y]==\"Business\":\n", " comm_count+=1\n", " if manufacturer[\"Make\"][y]==\"Cessna\":\n", " cessna_comm_count+=1\n", " except Exception:\n", " pass\n", " range_min=range_max\n", " comm_year.append(accidents_per_year[\"Year\"][x])\n", " comm_count_arr.append(comm_count)\n", " cessna_comm_count_arr.append(cessna_comm_count)\n", "\n", "label_arr = [\"Total\", \"Cessna\"]\n", "\n", "data_comm=[]\n", "for x in range(len(comm_count_arr)):\n", " for y in range(len(label_arr)):\n", " if y ==0:\n", " data_comm.append([comm_year[x], label_arr[y], comm_count_arr[x]])\n", " else:\n", " data_comm.append([comm_year[x], label_arr[y], cessna_comm_count_arr[x]])\n", "df_comm = pd.DataFrame(data_comm, columns = ['Year', 'Category', 'Number of Commercial Accidents'])\n", "max_comm = max(comm_count_arr)\n", "\n", "#Plotting Commerical Accidents per Year\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =1.05)\n", "comm_plt = sb.catplot(\"Year\", \"Number of Commercial Accidents\", \"Category\", \n", " data=df_comm, kind = \"point\",\n", " height=14, palette=\"bright\",\n", " legend=True, aspect = 2, legend_out = False)\n", "comm_plt.set(ylim=(0, max_comm*1.2))\n", "plt.grid(True,which=\"both\",ls=\":\",c='white',lw = 2.5) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Manufacturer and Purpose of Flight Plot (INPUT REQUIRED)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Examples include Business, Personal, Instructional, Ferry, Skydiving, Flight Test, Firefighting...\n", "\n", "#### A lot of Commercial and Business is under Unknown due to NaN values" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Enter Manufacturer: Airbus\n", "Enter Purpose of Flight: Unknown\n" ] }, { "data": { "image/png": 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LCzvEwg6xyNIByNPCDrGwQyyydADytLBDLOwQjywt7BALO2JTtWrRO5sXuyh+9dVXIysrC2azGf/617/QqVMntGvXDk6nEwAXxSkxTuUC05fY8NZ/LPAXOt84AJhVHX07+jHk9uSeb5yIiIiIiIiIiIiIiIiIxFDiRfFAIIANGzZg6dKl+Pzzz+HxeOBwONCmTRt06tQJS5cuxapVq7goTgmx7y8F4+fYsHKzJeLlldI0jLzbh3vb+WFWI16FiIiIiIiIiIiIiIiIiMqBEi+KF5Sbm4tPP/0Uy5cvx3//+9+QQ9vfffddXH311WHbq8uIi+Jlb+N2FU/+24ad+yOvfGfWCWJ8Ly+uvYTnGyciIiIiIiIiIiIiIiIqj+KyKF7QkSNHsGLFCixfvhw7d+6EoiioVKkS2rdvjxtuuAFXX311qQYsskQviqek2GA2mxAIaMjN9Sbs6yRavDuCQeD9dRZMLuZ84x2u8OOp+7yod078zkXA+RCLLB2APC3sEAs7xCJLByBPCzvEwg7xyNLCDrGwQyyydADytLBDLOwQiywdgDwt7BALO8QjSws7xMKO2BS3KB55dfGsN1gVvXv3xpIlS/DJJ5+gf//+cDgcmD9/Pnr16lXScRIAs9kEq9UMs7lEUyOMeHeoKtDjej++fjkXD3bywWIOX/j+dIsF1w1JwbjZNpzKjcuX5XwIRpYOQJ4WdoiFHWKRpQOQp4UdYmGHeGRpYYdY2CEWWToAeVrYIRZ2iEWWDkCeFnaIhR3ikaWFHWJhRxzHUNobqFevHoYMGYIhQ4bg22+/xYoVK+IxrnIrENAABP75v3ElqiM9BRh3nxc92/vw9GwbPt0Ser5xf0DBG8utWPyFGaPu9qF7Wz/UUpxvnPMhFlk6AHla2CEWdohFlg5AnhZ2iIUd4pGlhR1iYYdYZOkA5Glhh1jYIRZZOgB5WtghFnaIR5YWdoiFHfFTou3TyzOeU1wsX247fb7x3Qcir3w3rHv6fOMtm/B840RERERERERERERERESyivs5xcszLoqLJxAE5q6xYMoCK45nR952oeNVfjzV04vzavDuTkRERERERERERERERCQbLorHERfFxZWVC7yw2IZZKy0IBJWwy61mHf1u8mPIbV6kOZMwQCIiIiIiIiIiIiIiIiJKCC6Kx1GiF8UVRYGiALoOGHlqktnx658Kxs22Y/W35oiXV8nQMPpuH+5pc/bzjXM+xCJLByBPCzvEwg6xyNIByNPCDrGwQzyytLBDLOwQiywdgDwt7BALO8QiSwcgTws7xMIO8cjSwg6xsCM2XBSPo0QvimdkOGC1muHzBZCV5U7Y10k0ETo+/0HFU7Nt+Olg5JXvRuedPt94i8ZFn29chI54YId4ZGlhh1jYIRZZOgB5WtghFnaIR5YWdoiFHWKRpQOQp4UdYmGHWGTpAORpYYdY2CEeWVrYIRZ2xKa4RfHIh9ISSaBVsyDWNnFhzmoLpi4MP9/4jt9U3DbOiZuu9uPJnl7UrZ7//pAjWQqWfGnGgaMmmEzA+ecouOlKBdUr8j0kREREREREREREREREREZS5JHibdq0wcUXX4xXX30VAPDxxx/jwgsvRKNGjcp0gKJJ9JHiFosKk0mBpunw+4s+gll0onWczAGeX2zDu6uKPt94/5t9uP8mH6YtsmHhegt8gdDrmVUdXf8vgIl9PIY7J7lo81FSsnQA8rSwQyzsEIssHYA8LewQCzvEI0sLO8TCDrHI0gHI08IOsbBDLLJ0APK0sEMs7BCPLC3sEAs7YlOi7dObNGmCu+66C48//jgAIDMzE3369MHIkSMTM0qDSPSiOCXWnj9MGDfbhrXfRd4kwazqERfNC7qkXhBLnnYh1ZGIERIRERERERERERERERFRrIpbFDcVdUGFChVw6NChhAyIKFkurKVh3lg33n/MhQvPDX8nytkWxAFg214Vj71jT8TwEkbTAH8g2aMgIiIiIiIiIiIiIiIiKntFnlP8qquuwqefforXX38dl1xyCQBg9+7dmDdv3llvtHv37vEbIVECtLk0iP9r4sLszyyYtsiGkzlnXwwvaMkGMx7rpqCawOcYd3mBjzZY8N5qC7bvM0HTFFTJ0NC1ZQC9bvCh3jnijp2IiIiIiIiIiIiIiIgoXorcPv3IkSN46KGH8OOPP0JR8hcMi7h6/g0qCnbt2hXfUQok0dun22xmqKoJwaAGr9e4h/YaqeNENtB3mgObdhT5HpGILrswgOaNgqiYpqNiKlAhVUfFNP30///5s82SoEGfxa9/Kuj+rBO//R15MwjVpOPpXl70u9FfxiMrHSPdr85GlhZ2iIUdYpGlA5CnhR1iYYd4ZGlhh1jYIRZZOgB5WtghFnaIRZYOQJ4WdoiFHeKRpYUdYmFHbIrbPr3IVcCqVavigw8+wI8//ogDBw5g6NChuPbaa9GxY8eEDJJOs9stsFrN8PkChr5zG6mjYhpwST0Nm3bE9nnf7THjuz3FL6Q7bPkL5BVSQxfMT/8ZIZdV+ufPpVlMP3RCwe3jnPjreJFnR0BQU/D4O3Y4rED3dsZZGDfS/epsZGlhh1jYIRZZOgB5WtghFnaIR5YWdoiFHWKRpQOQp4UdYmGHWGTpAORpYYdY2CEeWVrYIRZ2xM9ZD41t3LgxGjdujA0bNnBRnChGbq8Ct1fBn8di+zyHLX+BPHwh/Z//p+H0n9PyP2azAFMXWotdEC/oyX/b0Lm5H2nOEsQRERERERERERERERERGUCR26dTZInePp2S4/21Fgx93Z7sYZSa06bD7QV0RH+O9Gf7etCno3GOFiciIiIiIiIiIiIiIiIqrLjt02NeFP/rr7+wfPly7NixAzk5OUhNTUWjRo1w8803o2bNmqUerOi4KC6nbBfQrH8qcj3RLSabVR2PdPXB6wdOZCs4maPgRI6S9+eTOQrcvugXppOpdbMA5j/uTvYwiIiIiIiIiIiIiIiIiEosbovi77//PiZPngyfzxd2mcViwahRo3DvvfeWbJQGwUVxeT39ng2vL7NGdd37Ovjw3P3eYq/j9iJvgfx4gcXy038+fdmJ7NOL6WcuO5GjwFPGi+mX1g9i5WRXmX5NIiIiIiIiIiIiIiIiongqblH8rOcUP2P9+vUYP348LrjgAgwaNAiXXnopUlNTceTIEXz//fd4/fXXMXHiRNSqVQutW7eOy8CJytKYe7zYtd+Ez7cW/2NxTcMAxvUsfkEcABy20+cGP6dybGcoOLOYXnDBPP/POP3/f/5e8HKvv2SL6WlOnkGBiIiIKFa//KHgvc+s+GaXCrcXqJyh46arA7izlR8ZKckeHRERERERERERFRT1keLdu3fHvn37sGzZMlSpUiXs8sOHD6NLly6oV68e5s6dG/eBiiLRR4qnpdlhsajw+4PIzvYk7OskmlE7fH5g8gIb3vvMghx36CKzw6bj3nZ+jO3mhcOWpAEWw+UFfv3DhI5jnAgEo18gf6y7F4NuDd/9QURGvV9FIksLO8TCDrHI0gHI08IOsRi1w+cHRr9tw/trI+8w5LTrmNTPg7taBcp4ZKVn1DkpjB1iYYdYZOkA5Glhh1jYIRZZOgB5WtghFnaIR5YWdoiFHbGJy5HiO3fuRLt27SIuiANAtWrV0Lx5c6xduzb2EVIek0mBqpoQDGrJHkqpGLXDagGe7OHF0Nu9WP61Gb8fs8FkMuG8GkFc38yFdIGP+nHagCb1NNx8TQAff2WJ6nMsqo572vgTPLL4Mer9KhJZWtghFnaIRZYOQJ4WdojFiB2aBjz4oh2fbC76uZbLo+CRVxwIBj3o1tY4z7MAY85JJOwQCzvEIksHIE8LO8TCDrHI0gHI08IOsbBDPLK0sEMs7IifqBfFFUVBDKcfpxLy+YLQNB2BgLHv3EbvSHUA97QJwOEwwWw2IRDQ4HYne1TRGXGXF+u+N+OU6+xHi1/TMIgqGcb5uTb6/aogWVrYIRZ2iEWWDkCeFnaIxYgdH3xpLnZBvKAxb9vQ9rIAqlfkc62yxg6xsEMssnQA8rSwQyzsEIssHYA8LewQCzvEI0sLO8TCjviJevv0bt26Yf/+/Vi+fDkqVaoUdvnhw4dxyy23oF69epg3b17cByqKRG+fThQPW34yoedkB45nm4q9nmrSsXyiC5ddaOwHUyIiIqKy0GGUE1t/VaO+/si7vBh6hzFOU0NEREREREREZHTFbZ9e/IpZAX379sWxY8fQq1cvfPbZZzh06BCys7Oxb98+LFmyBD169MDJkyfRu3fvuAyaiEruios0fP6CC0Nu96JahfwFb5Oiw6zmvw8mqCkY8JIDuQY5Cp6IiIgoWfYfUmJaEAeAj7+KemMuIiIiIiIiIiJKoKiPFAeA2bNnY+rUqQgGg2GXqaqKYcOGSb8oziPFyWiCQeDvEwr8AaBqho5Pt5gx4CVHyHXuaePDiwO8SRohERERkfg271bR+XFnTJ9TIVXH7n/zdwciIiIiIiIiorJQ3JHiMR26cN9996Ft27ZYtmwZdu/ejezsbKSlpSEzMxOdOnVC7dq1Sz3Y8k5VTTCZFGiantSTzZcWO8ShqkCd6kpeR9f/C2DNt34s2Zh/Psz566xoc2kQnf4VSOJIz06G+ThDlhZ2iIUdYpGlA5CnhR1iMVqHzRL7ucGtZuOcTxww3pwUhR1iYYdYZOkA5Glhh1jYIRZZOgB5WtghFnaIR5YWdoiFHfET835+5557LgYMGJCIsRCA1FQbrFYzfL4AsrKMu6c1O8RSuGPS/R5s/knF70fyz6AwYqYdlzfIRc3K4r54K8t8APK0sEMs7BCLLB2APC3sEIvROipn6FBNOoKaEvXnuH0KvvvZhMsaGOOXVqPNSVHYIRZ2iEWWDkCeFnaIhR1ikaUDkKeFHWJhh3hkaWGHWNgRP1GfU5yI5JGRArwyyAOTKX8B/GSOgkEv26EZ4zVbIiIiojKz+lsVHUc7Y1oQB4Bsl4KbHnNi1Fs2ZOUmaHBERERERERERHRWMZ1TnBJ/TnERtg+IB3aIpaiO5+Zb8eKHtpDrPtHDg4G3+Mt6iFGRZT4AeVrYIRZ2iEWWDkCeFnaIxQgduW7gqdk2zF1jLfVtVaugYXwvL25pEYAS29p6mTHCnESDHWJhh1hk6QDkaWGHWNghFlk6AHla2CEWdohHlhZ2iIUdsSnunOJcFI9RohfFicqSPwB0ftyJ739R8z5mMev4z7MuXFLPuA+uRERERKW1ebeKQS/bsf9Q+OZaiqJD14te2U5z6Mh2R768VdMAJvXz4Pxz+GsYEREREREREVE8Fbcozu3Ticoxixl47RE3nPb8F2X9AQUDX7LD5U3iwIiIiIiSxOcHnp1nRZcnHREXxPvf5MOaKbm4/Vo/rObQhe1qFTQMu8OL72fmYNZwN86pFP4mw8+3mtFqaApe/MAKr5ib8xARERERERERSYdHiseIR4qTjOavM2PIa46Qj93XwYfn7ufKOBEREZUfuw6YMGiGHT/+poZdVquKhpcGetCySTDvY8ezgR9+UeHyKqicruOKBkFYzPmfk+MGnltgw6yVFmgRzkd+Ya0gnuvvRfNGwbDLiIiIiIiIiIgoNtw+PY4SvSjucFhhNpsQCGhwu30J+zqJxg6xnK1D14F+z9vxn28sIR9/b7QL7a8Q50VaWeYDkKeFHWJhh1hk6QDkaWGHWETq0DRg5goLJr1vgy8Qvnh9+7V+TOzrQUZK+OdG07H1VxNGvmnH1l/DF9sB4M5WfjzV04vK6cn91UykOSkNdoiFHWKRpQOQp4UdYmGHWGTpAORpYYdY2CEeWVrYIRZ2xCYu26cPGzYMb731VlwGREWzWlXY7RZYrZFfMDMKdojlbB2KAkx7wBO2xeejr9lx+ETR58ssa7LMByBPCzvEwg6xyNIByNPCDrGI0nHwiILbxjnw9Hv2sAXxiqk63hrmxiuDIy+IA9F1NL1AwyfPujCxrwepjvCF70WfW9BycAreX2tGMt+yLMqclBY7xMIOscjSAcjTwg6xsEMssnQA8rSwQyzsEI8sLewQCzviJ+pF8VWrVuHQoUOJHAvh9JHowaAGTTP2AfzsEEs0HRXTgJcHeaAo+dc5fsqER161Qws/HWZSyDIfgDwt7BALO8QiSwcgTws7xJLsDl0HFqw3o/XQFHy90xx2eZtLA/j8xVx0+leg2NuJtkNVgb4d/dj4Ui46/Sv8ZOInchQMfd2BW5904KeDUf+aFlfJnpN4YYdY2CEWWToAeVrYIRZ2iEWWDkCeFnaIhR3ikaWFHWJhR/xEvX16u3btcPXVV2PixImJHpPQeE5xkt34OTa8ttQa8rEJvT3od1P4i7dERERERnQ0S8HImTZ8stkSdpnDpuPp+7zocb0fSgI3zFnznYoxb9tx8HD4ArjFrGNAZx8euc0Hpy1xYyAiIiIiIiIikklctk+/+eab8fnnn8PlcsVlUEQkplF3e9Hk/NDziD8z14Zd+5NzxBIRERFRPH22RUWroc6IC+JXNAhi3bRc9Gyf2AVxAGh3WRBfvJiLwbd6YVZD36fsDyh4aYkNrYakYN33xt4ejYiIiIiIiIhIBFEfKX7kyBHcdtttaNGiBZ588slir+twOOIyOBHxSHEqD37+3YQOI51w+/JfDc6sE8SqyS7YrcV8IhEREZGgctzAU/+2Yd7a8CczZlXHiDt9GNjFB3MS1qB3HzRh1Ewb/rs7fBt3AOjc3I9nentRvaKxt0ojIiIiIiIiIkqk4o4Uj3pRPDMzE0oUh0soioKdO3dGPzqD4aI4lRezP7Vg1Fv2kI/1v8mH8b29SRoRERERUcn8d5eKQS/bcSDCVuUNzg3ilcEeXFJPS8LI8mkasGC9Bc/MseFETvjvXWlOHWPu8eK+9n6oPHiciIiIiIiIiChMXBbFe/ToEfUXnDNnTtTXNZpEL4pnZDhgtZrh8wWQleVO2NdJNHaIpSQdug7c95wDn20JPWJp/uMutG4WLOKzEkuW+QDkaWGHWNghFlk6AHla2CGWsujw+oGpC614dakVuh6+0PzAzT6M6eYt1U448e44mqVg/BwbFn0evr07ADSrH8SU/olZxOd9SyzsEAs7xCNLCzvEwg6xyNIByNPCDrGwQzyytLBDLOyITXGL4pH354tA5oVuIgqnKMALD3nQepgTR07mH1X1yCt2rHvehSoZ3L6TiIiIxLVrvwkDZ9ixc3/4YdW1qmh46WEPWjZOzhv9ilMlQ8eMhz24q5Ufo9604Zc/Q8f/wy8qbhjtRL+Ofoy824tUec9cRUREREREREQUN+q4cePGJXsQRqLrgNvtS+jXCAQ0+P1BBIPJ3cKxtNghlpJ0OO1AZm0NH27IP1Ip16Pg1z8VdGkRQBRnVIg7WeYDkKeFHWJhh1hk6QDkaWGHWBLREQwCbyy34MEXHfj7RPh26Xdc58d7o9248Nz4vcEvER11quno3s4PqxnY8rOKoJb/xEvXFXy7R8UHX1pQu5qO+rW0uD0v431LLOwQCzvEI0sLO8TCDrHI0gHI08IOsbBDPLK0sEMs7IheSoqtyMui3j79jM2bN+Prr7/G0aNH0bx5c3Ts2BEAsGnTJhw+fBht27ZFWlrRh6YbHc8pTuXR4+/Y8PYnofuKTunvQc/2/iSNyJj2H1IwZ7UFa74z40S2gnSnjhaNg+h1gx+ZtY39jxkREZEIDhxWMPgVO77ZGb4hVqU0DVMe8OLmawJJGFnp7P1Lwei37PhyW+SNvq6/PIBn+3lQuyp38iEiIiIiIiKi8isu5xT3+/149NFHsW7dOui6DkVR0Lt3b4wcORIAsH79egwYMABPPPEEunXrFp+RC4iL4lQeeXzADaOd2H0gf/tOh1XHZ1NduLAWF3PPRteBqYusmP6hFZoW+TCuHtf78GxfLyxRn9SCiIiIztB1YMF6M554144cd/i/tW0vC+DFhzyoVtG4i8a6Dnz8lRlP/tsWcmqbMxw2HcPv9KL/TX4+nyAiIiIiIiKicqm4RfHwV1OKMHPmTKxduxa33norFi1ahMJr6a1bt8Y555yD1atXl3ykRCQkuxV4/REPbJb8n3u3T8GA6Xb4eLD4WU1634oXFtuKXBAHgDmrrXj0VTti27uDiIiIjmQp6D3FjiGvOcIWxJ12HVMf8GDuGLehF8QBQFGAW1sGsPGlXPRs74OihPa4vQqemWNH+5FObPkp6l/ziIiIiIiIiIjKhahfLVmxYgUyMzPx7LPP4pJLLol4nauuugr79u2L2+DKI4tFhc1mhsWinv3KAmOHWOLRcXFdDY/f6w352PZ9Kp5bYC3iM+LPiPPx4z4TZnxU9DksCvpwgwWrvzVOG2DMOYmEHWJhh3hkaWGHWOLR8en/VLQe6sSq/1nCLrvyoiDWTctFj+v9cTvfdiRlPR8ZKcCU/l6smOhCw7rBsMt3HVBx82MpGDHThpMxbnDF+5ZY2CEWdohHlhZ2iIUdYpGlA5CnhR1iYYd4ZGlhh1jYET9RL4r/8ccfaNq0abHXsdvtOHbsWKkHVZ45nVakpzvgdJbdQmMisEMs8ero29GP1s1Cz8P52jIrNv5YNg9iRpyPd1eFv0hfnHdWGqcNMOacRMIOsbBDPLK0sEMspenIcQNDXrPhvuecOJoV+iuNxaxjbDcvPh7vwnk1En90eLLm4/IGGj6b4sJTPT1w2MI756y2ouUjKfjwS3PUO9HwviUWdoiFHeKRpYUdYmGHWGTpAORpYYdY2CEeWVrYIRZ2xE/Ui+IpKSlwu93FXufXX39FpUqVSj0oIhKTyQRMH+hBpfT884jruoJBM+w4kZ3EgQlsxTexLYp/vtWMU7kJGgwREZEEvtmpos2wFMxfF/5L1EW1g1g5yYXBXX1Qjf0G6qiYVeChzn5smJ6LDleEn9PmaJYJA2c4cNczDuz9K4GHyxMRERERERERCc4c7RUvvfRSbNq0CV6vFzZb+FbAW7ZswZYtW3DjjTfGdYDlzalTHigKDH9eYXaIJZ4d1SvqeOFBL3pNceR97K/jJoyYacdbwzwJ3Z7UaPPh8wNZubF/Q46dUpCeYoxIo81JUdghFnaIR5YWdogl1g6vH5iywIrXllmh66H/viqKjgdu9mP0PV7Yy/gNxyLMx7lVdcwe7cHKzQE8NsuGP4+Fvvf5y21mtB6agkG3+jDoVh9sRbxnT4SWeDByR44b+OBLCxZ/YcHvRxSoJg0N6wLd25lx/eUBmA34Zg8jz0dB7BCPLC3sEAs7xCJLByBPCzvEwg7xyNLCDrGwI34UXY/uy2/btg3dunXDVVddhZEjR6JLly649957cd9992H9+vV49dVXkZubi4ULF6JRo0aJHnfSaJqOY8diPDkfkYRGzrThvdWhrzpPH+jG3a0DRXxG+aPrQO27UxEIxrYw/sObOahRyeD/whnE1l9NWPS5BfsPmWAyAZm1g7injR/nn8PvPxGRSHb+ZsLDL9uxc3/4imCtKhpmPOxBi8bh59cuj3LdwJRFNrz9HwuCWvhzkAtqaniuvwct//l+eXzA8q/NWPe9GSdzFKQ7dVzXNIAuLQNwhr8XmhJowzYVD7xox/HsyBu6XVQ7iPdGu1G3Op+nEBEREREREUVStWpakZdFvSgOAKtWrcLYsWPhdruh6zqUfw4J1XUdVqsVzzzzDG655ZbSj1hgXBQnOi3XA3QY6cQvf+a/OJ1i17Fmai4XFAtoP9KBbXuj3pQD1Spo2PpWbkKPuCfg9yMKHp5hxze7Is9Np3/58cJDHqQ5y3hgREQUIhgEXl9uxZQFVvgC4f843tnKjwm9PUhPScLgBPfjvtM7+Xz/S+RDi2+/1o8rMwN4boENx0+FL8JmpOh4qqcX3dqGb8tO8ffNThV3jndEvJ8XVKuKhv886+IbKImIiIiIiIgiiNuiOAAcP34cS5cuxbZt25CVlYWUlBQ0bNgQt956K2rUqFHqwYqOi+JE+bbtNeGmsU74C7x4d9mFQSx9xgVL9OvA0vr4KzMGv2w/64ubBZkUHeN7edH3Rj8XxhPk9yMKOj3mxF/HIx+FdUbTC4JYMs6FFEexVyMiogTZf0jBI69EfgNTpXQN0x7w4saruUNNcYJB4L3VFjz7vg3ZrpI9sXiqpwcPdebCeCJpGtB8cAp++7v45yZn3H6tH68M9iR4VERERERERETGE9dF8fIu0YviKSk2mM0mBAIacnO9Cfs6icYOsSSy45WPrZgwN3RvzSG3ezHqbl9cvw5gnPkIBIFn5towc3nJT2rataUf0x7yCL9tqVHmpKDbxzmw8cfo3rXRt6MPE/saowsw5nxEwg7xyNLCDnFoGuDy26DBhIqpGoL+/A5dB+avM+OJd+3I9YQv5F5/eQDPP+hBtYpi/BpjhPk4dELBU/+24eOvijiZeDEURcfqKS40Pl9LwMgSwwhzUtDa71R0fzb67WmsZh3fzcxFlQwxfgbOxmjzURR2iEeWFnaIhR1ikaUDkKeFHWJhh3hkaWGHWNgRm+IWxaN7K3ohR48exZYtW/DVV19hx44d8Pt55EC8mM0mWK1mmM0lmhphsEMsiewY0NmHFo1Dj9J6aYkV/90VeavO0jDCfBzJUnDneEepFsQBYMlGC24e68Rvf4t9uLgR5qSgXftNUS+IA8CC9RZkuxI4oDgz2nwUhR3ikaWFHcl35KSCqQutuOzBFNTvbkWD7mbUut2CAdPt+O5nE45kKej1nB1DX3eELYg77Tqef9CD90a7hVkQB4wxH9Ur6nhjiAfzH3ehbvXYFrd1XcGslbEvpieTEeakoP/8N7YtlnwBBau/jf9z7UQx2nwUhR3ikaWFHWL63IeMAAAgAElEQVRhh1hk6QDkaWGHWNghHlla2CEWdsRxDLFcedOmTXj++eexc+fOkI/b7XZ06dIFjz76KDIyMuI6wPImENAABP75v3GxQyyJ7DCZgBkPe9BmWAqyck+/eK1pCh5+2Y61U3Pjeo5P0efju59N6DvNEbYtt8mkY8SdXui6grlrLPjzWP7lldJ13N3aj5qVNUyYa4PHl78AsHO/ig6jUvDqI260uyxYZh2xEH1OCvvgy9hedM71KFi52Yw7Wxlje16jzUdR2CEeWVrYkVz/221Cz8lOnMgJXez2+RUs2WjBko0WOGw63N7wN4RdlRnAjIc9OK+GOIvhZxhpPlo3C2L987lo2Cc15DnH2Xy80YIp/b2GOT2OkeYEAI5mxf6CQEk+J1mMNh9FYYd4ZGlhh1jYIRZZOgB5WtghFnaIR5YWdoiFHfET9fbp69atw6BBg6BpGq644grUr18fGRkZyM7Oxvfff4+dO3eibt26mD9/PipVqpTocScNzylOFNmyTWb0fyH05Mvl5XyHug7MXWPBY7NsYecPr5SuYeajHvzfJacXtQNBYMdvJpzMUZDm0NHwPA32fw4q377XhD7THDh4OPRFTkXRMfxOH4bc5oPJOK9/CumBF+xYuim2o91G3uXF0DvifzoAIqLyZM8fJtw4xhnzea0tZh0j7/JhQGcfVOMcGCu0XA9wwb1FbyVWlB/ezEGNSuK9KUEGJXl+MqGPB/1u5I5tRERERERERAUVt3161O/1nzFjBux2O2bNmoVmzZqFXf7+++9j/PjxeOGFFzBhwoSSjZSIDKtz8wDWfu/HwvX5L+h98KUFbS4NoOv/GeMo25Lw+IAxb9swf134dulNLwhi1nA3zq2a/wKyWQWaXhD5nVBN6mn49LlcDJjuwOdb8x+edV3B1IU2/PCLilcGu5ERx6PvyxtzCRZUSvI5REQUavJ8a8wL4pl1gnhlkMdQ57I2ArWEb7DjmxIS58rMYMyL4ldnirmLEBEREREREZGoon5JZO/evbjuuusiLogDQLdu3XD55Zdj7dq1cRscERnLxD6esPNUjnrLjgOHxT4vdkkdPKKg8+POiAvi3dr6sPQZV8iCeDQqpQHzxrrxSFdv2GWrvzXjhlEp2LWfh4uXhKYBrvBv61ldXJcvOhMRlcZfxxSs2hzbvtstGwewarKLC+IJYLcCF9SM7ftavaKGymk8SjxR7rjOD5sl+u/vZRcG0aQefzaIiIiIiIiIYhH1ykqFChWQmppa7HUuuugieDzyb5WcSIqiwGRSoCjGXkRkh1jKqiPVAbz2iBuqKf9FvWyXgkEz7AjGYV1RpPn4cpuKDiOd2LY39LApq1nHtAc8eOEhb9626JEU16KqwJhuPrw70o1UR+gLpPv+NuHGsU58tFGMk3qKNCfF+eUPBV2fcmDl5tiOwqqSrqF1M+MsihtlPs6GHeKRpYUdybFph4qgFttYnXYU+++oSIw2HwDQvW1spwXp1tZvqFO4GG1OfH4FtqifougYeEsJ3uWXREabj6KwQzyytLBDLOwQiywdgDwt7BALO8QjSws7xMKO+In6pY327dtj48aNCBazsnXy5ElUr149LgMrr9LT7ahcORXp6fZkD6VU2CGWsuy4vIGGYYXOv/zf3Wa8/HHpX9kWYT50HXj5IyvunuDA8ezQh9CalTV8/IwL915/9vM7RtPS8aoAVk3ORYNzQx933V4FD0134Kl/2+BP8s70IsxJcfwB4KUPrWg7PAXf7Ir9jQSnXAp++MU4qwCiz0e02CEeWVrYkRynYtw2HQCyXQkYSIIYbT6A04vcVTKiPdJYD9sJSHRGmhOPD+g9xRHDz4mCZTFutZ5sRpqP4rBDPLK0sEMs7BCLLB2APC3sEAs7xCNLCzvEwo74KfKVfrfbHfJf3759kZOTg1mzZoVd5na7kZWVhQ0bNqBly5ZlOX4iEtDgrj5clRm6Wjt1oRXf7THO4mIkOW6g3/N2TJxng1boiLcWjQP4dIoLl10Y3xeN69fS8ckkF26+JnyhfeYKK+4Y78CRk8Z+h1ii/PCLCTeMdmLSfBu8/tDvkaJEt0WpL6Cg20Qntu819n2XiCiZKqTGvu12ST6HolchFXhvtBsZKdF8nxWMeduOrb/y38J403Vg6Gt2bPk5dOehwm9YKPy8ZekmCz4WZNcgIiIiIiIiIqNQdF2P+EpIZmZm2CHsuq4Xe1i7ruswm8348ccf4ztKgWiajmPHchJ2+xaLCpNJgabp8PuNs2VvYewQSzI69h9S0HZ4CnLc+Y8Z59fQsGZqLlIcJbvNZM7Hnj9M6DPFjj1/qGGXPdTZh8e6e2EOv6hIsbboOvD6MgsmRFiQr1FJw6zhblzeoOyP4hLxZ8TlBaYssOHN/1jCvlcAcHVmAJP6efHJZjPeXWXBsVOhL/Knp+g4lRv6eZXSNXw83o0G54p9pJyI81ES7BCPLC3sSI4jWQoufyAFvkD0b+Ka9oAnqp1XRGC0+Sjolz8UTJxnw6dbzIX+zdQBhM5X9YoaPpnkQq0q4r9hwShzMv1DKybPt4V87IoGQXwwzoUjWQr+Om6GxaygVuUgbn3Sjl//zH/OUiFVx/rnc3FOZc5HWWGHeGRpYYdY2CEWWToAeVrYIRZ2iEeWFnaIhR2xqVo1rcjLilwU79GjR4m/4Jw5c0r8uaJL9KI4kUw++NKMh2eEroB3a+vDCw8Z6zyIn/zXjMGv2EMW+AHAadfx4gAPbmlednuYb9yuov+LdhwvtJBrMeuY0NuLnu39MPipRUplwzYVw2fasf9Q+NFsqQ4dj9/rRc/r88+L6vUD6783Y/8hBaoJuKi2huaNgnhqtg1vfxK65X/1ihqWPuPCeTXEf/GZiEg0A1+y48MN0W35nO7U8f2bOUgx9q5ghvLHUQVfbDUjKxdIdwItmwSwbJMFE+eFLtg2rBvEsgkupJbwDY6Ub/nXZtz/fOg3slYVDasmu1C1Qvhzje/2mNDpMSeCBd680LpZAO8/5i7Xz/2IiIiIiIiICirRojhFxkVxoujpOjDgJTs+2hj6Ivjbw924+Zoknww7CsEgMHmBFS9/ZAu7rN45Gt4Z6UZm7bI/cvj3Iwr6Pe/AD7+EH5p+V2s/JvfzwBE+ZKmdzAGefs+G+esin7v++ssDmHy/J+qj2zQNGD7ThvfXht7euVVPL4wb4Sg5IiKRzP7MjFFvRreSOn2gG3e3Fv95gux0HRj2Rvi/hW0vC2D2KHdMO+RQqB9+MeHWJ51w+/JXs1PsOpZPcKHheUU/t3xugRUvfhD6JO+5+z24r4MxdlUgIiIiIiIiSjQuiscRF8WJYpOVC7QZloI/joZu97ju+VzUFHi7x2OnFDw03Y4vt4Wfr7HDFX68PMiD9JQkDOwfHh/w2Cwb5q0NXwS+pF4Qbw93o041cb+/8bTiGzPGvm3D4ZPhR4dXTtcwsY8Xt7QIxHwUVTAIDJxhx8dfhb6p44KaGj4eH/koLiIiCnfwiIJ2w1OQlVv8A7Fq0jG+txd9O3KBTxT+AHDPBAc2/hj6fKhPRx+e7WusnX9E8dcxBR3HOPH38fznLYqiY/YoN9pfUfz2cT4/cPNjTmzbm/+OBIdNx7ppuTj/HD4vISIiIiIiIipuUVwdN27cuLIbivHpOuB2+xJ2+zabGTabGSaTgmBQ7HPXFocdYklmh90KNK2nYdEXZuj66RfDPT4FO34z4fZrY1uoLKuOrb+acPvTTvy4L/QQKEXRMfoeHyb188JeyiOxS9tiVoEOVwZRo6KOz7eqIVtpHjphwgdfWNDk/GDCt/pO5n3r7+MKBr9sx/OLbcj1hN+Rbr/Wjzlj3Lj0Qu2s97NIHSYT0OHKAHb8poacw/NEtoLPf1BxS3O/cEfk8zFLLLJ0APK0sKPs+QNAj0lO7Pu7wAIgdNSupuFU7umPVUrT0b2dHy8N9KDdZcY7N5aR5uNsCreoJqD9FQF8+j8zjmfnz+H3v6iokKLjsgZi9oo6Jy4vcPczTvz6Z+hzzCd7eHF3m/DdEcLmQwWuzAxi/jpL3nO/QFDBtr0q7mqVf3oY0Yg6H7Fih3hkaWGHWNghFlk6AHla2CEWdohHlhZ2iIUdsUlJKfpF+/BDIIuxfv16LFiwAPv378epU6cQ6SBzRVGwadOm2EdJAAC73QKr1QyfLwCv17jbRrJDLMnuuKZhEINv9WH6h/kPRht/NOON5RYMuCX6o8HKomP+OjNGv2WH1x+6ilohVcfrj7rRull8XqyPV8u91/vR8Lwg+k1z4M9jBRZucxTcM9GBMff48HAXX8LONZmM+5auA/PWWDB+jg2nXOFhtapomPqAB20ujX6uiuqwmIE3h7rRc7IjZNeAXQdU3DPRicVPupDmLF1PPCX7Zz1e2CEeWVrYUfamLbJiy8+hC4CP3u7DqLt9SEl1QDGZoSpBZGUZ96hjI83H2URqqZAKzB3rxo1jnDh2Kv+5xpOzbahTXTvr0c3JIOKcaBow+GV7yFHeAHBPGx8e6hz5+XCkjszaGsZ082LcbHve9f73k4rXllkx6NbEvXm7NEScj5Jgh3hkaWGHWNghFlk6AHla2CEWdohHlhZ2iIUd8RP1e8nfeecdDBgwAF988QWOHDkCq9UKh8MR9p/dbj/7jRFRuTPsDh+a1Q990XTSfBu27xXjkBavHxj5pg1DXnOELYg3Pi+IT5/LjduCeLxddqGGT6e40KJx6D8kmqZg4jwb+k61I9uVpMHF2b6/FNw2zoHhM+1hC+KKoqPfjT58+WJuTAviZ2O3Au+OdOOqzNDv7w+/qOgxyQGXcddxiIgS6sttKmZ8FHqaj2suDmDYHacX7swqhNtxgyKrW/309t42S/6bojVNwYPTHcI8lxPd1IVWrPgm9JQs1zQM4Ln7vTG/ebH/TX78q2Ho85IpC63Y+RvngoiIiIiIiKgoUZ9TvHXr1vD5fHjzzTfRqFGjRI9LWDynOFHJ7f1LQbsRKXAV2Or6wlpBfDrFBWcSXxT/65iCfs878G2hI9mA01twT3nAk9TxRSsQBJ5934bXloafZ7x+zSDeGelBg3ONub1KIAi8sdyKaYus8PjCXzlucG4QLzzkwRUXJa7vVC5w+9POsCO8WjcL4N+j3LBZivhEIqJy6MhJBW2GO3HkZP4iXcVUHWum5aJWFZ772Kg+/sqMB190hHysRiUNKye5cE5lzmtRPvzSjIEzQr9vdatr+GSSC5XTS/Z9O3BYQeuhKSGnkGlYN4iVk118TkJERERERETlVnHnFI/6reRHjx5F+/bty/WCOBGVTr1zdEzoHXpY7Z4/VDz9XvJWnDftUHH9SGfYgrhZ1fFsXw9eHmSMBXHg9BF3T/bw4s2hbjjtoS+w/vKnio6jnVjxTUxnzRDCj/tMuHGMExPm2sIWxC1mHcPv9GL1VFdCF8QBID0FWPCEC5l1Qo9CX/+DGQ++aIffuDvXEBHFlaYBg162hyyIA8D0gW4uiBtclxYBjL4n9Lnc38dN6DnZgVx3kgYluC0/mTD09dDd1NKcOuaMcZd4QRwA6lTT8Uyh59U796uYtij8zZFEREREREREFMOieO3atZGdnZ3IsRBROXBPGz9uujr0vImzP7Xisy3hR2knkq4DM5dbcMfTDhzNCn0orF5Rw5Kn3ejT0Z+wc3EnUufmAXwyyYULaoYuEud6FPSb5sAzc6wIiLkTfAi3F5g4z4oOo8KPzgaAyxsEsXqqC8Pv9JXZEVGV0oBFT7hxfo3Q7+3KzRY88oodQQN8X4mIEu21ZVZ8vjX0TVj9bvShw5V8kJTBI119uLNV6HO57ftUPPSSg/8OFnLwiIJeU0JPzWMy6XhzqDsuu/fc08aP6y8PfVfeq0ut2Ly7bJ9XExERERERERlB1IvinTt3xrp163D48OFEjoeIJKcowNQHPahRKfSFwCGv2XH4RNmsQOd6gAdftOOp2XYEtdCveXVmAJ9NceGqTGO/qptZW8PKSbm44Up/2GWvLrXhngkOHM0Sd8V/0w4VbYen4OWPbGFz5LTrmNDbg2XPuJBZu+y3g69WUcfip1yoVSX0ay/ZaMGot2yI7qQkRERy+vZnEybPDz1Stcn5QTzRw1vEZ5DRKAow7QEPmjcKXYz9bIsZ45K4+49octxAz0nhb758prcXrZvF53mmogDPP+hBpbT85ySapmDwK3YeuU9ERERERERUiDpu3Lhx0VyxcePGWL58OTZv3oxKlSrht99+w/79+yP+d9555yV21Emk64Db7UvY7ael2ZGaaoPZrMLnM+5evOwQi2gdDhvQqK6GxV/kH97r9irYfdCE2/4vUOTR2fHo2PuXgrueceKrH8O3Ee93ow+vPeJBekqJbjomZTEnNuvpo8atZuCrHSqA/G/sgcMmLN1kxtWZQdSoVPJV3Hh3nMoFnnjXhrGz7DiRE35HaN0sgPcfc6N1syBMUb+t6+xi7UhPAdpfHsDyr80h5/LctldFtktBq2bBpOwyINrPekmxQzyytLAjsbJygTvGO3EyJ/8BOsWuY9FTLlTNCL++qB2xkqUDiL5FVYH2VwSw6n8WnMjO/wfv/9m7zwAnqjUMwO+U9KX3XkRABVRAUYoKKAhIFaQoohfpTUClSO8gIE1ABKXKVVQELsWCokhVUYoUkSYC0svupkwyM/dH2M3OZkuSTTmT/Z4/YjbJzrsn5cx8pxw4KaBgHhUP3xv9QWtpxbpNZBnoOduCfce0/c1Xmkp4q2Pg55KB5LBZgHLFVWzc7etX30ricCuZwzO12BjkGev2CBfKwZ54yUI52EI52BIvOYD4yUI52EI52BMvWSgHWyhHcGy2zAfsB7y57J07d2AymbB7927s3r07w/uoqgqO43Ds2LHgj5IAAHiegyDwkOXYXkjKKcrBFhZzNKgho08rCYs2+maTff+7iGVbDXituf/sZiDnOb7+RUD/eRbcsWurlRajipm9nXj+ieh9oUSrTXgeGPS8hBr3yOg7x6IpNF+4xqP1aCumvuZEl8ahZQ9njm37RQxfasK/N/yr3QUSVEx41Yn2T2Q+aCInQslRoYSKT8Y48PxYC24k+o55yWYjbBYVwzpFbgBVZlh8r4eCcrAnXrJQjshRVWDIIjP+uar9DJ/e04mKJTIefMVijlDESw4guCwF8gBrRtrRfIRV8z046iMTyhZT8HTN2BVkY90mk9aY8PUv2lPtJ2p4/PYAz06gOZ57zIP2T7jx2Y++wvjKr41oWtuDxjFshxSxbo9woRzsiZcslIMtlIMt8ZIDiJ8slIMtlIM98ZKFcrCFcoRPwEXxyZMn48SJE7j//vtRs2ZN5MmTB4JAe5WFmyTJUBQVHo++X9yUgy2s5hje2YWdhwQcOev7LJm4yoR61WTcV9b/WEPNoSjAzHVGzF7nP0KoXDEFH77pwAPlo/u3iXabNHxIxrbpyej+jkXz93a5OQxZZMFvf0mY9B9X0HtzhyPH1VscRi4zYdOejH952/puTHjVhSL5Ircueag57iurYO0oB9qPtyIxzWCLdz8zwWoCBrSNbmGc1fd6sCgHe+IlC+WInFXfGLB5r/Zz/IWn3GifxYAzFnOEIl5yAMFnKV9cxUdvOdFhvAWSx/s9qCgces22YOMke9T7Vyli2SYfbxc1gz4BoFJJGR8MdcAQ8Nm3VzA5Jnd3YtcRAZfSDC4cssiMHbOTUSBPcL833OLlPUI52BMvWSgHWygHW+IlBxA/WSgHWygHe+IlC+VgC+UIH05VA9v9tHbt2qhSpQpWrlyZq4vhiqLi+vWkWB8GIXHjz394NHnLCqfkKyjeV1bG1ml2mI1ZPDBAt5KAfvMs2H7A/ypko4c9WDjIgfwJOf89euFwAW8tMWuWrk/xcCUZy950oGSh6GyKrarAJztEjFthxq0MlkovWUjBtB5ONKkd+xlO2dl/XEDHiRY4XNocU7o78Z9mGa98QAgh8eLYOR7NRmi/yyuVlPHVdDtslhgeGImaL3aK6DtX29glCynYMtWeo21a9Gb3H97+gNvjey/kT1CxdWoyKmSyYkI4/XBQQMeJVs1tbeq5sXiwM+K/mxBCCCHxTZaBvccEXLjGQRSAB8orqFJG38UZQggh8alIkcxHhge8p/jixYvx5JNP4sknnwzXcelSpPcUJyS3KZRXRT6bqilaX7vNw+7k0PDhnBVD/zjLo8N4K377y38gz5AOLszs5YIl8+0l4pJBBJo96kHhfCp+OChAUX0Xbf+9weOzH0U8dI+CskUje+H23GXvLLL3/2fSFFFSvNJUwodvOnB/OX1cSC9VWEWte2Vs3C1CVnx5tv8mokxRBdViNFOOEEIiLdkJdJxkwZWbvtmpJoOKtaMcKF1EH5/hJOfuK6eA44Ddf/j6c4kODrv/ENCugRvGIGdI69HZfzl0nGhBstP3XhAFFatGOFDjnuj0A8oXV3EjkdP0fY+fF1CplIKqGazCRAghhBCSHbcHeH+TAX3nWrB0ixFb9xuweZ8By78y4sdDAorkVzPdLokQQgiJhaz2FA+4KH7gwAFcunQJ7dq1C9dx6RIVxQkJv4fuUXDwlIDTl3wXEX89KaBWZRkViofWsf7sRxGvTrfg2h3t3qZ5rSo+GOrAy00isze1HnAc8HAlBQ2qe/DdbyKSnb4/hMPF4fMfRVhNKmpXVsL+N5Jl4IPNBrw2y4K/LvoPVqhUUsZHbznxSlN30Eu5x1q5YioeKC9j0x5RM9jg619E3FuKRlATQuLT8A9M+OGg9gN74qsuNH2E/VU+SHg9fr+Mc5d5HD3n+36/fJPHn+d5tHzcA57P4sE6dycZaD/BigvXtH2bd3q50OKxzLcQiITHH5Dxv70G3Ez09UV2HRHR/gk3EmjlBkIIIYQEweUGXplhwfKvjJot41JcuMbji50G2MwqHqlC1zwIIYSwISxF8XvuuQfz5s1DtWrVUL58+TAdmv5EuiguCDxEkQfHcQhwZXsmUQ62sJ6D44AGNWSs+0GEPc3y0zsPCejwpAdWs/f/A8nh9gBjPjJh8hozPLK2w161rIx1Y+2ozUBHnYU2KVVYxfMNPPjtLx7/XPNdqVZVDj8cFHHyAo9GD3lgzKI4HUyOY+d4dJtuwdrvjX5tIwoqBraTsPB1J8qHOBAiJ8LVHveUVFGxpIIt+0Wodwvjqsph634R1SvKuKdkZLOx8LoKB8rBnnjJQjnCa/1PIqatNWtua/6oG2O7SQENqmIlR07FSw4gZ1k4Dmhc04O9xwT8c9XXr/jrooBkF4eGD0VvoEQ028QjA6/OsODASe10+F7PSRjYLmfnjaHkMIjAw/fIWPu9IbUv4pQ4/PkPj3YNYjMoNF7eI5SDPfGShXKwhXKwJV5yAPrMMmKpCRt2ZT9j4YeDIqqVV1CpVOyvtwVKj+2REcrBnnjJQjnYQjmCk1VRPOA9xQcNGoQ9e/ZAFEU88sgjmT8hx2HOnDnBH6VORHpP8Xz5LDAaRUiSB7dvOyL2eyKNcrBFLzm2HxDw4hTtPojPPuLGR285wXHZ57h8k0PPWWbsO+6/Rmebem7M6uOEzez3o5hgqU3cHmDCKhM+2Oy/iXuVMjI+fNORaTE3kBwuNzDnMyPmf+lfDAeAB++R8W4fJ+6P4RLj4W6Ptd+JGLxQOx3LZFCxZqQD9atHrijA0usqJygHe+IlC+UInzOXODzzlg1JDt/neqnCCrbPTEb+hMCeg4Uc4RAvOYDwZLmRCDw30qZZAQgApvdwoltTdzgOM1vRbJO3l5mwbKu2D/V0TQ9WDHNA8F8UJyg5yTFtrRFzPtdeCHinlxNdn4lOG6QVL+8RysGeeMlCOdhCOdgSLzkA/WW5eJ1D7T42KEpgI+pqVJTx1XS7blZl1Ft7ZIZysCdeslAOtlCO4GS1p3jAu7t99dVXGf47PU4v33yEEOY0rimjezNJc2Fx288GrP5WzvYC3s/Hebw2y4LLN7UXYAVexdiXXejRwq2bjnm0GUTvUrcPV5IxdJEZjjR7fJ84L+DZ4TYsGOAIaSnc/ccFDF1kwskL/leFLUYVwzq78FpzN8QcXjRmTedGHthdTry9zDcKw+Xm8PJ0Cz4ZZccjVfUzepoQQtKT3ECvdy2agrjAq1j0ujPggjiJXwXzAKtH2tFihA03k3yvkZHLTChbTInqjPFIW/6Vwa8gXrWsjEWv57wgnlND2kv49lcRR876DmTsChMaVPfEZFUeQgghhOjLx9sNARfEAeDQaQEHT/F4qBJd7yC5j6oCB07y+OZXEXaJR74E4IkaHGrdA91tI3XqIoeNuw24lczDagEevpfDk9Wgu20uCclMwDPFL1y4EPCTlipVKuQDYl2kZ4oLAg+e56AoKmRZv50IysEWPeVwuIBnh1tx4rzvAp7FqGL123Zcvy3A7uJQII+Kuve7kcfq7XR8tM2AMctNfrOQC+dTsGSIE3UfYO/iK6ttcvQsj1ffseDcZf8e2+DnXXjjBQmCADgl4KcjAq7eFmAxAg9VklG+mO/vnOQAJq8xYflXvqU702pQ3YOZvZ0oV4yNi7KRao/5642YvEY7SyuvVcVn4+yoUTH87c7q6ypYlIM98ZKFcoTH2BUmvL9JWwgc0dmFQc8Ht1R0rHOES7zkAMKbZc9RAS9MsMDt8fUDEiwqNk2y475ykf07RaNNfjwkoPMkC+Q0F4sL5VWwdZodZYuGp3+T0xzH/ubR9C0rpDRt8GhVD9aPj27RPl7eI5SDPfGShXKwhXKwJV5yAPrL0nWqBd/8GvB8OgDRXRkop/TWHpmhHLH36588Riw149Bp/w52heIKxnVzhjTRKNrOXeYw/AMzvv/d/31fOJ+C15+X0L2ZfiadKQqw95iA81cFCAJQpbSCauVjs51UOOj5PZJWtHJkNVM84KI48Yp0UZwQ4i3MPjtcewEPUAH4/t9mVtG2vht37N7Ra+nVqizjg1qGzqIAACAASURBVKEOlCxEH3HBupUE9JtnwfYD/p2gJ2p4UKWMjM9/NOBGorZw3qC6B0M7SEhyAsOWmHHhmn9hPZ9NxbhuTnRqqN9OSLAyWr60YB4F6yc4UKWMfjsxhJDc6ZtfBXSdqt3qpEF1D/47KvYzYwl7PvtRRP952u1EShVWsHWqHUUL6LeP9tcFDi1G2nA72deZMYoqPhvnwKNV2brgtXCDARNWafcPGvWSC/3b5Gy/c0IIIYTEt44TLPjhUHBF8UmvOvFaC30UxQkJhx8PCeg61QKXO/OLnBynYnYfJzo38kTxyIJz6iKHNmOsuHor62ntvVpKGN/NFaWjCo0seyfQLdlsxN9XtHkeKC+jfxsJbeuz2xYkPLIqigvjxo0bF71D0T9VBRwOuoBASCQVya/CalKx42Dazre2c+H2cDh0WtDMKE/xchMJ7w92ogAt4RoSsxFoW8/bOdhzVHsCdO4yjwMnRc0S6yn+vsLjk+9FfLHTiES7/8+fe8yNNSMdeOx+JdcUxAGgXjUZd+wcDpz0vVYdEoet+0U0e9RDSw0TQnTj0nUOnSdZNN8BhfMp+HS0A3msWTyQ5Fr3l1OgqNr+RKKdw55jAto1cMMQ3HVWJtxIBNqPs+HfdFv2zOnnRJPabBXEAaDmvQp2/yHgnzSDFfceFdC0tgdF8ut3YAIhhBBCIufn4zyWbjXC7gzu4k2Xp92oXJoG/5Pc4fodDq1HWWF3Zfc+4fDtryKa1/GgSD72+t+yDLQbZ8XfV7If5f7rnwIql1aYneTjkYE+c8xYvMmkGcCc4uotHpv3GuBwAU/UkHPV9encxmYzZfqzgGeKf/nllwH/wjZt2gR8X72hmeKERMeZSxzqDbIFtX+RyaBiWg+2R97pzde/COg/z4I7GRS5A1WsgIJpPVxo9mjubRdVBd5YbMKa7drlhksXUbBhoh2lCrPXKSaEkLRkGWg/3uI3WGrtKHtc7RFNwk9VgX5zzfjiJ+3KPi3quPHBUKeu9tiT3ECnSRbs/kP7PhjY1oWRL7I7cPrcZQ6NhtqQnObC9v3lZGydZqe9AQkhhBCS6uhZHlPXmoJeNh3wrgz425IkWDOvQxASVzLaMjErnRpKmN6TvVnW3/0m4NUZgY9yr3mvjC1T7RE8otBNXGXEexsCa5NZvZ148Wla2SJehWX59KpVq4ILcOjEsWPHAjsyHYp0UdxiMUIUeXg8iq5npFMOtugxx8hlJny41Zj9He8qlFfBx2878OA9bI5US09PbXLmEofOk604+2/wV61felrC6K4u5LNF4MDCKBrtIctA//lmrE9XFKhYQsGXE8KzjKyeXldZoRzsiZcslCN0s9YZ8c4n2pPLfq1dGN019N9P7cGeSGVxSsALEyzYf1x7gbVvawljuob/wlAkcqgq8Ob7Jqz+Vts/bf6oG0vfiExxP5w51nxrwNDF2mXUo1XMj5f3COVgT7xkoRxsoRxsiZccANtZTl/i8M4nJny5S4SqhjYp4plaHqwa4QjzkUUOy+0RDMoRO/UG2nDqoo5G+IZR8YIKEswqDCJgEAGjCBhE9e5/vVtLpfzMZFAzvE/a+xlFwGBQYUr9mf9zee/j/f+MfpboAB7qmQBnBqubZqRMUQV75yfrZhs4Pb5HMhKtHFkVxQMe9pXdKuuffvopLly4gMGDBwd8YMSf0SjAaBQhSR449NOP8EM52KK3HA4X8OmO4Kat3FtK0U1BHNBXm1QooaJ2ZTnIoriKD4Y40bKuPmaHR6M9BAGY198JhwvY9rPv9X36Eo8XJlrwxXg7Cmb+fR0QPb2uskI52BMvWShHaPYcFTBrnbYQWPNeGcM75+wEhtqDPZHKYjYCH73lRIuR2kF2CzcYUbG4gpeeCe8I/Ujk+GCzwa8gXr2CjPkDIzfbPZw5ujR2Y+t+Ed8e8F0CWLDBiGdqefBI1cj2oePlPUI52BMvWSgHWygHW+IlB8BmlovXObz7mREfbzdAzmSlRp5ToQRQKP/hkICfj/MR71eEC4vtEQrKERuK4h1Mklv9e4O9wQAcpwY1qOf8FR4/HBLQ6GF9rHynt/dIZljIEXBRvFOnTln+vGbNmmjXrh0sFkuODyo3UxQVsqxAUfS9lC7lYIvecpz9l0eSI7iOxbG/dTKs6y69tcnRc8F2djhYzPrIBkSvPQwi8P4QJ7pN47DjoO8r+PjfAjpPsuKzsfYc7curt9dVZigHe+IlC+UI3vU7HPrOMWu2M8lrVbHodUeO94Om9mBPJLMUyqti9Qg7nnvbhltJvtfTsA9MKFNUwZMPhu9iRLhzfHtAwLiV2pUSiuZXsGK4AzZzJg8Kg3Dm4Dhgdh8nnhpixY1E/u7zcxi4wIJvZybrJkcsUQ72xEsWysEWysGWeMkBsJXl+h0O89YbsXybAS53xtff7isrY0QXF4oVUNHrXUu2EyUkN4duMyzYOtWOcsVinzE7LLVHTlCO2OE472pShA2hrHJx6LR+iuJ6fI9khIUcAS+fHog+ffrg2rVrWLduXbiekjm0pzghkXfwFI+mw4Jbb9tiUnFmDb03I6XBICtOXghu4MFHbzly9T7iWbG7gM4TLdiXbhnZOlU9+HhUZC+wE0JIoFQVeHmaxW9PwSVDHGilk5VACHt2HRHQaZIFbo/vokUeq4pNk+2oWoa9mUXH/ubR8m2rZsCm2ahi/QQ7Hq7E3vFmZ+NuET1naweyv9JUwrQe7O1vSAghhJDwSrQDizcZsXiTEcnOjAtI5YsreKujC23qeVJXw5FlYPtvAtb9YMCFazwMgor7yyuwmlS//XvvLSVj02Q78idEOg0hsVV/oBV/XdTXJC2iVbqIgn6tJbSo4wnLtpaEHWFZPj0QpUuXxp49e8L5lISQXKhkoeC/hEJ5DAlciUIqTl4I7jHFC+rvQnG0WE3AqhEOdJhgxcFTvg70vuMi/jPDgpUjHDAFt4MAIYSE3dItBr+C+MvPSFQQJzlSr5qMd3o58fp7vsJsop3DS1O8M4uK5GenT3f1NoeXp1n8VjCa29+py4I4ALSq68G2/W588ZOvo7H8KyOaPuJBw4f0MUuCEEIIIcFxuIDlXxkwf70xdcWY9IoXVDCkvYTOjdx+K0IJAtCktowmtf37Cg6Jw4dbfVvMnLwg4LWZFnz8tgNGuq5B4linRh5MWh14UbxLIwnTe7I3EPW73wR0mx74spUPlJcxv78TkgdwewDJw939r/bfbjenuU9G93d7vKtMZPj4dP+WPIDk1j5HZitdBOqfqzxGLDXj7Q9VPHafjJaPe/DcYx6mzklJ+IVtprgkSXjhhRdw6dIl7Nu3LxxPySSaKU5IdHQYb8HOw4GP23mzowtDO+Rsb1OSubXfiRi8MPDtMe4pqWDnnOSI7bEZL24kAu3GWnE83fL/zz7ixgdDnTlempgQQkJ18BSP5962ambzVi0rY+tUOyymLB5ISICmfmzE3C+0L6aa98r4fBwbrzGX29sf3Z9uVZd46HPeSgKeGmLT7AVYvKCCHbOTaVYXIYQQEkfcHuC/3xswe50RlzLZA7hAgooBbV149Vl3SH0wjwx0m27B9gPaPlPnRhJm93GBy73bLpM4d/0Oh1q9bXBK2b/IRUHFN+/YcV9Z9gbWKgrQ6A3/a5OZ+WCoAy0fZ2OgvKoCsuItnB86xaPNmOBWns0Iz3sL5K3qetCiDhXI9SqrmeIBF8VnzJiR4e2KoiAxMRF79uzBpUuX0KFDB0yYMCG0I9UBKooTEh1f/Rz4KDWzUcXeBckoXpC+pCLF4QJq97Hh+p3AqtyTuzvRvZk7wkcVH67c5NBmjBWnL2n/tu3quzF/gBMCrcRECImyJAfwzJs2nEmzb6DFqGLbdDuqMLi8NdEnRQH6zDFjw27tFKLnHnNjyRBnTAfWqSowcIEZ637QHlubem4set0ZFxd3d/wuoNMkbV+7XX03Fr7ujNEREUIIISRcFAX4cpeIGZ+YMt0L3GZW0bulhN4tJeQJfJJohpIcQOvRVvxxVnsB4+0XXRjQVt+DCQnJzJ//8Hj6DSskT9YnBxynYk4/Jzo+xUYhOSNnLnFoPdqKK7eyPgnr00rC2JfZm+2eos1oC/YeC98MI55X8fj93hnkVCDXl7AUxatWrZrlz0VRRNu2bTFixAhYrTn8JmVYpIvi+fJZYDSKkCQPbt92ROz3RBrlYIsec6gqMGyJCSu/MWZ73/kDHOjwJLsdi4zosU1+PCTgxSnaPUAz8kwtDz56ywFRR8XcWLfHhWvezuc/V7WdzxcbS5jZO/CR1bHOES6Ugz3xkoVyZE9VgX5zzZqllQFgdh8nujQO72Anag/2RDuLwwW0H2/Fr39qOw0D27ow8sXQL6DmNMf89UZMXhP7WeyRbo/hH5iw/CttX/v9IQ60DvMWCfHyHqEc7ImXLJSDLZSDLfGSA4hOFlUFvvlVwNSPTTiWyaxPk0HFK8+6MaCNhML5gi/wZJbj4nUOzYZbcfmm9rrGkiEOJrdfipfXFuWIDckNtBhpxeEzWV/8vKekgrEvOzPceoA1f1/hMGKp2W/VBwAokl/B4OclvPqsm+kBwmf/5dBipDXbSV2VSsqY3tOJHw6K2LjHkOngobRSCuStHveg+WMeFAnh8zMn9PYeyUy0coRlT/GVK1dmeDvHccibNy9Kly4Nmy3nyxMQQggAcBwwrYcLBfKoeG+DER7Z/xs3f4KK6T2dYb9wRzL2RA0Za992YMB8c4bLbnGcii6N3JjymktXBXEWlCqsYt0YO9qM0Z5ArtluhNUMTHiFlhwjhETHJztEv4J4m3pudG5Eq3+Q8LOYgOXDHGgxwoq/r/i+/+atN6FCCQWdG0W/j7dln+hXEC9VWMHytxxMLOseTqO7uvDDQVGzKsTwJWY8dl8yihWgWRCEEEKInuw64i2G//JnxhdkBF5F50ZuDG4voVTh8H/PlyykYuVwB9qMscLh8l3AGLjAjFKF7ahVmVacIvFj+n+NfgXxns+5kGABkl0GFMjDo0ENGQ9XsOtma8myRVWsGenAmUscNu424KbdAJuFx8OVZDzxgB1GQ/bPEWvli6vYOMmOnrMtfitXpHiihgcLBzlROJ+KetUkjOgi4cgZHhv3iNiURYFcUTjsOiJi1xERI5apqHu/d4n15nU8IQ0wIrETtj3Fc4tIzxQ3mUQIAg9ZVuBy6bfQRznYovccV25y+Pg7A/YdE5Hs4lAwj4omtSS0qe+BVacXJ/XcJm4PsHW/iA27RFy5zcNi5FCrioxOT7lQrpg+v1JYaY8T53m0HWPBjURtB2zw8y4M65z9jDlWcuQU5WBPvGShHFk7eYFHk7e0F7HKFVPw7TvJOV5SMSPUHuyJVZY//+Hx3Egr7th9rz1RUPHfUQ7Urx78rIpQcxw+zaPVaO17wGpWsXGiHdUqRP9CbjTa45cT3syK4svcuKYHq0c4wjYgL17eI5SDPfGShXKwhXKwJV5yAJHL8ttfPKZ9bMIPhzKf+9a2vhtvdnShYomcX7PJLse2/SJefccMVfV1JArnU7Blqh1li7JzzSheXluUI/p+OiygwwSL5jXe8CEP1ox0gOf1lSUres6hqsCuPwR88r0B56/yEHgOlcso6PSUCw/ek/l5naoCh8/w2LRHxMbdBpy7HNgM8noPeJdYj2SBXM/tkVa0coRl+XTiRXuKE0IIiaRDp3k8P86KRLv2SjTtxUUIiSSnBDQfYcXRc77R1AZRxaZJdjxUiWZ1kMjbeUhA58kWzepA+Wwq/jfFjntLRf41ePmmd8nPi9d9Fz44TsWHbzrR7FH9XnQIxNSPjZj7hXak6cxeTrz0DK0QQQghhLDqxHkeM/5rxOZ9mU/ffKaWB8M7u/BA+ej259/fZMDYFWbNbZVLy9g02Y58tNAs0bGbiUCjoTbNCpoF8yr4fpadVlqKMykF8o27vTPIgymQt6rrQbNHaQZ5RlQV8MiAIXxbv2co5KL4l19+GdIvbNOmTUiP0wMqihNCCIm0n4/zeGGidqYaAEzu7kT3ZnSBmhASfhntLTyumxO9W9JnDomej7cbMGSR9gJq2aLemUWRvKDgcAFtx1rx+1/aJfZyy4A0yQ00G2HVLDFoNav4flayblcBIoQQQuLVucscZn5qwuc7Rc1KL2k9dr8HI7tIeLRqbPYxVlVg+FITVqQ7v3iihnc2baSLIYREgqoCr80yY/Ne7UCUFcPsaPoI+3uGk9CpqncSU8oM8rRbf2VG4FXUq+adQZ7bC+SSG9i0R8TKrw349aQAj8yhQIKKlo+78eqzbtxXLvwDt0IuiletWhVcFmumpX1oyv04jsPRo0dDOU5doKI4IYSQaNh5SMBLUy1wubXfw+/2dcRkj1VCSPzavFdE95kWzW2Na3qwarhDN/ufkfgxabURC77Uzlp+pIqMdWPtMBszeVAOqCrQ610zNu7WXtx64Sk35vZzhm0JcdYdO8ej6TArJI8vcJ2qHnwx3gEh4+34CCGEEBJFV25yePdzI1Z/a4Dbk3EHpUZFGSO7uPDkg3LM+zAeGeg61YLvf9dWwF96WsI7vVwxPz5CgrX2OxGDF2rPm19uImFGT1eMjojEQkqBPGUGeTAF8laPe9CsjgeF8uaeAvnF6xxemmLRrEqY3tAOLrzxghTW74WQi+Lr168P6BecOXMGq1evht1uB8/zVBTPAYNBAM9zUBQVbrd+RxhRDrZQDvbESxbKEVlf/yLgP+9ol5LleRWLXneidV3/wjirOYJFOdgTL1koh7/zVzk8/YYNt5N9nzPFCyr49p3IzswFqD1YxEIWRQF6zjbjf+lmYLSp58bCQc6ABmoEk+OdT4yYtU5bhK9T1YNPxzpgynw10qiIdnss+NKISau1f4sxXZ3o2zpnK0aw8LoKB8rBnnjJQjnYQjnYEi85gNCz3EoC3ttgxNLNRjikjCsG95aSMayzhBZ1PBEvNgeTI9EOtBplxbG/tcWQ0V2d6JfD/kVOxctri3JEx5lLHBq/aYPd6XuDVSop4+t37LBqu8/MZwkU5cieqgIHT92dQb7HgPMBFsjrp8wgD6BAfiMR+OJHA078I0JRgTJFFLStL+liRa/byUCLEVb8dTH7UdYju7gwsF34VmmL2J7iFy5cwIIFC7Bp0yZ4PB40bNgQgwYNQtWqVUN9SuZFuiieL58FRqMISfLg9m1HxH5PpFEOtlAO9sRLFsoReRt2i+gzx6xZFk0UVHz4pgNNams7cyznCAblYE+8ZKEcWm4P0HaMFb/86TtB4TgVn411oF61yJ/0Unuwh5UsDhfQbqwVv6Vbznzw8y4M65z9iXKgOb78SUTvOdrZHtFYrj1Q0W4PWQbajrVg/3HfjC6jqOKrGXbcVzb0Je1YeV3lFOVgT7xkoRxsoRxsiZccQPBZkh3A0i1GvLfBiDv2jCvdpYsoeOMFF9o/4YEYpZVdgs3xz1UOzUdYceWWr1jEcSqWDnWixWOxWwUvXl5blCPy3B7v4I605yYGUcXmKXbUqOjfR2Y5SzAoR3BSCuQb9xiwaY8YVIG8VV0PmtVxo2CaOq7kBiauNmHVNwY40w2I4jgVTWt78E4vF4rkj/15a2amrTVizuem7O8I79/il0XJKFEoPHmyKoqHtCDi5cuXMW7cODz77LNYv3496tSpg08//RSLFi2K64I4IYQQEm2t63owu49Tc5tH5tBjlgU7D9F6poSQ0L3ziVFTEAeAwe2lqBTECcmKxQSsHO5A6SLai0zvfm7CJzvCswnlgZM8Xl+o3b88waJi5QgHEwXxWBAEYF5/J6xmX37Jw2HAPDOk2E7mIoQQQnINlxtYutmAOv1tmLrWlGFBvEh+BZO7O7FrXjI6NYxeQTwUpYuoWDncAYvR179QVQ7955nx21+0VxNh3+x1Rr/BusM6SRkWxEnuxXHAQ5UUjOnqwv73krF1WjL6tpb8zmnTkhUOPxwSMXSxGdW7J6DTRAvWfGvAlZtAt+kWfLDZ6FcQB7yfodt+NqDlKCuu3mJnLwpFAZIcwL83OBz/m8PyrwJfek1WOKz6NjpLtQU1U/zGjRtYvHgxPvnkE7hcLjzyyCMYNGgQateuHfIBOBwOrFixArt27cLff/+NmzdvonDhwqhXrx569OiBsmXLpt7Xbrdj/vz52Lp1K65du4bixYujbdu26NWrF0RRe3Hkxo0bmDVrFnbs2IE7d+6gbNmy6NKlC1588cWQjxWI/ExxjuPAcd6RJTmYxB9zlIMtlIM98ZKFckTPh1sNGLlMe/HeYlLxyWgHHq3qLWB5ZA4qAKPIbo5A6KE9AhEvOYD4yUI5fH44KKDTJAtU1XcC9dh9Hnw2zhG1i2rUHuxhLcvx8zxavm1FYpqLwQZRxX9HZb2aQXY5Llzj8OxwK66mmbHE8ypWDXegcU12BoXEqj1WfWPAm+9r+xyvP+/C8ABm6WeEtddVqCgHe+IlC+VgC+VgS7zkUFXA6eZgNgA8n3EWjwys+0HEzE9NuHAt42JxPpuKfq0ldG8uwWbO8C4RF2qbbNknovtMs+b8o0h+7wo9ZYpEv23j5bVFOSJr3zEBbcdaNKs31qvmwboxjky3dWI1S7AoR3ioKvD7KR4bd3tnkP9zNfvBQBynaj4rs9LwIQ/Wjgp+BryiAHYXkOzkkOwEkh0ckp0ckpx3b3MAdieHpJSfO+/+/O7t6W9LdnJwuHJWoK9RUcbXM+w5eo4UOV4+/fbt21i6dClWr14Nh8OBBx98EIMGDULdunVzfHCnTp3Cc889h3r16qFWrVqw2Ww4deoU1q9fj4SEBGzZsgX58+cHALz22mvYs2cP2rdvj4oVK+KPP/7Ahg0b0KlTJ4wfPz71OSVJQvv27XH+/Hl06tQJxYoVw969e/H9999j6NCh6NmzZ8jHG+miOCGEEJKZjPb6TLCo6NJIwne/ial7tBQroKDDk250a+qOycklIYRtV29xaPSGtiBYIEHF9lnJKBmmpaoICZcfDgroMtkCOc2FqPwJKv43ORmVSgX/ek12AK1GW/HHWe3oj4mvOtGjBU2HBrwXbl6cYsF3v/kGnvO8ik2T7KhVmWbEEEIIIYH67S8eH20zYvNeEclODjyvonZlGd2auNHycQ+MBm9hYvM+ETP+a8TJCxmPTrWYVPRoLqFvawn5E6IcIowWbjBgwiptNb9qWRkbJ9qR1xajgyIkE3eSgUZv2DRFzPwJKrbPTEapwnTeTIKnqt7vhU17DNi4W8x0AFSwhnd2IcGs+grc6YrV9ru3pS1w253szDBPUaaogp8XJofluUIuiiclJWH58uVYsWIFEhMTcd9992HgwIFo2LBhWA4s5XfcvHkTZcqU0dy+Zs0aTJgwAbNnz0aLFi2wZ88evPLKKxg9ejReeuml1PvNnDkTy5Ytw7Zt21CuXDkAwLp16zBq1CgsXrxYc6yDBw/Gjh07sHPnTiQkhNaDoKI4IYSQWJq+1oh3A9yPxWRQMbuPE88/Ebt9ugghbFEUoMtkC3Yc1K6ytHK4HU1qszNDlpC0Mpq5XL64gs1T7CiUN/ALUooCdJ9pxtb92mXZXn5GwvSeLnDsXReImcs3OTw12IabSb4/SsUSCr55JzlmM9MIIYQQvVAUYMIqExZvMmZ6n2rlZfRtLWHxJiMOnc64GG4QVXR9xo3X20koWkD/RThVBd5aYsKqb7R/l4YPebBqRPRWrCIkEP3mmvH5Tu15w5IhDrSqS9fYSM6lFMhTZpCHq0CuZ/eXk/HdrMjPFM/yL924cWO89957KFasGObOnYv169eHtSAOAAkJCX4FcQAwmbwX/IsVKwYA2L59OwRBQLt27TT369ChAxRFwfbt21Nv2759O4oUKeJ3rB06dIDdbseuXbvCmoEQQgiJlrc6SejZIrDlS11uDv3nm7Ftf3j2XyWE6N97G4x+BfEeLSQqiBOmdX3GjT6ttN99Z//l8Z8ZZriCmNw9da3RryBev5oHk7tTQTy9YgVUTOvp1Nx2+hLvt2INIYQQQvxNW2vMsiAOAEfOCug715JhQZznVXRs6MauecmY0t0VFwVxwLvn7pTuLjxZQ1tU/P53ESOXmaDjFZpJnPn8R9GvIN6poZsK4iRsOA6oea+Ccd1c+GVRMrZMSUbvlhLyWvX/QWgxqSiUVwHHBZelQY3oXJfK8ir57du3kT9/flSrVg07duzAjh07sn1CjuMwZcqUkA7m1q1buHbtGg4cOIBZs2ahQ4cOqfuV//nnnyhevDisVqvmMWXLloXRaMSJEydSbzt58iQqVKjg9/yVKlUCAJw4cQJNmzYN6Rg5DsiXzwIAuH1bu1Z/njxm8DwHSZLhcPgu2ggCj4QE78WDpCQXZNm35JzFYoTRKEBRVCQmOmGzmSCKPDweBaLoHbPgdLrhcvk+cA0GAVart2N1545TsxdC2scnJ7vSHDeHvHm9Q/rtdglut+8FZjKJMJsNYc1ksXifz+XyaI4j5W+nl0wpvztFSjulpYdMgsBDURS43b7fl/61p4dMNpsJBgMPnuchy0q27yeWM/E8l/rcTqc74M8I1jIVKGAFz/PweGTNz4L53GMhU9rn4Hkux5/lkcyUL58ZcwYB/9ur4OL17EcRqiqHkR+a8XwjGYrMZqb07ZRyX1VFapEiEt+5kc7k/exV4XbLqT+PxHduNDLZbCaYzQaoqvf3RLofEalMAFL/bbdLUe0bhTNT/vxWCIL3u/DWLd8o2uw+934/bcC0tdqLbjUqypjem4PFbIl6JqvVmGHbxLIPG0qmPHnM4DgOTqfb732jt0zevpYAnucgy0rM+7BpM41+yYVz/3LYkqaove+4iMHvmfHeIKfmPC3l+yPlOA0GAV/8ZML89drXf8USCtaMUVC4gIXJdkr72Zuc7Ip6f691XQ+27Xdj/U++v/lH24xoWtuDpx6SA86kKKrmeFjow4bSTvnyWSCKAhRFwc2bKEHaNAAAIABJREFU2hkMespkNhtSf6+iqMz1y4PJROe5bGVKkfK8LPRhQ8lks5lgMnkvlzocbib6sKFkSrmumPJ4FvqwoWTKm9cCg0GAqqq4cUO7pCqrmc5c4jD/y6wL4llp00DBiC4elCvi+xvFOhMQvvNcgwh8MNSBVqNsOH7ed01j5ddGVCyhoHdLd1QypdyWcl7FWr880Ewcx0FV1dRsLPRhQ8mU9rM3fT0h2pku3RAwYqn2vKF8cQXzXueQx2qh81wG+uXBZEo5XkVRU/srse7Dps/EcUC9B0U0fIRHqaIKRi+L3rIZFpMKm1mFzQwkWIA8Vg55rCqMogybGbCZVSRYVBTMKyLBCpgNCgyCBwkW72PyWDkULWSAzQzwqgtGQYFw9/DHrbRg8cbAJ2p1ayKFvR+RkWyP6NatW/jyyy8DPvCcFMXHjx+PLVu2AAB69+6N119/PfVn165dQ548/lPevQWCfLh27ZrmvlWqVPG7b8re5GnvGwqjMeM/m8EgpHYM0uJ5LvUxPC9BTtMmosjDaBRT3wAp/w94Uh+TvhHTPh/HQTOKLu3j0+I433E7ndrpFILAhz2TIPCp/05Lb5nStk9KJyk9vWQSBB6q6vt96V97esgkijwMBl+e7N5PLGfy/V5PUJ8RrGUSBG8HPOU9n9Ex6CFT2ucQBD7Hn+WRznTqAnDxut+vytTFaxy2/Syi+aPsZgJ87ZT+szcj4fjOjUYmQYCmAxeJ79xoZBJF/u7JA6e56KnHTCn/jnbfKJyZvN+BHNIv+pRVpkQHj1emikh7CDazisWDHUiwWWOSKbO2CTQTK+2UWb+XlX55MJm8fS0h9VhY6MOmZOJ5YMEgJ9qPF3DgT9/f+oufDKhQQsGbHaXUx/i+P7zHue+YgL7vai8s5LOpWDXCjqIFzMy2U9rP3qz6WpFspyndndh3TMTF677P/sELzfh+djKKFAgskywrGbzX2emXZ3YM6TOlfPZynH/fRE+Z0v5eb1GcrX55sJnoPJedTOk/e1now4aSKatrWvrK5NE8noU+bCiZ0n4XpsdqpuVfG6GqwS9B89SDHkztzePR+3k4nRwSE9nJlHK/cJ3n5rUBa0e70HSYBVdu+u47fqUJ5YqpeKFx5DP5bvMeP2v98kAz+Qp9ntT7xboPG0qmrD57o5kJHI/uM0TcSTP+UeBVLBzoQKH8toAy0XkuW5lS7uvxyBDv7tHAQh82s0zVKvpnyk6VssBD97hhTVPgLlRARP48AswGGZziulv0VpHHCpQuYUOCBZAlBzweX2ar1QibzQSAw9Wr2oFoBQsa7n5WKkhM1A6gyJ/fm+nWLQnuNH+mNzqp2LALuBTANezXmkuoWEINez8iIxm32l1plySPhh49eqBJkyY4ceIE1qxZg59//hkffvghzGYzJElC3rx5M3ycwWCAy+UbGSBJEiwWS4b3A6C5bygkKeNlMtxuGbKspI4CSqEoaupj0r8RPB4FkuRJvd37WE/qfwH4vbnTPl/6ZWW0j/dRVWR6DLKshD1TyjGnf1zKY/SSKX07pP89esmUMoI+7c/Tv/b0kMnjUcBxntQR9Nm9n1jOlNJhTZmhEehnBGuZZFlJbY/MjkEPmdI+h6KoOf4sj3Sm/+3iAAQ3anDzLgVNarKbKe0xpNxXVf1/R4pwfOdGOlNKBzjtzyPxnRuNTN6ZJipUVY1KPyKymbz/jnbfKJyZvPf1/+zNLJOqAv3niDj3r/Z5ZvR0omIJNWaZMmubQDKlPD8L7STLCjiOy/B9o7dM3r6WnDpTPNZ92PTPZzUBa0e70XiIEf9c9V1snrXOhAolFHRv6f3uSHIAZqMCDgrOXebQdYoR7jSHIPAqlg514J6SaswzAZm3U9rP3lj19wrkARYOkdHmbd+lg0s3eLy9zIzFQ6SAMnl/5jseFvqwobRTyntdUfz7JnrKlL7fy1q/PJhMdJ7LVqaU+6U8Lwt92FAyeTwKBCHja1p6ypT+8Sz0YUPJ5H1/cJoCbApWM313IPgZfjN7O/DS0x7kyWOGJLGXKeV+4TzPLV1EwbrxHjR9Q4BT4u7+Dg5955pRoaQbdR6IbKaU21IG9bDWLw80k/c8xNceLPRhQ8mU1WdvNDO9s5bDrsPa5xnaQULNykrAmeg8l61MKcfrOy+JfR82q0wNH1JRvCDw743A9hjnOBVfTpJR0OZKN6uagyimrCIhp7k/h7x5vcdgd0c2U5F8CjZN9aDVSAEXr2U+WKxjQzfGdXP5PV842ikjnJpRr4IB33zzDfr374/+/ftjwIABaN68OWw2G9atW+d33/r166NKlSpYtmwZAODBBx9Ew4YNMWfOHM39JElC9erV0bFjR0yYMCGk41IUFdevJ4X0WEIIISQcZq8zYsYnwe3p2aKOG8vedGZ/R0JI3FnxlQHDPjBrbuvY0I25/egzgejTsXM8Wo6yIsnhO7EWBRUNqsvYd1yA3em9vXpFGVdvcvj3pvaCwoyeTrzcJIjNyAneWmLCyq+1S8F+MNSBlo9nfNGEEEIIya2qv2bD1VuBFTNSfDbOjvrVorOXKms27RHRY5Z2cluxAgq2TLWjVGEmyxYkTh04yaPl21bIiu8c49GqHnwx3gExeqtZE4LFmwwYt8Kc/R0BtKrrxpIhbF/buZkIrPrGiBVfG3Dhmvf7keNUNHxIxn+aSWj8sJy6fWa4FCniv+p4iuC+oaPo8ccfBwD8/vvvAIBChQrhzp07fvdTVRW3b99GoUKFUm/L7L43b95M/TkhhBCiV3mtwZ8YJlgjcCCEEOYdPctjzHLtIJpKJWVM+Q/bJ02EZOW+cgqWDHFA4H3fhx6Zw/e/i6kFcQA4fFrwK4i/1lyigngIxnZ1oXxx7Yj8YUtMuHIzzFcvCCGEEJ3L4794aQCPyb3F35aPe/D2i9pVXS/f5NF1qgVJjkweREiYJTuAvnMtmoJ4HquKBQOdVBAnUdezhRvPN8j+nLVGRRkze7F/badAHmBgOwm/LErG70uSsGd+Ev5ckYSP33bg6ZrhL4hnh9mieEpRO2UZ9MqVK+Pvv//GrVu3NPc7fvw4JElC5cqVU2+rXLkyjhw54res2eHDh1N/TgghhOhVgxrBjyB/sgbN5CIkt0l2Ar3mmOFy+84wTAYV7w9xwhbCxTpCWNLoYRmTuwe3LVaD6p7UZdlIcGwWYF5/J/g0AxFuJPIYutjst6wdIYQQkps1CPLcu1BeBfeVzXjbsNyifxsJXRpLmtuOnhPQc7YFntw5gZ5E2aiPTDj7r7ZUNu01J8oWpY4uiT6eB+YPcOLtF10omNf/+8FsVNH1GQlfjLcjry0GBxgijgOKF1RRoYR3b/NYiXlR/Mcff8T58+f9bl+xYgUA4MknnwQANGrUCIqiYPPmzZr7/e9//wPHcWjYsGHqbY0aNcLt27fx448/+t3XbDajbt264Y4RNhzHgec5cNEeHhFmlIMtlIM98ZKFcsRGlTIKHr8/8BNtk0FF8zr6KYrrrT0yEy85AP1nSXIAX/4kYtFGI5ZuMWL/cUHXRZxA22P0Ryac/Ec7rH1cNxceKM/GRTe9v65SxEsOQH9ZGtf0AAj8zfxAeVlXMz1Ya49Hq8ro11p7wfqbX0Ws/c6Q5eNYyxEqysGeeMlCOdhCOdiixxyvNA1uRZqXnnbDmPVXKVMi0SYcB0zv4UKD6trrFt/9JmL0R6aInLvp8bWVEcqRc5v2iFj7nXaboHb13Xj+idCuo1GbsEWvOXgeGNBWwm/vJ+P9IQ4MaS9hUDsJ7/Ry4rf3k/BOLxcSdDjZgYX2iPme4pMnT8bHH3+MRo0aoUaNGlBVFTt37sT+/ftRp04drFixIvUP9Oqrr+Lnn39Gx44dUa5cORw7dgzr169Hu3btMGXKlNTnlCQJ7dq1w6VLl9CpUycULVoU+/fvx7fffouBAweiX79+IR9vpPcUz5fPAqNRhCR5cPu2fteIoRxsoRzsiZcslCN2Dpzk0XaMVTMDNCu9W0oY+7Ir6kvShEKP7ZGReMkB6DdLkgOY8V8TPv7OoNl7GAAql5YxpL2ENvX1M2AkRSDtsf4nEX3maM+Qmj/qxrI3ncx8Duj1dZVevOQA9Jdlyhoj5q03ZX/HuwrlVXDg/WSYdHLhmcX2cLmBZsOtOHrON7rAZlbx3axklCuW8aUFFnOEgnKwJ16yUA62UA626DHH2u9EDF4YWKWiTFEFX01PRsHMtz5lTiTb5HYy8NzbVr+BvRNfdaJHi/Buf6PH11ZGKEfOXLzOodFQG24l+U6SSxdRsH1mMvKFOAOX2oQtlIMt0cqR1Z7iYsR+a4DatWsHl8uFQ4cOYf/+/UhOTkapUqXQt29f9OrVSzNiYP78+Zg3bx62bduGGzduoFixYujXrx969+6teU6j0YgVK1Zg5syZ+OKLL5CYmIgyZcpg1KhReOmll6IdkRBCCAm7mvcq+OgtB16bZdHsn5qZxZuMKJCgYtDzUrb3JSQe3EoCOoy34vCZjKeF/vmPgN5zLDh9yYUhHeLrfXHmEoc33zdrbitVWMHsvuwUxAkJh+9+C+509vodHodP86hdhY3VEvTIZAAWDHCi6XAr3B7vB0qyk8OgBWZ8Ps4BQUcz8QkhhJBw++mI4NcPz0y5YgrWjrLrqiAeaflswOoRDjQfYcX1O74FbscsN6FcMQVNatNa6iR8FAUYMN+sKYjzvIoFA5whF8QJIeyL+UxxvYn0THGDQQDPc1AUFW63fr/oKQdbKAd74iUL5Yi9f65y+GibAWu/M+BGovek0WxU8WQND3YeEf0K5tN6OINezi3a9NweacVLDkCfWbpOteCbXwMrmC17w4EWj+lnxnhW7SG5vbMrDp32VaYEXsWXE+x4pCpbhUA9vq4yEi85AP1lqd3Hhn+uBrcj2JqRdjSuyX42gO32mL/eiMlrtLP0x77sRJ9W/n0MlnMEg3KwJ16yUA62UA626CnHyQs8nhtpxe1k3zm4wKuoXkHBwdM8VNV7+z0lFbz8jIQujd0x3VM1VNFok19O8Hh+nHZlPKtZxYYJdlSvGJ5zGj29trJCOUL33gYDJq7SDmIZ/LwLwzrnbNA8tQlbKAdbopUjq5niVBQPUqSL4oQQQkgoZBm4couDrABF8qswGYB9xwR0mmiBQ/KdSHKcivcGOtGugX4KgIQE69g5Hg2HBj60+8F7ZHw13R7BI4qesStMeH+Tdj+0kV1cGNguvmbDEwIAjYZql/EOxMZJdjxaVb8XEVghy0CbMVb8fML39zeKKr6aYcd9ZdkagEMIIYRE2rXbHFqMtOLcZe1gvVm9nXjxaTeSHcD1RA4WE1A4r0qrNwVgw24RvWZrl6EvXlDB1ql2lChE5QySM4dP82g+0rfyEQA8XEnGxkl2GGK+tjIhJKeyKooHN6yeEEIIIUwSBKBEIRWli6ipe6XWuU/GB284IAq+E0ZV5TBwgRnf/Errm5L4tWZ7cBsGHzwl4MgZ/XeLv/lV8CuIP1HDg/5tqCBO4tMTNYIrbhdIUFG9AhXEw0EQgPkDHLCafX0MycNh4HwzJLYXpCGEEELCyikBr86w+BXE+7V24cWnvV+KNgtQtqiKIvmoIB6o1nU9GNHZpbnt3xs8Xp5mQbJ+t9MlDLC7gL5zzZqCuNWs4r1BDiqIE5IL6P/qHyGEEEIy9XRNGQsGOMFxvovWHplDj1kW7DlKhXESn46eC76L+8b7Jsz93IjtBwRcuam/K1WXrnv39E2rcD4FCwY4wVOPn8Spbk2CG/DRsaEbFlP29yOBKV9cxdiu2ovVh88IePczYyaPIIQQQuKLqgKDF5o1K6cAQIvH3Hj7RRqYmlMD20no2FA72u7wGQF95log0zhHEqLxK004eUH7np30qhMVS9AKBITkBsK4cePGxfog9ERVAYcjcp0ak0mEySSC5znIsn6XnaMcbKEc7ImXLJSDLZnlqFpWQZF8Kr494Bvy6pE5bNkn4qkHPShWgK2Of7y3hx7pKYtTAt7bYMTNpOAqwf/e4PHTERFf7DRg0SYjVn5twM7DIv78h8etJA4mg4q8VjAxsyN9e8gy0G26xe/E/sM3HXigArvtpafXVVbiJQegvywF8gCJdg6//pn9IK9ShRXMG+CEzZztXZmhh/Z48B4FB04KOPuv7zP35xMCGj7oSV3aVA85AkE52BMvWSgHWygHW1jPMeMTIz7aph0M9nAlGcuHOWBMt3gV61kCFc0cHAc0ftiD/ScEnL/i62ucusgj0cGh0cOhV8apPdgSrRxf/yJg3ArtCUHKIJZwnetTm7CFcrAlWjlstsxHw1NRPEiRLoonJJhgsRjBcRxcLv3u90o52EI52BMvWSgHW7LK8VAlBUYR2HnYVxiX3N7CeNPaHhTMG+2jzVxuaA+90UOWS9c5vLfBiL7zzLh4PeerICQ7OZz5l8e+YyI27TFg6RYjlmw24rsDAo6cFXDlFgeO8y7HLER5Jnb69nj3cyM+2aG9GNe/jQsvN2GzrVLo4XUViHjJAegzyxPVZVy9zeHQ6czf92WKKvjvKDvKFGFrEFh29NAeHAfUe0DGJzsMcEreK4mqymHvMRGdG7lhEPWRIxCUgz3xkoVysIVysIXlHJ/uEDF2uba4Vqqwgs/GOpA/wf/+LGcJRrRzCALQtLYH2/aLuJHoO/E6cFJAwTwqHr43tKIKtQdbopHjyk0OnSZb4HD5qt8lCipYM9IR1tWkqE3YQjnYEq0cWRXFaZcEQgghJJcY0FbCrWQOCzf4imfX7/DoONGKDRPtKK2zYgEhqgr8coLH0i1GbN4nwiNHdhp3ot1b6Nl7zHebUVRRpYyCahVkVKugoHoFBQ+Uk2GzRPRQUu3+Q8CsddqCeK3KMoZ1ouUaSe4gCMCMni60etyDj7YZ8NUvImTF+1lwb2kVXZ92oXMjN/JYY3ygcaxEIRXTXnOi9xzfB9+pizwmrzZhcndXFo8khBBC9Gn3HwKGLtYWxPNYVawe6UBRxlZiiwf5E4DVIx1oPtKKG3d8hfFRH5lQtpiCp2vSWuoka4oCDHrPrHn9cJyK+QOcKJAnhgdGCIk6TlVV+qYOgqKouH49KdaHQQghhIREVYE3FpuwZru2iHZPSQVfTrSjSD7qFhD2udzAhl0ilm4xZjk7NFBdGkuoWELFH2d5HDnD46+LPFQ19AI7x6moWEJFtfLeQnlKwTwn7y/JDWzZL+KT7w04ddF7Il+mqII/zgq4leQ71rxWFd/OTEbZovReJrmTwwXcTOJgNqookMDGlge5Ra/ZZmzYrV0rtua9Mq7f4aCoQPliCjo2dOO5xzww07bjhBBCdOrURQ4tRto0fXCBV7FmpANPPUTF2Ujaf1xA+3EWSB7f395mVrFxkh0PlNfvcsIk8pZuNmDUR9qBLH1bSxjTlQZwEhKPihTJfLQLFcWDREVxQggheifLQO85Zmzao71wXb2CjM/H2ZHXFqMDIyQb/97gsOJrA1Z9Y8C125mvWW42qmj8sAc/HBKR5Mi6Ita4pgfL33LAkGb9pGQncOwcj8NnBBw5w+PIWQHH/+bhcuesula8oIJq5RVUr+ArlpctqmZbtDt6lscrMyz4+0r267R/MNSBlo/rdyktQoh+3UgEGg6x4fLNrD+rShRUsOxNB2qGuNwpIYQQEivX73B4bqQVZ/7VftfN6OnEy03cMTqq3GX9TyL6zNEuy1WykIItU+0oXpDKHMTfsb95PDvMqjmfr1ZexuapdpgMWTyQEKJbVBQPIyqKE0IIiQcuN9BtmgU7Dmp3UnnsPg8+HuWANYz7KRGSE6oKHDjpXSJ9056sl0gvVVjBK03dePFpCQXzACfO8+g/z4zDZ/xnk4uCihefdmPCK66AToTdHuCvCzwOn+Fx5IyAw2d4/HFWwB17zgrlea0qHigvo/rdInn1CgoqlVJSi/QnL/Bo+bZVMxMlM23ru7HodWeOjocQQnLi0x0iBi7Ifv8Im1nFhol2VKtAhXFCCCH64HIDL4y3YN9x7Tl075YSxnWj2abRNHudETM+0V60qFFRxvoJdtjMmTyI5EpOCWg23Ipjf/uuCZiNKr6eYUfl0tQPJSReUVE8jKgoTgghJF4kO4GOE6z45U9twTCjmbOERJvLDWza410i/fe/sl4i/fH7PXituRtNH/FATHdXVfUus/f5ThGXrvMwiipqVFTQqZEbxXK435+qAn9f4XDk7ozyw2cEHDnL498b2c/ozorJoKJqWe+M8l1/CDhzKbAl4utX8+CzcY4c/W5CCMmJ7jPN2Lw3sCk3NSrK+Gq6nZa4J4QQwjxVBQbMN+OzH7Xfcc0edWPpUCeEnO/oRIKgqsDABWas+0HbHs8+4sayN6g9iM+Yj0xYslm7b8+0Hk680pRWdiAknlFRPIwiXRTPk8cMg0GA2y0jMVG/M30oB1soB3viJQvlYEsoOW4lAe3GWnH0nPassW19N94b6ASfs9peSHJze7Aqmlku3/QtkX71VtZLpLdr4Eb3Zu6A94+LVo6rtznvsutpZpSfvsTlaJ/yQP00NwmVSumjex8v75F4yQHETxbKERsXr3Oo3ccGRQn8s27zlGTUqqyPWTp6a4/MxEsOIH6yUA62UA62sJJj5qdGzPw0ZzOTWcmSU6zkcLmBjhMt2HtUO5q/V0sJ4wOYuc9KjpyiHJn7/ncBnSdZNbc9U8uDlcMdER2USW3CFsrBlmjlyKooTnPAGMPzHASBhyzr48JAZigHWygHe+IlC+VgSyg58icA/x3lQKvRVpxNsy/a+p8MyGtTMe01V9RncOXm9mBVNLIc+PPuEul7Rbg9mb/oShZS8OqzbnRp7EahvMEVf6PVJkXyqWj4kIyGD8mptyU5gKPnhLvLr3sL5sfP81lmDcX/9hrw+vNSWJ8zUuLlPRIvOYD4yUI5YmPLPjGogjgAbNxtQK3K+lhyVm/tkZl4yQHETxbKwRbKwRYWcnz+o+hXEC9VWMGqEY6glupmIUs4sJLDZAA+fNOB50bacPqS71rG+5uMqFhcQbdsZgKzkiOnKEfGrt3mMGiB9g1aJL+C2X2dEb/GRW3CFsrBFhZyUFGcMZIkQ1FUeDz6fnFTDrZQDvbESxbKwZZQcxQtoOLTMXa0GmXVLPu84isjCiSoGN45ugW23N4eLIpUFinNEum/ZbNE+mP3edC9uRvNHvVfIj3g3xfDNkmwAI9WlfFoVV+hXHJ79wxP2af8yBkeR84KSHKEfpZ+9ZZ+1iGOl/dIvOQA4icL5YiNa7eD//yhz6zoi5ccQPxkoRxsoRxsiXWOvUcFDF6oLawlWFSsGu4IeiumWGcJF5ZyFMwDrB5pR4sRNtxM8vUpRi4zoWwxRTNIOT2WcuQE5fCnqsDQRSZcSbfy3Nx+ThTJF/lV1ahN2EI52MJCDlo+PUi0pzghhJB4deI8jzajrZqTSQAY+7ITfVrRfkskfK7c5LDyGwNWfm3wO1FNy2RQ0ba+B92bSaheUd8d/0ApCnDuMofDZwQs2pj9YIH0+rV2YXRXfcwUJ4TElzmfGzFtrSn7O6bRpbGE2X30MVOcEEJI7nLmEocWI624keg7X+F5b0G8cc3Mi60k+vYeFfDCBAukNKtwJVhUbJpkx33lcsd5JPFZ+bUBby3RDmZ5rbmESf+hPichuUVWy6fHYKdQQgghhLCoShkFa962w2bWjpcbv9KMj7cbYnRUJJ789heP/vPMqNXHhpmf+o/cTlGioIIRnV34dXEy5vRz5pqCOADwPFChhIpWdT3o2zr44vYjVXLP34oQwpbaVYIvENSuTEUFQggh7LmZCLw0VVsQB4DJ/3FRQZxBj90vY3Zf7d60SQ4OL0214MpN/axKQ3Lu5AUeY5drB2lWLStj1EtUECeEeFFRnBBCCCGpat6rYMUwB0wGbWH8jfdN2LSHdl0hwZPcwPqfRLQYaUWz4TZ89qMh032061T1YMkQB/YvTMag5yUUjsLSZixrWtuDovkDL3KXLKTg6VqeCB4RIYRkrt4DMiqVDLxQYDOraFOfPrMIIYSwRXID/3nHglMXtZfNe7aQ8OqztIIaq9o/4cGQDtrC54VrPF6eboGd6qG5guQG+s01wyH5rjcYRRULBzphNsbwwAghTKGiOGMEgYfBIEAQ9N00lIMtlIM98ZKFcrAlXDnqV5fx/mAnBN5XkFQUDn3nmvHDwRA3cw4CtQd7Qsly9RaH2euMeKSvDX3mWPDrnxm/doyiio4N3fh6RjI2THKgVV0PDBEaf6G3NjEagLc6Bj5b/M2OrpD3W48FvbVHZuIlBxA/WShHbHAcMLxL4J9ZAg8k2vUze0tv7ZGZeMkBxE8WysEWysGWaOdQVWDoYjP2HNWekDSt7cbY/7N333FOlPkfwD/Tskl2YQFpAlIVBcSChY6CIicgSlGxoJwgeqJ4Z/0hqNhAUc+z3dkVGzbACopSBBEECwIKCALSe9uSMu33R9iSrUk22TwzfN6v173wdlPms89kMjPfp1xTtcoq2yT17rwsjEHdojsuLF+v4JZnvLBK9DUWOUc8mKPI5Pc9WLEh+oJ4/NUhtG1evbOpsU3EwhxiESGHMmHChAlpe3cHsm0gEEjdOo01a3qRmZkBRZERCjm31zxziIU5xOOWLMwhlmTmOL6xhePqWZi1tGjadMuS8MUPKrqdbKBR3dSN4GV7iCeeLL/+KeORdzJw2/+8WLBSRV6w7IJHwzoWbr4kjOduDWJwdwMNaqd+VLgT2+SUVhZMC1jye8U9Be66PIRR/Z01csWJ7VEWt+QA3JOFOdKndRMLNf025i2vvHdTSJfw/W8KBnXX4XHAZDRObI+yuCUH4J4szCEW5hBLdef4zzQPXvoiekhp+xYm3hobQEYVR5qyTVJPkoDzOhj4/jcF2/YWFVzWbVMQCEs459SiGW1EzhEP5oj4bpWCO1/0Aii6/3DuqQYeGRGCVM19MNmvlnn+AAAgAElEQVQmYmEOsVRXjszMjHJ/54BLTyIiIkqHy841cCgviHtf9xb+LBCScNVEP2Y8kF/tvW2pem3dI+HtbzTMWqpif46MLB/Q9WQZV/aUcfoJVtSFpW4AX/yg4tWZHixbW/FQ5bNONDGibxj9OqZuRLjb3D00jDNam3jxMw8Wroz+o/U4xcCNF4XR63SubUhEYhjVX0e75hb++6kHc39RYNtFXxh1a1rYe7joJvWKDQpufsaLV24PQnHQTBdEROQ+M75T8dh70TfRj61j4c3/CyDTl6aNorh5PcDrdwXR7x4/Nu0sOuf47ycetGxo4erezupIXBbLAr5doeCt2RpWblIQNoBGxyi4qJOGob101KmR7i2sXgdygFue8Uadc9apYeHpm4OQnT2olohSQLJt++herDFOlmVj377clL2+osiQZQmWZcM0nVtsYA6xMId43JKFOcSSqhyPv+/Bkx9G3xyoX8vCpw/no3nD5J9GsD3Sy7aB/36qYeI7GTCtsrtU9++k45lbgsgPRgrnb3ylYef+8q82PaqNi7saGHFhGKcdn76/hVPbpLjNuyVs2aNAkiQ0b2Ch0THOLYa7oT0A9+QA3JOFOcSxY5+EjTsV2JBwXD0LDWqbuPxBH5asju7gc+NFYUy4VuwFP93QHoB7cgDuycIcYmEOsVRXjmVrZAx5wI+QXnT94/fa+PShfJzcIjnvyzapXuu3Seg/LhMHc4vaVJFtPH5DEOu3K0fWjJfQvKGFy84Jo51DOv3vOSjh75N9+LGc5cn8XhtP3RTExV2cNZI00f3KtoHrn/Ti8yVa1M/fuCuAv52dnr+BUz4jlWEOsTBHfOrVK793EIvicUp1UZyIiEg0tg3c+3oGXpkZPV9c0/qRwnjDOjyVcJPnPvbg4bfLn2aoQMM6Fg7kSFE3jkpqUNvCtRfoGNZbR71a3E+IiAjYnwP0G5uJjTujO1NNHhXENRc4f/QWUaz2HJQw8wcVO/dL8GjAqa1MnHOKyVkTiKrZpp0S+t7jx/5iM5nIso0pdwfQ+wzndkAlYNEqBUMf9kE3Kp8/u3t7A8+NCVbLsl6JOpwHXDTej7VbKv6ikCQbr94RRN+OziqMJ+K9eSr++Xz0VA7X9A5j8g1id7YkotRiUTyJWBQnIqKjkWUBtz7vxYffRve+bd3ExMcP5R9103O51V+7JHS+JRNWOSPEY3VmaxMj+4bRt6MBj1b544mI6Ojy53YJ/e/JxIESo7fevieAnqexAEHutveQhAlTMvDJ92qpQs1x9S3cNiSEK3q5v5BBJIKDuUD/e/xYvz26yPjwdUGM7MuOWm7w/nwVtz4X2/z3zRpY+OzhfNQXtDD+4FsZ+O8nsS1uXzvLxk8v5sJfeX93x9q0U8J5d2QiL1j0XXp8IxNfTc5HpreCJxKR61VUFOeqCkRERFQpWQaeuimIPmdG3xj4Y6uCqx7xIzeQpg2jpHpztpZwQVxTbQzpoWPWo3n4fGI+LunGgjgREZWtVSMbr90VgKYW3XQ2LQnXP+nD6s28TUHuteuAhIvG+fHRAq3MkYtbdsv41399eGxqbEUPIkpcWAdGPOErVRAfcWGYBXEXufxcA22bxdbh7q9dMu56KT1VZMsCQjqQG4jMqrNzv4TNuyX8uV3C6s0ylq2R8dbs2C+wD+RK+GSRWvkDHUo3gJue9kUVxFXFxvO3BlkQJ6IKcaR4nFI9Utzn80BVZRiGhUAgnLL3STXmEAtziMctWZhDLNWRIxgGrprow6JV0RdX3U428PY9AXiTcP+O7ZE+nW7OxKad8RUjjqlp4boLdQw7Xxe2R30BJ7ZJWZhDLG7JAbgnC3OIpaIcH8xXMabE6K3GdS3MmiTeKK2joT2cxmlZbBu45F4fflgTW5Hi1TsC6NfJOSPGndYe5WEOsaQqh20D//qvF+/Niy4ynt/BwJS7AylZxoBtkh57DknoMCoTuhlr528bk0cFkZ0V6TihGxLCRqQIG/m3+P+XIv/qxf77yGOK/jv6d2FdKvO1jJi3L3bndTDwzj3OGMEQ7341+X0P/v1hdAeGcVeFcMvA9O+TTvuMlIc5xMIc8alopLh7uws5lMejwONREQ4bCDjjO6tMzCEW5hCPW7Iwh1iqI4fXA0y5O4AhD/ixfH3RnYLvVqn4x3+8ePn2INQq3kBge6TPnoPxX4i/dmcAHdtYKdia5HNim5SFOcTilhyAe7Iwh1gqynHZuQY27gzhqY+Kbmpu2yvjmsd8mP5AvlBTfh4N7eE0TsuybK0Sc0EcAJ772OOoorjT2qM8zCGWVOV4doanVEG8XXMTL/wrNQVxgG2SLp99r8ZREAcACXe9FNt066L7a6cE2wak5Nfbky6e/WrpGgX/mRY9IqNLOwM3DRCjUOi0z0h5mEMszJE8nJdMMJZlwzQtWJZYveLjxRxiYQ7xuCULc4ilunJk+YB37gnghCbRU5DNWqrh9he8sKpYH2V7pI/fG/+21sxMwYakiBPbpCzMIRa35ADck4U5xFJZjrsuD2Ngt+hpapevV3DLs1U/p0imo6U9nMRpWd6dE9+6Mr+sV7D6L+fctnNae5SHOcSSihyffK9i4rvRva4a1rHw1tgAslJYC2WbpMeWPc45jibb+u0KOo7OxKNTPVi3Tey/Q6z71eE8YPQz3qhl37IzbTx7SzBlHVri5bTPSHmYQyzMkTycPj1OqZ4+nYiIyCm275MwYLwfW0tcZI7qF8YDw0OO6I1M0a573IuZP8R+w7ZOTQvLX8zj2uFERFQlwTBw2YM+LC0xivbmS0IYf7UYo36IqqrvWD9+XhffHfsX/hXAJV2dM1qcSHQ//SFj0P1+hPSii1Vfho1PHsrHKS0F6olFSfPIOx48O0OgqWdi4FFtaCrgUQHtyH/LMrBltwQg8Rstp7Q0Mbi7jku6GWgg2DI1sbr5GS8+WhB9A+Kl2wIY0IXflURUhNOnExERUdI1OsbGh/flY8C9fuw5WFQYf+kLD2pl2bjtUt7EdhLdAPJD8V1gX9lLZ0GciIiqzOsBXrsziH73+PHXrqJziuc+zkCLhjauOl+v4NlEzpDIgJj/feqBqkTWOfZ6Kn88EZXvr10SrnnUF1UQlyQbL/wzwIK4i7VrFn/btmpkoml9O7o4rUWK1ZFCdenCdeHPteKPKfE71YZHq/j5mlr+dOfDH/Piy2WJX4Cv2KBgxQYFD7xlo/vJJgb30NG3o5HSGRKSafpCtVRB/PKeOgviRBQXjhSPE0eKExERRfttU6S3/aG86Cu3R0YEMeJC3sR2gtwAcP2TPsxbHnt/yXq1LMx5PB/1HdrDnIiIxLNum4z+90SfU6iKjanjAuh+ilnBM4nEd8O/vfjk+8SKGTX9Nvp31jG4u4HObU3IYs+CSyScQ3lA/3F+rNsaPVvDA9cGccNFvGZ1s2AY6HBjJvYfju3A6ffaWP5irpDLhK3cIOOi8X4Ew5V3Zm9c18LO/RJMq+LH+jw2+pxlYHAPHeeeakITdAjllj0Set2eiZz8ojzNGliY80SeY4r6RFR9KhoprkyYMGFC9W2K89k2EAhw5BsREVGB+rVsdGpj4OPvNBhm0QXK3F9UNG9ooW0CPbOp+uw6IOHyB/34YU3sV791sy1MHRdAy0YsiBMRUfIcU9PG6SeYmL5QhWVHziksW8JXy1RccKaButn83iHnCuuIa5ma4kK6hJUbFXwwX8PUuRp2H5RQv5aNerX4mSCqjG4A1z7mwy/ro693ru0Txt1Dw1z2y+VUBbAsCQtXxna9O6pfGBecKWZHvAa1bbRrbuLLpWrUvZeSBnTRMeOBAIb30dH4GAsHciXs3F92pwDDlLBmi4IZ32mYMlvD1j0yamfZOLaOLcxnwzSB4Y/5sGFHUacWRbbx9j0BNG/I70EiKi0zs/xlM1gUj1Oqi+LZ2T7UrOmDpikIhZw79QdziIU5xOOWLMwhlnTmaFzXxqmtTHz6vQqrWE/kr5apaN/CRKs4iqdsj+rzx1YZgyf4sX5b9IiJ+rUsXNM7jP05Mg7kFrVn7Ro2hvfR8czNwbjaVBROaJNYMIdY3JIDcE8W5hBLvDma1rfRqK4VNT1oSJcw5xcVA7sZyPSmcmvLd7S2h8iclGX9Ngn//K8Ph/OrXmHICUhYtlbFlNkefLFERW5AQuO6Fmr6k7ChVeCk9qgIc4ilqjlsG7jrpQx8viS6Q0rP0ww8NyYIpRpnXWCbpM9ZJ5rYvFvG738pFT7uwrN1TL4hJPRsHK0a2ejb0UAwDKzfJkcVx0873sS4q0K46/IwVAXI9AIdWlu4+nwdA7vpqJVlY8d+GQdzy/4uCoQkLF+v4N05HkxbqGF/joSGdSzUKX/AZdJUtF89O8OD9+ZFryFyx2VhDO4h5v7nxM9IWZhDLMwRn4qK4oJOiEFERERO0/M0E8+PCeKGp7ywj4zuMi0J1z/pw7vjAuh6spi9rY9WS35XMHyyr9QF8QlNTLw7LoDj6tm4d1gYa7fKCFteZGcpaN3ERDgYStMWExHR0WJoTwMbd4Tw9PSimxlbdssY/pgPH92fD1/59ziIhPPzOhlXT/Rhf07sVZbB3XVceo6OGYu0wsJ3WVZvVvDw2woeeceDzm1NDOlhoF8nHdkCTvtLlA7Pf+LBO3Oii2ltmpp46bYA1Irro+Qisgw8PTqIU1ua+N9nHmzbG308blDbwsi+Ov4xIOyI/aJ1EwtP3RTCg8ND2HrABxsq6mcbqJsVKPc5rRrZuOvyMO68LIyf18mYtlDDx4vUcqeV37RTxr8/zMC/P8zAacebGNJdx8VdjWqfoeTndTIe/yD6M3zWiSZuHcSZfIkoMVxTPE6pXlM8I0OFosgwTcvRPT6YQyzMIR63ZGEOsYiS4+2vNdzxYvQwriyfjY/uz8dpx1c+lbooOapK5Byffq/ilme9COnRN1g7tTXwxl0B1MqKfrzIWeLBHGJhDvG4JQtziCXRHJYF/OM/pddgHtBFxwv/DFb7KK6jvT1E5IQs85YrGPGED/nB6HOuGn4LOfmld2K/18YN/cO449IwlCOFmUAImP2TimkLNMz9RalwylwAyNBsnH+GgcHdDZzXwUBGYjO2x80J7REL5hBLVXJ8vkTFyCeiFxuuX8vCzEn5aFKv+m+Hs03EYJrAgpUKNu1SAUlG8wYmurULC7uWdmWq0h66Acz/VcH0hRq+XKoiUMla5Ypso8cpJob00PG3s5M7e09ZOfICwPl3ZmLjzqLvyyyfjTlP5KFZA3FLWk7/jBRgDrEwR3wqWlOcRfE4pbooTkRE5AbPf6Lhobeir5Dq1LDw8UMBtG7CNcbT6cXPNEx4M6NwNH+BAV0i06J7PeU8kYiIqJoFQsCQB/z46Y/oYVu3Dgph7JUcIURim7ZAxa3Pe0sVsft10vH8mCDWbZUxY5GGXfslaGpk2tvB3XXUqGAa9H2HJXy2OFIgX7a28uGM2Zk2BnTRMai7gY4nmUJPCUzJs+uAhF/WKQiEgXrZNs4+yYSnmjpHiOLndTIG3e9HsFiRz+exMePB2DpqEx1tcgPArKWR75cFK5WoZfHK4suw0fdsA4O66zjnVDMlI+xv+18G3i0x08NzYwIYIui06UQkDhbFk4hFcSIiotg88o4Hz86Int+00TEWPnk4H8eloWf+0c6ygAlTMvDSF6Wr3jdeFMZ9w8ReO42IiI5Oew5J6DfWj827o7+knropgCt68aYoienFzzTcP6X0ELpr+4Qx8bpQ4Sjwqvhrl4TpCzVMW6Bi/fbKX7BxXQuDu+sY1MPAScexKOhGv2+S8e+PPJi1VIVZrKBVN9vCsN46br44jExfBS/gElv2SOg71o89B4u+NyTJxqt3BNG3I783iCqz64CETxap+GiBhhUbKv9+qZtt4ZKukQL56cdbkCqup8ekrJkeBnbT8d9bg0l5fSJyNxbFk4hFcSIiotjYNnD3Sxl48+voImzLYy188lB+ta9FdTQLhoGbn/Hi8yXRQ0QkycaDw0O4vp+epi0jIiKq3B9bZfS/x4/D+UV3QVXFxnv3BtDtZDONW0YUzbaBh9/24PlPSi98f+flIdw2JJz0m/m2DazYIGPaAg0zFqlRhcDynNzcxKDuOgZ2M3DsMTwnd4M5PysY+YSvwumP27cw8f59+ahT/n1ixzucB1w03o+1W6ILefcNC+Kmi3nNQxSvddtkTF+g4qOFGrbsrvz7peWxFgb30DG4u47mDRP7ftmxT0LP2zNxMLfoeNa4roW5T+YhOzOhlySiowyL4kmU6qK4pimQZQmWZUPXnXtxzxxiYQ7xuCULc4hFxBymCdz0dOn1QNs1NzH9gfwyL2hEzJEIUXIcyAGGP+bDD2uiF0nL0Gw8f2sQ/TtVPlpClCxVxRxiYQ7xuCULc4glWTkWrlBwxSO+qKmoszNtfD4xHyc0Tv2oV7aHeETLohvA7S948cH86PNeWbbx6MgQrrmg7IJcMnMYJvDdSgUfLdAwc6laai3zkiTJRreTIwXyfh0N1KxCsUG09kiUE3P8sVVGn7v9CIQq73HRpZ2BaRMCjhlpGU976AYwbJIP83+Nvu4Z1juMyaNCac/sxH2rLMwhlurKYdvAj2tlfLRQw6eLNBzIrfwDdUbryLIgA7oYqJtdugRl28Di3xVM+UrD4t9V5AWB2jVsWBawfV9RAV6WbUyfEECnts5oJ+5bYmEOsVRXjoqK4sqECRMmpOydXci2gUAgdWuX1ajhhd+fAVmWUrrQfKoxh1iYQzxuycIcYhExhywDfc408OsGBRt3Fl3U7DkoY+kaBRd3NaBF37MQMkciRMixebeESx/wY8XG6D9y7Swb744PoOdpsZ2AipAlGZhDLMwhHrdkYQ6xJCtHswY2Gtax8dWPRd9pIV3C3F9UDOxmwF96puqkYnuIR6QseUFgxBM+fL44uiCeodl48V9BXHpO+duXzByyDDRvaKNvRwMj+4bRpqmFUFjCX7sk2HZZBQwJm3fL+GqZhpdnevDbJhkZmo2m9e24p3gXqT2qwok5HnwrA8vXx9ZgW/bI6NzORNP6zhgjFWt72DYw9pWMUp2xzznFwPO3BpOyZEFVOXHfKgtziKW6ckgS0Liujd5nmBjVL4zTTzBhWsBfu+SoDovF7dgnY84vKl76QsPP6xRIEtCsgQVNjXxvXv+kFxPf9WLtFgV5QQm6IeFwvoScQPTr3ToojKEOWjKH+5ZYmEMs1ZUjM7P0rE0F1HJ/Q0RERJQEHg145Y4Ahj7kw9Jio5WXrlEx4nEfptwdgEer4AUoISs2yLh6og+7S0yheVx9C++OC1TLqDoiIqJkuvI8HRt2SHju46KbHH/tkvH3yT58eH8+vJ4KnkyUIvtzgGGT/Pjpj+iqWw2/jSl3B9ClXXpG82R6gYHdDAzsZmDPIQmffq9i+kKt1HYWCIYlfLZYw2eLNdTOsnFRFx1Dehg460SzwhG2B3KAT7/XsOOgDFUBjm8s4fzTgKyjYO1qERzOAz5ZFN/t3bdma65beuKFz7RSy3adeJyJl28PlOqETURV49GAC840ccGZJnLygS9+UDFtgYbvVilldsAyTAnf/Kzim59VZHptXHi2gbVbZKzcWHlvlQa1Ldx+aeoGKBLR0YfTp8cp1dOnS5IESYr0cHRy0zCHWJhDPG7JwhxiET3HoTxg8P1+rNoUfeFzcRcd/y3We1/0HLFKZ465vygY+aSv1JSZp7Q08fbYAOrXjm972CZiYQ6xuCUH4J4szCGWZOewLGDUv734fEl0j7qB3SLnE6maHpftIR4RsmzdI+GKh31Yty36/LZ+LQtTxwfQrnnlnRCrO8fGHRKmf6dh2gING3ZUvj5s0/oWBnXXMai7gdZNivLkBYGH3srAe/M0BEusY53ptTG8Txh3Dw07rvOrCPtVPBb/pmDg/f64nlOnhoWZk/LRrIGd9inFKxNLe8xaquK6x71Rxbi62ZGMIo2Id9q+VR7mEItIOXbsk/DxokiBvOR9n6qY/1QeTjrOOZ36RWqTqmAOsTBHfLimeBKluihORETkZnsOSrj4Xn+pG3AF67xZFrB1r4RgWEL9WhZql38OQ+V4d46KO1/0wrSi73D1PM3AK7cHkMlRO0RE5HCBEDDofj9+KTFd8L+GhHD3UI4mouqxZouMKx7yYcf+6PPalsdamDo+UnAUmW0Dv6yXMX2hhhnfqdh3uPIC+SktI+vDXnCmgVue9eHHckadF+h5msFZoVJgfw4wf7mKub+omP2jisP5iVW2G9S20LGNiY5tTHRqY6JNUwty5buBUJavlzHwPj8CxTpmeD02pk/IR4fWzimiEbnNmi0ypi9QMf07DVv3VO3A8ve/hTFpZChJW0ZERwMWxZOIRXEiIqKq2bJHwsXj/di+L/rC6KyTDPy1U46a7rt7ewMjLtTR5yxD+FEM6WbbwJMfevDEB6XXzbnyvDAeuz7EqQOJiMg19hyUcOFYf6kbrc/cHMBl5zp3nT1yhqVrFAyb5MOhvOgT1FNbmXjnngDqZjvrVptuAAtWKJi+UMPMpSoCoYpPvCXYsBHbyfktA0MYdxU7q1SFZUWWRprzS6QQ/st6GZaV/Iujmn4bZ50UKZB3amPg1FaW0B0atu6R0Hesv9RyUS/fHsBFnfk9QCQCy4p8Z05bqOKzxRoO5sZ/7GpYx8Lyl/JSsHVE5FYsiicRi+JERERVt26bjIvv9WF/DCNSAGBIDx3/GR2EmrwZuFxFN4C7XsrA1LmlF1O98/IQbhsSZqcCIiJynTVbZFw0zo+cYqMkNdXG+/embx1ncr/ZPyoY9W9fqSnDzznFwKt3Bhy/lnZeAPhymYqPFmj4doVS5eJrDb+N5S/lItObpA08SuzPAb79VcWcn1XM/1XB3kPVP4Tb67Fx+vGRInnHNibOPNEUZv/OyQcGjPdj9eboC8RxV4Vwy0B2wiASUUgHXp+lYcKb8X0heFQbm99jPYaIYseieBKluiiemZkBVZVhGBby8pw7LQhziIU5xOOWLMwhFqfl+PVPGYPu9yMvGNuNtusuDGPiCPFzFaiu9sgLACOf9GHe8uhh4Ips44kbg7iiV9VHSTht3yoPc4iFOcTjlizMIZZU5/j2VwVXPuKLWjakVpaNLybmoVWj5N3uYHuIJx1Zps5VcccLpZepGdhNx9OjgwmNqhW5TfYclPDJIhUfLdSwfH3ivVOfvjmAyx0yg0O62qNgNPjcI6PBf45jNLiq2DDM2B970nEWVm+WS+3HlVFkG+2aW4VF8rPbmKiX4lkRymoPwwSGTSp9/XPleWE8eWNI2M7AIn/W48EcYnFajg07JHS5JSuu59TKsrHmDecUxZ3WJuVhDrEwR3wqKopzEk3BqKoMj0cF4IyLhfIwh1iYQzxuycIcYnFajlNbWejW3sBXy2K7e/jaLA9G9g2j5bHO6M9XHe2x+4CEqyf5sGJD9E3KTK+NV+4IoOdpyRkl57R9qzzMIRbmEI9bsjCHWFKd45xTTTx6fQh3vlg06uhgroSrJ/rx+cR8HFMzOecNbA/xVGcW2waeneHBxHdLL1Mzql8YE64NJbwWs8htUq+WjZH9dIzsp+PP7RKmLdTw0uce5Abiqzo+8nYGlq1R0K65hfYtTLRpZgk7crw62+NAwWjwX1TMWx7faPBmDSz0Ot1Ar9MNdG5j4pbnvJi1tOLrKkmy8dyYIC7paiAvAPz4h4IlqxX8sFrBz+uUUrMflGRaElZsULBig4KXvoj87PhGZtG65G1NHFfPTmpRumR72DYw/rWMUgXx7u0NPHa9uAVxQOzPejyYQyxOy9Gsvo1j61jYsT/2413nts7IVsBpbVIe5hALcyRxG9L2zlQmw7AAGEf+dS7mEAtziMctWZhDLE7LkRsAvlsZ36nIm7M9mHCtM3pEpro91m2TceUjPmzZHX0xWb+WhbfvCeCUlsl7X6ftW+VhDrEwh3jckoU5xFIdOYb11rFhh4z/fVq0jMjGnTKum+zFB/cHkJGENXHZHuKpriyWBdz3RgZemVl6mZpxV4Vw8yVVW6bGKW3SqpGNuy4PY8c+qcwleyqy+6CMt78peo4s22h1rIWTW1g4uYWJk5tH/jtZnViqIpXtYVnAyo1Fo8F/Whf7aPAMzUbntmZhIbxVo+ji8wv/CmLsKzbenVN222RnRmaRKlhrO9MX6VR0zqmRTrRhPTJSfclqFT+sVrB0jYJDeZVv2/rtCtZvV/DOnMj/b3SMVVgk79jGxIlNrIQ7jOzPAeYst5EbMJHls9GhFfDhtxre+Co64wlNTLxyRwCa4He5nfJZrwxziMVpORQlct42+f3SnczKM7yPnsItSj6ntUl5mEMszJE8nD49TlxTnIiIKDm+W6lgyAP+uJ7TvoWJrx/PT9EWOccPqxVc+5gPB3Ojb1Sd0NjEO+MCaFqfp3dERHR0sSxg5BNezCwxUnJIDx3P3hIUevRgdbEsYMseCXkBCbVr2GhYJ7kjOt0orANjnvPi40XR+1Uyl6lxmmdnePDIO7EXM+LR6JiiQnn7I/82qevs/fRgLjD/10gRfN5yBXsOxl4hPq6+hfOOFMG7nmzGNLp+ww4Jb33twbI1CgJhoG5NG/07GxjUXY9rdL5lAWs2y4UjyX9Yo2BnHCM7C9TOsnHWSSY6tjHQqY2JU1palRavt+yR8Pj7GfhkkYqQXtT4mmpDNwCg6GfH1LQwc1I+mjXg9Q+RUxzIAc6/MxPb9lZ+TDn3VAPvjgsk3LmGiI5OXFM8iVgUJyIiSo4vl6oYPtkX13Oa1LXw4wt5KdoiZ/h8iYrRT3ujbhABQMeTDLxxdwC1yz/vIyIicrX8EDDwPj9+/TN6WZE7LgvhjsvCadqq9MsNAFNma3hztgd/7Sq6q9y+hYnhfXRcdq4u/AjLdMgNANc97sOCFdF/HJ/Hxou3BXDBmclZpsZpduyTcOY/MuNej5dIwq4AACAASURBVDpRtbJstGtu4uQWkanXT25h4fhGFtTElzhPKcsCVm0qGA2u4Mc/lJhHg3vUYqPBO5g4vpElTIcA2wY275aKiuSrVfy5Pf4qlc9jo0PrI9OttzFxRuvoYv9vm2Rc9qAP+w5X/toZmo1pE/Jx5onOHjVHdDRav03C5Q/5KyyMd2pr4M27A6iZWY0bRkSuwKJ4ErEoTkRElBw/rFZw8b3xjRQHbFx4toERfXV0bWcKc5Oourz8hYb73siAbUcH799Jx3NjgvDGN5MlERGR6+w6IKHv2NI3WZ8fE8DgHkffqN4teyRc8ZAP67eXX0HkTefS9hyScNUjPqzYEP13q5Vl463/y8dZJx3dRbibn/HiowWxrUswtGcYvU43sWqjjJUbFazaJMc1WrosXo+NNk2Lpl5v38LESc0s+BMcwB4IAR8vUvHONx78tkmGYQFN6toYco6Oq8/X0aB2xbdOD+YC3644Mhr8FwW74xwN3ut0A+fFMRpcFHsOSvhhTUGRPNK2sXYAKKAqNtq3iEy53r6liQemZMT893vqpsBROVsDkVvszwFem+XB299oUTNRtGka6bR3RS8dniQsgUNERx8WxZMo1UVxSZIgSZEemE5uGuYQC3OIxy1ZmEMsTssR1oEON2Zi76HEboqd1NTEyAt1DOqhJ3wDLJWS2R6WBTzwVgZe/Kx01fuG/mHcf00opdOJOW3fKg9ziIU5xOOWLMwhlnTkWP2XjIvG+5EbKCrOeFQbH9wXQKe2iY3udWJ75AWAPnf7KyyIFzjnFANTxztretJUtclfuyQMfciPjTuj/xiNjrEwdXwAJx6X3IK4E/etnHxg0P1+rNxY8b7VuW1kvyrZcXPXAQmrNspYtVHByo0yVm1SsGln1XY+WbZxfCOrcNr1yDrlZqWzKP2xVcawSb6oWRSK83lsPDU6iEu6FhVfbRtYtTF6NHisI+c9qo1OhWuDmzihcWpGg6djv8rJB5atLSqS/7JeKTW7VTJNuDaIGy9yzlrDTvysl4U5xOKGHIYJbNwpIz8ooVaWjab1xZklIxFuaBOAOUTDHPFhUTyJUl0Uz872weNREQ4bOHQokLL3STXmEAtziMctWZhDLE7M8ehUD/4zrWoV7VpZNq46L4zhf9NxXD1xTmuS1R7BcGQty0+/j+4iLUk2JlwTwg3VcCPIiftWWZhDLMwhHrdkYQ6xpCvH3F8UDJvkiypU1alh4YuJ+WhxbPznC05sjxc+0zBhSuzDTt++Jx/nd3DOlOCpaJPfNsm44mFfqZGqJzQx8d74ABrXTf65phP3LSBSAB33mhfTF6owzOjqhddj44peOu4bFoIvxlP9w3nAb38phSPKf9skY+0WudRrx6tx3aJp1wv+bXRMZJ3yrXsiM0tUNjJZkmw8PyYAVZEK1wbfdSD2In6TekWjwbudbCIzvhWkEiLCfhXSgeXrIwXyJasVLFurICc/eZWuVo0sLHrGOUtridAmycAcYmEO8bglC3OIhTniU1FRnKtGERERUdrcNCCML35QsW5r5SOY6tSwsD+n9M2ng7kSnv8kA//7zIMLz4pMrd65rTumVj+QA/x9sg9LVkefsmVoNp69JYgBXThdIBERUVl6nW7ikREh/N/LRUXh/Tkyrp7kx+eP5FU6etTpbBuY8lV866q88aUH53dw7k22qlq0SsHwyb5SRbszW5t4a2y+6/eZeNXwA8/cHMT4qyRMW6hi+34PFEXGCU1MXHhmPurE+feqmQl0bmuic1sTQKTTZ0gH1m4pNqJ8o4Lf/oqMJozVtr0ytu2V8eWyop/VqWGhXXMLO/dLMU3VbdsSbnraByC299VUG53aFI0Gb93E2aMeE5WhAR3bRNYPHwPANIHVm+Vi65LHN9V8SX9ul5EXQLV0MiAiIiJ34EjxOKV6pLimKZBlCZZlQ9ed00O7JOYQC3OIxy1ZmEMsTs2xc7+EYZN85U6/KMs2xl4Rxk0Dwpi7XMGrMz2Y/2vF/fraNjMxsq+Ogd30mEenJFtV22PLHglXPuIr1WGgVpaNN+5KfPrXRDh13yqJOcTCHOJxSxbmEEu6c9z/RgZe/Dy6ONy5rYH37w3EtU5lunPEa/s+CR1uyIrrOX6vjQ1vp+5+R7Ils00+X6Lipv94ETaiK5fndzDw0u2BlC7V47R9qzzVlcM0gU27pMj65MWmYN93OL1z/zeua+G8I0Xwbu0NZKW5UOuE/cq2gU07JSxZreDbX1V8vCj+xYN/fz0n7g4Y6eKENokFc4iFOcTjlizMIRbmiA+nT0+iVBfFiYiIjka6AcxaqmLKbA0//6EgqAP1sm1c3NXAtReEcXzj6NOVP7bKeG2Whg++1SocKVI7y8bVvcO49gIdTQSaWr0yKzfIuGpi6ak7m9Sz8O64AFo3Se5alkRERG5lmsB1j3vx1Y/RxZZLz9HxzM1BV47eNEzgvXka7ngh9qnTC6x4ORf1azvnnCkZpnyl4f9eyYBtR+8Ml/fU8cQNQWicY1F4th3paFs4mnxTZAr2zbtTVyjXVBsdTzoyGryDiROP0tHgyWKYwAnXZCEQiv2P6Muwsf7NXCiVTzpGRERERxEWxZOIRXEiIqLUs23EdFPpUB7w/jwNr87y4K9d5d/0UmQbfzvbwMi+Ojq1EXtq9fnLFYx4woe8EsX+9i1MvH1PAA2OshvVREREVZUXBAbe58eKDdGVk7uHhvCvIeE0bVVy2TawYoOMaQs0fLxITXhKYlWx0fsMA1f00tHrdBOqi4tNtg088YEHT35Yehj4LQNDuOfKsNDnjFS5Q3nAqo1F65Sv2iRj3VYZppVYw2ZoNi47N/LZ6C7AaHC3ufV5L96fF/to8St6hfHUTaEUbhERERE5EYviScSiOBERkXhME5jzS2Rq9W9XVDycp11zEyMuDGNgNyNtU6uX5715Ku54wQvDjL5R1/M0Ay/fHuCNNyIiogTt3C+h71g/tu+LLhb/758BDOxmpGmrqu6vXRKmL9QwfaGKdduSW8GuX8vCkHMMDO2pu26WGtMExr6agTdnl153/cHhQYzqr6dhq6g6BEKRdcpfmenBRwvim667b0cdr90ZTNGW0a9/yuhzd2bMj589OQ+ntHTXsYmIiIiqjkXxJEp1UTwjQ4WiyDBNC6GQcy/MmUMszCEet2RhDrEwR8TaLTJe+1LDB/O1Cqffq1PDwtXn67i2j47GdZN/OhRPDtsGnvrIg8nvl67SD+2p4/E0T93JfUsszCEWt+QA3JOFOcQiUo7fNskYMN4fNRtLhmbjo/vzcdZJFRdWRMqxPwf49HsN0xZoWLa2eoZyn9naxBW9dAzooqOGv1reslKJtkkwDIx+2osvfoguiKqKjWduDmJQ9+ptX5H2rapwWo4/t0voOiYrrudMHBHEdRc6o8OE09qjwJMfevB4GddEJd11eQi3XeqsmT6c2iYlMYdYmEM8bsnCHGJhjvhUVBRXJkyYMCFl7+xCtg0EAqk76crKyoDP54EkSY7euZlDLMwhHrdkYQ6xMEdE3Wwbvc8wMbxPGHWzbWzYIeNQXunieCAs4Yc1Kl6dqWHNZhkNattoXNdO2jSZseYwTOCuFzPwwmelb/7cfmkIDw4PpX2dPO5bYmEOsbglB+CeLMwhFpFy1K9lo11zEx8vUgvXjzYtCV/9qKJfRwO1KqiPpTtHIATMXKpi4jsZuOslL2b/qJUa9V6cR7XR5ywDHg3YE8NU6qe2ikyVnpNf9onQ9n0yZv+o4pWZHvy5XUatLBtN6iXvvCkRibTJ4Tzg6kk+zF0eXRD3e21MuTuACzuaqdjUCqV730oWp+WoUwNYukapcAmm4vxeG8/eEkRGfIPL08Zp7VGgc1sTNfw2lqxWSs2eBQA+j437hoUw+hLdccsbOLVNSmIOsTCHeNyShTnEwhzxycwsv4NdGsccEREREaVOrSzgxot0XN9Xxzc/K3hlpgcLV5Y+9TEtCZ8t1vDZYg3tW5gY0TeMS7oa8JaeTTPp8gLAqKd8mPNz9HYpso3HbwjhyvOcMRKFiIjIKc7vYOKhv4cw7lVv4c/2H5Zx9UQfPp+YX2FhvLqZJvD9bwo+WqjhiyUqcgMVV4AkyUbntiaG9DDQr5OO7MzIucY/nvZh9o/l3/75+9/CePjvkXV5F65UMHWuhi+XqQjpZXQqDEn48FsNH36roVkDC0N76rjs3NTMupNsuw5IuPIRH37bFN3bsE5NC+/cE8Dpx3Ma5qPN2CtD+GG1Uua+XtIdl4aEmSXBzSQpcg13+bk63p+vYeFKDw7ny6jpt9C9fRiXn6ujdvmDv4iIiIgqxOnT48Q1xYmIiJxr9WYZr8+K3MgNhCuYWr2mhWt667j2Ah3HHpOaU6U9ByVcNdGHFRuib8z6vTZevi2A8zpU/0glIiKio8X41zLwyszoHnBdTzYwdVwAnjSOBLVtYNVGGdMWavh4kYqd+ysfxdq2mYlB3Q0M7FZ2cdq2I8XuKV9p+G6VitwAULuGjd5nGBjeR8eprUoXgw/kADO+0/DePK3UuUpJkmTj3FNNXN5Tx9/Oqp6OhfHasEPC5Q/5sWV39N+zST0L79+bj1aNeGvsaPX1TwpGPemr8NrgloEh3HNl2HEjk4mIiIiORlxTPIlYFCciInK+AznA1LkaXvvSg617yr/ZrMg2+ncyMKKvjrNONJN2I2z9NglXPuLH5hI3ZuvVsvD22ECZN6eJiIgoeUwTGD7Zh69/ih5BPbSnjqduClZ78WvLHgkzFmr4aIGKP7ZWvm5Ko2MsDOymY3B3A22bp/a84bdNMt6bp2HaAhX7cyou0tfKsjGou44reupo31KM85nl62VcNdGHfYejt71tMxPvjgugYR3eFjvabdwh4eWZHnwwXyuckUGWbVxwhoGRfXV0a8/OqkREREROwaJ4ErEoTkRE5B6mCcz+ScUrMzUsWlXxqjKntIxMrX5xl6qNgFq2RsY1j/pxIDf6bvvxjUy8My6AZg14akZERFQd8gLAxff6sarEdNr3XBnCmEHhlL//gRzg8yWRYvOS1ZWvblfTb+OizjoGdTfQua0JObalkJMmpAOzf1Tx3jwN85YrsKyKew60a27iip46BvXQUSdN0x1/+6uCvz/uQ34wels7tTUw5e4AsjPTs10kpmAY2LJHhmEAxx5jCbWcAhERERHFhkXxJGJRnIiIyJ1W/yXj1Vkapi2oeGr1Y45MrX5NOVOrmyYwd7mCBStU5ORLyM6y0buDga4nm5j5g4rRz3gRLPH6Z59k4I27A2m7YUxERHS02r5PQt+x/lLTlL94WwAXdzGS/n7BMPD1TyqmL1Txzc8qdKPiwrKmRs4jBvUwcH4HcaYm37Evsrb4e/M0bNhRcXXeo9q44EwDV/TSce6pJpTKB8InxYzvVIx5zlvqb9z3bB3//WdQmL8lERERERElD4viSZTqoniNGl5omgJdN5GTE0zZ+6Qac4iFOcTjlizMIRbmSI79OcC7czx4/UsN2/aWf5NXVSJTq4/sG8YZrS1IEjBrqYr73sgotV4lEJkafe9BCTaib8z266TjuVuC8GUkPUrSpLtNkoU5xMIc4nFLFuYQixNyrNwg4+L7/FGjiTM0G9MfyMcZrSNTgFclh2UB3/+uYPpCFZ8v1nA4v/K52Tu1NTC4u4H+nXTUTmKnuWS3h20DS9comDpXw6eL1VIjsks6to6Fy87VcXlPHS2PrdrtqIqyvPyFhntf95Z6zrDeYTw6MlRthflYOOEzEgvmEAtziMctWZhDLMwhHrdkYQ6xMEd8KiqKVz4/F1UrWZagKDJMU4y1txLFHGJhDvG4JQtziIU5kqNODeDmS8K48aIwvloWmVp98e+lT5kMU8LHizR8vEjDqa1MtGtm4t255Q852nOwdKH8+n5hTLhGrBuzZUl3myQLc4iFOcTjlizMIRYn5Gjf0sIL/wxg+GRf4ZTgIV3CNY/6MHNSPurXsrFpjwTTllE320J2jB3Zft8kY9pCFTO+07B9X+VznbduYuLScwxc0k3HcfVSM34h2e0hSUDHNiY6tjHxyHXAp4tVvDdXww9ryr7dtGO/jKenZ+Dp6Rno1MbA0F46LupkINMX/3uXlcW2gYnvevDsjNKNdNulIdx5Wbja14uvjBM+I7FgDrEwh3jckoU5xMIc4nFLFuYQC3MkD0eKxynVI8V9Pg9UVYZhWAgEUr+GWaowh1iYQzxuycIcYmGO1Pl905Gp1RdqpaY+T9QD1wZxw0V6Ul4r1URsk0Qwh1iYQzxuycIcYnFSjrJGF9fKtKGbQF6xEdBntjYxom8YF3cxSq3rvW2vhOkLNUxfqGL15sp7vTWsY2FgNwODu+to19xKecG2utrjz+0S3p+n4YNvtVJT05fk99q4uIuOK3oZOOtEM+a/gax64PdGbqoFAmEYJnDHC168N0+Lepwk2Zg0MoThfcQ873LSZ6QizCEW5hCPW7Iwh1iYQzxuycIcYmGO+HD69CTimuJERERHr/05wDvfePDGVxVPrV6Z/p10vHKHc6c7IiIiciPbBu55NQOvfxnbYtMXd9Hx3Jgg8kPA54s1fLRAxZLVCmy74qpuli+yBMuQHjo6t62+NbbTwTCB+b9Gplef/WPla6i3amRhaE8dl56jo2Gd0rerlq2R8fqXHsz+SUVuQIJHtdG5rYkrztPx0bcavvk5eoS6R7Xx/K1BXNQ5+evDExERERGReFgUTyIWxYmIiMgwgS+PTK2+pIyp1SvTuK6Fn17IS8GWERERUVUYJjBkgg9LVsf2/d60voWd+yWEKyn2qoqN8043MLiHgd5nGPDFOAW7m+w7LGH6QhVT52r4/a+KewLIso1ep5kY2kvHBWdERuSPfSUDb30dW4cFAKjht/H6XQF0O9ms6qYTEREREZFDsCieRCyKExERUXFzf1Fw5SP+uJ+3eWoOPFrljyMiIqLqNepJLz5dnJwv6bNPMjC4u4GLuuioU/69maOKbQMrN8qYOlfD9IUaDuVV3KGgTk0LDWrZMU1HX6BeLQtTxwVwcgtnr7tIRERERETxYVE8iVJdFFcUGbIswbLstC42X1XMIRbmEI9bsjCHWJgjPbbvk9Dhhqy4n7flvRxo8Q8yTwuntUl5mEMszCEet2RhDrE4Lce+wxJOH5VZ6cjvipzQ2MTgHgYGdtPRrIFYt1xEa49gODL7zntzNXy7ovKp52NxTE0LMyflC/e3L49obZIo5hALc4jHLVmYQyzMIR63ZGEOsTBHfCoqijvkVuzRIysrAx6PinDYwKFDgXRvTsKYQyzMIR63ZGEOsTBHetTLtlHTb+Nwfuw3cZs1sBxTEAec1yblYQ6xMId43JKFOcTitBw/r5MTKojXr2VhYDcDg3voaN/CglT12m5KiNYeXg9wSVcDl3Q1sHWPhA/ma3hvnobNu+WEX7NODRtN6zujIA6I1yaJYg6xMId43JKFOcTCHOJxSxbmEAtzJI+DbscSERERiUdTgcvO1fHKzNjXuLzqPD2FW0RERESJygvGX80+rp6JJc/lQ4l9dm8qQ5N6Nm67NIx/Dg5j8e8Kps7V8MUSFYFwfG2ybpuC7fskNK7rnMI4ERERERGlHqdPjxOnT48Nc4iFOcTjlizMIRbmSJ+NOySce1smQnrlN22zM20seiYPdbOdcwrmxDYpC3OIhTnE45YszCEWp+X4bqWCIQ/443pO15MNTJvgjBEbTmuPw3nAScOzYMU5rfqcJ/LQrrn4+QDntUl5mEMszCEet2RhDrEwh3jckoU5xMIc8eH06Q5imhZMM91bUXXMIRbmEI9bsjCHWJgjfVoca+PZW4L4x3+8MK3yb9r6PDZevSPgqII44Mw2KQtziIU5xOOWLMwhFqflOOskE3VqWth/OPbpuy8820jhFiWX09qjZiaQnQkciHNsQpbPOedaTmuT8jCHWJhDPG7JwhxiYQ7xuCULc4iFOZIn8UWaiIiIiKjQgC4G3r83gHbNyz67O7O1iRkP5qNbexecxRIREblUhgZcHccyJ5leG5edw2VRUqn7KfF1Omje0MJx9ZxTFCciIiIiourBkeJERERESdKtvYlvHs/HT3/I+HaFisP5Empn2TjvdAPtWzp3eiMiIqKjyS0Dw5j9k4o1mytfJHziyCBqZlbDRh3Frr1Ax6ffazE//preYcgcAkJERERERCVwTfE4pXpNcZ/PA1WVYRgWAoFwyt4n1ZhDLMwhHrdkYQ6xMIdY3JIDcE8W5hALc4jHLVmYQyxOzbHnoIThk3346Y+yC+MZmo1JI0O4Mo5R5SJwYnvYNjDicS9mLq28MH5CExNfTspHpq8aNixJnNgmZWEOsTCHeNyShTnEwhzicUsW5hALc8SnojXF2XdWMB6PAq9Xg8dTeY90kTGHWJhDPG7JwhxiYQ6xuCUH4J4szCEW5hCPW7Iwh1icmqNeLRufPpSPt8bmo/cZBurXspGdBZx4nI07Lw/hh+fzHFcQB5zZHpIEPHdrEOd3qHga9dZNTLw3PuCogjjgzDYpC3OIhTnE45YszCEW5hCPW7Iwh1iYI3k4fbpgLMuGaVqwLGcP4GcOsTCHeNyShTnEwhxicUsOwD1ZmEMszCEet2RhDrE4OYeiAL3PMNH7jABq1PBC0xTouomcHOeOznBqe/gzgDf/L4BPF6t44ysNS34vup11UlMbw3qHMLSnjkxvGjcyQU5tk5KYQyzMIR63ZGEOsTCHeNyShTnEwhzJw+nT45Tq6dOJiIiIiIiIiKh8B3OBg7kSMr1A3WwbkpTuLSIiIiIiIhFUNH06R4oTEREREREREZFj1MoCamVxjAcREREREcWOa4oTEREREREREREREREREZFrsShORERERERERERERERERESuxenTBZOd7YPHoyIcNnDoUCDdm5Mw5hALc4jHLVmYQyzMIRa35ADck4U5xMIc4nFLFuYQC3OIxS05APdkYQ6xMIdY3JIDcE8W5hALc4jHLVmYQyzMkTwcKU5ERERERERERERERERERK7FkeKCCQZ16LoJ07TSvSlVwhxiYQ7xuCULc4iFOcTilhyAe7Iwh1iYQzxuycIcYmEOsbglB+CeLMwhFuYQi1tyAO7JwhxiYQ7xuCULc4iFOZJHsm3bTtu7O5Bl2di3Lzfdm0FEREREREREREREREREREfUq1ej3N9x+nQiIiIiIiIiIiIiIiIiInItFsWJiIiIiIiIiIiIiIiIiMi1uKa4YDRNgSxLsCwbum6me3MSxhxiYQ7xuCULc4iFOcTilhyAe7Iwh1iYQzxuycIcYmEOsbglB+CeLMwhFuYQi1tyAO7JwhxiYQ7xuCULc4iFOZKHI8UF4/d7ULOmD36/J92bUiXMIRbmEI9bsjCHWJhDLG7JAbgnC3OIhTnE45YszCEW5hCLW3IA7snCHGJhDrG4JQfgnizMIRbmEI9bsjCHWJgjeVgUJyIiIiIiIiIiIiIiIiIi15Js27bTvRFOYlk29u3LTdnrS5IESQJsG3By0zCHWJhDPG7JwhxiYQ6xuCUH4J4szCEW5hCPW7Iwh1iYQyxuyQG4JwtziIU5xOKWHIB7sjCHWJhDPG7JwhxiYY741KtXo/xtYFE8PqkuihMRERERERERERERERERUXwqKopz+nQiIiIiIiIiIiIiIiIiInItFsWJiIiIiIiIiIiIiIiIiMi11HRvAEXLzMyAqsowDAt5eaF0b07CmEMszCEet2RhDrEwh1jckgNwTxbmEAtziMctWZhDLMwhFrfkANyThTnEwhxicUsOwD1ZmEMszCEet2RhDrEwR/KwKC4YVZXh8agAjHRvSpUwh1iYQzxuycIcYmEOsbglB+CeLMwhFuYQj1uyMIdYmEMsbskBuCcLc4iFOcTilhyAe7Iwh1iYQzxuycIcYmGOJG5D2t6ZymQYFgDjyL/OxRxiYQ7xuCULc4iFOcTilhyAe7Iwh1iYQzxuycIcYmEOsbglB+CeLMwhFuYQi1tyAO7JwhxiYQ7xuCULc4iFOZJHsm3bTtu7O5Bl2di3Lzfdm0FEREREREREREREREREREfUq1ej3N/J1bgdRERERERERERERERERERE1YpFcSIiIiIiIiIiIiIiIiIici2uKS4YSZIgSYBtA06e2Z45xMIc4nFLFuYQC3OIxS05APdkYQ6xMId43JKFOcTCHGJxSw7APVmYQyzMIRa35ADck4U5xMIc4nFLFuYQC3MkD4vigqlZ0wuPR0U4bODQoUC6NydhzCEW5hCPW7Iwh1iYQyxuyQG4JwtziIU5xOOWLMwhFuYQi1tyAO7JwhxiYQ6xuCUH4J4szCEW5hCPW7Iwh1iYI3k4fToREREREREREREREREREbmWZKd5rP3+/fvxxhtvYOnSpdi6dSvy8vLQpEkT9O/fH9deey28Xm/hY/Pz8/Hss89i1qxZ2Lt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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plots Graphs of Manufacturer and particular input Purpose of Flight plot on same graph\n", "\n", "manufac_input_purpose = (input(\"Enter Manufacturer: \")).title()\n", "purpose_input = (input(\"Enter Purpose of Flight: \")).title()\n", "\n", "input_year=[]\n", "input_count_arr=[]\n", "manufac_input_count_arr=[]\n", "range_min=0\n", "range_max=0\n", "total=0\n", "for x in accidents_per_year.index:\n", " range_max=range_max+accidents_per_year[\"Accidents per Year\"][x]\n", " input_count=0\n", " manufac_input_count=0\n", " for y in range(range_min, range_max):\n", " try:\n", " if purpose[\"Purpose.of.Flight\"][y]==purpose_input:\n", " input_count+=1\n", " if manufacturer[\"Make\"][y]==manufac_input_purpose:\n", " manufac_input_count+=1\n", " except Exception:\n", " pass\n", " range_min=range_max\n", " input_year.append(accidents_per_year[\"Year\"][x])\n", " input_count_arr.append(input_count)\n", " manufac_input_count_arr.append(manufac_input_count)\n", "\n", "label_arr = [\"Total\", manufac_input_purpose]\n", "\n", "data_input=[]\n", "for x in range(len(input_count_arr)):\n", " for y in range(len(label_arr)):\n", " if y ==0:\n", " data_input.append([input_year[x], label_arr[y], input_count_arr[x]])\n", " else:\n", " data_input.append([input_year[x], label_arr[y], manufac_input_count_arr[x]])\n", "df_input = pd.DataFrame(data_input, columns = ['Year', 'Category', 'Number of Accidents'])\n", "max_input = max(input_count_arr)\n", "\n", "#Plotting Accidents per Year by Purpose of Flight\n", "\n", "sb.set(context='talk', style='darkgrid', font = \"Verdana\", font_scale =1.05)\n", "input_plt = sb.catplot(\"Year\", \"Number of Accidents\", \"Category\", \n", " data=df_input, kind = \"point\",\n", " height=14, palette=\"bright\",\n", " legend=True, aspect = 2, legend_out = False)\n", "input_plt.set(ylim=(0, max_input*1.2))\n", "plt.grid(True,which=\"both\",ls=\":\",c='white',lw = 2.5) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting Accidents by Weather Conditions" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Weather.Condition
VMC74255
IMC5837
UNK4163
\n", "
" ], "text/plain": [ " Weather.Condition\n", "VMC 74255\n", "IMC 5837\n", "UNK 4163" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Clean and verifying make columns to make sure there are no duplicates\n", "\n", "weather = pd.DataFrame(aviation_data, columns = [\"Weather.Condition\"])\n", "weather = weather.replace(np.nan, \"UNK\")\n", "weather_counts = pd.DataFrame(weather['Weather.Condition'].value_counts())\n", "weather_counts.head()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[Text(0, 0.5, 'Number of Accidents'), Text(0.5, 0, 'Weather Conditions')]" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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AAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQmmzYDVnzpwMGjQop59+evOfiy++OEny29/+Nh//+Mdzxhln5MILL8yKFStaXDt37tyMHDkyQ4cOzVe+8pVs3769ee3111/PxIkTM2TIkNTW1uauu+5qce3SpUszduzYDB48OJdccknWrFnT+jcLAAAAwJ+tTZ+wuvDCC/Pcc881/7n//vvT1NSUyZMn5wtf+EJWrFiRiRMn5stf/nIaGxuTJEuWLMn999+fu+++O7/+9a+zb9++fP/732/+zGuvvTa9e/fO448/nn/4h3/I3Llz8/TTTydJGhoaMnXq1Fx77bV54oknMnbs2EyZMiXlcrktbxsAAACAQ3DEXwl84okn0rNnz3zqU59K586d84lPfCInnnhili9fnuTtYHX55ZfnQx/6UI477rhceeWVeeihh5Ik27dvz2OPPZavfe1r6datWwYPHpzx48dnyZIlSd5+umrEiBEZNWpUunTpkgkTJmTDhg2pq6s7YvcLAAAAwMG1abBavHhxzjjjjPyn//SfcuONN+att95KfX19+vTp0+K8mpqarFu3Lkn2W6+pqcnWrVuzadOmvPzyy+ncuXOOPfbYiq7t2LFj+vbtm/r6+ta7SQAAAADel6Pa6os+97nP5fLLL0/Xrl2zdu3aXHPNNfnhD3+Y7t27p7q6usW5VVVV2blzZ5KkqakpVVVVzWvvnNvY2Jhdu3a1WHu3a0844YQDrh+KHj26HvI1AO1dz57djvQIAADAB1CbBasePXo0//epp56aiRMnZs6cObnkkkuye/fuFufu2rWrOUxVV1dnz549zWtNTU1Jks6dO6eqqqrF2rtde7DPPhQbN+7Ivn3F2fvKPwKBD4I33tj+3icBAADtTocOpYM+HHTE9rDauXNnTjjhhNTU1GTt2rUt1urr61NTU5Pk7Vf8XnjhhRZr3bp1S48ePdK/f/9s27YtGzZsaLHev3//5mv/9LP37t2bV155pfmzAQAAACieNgtW3/ve97Jq1aq8+eabef755/OTn/wkF110UUaMGJGNGzfmvvvuy86dO/Pzn/88r7/+ekaOHJkkGTduXO6555689NJL2bx5c+bNm5dx48YlSbp165aRI0fm1ltvzfbt2/PMM8/kwQcfzHnnnZckGT16dFauXJlly5alsbExCxYsSI8ePXLaaae11W0DAAAAcIja7JXAPXv2ZMqUKdm4cWNOOumkfPazn82nP/3plEqlzJkzJ9/5zncyY8aM9OvXL7feemu6dn37sbALL7wwL7zwQj772c9m165dqa2tzTe+8Y3mz73xxhszbdq0nHPOOTnmmGNy1VVX5ayzzkqSnHzyyZk1a1ZuuOGGNDQ0ZNCgQZk9e3ZKpVJb3TYAAAAAh6hULpeLszFTgRVxD6uFi7ce6TEADmjiBcfYwwoAAHhXhd3DCgAAAADejWAFAAAAQKEIVgAAAAAUimAFAAAAQKFUFKx+/etfZ+7cuc1/nzt3bj7+8Y/nmmuuyfbtNtQFAAAA4PCpKFj9+Mc/TufOnZMkTz75ZH784x/nggsuSENDQ2bOnNmqAwIAAADQvlQUrF544YWMGDEiSfL444/nnHPOyaRJk/L1r389jzzySKsOCAAAAED7UlGw6tKlS/bu3ZskWbFiRYYNG5Yk6dSpU3bt2tV60wEAAADQ7hxVyUljxozJjBkz8h//43/MqlWrMmvWrCTJI488kgEDBrTqgAAAAAC0LxU9YfXNb34zH/3oR/P666/nBz/4QQYMGJC9e/fmd7/7XS6//PLWnhEAAACAdqSiJ6xWrVqVyZMnp1OnTs3HOnbsmG9961t5/fXXW204AAAAANqfip6wuvzyy7Nhw4b9jv/hD3/IhAkTDvtQAAAAALRfFQWrcrmcUqm03/GtW7fmrbfeOuxDAQAAANB+HfSVwL/9279NqVRKqVTK1Vdf3eKVwN27d+e5557LBRdc0OpDAgAAANB+HDRYjRgxIkmyYsWKDBkyJN27d29e69SpUyZMmJAxY8a07oQAAAAAtCsHDVaTJ09OkgwfPjxDhw5t8YQVAAAAALSGin4lcPjw4dm1a1eef/75bN++fb/1s88++7APBgAAAED7VFGwevjhhzNt2rR3jVWlUimrV68+7IMBAAAA0D5VFKxmzZqVSy65JBMnTszxxx/f2jMBAAAA0I51qOSkXbt25VOf+pRYBQAAAECrqyhY1dbW5vHHH2/tWQAAAACgslcCO3XqlNmzZ2fbtm3vuv7OrwkCAAAAwPtVUbBat25dTj/99Dz55JP7rZVKpcM+FAAAAADtV0XB6qc//WlrzwEAAAAASSrcwypJ3nrrrTz11FN54IEHsmPHjiTJmjVrsnXr1lYbDgAAAID2p6InrOrq6jJp0qRs2bIlTU1NWbx4cbp27Zo777wz+/bty8yZM1t7TgAAAADaiYqesLrhhhsyZsyYrFy5MkcffXTz8YsuuijLly9vteEAAAAAaH8qClb//u//ns985jPp2LFji+M9evTIhg0bWmUwAAAAANqnioLVcccdlz/+8Y/7HX/qqafSu3fvwz4UAAAAAO1XRcHq8ssvzw033JDHHnssSfLSSy/lzjvvzPe+97187nOfa9UBAQAAAGhfKtp0/Qtf+EK6du2aGTNm5K233spVV12VE088MV/72tdy2WWXtfaMAAAAALQjFQWrJPn0pz+dT3/609m5c2f27duXrl27tuZcAAAAALRTFQerd3Tu3Lk15gAAAACAJAcJVoMGDUqpVKroQ1avXn3YBgIAAACgfTtgsLrzzjuTJOVyOfPmzcugQYMyevTo5vVyuZyZM2dm7NixrT8lAAAAAO3GAYPV8OHDm//77/7u7zJ9+vT85V/+ZYtzvvzlL+f222/P5MmTW29CAAAAANqVDpWc1NjYmG3btu13vE+fPl4HBAAAAOCwqihYXXjhhZk5c2Zeeuml5mObNm3KvHnzMmDAgFYbDgAAAID2p6JfCZw2bVqmTZuW8ePHp3v37jnqqKOyZcuWDBw4MD/4wQ9ae0YAAAAA2pFSuVwuV3ryH/7wh7z44ot5880306dPn5x++umtOVuhbNy4I/v2Vfy/qtX17NktCxdvPdJjABzQxAuOyRtvbD/SYwAAAAXUoUMpPXp0PeB6RU9YvaNPnz7p06fP+x4KAAAAAA7koMHq8ssvzy233PKer/3NmjXrsA4FAAAAQPt10E3XTz755HToUNG+7AAAAABwWBzSHlbtmT2sAA6NPawAAIADea89rCp6fGr27Nn5/Oc/v9/xSZMmZe7cuX/+dAAAAADw/6koWC1atOhdg9Wll16aX/7yl4d9KAAAAADar4qCVUNDQwYOHLjf8ZNPPjlvvPHGYR8KAAAAgParomD1H/7Df8hvfvOb/Y7/+te/zoABAw73TAAAAAC0Y0dVctLXvva1/Nf/+l+zevXqfPjDH06pVMrTTz+dX/3qV5k3b15rzwgAAABAO1LRE1Yf/ehHc//996dTp075+c9/nvvvvz/lcjm33XZbamtrW3tGAAAAANqRip6w2rp1a/bs2ZNZs2alVCo1H6+rq8u2bdvSvXv3VhsQAAAAgPaloiesbrzxxsyZM6dFrEqSO++8MzNnzmyVwQAAAABonyoKVsuXL8/nP//5/Y5fcskleeyxxw77UAAAAAC0XxUFq8bGxhxzzDH7He/UqVN279592IcCAAAAoP2qKFgNHz48d9xxR/bu3dt8bN++fbnjjjsyZMiQVhsOAAAAgPanok3Xp0+fngkTJmTMmDEZPHhwSqVSnn322ezatSs/+9nPWntGAAAAANqRioJVv379smjRojzwwANZu3ZtyuVyzjnnnIwbNy7HHXdca88IAAAAQDtSUbBK3t6v6lOf+lSLY5s3b84999yTz33uc4d9MAAAAADap4qD1TsaGxvz8MMPZ9GiRVm+fHm6d+8uWAEAAABw2FS06fpbb72Vhx9+OFOmTMk555yTa665Jt27d89PfvKTPPbYY4f8pW+++WY+//nP57Of/WzzsaVLl2bs2LEZPHhwLrnkkqxZs6Z5bc+ePfn2t7+ds846K2eeeWauv/76Fr9O+OKLL+bSSy/NGWeckTFjxuShhx5q8X333ntvRo0alcGDB+eLX/xiGhoaDnlmAAAAANrGQYPVY489lmuuuSYjR47M9OnT061bt8ybNy/lcjlf+tKXMnLkyHToUFHzarZ3795cffXVeeutt5qPNTQ0ZOrUqbn22mvzxBNPZOzYsZkyZUrK5XKS5I477siqVauyaNGiLF68OHV1dbn99tubr58yZUpqa2vz5JNPZsaMGZk2bVpee+21JMmqVaty8803Z86cOVm+fHkGDBiQ6dOnH9LMAAAAALSdg9amiRMn5g9/+EO+//3v5/HHH8+NN96Yc84553194fXXX58BAwbk0ksvbT62dOnSjBgxIqNGjUqXLl0yYcKEbNiwIXV1dUmSxYsX58orr0yvXr3Sq1evXHHFFVmyZEmSZM2aNVm/fn0mTZqULl26pLa2NsOHD8/DDz+cJFmyZEkuuuiiDBkyJF27ds3kyZOzfPnybN269X3dBwAAAACt46DBaujQofk//+f/5I477sjPf/7z9x15vv/972ffvn35+7//+xbH6+vr06dPn+a/d+zYMX379k19ff27rtfU1GTdunXNa717927xpNf/v/6n1x5//PHp1q1bXn755fd1LwAAAAC0joNuun7vvffmtddey6JFi3LPPffkO9/5TkaOHJlSqdTilb5K3Hfffamvr8+cOXP2W2tqasoJJ5zQ4lhVVVV27tyZJNm1a1eqqqqa16qrq9PU1JRyuZympqZUV1fvd+3mzZubP/vd1t/57Er16NH1kM4HIOnZs9uRHgEAAPgAes9fCezdu3e+9KUv5Utf+lJefPHFPPjgg3nllVdy2WWXZeTIkTn//PPzyU9+8j2/aO3atXn00UczdOjQJMm+ffuyd+/eDB48OH/zN3/TYhP15O1I9U5oqqqqyp49e5rXmpqaUlVVlVKplOrq6oNeW11d3eLad9Y7d+78njP/qY0bd2TfvvIhXdOa/CMQ+CB4443tR3oEAACggDp0KB304aBD2jF94MCBmTJlSn71q1/l7rvvzoABA/Lf//t/r+jab37zm3nmmWea/9xwww358Ic/nGeeeSY1NTVZu3Zt87l79+7NK6+8kpqamiTJgAED8sILLzSv19fXp3///kn+3+t/fxql6uvrm6+tqalpce2mTZuybdu29OvX71BuHQAAAIA2cmg/8fcnhgwZkmuuuSa/+c1v3vcQo0ePzsqVK7Ns2bI0NjZmwYIF6dGjR0477bQkybhx47Jw4cI0NDRk/fr1ue2223LeeeclSU455ZT07Nkz8+fPT2NjYx599NGsWLEiY8aMSZKce+65efDBB7Nq1ars2LEjt956a0aMGJFjjz32fc8NAAAAwOH3nq8EvpdSqfS+hzj55JMza9as3HDDDWloaMigQYMye/bs5s++4oor8uqrr2b8+PEpl8s5//zzM3HixObvnz17dq677rrMnz8/J554Ym666ab07ds3STJs2LB89atfzVVXXZUtW7Zk2LBhmTVr1vueGQAAAIDWUSqXy8XZmKnAiriH1cLF7+9XGwFa08QLjrGHFQAA8K4O6x5WAAAAANDaDhis7rjjjvzhD39oy1kAAAAA4MDB6uabb87u3buTJKeddlpee+21NhsKAAAAgPbrgMGqZ8+eefbZZ5Mk5XL5sGyuDgAAAADv5YC/Evj1r38906dPz/e+972USqWMHj36gB+yevXqVhkOAAAAgPbngMHq/PPPT21tbV566aX8zd/8TW6++eaccMIJbTkbAAAAAO3QAYNVknTt2jVDhgzJv/7rv+Yv/uIv0qGDHxUEAAAAoHUdNFi94+STT85zzz2Xf/zHf8yLL76YJBk4cGC++MUv5vTTT2/VAQEAAGQZhZgAACAASURBVABoXyp6ZGrJkiX5zGc+kw4dOuSTn/xkPvnJT6ZDhw659NJLs3jx4taeEQAAAIB2pKInrGbPnp1vfvObueyyy1ocHzJkSGbPnp0LLrigVYYDAAAAoP2p6AmrV199NcOHD9/v+Nlnn53XXnvtsA8FAAAAQPtVUbAaOHBg/vVf/3W/4//rf/2vfOhDHzrsQwEAAADQflX0SuDUqVMzadKkLF++vHmT9WeffTarVq3KvHnzWnVAAAAAANqXip6wOuecc/KrX/0qQ4cOze9///v8/ve/z4c//OE89NBDOeecc1p7RgAAAADakYqesEqSk046KVdffXVrzgIAAAAAlT1hBQAAAABtRbACAAAAoFAEKwAAAAAKpaJgtXv37taeAwAAAACSVBishg0blrq6utaeBQAAAAAqC1YnnXRSSqVSa88CAAAAAJUFq4svvjh33XVXa88CAAAAADmqkpMeeeSR/O53v8tLL72UDh32b1x33nnnYR8MAAAAgPapomD1kY98JB/5yEdaexYAAAAAqCxYTZ48ubXnAAAAAIAkFe5hlSRr167Nj370o1x33XXZsGFDkuT+++/P888/32rDAQAAAND+VBSsHnrooVx88cX53e9+l/vvvz/bt29Pkvzxj3/MLbfc0qoDAgAAANC+VBSs5s6dm+uvvz4/+clP0rFjx+bjH/vYx/LMM8+02nAAAAAAtD8VBavf//73+fCHP7zf8Y4dO6axsfGwDwUAAABA+1VRsPrQhz6Up59+er/jDzzwQAYNGnTYhwIAAACg/aroVwK//vWv5ytf+UpeeeWV7Nu3L//zf/7PvPjii/nNb36T+fPnt/aMAAAAALQjFT1h9ZGPfCT/9E//lA0bNuTUU0/NI488kqqqqtx333356Ec/2tozAgAAANCOVPSEVZIMHDgwM2fObM1ZAAAAAKDyYPVv//ZveeCBB/Lqq6+mXC7njDPOyGWXXZbjjjuuNecDAAAAoJ2p6JXA2267LZdddlleffXVDBw4MP369ctjjz2WsWPH5re//W1rzwgAAABAO1LRE1YLFizId77znVx88cUtjt9yyy359re/nV/+8petMhwAAAAA7U9FT1jt27cvp59++n7HL7zwwqxbt+5wzwQAAABAO1ZRsBo/fnyWLVu23/FNmzblL/7iLw77UAAAAAC0Xwd8JfCaa65p/u+tW7fml7/85X5PU9XV1aVDh4qaFwAAAABUpKI9rI455piMGzduv+OnnnrqYR8IAAAAgPbtgMFq1qxZbTkHAAAAACSpcA8rAAAAAGgrFb0SWFdXl5kzZ+bf//3f09jYuN/66tWrD/tgAAAAALRPFQWrqVOn5qSTTsqsWbPSvXv3lEql1p4LAAAAgHaqomC1bt26/OAHP8hf/uVftvY8AAAAALRzFe1hNXTo0NTV1bX2LAAAAABQ2RNW3/jGNzJp0qTs2bPnXdc/8YlPHNahAAAAAGi/KgpW//t//++sX78+N910U7p169ZirVQqCVYAAAAAHDYVBav/8T/+R2bMmJFLL720tecBAAAAoJ2raA+rbt265cwzz2ztWQAAAACgsmB10UUX5Z//+Z9bexYAAAAAqOyVwOXLl+eZZ57J6tWrUyqV9lu/8847D/tgAAAAALRPFQWr2tra1NbWtvYsAAAAAFBZsJo8eXJrzwEAAAAASSrcwwoAAAAA2kpFT1gNGjToXfeuesfq1asP20AAAAAAtG8VBat321R93759ue666/KZz3zmsA8FAAAAQPtVUbAaPnz4ux6fOnVq7r777kycOPGwDgUAAABA+/W+9rDq379/nnnmmcM1CwAAAABU9oTVypUrW/y9XC5n27Zt+dnPfpYBAwa0ymAAAAAAtE8VBau//du/3e9Yly5dMmTIkHz3u9+t+MvmzJmTRYsW5Y9//GO6dOmS0aNHZ9q0aencuXOWLl2a7373u2loaMigQYNy00035ZRTTkmS7NmzJzfddFMeeOCBlMvljB8/Ptddd12OPvroJMmLL76Y6dOn59lnn02vXr3y93//9znvvPOav/fee+/NvHnzsmnTppx11lmZNWtWTjrppIrnBgAAAKDtVPRK4PPPP7/fn9/+9rf5x3/8xwwcOLDiL+vfv39+9KMf5amnnsovfvGLPPPMM/mXf/mXNDQ0ZOrUqbn22mvzxBNPZOzYsZkyZUrK5XKS5I477siqVauyaNGiLF68OHV1dbn99tubP3fKlCmpra3Nk08+mRkzZmTatGl57bXXkiSrVq3KzTffnDlz5mT58uUZMGBApk+ffij/jwAAAABoQ+9rD6tDddFFF2XgwIE56qijsnXr1rz11ls57bTTsnTp0owYMSKjRo1Kly5dMmHChGzYsCF1dXVJksWLF+fKK69Mr1690qtXr1xxxRVZsmRJkmTNmjVZv359Jk2alC5duqS2tjbDhw/Pww8/nCRZsmRJLrroogwZMiRdu3bN5MmTs3z58mzdurUtbx0AAACACh30lcBrrrnmPT+gVCpl5syZFX/h3r17M2TIkJRKpUyfPj1nnXVWlixZkj59+jSf07Fjx/Tt2zf19fUZNGhQ6uvrW6zX1NRk3bp1SZL6+vr07t07HTp0OOD6X/3VXzWvHX/88enWrVtefvnlDBkypOK5AQAAAGgbFe1h9W42b96cZcuWJckhBauOHTvm2Wefzbp16zJ58uR07949TU1NOeGEE1qcV1VVlZ07dyZJdu3alaqqqua16urqNDU1pVwup6mpKdXV1ftdu3nz5iQ54Po7n12pHj26HtL5ACQ9e3Y70iMAAAAfQAcNVrNmzdrv2JYtW7Jw4cI89NBDOeuss/LlL3/5kL+0VCplwIABufjii/OrX/0qPXv2zO7du1ucs2vXrubQVFVVlT179jSvNTU1paqqKqVSKdXV1Qe9trq6usW176x37tz5kGbeuHFH9u0rH9I1rck/AoEPgjfe2H6kRwAAAAqoQ4fSQR8OqngPqy1btuTmm2/O6NGj82//9m+ZN29efvrTn2b48OF/9nCNjY05+uijU1NTk7Vr1zYf37t3b1555ZXU1NQkSQYMGJAXXniheb2+vj79+/dP8v9e//vTKFVfX998bU1NTYtrN23alG3btqVfv35/9twAAAAAtJ73DFZbtmzJD3/4w4wePTpPPfVUfvSjH+WnP/1pi32hKrFjx4584xvfyOrVq/PWW2/lqaeeys9+9rOMHz8+o0ePzsqVK7Ns2bI0NjZmwYIF6dGjR0477bQkybhx47Jw4cI0NDRk/fr1ue2223LeeeclSU455ZT07Nkz8+fPT2NjYx599NGsWLEiY8aMSZKce+65efDBB7Nq1ars2LEjt956a0aMGJFjjz32UP9fAQAAANAGDvpK4C233JK77rorp556aubOnZtzzjnnz/6iTp06Zffu3bnyyiuzefPm9OnTJ1OnTs3o0aOTvP364Q033JCGhoYMGjQos2fPTqlUSpJcccUVefXVVzN+/PiUy+Wcf/75mThxYpK3Xy+cPXt2rrvuusyfPz8nnnhibrrppvTt2zdJMmzYsHz1q1/NVVddlS1btmTYsGHv+qojAAAAAMVQKpfLB9yYadCgQRk2bNh7hqrJkycf9sGKpoh7WC1cvPVIjwFwQBMvOMYeVgAAwLt6rz2sDvqE1dlnn50kefLJJw94zjtPQQEAAADA4XDQYPXTn/60reYAAAAAgCSH8CuBAAAAANAWBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACqXNgtX8+fNz/vnnZ+jQofnrv/7r3HbbbS3Wf/vb3+bjH/94zjjjjFx44YVZsWJFi/W5c+dm5MiRGTp0aL7yla9k+/btzWuvv/56Jk6cmCFDhqS2tjZ33XVXi2uXLl2asWPHZvDgwbnkkkuyZs2a1rtRAAAAAN6XNgtWpVIp3/3ud7NixYrMnz8/t99+e5YtW5YkaWpqyuTJk/OFL3whK1asyMSJE/PlL385jY2NSZIlS5bk/vvvz913351f//rX2bdvX77//e83f/a1116b3r175/HHH88//MM/ZO7cuXn66aeTJA0NDZk6dWquvfbaPPHEExk7dmymTJmScrncVrcOAAAAwCFos2D1X/7Lf8mQIUPSqVOnnHrqqTnrrLPy/PPPJ0meeOKJ9OzZM5/61KfSuXPnfOITn8iJJ56Y5cuXJ3k7WF1++eX50Ic+lOOOOy5XXnllHnrooSTJ9u3b89hjj+VrX/taunXrlsGDB2f8+PFZsmRJkrefrhoxYkRGjRqVLl26ZMKECdmwYUPq6ura6tYBAAAAOARHZA+rvXv35tlnn83AgQOTJPX19enTp0+Lc2pqarJu3bp3Xa+pqcnWrVuzadOmvPzyy+ncuXOOPfbYiq7t2LFj+vbtm/r6+la6OwAAAADej6OOxJf+4Ac/yPHHH5+PfexjSd5+JbC6urrFOVVVVdm5c2fzelVVVfPaO+c2NjZm165dLdbe7doTTjjhgOuV6tGj6yGdD0DSs2e3Iz0CAADwAdTmwWrBggVZunRp7r777hx11NtfX11dnd27d7c4b9euXc1hqrq6Onv27Glea2pqSpJ07tw5VVVVLdbe7dqDfXalNm7ckX37irPvlX8EAh8Eb7yx/b1PAgAA2p0OHUoHfTioTV8JvPnmm/OLX/wid911V0488cTm4zU1NVm7dm2Lc+vr61NTU9O8/sILL7RY69atW3r06JH+/ftn27Zt2bBhQ4v1/v37v+tn7927N6+88krzZwMAAABQLG0WrP7u7/4uTz/9dO6555706tWrxdqIESOycePG3Hfffdm5c2d+/vOf5/XXX8/IkSOTJOPGjcs999yTl156KZs3b868efMybty4JEm3bt0ycuTI3Hrrrdm+fXueeeaZPPjggznvvPOSJKNHj87KlSuzbNmyNDY2ZsGCBenRo0dOO+20trp1AAAAAA5BqVwut8l7bqeeemo6duy43/HnnnsuSbJixYp85zvfybp169KvX79cf/31+au/+qvm82655Zbce++92bVrV2prazNz5sx07949SfLHP/4x06ZNy1NPPZVjjjkmX/rSl/Kf//N/br52yZIl+eEPf5iGhoYMGjQoN954YwYNGnRI8xfxlcCFi7ce6TEADmjiBcd4JRAAAHhX7/VKYJsFqw86wQrg0AhWAADAgRRqDysAAAAAeC+CFQAAAACFIlgBAAAAUCiCFQAAAACFIlgBAAAAUCiCFQAAAACFIlgBAAAAUCiCFQAAAACFIlgB8H/bu/cgr+r7/uOvFVDArIhoJMQIonEVucTCgmiAyEWIiDAhpCoqMYqYBkilJiUOXmocx/wUUUtTa6yFyqoTDWkmIBhCqhWi4DqoWIMiIpd4Fw0ggtx+fzh8JysXscruAR6Pv5zzOefs+6wzX5Yn55wFAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEKAAAAgEKp9WC1du3a/PSnP80VV1xRY/tTTz2VAQMGpG3btjnrrLMyf/78GusTJ05M165d87WvfS2jR4/OmjVrSmtvvvlmLrnkkrRv3z7dunXLlClTahz7+9//Pn369Em7du0yZMiQvPjii3vuAgEAAAD4TGo1WP3ud79L586dU1VVVWP7Bx98kJEjR+a73/1u5s+fn0suuSSjRo3K+++/nySZMWNGpk6dmqqqqvz3f/93tmzZkptuuql0/Lhx49KiRYvMnTs3P//5zzNx4sQsWLAgSfL666/nxz/+ccaNG5cnnngiffr0yQ9/+MNs3bq19i4cAAAAgN1Wq8HqjDPOyPPPP58f/OAHNbY/8cQTOeKIIzJ48OA0btw4gwYNyhe/+MU8/vjjST4KVhdeeGFat26dpk2b5rLLLsvMmTOTJGvWrMmcOXMyZsyYlJeXp127dunfv39mzJiR5KO7q7p06ZIePXrk4IMPzsUXX5y33347L7zwQm1eOgAAAAC7qRDvsFq6dGmOOuqoGttatWqVV155ZYfrrVq1yl/+8pesWrUqy5YtS+PGjXPooYfu1rH16tXLV77ylSxdunTPXRAAAAAA/2f163qA5KNHAhs1alRjW8OGDbNu3brSesOGDUtr2/Z9//33s379+hprOzr28MMP3+n67mrW7Aufan8AkiOOKK/rEQAAgL1QIYJVo0aNsnHjxhrb1q9fXwpTjRo1yqZNm0prH3zwQZKkcePGadiwYY21HR27q3PvrnfeWZstW4rz3it/CQT2Bm+9teaTdwIAAPY7BxxQtsubgwrxSGCrVq3y0ksv1di2dOnStGrVqrS+ePHiGmvl5eVp1qxZWrZsmdWrV+ftt9+usd6yZcsdnnvz5s1Zvnx56dwAAAAAFEshglWXLl3yzjvv5MEHH8y6devy61//Om+++Wa6du2aJOnbt2/uvffevPzyy3n33Xfzr//6r+nbt2+SpLy8PF27ds3tt9+eNWvWZOHChZk2bVr69euXJOnZs2eefPLJPProo3n//fdz5513plmzZjnxxBPr7HoBAAAA2LmyrVu31tpzbn/4wx/yk5/8JOvXr8+WLVvSuHHjXH755TnnnHMyf/78XHfddXnllVdy9NFH5+qrr84pp5xSOnbChAm5//77s379+nTr1i033HBDDjnkkCTJa6+9liuvvDLV1dVp0qRJhg8fnmHDhpWOnTFjRsaPH5/XX389J5xwQq6//vqccMIJn2r2Ij4SeNdDf6nrMQB26pIzm3gkEAAA2KFPeiSwVoPV3kywAvh0BCsAAGBn9op3WAEAAADANoIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKIIVAAAAAIUiWAEAAABQKPXregAA2J81bdo49evXq+sxAHZq06bNeffddXU9BgD7GcEKAOpQ/fr18vKSJXU9BsBOtT722LoeAYD9kEcCAQAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACgUwQoAAACAQhGsAAAAACiU+nU9AAAAwN7usEMbpl6DBnU9BsBObd64MaveW1/XY+w2wQoAAOAzqtegQV6d/P/qegyAnWox7MdJ9p5g5ZFAAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAApFsAIAAACgUAQrAAAAAAplvwlWb775Zi655JK0b98+3bp1y5QpU+p6JAAAAAB2oH5dD1Bbxo0blxYtWmTu3Ll55ZVXMnz48Jx00kk5+eST63o0AAAAAP7KfhGs1qxZkzlz5uSPf/xjysvL065du/Tv3z8zZswQrAAAAAAKZr8IVsuWLUvjxo1z6KGHlra1atUqjz322G6f44ADyvbEaJ/JFxoVbyaAv1bEz84iql9/v/jjGNiL+TzfPfUOPqSuRwDYpSJ9nn/SLPvFT8jr169Pw4YNa2xr2LBh1q1bt9vnaNr04M97rM/snNP9gQgUW7NmX6jrEfYKR7dsWdcjAOySz/Pdc+S3L6vrEQB2aW/6PN8vXrresGHDbNq0qca29evXp1GjRnU0EQAAAAA7s18Eq5YtW2b16tV5++23S9uWLl2alv5FGwAAAKBw9otgVV5enq5du+b222/PmjVrsnDhwkybNi39+vWr69EAAAAA+JiyrVu3bq3rIWrDa6+9liuvvDLV1dVp0qRJhg8fnmHDhtX1WAAAAAB8zH4TrAAAAADYO+wXjwQCAAAAsPcQrAAAAAAoFMEKAAAAgEIRrAAAAAAoFMEK9kGjR4/Oddddt932J554Il27ds0VV1yRioqKPPnkkzXWR40alYqKiixbtqy0bdmyZfmHf/iHdO3aNR06dEjfvn3z05/+NG+99dYevw4APvLyyy+nTZs2qaioSJs2bfLoo4/mggsuSJs2bbJixYoa+37rW99KRUVFNm3aVNr23HPP5bLLLktlZWVOPvnkDBgwIOPHj8/atWtr+1IA9lsf/zk7SR544IFccMEFSZKVK1emoqIiXbp0qfH5PGHChIwdO3an51mxYkW6deuW//qv/9rDVwC1S7CCfdDZZ5+dmTNnZvPmzTW2P/TQQznzzDNTv379fPnLX84vfvGL0tqKFSuyaNGiGvuvWLEi3/nOd/KlL30pU6dOzVNPPZXx48dn1apVeeaZZ2rlWgBIWrduneeffz5JMmPGjPTo0SNJ0rx589x9992l/ebPn5/33nuvxrFPP/10hg0blsrKysycOTPz5s3L1Vdfnf/93//dLnYBUPfatm2bSZMm7da+77zzTi6++OJcfPHFGTRo0J4dDGqZYAX7oO7du2fTpk354x//WNq2cePGPPzwwxkwYECS5Jvf/GYWLVqUF198MUnyn//5n7nwwgtrnOe2227LGWeckSuuuCJf+tKXUr9+/bRt2zYTJkxI9+7da++CANihc845Jw899FBWrVqVJJk0aVIuuuiiGvv87Gc/y/Dhw3PxxRenWbNmOfDAA1NZWZl///d/z3HHHVcXYwOwC6NHj87kyZPzl7/8ZZf7rV27NsOHD0///v3z3e9+t3aGg1okWME+6MADD0y/fv0yffr00ra5c+emvLw8X/va15Ik9evXz/nnn5+77rora9asyezZszN48OAa53n88cfTu3fvnX4NAOpW06ZN069fv9xzzz1ZtmxZli9fnm984xul9Q8++CBPP/30Dj/Ly8rK0qBBg1qcFoDdcdJJJ6Vz58417qD9uI0bN2bkyJHp0KFDfvjDH9bidFB7BCvYRw0YMCCzZs3Khg0bkiTTpk3LWWedVWOfc889N48++mhuu+22nH322WncuHGN9ffeey/NmzevtZkB+PQuuuii3H///bnjjjsybNiwlJWVldZWr16dLVu2+CwH2MuMGjUqU6ZMKd1B+3Hjxo3LvHnzMmTIkFqeDGqPYAX7qE6dOuWQQw7JI488kvXr12f27NmlxwG3KS8vz6BBg/LLX/6y9LLHv9akSZO8+uqrtTUyAP8HrVq1SseOHfPYY49l4MCBNdbKy8tTVlbmsxygAOrVq5etW7fW2LZx48YcdNBB2+17wgkn5Otf/3ruuuuuHZ6rQ4cOGTZsWC677LK88cYbe2ReqGv163oAYM8oKytL//79M3369GzevDmtWrXKscceu91+3/ve93LiiSemWbNm26116dIl06ZNy+mnn77d2pYtW3LAAZo3QBGMHj06K1eu3O5x7caNG6d9+/aZPn16jj/++O2O81kOUHuOOOKIrFixIq1atSptW758eY466qgd7j9q1KgMGTIk/fv3327tvPPOy9FHH51XX301I0aMSFVVVQ4++OA9NTrUCT+hwD5swIABeeSRR/LLX/5yu7urtjnyyCN3+htFRo0alUceeSQ33nhjXn/99WzevDkvvvhixo0bl+rq6j05OgCfwvHHH5+ePXvucO1HP/pRJk2alDvvvDPvvPNONm7cmGeffTY/+MEP3HkFUIsGDBiQm2++OUuWLMmHH36YOXPm5Fe/+lV69eq1w/2PO+649OrVK7/5zW92uF5WVpabbropDRs2zJgxY7b7DeGwtxOsYB9WUVGRli1bZt68eTv8l5lP0rp169x///1Zvnx5zj777HTo0CGjRo1KkyZNUlFRvBy7IQAACkFJREFUsQcmBmBHXn755bRp0ybJR7/l9dFHH93tYysrK3P33Xfn8ccfT58+fdKxY8eMGzcubdq0yRe/+MU9NTIAHzN69OicfvrpGT58eCorK3PjjTfmqquuSrdu3XZ6zMiRI3cZog466KD8/Oc/z9KlS3P99dfvibGhzpRt/fhDtAAAAABQh9xhBQAAAEChCFYAAAAAFIpgBQAAAEChCFYAAAAAFIpgBQAAAEChCFYAAAAAFIpgBQCwB1RUVGTevHl1PcYeM3Xq1PTs2bOuxwAA9lGCFQCwz/if//mfnHTSSVm3bl1p2zPPPJOKiorMnj27xr5du3bNww8//Jm/5rx581JRUfGZz/NZrF27NuPHj88ZZ5yRtm3bpnv37hkxYkRmzZpVazNccMEFGTt2bJJk5cqVqaioyMqVK2vsU1FRkalTp9baTADA3qt+XQ8AAPB56dixY5JkwYIFOe2005Ik1dXVadCgQaqrq9OrV68kyZIlS/Luu++msrKyzmb9vHzwwQc5//zzU1ZWljFjxuSrX/1q3n333cycOTPXXntt+vTpUytz3HLLLalXr94u95k9e3aaNm1aK/MAAHs3d1gBAPuMgw8+OO3atcuTTz5Z2lZdXZ0BAwakurq6tO2pp57KV7/61Rx22GFJPoo+V199dbp06ZIuXbpkzJgxeffdd0v7f+9730vXrl3Trl279O7dO5MnTy6tXXjhhUk+unuooqIi//zP/1xae/7553PRRRelY8eO+da3vpWXXnqptLZ58+ZMmDAhX//619OxY8cMHz48f/7zn0vrPXv2zG233ZbRo0enU6dO+fGPf7zDa7777ruzZs2a3HPPPenXr1+OPfbYdOrUKePGjcu9995b2m/69Onp27dv2rZtm4EDB+aJJ54orU2dOjU9evTI5MmT069fv3Tq1ClXXnllNm3aVNpn1apVGTVqVNq3b58ePXrkgQceqDHHmDFjUlVVVeN70qtXr1RUVJTuvOrVq1eee+65z22mKVOmpG/fvunQoUPOPPPM/Nu//dsOv0cAwN5HsAIA9ildunQpxamtW7dmwYIFufTSS/OnP/2p9KhgdXV1OnfuXDrmmmuuycqVK3PnnXfmrrvuyltvvZV/+qd/Kq23a9cut956a37zm99kxIgR+dnPflaKK7fcckuSj+4emj17doYNG1Y6rqqqKueee26qqqpyyCGH5Prrry+tTZw4MY899lhuueWWVFVVpVGjRrn88strXEtVVVW6d++eBx98MCNHjtzh9c6cOTODBw/OF77whe3WWrZsmSR59tlnM3bs2Fx44YX51a9+lT59+mTEiBF54403Svu+/vrrWbBgQW666aaMHz8+M2bMyPTp00vr3//+97Nu3bpMmTIl//Iv/5IWLVrs9P/Btu9JVVVVZs+evcPY9llnmjNnTiZMmJCxY8fmgQceyKWXXppFixbtdCYAYO/ikUAAYJ/SuXPn/Md//Ec+/PDDLFu2LM2aNcsxxxyTY445Jk8//XROPfXUVFdX5x//8R+TfPS+pZkzZ2bu3LkpLy9PklxxxRU577zzsnnz5tSrV69GSGrdunXuu+++LFiwIKecckoOP/zwJMlRRx213SzXX399TjnllCTJ3/7t32bcuHFJkg0bNuTuu+/O1KlTc+yxxyZJrr766px22mn585//nC9/+ctJkh/96Ef59re/vcvrXbZsWekcOzN58uScddZZGTp0aJKP7gZ7/PHHc++995aurUWLFrn11ltLx1RWVmbhwoUZOHBg5s+fn0WLFuWRRx4pPdJ32mmnZcGCBTv8etu+J82bN9/h9+XzmGnRokU54ogj0r1799SrVy/HH398Bg0atMvvAwCw9xCsAIB9yt/8zd9ky5YtefbZZ7N48eLSe60qKytTXV2d1q1b59VXXy29v2rx4sXZsGFDTj311NI5tm7dmk2bNuWtt95K8+bNM3v27EyfPj0LFy7M6tWrs3r16px++umfOEtZWVnpv5s2bZq1a9cm+SgyrV+/foeB5bXXXisFq096J9Q2DRs23OX6kiVLMnjw4Brb2rZtmyVLluxw1o/Pu3jx4hxzzDGf6/unPutMPXv2zJ133plvfvObOe2001JZWZnevXvnwAMP/NxmBADqjmAFAOxTGjVqlPbt2+fJJ5/MSy+9lO7duydJOnXqlPvuuy+tW7eu8f6qzZs3p3HjxnnwwQe3O1ezZs0ya9asXH755Tn//PNzzTXXpGnTprnmmms+9Vx/HV+2bNmS5KNH5g4++OAa++3qUbsd+cpXvpJFixalR48en3qmXfnreTds2JD69ev+x8a/nql169aZOXNmZsyYkaeeeirXXntt7rvvvtxzzz11OCEA8Hmp+588AAA+Z9veY7VkyZKMGTMmyUd3WP3kJz/J0UcfXeP9Vccdd1zWrVuXDz/8MCeeeOJ255o7d26+8Y1vlF4cnnwUxbY56KCDkiQffvjhbt/d07JlyzRo0CBvvvlmevfu/X+6xm169+6dSZMm5ZxzzkmTJk1qrL3xxhs58sgj07p16yxcuLDG2nPPPZdOnTrt1tc46qijsnz58mzcuDENGjT4xP23fU82bty4030+60ybNm3KYYcdlqFDh2bo0KGprq7O0KFDs2rVqlKMBAD2Xl66DgDsc7p06ZJ58+YlSenxuiOOOCLNmzfPtGnTagSrVq1apW/fvvn7v//7/OEPf8jLL7+c3//+9/m7v/u70vrChQtTXV2d5557LrfffnueeeaZ0vFHH3106tevn0mTJuX555/P4sWLP3G+Ro0a5YILLsi1116badOmZcmSJZkzZ05GjhyZ1atXf6prveSSS3LooYdmyJAh+e1vf5uXXnopTz/9dG677bacc845SZJhw4bloYceSlVVVV544YVMnDgxCxcuzLnnnrtbX6N79+454IADcuONN2bRokX57W9/m4kTJ+50/8MPPzxNmjRJVVVVFi1aVOM3A27zWWf6xS9+keuuuy7PPPNMlixZklmzZqVFixaf62OLAEDdEawAgH3OySefnLKystL7q7aprKzMhg0bSu+v2uaGG27IqaeemquuuioDBw7MzTffnBNOOCFJct5556Vz584ZPnx4vv/972fDhg2pqKgoHXvYYYdl7NixmTRpUoYOHZr58+fv1oxjxozJ4MGDc/PNN2fgwIG55pprcuSRR9a4e2t3lJeX5/7770+PHj0yYcKEDBo0KCNGjMif/vSnXHXVVUmSDh065IYbbsjkyZMzePDg/O53v8sdd9yR5s2b79bXaNiwYW699dbMmTMn5557bn7961/v8s6wsrKyXHfddZk1a1a+853v5OGHH95un88606mnnppXXnkll156aYYMGZIXXnghd9xxx3bvvQIA9k5lW7du3VrXQwAAAADANu6wAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQBCsAAAAACkWwAgAAAKBQ/j/bqSvg5Z5drAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plotting accidents on countplot based on Weather Conditions\n", "\n", "sb.set(style=\"darkgrid\", font = \"Verdana\", font_scale = 1.1)\n", "f,axes = plt.subplots(1,1,figsize = (20,10))\n", "Phase_plot = sb.countplot(weather[\"Weather.Condition\"], order = weather_counts.index, palette = \"coolwarm\")\n", "Phase_plot.set(xlabel = \"Weather Conditions\", ylabel = \"Number of Accidents\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2) PLOTTING INCIDENTS ON INTERACTIVE WORLD MAP" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "import plotly.graph_objs as go \n", "import plotly.offline as py" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Substantial 60838\n", "Destroyed 18046\n", "Unknown 2709\n", "Minor 2662\n", "Name: Aircraft.Damage, dtype: int64" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Replace null values in data\n", "aviation_data = aviation_data.replace(np.nan, \"Unknown\")\n", "\n", "#Investigate aircraft damage\n", "\n", "aviation_data[\"Aircraft.Damage\"].value_counts()" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "#Replace null values in data\n", "aviation_data = aviation_data.replace(np.nan, \"Unknown\")\n", "\n", "#Assigning variables for different damages to aircraft\n", "\n", "minor_damage = aviation_data[aviation_data[\"Aircraft.Damage\"] == \"Minor\"]\n", "sub_damage = aviation_data[aviation_data[\"Aircraft.Damage\"] == \"Substantial\"]\n", "dest_damage = aviation_data[aviation_data[\"Aircraft.Damage\"] == \"Destroyed\"]\n", "unk_damage = aviation_data[aviation_data[\"Aircraft.Damage\"] == \"Unknown\"]\n" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Create Figure object \n", "fig = go.Figure()\n", "\n", "#Create function to take data , marker name and color to plot Aircraft Damage on map\n", "def plot_air_dmg(data , marker_name , color):\n", " fig.add_trace(go.Scattergeo(\n", " lon = data[\"Longitude\"] , \n", " lat = data[\"Latitude\"] ,\n", " text = data[\"Aircraft.Damage\"] , \n", " mode = \"markers\" , \n", " marker_color = color , \n", " name = marker_name,\n", " opacity = 0.7\n", " ))\n", "\n", "#Use function to plot Aircraft Damage of different categories \n", "plot_air_dmg(minor_damage ,\"Minor Damage\" , \"green\")\n", "plot_air_dmg(sub_damage , \"Substantial Damage\" , \"purple\")\n", "plot_air_dmg(dest_damage , \"Destroyed\" , \"tomato\")\n", "plot_air_dmg(unk_damage , \"Unknown\" , \"yellow\")\n", " \n", "#Display figure \n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3) PREDICTING THE TOTAL NUMBER OF ACCIDENTS IN THE INPUT YEAR AND THEIR DISTRUBITION ON THE BASIS OF THE AIRCRAFT MAKE" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Cessna 26070\n", "Piper 14229\n", "Beech 5148\n", "Bell 2598\n", "Boeing 2349\n", " ... \n", "Malkin Roy K 1\n", "Keithley Thomas E 1\n", "Quicksilver Mfg 1\n", "Evarts Aviation Inc. 1\n", "Germany Wetherell 1\n", "Name: Make, Length: 7190, dtype: int64" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Clean 'Make' column to have no duplicates \n", "aviation_data['Make'] = aviation_data['Make'].str.title()\n", "#Verify that there are no duplicates\n", "aviation_data['Make'].value_counts()" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Please enter a year after 1988: 2000\n" ] }, { "data": { "text/html": [ "
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Event.IdInvestigation.TypeAccident.NumberEvent.DateLocationCountryLatitudeLongitudeAirport.CodeAirport.Name...Purpose.of.FlightAir.CarrierTotal.Fatal.InjuriesTotal.Serious.InjuriesTotal.Minor.InjuriesTotal.UninjuredWeather.ConditionBroad.Phase.of.FlightReport.StatusPublication.Date
4535720001207X05048AccidentMIA96FA05131/12/1995EAST NAPLES, FLUnited StatesUnknownUnknownMKYMARCO ISLAND...Executive/CorporateUnknown2000IMCAPPROACHProbable Cause8/1/1997
4535820001207X05076AccidentNYC96LA04630/12/1995WILDWOOD, NJUnited StatesUnknownUnknownWWDWILDWOOD/CAPE MAY...InstructionalUnknown0001VMCTAKEOFFProbable Cause22/6/1996
4535920001207X05060AccidentMIA96LA05230/12/1995EASTOVER, SCUnited StatesUnknownUnknownUnknownUnknown...PersonalUnknown0010VMCCRUISEProbable Cause25/11/1996
4536020001207X05039AccidentLAX96LA09030/12/1995HONOLULU, HIUnited StatesUnknownUnknownUnknownUnknown...UnknownMAHALO AIR01023VMCDESCENTProbable Cause6/6/1996
4536120001207X05038AccidentLAX96LA08930/12/1995LUCERNE VALLEY, CAUnited StatesUnknownUnknownUnknownUnknown...UnknownUnknown0003VMCLANDINGProbable Cause31/7/1996
\n", "

5 rows × 31 columns

\n", "
" ], "text/plain": [ " Event.Id Investigation.Type Accident.Number Event.Date \\\n", "45357 20001207X05048 Accident MIA96FA051 31/12/1995 \n", "45358 20001207X05076 Accident NYC96LA046 30/12/1995 \n", "45359 20001207X05060 Accident MIA96LA052 30/12/1995 \n", "45360 20001207X05039 Accident LAX96LA090 30/12/1995 \n", "45361 20001207X05038 Accident LAX96LA089 30/12/1995 \n", "\n", " Location Country Latitude Longitude Airport.Code \\\n", "45357 EAST NAPLES, FL United States Unknown Unknown MKY \n", "45358 WILDWOOD, NJ United States Unknown Unknown WWD \n", "45359 EASTOVER, SC United States Unknown Unknown Unknown \n", "45360 HONOLULU, HI United States Unknown Unknown Unknown \n", "45361 LUCERNE VALLEY, CA United States Unknown Unknown Unknown \n", "\n", " Airport.Name ... Purpose.of.Flight Air.Carrier \\\n", "45357 MARCO ISLAND ... Executive/Corporate Unknown \n", "45358 WILDWOOD/CAPE MAY ... Instructional Unknown \n", "45359 Unknown ... Personal Unknown \n", "45360 Unknown ... Unknown MAHALO AIR \n", "45361 Unknown ... Unknown Unknown \n", "\n", " Total.Fatal.Injuries Total.Serious.Injuries Total.Minor.Injuries \\\n", "45357 2 0 0 \n", "45358 0 0 0 \n", "45359 0 0 1 \n", "45360 0 1 0 \n", "45361 0 0 0 \n", "\n", " Total.Uninjured Weather.Condition Broad.Phase.of.Flight Report.Status \\\n", "45357 0 IMC APPROACH Probable Cause \n", "45358 1 VMC TAKEOFF Probable Cause \n", "45359 0 VMC CRUISE Probable Cause \n", "45360 23 VMC DESCENT Probable Cause \n", "45361 3 VMC LANDING Probable Cause \n", "\n", " Publication.Date \n", "45357 8/1/1997 \n", "45358 22/6/1996 \n", "45359 25/11/1996 \n", "45360 6/6/1996 \n", "45361 31/7/1996 \n", "\n", "[5 rows x 31 columns]" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Ask user for input year\n", "input_year = int(input(\"Please enter a year after 1988: \"))\n", "make_known = aviation_data[aviation_data['Make'].isnull() == False]\n", "#Create dataframe with data of last 5 years \n", "df = pd.DataFrame()\n", "i = input_year-5\n", "for i in range(input_year - 5 , input_year):\n", " df = pd.concat([df, make_known[years == i]], axis=0)\n", " i += 1\n", "df.head()\n" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Cessna 0.322412\n", "Piper 0.168788\n", "Beech 0.065349\n", "Bell 0.032404\n", "Boeing 0.028161\n", " ... \n", "Leone 0.000090\n", "Stearman 0.000090\n", "Matto 0.000090\n", "Mahan 0.000090\n", "Armbruster 0.000090\n", "Name: Make, Length: 1160, dtype: float64" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ " #Find probabiltiy distribution by make in the last 5 years \n", "df[\"Make\"].value_counts(normalize = True)" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[1995.0, 1995.5, 1996.0, 1996.5, 1997.0, 1997.5, 1998.0, 1998.5, 1999.0, 1999.5]\n", "[1086, 1223, 1109, 1078, 1089, 1059, 1114, 1112, 1059, 1150]\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: UserWarning:\n", "\n", "Boolean Series key will be reindexed to match DataFrame index.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:11: UserWarning:\n", "\n", "Boolean Series key will be reindexed to match DataFrame index.\n", "\n" ] } ], "source": [ "#Create a column with year values \n", "df[\"Year\"] = pd.to_datetime(df[\"Event.Date\"]).dt.year\n", "df[\"Month-int\"] = pd.to_datetime(df[\"Event.Date\"]).dt.month\n", "jan_to_jun = df[df[\"Month-int\"] <= 6]\n", "jul_to_dec = df[df[\"Month-int\"] > 6]\n", "input_range = list(np.arange(input_year-5 , input_year , 0.5))\n", "#Find number of accidents per year by dividing the year into 6 month intervals\n", "accidents_per_year = []\n", "for i in range(input_year -5 , input_year):\n", " accidents_per_year.append(len(jan_to_jun[df[\"Year\"] == i]))\n", " accidents_per_year.append(len(jul_to_dec[df[\"Year\"] == i]))\n", "\n", "print(input_range)\n", "print(accidents_per_year)\n", "\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.linear_model import LinearRegression\n", "\n", "#Create linear regression model and use it to predict the total number of accidents \n", "linreg = LinearRegression()\n", "input_range = np.array(input_range).reshape(-1,1)\n", "input_year = np.array(input_year).reshape(-1,1)\n", "linreg.fit(input_range , accidents_per_year)\n", "predicted_accidents = float(linreg.predict(input_year)) + float(linreg.predict(input_year + 0.5))\n", "# Formula for the Regression line\n", "regline_x = input_range\n", "regline_y = linreg.intercept_ + linreg.coef_ * input_range\n", "\n", "# Plot the Linear Regression line\n", "f, axes = plt.subplots(1, 1, figsize=(16, 8))\n", "plt.scatter(input_range, accidents_per_year)\n", "plt.plot(regline_x, regline_y, 'r-', linewidth = 3)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Make Predicted No. of Accidents\n", "0 Cessna 703\n", "1 Piper 368\n", "2 Beech 143\n", "3 Bell 71\n", "4 Boeing 61\n", ".. ... ...\n", "144 Russell 1\n", "145 Continental Copters 1\n", "146 Consolidated-Vultee 1\n", "147 Adams 1\n", "148 Chance Vought 1\n", "\n", "[149 rows x 2 columns]\n", "Total Predicted Accidents : 2181\n" ] } ], "source": [ "#Create dataframe with model names and predicted number of accidents calculated \n", "#using the probability of the last 5 years\n", "dt = pd.DataFrame(columns= [\"Make\" , \"Predicted No. of Accidents\"])\n", "for make in df[\"Make\"].unique():\n", " avg_proba = len(df[df['Make']== make])/len(df)\n", " no_accidents = round(avg_proba * predicted_accidents)\n", " if no_accidents != 0 :\n", " dt = dt.append({\"Make\" : make , \"Predicted No. of Accidents\" : no_accidents},ignore_index = True)\n", "dt = dt.sort_values(\"Predicted No. of Accidents\",ascending = False).reset_index(drop = True)\n", "print(dt)\n", "print(\"Total Predicted Accidents : \" , round(predicted_accidents))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4) PREDICTION OF DIFFERENT OUTCOMES BASED ON INPUT PARAMETERS" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Event.IdInvestigation.TypeAccident.NumberEvent.DateLocationCountryLatitudeLongitudeAirport.CodeAirport.Name...Total.Fatal.InjuriesTotal.Serious.InjuriesTotal.Minor.InjuriesTotal.UninjuredWeather.ConditionBroad.Phase.of.FlightReport.StatusPublication.DateYearMonth
020200102X82407AccidentWPR20CA05531/12/2019Elk, CAUnited States39.1286-123.716LLRLittle River...UnknownUnknownUnknown1VMCTAKEOFFFactual13/1/2020201912
120191231X83852AccidentCEN20FA04931/12/2019OLATHE, KSUnited States38.8461-94.7361OJCJohnson County Executive...2UnknownUnknownUnknownVMCTAKEOFFPreliminary8/1/2020201912
220200102X54844AccidentANC20CA01131/12/2019Fairbanks, AKUnited States64.6669-148.133UnknownUnknown...UnknownUnknownUnknown2UnknownUnknownPreliminary2/1/2020201912
320191230X91852AccidentCEN20CA04830/12/2019GRANBURY, TXUnited States32.3656-97.645UnknownUnknown...UnknownUnknownUnknown1UnknownUnknownPreliminary31/12/2019201912
420191228X62945UnknownWPR20CA05328/12/2019Missoula, MTUnited StatesUnknownUnknownMSOUnknown...UnknownUnknownUnknownUnknownUnknownUnknownPreliminary3/1/2020201912
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5 rows × 33 columns

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" ], "text/plain": [ " Event.Id Investigation.Type Accident.Number Event.Date \\\n", "0 20200102X82407 Accident WPR20CA055 31/12/2019 \n", "1 20191231X83852 Accident CEN20FA049 31/12/2019 \n", "2 20200102X54844 Accident ANC20CA011 31/12/2019 \n", "3 20191230X91852 Accident CEN20CA048 30/12/2019 \n", "4 20191228X62945 Unknown WPR20CA053 28/12/2019 \n", "\n", " Location Country Latitude Longitude Airport.Code \\\n", "0 Elk, CA United States 39.1286 -123.716 LLR \n", "1 OLATHE, KS United States 38.8461 -94.7361 OJC \n", "2 Fairbanks, AK United States 64.6669 -148.133 Unknown \n", "3 GRANBURY, TX United States 32.3656 -97.645 Unknown \n", "4 Missoula, MT United States Unknown Unknown MSO \n", "\n", " Airport.Name ... Total.Fatal.Injuries Total.Serious.Injuries \\\n", "0 Little River ... Unknown Unknown \n", "1 Johnson County Executive ... 2 Unknown \n", "2 Unknown ... Unknown Unknown \n", "3 Unknown ... Unknown Unknown \n", "4 Unknown ... Unknown Unknown \n", "\n", " Total.Minor.Injuries Total.Uninjured Weather.Condition \\\n", "0 Unknown 1 VMC \n", "1 Unknown Unknown VMC \n", "2 Unknown 2 Unknown \n", "3 Unknown 1 Unknown \n", "4 Unknown Unknown Unknown \n", "\n", " Broad.Phase.of.Flight Report.Status Publication.Date Year Month \n", "0 TAKEOFF Factual 13/1/2020 2019 12 \n", "1 TAKEOFF Preliminary 8/1/2020 2019 12 \n", "2 Unknown Preliminary 2/1/2020 2019 12 \n", "3 Unknown Preliminary 31/12/2019 2019 12 \n", "4 Unknown Preliminary 3/1/2020 2019 12 \n", "\n", "[5 rows x 33 columns]" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "aviation_data[\"Year\"] = pd.DataFrame(years)\n", "aviation_data[\"Month\"] = pd.DataFrame(months)\n", "aviation_data.head()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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CountryInjury.SeverityAircraft.DamageAircraft.CategoryMakeEngine.TypeWeather.ConditionBroad.Phase.of.FlightYearMonthAmateur.Built
0021000012019120
1000050012019120
20210053102019120
302101053102019121
40312053102019120
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" ], "text/plain": [ " Country Injury.Severity Aircraft.Damage Aircraft.Category Make \\\n", "0 0 2 1 0 0 \n", "1 0 0 0 0 5 \n", "2 0 2 1 0 0 \n", "3 0 2 1 0 10 \n", "4 0 3 1 2 0 \n", "\n", " Engine.Type Weather.Condition Broad.Phase.of.Flight Year Month \\\n", "0 0 0 1 2019 12 \n", "1 0 0 1 2019 12 \n", "2 5 3 10 2019 12 \n", "3 5 3 10 2019 12 \n", "4 5 3 10 2019 12 \n", "\n", " Amateur.Built \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 1 \n", "4 0 " ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Map all the relevant data to numbers for easier prediction\n", "\n", "#Create dictionaries to use to map the columns to for normalization\n", "\n", "damage_dict = {\"Destroyed\":0 , \"Substantial\":1 , \"Minor\":2 , \"Unknown\" : 3}\n", "weather_dict = {\"VMC\" : 0 , \"IMC\" : 1 , \"UNK\" : 2 , \"Unknown\" : 3}\n", "phase_dict = ({\"LANDING\" : 0 , \"TAKEOFF\" : 1 , \"CRUISE\" : 2, \"MANEUVERING\" : 3 , \n", " \"APPROACH\": 4 ,\"TAXI\" : 5 , \"CLIMB\" : 6 , \n", " \"DESCENT\" : 7,\"GO-AROUND\" : 8 , \"STANDING\" : 9 ,\n", " \"UNKNOWN\" : 10 , \"Unknown\" : 10 , \"OTHER\" : 11 })\n", "inj_sev_dict = {\"Fatal\" : 0 ,\"Incident\" : 1 , \"Non-Fatal\" : 2 , \"Unavailable\" : 3 , \"Unknown\" : 3 }\n", "built_dict = {\"No\" : 0 , \"Yes\" : 1 , \"Unknown\" : 2}\n", "air_cat_dict = {\"Airplane\" : 0 , \"Helicopter\" : 1}\n", "\n", "\n", "#Find top 10 makes , their value counts and create dictionary to normalize data\n", "\n", "top_makes = aviation_data['Make'].value_counts()[:10].index.tolist()\n", "make_dict = {}\n", "i = 0 \n", "for make in top_makes:\n", " a = aviation_data.loc[aviation_data[\"Make\"] == make, 'Make'].count()\n", " make_dict[make] = i\n", " i += 1\n", "eng_type_dict = {\"Reciprocating\" : 0 , \"Turbo Shaft\" : 1 ,\"Turbo Prop\" : 2 , \"Turbo Fan\" : 3 , \"Turbo Jet\" : 4}\n", "\n", "\n", "#Create normalized data dataframe with relevent factors\n", "\n", "normalized_data = pd.DataFrame(aviation_data[[\"Country\" , \"Injury.Severity\" , \"Aircraft.Damage\" , \"Aircraft.Category\" , \n", " \"Make\" ,\"Engine.Type\" , \"Weather.Condition\" , \"Broad.Phase.of.Flight\" , \n", " \"Year\" , \"Month\" , \"Amateur.Built\"]])\n", "\n", "#Normalize data\n", "\n", "normalized_data[\"Country\"] = normalized_data[\"Country\"].apply(lambda row: 0 if row ==\"United States\" else 1)\n", "normalized_data[\"Injury.Severity\"] = normalized_data[\"Injury.Severity\"].apply(lambda row : \n", " \"Fatal\" if row.startswith(\"Fatal\") \n", " else row)\n", "normalized_data[\"Injury.Severity\"] = normalized_data[\"Injury.Severity\"].map(inj_sev_dict)\n", "normalized_data[\"Aircraft.Damage\"] = normalized_data[\"Aircraft.Damage\"].map(damage_dict)\n", "normalized_data[\"Aircraft.Category\"] = normalized_data[\"Aircraft.Category\"].apply(lambda row : \n", " air_cat_dict[row] if row in air_cat_dict else 2)\n", "normalized_data[\"Make\"] = normalized_data[\"Make\"].apply(lambda row : make_dict[row] if row in make_dict else 10)\n", "normalized_data[\"Engine.Type\"] = normalized_data[\"Engine.Type\"].apply(lambda row : \n", " eng_type_dict[row] if row in eng_type_dict else 5)\n", "normalized_data[\"Weather.Condition\"] = normalized_data[\"Weather.Condition\"].map(weather_dict)\n", "normalized_data[\"Broad.Phase.of.Flight\"] = normalized_data[\"Broad.Phase.of.Flight\"].map(phase_dict)\n", "normalized_data[\"Amateur.Built\"] = normalized_data[\"Amateur.Built\"].map(built_dict)\n", "normalized_data.head()" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Country 0\n", "Injury.Severity 0\n", "Aircraft.Damage 0\n", "Aircraft.Category 0\n", "Make 0\n", "Engine.Type 0\n", "Weather.Condition 0\n", "Broad.Phase.of.Flight 0\n", "Year 0\n", "Month 0\n", "Amateur.Built 0\n", "dtype: int64\n" ] } ], "source": [ "#Verify that there are no null values \n", "\n", "print(normalized_data.isna().sum())" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot variables against Injury Severity to check which is a factor \n", "\n", "possible_factors = [\"Country\" , \"Aircraft.Damage\" , \"Aircraft.Category\" , \"Make\" ,\"Engine.Type\" , \n", " \"Weather.Condition\" , \"Broad.Phase.of.Flight\" , \"Year\" , \"Month\", \"Amateur.Built\"] \n", "f,axes = plt.subplots(10,1 , figsize = (15,55))\n", "for i , factor in enumerate(possible_factors):\n", " sb.boxplot(x = normalized_data[factor] , y = normalized_data[\"Injury.Severity\"] , orient = \"h\" , ax = axes[i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Based on the above boxplots , we can see that the factors that are useful in predicting the Injury Severity are : Aircraft Damage , Make , Engine Type , Weather Condition , Phase of Flight , Country , Year and Month" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Country 0\n", "Aircraft.Damage 0\n", "Weather.Condition 0\n", "Broad.Phase.of.Flight 0\n", "Make 0\n", "Engine.Type 0\n", "Year 0\n", "Month 0\n", "dtype: int64\n", "Injury.Severity 0\n", "dtype: int64\n" ] } ], "source": [ "#Create labels from normalized data of Injury Severity\n", "\n", "labels = pd.DataFrame(normalized_data[\"Injury.Severity\"])\n", "\n", "\n", "#Define data to consist of normalized factors determining Injury Severity \n", "\n", "data = normalized_data[[\"Country\" ,\"Aircraft.Damage\" , \"Weather.Condition\" , \"Broad.Phase.of.Flight\" ,\"Make\" , \n", " \"Engine.Type\", \"Year\" , \"Month\"]]\n", "data = pd.DataFrame(data)\n", "\n", "\n", "#Verify that there are no null values \n", "\n", "print(data.isna().sum())\n", "print(labels.isna().sum())\n" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of Random Forest On Training Set = 0.85\n", "Accuracy of SVM with Exponential Kernel On Training Set = 0.857\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of Linear SVM On Training Set = 0.721\n", "Accuracy of SVM with exponential Kernel On Test Set = 0.853\n" ] } ], "source": [ "#Import modules for Random Forest \n", "\n", "from sklearn.ensemble import RandomForestClassifier\n", "from sklearn.model_selection import train_test_split\n", "from sklearn import tree\n", "from sklearn import svm\n", "from sklearn.model_selection import cross_val_score\n", "\n", "\n", "# import warnings filter\n", "from warnings import simplefilter\n", "# ignore all future warnings\n", "simplefilter(action='ignore', category=FutureWarning)\n", "\n", "#Split data and labels into train and test sets \n", "\n", "train_data , test_data , train_labels , test_labels = train_test_split( data , labels , test_size = 0.2)\n", "\n", "\n", "#Create RandomForestClassifer and SupportVectorMachines\n", "\n", "forest = RandomForestClassifier()\n", "svm1 = svm.SVC(decision_function_shape='ovr',kernel='rbf') \n", "svm2= svm.LinearSVC() \n", "\n", "models = [ forest, svm1, svm2] \n", "modelnames = [ \"Random Forest \" , \"SVM with Exponential Kernel \" , \" Linear SVM \"] \n", "scoreavg = [ 0,0,0] \n", "\n", "#Train the model and compare performances using K-Fold Cross Validation\n", "for i in range(0,3) :\n", " scores = cross_val_score(models[i], train_data, train_labels.values.ravel(), cv=5)\n", " scoreavg[i]= (scores.mean()) \n", " print(\"Accuracy of \" + str(modelnames[i]) + \"On Training Set = \" + str((scores.mean()).round(3)))\n", "\n", "# SVM with exponential kernal has best performance\n", "# Fit SVM to train set\n", "svm1.fit(train_data,train_labels.values.ravel()) \n", "print(\"Accuracy of SVM with exponential Kernel \" + \"On Test Set = \" + str((svm1.score(test_data , test_labels)).round(3)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Based on the above accuracies , we use the SVM with exponential Kernel to make our prediction" ] }, { "cell_type": "code", "execution_count": 57, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Enter a Country : United States\n", "Enter the aircraft damage : Destroyed\n", "Enter Weather condition : IMC\n", "Enter Phase of Flight : LANDING\n", "Enter Make : Boeing\n", "Enter Engine Type : Turbo Fan\n", "Enter Year : 2019\n", "Enter Month : February\n", "Non-Fatal\n" ] } ], "source": [ "#Ask user for input \n", "\n", "input_country = (input(\"Enter a Country : \")).title()\n", "input_damage = (input(\"Enter the aircraft damage : \")).title()\n", "input_weather = (input(\"Enter Weather condition : \")).upper()\n", "input_phase = (input(\"Enter Phase of Flight : \")).upper()\n", "input_make = (input(\"Enter Make : \")).title\n", "input_eng_type = (input(\"Enter Engine Type : \")).title()\n", "input_year = input(\"Enter Year : \")\n", "input_month = (input(\"Enter Month : \")).title()\n", "\n", "#Normalize input \n", "\n", "if input_country == \"United States\":\n", " input_country = 0\n", "else:\n", " input_country = 1\n", "\n", "input_damage = damage_dict[input_damage]\n", "input_weather = weather_dict[input_weather]\n", "input_phase = phase_dict[input_phase]\n", "\n", "if input_make in make_dict:\n", " input_make = make_dict[input_make]\n", "else:\n", " input_make = 10\n", "\n", "if input_eng_type in eng_type_dict:\n", " input_eng_type = eng_type_dict[input_eng_type]\n", "else:\n", " input_eng_type = 5\n", "\n", "month_dict = {\"January\" : 1 , \"February\" : 2 , \"March\" : 3 , \"April\" : 4 , \"May\" : 5 , \"June\" : 6 , \"July\" : 7 ,\n", " \"August\" : 8 , \"September\" : 9 , \"October\" : 10 , \"November\" : 11 , \"December\" : 12}\n", "\n", "input_month = month_dict[input_month]\n", "\n", "#Predict injury severity based on input\n", "\n", "prediction = svm1.predict(np.array([input_country , input_damage , input_weather , input_phase , input_make , \n", " input_eng_type , input_year , input_month]).reshape(1,-1))\n", "injury_dict = {0: \"Fatal\" ,1: \"Incident\" , 2:\"Non-Fatal\" ,3:\"Unclear\" }\n", "print(injury_dict[int(prediction)])" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Plot variables against Aircraft Damage to check which is a factor \n", "\n", "possible_factors_2 = [\"Country\" , \"Injury.Severity\" , \"Aircraft.Category\" , \"Make\" ,\"Engine.Type\" , \n", " \"Weather.Condition\" , \"Broad.Phase.of.Flight\" , \"Year\" , \"Month\" , \"Amateur.Built\"] \n", "f,axes = plt.subplots(10,1 , figsize = (15,55))\n", "for i , factor in enumerate(possible_factors_2):\n", " sb.boxplot(x = normalized_data[factor] , y = normalized_data[\"Aircraft.Damage\"] , orient = \"h\" , ax = axes[i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Based on the above boxplots , we can see that the factors that are useful in predicting the Aircraft Damage are : Injury Severity , Make , Engine Type , Weather Condition , Phase of Flight , Country , Year and Month" ] }, { "cell_type": "code", "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Country 0\n", "Weather.Condition 0\n", "Broad.Phase.of.Flight 0\n", "Make 0\n", "Engine.Type 0\n", "Year 0\n", "dtype: int64\n", "Aircraft.Damage 0\n", "dtype: int64\n" ] } ], "source": [ "#Create labels from normalized data of Aircraft Damage\n", "\n", "labels_2 = pd.DataFrame(normalized_data[\"Aircraft.Damage\"])\n", "\n", "#Define data to consist of normalized factors determining Injury Severity \n", "\n", "data_2 = normalized_data[[\"Country\" , \"Weather.Condition\" , \"Broad.Phase.of.Flight\" ,\"Make\" , \n", " \"Engine.Type\",\"Year\"]]\n", "data_2 = pd.DataFrame(data_2)\n", "\n", "#Verify that there are no null values \n", "\n", "print(data_2.isna().sum())\n", "print(labels_2.isna().sum())\n" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of Random Forest On Training Set = 0.736\n", "Accuracy of SVM with Exponential Kernel On Training Set = 0.753\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n", "C:\\Users\\prans\\Anaconda3\\lib\\site-packages\\sklearn\\svm\\base.py:929: ConvergenceWarning:\n", "\n", "Liblinear failed to converge, increase the number of iterations.\n", "\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Accuracy of Linear SVM On Training Set = 0.714\n", "Accuracy of SVM with exponential Kernel On Test Set = 0.753\n" ] } ], "source": [ "#Split data and labels into train and test sets\n", "\n", "train_data_2 , test_data_2 , train_labels_2 , test_labels_2 = train_test_split(data_2 , labels_2 , test_size = 0.2)\n", "\n", "# import warnings filter\n", "from warnings import simplefilter\n", "# ignore all future warnings\n", "simplefilter(action='ignore', category=FutureWarning)\n", "\n", "#Create RandomForestClassifer and SupportVectormachines \n", "\n", "forest_2 = RandomForestClassifier()\n", "svm_1 = svm.SVC(decision_function_shape='ovr', kernel='rbf') \n", "svm_2= svm.LinearSVC() \n", "\n", "models_2 = [ forest_2, svm_1, svm_2] \n", "modelnames_2 = [ \"Random Forest \" , \"SVM with Exponential Kernel \" , \" Linear SVM \"] \n", "scoreavg_2 = [ 0,0,0] \n", "\n", "#Train the model and compare performances using K-Fold Cross Validation\n", "for i in range(0,3) :\n", " scores = cross_val_score(models_2[i], train_data_2, train_labels_2.values.ravel(), cv=5)\n", " scoreavg_2[i]= (scores.mean()) \n", " print(\"Accuracy of \" + str(modelnames_2[i]) + \"On Training Set = \" + str((scores.mean()).round(3)))\n", "\n", "# SVM with exponential kernal has best performance\n", "# Fit SVM to train set\n", "svm_1.fit(train_data_2,train_labels_2.values.ravel()) \n", "print(\"Accuracy of SVM with exponential Kernel\" + \" On Test Set = \" + str((svm_1.score(test_data_2 , test_labels_2)).round(3)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Based on the above accuracies , we use the SVM with exponential Kernel to make our prediction" ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Enter a Country : United States\n", "Enter Weather condition : VMC\n", "Enter Phase of Flight : LANDING\n", "Enter Make : Cessna\n", "Enter Engine Type : Reciprocating\n", "Enter Year : 2000\n", "Substantial\n" ] } ], "source": [ "#Ask user for input \n", "\n", "input_country_2 = (input(\"Enter a Country : \")).title()\n", "input_weather_2 = (input(\"Enter Weather condition : \")).upper()\n", "input_phase_2 = (input(\"Enter Phase of Flight : \")).upper()\n", "input_make_2 = (input(\"Enter Make : \")).title()\n", "input_eng_type_2 = (input(\"Enter Engine Type : \")).title()\n", "input_year_2 = input(\"Enter Year : \")\n", "\n", "\n", "#Normalize input \n", "\n", "if input_country_2 == \"United States\":\n", " input_country_2 = 0\n", "else:\n", " input_country_2 = 1\n", "\n", "input_weather_2 = weather_dict[input_weather_2]\n", "input_phase_2 = phase_dict[input_phase_2]\n", "\n", "\n", "if input_make_2 in make_dict:\n", " input_make_2 = make_dict[input_make_2]\n", "else:\n", " input_make_2 = 10\n", "\n", "\n", "if input_eng_type_2 in eng_type_dict:\n", " input_eng_type_2 = eng_type_dict[input_eng_type_2]\n", "else:\n", " input_eng_type_2 = 5\n", "\n", "\n", "#Predict aircraft damage based on input\n", "\n", "prediction_2 = svm_1.predict(np.array([input_country_2 ,input_weather_2 , input_phase_2 , \n", " input_make_2 ,input_eng_type_2, input_year_2]).reshape(1,-1))\n", "damage_output_dict = {0: \"Destroyed\" , 1:\"Substantial\" , 2:\"Minor\" , 3:\"Unknown\"}\n", "print(damage_output_dict[int(prediction_2)])" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.4" } }, "nbformat": 4, "nbformat_minor": 2 }