From 08971738a134912b4c3654d544c59bd3fb70a30e Mon Sep 17 00:00:00 2001 From: ridhi96 Date: Tue, 28 Nov 2023 20:34:09 +0000 Subject: [PATCH] added temporal analysis and graphs --- dbscan.ipynb | 3733 ---------------------------------- unsupervised_ml_kmeans.ipynb | 3561 ++++++++++++++++++++++++++++++++ 2 files changed, 3561 insertions(+), 3733 deletions(-) delete mode 100644 dbscan.ipynb create mode 100644 unsupervised_ml_kmeans.ipynb diff --git a/dbscan.ipynb b/dbscan.ipynb deleted file mode 100644 index 7a16d9f..0000000 --- a/dbscan.ipynb +++ /dev/null @@ -1,3733 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "f1d77eb0-187b-4436-b43a-9a4b93d71974", - "metadata": {}, - "source": [ - "# CLUSTERING FOR INFERENCE\n", - "\n", - "This notebook explores unsupervised machine learning to understand the impact of University of Chicago Lyft Ride Program by creating clusters of cab rides based on geolocation (latitude and longitude). This is done to identify ride trends in Hyde Park before and after UChicago implemented the Lyft Ride program. The goal is to figure out locations around which customers tend to book rides most often and see if the Lyft program impacted this in any way." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "42deea39-24b4-4d66-bbe6-7c925ddc360f", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[('spark.stage.maxConsecutiveAttempts', '10'),\n", - " ('spark.dynamicAllocation.minExecutors', '1'),\n", - " ('spark.eventLog.enabled', 'true'),\n", - " ('spark.submit.pyFiles',\n", - " 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'file:///root/.ivy2/jars/com.johnsnowlabs.nlp_spark-nlp_2.12-4.4.0.jar,file:///root/.ivy2/jars/graphframes_graphframes-0.8.2-spark3.1-s_2.12.jar,file:///root/.ivy2/jars/com.typesafe_config-1.4.2.jar,file:///root/.ivy2/jars/org.rocksdb_rocksdbjni-6.29.5.jar,file:///root/.ivy2/jars/com.amazonaws_aws-java-sdk-bundle-1.11.828.jar,file:///root/.ivy2/jars/com.github.universal-automata_liblevenshtein-3.0.0.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-storage-2.16.0.jar,file:///root/.ivy2/jars/com.navigamez_greex-1.0.jar,file:///root/.ivy2/jars/com.johnsnowlabs.nlp_tensorflow-cpu_2.12-0.4.4.jar,file:///root/.ivy2/jars/it.unimi.dsi_fastutil-7.0.12.jar,file:///root/.ivy2/jars/org.projectlombok_lombok-1.16.8.jar,file:///root/.ivy2/jars/com.google.guava_guava-31.1-jre.jar,file:///root/.ivy2/jars/com.google.guava_failureaccess-1.0.1.jar,file:///root/.ivy2/jars/com.google.guava_listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar,file:///root/.ivy2/jars/com.google.errorprone_error_prone_annotations-2.16.jar,file:///root/.ivy2/jars/com.google.j2objc_j2objc-annotations-1.3.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-1.42.3.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-contrib-http-util-0.31.1.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-jackson2-1.42.3.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-gson-1.42.3.jar,file:///root/.ivy2/jars/com.google.api-client_google-api-client-2.1.1.jar,file:///root/.ivy2/jars/commons-codec_commons-codec-1.15.jar,file:///root/.ivy2/jars/com.google.oauth-client_google-oauth-client-1.34.1.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-apache-v2-1.42.3.jar,file:///root/.ivy2/jars/com.google.apis_google-api-services-storage-v1-rev20220705-2.0.0.jar,file:///root/.ivy2/jars/com.google.code.gson_gson-2.10.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-2.9.0.jar,file:///root/.ivy2/jars/com.google.auto.value_auto-value-annotations-1.10.1.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-http-2.9.0.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-appengine-1.42.3.jar,file:///root/.ivy2/jars/com.google.api_gax-httpjson-0.105.1.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-grpc-2.9.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-core-1.51.0.jar,file:///root/.ivy2/jars/com.google.api_gax-2.20.1.jar,file:///root/.ivy2/jars/com.google.api_gax-grpc-2.20.1.jar,file:///root/.ivy2/jars/io.grpc_grpc-alts-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-grpclb-1.51.0.jar,file:///root/.ivy2/jars/org.conscrypt_conscrypt-openjdk-uber-2.5.2.jar,file:///root/.ivy2/jars/io.grpc_grpc-protobuf-1.51.0.jar,file:///root/.ivy2/jars/com.google.auth_google-auth-library-credentials-1.13.0.jar,file:///root/.ivy2/jars/com.google.auth_google-auth-library-oauth2-http-1.13.0.jar,file:///root/.ivy2/jars/com.google.api_api-common-2.2.2.jar,file:///root/.ivy2/jars/javax.annotation_javax.annotation-api-1.3.2.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-api-0.31.1.jar,file:///root/.ivy2/jars/io.grpc_grpc-context-1.51.0.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-iam-v1-1.6.22.jar,file:///root/.ivy2/jars/com.google.protobuf_protobuf-java-3.21.10.jar,file:///root/.ivy2/jars/com.google.protobuf_protobuf-java-util-3.21.10.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-common-protos-2.11.0.jar,file:///root/.ivy2/jars/org.threeten_threetenbp-1.6.4.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.google.api.grpc_grpc-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.google.api.grpc_gapic-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.fasterxml.jackson.core_jackson-core-2.14.1.jar,file:///root/.ivy2/jars/com.google.code.findbugs_jsr305-3.0.2.jar,file:///root/.ivy2/jars/io.grpc_grpc-api-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-auth-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-stub-1.51.0.jar,file:///root/.ivy2/jars/org.checkerframework_checker-qual-3.28.0.jar,file:///root/.ivy2/jars/com.google.api.grpc_grpc-google-iam-v1-1.6.22.jar,file:///root/.ivy2/jars/io.grpc_grpc-protobuf-lite-1.51.0.jar,file:///root/.ivy2/jars/com.google.android_annotations-4.1.1.4.jar,file:///root/.ivy2/jars/org.codehaus.mojo_animal-sniffer-annotations-1.22.jar,file:///root/.ivy2/jars/io.grpc_grpc-netty-shaded-1.51.0.jar,file:///root/.ivy2/jars/io.perfmark_perfmark-api-0.26.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-googleapis-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-xds-1.51.0.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-proto-0.2.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-services-1.51.0.jar,file:///root/.ivy2/jars/com.google.re2j_re2j-1.6.jar,file:///root/.ivy2/jars/dk.brics.automaton_automaton-1.11-8.jar,file:///root/.ivy2/jars/org.slf4j_slf4j-api-1.7.16.jar'),\n", - " ('spark.dataproc.sql.parquet.enableFooterCache', 'true'),\n", - " ('spark.sql.warehouse.dir', 'file:/spark-warehouse'),\n", - " ('spark.yarn.executor.failuresValidityInterval', '1h'),\n", - " ('spark.dataproc.metrics.listener.metrics.collector.hostname',\n", - " 'hub-msca-bdp-dphub-students-test-ridhi-m'),\n", - " ('spark.history.fs.logDirectory',\n", - " 'gs://dataproc-temp-us-central1-635155370842-uzamlpgc/593a27be-010a-454b-a9b0-1fe35515218b/spark-job-history'),\n", - " ('spark.yarn.am.memory', '640m'),\n", - " ('spark.jars.packages',\n", - " 'com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.0,graphframes:graphframes:0.8.2-spark3.1-s_2.12'),\n", - " ('spark.executor.instances', '2'),\n", - " ('spark.dataproc.listeners',\n", - " 'com.google.cloud.spark.performance.DataprocMetricsListener'),\n", - " ('spark.driver.memory', '8g'),\n", - " ('spark.serializer.objectStreamReset', '100'),\n", - " ('spark.driver.appUIAddress',\n", - " 'http://hub-msca-bdp-dphub-students-test-ridhi-m.c.msca-bdp-student-ap.internal:43011'),\n", - " ('spark.executor.memory', '8g'),\n", - " ('spark.submit.deployMode', 'client'),\n", - " ('spark.executor.cores', '8'),\n", - " ('spark.driver.port', '44849'),\n", - " ('spark.sql.cbo.joinReorder.enabled', 'true'),\n", - " ('spark.app.startTime', '1701189203121'),\n", - " ('spark.shuffle.service.enabled', 'true'),\n", - " ('spark.scheduler.mode', 'FAIR'),\n", - " ('spark.sql.adaptive.enabled', 'true'),\n", - " ('spark.yarn.jars', 'local:/usr/lib/spark/jars/*'),\n", - " ('spark.org.apache.hadoop.yarn.server.webproxy.amfilter.AmIpFilter.param.PROXY_URI_BASES',\n", - " 'http://hub-msca-bdp-dphub-students-test-ridhi-m:8088/proxy/application_1701186894421_0002'),\n", - " ('spark.scheduler.minRegisteredResourcesRatio', '0.0'),\n", - " ('spark.master', 'yarn'),\n", - " ('spark.ui.port', '0'),\n", - " ('spark.ui.proxyBase', '/proxy/application_1701186894421_0002'),\n", - " ('spark.rpc.message.maxSize', '512'),\n", - " ('spark.rdd.compress', 'True'),\n", - " ('spark.task.maxFailures', '10'),\n", - " ('spark.yarn.isPython', 'true'),\n", - " ('spark.dynamicAllocation.enabled', 'true'),\n", - " ('spark.yarn.historyServer.address',\n", - " 'hub-msca-bdp-dphub-students-test-ridhi-m:18080'),\n", - " ('spark.ui.showConsoleProgress', 'true')]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from pyspark.sql import SparkSession\n", - "from pyspark.sql import functions as F\n", - "\n", - "import matplotlib.pyplot as plt\n", - "%matplotlib inline\n", - "\n", - "spark = SparkSession.builder.appName('unsupervised').getOrCreate()\n", - "\n", - "#change configuration settings on Spark \n", - "conf = spark.sparkContext._conf.setAll([('spark.executor.memory', '8g'), ('spark.app.name', 'Spark Updated Conf'),\\\n", - " ('spark.executor.cores', '8'), ('spark.cores.max', '8'), ('spark.driver.memory','8g')])\n", - "\n", - "spark.sparkContext.getConf().getAll()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "ecbe9e6d-3697-4765-9f11-26f25c69d3ce", - "metadata": {}, - "outputs": [], - "source": [ - "import geopy\n", - "import dbscan" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "id": "b6c5fdcd-e1af-4e2a-b177-7acc4e3dbec6", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "# read in rideshare data for all years, concatenate, create appropriate partitioning\n", - "# we are dropping 2020 because covid will affect the performance of our model\n", - "\n", - "df_2018 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2018.csv\", inferSchema=True, header=True)\n", - "df_2019 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2019.csv\", inferSchema=True, header=True)\n", - "df_2021 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2021.csv\", inferSchema=True, header=True)\n", - "df_2022 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2022.csv\", inferSchema=True, header=True)\n", - "df_2023 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2023.csv\", inferSchema=True, header=True)\n", - "\n", - "# dropping new columns in 2023\n", - "df_2023 = df_2023.drop('Shared Trip Match','Percent Time Chicago','Percent Distance Chicago')\n", - "\n", - "before = df_2018.union(df_2019)\n", - "after = df_2021.union(df_2022)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "id": "8d149ef9-cefd-4c23-82e0-8f23618102e8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----+------------+-------------+------------+-------------+-----+------------+----+---+\n", - "| ID| start_timestamp| end_timestamp|seconds|miles|pickup_tract|dropoff_tract|pickup_area|dropoff_area|Fare|Tip|total| pickup_lat| pickup_lon| dropoff_lat| dropoff_lon|month|day_of_month|hour|day|\n", - "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----+------------+-------------+------------+-------------+-----+------------+----+---+\n", - "|e516d63949ba04900...|2018-11-22 22:15:00|2018-11-22 22:15:00| 194| 0.7| null| null| 41| 41| 2.5| 5| 10.0|41.794090253|-87.592310855|41.794090253|-87.592310855| 11| 22| 22| 5|\n", - "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----+------------+-------------+------------+-------------+-----+------------+----+---+\n", - "only showing top 1 row\n", - "\n" - ] - } - ], - "source": [ - "before.show(1)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "acae673f-ccc0-4b14-828e-bbaac88d357b", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----------------+------------+-------------+------------+-------------+-----+------------+----+---+\n", - "| ID| start_timestamp| end_timestamp|seconds|miles|pickup_tract|dropoff_tract|pickup_area|dropoff_area|Fare|Tip| total| pickup_lat| pickup_lon| dropoff_lat| dropoff_lon|month|day_of_month|hour|day|\n", - "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----------------+------------+-------------+------------+-------------+-----+------------+----+---+\n", - "|fd77b136fa1d4df45...|2021-11-16 17:45:00|2021-11-16 17:45:00| 247| 0.8| null| null| 41| 41| 5.0| 0|7.359999999999999|41.794090253|-87.592310855|41.794090253|-87.592310855| 11| 16| 17| 3|\n", - "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----------------+------------+-------------+------------+-------------+-----+------------+----+---+\n", - "only showing top 1 row\n", - "\n" - ] - } - ], - "source": [ - "after.show(1)" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "33165f38-fe04-4100-b615-8419b2d12578", - "metadata": {}, - "outputs": [], - "source": [ - "#display number of records by partition\n", - "def displaypartitions(df):\n", - " #number of records by partition\n", - " num = df.rdd.getNumPartitions()\n", - " print(\"Partitions:\", num)\n", - " df.withColumn(\"partitionId\", F.spark_partition_id())\\\n", - " .groupBy(\"partitionId\")\\\n", - " .count()\\\n", - " .orderBy(F.asc(\"count\"))\\\n", - " .show(num)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "1df809f1-d2ba-444d-b33e-82cb0ff8feb0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Partitions: 56\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 17:====================================================> (52 + 4) / 56]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+-----------+-----+\n", - "|partitionId|count|\n", - "+-----------+-----+\n", - "| 55| 614|\n", - "| 26| 950|\n", - "| 25| 1021|\n", - "| 24| 1058|\n", - "| 23| 1075|\n", - "| 22| 1094|\n", - "| 21| 1105|\n", - "| 20| 1128|\n", - "| 19| 1156|\n", - "| 18| 1173|\n", - "| 17| 1195|\n", - "| 16| 1233|\n", - "| 15| 1256|\n", - "| 14| 1281|\n", - "| 13| 1318|\n", - "| 12| 1352|\n", - "| 11| 1406|\n", - "| 10| 1450|\n", - "| 9| 1528|\n", - "| 8| 2450|\n", - "| 7| 2552|\n", - "| 6| 2605|\n", - "| 5| 2654|\n", - "| 4| 2761|\n", - "| 3| 3096|\n", - "| 2| 3155|\n", - "| 1| 3194|\n", - "| 0| 3395|\n", - "| 54| 5664|\n", - "| 53| 6824|\n", - "| 52| 6882|\n", - "| 51| 6931|\n", - "| 50| 6982|\n", - "| 49| 7023|\n", - "| 48| 7066|\n", - "| 47| 7139|\n", - "| 46| 7667|\n", - "| 45| 9063|\n", - "| 44| 9155|\n", - "| 43| 9263|\n", - "| 42| 9311|\n", - "| 41| 9337|\n", - "| 40| 9406|\n", - "| 39| 9525|\n", - "| 38| 9671|\n", - "| 37|13701|\n", - "| 36|13773|\n", - "| 35|13812|\n", - "| 34|13852|\n", - "| 33|13903|\n", - "| 32|14012|\n", - "| 31|14022|\n", - "| 30|14054|\n", - "| 29|14109|\n", - "| 28|14151|\n", - "| 27|14362|\n", - "+-----------+-----+\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "before.rdd.getNumPartitions()\n", - "displaypartitions(before)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "be9e59b7-4ed1-4f5e-ab22-aab8491c06be", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Partitions: 62\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 20:==============================================> (52 + 10) / 62]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+-----------+-----+\n", - "|partitionId|count|\n", - "+-----------+-----+\n", - "| 30| 62|\n", - "| 29| 94|\n", - "| 28| 111|\n", - "| 27| 125|\n", - "| 26| 146|\n", - "| 25| 184|\n", - "| 24| 231|\n", - "| 23| 261|\n", - "| 22| 283|\n", - "| 21| 312|\n", - "| 20| 382|\n", - "| 19| 445|\n", - "| 18| 498|\n", - "| 17| 551|\n", - "| 16| 591|\n", - "| 15| 788|\n", - "| 14| 1051|\n", - "| 13| 1113|\n", - "| 12| 1167|\n", - "| 61| 1228|\n", - "| 11| 1236|\n", - "| 10| 1673|\n", - "| 9| 2685|\n", - "| 8| 2778|\n", - "| 7| 2861|\n", - "| 6| 2945|\n", - "| 5| 3358|\n", - "| 60| 5339|\n", - "| 59| 5454|\n", - "| 4| 5477|\n", - "| 58| 5537|\n", - "| 57| 5566|\n", - "| 56| 5627|\n", - "| 55| 5698|\n", - "| 3| 5763|\n", - "| 54| 5787|\n", - "| 53| 5829|\n", - "| 2| 5914|\n", - "| 52| 5918|\n", - "| 1| 6067|\n", - "| 0| 6307|\n", - "| 51|12014|\n", - "| 50|15709|\n", - "| 49|15863|\n", - "| 48|15942|\n", - "| 47|16030|\n", - "| 46|16145|\n", - "| 45|16198|\n", - "| 44|16252|\n", - "| 43|16354|\n", - "| 42|17230|\n", - "| 41|26278|\n", - "| 40|26503|\n", - "| 39|26575|\n", - "| 38|26641|\n", - "| 37|26716|\n", - "| 36|26880|\n", - "| 35|26968|\n", - "| 34|27072|\n", - "| 33|27165|\n", - "| 32|27283|\n", - "| 31|27540|\n", - "+-----------+-----+\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "after.rdd.getNumPartitions()\n", - "displaypartitions(after)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "410f371d-f9c7-48d5-a795-f1f8ef52eeb0", - "metadata": {}, - "outputs": [], - "source": [ - "before = before.repartition(100)\n", - "after = after.repartition(100)" - ] - }, - { - "cell_type": "markdown", - "id": "180a1850-dcf4-4e70-a5ff-347e5fe5fbd3", - "metadata": {}, - "source": [ - "# Feature Engineering" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "b419e72b-6458-4dd5-942f-0bde079c11e5", - "metadata": {}, - "outputs": [], - "source": [ - "from pyspark.sql.functions import col, radians, acos, sin, cos, lit, unix_timestamp\n", - "from pyspark.ml.feature import VectorAssembler, StandardScaler\n", - "from pyspark.ml.clustering import KMeans\n", - "from pyspark.ml import Pipeline\n", - "from pyspark.ml.evaluation import ClusteringEvaluator\n", - "from pyspark.ml.tuning import ParamGridBuilder, CrossValidator\n", - "import geopandas as gpd\n", - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.cm as cm\n", - "from sklearn.cluster import DBSCAN\n", - "from sklearn import metrics\n", - "import time" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "87108e84-9d70-4174-ba1b-b60ce5af2ba0", - "metadata": {}, - "outputs": [], - "source": [ - "# combining pickup and dropoff location latitudes and longitudes for before and after lyft program data\n", - "\n", - "pickAssembler = VectorAssembler(inputCols=[\"pickup_lat\", \"pickup_lon\"], outputCol=\"pickup_features\")\n", - "dropAssembler = VectorAssembler(inputCols=[\"dropoff_lat\", \"dropoff_lon\"], outputCol=\"dropoff_features\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "id": "9e015f7d-4b31-427c-a639-1ac2cd27b6a7", - "metadata": {}, - "outputs": [], - "source": [ - "def calculate_trip_duration(df):\n", - " # Convert timestamp columns to Unix timestamps\n", - " df = df.withColumn(\"start_timestamp\", unix_timestamp(\"start_timestamp\"))\n", - " df = df.withColumn(\"end_timestamp\", unix_timestamp(\"end_timestamp\"))\n", - "\n", - " # Calculate trip duration in seconds\n", - " df = df.withColumn(\"trip_duration\", col(\"end_timestamp\") - col(\"start_timestamp\"))\n", - "\n", - " # Convert seconds to minutes\n", - " df = df.withColumn(\"trip_duration\", col(\"trip_duration\") / 60)\n", - "\n", - " return df\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "id": "014acbb8-d702-40b0-aa2b-04dd4b50d892", - "metadata": {}, - "outputs": [], - "source": [ - "# creating column to measure trip duration\n", - "\n", - "before = calculate_trip_duration(before)\n", - "after = calculate_trip_duration(after)" - ] - }, - { - "cell_type": "markdown", - "id": "035a44cd-33b6-4f17-b728-9138787699f0", - "metadata": {}, - "source": [ - "# Modeling" - ] - }, - { - "cell_type": "markdown", - "id": "33892586-050a-4f21-a275-99aa1adb543c", - "metadata": {}, - "source": [ - "A machine learning model using K-Means clustering is created that will group ride pickup and dropoff locations based on their similarity in terms of latitude and longitude." - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "id": "13d8d93a-5637-4871-b9c7-3a44b9ab2a32", - "metadata": {}, - "outputs": [], - "source": [ - "from pyspark.ml.clustering import KMeans\n", - "from pyspark.sql.functions import col\n", - "\n", - "\n", - "# KMeans for pickup features\n", - "kmeans_pickup = KMeans(seed=1, featuresCol='pickup_features', predictionCol='pickup_cluster')\n", - "\n", - "# KMeans for dropoff features\n", - "kmeans_dropoff = KMeans(seed=1, featuresCol='dropoff_features', predictionCol='dropoff_cluster')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "id": "912fc66b-af5f-400a-bff9-7aab44302897", - "metadata": {}, - "outputs": [], - "source": [ - "# Create ML pipeline\n", - "\n", - "pipeline_p = Pipeline(stages=[pickAssembler, kmeans_pickup])\n", - "pipeline_d = Pipeline(stages=[dropAssembler, kmeans_dropoff])" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "id": "325dfded-9703-4997-828c-c86d4a493e57", - "metadata": {}, - "outputs": [], - "source": [ - "paramGrid = ParamGridBuilder() \\\n", - " .addGrid(kmeans_pickup.k, [3, 7, 10, 13, 15]) \\\n", - " .addGrid(kmeans_dropoff.k, [3, 7, 10, 13, 15]) \\\n", - " .build()\n", - "\n", - "# Set up the evaluator\n", - "evaluator_p = ClusteringEvaluator()\\\n", - " .setFeaturesCol('pickup_features')\\\n", - " .setPredictionCol('pickup_cluster')\n", - "\n", - "evaluator_d = ClusteringEvaluator()\\\n", - " .setFeaturesCol('dropoff_features')\\\n", - " .setPredictionCol('dropoff_cluster')\n", - "# Set up CrossValidator\n", - "crossval_p = CrossValidator(estimator=pipeline_p,\n", - " estimatorParamMaps=paramGrid,\n", - " evaluator=evaluator_p,\n", - " numFolds=3)\\\n", - " \n", - "\n", - "crossval_d = CrossValidator(estimator=pipeline_d,\n", - " estimatorParamMaps=paramGrid,\n", - " evaluator=evaluator_d,\n", - " numFolds=3)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "id": "f5b59f80-c0d6-4bac-9481-644a39a95f16", - "metadata": {}, - "outputs": [], - "source": [ - "def best_k_means(df):\n", - "\n", - " # Fit the model\n", - " cvModel_p = crossval_p.fit(df) \n", - " cvModel_d = crossval_d.fit(df) \n", - "\n", - " # Get the best model from the cross-validation\n", - " bestPickupModel = cvModel_p.bestModel\n", - " bestDropoffModel = cvModel_d.bestModel\n", - "\n", - "\n", - " bestKMeansPickup = bestPickupModel.stages[1] \n", - " bestKMeansDropoff = bestDropoffModel.stages[1] \n", - " \n", - " # Get the evaluation metric for pickup clustering\n", - " pickup_evaluation = evaluator_p.evaluate(bestPickupModel.transform(df))\n", - " print(f\"Pickup Clustering Evaluation Silhouette Score: {pickup_evaluation}\")\n", - "\n", - " # Get the evaluation metric for dropoff clustering\n", - " dropoff_evaluation = evaluator_d.evaluate(bestDropoffModel.transform(df))\n", - " print(f\"Dropoff Clustering Evaluation Silhouette Score: {dropoff_evaluation}\")\n", - "\n", - " \n", - " return bestKMeansPickup, bestKMeansDropoff" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "dfadfe31-66fd-4df6-b574-d3c64e1798c9", - "metadata": {}, - "outputs": [], - "source": [ - "def apply_best_k_means(df, pickAssembler, dropAssembler, p_model, d_model):\n", - " bestKMeansPickup, bestKMeansDropoff = best_k_means(df)\n", - " \n", - " # save the best model\n", - " bestKMeansPickup.write().overwrite().save(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/{p_model}')\n", - " bestKMeansDropoff.write().overwrite().save(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/{d_model}')\n", - " \n", - " # Applying the best model on the dataframe\n", - " df1 = pickAssembler.transform(df)\n", - " df1 = bestKMeansPickup.transform(df1)\n", - "\n", - "\n", - " df2 = dropAssembler.transform(df1)\n", - " df2 = bestKMeansDropoff.transform(df2)\n", - " \n", - " return df2\n" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "id": "85a97f41-4929-4d2d-8bc4-a6a2dc2637bd", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "23/11/28 16:41:17 WARN org.apache.spark.sql.execution.CacheManager: Asked to cache already cached data.\n", - "23/11/28 16:41:17 WARN org.apache.spark.sql.execution.CacheManager: Asked to cache already cached data.\n", - " \r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Pickup Clustering Evaluation Silhouette Score: 0.8776745805868993\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dropoff Clustering Evaluation Silhouette Score: 0.8286692609811008\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "# Find best k-means models for before data and display Silhouette score of best models\n", - "\n", - "before = apply_best_k_means(before, pickAssembler, dropAssembler, 'before_pickup_kmeans', 'before_dropoff_kmeans')" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "id": "847ae35d-a1c5-45d6-b5db-6826f20ded51", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Pickup Clustering Evaluation Silhouette Score: 0.9202076243666312\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dropoff Clustering Evaluation Silhouette Score: 0.8332656972602859\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "# Find best k-means models for after data and display Silhouette score of best models\n", - "\n", - "after = apply_best_k_means(after, pickAssembler, dropAssembler, 'after_pickup_kmeans', 'after_dropoff_kmeans')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c2a7ad86-c537-4fc3-9d35-2d5c70cc2bf9", - "metadata": {}, - "outputs": [], - "source": [ - "### ONLY EXECUTE IF K-MEANS NOT RE-RUN ###\n", - "from pyspark.ml.clustering import KMeansModel\n", - "\n", - "# Load best models from GCS and transform before and after if k-means not re-executed\n", - "\n", - "model = KMeansModel.load(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/before_pickup_kmeans')\n", - "# add assemblers\n", - "before = model.transform(before)\n", - "\n", - "model = KMeansModel.load(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/before_dropoff_kmeans')\n", - "before = model.transform(before)\n", - "\n", - "model = KMeansModel.load(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/after_pickup_kmeans')\n", - "after = model.transform(before)\n", - "\n", - "model = KMeansModel.load(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/after_dropoff_kmeans')\n", - "after = model.transform(before)" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "id": "9d801fa5-ff78-4d77-aa37-accded102fea", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "root\n", - " |-- ID: string (nullable = true)\n", - " |-- start_timestamp: long (nullable = true)\n", - " |-- end_timestamp: long (nullable = true)\n", - " |-- seconds: integer (nullable = true)\n", - " |-- miles: double (nullable = true)\n", - " |-- pickup_tract: long (nullable = true)\n", - " |-- dropoff_tract: long (nullable = true)\n", - " |-- pickup_area: integer (nullable = true)\n", - " |-- dropoff_area: integer (nullable = true)\n", - " |-- Fare: double (nullable = true)\n", - " |-- Tip: integer (nullable = true)\n", - " |-- total: double (nullable = true)\n", - " |-- pickup_lat: double (nullable = true)\n", - " |-- pickup_lon: double (nullable = true)\n", - " |-- dropoff_lat: double (nullable = true)\n", - " |-- dropoff_lon: double (nullable = true)\n", - " |-- month: integer (nullable = true)\n", - " |-- day_of_month: integer (nullable = true)\n", - " |-- hour: integer (nullable = true)\n", - " |-- day: integer (nullable = true)\n", - " |-- trip_duration: double (nullable = true)\n", - " |-- pickup_features: vector (nullable = true)\n", - " |-- pickup_cluster: integer (nullable = false)\n", - " |-- dropoff_features: vector (nullable = true)\n", - " |-- dropoff_cluster: integer (nullable = false)\n", - "\n" - ] - } - ], - "source": [ - "before.printSchema()" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "id": "e36fae2e-04af-4adb-b585-d47ae8817e7f", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - }, - { - "data": { - "text/plain": [ - "15" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "before.select('pickup_cluster').distinct().count()" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "104ee3f3-6778-4702-8166-d5304fa4d85f", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - }, - { - "data": { - "text/plain": [ - "15" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "after.select('pickup_cluster').distinct().count()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4dd74091-6345-405f-93bd-08f6bafa398e", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 68556:=============> (4 + 12) / 16]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Total execution time: 2229.8048095703125 seconds\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "# find yearly best clusters of pickup and dropoff locations\n", - "\n", - "start_time = time.time()\n", - "\n", - "# Apply best k-means for each year\n", - "df_2018 = apply_best_k_means(df_2018, pickAssembler, dropAssembler)\n", - "df_2019 = apply_best_k_means(df_2019, pickAssembler, dropAssembler)\n", - "df_2021 = apply_best_k_means(df_2021, pickAssembler, dropAssembler)\n", - "df_2022 = apply_best_k_means(df_2022, pickAssembler, dropAssembler)\n", - "df_2023 = apply_best_k_means(df_2023, pickAssembler, dropAssembler)\n", - "\n", - "end_time = time.time()\n", - "\n", - "elapsed_time = end_time - start_time\n", - "\n", - "# Print the elapsed time\n", - "print(f\"Total execution time: {elapsed_time} seconds\")" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "14783651-c521-4cd9-80c6-a28aff637b9d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "root\n", - " |-- ID: string (nullable = true)\n", - " |-- start_timestamp: timestamp (nullable = true)\n", - " |-- end_timestamp: timestamp (nullable = true)\n", - " |-- seconds: integer (nullable = true)\n", - " |-- miles: double (nullable = true)\n", - " |-- pickup_tract: long (nullable = true)\n", - " |-- dropoff_tract: long (nullable = true)\n", - " |-- pickup_area: integer (nullable = true)\n", - " |-- dropoff_area: integer (nullable = true)\n", - " |-- Fare: double (nullable = true)\n", - " |-- Tip: integer (nullable = true)\n", - " |-- total: double (nullable = true)\n", - " |-- pickup_lat: double (nullable = true)\n", - " |-- pickup_lon: double (nullable = true)\n", - " |-- dropoff_lat: double (nullable = true)\n", - " |-- dropoff_lon: double (nullable = true)\n", - " |-- month: integer (nullable = true)\n", - " |-- day_of_month: integer (nullable = true)\n", - " |-- hour: integer (nullable = true)\n", - " |-- day: integer (nullable = true)\n", - " |-- pickup_features: vector (nullable = true)\n", - " |-- pickup_cluster: integer (nullable = false)\n", - " |-- dropoff_features: vector (nullable = true)\n", - " |-- dropoff_cluster: integer (nullable = false)\n", - "\n" - ] - } - ], - "source": [ - "df_2018.printSchema()" - ] - }, - { - "cell_type": "markdown", - "id": "a09923a2-4df1-4ca5-81fe-309053996948", - "metadata": {}, - "source": [ - "## Analaysis" - ] - }, - { - "cell_type": "markdown", - "id": "2b7bd593-5948-4d37-9d22-0f572c769f26", - "metadata": {}, - "source": [ - "The before and after datasets are converted to pandas dataframes to visualize clusters for analysis." - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "id": "94e421c0-78b4-4780-aaae-e0deacc8c21d", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "before_pd = before.select('pickup_lat', 'pickup_lon', 'pickup_cluster','dropoff_lon','dropoff_lat', \\\n", - " 'dropoff_cluster').toPandas()\n", - "after_pd = after.select('pickup_lat', 'pickup_lon', 'pickup_cluster','dropoff_lon','dropoff_lat', \\\n", - " 'dropoff_cluster').toPandas()" - ] - }, - { - "cell_type": "markdown", - "id": "d05b7640-1b67-49c4-b726-ff3de5ebc3fd", - "metadata": {}, - "source": [ - "## 1) Before and After program pickup and dropoff cluster visualization" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "79aa4cb5-1eb3-483d-8c51-cc170ac15b5e", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import geopandas as gpd\n", - "from shapely.geometry import Point\n", - "import seaborn as sns\n", - "import matplotlib.pyplot as plt\n", - "\n", - "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16, 12))\n", - "\n", - "# Plot pickup clusters for before_pd\n", - "sns.scatterplot(x=\"pickup_lon\", y=\"pickup_lat\", data=before_pd, hue='pickup_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[0, 0])\n", - "axes[0, 0].set_title('Before Pickup Clusters')\n", - "\n", - "# Plot dropoff clusters for before_pd\n", - "sns.scatterplot(x=\"dropoff_lon\", y=\"dropoff_lat\", data=before_pd, hue='dropoff_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[0, 1])\n", - "axes[0, 1].set_title('Before Dropoff Clusters')\n", - "\n", - "# Plot pickup clusters for after_pd\n", - "sns.scatterplot(x=\"pickup_lon\", y=\"pickup_lat\", data=after_pd, hue='pickup_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[1, 0])\n", - "axes[1, 0].set_title('After Pickup Clusters')\n", - "\n", - "# Plot dropoff clusters for after_pd\n", - "sns.scatterplot(x=\"dropoff_lon\", y=\"dropoff_lat\", data=after_pd, hue='dropoff_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[1, 1])\n", - "axes[1, 1].set_title('After Dropoff Clusters')\n", - "\n", - "plt.tight_layout()\n", - "\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "98fbc997-5419-426a-bdf8-ed38aea3d52b", - "metadata": {}, - "source": [ - "The plots in the first row shows the pickup and dropoff location clusters in the Hyde Park program area before the Lyft program was implemented. The plots in the second row shows the pickup and dropoff location clusters in the Hyde Park program area after the Lyft program was implemented.\n", - "\n", - "It appears that the locations that people take a ride to and from in Hyde Park have not been affected that much by the Lyft Ride Program. This makes sense because in the university area, most of the population is students and they tend to stay near the unversity in certain preferable locations." - ] - }, - { - "cell_type": "markdown", - "id": "48c8d1a9-3af7-422f-b6e0-6385dd04de13", - "metadata": {}, - "source": [ - "## 2) Centermost cluster points analysis\n", - "\n", - "The next part of the analysis, the centermost points of the clusters are evaluated. Based on the latitudes and longitudes in a cluster, the centermost latitude and longitude location is calculated. This is a way to reduce the location information present in a cluster down to one point which can be used for a generalized analysis of the clusters." - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "id": "dbde458f-1123-4196-ae9f-4ff9eb508170", - "metadata": {}, - "outputs": [], - "source": [ - "from geopy.distance import great_circle\n", - "from shapely.geometry import Point, MultiPoint\n", - "\n", - "\n", - "# Define the get_centermost_point function\n", - "def get_centermost_point(cluster):\n", - " centroid = (MultiPoint(cluster).centroid.x, MultiPoint(cluster).centroid.y)\n", - " centermost_point = min(cluster, key=lambda point: great_circle(point, centroid).m)\n", - " return tuple(centermost_point)\n", - "\n", - "before_pickup_centers = before_pd.groupby('pickup_cluster')\\\n", - " .apply(lambda cluster: get_centermost_point(list(zip(cluster['pickup_lon'], cluster['pickup_lat']))))\\\n", - " .reset_index(level=0)\\\n", - " .rename(columns={'pickup_cluster': 'center_pickup_cluster', 0: 'center_coordinates'})\n", - "\n", - "before_pickup_centers[['center_lon', 'center_lat']] = before_pickup_centers['center_coordinates'].apply(pd.Series)\n", - "\n", - "after_pickup_centers = after_pd.groupby('pickup_cluster')\\\n", - " .apply(lambda cluster: get_centermost_point(list(zip(cluster['pickup_lon'], cluster['pickup_lat']))))\\\n", - " .reset_index(level=0)\\\n", - " .rename(columns={'pickup_cluster': 'center_pickup_cluster', 0: 'center_coordinates'})\n", - "\n", - "after_pickup_centers[['center_lon', 'center_lat']] = after_pickup_centers['center_coordinates'].apply(pd.Series)\n", - "\n", - "before_dropoff_centers = before_pd.groupby('dropoff_cluster')\\\n", - " .apply(lambda cluster: get_centermost_point(list(zip(cluster['dropoff_lon'], cluster['dropoff_lat']))))\\\n", - " .reset_index(level=0)\\\n", - " .rename(columns={'dropoff_cluster': 'center_dropoff_cluster', 0: 'center_coordinates'})\n", - "\n", - "before_dropoff_centers[['center_lon', 'center_lat']] = before_dropoff_centers['center_coordinates'].apply(pd.Series)\n", - "\n", - "after_dropoff_centers = after_pd.groupby('dropoff_cluster')\\\n", - " .apply(lambda cluster: get_centermost_point(list(zip(cluster['dropoff_lon'], cluster['dropoff_lat']))))\\\n", - " .reset_index(level=0)\\\n", - " .rename(columns={'dropoff_cluster': 'center_dropoff_cluster', 0: 'center_coordinates'})\n", - "\n", - "after_dropoff_centers[['center_lon', 'center_lat']] = after_dropoff_centers['center_coordinates'].apply(pd.Series)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "id": "cd6656bf-8093-4428-8402-48e08f1258fc", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "\n", - "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16, 12))\n", - "\n", - "# Plot center pickup clusters for before_pd\n", - "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=before_pickup_centers, hue='center_pickup_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[0, 0])\n", - "axes[0, 0].set_title('Before Pickup Center Clusters')\n", - "\n", - "# Plot center dropoff clusters for before_pd\n", - "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=before_dropoff_centers, hue='center_dropoff_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[0, 1])\n", - "axes[0, 1].set_title('Before Dropoff Center Clusters')\n", - "\n", - "# Plot center pickup clusters for after_pd\n", - "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=after_pickup_centers, hue='center_pickup_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[1, 0])\n", - "axes[1, 0].set_title('After Pickup Center Clusters')\n", - "\n", - "# Plot center dropoff clusters for after_pd\n", - "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=after_dropoff_centers, hue='center_dropoff_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[1, 1])\n", - "axes[1, 1].set_title('After Dropoff Center Clusters')\n", - "\n", - "plt.tight_layout()\n", - "\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "id": "3685f0c6-5ac2-464f-a5e4-c0b05d30d5a1", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "plt.figure(figsize=(12, 8))\n", - "\n", - "# Plot pickup center points for before_pd\n", - "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=before_pickup_centers, hue='center_pickup_cluster', s=100, alpha=0.7, palette='Reds', marker=\"x\", linewidth=2, label='Before')\n", - "\n", - "# Plot pickup center poinlatuts for after_pd\n", - "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=after_pickup_centers, hue='center_pickup_cluster', s=100, alpha=0.7, palette='Greens', marker=\"o\", edgecolor='darkgreen',label='After')\n", - "\n", - "# Set labels and legend\n", - "plt.xlabel('Longitude')\n", - "plt.ylabel('Latitude')\n", - "plt.title('Before & After - Pickup Center Points')\n", - "plt.legend(bbox_to_anchor=(1, 1), loc='upper left')\n", - "\n", - "# Show the plot\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "edf31b89-8417-470f-9675-246fea80b9b7", - "metadata": {}, - "source": [ - "The pickup centermost location points seem to show some variation before and after the program. This implies that the pickup clusters identified by the K-Means algorithms are not identical which indicates some shift in the behavior of customers in terms of where they take rides from in Hyde Park before and after the program." - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "id": "960d215b-b04c-448e-a779-5670abd47192", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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RoU8++UQTJ0484/td1T8nZ8OTn5dS9evXL/MzLnUufw6nc9VVV+mqq66Sw+HQ999/r7///e8aOnSoYmNj1b9/f4+PDwBARRDUAACqxbp16yTJFarccMMNmjVrlhwOhzp06HDW5+vWrZtefvllvffee3ryySdd7R999JFyc3PVrVu3M57jhhtu0IIFC9SgQYMyX+7PpFmzZpJKbvPq3r27q3348OFyOBwaOXKkQkND9corr5R7ns2bN2vlypXq27fvKbd2Hj9+vD755BO3YOFkpdtVnzxroFOnTgoPD9emTZuqdWtzSaf9sl0ZY8eO1aZNm/Tcc88pICCg3L5NmjRRYmKi3n//fT311FOuoCA3N1cfffSRayeoE82cOVNt27Z1Pf/ggw9UXFysLl26SCrZUl2S3nvvPbeAb/Xq1dq8efNZbRt9Jr6+vho+fLiGDx+uF154ocz23JKUmZmprVu3qlOnTlX+c3Iq3vi8VMS5+jmc7vpPZLfb1aFDBzVt2lQzZ87U2rVrCWoAADUGQQ0A4Kxt2LDBtb31oUOHNGfOHC1atEi33HKLa+ZF//79NXPmTP3hD3/QE088ofbt28vX11e7d+/WkiVLdNNNN+mWW2457Rjdu3dXz549NXz4cGVnZ6tTp0766aefNHr0aLVu3VoDBw48Y53jxo3TokWL1LFjRz3++ONq0qSJ8vPztWPHDi1YsEBvvPFGmX/ZL9WsWTM9/PDDev3115Wdna1BgwYpLCxMGzdu1D/+8Q/VqVNHe/bs0ahRo/S3v/3ttDWUzqZ55pln1L59+zLHjx07pi+//FLvvffeaW+/KA2N3nrrLYWEhCggIEApKSmKjIzU3//+dw0ePFiHDx/WrbfeqpiYGB04cEA//vijDhw4oNdff/2M71N1OXr0qL777jtJJcHKli1bNGvWLH399de67bbbXFuml8dms+nll1/WgAEDdMMNN+ihhx5SQUGBXnnlFR09elQvvfRSmdfMmTNHPj4+6t69uzZu3KhRo0apZcuWuu222ySVhD8PPvig/v73v8tms6lXr17asWOHRo0apbp167oFgdXh6aef1ubNmzV69GitWrVKd955p+rWrausrCwtX75cb731lsaOHatOnTpV+c/JqdTUz8u5+jk0b95ckvTXv/5VgwcPlq+vr5o0aaKZM2fqq6++Uu/evVWvXj3l5+e7tja/7rrrqmVsAACqhXfXMgYAnE9OtetTWFiYadWqlZk0aZLbltnGGFNUVGReffVV07JlSxMQEGBq1aplmjZtah566CGzdetWV7/T7ahz/PhxM3z4cJOUlGR8fX1NfHy8efjhh8tspVvejkMHDhwwjz/+uElJSTG+vr4mIiLCtG3b1owcOdLk5OSUe71Op9NMmzbNtG/f3gQGBpqAgADTsmVL89JLL5nc3Fzz2muvnXLXoVKFhYUmJibGtGrV6rRjFBcXmzp16pjmzZsbY06965MxxkyePNmkpKQYu91uJJnp06e7ji1btsz07t3bREREGF9fX5OYmGh69+7ttlXy6XYzqi5JSUmuz4RlWaZWrVqmSZMmZuDAgebzzz8v079016dXXnnllOebO3eu6dChgwkICDDBwcGmW7du5ttvv3XrU3pNa9asMampqaZWrVomJCTE3HHHHWb//v1ufR0Oh/nzn/9sGjdubHx9fU1UVJS56667zK5du055zsru+nSiTz75xPTu3dtER0cbHx8fU7t2bdO1a1fzxhtvmIKCAle/iv45Od3n/JprrjHXXHONW9u5/rycbnvuk1X053C6XZ+GDBlS5pxJSUlm8ODBbm3PPvusSUhIMDabzbUD1sqVK80tt9xikpKSjL+/v4mMjDTXXHONmTdvXoWuEQCAc8UyporbOAAAAHjBmDFjNHbsWB04cOCcrG8CAABwLrA9NwAAAAAAQA1BUAMAAAAAAFBDcOsTAAAAAABADcGMGgAAAAAAgBqixgQ1EydOlGVZGjp0qKttzpw56tmzp6KiomRZltatW1ehc02ePFlNmjRRYGCga7vH/Px81/Hly5crNTVVCQkJsixLc+fOLXOOu+++W5ZluT2uuOKKKl4lAAAAAADA6dWIoGb16tV666231KJFC7f23NxcderUSS+99FKFzzVz5kyNGDFCo0eP1ubNmzVt2jTNnj1bzz77rNt5W7ZsqSlTppR7ruuvv1779u1zPRYsWHB2FwYAAAAAAHAWfLxdQE5OjgYMGKC3335b48ePdzs2cOBASdKOHTsqfL6VK1eqU6dOuvPOOyVJycnJuuOOO7Rq1SpXn169eqlXr15nPJe/v7/i4uIqPPbJnE6n9u7dq5CQEFmWVenzAAAAAABQEcYYHTt2TAkJCbLZasTcDJwlrwc1Q4YMUe/evXXdddeVCWoqo3Pnznrvvfe0atUqtW/fXtu3b9eCBQs0ePDgsz7X0qVLFRMTo/DwcF1zzTWaMGGCYmJiTtu/oKBABQUFrud79uzRpZdeWqnrAAAAAACgsnbt2qU6dep4uwxUgleDmlmzZmnt2rVavXp1tZ2zf//+OnDggDp37ixjjIqLi/Xwww9rxIgRZ3WeXr16qV+/fkpKSlJaWppGjRqla6+9VmvWrJG/v/8pXzNx4kSNHTu2TPuuXbsUGhpaqesBAAAAAKCisrOzVbduXYWEhHi7FFSS14KaXbt26YknntAXX3yhgICAajvv0qVLNWHCBE2dOlUdOnTQtm3b9MQTTyg+Pl6jRo2q8Hluv/121++bNWumdu3aKSkpSZ999pn69Olzytc8++yzGjZsmOt56R+Q0NBQghoAAAAAwDnD8hvnL68FNWvWrFFmZqbatm3ranM4HFq+fLmmTJmigoIC2e32sz7vqFGjNHDgQN1///2SpObNmys3N1cPPvigRo4cWel79OLj45WUlKStW7eeto+/v/9pZ9sAAAAAAACcideCmm7dumn9+vVubffcc4+aNm2q4cOHVyqkkaS8vLwyYYzdbpcxRsaYStd76NAh7dq1S/Hx8ZU+BwAAAAAAQHm8FtSEhISoWbNmbm3BwcGKjIx0tR8+fFjp6enau3evJGnLli2SpLi4ONduTIMGDVJiYqImTpwoSUpNTdWkSZPUunVr161Po0aN0o033ugKf3JycrRt2zbXuGlpaVq3bp0iIiJUr1495eTkaMyYMerbt6/i4+O1Y8cOPffcc4qKitItt9zi2TcGAAAAAABctLy+61N55s2bp3vuucf1vH///pKk0aNHa8yYMZKk9PR0txk0zz//vCzL0vPPP689e/YoOjpaqampmjBhgqvP999/r65du7qel64rM3jwYM2YMUN2u13r16/Xu+++q6NHjyo+Pl5du3bV7NmzWZAJAAAAAHBeK914x+FweLuUi4bdbpePj0+F1g6yTFXuB0K5srOzFRYWpqysLBYTBgAAAAB43Jm+hxYWFmrfvn3Ky8vzQnUXt6CgIMXHx8vPz6/cfjV6Rg0AAAAAAKgeTqdTaWlpstvtSkhIkJ+fH7tDnQPGGBUWFurAgQNKS0tTo0aNyt3oiKAGAAAAAICLQGFhoZxOp+rWraugoCBvl3NRCQwMlK+vr3bu3KnCwkIFBASctm/l9qoGAAAAAADnpfJmc8BzKvq+89MBAAAAAACnZ5ye7Q83BDUAAAAAAODUHEVS4XHJUVyx/sWFJf2d7ChVWQQ1AAAAAACgLKdDKiqUjKTigjOHNcWFUnFRSf+i/Bo5s2bMmDGKjY2VZVmaO3eut8s5JYIaAAAAAABQlmWT7L/tQXSmsKY0pCll9yt5fTW5++67ZVmW6xEZGanrr79eP/30U4XPsXnzZo0dO1Zvvvmm9u3bp169elVbfdWJoAYAAAAAAJRlWZKP35nDmpNDGh8/yce32su5/vrrtW/fPu3bt09ffvmlfHx8dMMNN1T49b/++qsk6aabblJcXJz8/f0rVUdRUdGZO1UBQQ0AAAAAADi1M4U15yikkSR/f3/FxcUpLi5OrVq10vDhw7Vr1y4dOHBAkrRnzx7dfvvtql27tiIjI3XTTTdpx44dkkpueUpNTZVUsvuSZVmSJKfTqXHjxqlOnTry9/dXq1attHDhQteYO3bskGVZ+uCDD9SlSxcFBATovffekyRNnz5dl1xyiQICAtS0aVNNnTq1Wq6ToAYAAAAAAJze6cKawuPnLKQ5WU5OjmbOnKmGDRsqMjJSeXl56tq1q2rVqqXly5frm2++Ua1atXT99dersLBQTz31lKZPny5Jrlk5kvTXv/5Vr732ml599VX99NNP6tmzp2688UZt3brVbbzhw4fr8ccf1+bNm9WzZ0+9/fbbGjlypCZMmKDNmzfrxRdf1KhRo/TOO+9U+dp8qnwGAAAAAABwYSsNa6SS2TRG7osFn4OQZv78+apVq5YkKTc3V/Hx8Zo/f75sNptmzZolm82mf/zjH67ZMtOnT1d4eLiWLl2qHj16KDw8XJIUFxfnOuerr76q4cOHq3///pKkP//5z1qyZIkmT56s//f//p+r39ChQ9WnTx/X8xdeeEGvvfaaqy0lJUWbNm3Sm2++qcGDB1fpOglqLjLG6ZRlq/hEqrPtDwAAAAC4QJWGNSevUWOznZOZNF27dtXrr78uSTp8+LCmTp2qXr16adWqVVqzZo22bdumkJAQt9fk5+e71qY5WXZ2tvbu3atOnTq5tXfq1Ek//vijW1u7du1cvz9w4IB27dql++67Tw888ICrvbi4WGFhYVW6Romg5qJi8rKlY4dlIhNk+fhpz5E9WrB+gbYc2KKCokKFB4brqoaddXXjqxXgGyCTc1TKy5KJTJRl56MCAAAAABc9xykW0jXOkvDGw98bg4OD1bBhQ9fztm3bKiwsTG+//bacTqfatm2rmTNnlnlddHR0uectnYFTyhhTpi04ONj1e6ezZCbR22+/rQ4dOrj1s9vtFbuYcvDt+yJhjudIRzMlSZk7f9SkHz7Qql3fKy4qXvFRCQqwBelwwRH97eu/669L/qb+zVI1oNG1JR/OQ3tkouoyswYAAAAALmYnLxxcqnTNGsnjYc2JLMuSzWbT8ePH1aZNG82ePVsxMTEKDQ2t0OtDQ0OVkJCgb775RldffbWrfcWKFWrfvv1pXxcbG6vExERt375dAwYMqPJ1nIyg5mLhHyj5+mnPoXQ98fkEBUeEq8/VfRUUWMutW+sGbbTv4C69t262du3fqhGdH5IVGEJIAwAAAAAXs1Pt7mT3KWkvXbPGw2FNQUGBMjIyJElHjhzRlClTlJOTo9TUVLVv316vvPKKbrrpJtcuTunp6ZozZ46efvpp1alT55TnfPrppzV69Gg1aNBArVq10vTp07Vu3bpTzsw50ZgxY/T4448rNDRUvXr1UkFBgb7//nsdOXJEw4YNq9J1EtRcJCybXcdDIzX8P0+odky0rmjcviR8MU7J+j2EsZzFSgiJ1A3t/6DPVi1QnV8Wa1DXh71YOQAAAADAq8rbgvvkBYY9GNYsXLhQ8fHxkqSQkBA1bdpU//nPf9SlSxdJ0vLlyzV8+HD16dNHx44dU2Jiorp161buDJvHH39c2dnZ+r//+z9lZmbq0ksv1bx589SoUaNya7n//vsVFBSkV155Rc8884yCg4PVvHlzDR06tMrXaRljTJXPglPKzs5WWFiYsrKyKjz1ypO+2PiF/vb133Rzhz/IKv2xW5bkF1AS1jiKpKJCV/992Yf07fqV+viPHyvAN8BLVQMAAAAAKqq876H5+flKS0tTSkqKAgIq+B2vvJCmlDG/z6yRJEuSj/85vQ3qfFDR95/7WS4Sxhh9+MOHalSviSz/wJJVuUsOSIX5UlGBW0gjH1/FRdeVj5+vlm5Z6pWaAQAAAABe5HScOaSRft8NqjSYKZ1Zc+L23agwgpqLxKGcQ/p5/89qUqeppN9m0ZwY1py4vZqPr+TjJ8uylJSQrGVbl3mlZgAAAACAF1k291ucytuC++SwxsfPbZkNVBzv2kXiWP4x+fr4ytf1B+u3sOZkdp/f7zGUVCuglo7mHT0nNQIAAAAAahDLkuy+Jd8dywtpTuzv41fS316B/jglgpqLhJ+PnxxOh9yWJDpxFk0pp8Ntelqxo1j+vv7noEIAAAAAQI1jWZLN7rn+KIOg5iIRVStKgT6B2n+kZCuzkxcOdilds+a3sGb/4X1qFF3+atcAAAAAAKB6ENRcJPx9/ZXaPFWbdm4oG9L4+EoBQWUWGM4vyNXu/bvVu3lv7xQNAAAAAMBFhqDmIpLaIlX7MnbrwKG9vzf+tnDwqRYY/n7TSrWMb67kqGRvlAsAAAAAwEWHoOYiUscvRH9sfqsWr/lSB7IPnhDSlCoJa4xlafW2NTqUuV9Ptb1DpvgUt0gBAAAAAIBq5+PtAnBumOPHpOyDuvWy6yUZvbHmIyXE19OlSZcptnacpJKFg7fu+UW/pP8s/0Kjv/YYqcTgaOnQHpnoJFk2cj0AAAAAADyJoOZi4R8s+QXIKsxXvyvvUoe2N+nTnz7V/DXzVeAokI/dR4XFRUqJSNZDVzykLo2vVtCxIyVr2dSKIKQBAAAAAOAcIKi5SFg2m0xEgpSfIysoVEmK0KNdH9X9ne9XZnamCooLVMu/luLC4mRZliTJ+AVJBXmyAkO8XD0AAAAA4GI3depUvfLKK9q3b58uu+wyTZ48WVdddZW3y6p2TJO4iFg2m6ygULe2AN8A1Yusp0axjRQfHu8KaUr62wlpAAAAAADujJEcxVJxYcmvxnh8yNmzZ2vo0KEaOXKkfvjhB1111VXq1auX0tPTPT72uUZQAwAAAAAAKqa4SMo/JhXkSoXHS37NP1bS7kGTJk3Sfffdp/vvv1+XXHKJJk+erLp16+r111/36LjeQFADAAAAAADOrLhIKswrO4PGmJJ2D4U1hYWFWrNmjXr06OHW3qNHD61YscIjY3oTQQ0AAAAAACifMVLR8fL7FB33yG1QBw8elMPhUGxsrFt7bGysMjIyqn08byOoAQAAAAAA5XM6zhzCGFPSz0NOXFO1ZDhTpu1CQFADAAAAAADKZ5zV2+8sREVFyW63l5k9k5mZWWaWzYWAoAYAAAAAAJTPqmB8UNF+Z8HPz09t27bVokWL3NoXLVqkjh07Vvt43ubj7QIAAAAAAEANZ7NLllX+7U+WVdLPA4YNG6aBAweqXbt2uvLKK/XWW28pPT1df/zjHz0ynjcR1AAAAAAAgPJZluQbWLK70+n4Bpb084Dbb79dhw4d0rhx47Rv3z41a9ZMCxYsUFJSkkfG8yaCGgAAAAAAcGY+vpKCyu7uVBri+Ph6dPhHHnlEjzzyiEfHqAkIagAAAAAAQMX4+Ep2n992gXKWrElTelsUqgVBDQAAAAAAqDjLKglr4BHs+gQAAAAAAFBDENQAAAAAAADUEAQ1AAAAAAAANQRBDQAAAAAAQA1BUAMAAAAAAFBDENQAAAAAAADUEAQ1AAAAAAAANQRBDQAAAAAAQA1BUAMAAAAAACrMGCOTd0zm2OGSX43x6HgTJ07U5ZdfrpCQEMXExOjmm2/Wli1bPDqmNxHUAAAAAACACjE5R6Qd66W9v0j700p+3bG+pN1Dli1bpiFDhui7777TokWLVFxcrB49eig3N9djY3qTj7cLAAAAAAAANZ/JOSJlbC97wFEkZWyXiasvq1btah934cKFbs+nT5+umJgYrVmzRldffXW1j+dtzKgBAAAAAADlMsZIB3aV3+ngLo/fBiVJWVlZkqSIiAiPj+UNBDUAAAAAAKB8x3NKZs6Up7iopJ8HGWM0bNgwde7cWc2aNfPoWN7CrU8AAAAAAKB8ZwppzrZfJT366KP66aef9M0333h0HG8iqAEAAAAAAOWz+1Zvv0p47LHHNG/ePC1fvlx16tTx2Djexq1PAAAAAACgfIG1zhzC+PiW9Ktmxhg9+uijmjNnjr766iulpKRU+xg1CTNqAAAAAABAuSzLkomue+pdn0pF1ZVlWdU+9pAhQ/T+++/rk08+UUhIiDIyMiRJYWFhCgwMrPbxvI0ZNQAAAAAA4IysWrWluPplZ9b4+Eoe2ppbkl5//XVlZWWpS5cuio+Pdz1mz57tkfG8jRk1AAAAAACgQqxatWWCw3/fBcpecruTJ2bSlDoXW37XJAQ1AAAAAACgwizLkoJCvF3GBYtbnwAAAAAAAGoIghoAAAAAAIAagqAGAAAAAACghiCoAQAAAAAAqCFqTFAzceJEWZaloUOHutrmzJmjnj17KioqSpZlad26dRU61+TJk9WkSRMFBgaqbt26evLJJ5Wfn+86vnz5cqWmpiohIUGWZWnu3LllzmGM0ZgxY5SQkKDAwEB16dJFGzdurOJVAgAAAAAAnF6NCGpWr16tt956Sy1atHBrz83NVadOnfTSSy9V+FwzZ87UiBEjNHr0aG3evFnTpk3T7Nmz9eyzz7qdt2XLlpoyZcppz/Pyyy9r0qRJmjJlilavXq24uDh1795dx44dO/sLBAAAAAAAqACvb8+dk5OjAQMG6O2339b48ePdjg0cOFCStGPHjgqfb+XKlerUqZPuvPNOSVJycrLuuOMOrVq1ytWnV69e6tWr12nPYYzR5MmTNXLkSPXp00eS9M477yg2Nlbvv/++HnrooQrXAwAAAAAAUFFen1EzZMgQ9e7dW9ddd121nK9z585as2aNK5jZvn27FixYoN69e1f4HGlpacrIyFCPHj1cbf7+/rrmmmu0YsWK076uoKBA2dnZbg8AAAAAAICK8uqMmlmzZmnt2rVavXp1tZ2zf//+OnDggDp37ixjjIqLi/Xwww9rxIgRFT5HRkaGJCk2NtatPTY2Vjt37jzt6yZOnKixY8dWrnAAAAAAAHDR89qMml27dumJJ57Qe++9p4CAgGo779KlSzVhwgRNnTpVa9eu1Zw5czR//ny98MILZ30uy7LcnhtjyrSd6Nlnn1VWVpbrsWvXrrMeEwAAAACAmsw4nTJ7t8u57UeZvdtlnE6PjjdmzBhZluX2iIuL8+iY3uS1GTVr1qxRZmam2rZt62pzOBxavny5pkyZooKCAtnt9rM+76hRozRw4EDdf//9kqTmzZsrNzdXDz74oEaOHCmb7czZVOkPPCMjQ/Hx8a72zMzMMrNsTuTv7y9/f/+zrhkAAAAAgPOB2b5BzhXzpdySpT6MJAWHytbxBln1m3ls3Msuu0yLFy92Pa9MXnC+8NqMmm7dumn9+vVat26d69GuXTsNGDBA69atq/SbnpeXVyaMsdvtMsbIGFOhc6SkpCguLk6LFi1ytRUWFmrZsmXq2LFjpeoCAAAAAOB8ZrZvkHPR+66QxiU3W85F78ts3+CxsX18fBQXF+d6REdHe2wsb/PajJqQkBA1a+aetgUHBysyMtLVfvjwYaWnp2vv3r2SpC1btkiS6wcjSYMGDVJiYqImTpwoSUpNTdWkSZPUunVrdejQQdu2bdOoUaN04403usKfnJwcbdu2zTVuWlqa1q1bp4iICNWrV0+WZWno0KF68cUX1ahRIzVq1EgvvviigoKCXLtJAQAAAABwsTBOZ8lMmnI4V3wmW/KlsipwJ8vZ2rp1qxISEuTv768OHTroxRdfVP369at9nJrA69tzl2fevHm65557XM/79+8vSRo9erTGjBkjSUpPT3ebQfP888/Lsiw9//zz2rNnj6Kjo5WamqoJEya4+nz//ffq2rWr6/mwYcMkSYMHD9aMGTMkSc8884yOHz+uRx55REeOHFGHDh30xRdfKCQkxFOXCwAAAABAzZSxo+xMmpPlZpX0S6jeAKVDhw5699131bhxY+3fv1/jx49Xx44dtXHjRkVGRlbrWDWBZSp6PxDOWnZ2tsLCwpSVlaXQ0FBvlwMAAAAAuMCV9z00Pz9faWlpSklJOetNfZzbfpT5cvYZ+1ndbpetYcuzOvfZys3NVYMGDfTMM8+4Jl6cDyr6/nttjRoAAAAAAHB+sIIqdndJRftVRXBwsJo3b66tW7d6fCxvIKgBAFSZOZ4nk3us4v1zsmTy8zxYEQAAAKpVXLIUfIY7RYLDSvp5WEFBgTZv3uy2S/OFpEavUQMAqPnM8Tw5570jORyy3TRYR1Skzzd8rv+s/kj7szIlSfFhcerXoa96XtZTYU5Lzk/ekXz9ZbtxoKyAIC9fAQAAAM7Estlk63hDya5Pp2Hr2NsjCwk/9dRTSk1NVb169ZSZmanx48crOztbgwcPrvaxagKCGgBAlZil86RDmTLG6J03hmjqsZ9VlG9XsIlQoD1WkrQvO0d/3jNZkz6bpEdDmuiOgPqyLEtm+WeyevTz8hUAAACgIqz6zWTrfmfJ7k8nLiwcHFYS0tRvdvoXV8Hu3bt1xx136ODBg4qOjtYVV1yh7777TklJSR4Zz9sIagAAVWJ17iXnwQxN/fUL/WPfekUVJSg4toHk+/v/YgLtwVJxbeXu3KpX/ZYoN+GoHmh4nayOPb1YOQAAAM6WVb+ZbMmXShk7ZPKOlaxJE5fskZk0pWbNmuWxc9dErFEDAKgSKyRM3zRrpH8e2KTYvDgFFdll9u+Siot/71RcJJOxW0HFPorOi9Wbmev1XYtLZNViRzwAAIDzjWWzyUqoL1vDlrIS6ns0pLkY8W4CAKrsXz98LL+AZPn7/LbeTFHR72HNbyGNioskSQE+wfLxr6d//fCxFysGAAAAaiaCGgBAlWzdv1Vr035UVGAdWXF1JB/fkgNFRTJ70mT27HCFNPLxlRVXV1GBdfS/bauVdiDNa3UDAAAANRFBDQCgSjbu3Shbkb/sls9vQcwJYY0xJQ/JFdLIx0c+Nl/Zivy0ce9G7xUOAAAA1EAENQCAKskrzJPTaX5v8PGVFRVXpp8VHS/5/L7AsDElrwUAAADwO4IaAECVBPoGymazfm8oLpI5mFGmnzm4z22BYcuSAv0Cz0WJAAAAwHmDoAYAUCWXJVwmp2+BHKbswsGyrJKH5LbAcLGzSE7fQl2WcJn3CgcAAABqIIIaAECVNIptpNYpLXTo+B73kMbHV1ZiiqzEZPcFhvfv0sHje9ShYTvVj67vtboBAACAmoigBgBQJZZlaWCbW1SQn6aC4t/WnDlh4eCTFxjOL8pVccFODWh9ixerBgAAAGomghoAQJWYnCxdteFX3R19qfYHZei4j+P3kKbUb2FNnk+xMoP264HoZuq4/heZ3GPeKxwAAACogQhqAABVYr7+r6zso3o0ur2GNrpax+oZ7Ta/6kjhAeU78pTvyNORwgPabbYrp570VKMuejC6rXT0kMy3C71dPgAAAM6ScTrk/OUnOVcvlfOXn2ScDo+PmZycLMuyyjyGDBni8bHPNZ8zdwEA4PSsLqky2UdkFRfpnsGv6yYVaeGGhfrPqo+Umb1XkhQXHqfb2j+hHpf1UG2nXc5PZkh+/rKu7u3V2gEAAHB2nD98K+d/3pKOHvy9MTxKtn4Pyta6k8fGXb16tRyO3wOhDRs2qHv37urXr5/HxvQWyxhjvF3EhSo7O1thYWHKyspSaGiot8sBAI8xx3Mlh0NWLff/1pX+L8ayLPf2nKyS26ECgs5ZjQAAABeD8r6H5ufnKy0tTSkpKQoICDjrczt/+FbOt1887XHbA895NKw50dChQzV//nxt3bq1zN81a6qKvv/c+gQAqDIrMLhMSCPJNSW1THutMEIaAACA84hxOkpm0pTD+eFb5+Q2qMLCQr333nu69957z5uQ5mwQ1AAAAAAAgHKZbRvdb3c6lSMHS/p52Ny5c3X06FHdfffdHh/LGwhqAAAAAABA+bIOV2+/Kpg2bZp69eqlhIQEj4/lDSwmDAAAAAAAyhcWUb39Kmnnzp1avHix5syZ49FxvIkZNQAAAAAAoFxWw8uk8KjyO9WOKunnQdOnT1dMTIx6975wdw8lqAEAAAAAAOWybHbZ+j1Ybh/brQ/Kstk9VoPT6dT06dM1ePBg+fhcuDcIEdQAAAAAAIAzsrXuJNsDz5WdWVM76pxszb148WKlp6fr3nvv9eg43nbhRlAAAAAAAKBa2Vp3ktXyipLdnbIOS2ERshpe5tGZNKV69OghY4zHx/E2ghoAAAAAAFBhls0uq3ELb5dxweLWJwAAAAAAgBqCoAYAAAAAAKCGIKgBAAAAAACoIQhqAAAAAAAAagiCGgAAAAAAgBqCoAYAAAAAAKCGIKgBAAAAAACoIQhqAAAAAAAAagiCGgAAAAAAgBqCoAYAAAAAAFSYcTiU+913ypo3T7nffSfjcHh8zOXLlys1NVUJCQmyLEtz5851r8kYjRkzRgkJCQoMDFSXLl20ceNGj9flCQQ1AAAAAACgQrI/X6itV1+lnQPu1J4nh2rngDu19eqrlP35Qo+Om5ubq5YtW2rKlCmnPP7yyy9r0qRJmjJlilavXq24uDh1795dx44d82hdnkBQAwAAAAAAzij784XaPWSIijMy3NqL9+/X7iFDPBrW9OrVS+PHj1efPn3KHDPGaPLkyRo5cqT69OmjZs2a6Z133lFeXp7ef/99j9XkKQQ1AAAAAACgXMbhUMa4cZIxpzhY0pbxwgvn5Daok6WlpSkjI0M9evRwtfn7++uaa67RihUrznk9VUVQAwAAAAAAypW3enWZmTRujFHxvn3KW7363BX1m4zf6oqNjXVrj42NdR07nxDUAAAAAACAchVnZlZrP0+wLMvtuTGmTNv5gKAGAAAAAACUyycmplr7Vae4uDhJKjN7JjMzs8wsm/MBQQ0AAAAAAChX0OWXyycuTjrdDBXLkk98vIIuv/zcFiYpJSVFcXFxWrRokautsLBQy5YtU8eOHc95PVVFUAMAAAAAAMpl2e2K+9OffntyUljz2/O4UaNk2e0eGT8nJ0fr1q3TunXrJJUsILxu3Tqlp6fLsiwNHTpUL774oj7++GNt2LBBd999t4KCgnTnnXd6pB5P8vF2AQAAAAAAoOYL7Xm96vy//6eMcePcFhb2iYtT3KhRCu15vcfG/v7779W1a1fX82HDhkmSBg8erBkzZuiZZ57R8ePH9cgjj+jIkSPq0KGDvvjiC4WEhHisJk+xjDnV3lqoDtnZ2QoLC1NWVpZCQ0O9XQ4AAAAA4AJX3vfQ/Px8paWlKSUlRQEBAZUewzgcJbtAZWbKJyZGQZdf7rGZNBeSir7/zKgBAADARWn/L1v1v/dmq+fwJ+UfHKxiR7G+2/6d0g6mqbC4ULUCaql9cnulRKdIknb/uF4/ffpfdX/6Cfn6+3u5egDwHstuV/AVV3i7jAsWQQ0AAAAuOvu3btOnf5qggtw8zRk1Tvk3NdYXvyyS3W5Xo7iG8vXx0dbDx/TeqvfUOLqxuoa30543P1NxYaH+O/5l/WHUcPn4+Xn7MgAAFyCCGgAAAFx07L6+sux2FVjFmnFkgcJWbdSAXveoeb1msk5YJDOvIE9LfvxSE/87UZfaQtRKifLx95dlY08OAIBn8H8YAAAAXHSikpN04/hRWhqbrphL6+v+lrcrKtdXTqfTrZ9V4FAzWx09ctW92pyco+wW4eo5YpjsPvx7JwDAMwhqAAAAcFHaaR2UT8tEDWx7m3ztPirMydX+LVvlcDgkScezjynzl20yTqcSasVqUNdBWp98TMY6w4kBAKgCghoAAABclOb/9KmubnaNki5rJttvM2RKw5rcI0ddIY0kBdYO17Ud/yBZRqvSVnmzbADABY6gBgAAABedY/nH9L+0/+nqpp3kFxSouKaN3cKaA1t/dQtpYhrWl91uV8cmV+rLnxd7s3QAwAWOoAYAAAAXnaN5R+Xj46PawbUlyRXWnMw/JEQxDeu7FhiOCY3WwdxD57RWAMDFhaAGAAAAFx1Lloxxb3MUF5fpZxwOtwWGzW+vBQDAUwhqAAAAcNGJCI6QJGUc3S/p94WDT1aYl+e2wPDuQ7sVHxp/7goFAEiSli9frtTUVCUkJMiyLM2dO9d1rKioSMOHD1fz5s0VHByshIQEDRo0SHv37vVewVVAUAMAAICLTpB/kK5qeJWW//y12+5OUsmaNPGXXVJmgeH8wnyt3Po/9byspzdLBwCvMw6HMr/5VukfzlHmN9/K/BZme1Jubq5atmypKVOmlDmWl5entWvXatSoUVq7dq3mzJmjX375RTfeeKPH6/IEH28XAAAAAHhDaotUPT3rSV3qjFUtnyBJvy8cbFmW4po2VsbPv8hZXKzCnFwtWDJHIT611LJuSy9XDgDes/vTz7RuxEgd37vP1RaYEK9WL01QndTeHhu3V69e6tWr1ymPhYWFadGiRW5tf//739W+fXulp6erXr16HqvLE5hRAwAAgItSSGaxgtcd1rRV7yunMM8tpJHkthvUL4e36z/ffKBL1ttVmJfn5coBwDt2f/qZVg6+zy2kkaTj+zK0cvB92v3pZ16qrKysrCxZlqXw8HBvl3LWCGoAAABw0dmzfqMWvPCyOh9JkrXlsN5YO1Mbi3apoKjArd/BgqNadmy9Zqz4t65Mj1Xwrzn69E8TVHj8uJcqBwDvMA6H1o0YqTIrsUuutnXPPn9OboM6k/z8fI0YMUJ33nmnQkNDvV3OWePWJwAAAFx0akVFKiA0RMUHC3V/k/7yvam15q//VJ98/6mSo5Pla/dV9vFsZRzdr2saX6O/D3pdP746Q/lFxxReJ0E+/v7evgQAOKcOrPyuzEwaN8bo+J69OrDyO8V07nTuCjtJUVGR+vfvL6fTqalTp3qtjqogqAEAAMBFJyw+Tje/OFo/zJmnqx66V3YfH/Vo1kNb92/VjkM7VFhcqFr+tdSqbiuFBYVJkpIn1NPmRUvU6b5BstmYmA7g4pKfsb9a+3lCUVGRbrvtNqWlpemrr746L2fTSAQ1AAAAuEiFxcepy5AH3doaxTZSo9hGp+wflZykqx64+xxUBgA1T0BcbLX2q26lIc3WrVu1ZMkSRUZGeqWO6kBQAwAAAAAAyhV95RUKTIjX8X0Zp16nxrIUmBCv6Cuv8Mj4OTk52rZtm+t5Wlqa1q1bp4iICCUkJOjWW2/V2rVrNX/+fDkcDmVkZEiSIiIi5Ofn55GaPKXGzNmcOHGiLMvS0KFDXW1z5sxRz549FRUVJcuytG7dugqda/LkyWrSpIkCAwNVt25dPfnkk8rPz3frM3XqVKWkpCggIEBt27bV119/7Xb87rvvlmVZbo8rrvDMBw4AAAAAgJrMstvV6qUJvz2xTjpY8rzVxPGy7HaPjP/999+rdevWat26tSRp2LBhat26tf70pz9p9+7dmjdvnnbv3q1WrVopPj7e9VixYoVH6vGkGjGjZvXq1XrrrbfUokULt/bc3Fx16tRJ/fr10wMPPFChc82cOVMjRozQP//5T3Xs2FG//PKL7r77bknSX/7yF0nS7NmzNXToUE2dOlWdOnXSm2++qV69emnTpk1u+6tff/31mj59uuv5+ZbCAQAAAABQXeqk9taV70zTuhEj3RYWDkyIV6uJ41UntbfHxu7SpYvMqWby/Ka8Y+cbrwc1OTk5GjBggN5++22NHz/e7djAgQMlSTt27Kjw+VauXKlOnTrpzjvvlCQlJyfrjjvu0KpVq1x9Jk2apPvuu0/333+/pJIZOJ9//rlef/11TZw40dXP399fcXFxlb00AAAAAAAuKHVSeyvxD9frwMrvlJ+xXwFxsYq+8gqPzaS5GHn91qchQ4aod+/euu6666rlfJ07d9aaNWtcwcz27du1YMEC9e5dkuwVFhZqzZo16tGjh9vrevToUWZK1NKlSxUTE6PGjRvrgQceUGZmZrljFxQUKDs72+0BAAAAAMCFxLLbFdO5k+rd2kcxnTsR0lQzr86omTVrltauXavVq1dX2zn79++vAwcOqHPnzjLGqLi4WA8//LBGjBghSTp48KAcDodiY91Xoo6NjXUtNiRJvXr1Ur9+/ZSUlKS0tDSNGjVK1157rdasWSN/f/9Tjj1x4kSNHTu22q4FAAAAAABcXLwW1OzatUtPPPGEvvjiCwUEBFTbeZcuXaoJEyZo6tSp6tChg7Zt26YnnnhC8fHxGjVqlKufddLiR8YYt7bbb7/d9ftmzZqpXbt2SkpK0meffaY+ffqccuxnn31Ww4YNcz3Pzs5W3bp1q+vSAAAAAADABc5rQc2aNWuUmZmptm3butocDoeWL1+uKVOmqKCgQPZKTJ8aNWqUBg4c6Fp/pnnz5srNzdWDDz6okSNHKioqSna73W32jCRlZmaWmWVzovj4eCUlJWnr1q2n7ePv73/a2TYAAAAAAABn4rU1arp166b169dr3bp1rke7du00YMAArVu3rlIhjSTl5eXJZnO/LLvdLmOMjDHy8/NT27ZttWjRIrc+ixYtUseOHU973kOHDmnXrl2Kj4+vVF0AAAAAAABn4rUZNSEhIWrWrJlbW3BwsCIjI13thw8fVnp6uvbu3StJ2rJliyQpLi7OtRvToEGDlJiY6NqtKTU1VZMmTVLr1q1dtz6NGjVKN954oyv8GTZsmAYOHKh27drpyiuv1FtvvaX09HT98Y9/lFSyE9WYMWPUt29fxcfHa8eOHXruuecUFRWlW265xfNvDgAAAAAAuCh5fXvu8sybN0/33HOP63n//v0lSaNHj9aYMWMkSenp6W4zaJ5//nlZlqXnn39ee/bsUXR0tFJTUzVhwgRXn9tvv12HDh3SuHHjtG/fPjVr1kwLFixQUlKSpJIZOOvXr9e7776ro0ePKj4+Xl27dtXs2bMVEhJyDq4cAAAAAABcjCxjjPF2EReq7OxshYWFKSsrS6Ghod4uBwAAAABwgSvve2h+fr7S0tKUkpJSpU19juUfU9rBNOUX5SvIL0iNYhrJ35f1Ws+kou9/jZ5RAwAAAAAAaoat+7fq0x8/1TfbvlF4ULgCfQOUnX9MhcWFuu6S63RDixsUH+6ddV2NMXrooYf04Ycf6siRI/rhhx/UqlUrr9RSVQQ1AAAAAACgXB+t+Uj/XvVvdW3aRa/0+7PqRtSVVBKQ/JyxRQvW/1eP/fsxDes+TB0bnn6jnqpasWKFrrrqKnXv3l0LFy50tS9cuFAzZszQ0qVLVb9+fUVFRcmyLH388ce6+eabPVaPJxDUAAAAAACA05q3bp4+XPuhXrhlnBpE13c7ZlmWLolvqkvim2pV2iq9tug1+fv6q21SW4/U8s9//lOPPfaY/vGPfyg9PV316tWTJP3666+Kj48vdzfnyioqKpKvr2+1n/d0vLY9NwAAAAAAqNkO5x7WP7/9p577w7NlQpqTtU9pr/uvuk9//fKvKnYUV3stubm5+uCDD/Twww/rhhtu0IwZMyRJd999tx577DGlp6fLsiwlJycrOTlZknTLLbe42kp9+umnatu2rQICAlS/fn2NHTtWxcW/12tZlt544w3ddNNNCg4O1vjx46v9WspDUAMAAAAAAE5p4YaFalGnuZrENa5Q/65Nushus2tV2qpqr2X27Nlq0qSJmjRporvuukvTp0+XMUZ//etfNW7cONWpU0f79u3T6tWrtXr1aknS9OnTXW2S9Pnnn+uuu+7S448/rk2bNunNN9/UjBkz3HaKlkp2m77pppu0fv163XvvvdV+LeUhqAEAAAAAAGUYY/T5xs91fbOeFX6NzWZTz0t76L8b/lvt9UybNk133XWXJOn6669XTk6OvvzyS4WFhSkkJER2u11xcXGKjo5WdHS0JCk8PNzVJkkTJkzQiBEjNHjwYNWvX1/du3fXCy+8oDfffNNtrDvvvFP33nuv6tevr6SkpGq/lvIQ1AAAAAAAgDIKigt0KOeQmsQ1OavXNYlrrD1H91RrLVu2bNGqVavUv39/SZKPj49uv/12/fOf/zyr86xZs0bjxo1TrVq1XI8HHnhA+/btU15enqtfu3btqrX+s8FiwgAAAAAAoAyH0yFJ8rGdXXRgt/uo2Fm9a9RMmzZNxcXFSkxMdLUZY+Tr66sjR45U+DxOp1Njx45Vnz59yhwLCAhw/T44OLhqBVcBQQ0AAAAAACgjyC9IPnYf7c/OVHJUxW//OXjsgMICw6qtjuLiYr377rt67bXX1KNHD7djffv21cyZM0/5Ol9fXzkcDre2Nm3aaMuWLWrYsGG11VfdCGoAAAAAAEAZlmWpY4OO+urnr3Rv53sq/Lovf/5KnRt2rrY65s+fryNHjui+++5TWJh7AHTrrbdq2rRpGjx4cJnXJScn68svv1SnTp3k7++v2rVr609/+pNuuOEG1a1bV/369ZPNZtNPP/2k9evXn/PdnU6HNWoAAAAAAMAp9W7eW0t+XqLjhccr1H/3kd3auGeTelza48ydK2jatGm67rrryoQ0UsmMmnXr1snpdJY59tprr2nRokWqW7euWrduLUnq2bOn5s+fr0WLFunyyy/XFVdcoUmTJp3zBYPLYxljjLeLuFBlZ2crLCxMWVlZCg0N9XY5AAAAAIALXHnfQ/Pz85WWlqaUlBS39VjKY4zRqE9GybKkEb2Gy9fue9q+x/KPaeTHz6tNvbZ68OoHq3QdF6KKvv/MqAEAAAAAAKdkWZae7fWscvJzNfbTcdq6f1uZPsYYrUtfp2fnPKekiGTd1/k+L1R64WCNGgAAAAAAcFrB/sGa2GeiZnw7Q6M/GaM6tRPVNrmNAnwDlZOfo2+3favjRfm6seWN6te2ZN0XVB5BDQAAAAAAKFeAb4D+2OWPGnTlIC39Zal+3vez8ovzFewXrEFXDlbHBh3lYydiqA68iwAAAAAAoEKC/IP0h+Z/0B+a/8HbpVywmI8EAAAAAABQQxDUAAAAAAAA1BAENQAAAAAAADUEQQ0AAAAAAEANQVADAAAAAABQQxDUAAAAAAAA1BAENQAAAAAAoMabOnWqUlJSFBAQoLZt2+rrr7/2dkkeQVADAAAAAAAqzBgjh3HI4SyWwzhkjPH4mLNnz9bQoUM1cuRI/fDDD7rqqqvUq1cvpaene3zsc42gBgAAAAAAVIjDFKvAma8iZ4GKTKGKnAUqcObLYYo9Ou6kSZN033336f7779cll1yiyZMnq27dunr99dc9Oq43ENQAAAAAAIAzcphiFTkLJZ08g8aoyFnosbCmsLBQa9asUY8ePdzae/TooRUrVnhkTG8iqAEAAAAAAOUyxqjIWVRunyJnkUdugzp48KAcDodiY2Pd2mNjY5WRkVHt43kbQQ0AAAAAACiXU06VnUlzMvNbP8+wLMt9NGPKtF0ICGoAAAAAAED5KjpTxgMzaqKiomS328vMnsnMzCwzy+ZCQFADAAAAAADKV9GZKx6Y4eLn56e2bdtq0aJFbu2LFi1Sx44dq308b/PxdgEAAAAAAKBms8kmyVL5tz9Zv/WrfsOGDdPAgQPVrl07XXnllXrrrbeUnp6uP/7xjx4Zz5sIagAAAAAAQLksy5Kvzfe3XZ9Ozdfm67E1Y26//XYdOnRI48aN0759+9SsWTMtWLBASUlJHhnPmwhqAAAAAADAGdktH8mm33Z/OnFmTUmIY7c8GzE88sgjeuSRRzw6Rk1AUAMAAAAAACrEbvnIZrOX7O5kjGSV3O50Ie6+5C0ENQAAAAAAoMIsy5Jd9pIla1DtCGoAAPCg3IJcrdm5RlnHs+Rj81Fi7UQ1T2zOvzoBAADglAhqAADwgD1H9ujjHz7Wki1LFB8Wp+iQaBU7Hfo181cF+werd/Pe+kPzP8jPx8/bpQIAAKAGIagBqsAYo58/mKOka69RUHTUGfs7HQ5tnv2hGvbuJf+w0HNQIQBv+Gn3Txr/2Xi1T2mv8be8oAbR9V3Hih3FWrn9O3289mN9u+1bjU4drVoBtbxYLQAAAGoSz2xwDlwEjDFa9/Z0bf7gI309erzyDhwst7/T4dD3f52qLR99oq9Hj1dBVvY5qhTAubT9wHa9MP8F3dPpbj3e7VG3kEaSfOw+uqpRZ73Ud6IC/QI0/rPxKnYUe6laAAAA1DQENUAlFeXkKPOnDZKk3P2Z5YY1pSHN7m9XSpKO7d2nrJ3p56xWAOfOtG+m6Q/Ne6nbJdeW28/Px09P9fw/Hco9qK+3fn2OqgMAAEBNR1ADVJJfSIiuHjdKwfFxkk4f1pwc0lh2u6545knFtGh2zmsG4Fm7D+/Wpr2bdEPL3hXqH+AboF7Ne2n+T/M9XBkAAADOFwQ1QBUERtQuN6w5XUgT366N12oG4DmLNy9WhwYdFBYYVuHXdG3SRWkHt2vX4V0erAwAAADnCxYTBqqoNKxZ/qcXlLsvwxXWdB79nDbOnE1IA1xEMo9lKjmi3lm9Jtg/WDGhMco8lqm6EXU9VBkAVL9dh3fpvxv+q+0Hd6jIUaTYkBh1u+RatanXRpZlebs8ADhvEdQA1eBUYc3njwx1HSekAS4OTuOs1JcTS5aMMR6oCACq385DO/Xaor9o5fZV8vUPkb9fiGyWpfzdm/WfHz5RckQdPdb1EV3d+GpvlwrgAjFx4kTNmTNHP//8swIDA9WxY0f9+c9/VpMmTbxdmkdw6xNQTVy3QcXGlDlGSANcHCKDI7Xn6L6zek1BUYEO5hxURHCEh6oCgOrz876fde87D2htxq9qUK+DGia2Vt3ohkqMaqAG8c3UJKmjshyW/u+jEfpozUfeLheAhxhjlF98XLlFx5RffNzj/+C0bNkyDRkyRN99950WLVqk4uJi9ejRQ7m5uR4d11uYUQNUI/+wUAVGRih3f6Zbe1jS2d0KAeD8dG3TazX8o2d0T6fBCvYPrtBrvtn2rWJCYpUSleLh6gCgag4eO6gnPhgm+YWqflTDU/ax2WyKi0hScGCYXvriNcWHxatjw47nuFIAnpRXnKMjBQflMA5Xm92yq7Z/lIJ8anlkzIULF7o9nz59umJiYrRmzRpdffWFN3uPGTVANSldOPjgpp/LHCtv624AF44GMQ2UFJmsxZsWV6h/saNYC9YvUO8WvVnPAUCNN++necoqLFTiaUKaE4UEhis0tI7eWP42t3YCF5C84hwdzN/vFtJIksM4dDB/v/KKc85JHVlZWZKkiIgLc0YyQQ1QDU61u1PrP95/xq27AVx47u54t2at/kBrdq4pt5/T6dTUpW/ImJKZOABQkxUVF2n29x8pKrzii57HhdfT5v1b9HNG2X/EAnD+McboSEH532eOFBz0eDhrjNGwYcPUuXNnNWvWzKNjeQtBDVBFp9uCO6X7teVu3Q3gwtS8TnM9ed2TevXzSZr53fs6lHPI7bgxRhv3bNS4+S/o18xfNfbGsQrwDfBStQBQMZv2bdLR49mqXavsWnynY7f7yMcvRN9u+9aDlQE4Vwoc+WVm0pzMYRwqcOR7tI5HH31UP/30k/797397dBxvYo0aoApOF9KULhx8uq27rxr7vIKio7xZOgAP6tyos6JqRWn297P18HtD1LJuC0XVilaRo0jbMrfqcO4RXXfJderfq79qBXjmXm4AqE7H8o/Jbvc769s0fez+Opx72ENVATiXHKa4WvtVxmOPPaZ58+Zp+fLlqlOnjsfG8TaCGqCSzhTSlCKsAS5OTeObanTqaO3P3q8V21YoOz9bPjYfta7bWp0adpKfj5+3SwSACvO1+0o6+9sZjHHK38e/+gsCcM7ZrYrFBxXtdzaMMXrsscf08ccfa+nSpUpJubA3YSCoASqpOD9fx/bslXT6kKbUyWFN/tEsHT90iKAGuAjEhsbqlja3eLsMAKiSOrXrqKgoX0XFBfI9i+CluChPyVHJnisMwDnjbw+Q3bKXe/uT3bLL3179t3QPGTJE77//vj755BOFhIQoIyNDkhQWFqbAwMBqH8/bWKMGqCS/4GBdNeY51W7UsNyQplRpWBOekqyOI59RZNMm56hSAACAqkmsnagrUi7XvsM7KvyanONZ8pGTBdOBC4RlWartX/4/NNf2j/LITpavv/66srKy1KVLF8XHx7ses2fPrvaxagJm1ABV4BcSoi4Tx1b4P0aBEbXV9ZUJbMMLAADOO7e366fvPhyhwuJk+Z1hVo0xRnsPblWfFr0VEhByjioE4GlBPrUUFVCyu9OJM2vsll21/aMU5OOZtfc8vZNUTUNQA1TR2YYuhDQAAOB81KlhJ6U276l5GxapYWIb+Z1mxzpjjH7d+5PqhkTqoasfPMdVAvC0IJ9aCrQH/7YLVLHslo/87QF8z6lGBDUAAAAAzsiyLD17/QjZLZvm/rRAgYGRiotIVoBfkCTJ4SjW/qO7lJ2ToUaR9fSX215TWFCYl6sG4AmWZSnA58JbG6amIKgBAAAAUCG+Pr567g/P6fpm1+vDtXP01ZZlkizJsuRwFOnSuKZ66ppn1aVJFwWcZsYNAKB8BDUAAAAAKsyyLLVNaqu2SW11OPew9mfvl8PpUFhgmOrUrsPtDwBQRQQ1AAAAAColIjhCEcER3i4DAC4obM8NAAAAAABQQxDUAAAAAAAA1BAENQAAAAAAADUEQQ0AAAAAAEANQVADAAAAAABQQ9SYoGbixImyLEtDhw51tc2ZM0c9e/ZUVFSULMvSunXrKnSuyZMnq0mTJgoMDFTdunX15JNPKj8/363P1KlTlZKSooCAALVt21Zff/2123FjjMaMGaOEhAQFBgaqS5cu2rhxY1UvEwAAAAAAnIUxY8bIsiy3R1xcnLfL8pgaEdSsXr1ab731llq0aOHWnpubq06dOumll16q8LlmzpypESNGaPTo0dq8ebOmTZum2bNn69lnn3X1mT17toYOHaqRI0fqhx9+0FVXXaVevXopPT3d1efll1/WpEmTNGXKFK1evVpxcXHq3r27jh07VvULBgAAAADgPOU0Tu3Py9DOY9u1Py9DTuP0+JiXXXaZ9u3b53qsX7/e42N6i4+3C8jJydGAAQP09ttva/z48W7HBg4cKEnasWNHhc+3cuVKderUSXfeeackKTk5WXfccYdWrVrl6jNp0iTdd999uv/++yWVzMD5/PPP9frrr2vixIkyxmjy5MkaOXKk+vTpI0l65513FBsbq/fff18PPfRQVS4ZAAAAAIDz0q6cnVp7YJWOO/JcbYH2ILWJbq+6tZI8Nq6Pj88FPYvmRF6fUTNkyBD17t1b1113XbWcr3PnzlqzZo0rmNm+fbsWLFig3r17S5IKCwu1Zs0a9ejRw+11PXr00IoVKyRJaWlpysjIcOvj7++va665xtXnVAoKCpSdne32AAAAAADgQrArZ6e+zVjqFtJI0nFHnr7NWKpdOTs9NvbWrVuVkJCglJQU9e/fX9u3b/fYWN7m1Rk1s2bN0tq1a7V69epqO2f//v114MABde7cWcYYFRcX6+GHH9aIESMkSQcPHpTD4VBsbKzb62JjY5WRkSFJrl9P1WfnztN/8CZOnKixY8dW27UAAAAAAFATOI1Taw+sKrfPDwdXKTG4rmxW9c4J6dChg9599101btxY+/fv1/jx49WxY0dt3LhRkZGR1TpWTeC1GTW7du3SE088offee08BAQHVdt6lS5dqwoQJmjp1qtauXas5c+Zo/vz5euGFF9z6WZbl9twYU6atIn1O9OyzzyorK8v12LVrVxWvBgAAAAAA7ztwPLPMTJqT5RXn6cDxzGofu1evXurbt6+aN2+u6667Tp999pmkkiVKLkRem1GzZs0aZWZmqm3btq42h8Oh5cuXa8qUKSooKJDdbj/r844aNUoDBw50rT/TvHlz5ebm6sEHH9TIkSMVFRUlu93umjVTKjMz0zWDpvS+t4yMDMXHx5+yz6n4+/vL39//rGsGAAAAAKAmyz9DSHO2/aoiODhYzZs319atWz0+ljd4bUZNt27dtH79eq1bt871aNeunQYMGKB169ZVKqSRpLy8PNls7pdlt9tljJExRn5+fmrbtq0WLVrk1mfRokXq2LGjJCklJUVxcXFufQoLC7Vs2TJXHwAAAAAALhYB9qBq7VcVBQUF2rx5s9vEiguJ12bUhISEqFmzZm5twcHBioyMdLUfPnxY6enp2rt3ryRpy5YtkkpmvJTOehk0aJASExM1ceJESVJqaqomTZqk1q1bq0OHDtq2bZtGjRqlG2+80RX+DBs2TAMHDlS7du105ZVX6q233lJ6err++Mc/Siq55Wno0KF68cUX1ahRIzVq1EgvvviigoKCXLtJAQAAAABwsYgOjFGgPajc25+CfIIUHRhT7WM/9dRTSk1NVb169ZSZmanx48crOztbgwcPrvaxagKvb89dnnnz5umee+5xPe/fv78kafTo0RozZowkKT093W0GzfPPPy/LsvT8889rz549io6OVmpqqiZMmODqc/vtt+vQoUMaN26c9u3bp2bNmmnBggVKSvp9K7FnnnlGx48f1yOPPKIjR46oQ4cO+uKLLxQSEuLhqwYAAAAAoGaxWTa1iW6vbzOWnrZP66j21b6QsCTt3r1bd9xxhw4ePKjo6GhdccUV+u6779y+w19ILGOM8XYRF6rs7GyFhYUpKytLoaGh3i4HAAAAAHCBK+97aH5+vtLS0pSSklLpTX125ezU2gOr3GbWBPkEqXVUe9WtdWEGJ9Wlou9/jZ5RAwAAAAAAao66tZKUGFxXB45nKt+RpwB7ye1OnphJc7EiqAEAAAAAABVms2yKDYrzdhkXLCIvAAAAAACAGoKgBgAAAAAAoIYgqAEAAAAAAKghCGoAAAAAAABqCIIaAAAAAACAGoKgBgAAAAAAoIYgqAEAAAAAAKghCGoAAAAAAABqCIIaAAAAAABQoyUnJ8uyrDKPIUOGeLu0aufj7QIAAAAAAMD5w2mc2p6dpmOFxxTiF6L6oSmyWZ6dB7J69Wo5HA7X8w0bNqh79+7q16+fR8f1BoIaAAAAAABQIesPbdDc7fOUVZjlagvzC9PN9W9U88hmHhs3Ojra7flLL72kBg0a6JprrvHYmN7CrU8AAAAAAOCM1h/aoHd+/pdbSCNJWYVZeufnf2n9oQ3npI7CwkK99957uvfee2VZ1jkZ81wiqAEAAAAAAOVyGqfmbp9Xbp9Pts+T0zg9XsvcuXN19OhR3X333R4fyxsIagAA8IBj6zdox2uT5SwsrFD/o9+tUvqU1+UsLvZwZQAAAGdve3ZamZk0JztamKXt2Wker2XatGnq1auXEhISPD6WN7BGDQAA1ezY+g3a+dpkmeJi7Zz0VyUNe0I2P7/T9j/63SrtmvqG5HTKOB2qN+RhWXb7OawYFxpTXCQVF0j+wbIsS8YY/Zzxs/Ye3atiR7HCg8LVqm4r+fv6l/QvKpScRbL8g71cOQCgpjpWeKxa+1XWzp07tXjxYs2ZM8ej43gTQQ0AANXM5u8vy26XKS5WzoaN5YY1J4Y0kmQPDJRsTHhF5ZniIin3iGSMiooL9fmv3+rjdR9rb/YeRYVGSZZ07HiOTLFTNzRP1c3Neiva7isZI2MkK4CwBgBQVohfSLX2q6zp06crJiZGvXv39ug43kRQgwozRYVyrFgie8drZfn6SpKO5R/Tr5m/Kr8oX0H+QWoY3VBB/kEl/fOPy7Hqa9k7deNfhgFcVIIbN1Ly8Ke048+vyllQcNqw5uSQpvY1Vynx/gtzUTycQ85iyRjlFuZq9GevanvObrVp3Fa96vaUr73k/9/GGO0+uFsrt32rBT/O1Us9R6pJTEPJUSRjDJ9BAEAZ9UNTFOYXVu7tT+F+YaofmuKxGpxOp6ZPn67BgwfLx+fCjTMu3CtDtTJFhSr6YIacaVvl3LtLO67uqE83LtCSX5aqVmCw/H38dbzwuAoKC9Tj0p5KbdpDsf/9r8zeXXIeOiDfG/sT1gC4qJwprCGkgadYfoEqKi7W2M/GaX/RId151a3y9QuQbL//tc+yLNWNTFTd8Fit3rZGz/z3BU3p+6rqJl7GZxAAcEo2y6ab69+od37+12n73FT/Rtksz80MXrx4sdLT03Xvvfd6bIyawDLGGG8XcaHKzs5WWFiYsrKyFBoa6u1yqsS5b7cK//W6VFioeXnb9E7AXrVp202dmnZUfHicq9/Og+n6dvO32vDDMj3haKCrA+pJQcHyu+cx2WpHevEKAMA7cn/Z6gprJKlWs8sU3qmjdr89jZAGHrN402L9fflfNeDqW+Xn89ssLpu9JKyxVPLZcxRLKvlr4KKflirCN1ov3DTeazUDAKpHed9D8/PzlZaWppSUFAUEBFTq/OsPbdDc7fPcZtaE+4Xppvo3qnlksyrVfqGr6PvPjBpUiC2+jvz636d5057Tv3zT9UD725WU0FBWaIxbv3q1E1Un6Qq18gnX5JUfyk+1dPWAYYQ0AC5ap5pZk7Nho+s4IQ084eN1H6tFgxby8wuWnEUljU5Hya+WzS2kkWVTh6ZX6t3F7ykzO1MxJ/2/HQCAEzWPbKbLIi7V9uw0HSs8phC/ENUPTfHoTJqLDe8kKuxYVKTeDjmgQVf2U72wOJncHJl9u2V++xdh43DIuSddyj+uJpFJ6tvhJk0JzVRxJCENgItbaVhzsvCOVxLSoNrtOLhDvxz4Rc2Smkl2m2Tz/f2g0yE5inRiSCO7r0KDQ1UnJlGLNi3ySs0AgPOLzbKpYVgDtY5upYZhDQhpqhnvJirsi01fqE5ifTVqdqVrRxJXWFNc7AppJEl2u9q07S7/WrX07bZvvVg1ANQMRYePlG3LypIpKvJCNbiQ7c/er/DgMNfW22XCmlK/hTT6LSeMDI1URva+c1coAAA4JYIaVNiCDZ+pY5MrZAUGy5ZY1y2scW7/xS2ksdVJki0gUFc0bq/56+d7sWoA8D7XwsEnyd24STsn/VXOwkIvVIULlTHGFb64nGrS1kkzuWyWJYdxeqwuAABQMQQ1qBCn06k9R/cqOSpJkn4Pa05ms8lWJ0mWf8nCSEnRSdp9ZNe5LBUAapRT7e5Uf9RzsvmXzHYo3Q2KsAbVpXZwbWXnHZOjdE0a18LBJ3E6ftvKu+Tp0dwsRQVHnbtCAQDAKRHUoEJK/rJnZLefsP603ylWqbbbJV+/359aNhU7T/GXQwC4CJxuC+7gJo2VPPwpwhp4ROPYxoqtFaOfd/9cZncnWTa3bbpLw5r8gnyl7U1T1yZdvVIzAAD4HUENKsTXx1dBfkE6fOyQpBMWDj5ZUZHbAsNHco8qPDD8HFYKADXD6UKa0oWDSxcYJqxBdbMsS7e07KN1236Us7hQJy8cLLu9zALDP/y6RpfFN1NKdIpXagYAAL8jqEGFdWncVf/bttptdydJkt0uKyau7ALDTqdW/fq9uja51otVA8C5l7Xq+3JDmlKnDWuKmYmIquneuIuCnb768qclv61Z475w8IkLDP+asV3rtqzVvW37l/QFcF4xxujQqtVuf36NMTqWf0z7s/cr+3h2mWMn9wdQsxDUoMJSW6RqXdqPOpa2pezCweERZRYYPrBtvbbu2abrL7vei1UDwLnnFxcre1CQpNOHNKVODmsCkurJstvPWa248JiiQgU7ijSx53PKOnRUH/9vvvZlHSyzoHBu0XF9veV/+uL7L/VclyfUIqq+lJ/DlzfgPGKMUfrsD7V50l+17a1/KDc/V5/99JnufOsuXf3na9Vj0h90zcvd1P/NAfr0x0+Vk5+jX6fN0OZJf9WO92fx5x2ooSzDn06Pyc7OVlhYmLKyshQaGurtcqrM5B/XmFdv055gh+6/vK/8/ALcFg6WJHM8V849u5RXkKfXV/5b7X0S9fjj02X5nmJbUAC4gB1P36WjX3+juDv7nzakOVHuL1uV89N6xfS9pUL9gdMxhflSXpYkKas4X//6cZ7+u+m/qhUcrKiwKNlslnKO52pX5m5dXu9yDWp7uy4JSyh5sV+AFBjKZxA4T+Smp2vdiOdlnE6l2bL0ZtwO5YaEKsBeW7UDY2Wz7HIah44cz1S+87CCso/pwYy6auCsLVmWWk18QbWSk719Gahm5X0Pzc/PV1pamlJSUhQQcIo1R+FRFX3/mVGDCjH5x1X4/tt60jRUSMZRvbHqP9rhbyQ/f/eOAUHaas/X/1vxvhoeceq+vFgVffiOTFGRdwoHAC8JrFdX8QPuqPAX3uDGjRR7ax++IKPKLL8AKShM8vVXWGQ9PdbtMX344Ie6t/19ujyuvVpEttIfGvXWv+7+l17q85IuTWotBYYS0gDnoeB69dTksSFKtx/TK/7f68iBQtU+EqqooETZbT6yLEt2m4+ighJU+0iYjmYW6FX/tUqzZ6nJo48Q0uC8snz5cqWmpiohIUGWZWnu3Llux40xGjNmjBISEhQYGKguXbpo48aN3im2inzO3AWQTPZRmSOHFGD5aGxMN81uEq73VnykWkHBaprYWAG+AcotyNPGXZvldDh1c4tbdPP6/bIVFckcyJDycqSw2t6+DAAALgqWX4CMr78rdAnyD9L1zU5/K7LlHyhjAghpgPNQePu2erdJloq3hai2I0wFB0s2/wiuV6/klkcj5e7apYIDBxWuMB0pNnq30VH179DOu4XjvOZwOrR23yYdyD2s6OAItYm/VHabZ2/dzs3NVcuWLXXPPfeob9++ZY6//PLLmjRpkmbMmKHGjRtr/Pjx6t69u7Zs2aKQkBCP1lbdCGpQIbaYePkNeFBFH89UrT4D9UBsvAYWDdHXW7/Wxr0blZebp1D/2nrkqiHq2KCjfOw+cjbbrqIFH8n3tntkEdIAAHBOnW3oQkgDnJ/+l/Y/7Xfmq07dlsrdsVMyOiGsqavcXbtVcOBgSWdLqlO3pQ5ot1ZuX6mrG1/txcpxvlr86wq99PVb2p97yNUWGxypEVc9qOsadPTYuL169VKvXr1OecwYo8mTJ2vkyJHq06ePJOmdd95RbGys3n//fT300EMeq8sTCGpQYba4RPk99JSs3xYMDvANUPdLu6v7pd1P3b9effk9+H+u/gAAAACq1+zV/5HdhMo/IkKWZSknbYcrrCkNbCRJllQrOVl+EbXlcyxb/141m6AGZ23xrys0bOFEnbzQbWbuIQ1bOFGTrn/Wo2HN6aSlpSkjI0M9evRwtfn7++uaa67RihUrzrughm/QOCtnG7oQ0gAAAACes373BoUGREqS/GrXVq2U5DK7vEm/hzSSFBYQpQ17Np3DKnEhcDgdeunrt8qENJJcbX/+5m05nI5zWZYkKSMjQ5IUGxvr1h4bG+s6dj7hWzQAAAAAnKcKigpkt35fG8QvvLYsu/taIZbdJr/avy9FYLPsKigqYHtunJW1+za53e50MiMpI+eg1u7zXgh48m28xpjz8tZeghoAAAAAOE/VCqilImdhyZPfFg42xe4zGozDqdz0dNe0hyJnoWr5B5+XX2DhPQdyD1drv+oUFxcnSWVmz2RmZpaZZXM+IKgBAAAAgPNUt6ZdlF1wwG13J0mSJfmFh7lugyo4eMgV1mTlZ+raS67xXtE4L0UHR1Rrv+qUkpKiuLg4LVq0yNVWWFioZcuWqWPHc79mTlWxmDAAAAAAnKduaXOLZq36SNnpO1R88EhJ4wkLBxceOeK2wLDDOGQic9W3bdntjYHytIm/VLHBkcrMPXTKdWosSbG1otQm/lKPjJ+Tk6Nt27a5nqelpWndunWKiIhQvXr1NHToUL344otq1KiRGjVqpBdffFFBQUG68847PVKPJzGjBgAAAADOUw1jGqpFUbj2Zm2WkXELaST3BYaNjPZmbdElBUFqEtvEu4XjvGO32TXiqgcllV2vuvT58M4PyG6zyxO+//57tW7dWq1bt5YkDRs2TK1bt9af/vQnSdIzzzyjoUOH6pFHHlG7du20Z88effHFFwoJCfFIPZ5kGVaQ8pjs7GyFhYUpKytLoaGh3i4HAAAAwAXEGKNfp83QtsX/1av+32unilU3oY2Co8quyZF7aL927VmrurLr6YLL1bBrdzV88H7WqbkAlfc9ND8/X2lpaUpJSVFAQEClzr/41xV66eu33BYWjqsVpeGdH/DK1tznk4q+/9z6BAAAAADnoeO79yhz2XLVkp+eKWyvz67w1zdZP+tI9mEF+dSW3eYjh7NYecVHZAUU6Po2XXXD/woULB9lfv2t4nt2V63kZG9fBs4z1zXoqK4pHbR23yYdyD2s6OAItYm/1GMzaS5GBDUAAAAAcB4KqltHlzw9TD9P+qtaP3CfenS6UnuP7tX8H+drxbbvdKwgR7X8Q3Vlg15KbZmqxNqJOrjyf9r65ttq8sSjhDSoNLvNrssTm3u7jAsWtz55ELc+AQAAAPC0oqxs+YZV/PvG2fbH+cXTtz6h8ir6/rOYMAAAAACcx842dCGkAWo2ghoAAAAAAIAagqAGAAAAAACghiCoAQAAAAAAqCEqHdT8+uuvev7553XHHXcoMzNTkrRw4UJt3Lix2ooDAAAAAAC4mFQqqFm2bJmaN2+u//3vf5ozZ45ycnIkST/99JNGjx5drQUCAAAAAABcLCoV1IwYMULjx4/XokWL5Ofn52rv2rWrVq5cWW3FAQAAAAAAXEwqFdSsX79et9xyS5n26OhoHTp0qMpFAQAAAAAAlFq+fLlSU1OVkJAgy7I0d+5c17GioiINHz5czZs3V3BwsBISEjRo0CDt3bvXewVXQaWCmvDwcO3bt69M+w8//KDExMQqFwUAAAAAAGomh9OhZdtWa9ba/2rZttVyOB0eHzM3N1ctW7bUlClTyhzLy8vT2rVrNWrUKK1du1Zz5szRL7/8ohtvvNHjdXmCT2VedOedd2r48OH6z3/+I8uy5HQ69e233+qpp57SoEGDqrtGAAAAAABQA3z805ca9vHL2pO139WWGBarSbc8o1tadPPYuL169VKvXr1OeSwsLEyLFi1ya/v73/+u9u3bKz09XfXq1fNYXZ5QqRk1EyZMUL169ZSYmKicnBxdeumluvrqq9WxY0c9//zz1V0jAAAAAADwso9/+lL9ZzzlFtJI0t6sTPWf8ZQ+/ulLL1VWVlZWlizLUnh4uLdLOWuVmlHj6+urmTNnaty4cfrhhx/kdDrVunVrNWrUqLrrAwAAAAAAXuZwOjTs45dlZMocMzKyZOn/5r6sG5t1kd1m90KFv8vPz9eIESN05513KjQ01Ku1VEalgppSDRo0UIMGDaqrFgAAAAAAUAN9s31tmZk0JzIy2n10v77ZvlbXNLz8HFbmrqioSP3795fT6dTUqVO9VkdVVDioGTZsWIVPOmnSpEoVAwAAAAAAap592QertZ8nFBUV6bbbblNaWpq++uqr83I2jXQWQc0PP/zg9nzNmjVyOBxq0qSJJOmXX36R3W5X27Ztq7dCAAAAAADgVfGhUdXar7qVhjRbt27VkiVLFBkZ6ZU6qkOFg5olS5a4fj9p0iSFhITonXfeUe3atSVJR44c0T333KOrrrqq+qsEAAAAAABe07l+GyWGxWpvVuYp16mxZCkxPEad67fxyPg5OTnatm2b63laWprWrVuniIgIJSQk6NZbb9XatWs1f/58ORwOZWRkSJIiIiLk5+fnkZo8xTLGlH2HzyAxMVFffPGFLrvsMrf2DRs2qEePHtq7d2+1FXg+y87OVlhYmLKyss7bKVcAAAAAgPNHed9D8/PzlZaWppSUFAUEBJz1uUt3fZLkFtZYsiRJs+5+1WNbdC9dulRdu3Yt0z548GCNGTNGKSkpp3zdkiVL1KVLF4/UdLYq+v5XajHh7Oxs7d+/v0xQk5mZqWPHjlXmlAAAAAAAoAa7pUU3zbr7VQ37+GW3hYUTw2P02s3PeCykkaQuXbqovHkmlZiDUmNVKqi55ZZbdM899+i1117TFVdcIUn67rvv9PTTT6tPnz7VWiAAAAAAAKgZbmnRTTc266Jvtq/VvuyDig+NUuf6bby+JfeFpFJBzRtvvKGnnnpKd911l4qKikpO5OOj++67T6+88kq1FggAAAAAAGoOu83u1S24L3S2yrwoKChIU6dO1aFDh/TDDz9o7dq1Onz4sKZOnarg4OBKFTJx4kRZlqWhQ4e62ubMmaOePXsqKipKlmVp3bp1ZzxPly5dZFlWmUfv3r1dfY4dO6ahQ4cqKSlJgYGB6tixo1avXu12nrvvvrvMOUpnDwEAAAAAAHhCpWbUlAoODlaLFi2qXMTq1av11ltvlTlXbm6uOnXqpH79+umBBx6o0LnmzJmjwsJC1/NDhw6pZcuW6tevn6vt/vvv14YNG/Svf/1LCQkJeu+993Tddddp06ZNSkxMdPW7/vrrNX36dNfz822laAAAAAAAcH6pVFDTtWtXWZZ12uNfffVVhc+Vk5OjAQMG6O2339b48ePdjg0cOFCStGPHjgqfLyIiwu35rFmzFBQU5Apqjh8/ro8++kiffPKJrr76aknSmDFjNHfuXL3++utuNfj7+ysuLq7CYwMAAAAAUNNdSAvvnk8q+r5X6tanVq1aqWXLlq7HpZdeqsLCQq1du1bNmzc/q3MNGTJEvXv31nXXXVeZUs5o2rRp6t+/v+uWrOLiYjkcjjJbYQUGBuqbb75xa1u6dKliYmLUuHFjPfDAA8rMzCx3rIKCAmVnZ7s9AAAAAACoCXx9fSVJeXl5Xq7k4lT6vpf+HE6nUjNq/vKXv5yyfcyYMcrJyanweWbNmqW1a9eWWR+muqxatUobNmzQtGnTXG0hISG68sor9cILL+iSSy5RbGys/v3vf+t///ufGjVq5OrXq1cv9evXT0lJSUpLS9OoUaN07bXXas2aNfL39z/leBMnTtTYsWM9ci0AAAAAAFSF3W5XeHi4axJCUFBQuXfLoHoYY5SXl6fMzEyFh4fLbi9/hyzLVOOcp23btql9+/Y6fPjwGfvu2rVL7dq10xdffKGWLVtKKlkIuFWrVpo8ebJb3x07diglJUU//PCDWrVqVeF6HnroIa1YsULr1693a//111917733avny5bLb7WrTpo0aN26stWvXatOmTac81759+5SUlKRZs2addgvygoICFRQUuJ5nZ2erbt26ysrKUmhoaIXrBgAAAACgMrKzsxUWFnba76HGGGVkZOjo0aPnvriLXHh4uOLi4s4YjlVpMeGTrVy5sswtRaezZs0aZWZmqm3btq42h8Oh5cuXa8qUKSooKDhjylSevLw8zZo1S+PGjStzrEGDBlq2bJlyc3OVnZ2t+Ph43X777UpJSTnt+eLj45WUlKStW7eeto+/v/9pZ9sAAAAAAOBtlmUpPj5eMTExKioq8nY5Fw1fX98KZxyVCmpOnlFijNG+ffv0/fffa9SoURU6R7du3crMdLnnnnvUtGlTDR8+vEohjSR98MEHKigo0F133XXaPsHBwQoODtaRI0f0+eef6+WXXz5t30OHDmnXrl2Kj4+vUl0AAAAAAHib3W6v8vdueEalgprQ0FC3qTo2m01NmjTRuHHj1KNHjwqdIyQkRM2aNXNrCw4OVmRkpKv98OHDSk9P1969eyVJW7ZskSTFxcW5dmMaNGiQEhMTNXHiRLdzTZs2TTfffLMiIyPLjP3555/LGKMmTZpo27Ztevrpp9WkSRPdc889kkp2ohozZoz69u2r+Ph47dixQ88995yioqJ0yy23VOj6AAAAAAAAzlalgpoZM2ZUcxmnNm/ePFd4Ikn9+/eXJI0ePVpjxoyRJKWnp8tmc9+86pdfftE333yjL7744pTnzcrK0rPPPqvdu3crIiJCffv21YQJE1wrL9vtdq1fv17vvvuujh49qvj4eHXt2lWzZ89WSEiIB64UAIALkykukixLlr1if+UwRQWS3VeWrVIbUwIAAJz3KrWYcP369bV69eoys1WOHj2qNm3aaPv27dVW4PnsTIs4AQBwITPFRTLL50l2H1mde8shaeWvK7Vo8xc6kHNANptd8aHxuv6y69WmXhtZxUUySz6WQsJlXdGDsAYAgErge+j5r1Izanbs2CGHw1GmvaCgQHv27KlyUQAA4PxnVvxXZv9uSdKi/0zQP7LWy9icapHcXM3jLpOM0b6jGXrhv2MV6huqR4MvVTvVkg7vl/wDZLXt4t0LAAAA8IKzCmrmzZvn+v3nn3+usLAw13OHw6Evv/xSycnJ1VYcAAA4f1lN28js36UP936vd45tUGqHG3TpJR3dZso0q3eZul56tX74cYnGrP1IT0d3Upf45rIaNvdi5QAAAN5zVkHNzTffLKlkO6/Bgwe7HfP19VVycrJee+21aisOAACcv6yYOvq+fj3N+Hm6Bnfqq/jQaOlIphQRK5VuSuB0yn7kgNrFN1JYB3+9tmqB6vYcpEZhZTcDAAAAuBic1c3fTqdTTqdT9erVU2Zmpuu50+lUQUGBtmzZohtuuMFTtQIAgPPMrG1f6qr2vRQfFlPSUHBc5vB+yRjJ6ZQ5lCEVFUiSGsUkq1nLzpqz9SsvVgwAAOBdlVqlLy0tTVFRUdVdCwAAuIBsP7Bdm/dvVtsmHWRFxv0+i6bguMyhfTIH97lCGtlssqLi1b7JlVryy1fKysvyXuEAAABeVOFbn/72t7/pwQcfVEBAgP72t7+V2/fxxx+vcmEAAOD89v2O71U/LkWBfoGSJCsyrmQGjTFSYcHvHX8LaeTjp+jQKEWFRmpt+lp1bdrVS5UDAAB4T4WDmr/85S8aMGCAAgIC9Je//OW0/SzLIqgBAADKKchRcGDQ7w1+AbJqR8scznTrZ0XGST5+rufBAcHKLcg9V2UCAADUKBUOatLS0k75ewAAgFPx8/FTcXHx7w1Op8yxsrc0mewjsk5YYLjYUSx/X/9zVSYAAECNUqk1asaNG6e8vLwy7cePH9e4ceOqXBQAADj/1Y+qr52Zu2ROsXCwmxMWGM4vzNeew3uVEpVy7gsGAACoASoV1IwdO1Y5OTll2vPy8jR27NgqFwUAAM5/7VPay9fmpy17triHNDabrJjEknVpTlxg+PB+rUtbp4ZRjdQwpqH3CgcAAPCiSgU1xhhZpX+xOsGPP/6oiIiIKhcFAADOfz52H9146R+05LtPVZj/2z/wnLBwsPwC3HaDysk+pJVrF+vmFjd6sWoAAADvqvAaNZJUu3ZtWZYly7LUuHFjt7DG4XAoJydHf/zjH6u9SAAAcP4xhQXqm23X2mPFen/1fPW//AYFxiS7LRxcGtZk7dmmmf+bp8uLQ9X1QJ6Mo1iW/az+mgIAAHBBsIwxpqKd33nnHRljdO+992ry5MkKCwtzHfPz81NycrKuvPJKjxR6PsrOzlZYWJiysrIUGhrq7XIAADinnEs+lslI13FHoV7ct0zrA4rVsmFrtW/YTuHB4TLG6ED2Aa3a9r02bPtR1zrD9VhcR/nY7LIaNJOtfTdvXwIAAOcdvoee/84qqCm1bNkydezYUb6+vp6o6YLBHxAAwMXMHM6UWTJHstmkrn30U/ZuffLjJ/rm169ds3Jtll3dmnTTjS1vVCMrSGb5PFn+gbKu7SurVtgZRgAAACfje+j5r1JBzYmOHz+uoqIitzY+DCX4AwIAuNiZw5mS3S4rLNLVlluQq6zjWbJkqXZwbQX4BvzeP3OPFFSLkAYAgErie+j5r1I3f+fl5emZZ57RBx98oEOHDpU57nA4qlwYAAA4/1kRMWXagv2DFewffOr+MYmeLgkAAKBGq9SuT08//bS++uorTZ06Vf7+/vrHP/6hsWPHKiEhQe+++2511wgAAAAAAHBRqNSMmk8//VTvvvuuunTponvvvVdXXXWVGjZsqKSkJM2cOVMDBgyo7joBAAAAAAAueJWaUXP48GGlpKRIKlmP5vDhw5Kkzp07a/ny5dVXHQAAAAAAwEWkUkFN/fr1tWPHDknSpZdeqg8++EBSyUybE7fsBgAAAAAAQMVVKqi555579OOPP0qSnn32WddaNU8++aSeeeaZai0QAAAAAADgYlGpNWqefPJJ1++7du2qn3/+Wd9//72io6M1ffr0aisOAAAAAADgYmIZY0x1nezHH39UmzZt2J77N+xfDwAAAAA4l/geev6r1K1PAAAAAAAAqH4ENQAAAAAAADUEQQ0AAAAAAEANcVaLCffp06fc40ePHq1KLQAAAAAAABe1swpqwsLCznh80KBBVSoIAAAAAADgYnVWQQ1bbwMAAAAAAHgOa9QAAAAAAADUEAQ1AAAAAAAANQRBDQAAAAAAQA1BUAMAAAAAAFBDENQAAAAAAADUEAQ1AAAAAAAANQRBDQAAAAAAQA1BUAMAAAAAAFBDENQAAAAAAADUEAQ1AAAAAAAANQRBDQAAAAAAQA1BUAMAAAAAAFBDENQAAAAAAADUEAQ1AAAAAAAANQRBDQAAAAAAQA1BUAMAAAAAAFBDENQAAAAAAADUEAQ1AAAAAAAANQRBDQAAAAAAQA1BUAMAAAAAAFBDENQAAAAAAADUEAQ1AAAAAAAANQRBDQAAAAAAQA1BUAMAwLlkjFSYLzmdFezvLOlvKtgfAFAjGGM82h/AhcvH2wUAFztnQYGKdu+Wf4MGbu2FxYUqchQpyC9IlmX93j8vT8WZmfJLTj7HlQKoMmOkot9CmqJ8yTdAspXzbyaukOa3cMcvQLL4NxYAqOlMbpbMrz9KTdrJ8g9SYXGhvt76tbZkbFFBcYGC/ILUpl4btU1qK5vNJpN1UCZ9s9SkvSw/f2+XD8DLCGoAL3IWFOjglCkq2LZVUUMeVX5Koj7f+Llmff8f7cvOkJFRgI+/elxynfq0vkVNwpJ04K+TVbxvn6KfGCr/hg29fQkAKqs0tDldWHNiSCNJJwS2AICay+RmyWz6Tqa4SIU/Ldf7eTv1+ZavFB4YplZJLRXmH6Jj+cf01y8ny8/HX7c0uU69bOGynE5p80rp0itl+RLWABczyzDHzmOys7MVFhamrKwshYaGersc1EBZn32mrLkfS5K+su3R24mHZA+LUExEPdUOiZLNsul4Qa72HtqpY0cz1Oawj544mqIg+conKlrxL7wgy4e8FTivnDirRioJYE4Oa04OaWw2ydef2TQAcB4whfkym75T3rFDGr1ulopq1dKALvfpksTL3GZJFzuKtXrrSv1r2T/UNjBej17SW7aIWFmN28qy2b14BTjf8T30/Mff+AAvCu3ZU0Ft2+pz7dDffDcpztTWZTHNFRdRR/6+AfL18VNocG01SWyuS/2TtM4c0jjb9yoMDlDUo48S0gDno5ODmZODG0IaADivWX4B0iUd9MrPn8keHqk/9RymS0LiZJ201piP06krYpvohRue1br8/fr3/h8IaQBIIqgBvMry8dHRm67V2+G7VT+6qcJ9a6lwxw45so+5+hiHQ4Xbt8uWX6imtRvr11Dp06vj5JeY6MXKAVTJacMaByENAFwAthzeoU3FWXqy2xD5+fhJTofMsSMl/52XpKJCmZyjkowigmrriR5PaM7etcotPO7NsgHUEPzND/CyT9bPV0hSY0VE1SlpME5XWFMa0jjz8iRJNl8/NWx+tT5JW6LcglwvVg2gyk4V1hDSAMAF4dMfP9U1l3RRrchEyfbbDOjSsKbguCukkST5+qthUkslRyXry5+/9FbJAGoQ/vYHeFFOfo4++Wm+EmMayLdePdnDwksOGKcK07Yrf8MGV0gjHx/512+g2pHxcths+urnr7xWN4BqUhrWnGqhYEIaADgvOZwOfbvtW117SRfJZpMVUts9rMnL1okhjRUcJlmWrr20q5ZuWeqlqgHUJPwNEPCiHYd2yCEpNLi2LJvlHtac6LeQxhYYIEkKCq6t9Xs2nNNaAXjKadb0Z6l/ADgv5eTn/P/27jy8qure//hnn5PkZCADJGRillkCgiAIeAUZRbQgloriBJVq1Sv8vCrSooAFo9ZrqXJ7KTZyHaoRb9Fy1baAFTASIQJBgsgcEiEYxoxwMq3fH8gphyQQDMnZSd6v5zlPe9Zee+3vzrO69Xy699oqqyhVdGj0mYazYc35nH6ekEaSosNa6uSpk/VXKADbIqgBfMhd5pbjnAXjLIcl/9aV157xbxntCWkkyc/hr6ISHn0CGrzzFw4+17kLDAMAGgw/p58kS+Wm/F+N5WWVO1ZUnPnnwNkuFeVyWiwkDICgBvCp4IBglZeXyvzwI82Ul6tk//5K/UoPH/ZaYLikzK2wQF61BzRoVb3dKSCo+rdBAQAahOCAYIUGhmpf7r4zDZ6Fg89jKrwWGN6bu0/xEXH1VygA2yKoAXyoY8uOahYQrOMFRyotHCynU5brh7tozl1g2BgVFR5T//bX+K5wALVT3Su4HY4Lv7obAGB7lmVpdI/R+kfGKq+3O0k6syZNeFSlBYYrykq1+ptPNbrHjb4qG4CNENQAPhTgF6CJfSYoJ3evd0jj5ydXx05ydenivcBwZqaO5OxXWECwBnca7LO6AdRCdSHN2YWDq311N2ENADQUN/W8SVv2pSkzO0OVFg52OCstMLzu67+roqxMAzoM8FnNAOzDNkFNYmKiLMvSjBkzPG3Lly/X6NGjFRUVJcuylJ6eftFxhg4dKsuyKn3Gjh3r6VNQUKAZM2aoXbt2CgoK0qBBg5SWluY1jjFGc+fOVXx8vIKCgjR06FBt3779cp0u4DG2y3CVZu7T4ePfnWk4Z+Hg8xcYLi0v0b7tKfpZ/L8pwC/Ad0UD+HEuFtKcRVgDAA1atHHqZ9G99MLKhTqU973X250keb0NKv3gdi1dt1QPtx4sZ1mJbwsHYAu2CGrS0tK0ZMkS9erVy6u9qKhIgwcP1vPPP1/jsZYvX66cnBzPJyMjQ06nUxMnTvT0uf/++7Vq1Sq99dZb2rZtm0aNGqURI0bo4MGDnj4vvviiXn75ZS1atEhpaWmKjY3VyJEjVVBQUNVhgR+lorhYjtff1ROFXXX46F4ddB9VQIcrvBYOPhvWnA7y1zdHv9F1xeEavnq/TmXw1ieg4bG8/iX9gq/gPj+ssayqX+MNALAVU3BCFTvTdHu7wRoe3klPf/K8kjP+rqOFx7z67T+epSWb/1e/+/S/9O+dRumaiHYy21NlSk77qHIAdmEZU9WrJupPYWGhrr76av3hD3/Q/Pnz1bt3by1cuNCrT2Zmpjp06KAtW7aod+/elzT+woUL9cwzzygnJ0chISE6deqUQkND9de//tXrLpvevXvr5ptv1vz582WMUXx8vGbMmKGZM2dKktxut2JiYvTCCy/ogQceqNGx8/PzFR4erry8PIWFsfArKsv/2yc6uXy5JGl7ULH+0P6EjpYXKyI8ThGhkXJYTp0qKdKxE4dUerpQ40pa62dZQXLKIb/oGMXNmyfLz8/HZwHgkhgjlZVIfv7VhzRV9g8gqAGABsCUlcjs2CBTmCerebS+DvLTR9s+UVrmRsU3j1egf6AKThfoeOEJ3dD1Bt1y5Si1/T5H5lShrKhWsjr1lsX1HrXA79CGz+e/8B5++GGNHTtWI0aM0Pz58y/7+ElJSZo0aZJCQkIkSWVlZSovL1dgYKBXv6CgIKWkpEiS9u/fr8OHD2vUqFGe7S6XS0OGDNH69eurDWrcbrfcbrfne35+/uU+HTQyoTeOUVnuERWnb9Hwx+dpZGyMNu7fqL9s+UB7j+5TaXmpWgS30MRr79HohNFq7grTsT+9Jve+fYqeMYOQBmiILOvMnTR11R8A4FOWX4DU/Vrp4B5Zbbqot8Op3u2u1tGCo9p7ZK/cZW4FBwSre1x3hbjO/EYxke2kw5my2nQlpAHg26AmOTlZmzdvrrQ+zOWyceNGZWRkKCkpydMWGhqqgQMH6je/+Y26d++umJgYvfvuu9qwYYM6d+4sSTp8+LAkKSYmxmu8mJgYHThwoNrjJSYmat68eXVwJmisLMtS83vuUdjNN8svMlKSNKjTIA3qNKjafSLvn6byggL5NW9eX2UCAADgElh+/rLadfdqiwqNUlRoVNX9AwJlte1WH6UBaAB8tkZNdna2pk+frrfffrvS3S2XS1JSkhISEtS/f3+v9rfeekvGGLVq1Uoul0uvvPKK7rzzTjmdTq9+56fZxpgLJtyzZs1SXl6e55OdnX35TgaNlmVZnpCmRv39/AhpAAAAAKCR8llQs2nTJuXm5qpv377y8/OTn5+f1q5dq1deeUV+fn4qLy+v1fjFxcVKTk7W/fffX2lbx44dtXbtWhUWFio7O1sbN25UaWmpOnToIEmKjY2V9K87a87Kzc2tdJfNuVwul8LCwrw+AAAAAAAANeWzoGb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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "import seaborn as sns\n", - "\n", - "plt.figure(figsize=(12, 8))\n", - "\n", - "# Plot pickup center points for before_pd\n", - "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=before_dropoff_centers, hue='center_dropoff_cluster', s=100, alpha=0.7, palette='Reds', marker=\"x\", linewidth=2, label='Before')\n", - "\n", - "# Plot pickup center points for after_pd\n", - "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=after_dropoff_centers, hue='center_dropoff_cluster', s=100, alpha=0.7, palette='Greens', marker=\"o\", edgecolor='darkgreen',label='After')\n", - "\n", - "# Set labels and legend\n", - "plt.xlabel('Longitude')\n", - "plt.ylabel('Latitude')\n", - "plt.title('Before & After - Dropoff Center Points')\n", - "plt.legend(bbox_to_anchor=(1, 1), loc='upper left')\n", - "\n", - "# Show the plot\n", - "plt.show()\n" - ] - }, - { - "cell_type": "markdown", - "id": "f8376a58-2f50-4332-a538-1a16b2222541", - "metadata": {}, - "source": [ - "Similar to the pickup points, the dropoff centermost location points seem to show some variation before and after the program as well. This implies that the dropoff clusters identified by the K-Means algorithms are not identical which indicates some shift in the behavior of customers in terms of where they take rides to in Hyde Park before and after the program." - ] - }, - { - "cell_type": "markdown", - "id": "d7242a3e-61c6-424d-9a42-9d3a93f0fccc", - "metadata": {}, - "source": [ - "It could be beneficial to check the location addresses of these centermost points to see if any patterns emerge." - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "id": "27dda7d4-b591-4f34-94e5-b4a1d77601fa", - "metadata": {}, - "outputs": [], - "source": [ - "from geopy.geocoders import GoogleV3\n", - "\n", - "api_key = 'AIzaSyB7J_Nrnu0upcNwzfYWJCLMdp75gHCt3vU'\n", - "geolocator = GoogleV3(api_key=api_key)\n", - "\n", - "def get_address(lat, lon):\n", - " location = geolocator.reverse((lat, lon), language='en')\n", - " return location.address\n" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "id": "69877b90-e8f9-42a0-baf0-37352e92cc81", - "metadata": {}, - "outputs": [], - "source": [ - "# Getting addresses for all center points before and after program\n", - "\n", - "before_pickup_centers['center_address'] = before_pickup_centers.apply(lambda row: get_address(row['center_lat'], row['center_lon']), axis=1)\n", - "after_pickup_centers['center_address'] = after_pickup_centers.apply(lambda row: get_address(row['center_lat'], row['center_lon']), axis=1)\n", - "before_dropoff_centers['center_address'] = before_dropoff_centers.apply(lambda row: get_address(row['center_lat'], row['center_lon']), axis=1)\n", - "after_dropoff_centers['center_address'] = after_dropoff_centers.apply(lambda row: get_address(row['center_lat'], row['center_lon']), axis=1)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "id": "a7a44770-79be-4f28-96ce-8ae13bd02d45", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Pickup centerpoints before the program: \n", - "0 6454 S Drexel Ave, Chicago, IL 60637, USA\n", - "1 5534 S Dorchester Ave, Chicago, IL 60637, USA\n", - "2 5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", - "3 6358 S Kimbark Ave, Chicago, IL 60637, USA\n", - "4 4922 S Cornell Ave, Chicago, IL 60615, USA\n", - "5 5746 S Ellis Ave, Chicago, IL 60637, USA\n", - "6 1208 E 47th St, Chicago, IL 60653, USA\n", - "7 1322 E 54th St, Chicago, IL 60615, USA\n", - "8 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA\n", - "9 6122 S Kenwood Ave, Chicago, IL 60637, USA\n", - "10 5719 S Kimbark Ave, Chicago, IL 60637, USA\n", - "11 1455 E 54th St, Chicago, IL 60615, USA\n", - "12 QCGC+F2 Chicago, IL, USA\n", - "13 1120 E 54th St, Chicago, IL 60615, USA\n", - "14 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", - "Name: center_address, dtype: object\n", - "\n", - "Pickup centerpoints after the program: \n", - "0 1322 E 54th St, Chicago, IL 60615, USA\n", - "1 5746 S Ellis Ave, Chicago, IL 60637, USA\n", - "2 5534 S Dorchester Ave, Chicago, IL 60637, USA\n", - "3 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", - "4 1455 E 54th St, Chicago, IL 60615, USA\n", - "5 6358 S Kimbark Ave, Chicago, IL 60637, USA\n", - "6 5120 S Ellis Ave, Chicago, IL 60615, USA\n", - "7 6124 S Ingleside Ave, Chicago, IL 60637, USA\n", - "8 1208 E 47th St, Chicago, IL 60653, USA\n", - "9 4922 S Cornell Ave, Chicago, IL 60615, USA\n", - "10 6122 S Kenwood Ave, Chicago, IL 60637, USA\n", - "11 5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", - "12 5437 S E View Park, Chicago, IL 60615, USA\n", - "13 5719 S Kimbark Ave, Chicago, IL 60637, USA\n", - "14 6134 S University Ave, Chicago, IL 60637, USA\n", - "Name: center_address, dtype: object\n" - ] - } - ], - "source": [ - "# Compare before and after center point locations for pickup\n", - "print('Pickup centerpoints before the program: ')\n", - "print(before_pickup_centers['center_address'])\n", - "\n", - "print('\\nPickup centerpoints after the program: ')\n", - "print(after_pickup_centers['center_address'])" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "id": "48e01dcb-16ad-4534-a29e-25c097c09a93", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Addresses present in after pickup centerpoints but not in before pickup centerpoints:\n", - "5120 S Ellis Ave, Chicago, IL 60615, USA\n", - "5437 S E View Park, Chicago, IL 60615, USA\n", - "6134 S University Ave, Chicago, IL 60637, USA\n", - "6124 S Ingleside Ave, Chicago, IL 60637, USA\n", - "\n", - "Common addresses in both after pickup centerpoints and before pickup centerpoints:\n", - "5719 S Kimbark Ave, Chicago, IL 60637, USA\n", - "1208 E 47th St, Chicago, IL 60653, USA\n", - "6358 S Kimbark Ave, Chicago, IL 60637, USA\n", - "6122 S Kenwood Ave, Chicago, IL 60637, USA\n", - "5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", - "4922 S Cornell Ave, Chicago, IL 60615, USA\n", - "1322 E 54th St, Chicago, IL 60615, USA\n", - "5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", - "1455 E 54th St, Chicago, IL 60615, USA\n", - "5746 S Ellis Ave, Chicago, IL 60637, USA\n", - "5534 S Dorchester Ave, Chicago, IL 60637, USA\n" - ] - } - ], - "source": [ - "# Convert the 'center_address' column to sets\n", - "set_df1 = set(before_pickup_centers['center_address'])\n", - "set_df2 = set(after_pickup_centers['center_address'])\n", - "\n", - "# Find addresses present in after_pickup_centers but not in before_pickup_centers\n", - "not_in_df1 = set_df2 - set_df1\n", - "\n", - "# Find common addresses in both before_pickup_centers and after_pickup_centers \n", - "common_addresses_p = set_df1.intersection(set_df2)\n", - "\n", - "print(\"Addresses present in after pickup centerpoints but not in before pickup centerpoints:\")\n", - "\n", - "for ele in not_in_df1:\n", - " print(ele)\n", - "\n", - "print(\"\\nCommon addresses in both after pickup centerpoints and before pickup centerpoints:\")\n", - "for ele in common_addresses_p:\n", - " print(ele)" - ] - }, - { - "cell_type": "markdown", - "id": "6f44fd22-f2e8-4920-b454-f6ae461c39af", - "metadata": {}, - "source": [ - "It appears that the cluster centerpoint locations that are present in both before and after program area clusters are on streets which surround the university or are next to it. " - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "c56608d0-a429-4f11-a07a-c269172241ae", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dropoff centerpoints before the program: \n", - "0 5719 S Kimbark Ave, Chicago, IL 60637, USA\n", - "1 1455 E 54th St, Chicago, IL 60615, USA\n", - "2 4454 S Drexel Blvd, Chicago, IL 60653, USA\n", - "3 6454 S Drexel Ave, Chicago, IL 60637, USA\n", - "4 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", - "5 6358 S Kimbark Ave, Chicago, IL 60637, USA\n", - "6 5534 S Dorchester Ave, Chicago, IL 60637, USA\n", - "7 1208 E 47th St, Chicago, IL 60653, USA\n", - "8 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA\n", - "9 QCGC+F2 Chicago, IL, USA\n", - "10 5746 S Ellis Ave, Chicago, IL 60637, USA\n", - "11 1322 E 54th St, Chicago, IL 60615, USA\n", - "12 5437 S E View Park, Chicago, IL 60615, USA\n", - "13 5120 S Ellis Ave, Chicago, IL 60615, USA\n", - "14 4922 S Cornell Ave, Chicago, IL 60615, USA\n", - "Name: center_address, dtype: object\n", - "\n", - "Dropoff centerpoints after the program: \n", - "0 5123 S Kimbark Ave, Chicago, IL 60615, USA\n", - "1 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", - "2 6134 S University Ave, Chicago, IL 60637, USA\n", - "3 4922 S Cornell Ave, Chicago, IL 60615, USA\n", - "4 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA\n", - "5 5534 S Dorchester Ave, Chicago, IL 60637, USA\n", - "6 1455 E 54th St, Chicago, IL 60615, USA\n", - "7 4454 S Drexel Blvd, Chicago, IL 60653, USA\n", - "8 6122 S Kenwood Ave, Chicago, IL 60637, USA\n", - "9 6124 S Ingleside Ave, Chicago, IL 60637, USA\n", - "10 5746 S Ellis Ave, Chicago, IL 60637, USA\n", - "11 5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", - "12 6358 S Kimbark Ave, Chicago, IL 60637, USA\n", - "13 5437 S E View Park, Chicago, IL 60615, USA\n", - "14 1208 E 47th St, Chicago, IL 60653, USA\n", - "Name: center_address, dtype: object\n" - ] - } - ], - "source": [ - "# Compare before and after center point locations for dropoff\n", - "\n", - "print('Dropoff centerpoints before the program: ')\n", - "print(before_dropoff_centers['center_address'])\n", - "\n", - "print('\\nDropoff centerpoints after the program: ')\n", - "print(after_dropoff_centers['center_address'])" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "c2f36410-0dff-450c-aaf9-a02c71ceefdc", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Addresses present in after dropoff centerpoints but not in before pickup centerpoints:\n", - "6122 S Kenwood Ave, Chicago, IL 60637, USA\n", - "6124 S Ingleside Ave, Chicago, IL 60637, USA\n", - "5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", - "6134 S University Ave, Chicago, IL 60637, USA\n", - "5123 S Kimbark Ave, Chicago, IL 60615, USA\n", - "\n", - "Common addresses in both after dropoff centerpoints and before pickup centerpoints:\n", - "1208 E 47th St, Chicago, IL 60653, USA\n", - "5437 S E View Park, Chicago, IL 60615, USA\n", - "6358 S Kimbark Ave, Chicago, IL 60637, USA\n", - "5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", - "4922 S Cornell Ave, Chicago, IL 60615, USA\n", - "4454 S Drexel Blvd, Chicago, IL 60653, USA\n", - "5401-5405 S Drexel Blvd, Chicago, IL 60615, USA\n", - "1455 E 54th St, Chicago, IL 60615, USA\n", - "5746 S Ellis Ave, Chicago, IL 60637, USA\n", - "5534 S Dorchester Ave, Chicago, IL 60637, USA\n" - ] - } - ], - "source": [ - "# Convert the 'center_address' column to sets\n", - "set_df1 = set(before_dropoff_centers['center_address'])\n", - "set_df2 = set(after_dropoff_centers['center_address'])\n", - "\n", - "# Find addresses present in after_pickup_centers but not in before_pickup_centers\n", - "not_in_df1 = set_df2 - set_df1\n", - "\n", - "# Find common addresses in both before_pickup_centers and after_pickup_centers \n", - "common_addresses_d = set_df1.intersection(set_df2)\n", - "\n", - "print(\"Addresses present in after dropoff centerpoints but not in before pickup centerpoints:\")\n", - "\n", - "for ele in not_in_df1:\n", - " print(ele)\n", - "\n", - "print(\"\\nCommon addresses in both after dropoff centerpoints and before pickup centerpoints:\")\n", - "for ele in common_addresses_d:\n", - " print(ele)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "id": "260a9301-9403-4570-8f20-87b1f93e172d", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Index(['center_pickup_cluster', 'center_coordinates', 'center_lon',\n", - " 'center_lat', 'center_address'],\n", - " dtype='object')" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "before_pickup_centers.columns" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "id": "b1c7c077-a1d7-4dd5-88c9-87b7d5ac8f6d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " center_address \\\n", - "0 5534 S Dorchester Ave, Chicago, IL 60637, USA \n", - "1 5142 S Hyde Park Blvd, Chicago, IL 60615, USA \n", - "2 6358 S Kimbark Ave, Chicago, IL 60637, USA \n", - "3 4922 S Cornell Ave, Chicago, IL 60615, USA \n", - "4 5746 S Ellis Ave, Chicago, IL 60637, USA \n", - "5 1208 E 47th St, Chicago, IL 60653, USA \n", - "6 1322 E 54th St, Chicago, IL 60615, USA \n", - "7 6122 S Kenwood Ave, Chicago, IL 60637, USA \n", - "8 5719 S Kimbark Ave, Chicago, IL 60637, USA \n", - "9 1455 E 54th St, Chicago, IL 60615, USA \n", - "10 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA \n", - "\n", - " center_pickup_cluster_before center_pickup_cluster_after \n", - "0 1 2 \n", - "1 2 11 \n", - "2 3 5 \n", - "3 4 9 \n", - "4 5 1 \n", - "5 6 8 \n", - "6 7 0 \n", - "7 9 10 \n", - "8 10 13 \n", - "9 11 4 \n", - "10 14 3 \n" - ] - } - ], - "source": [ - "# Merge DataFrames on index (cluster_id) to compare pickup cluster IDs\n", - "before_pickup_centers.reset_index(inplace=True, drop=True)\n", - "after_pickup_centers.reset_index(inplace=True, drop=True)\n", - "\n", - "columns_to_keep = ['center_address','center_pickup_cluster_before', 'center_pickup_cluster_after']\n", - "\n", - "p_merged_df = pd.merge(\n", - " before_pickup_centers, \n", - " after_pickup_centers, \n", - " on='center_address', \n", - " how='inner', \n", - " suffixes=('_before', '_after')\n", - ")[columns_to_keep]\n", - "\n", - "print(p_merged_df)\n" - ] - }, - { - "cell_type": "markdown", - "id": "c476b3d9-130f-4452-adee-41c3ca256ff0", - "metadata": {}, - "source": [ - "The common drop off centerpoint locations in the before and after clusters are also following a similar trend to the pickup locations as they are also within the university premises or nearby." - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "id": "96983242-ea55-4457-b6e5-a490a06c2840", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - " center_address \\\n", - "0 1455 E 54th St, Chicago, IL 60615, USA \n", - "1 4454 S Drexel Blvd, Chicago, IL 60653, USA \n", - "2 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA \n", - "3 6358 S Kimbark Ave, Chicago, IL 60637, USA \n", - "4 5534 S Dorchester Ave, Chicago, IL 60637, USA \n", - "5 1208 E 47th St, Chicago, IL 60653, USA \n", - "6 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA \n", - "7 5746 S Ellis Ave, Chicago, IL 60637, USA \n", - "8 5437 S E View Park, Chicago, IL 60615, USA \n", - "9 4922 S Cornell Ave, Chicago, IL 60615, USA \n", - "\n", - " center_dropoff_cluster_before center_dropoff_cluster_after \n", - "0 1 6 \n", - "1 2 7 \n", - "2 4 1 \n", - "3 5 12 \n", - "4 6 5 \n", - "5 7 14 \n", - "6 8 4 \n", - "7 10 10 \n", - "8 12 13 \n", - "9 14 3 \n" - ] - } - ], - "source": [ - "# finding the clusters which have the same centerpoint locations\n", - "\n", - "# Merge DataFrames on index (cluster_id) to compare pickup cluster IDs\n", - "before_dropoff_centers.reset_index(inplace=True, drop=True)\n", - "after_dropoff_centers.reset_index(inplace=True, drop=True)\n", - "\n", - "columns_to_keep = ['center_address','center_dropoff_cluster_before', 'center_dropoff_cluster_after']\n", - "\n", - "d_merged_df = pd.merge(\n", - " before_dropoff_centers, \n", - " after_dropoff_centers, \n", - " on='center_address', \n", - " how='inner', \n", - " suffixes=('_before', '_after')\n", - ")[columns_to_keep]\n", - "\n", - "print(d_merged_df)\n" - ] - }, - { - "cell_type": "markdown", - "id": "d2240d48-8483-472e-ac26-7bcad3af7ac3", - "metadata": {}, - "source": [ - "## 3) Before and after program clusters analysed using pickup location clusters with same centerpoints " - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "id": "99417bc1-36aa-425f-a0eb-642a4439e9a7", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Median trip durations before program:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------+--------------------+\n", - "|pickup_cluster|median_trip_duration|\n", - "+--------------+--------------------+\n", - "| 0| 0.0|\n", - "| 1| 0.0|\n", - "| 2| 0.0|\n", - "| 3| 0.0|\n", - "| 4| 0.0|\n", - "| 5| 0.0|\n", - "| 6| 0.0|\n", - "| 7| 0.0|\n", - "| 8| 0.0|\n", - "| 9| 0.0|\n", - "| 10| 0.0|\n", - "| 11| 0.0|\n", - "| 12| 15.0|\n", - "| 13| 0.0|\n", - "| 14| 0.0|\n", - "+--------------+--------------------+\n", - "\n", - "Median trip durations after program:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 12708:================================================> (192 + 8) / 200]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------+--------------------+\n", - "|pickup_cluster|median_trip_duration|\n", - "+--------------+--------------------+\n", - "| 0| 0.0|\n", - "| 1| 0.0|\n", - "| 2| 0.0|\n", - "| 3| 0.0|\n", - "| 4| 0.0|\n", - "| 5| 0.0|\n", - "| 6| 0.0|\n", - "| 7| 0.0|\n", - "| 8| 0.0|\n", - "| 9| 0.0|\n", - "| 10| 0.0|\n", - "| 11| 0.0|\n", - "| 12| 0.0|\n", - "| 13| 0.0|\n", - "| 14| 0.0|\n", - "+--------------+--------------------+\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "# Find ride trip duration changes before and after program based on pickup clusters\n", - "\n", - "before_pickup_median_duration = before.groupBy('pickup_cluster').agg(\n", - " F.expr('percentile_approx(trip_duration, 0.5)').alias('median_trip_duration')\n", - ").orderBy('pickup_cluster')\n", - "\n", - "after_pickup_median_duration = after.groupBy('pickup_cluster').agg(\n", - " F.expr('percentile_approx(trip_duration, 0.5)').alias('median_trip_duration')\n", - ").orderBy('pickup_cluster')\n", - "\n", - "print('Median trip durations before program:')\n", - "before_pickup_median_duration.show()\n", - "\n", - "print('Median trip durations after program:')\n", - "after_pickup_median_duration.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "id": "c9a44631-f249-409c-8bb7-7d7be75e7a65", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Average trip durations before program:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------+---------------------+\n", - "|pickup_cluster|average_trip_duration|\n", - "+--------------+---------------------+\n", - "| 0| 6.063065693430657|\n", - "| 1| 5.163105046343976|\n", - "| 2| 4.21811875127525|\n", - "| 3| 5.953071583963535|\n", - "| 4| 4.280906439308953|\n", - "| 5| 3.4030864299522494|\n", - "| 6| 4.980171844018506|\n", - "| 7| 3.5917224422893046|\n", - "| 8| 5.134615384615385|\n", - "| 9| 3.4394904458598727|\n", - "| 10| 2.035257927117842|\n", - "| 11| 3.790178135278601|\n", - "| 12| 8.395085803432137|\n", - "| 13| 2.4596040054619936|\n", - "| 14| 3.9953683281870314|\n", - "+--------------+---------------------+\n", - "\n", - "Average trip durations after program:\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 12717:===============================================> (92 + 8) / 100]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------+---------------------+\n", - "|pickup_cluster|average_trip_duration|\n", - "+--------------+---------------------+\n", - "| 0| 4.880330722367276|\n", - "| 1| 4.838796923653058|\n", - "| 2| 5.011933510613307|\n", - "| 3| 5.379129328172225|\n", - "| 4| 4.933941452048683|\n", - "| 5| 6.340273416743153|\n", - "| 6| 4.6261029411764705|\n", - "| 7| 6.355096289337717|\n", - "| 8| 5.549733570159858|\n", - "| 9| 5.577063550036523|\n", - "| 10| 5.455318184393948|\n", - "| 11| 5.23251788599123|\n", - "| 12| 5.364905177924569|\n", - "| 13| 4.648405828859428|\n", - "| 14| 5.3877721360506365|\n", - "+--------------+---------------------+\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "before_pickup_avg_time = before.groupBy('pickup_cluster').agg(F.avg('trip_duration').alias('average_trip_duration'))\\\n", - " .orderBy('pickup_cluster')\n", - "after_pickup_avg_time = after.groupBy('pickup_cluster').agg(F.avg('trip_duration').alias('average_trip_duration'))\\\n", - " .orderBy('pickup_cluster')\n", - "\n", - "print('Average trip durations before program:')\n", - "before_pickup_avg_time.show()\n", - "\n", - "print('Average trip durations after program:')\n", - "after_pickup_avg_time.show()" - ] - }, - { - "cell_type": "markdown", - "id": "eb8e6445-d52b-4259-8afc-212c424a8084", - "metadata": {}, - "source": [ - "Filtering the original before and after data based on clusters with the same centerpoints of pickup location clusters to focus the analysis on the same locations in and around the university area and work under the assumption that these would be the locations that the students would most likley be using the UChicago Lyft Ride Porgam from." - ] - }, - { - "cell_type": "markdown", - "id": "f989db12-be9e-4d52-97e2-9277bd572ed1", - "metadata": {}, - "source": [ - "Rohit: please check how the trip time is affected for the clusters with same addresses. " - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "id": "511af7dc-74ca-4b16-a0ed-fea5af4b4532", - "metadata": {}, - "outputs": [], - "source": [ - "before_common = before.filter(F.col('pickup_cluster').isin(p_merged_df['center_pickup_cluster_before'].to_list()))\n", - "\n", - "after_common = after.filter(F.col('pickup_cluster').isin(p_merged_df['center_pickup_cluster_after'].to_list()))" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "id": "d6c0a804-a908-4cb6-be9b-9c6503d6d0ad", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "root\n", - " |-- ID: string (nullable = true)\n", - " |-- start_timestamp: long (nullable = true)\n", - " |-- end_timestamp: long (nullable = true)\n", - " |-- seconds: integer (nullable = true)\n", - " |-- miles: double (nullable = true)\n", - " |-- pickup_tract: long (nullable = true)\n", - " |-- dropoff_tract: long (nullable = true)\n", - " |-- pickup_area: integer (nullable = true)\n", - " |-- dropoff_area: integer (nullable = true)\n", - " |-- Fare: double (nullable = true)\n", - " |-- Tip: integer (nullable = true)\n", - " |-- total: double (nullable = true)\n", - " |-- pickup_lat: double (nullable = true)\n", - " |-- pickup_lon: double (nullable = true)\n", - " |-- dropoff_lat: double (nullable = true)\n", - " |-- dropoff_lon: double (nullable = true)\n", - " |-- month: integer (nullable = true)\n", - " |-- day_of_month: integer (nullable = true)\n", - " |-- hour: integer (nullable = true)\n", - " |-- day: integer (nullable = true)\n", - " |-- trip_duration: double (nullable = true)\n", - " |-- pickup_features: vector (nullable = true)\n", - " |-- pickup_cluster: integer (nullable = false)\n", - " |-- dropoff_features: vector (nullable = true)\n", - " |-- dropoff_cluster: integer (nullable = false)\n", - "\n" - ] - } - ], - "source": [ - "before_common.printSchema()" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "id": "a69b6985-d22e-45fd-8a05-149cb2cb55ba", - "metadata": {}, - "outputs": [], - "source": [ - "# Find average trip duration before and after the program for the same location clusters\n", - "\n", - "before_pickup_avg_time = before_common.groupBy('pickup_cluster').agg(F.avg('trip_duration').alias('average_trip_duration'))\\\n", - " .orderBy('pickup_cluster')\n", - "after_pickup_avg_time = after_common.groupBy('pickup_cluster').agg(F.avg('trip_duration').alias('average_trip_duration'))\\\n", - " .orderBy('pickup_cluster')" - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "id": "9bb2bb18-5c05-4c0d-b16a-ccd8357f10df", - "metadata": {}, - "outputs": [], - "source": [ - "# Compare average trip duration before and after the program for the same location clusters\n", - "\n", - "import pyspark.sql.functions as F\n", - "\n", - "avg_pickup_trip_durations = spark.createDataFrame(p_merged_df)\n", - "\n", - "avg_pickup_trip_durations = avg_pickup_trip_durations.join(\n", - " before_pickup_avg_time,\n", - " (before_pickup_avg_time['pickup_cluster'] == avg_pickup_trip_durations['center_pickup_cluster_before']),\n", - " 'inner'\n", - ").select(\n", - " avg_pickup_trip_durations['center_address'], \n", - " avg_pickup_trip_durations['center_pickup_cluster_before'],\n", - " before_pickup_avg_time['average_trip_duration'].alias('avg_trip_duration_before'),\n", - " avg_pickup_trip_durations['center_pickup_cluster_after']\n", - ")\n", - "\n", - "\n", - "avg_pickup_trip_durations = avg_pickup_trip_durations.join(\n", - " after_pickup_avg_time,\n", - " (after_pickup_avg_time['pickup_cluster'] == avg_pickup_trip_durations['center_pickup_cluster_after']),\n", - " 'inner'\n", - ").select(\n", - " avg_pickup_trip_durations['center_address'], \n", - " avg_pickup_trip_durations['center_pickup_cluster_before'],\n", - " avg_pickup_trip_durations['avg_trip_duration_before'],\n", - " avg_pickup_trip_durations['center_pickup_cluster_after'],\n", - " after_pickup_avg_time['average_trip_duration'].alias('avg_trip_duration_after')\n", - ")\n", - "\n", - "\n", - "avg_pickup_trip_durations = avg_pickup_trip_durations.withColumn(\n", - " 'increase_in_duration_after',\n", - " F.when(\n", - " F.col('avg_trip_duration_after') > F.col('avg_trip_duration_before'),1)\\\n", - " .otherwise(0))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "id": "6b65689a-d936-491d-a605-72ff35b4ccb8", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Average trip durations for pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 12833:===========================> (2 + 2) / 4]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------------+----------------------------+------------------------+---------------------------+-----------------------+--------------------------+\n", - "| center_address|center_pickup_cluster_before|avg_trip_duration_before|center_pickup_cluster_after|avg_trip_duration_after|increase_in_duration_after|\n", - "+--------------------+----------------------------+------------------------+---------------------------+-----------------------+--------------------------+\n", - "|5534 S Dorchester...| 1| 5.163105046343976| 2| 5.011933510613307| 0|\n", - "|5142 S Hyde Park ...| 2| 4.21811875127525| 11| 5.23251788599123| 1|\n", - "|6358 S Kimbark Av...| 3| 5.953071583963535| 5| 6.340273416743153| 1|\n", - "|4922 S Cornell Av...| 4| 4.280906439308953| 9| 5.577063550036523| 1|\n", - "|5746 S Ellis Ave,...| 5| 3.4030864299522494| 1| 4.838796923653058| 1|\n", - "|1208 E 47th St, C...| 6| 4.980171844018506| 8| 5.549733570159858| 1|\n", - "|1322 E 54th St, C...| 7| 3.5917224422893046| 0| 4.880330722367276| 1|\n", - "|6122 S Kenwood Av...| 9| 3.4394904458598727| 10| 5.455318184393948| 1|\n", - "|5719 S Kimbark Av...| 10| 2.035257927117842| 13| 4.648405828859428| 1|\n", - "|1455 E 54th St, C...| 11| 3.790178135278601| 4| 4.933941452048683| 1|\n", - "|5700 S DuSable Lk...| 14| 3.9953683281870314| 3| 5.379129328172225| 1|\n", - "+--------------------+----------------------------+------------------------+---------------------------+-----------------------+--------------------------+\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "print(\"\\nAverage trip durations for pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\\n\")\n", - "avg_pickup_trip_durations.show()" - ] - }, - { - "cell_type": "markdown", - "id": "104facc0-f059-4834-98a1-a540a2d9e039", - "metadata": {}, - "source": [ - "**Insight:** After the program, all of the clusters with the same centerpoint locations except one show an increase in trip duration." - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "id": "da954c5f-b155-4d6f-885e-e58ffaa58687", - "metadata": {}, - "outputs": [], - "source": [ - "# Find average number of trips before and after the program for the same location clusters\n", - "\n", - "before_avg_trips = before_common.groupBy('pickup_cluster').agg(F.count('ID').alias('average_trips')).orderBy('pickup_cluster')\n", - "after_avg_trips = after_common.groupBy('pickup_cluster').agg(F.count('ID').alias('average_trips')).orderBy('pickup_cluster')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "id": "2ae7ae75-b654-41b2-ad5d-b8a07ca2c02a", - "metadata": {}, - "outputs": [], - "source": [ - "# Compare total number of trips before and after the program for the same location clusters\n", - "\n", - "tot_num_trips = spark.createDataFrame(p_merged_df)\n", - "\n", - "tot_num_trips = tot_num_trips.join(\n", - " before_avg_trips,\n", - " (before_avg_trips['pickup_cluster'] == tot_num_trips['center_pickup_cluster_before']),\n", - " 'inner'\n", - ").select(\n", - " tot_num_trips['center_address'], \n", - " tot_num_trips['center_pickup_cluster_before'],\n", - " before_avg_trips['average_trips'].alias('avg_trips_before'),\n", - " tot_num_trips['center_pickup_cluster_after']\n", - ")\n", - "\n", - "\n", - "tot_num_trips = tot_num_trips.join(\n", - " after_avg_trips,\n", - " (after_avg_trips['pickup_cluster'] == tot_num_trips['center_pickup_cluster_after']),\n", - " 'inner'\n", - ").select(\n", - " tot_num_trips['center_address'], \n", - " tot_num_trips['center_pickup_cluster_before'],\n", - " tot_num_trips['avg_trips_before'],\n", - " tot_num_trips['center_pickup_cluster_after'],\n", - " after_avg_trips['average_trips'].alias('avg_trips_after')\n", - ")\n", - "\n", - "\n", - "tot_num_trips = tot_num_trips.withColumn(\n", - " 'increase_in_trips_after',\n", - " F.when(\n", - " F.col('avg_trips_after') > F.col('avg_trips_before'),1)\\\n", - " .otherwise(0))\n" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "id": "0d17c642-ca9e-4ba3-aa6f-47ed7ecbf89d", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Total number of trips taken based on pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 12863:===========================> (2 + 2) / 4]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------------+----------------------------+----------------+---------------------------+---------------+-----------------------+\n", - "| center_address|center_pickup_cluster_before|avg_trips_before|center_pickup_cluster_after|avg_trips_after|increase_in_trips_after|\n", - "+--------------------+----------------------------+----------------+---------------------------+---------------+-----------------------+\n", - "|5534 S Dorchester...| 1| 77680| 2| 106423| 1|\n", - "|5142 S Hyde Park ...| 2| 24505| 11| 17332| 0|\n", - "|6358 S Kimbark Av...| 3| 19306| 5| 20701| 1|\n", - "|4922 S Cornell Av...| 4| 8914| 9| 9583| 1|\n", - "|5746 S Ellis Ave,...| 5| 60523| 1| 144197| 1|\n", - "|1208 E 47th St, C...| 6| 18156| 8| 11260| 0|\n", - "|1322 E 54th St, C...| 7| 21963| 0| 41364| 1|\n", - "|6122 S Kenwood Av...| 9| 2512| 10| 17647| 1|\n", - "|5719 S Kimbark Av...| 10| 21130| 13| 45635| 1|\n", - "|1455 E 54th St, C...| 11| 30707| 4| 40343| 1|\n", - "|5700 S DuSable Lk...| 14| 13602| 3| 18859| 1|\n", - "+--------------------+----------------------------+----------------+---------------------------+---------------+-----------------------+\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "print(\"\\nTotal number of trips taken based on pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\\n\")\n", - "\n", - "tot_num_trips.show()" - ] - }, - { - "cell_type": "markdown", - "id": "c72046b5-2747-4776-b9c9-121fa4d009ec", - "metadata": {}, - "source": [ - "**Insight:** After the program, almost all of the clusters with the same centerpoint locations except two show an increase in total number of trip." - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "ecd8e1eb-20dc-493f-93de-1726c213e62f", - "metadata": {}, - "outputs": [], - "source": [ - "# Find average trip duration before and after the program for the same location clusters\n", - "\n", - "before_avg_fare = before_common.groupBy('pickup_cluster').agg(F.avg('Fare').alias('average_fare'))\\\n", - " .orderBy('pickup_cluster')\n", - "after_avg_fare = after_common.groupBy('pickup_cluster').agg(F.avg('Fare').alias('average_fare'))\\\n", - " .orderBy('pickup_cluster')" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "id": "f9d5abcc-5578-4ccb-ae23-f8d6a4be881b", - "metadata": {}, - "outputs": [], - "source": [ - "# Compare average number of trips before and after the program for the same location clusters\n", - "\n", - "avg_fare = spark.createDataFrame(p_merged_df)\n", - "\n", - "avg_fare = avg_fare.join(\n", - " before_avg_fare,\n", - " (before_avg_fare['pickup_cluster'] == avg_fare['center_pickup_cluster_before']),\n", - " 'inner'\n", - ").select(\n", - " avg_fare['center_address'], \n", - " avg_fare['center_pickup_cluster_before'],\n", - " before_avg_fare['average_fare'].alias('average_fare_before'),\n", - " avg_fare['center_pickup_cluster_after']\n", - ")\n", - "\n", - "avg_fare = avg_fare.join(\n", - " after_avg_fare,\n", - " (after_avg_fare['pickup_cluster'] == avg_fare['center_pickup_cluster_after']),\n", - " 'inner'\n", - ").select(\n", - " avg_fare['center_address'], \n", - " avg_fare['center_pickup_cluster_before'],\n", - " avg_fare['average_fare_before'],\n", - " avg_fare['center_pickup_cluster_after'],\n", - " after_avg_fare['average_fare'].alias('average_fare_after')\n", - ")\n", - "\n", - "avg_fare = avg_fare.withColumn(\n", - " 'increase_in_fare_after',\n", - " F.when(\n", - " F.col('average_fare_after') > F.col('average_fare_before'), 1\n", - " ).otherwise(0)\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "id": "03fa8fa7-9ea0-4547-964c-054dc736e180", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Average trip fare based on pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 12878:===========================> (2 + 2) / 4]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------------+----------------------------+-------------------+---------------------------+------------------+----------------------+\n", - "| center_address|center_pickup_cluster_before|average_fare_before|center_pickup_cluster_after|average_fare_after|increase_in_fare_after|\n", - "+--------------------+----------------------------+-------------------+---------------------------+------------------+----------------------+\n", - "|5534 S Dorchester...| 1| 4.6342044284243045| 2| 9.260051868487075| 1|\n", - "|5142 S Hyde Park ...| 2| 4.775045908998163| 11| 9.765174244172629| 1|\n", - "|6358 S Kimbark Av...| 3| 5.433155495700818| 5| 9.644582387324284| 1|\n", - "|4922 S Cornell Av...| 4| 4.70467803455239| 9| 9.856255869769383| 1|\n", - "|5746 S Ellis Ave,...| 5| 4.692430976653504| 1| 9.988297259998474| 1|\n", - "|1208 E 47th St, C...| 6| 4.9322538003965635| 8| 8.817051509769094| 1|\n", - "|1322 E 54th St, C...| 7| 4.5576651641396895| 0| 9.98138477903491| 1|\n", - "|6122 S Kenwood Av...| 9| 5.113455414012739| 10|10.354451181503938| 1|\n", - "|5719 S Kimbark Av...| 10| 4.522361571225745| 13| 9.948066177276214| 1|\n", - "|1455 E 54th St, C...| 11| 4.697137460513889| 4| 9.76736980393129| 1|\n", - "|5700 S DuSable Lk...| 14| 4.904425819732392| 3| 9.760061509093802| 1|\n", - "+--------------------+----------------------------+-------------------+---------------------------+------------------+----------------------+\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "print(\"\\nAverage trip fare based on pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\\n\")\n", - "\n", - "avg_fare.show()" - ] - }, - { - "cell_type": "markdown", - "id": "46b95b01-7f1f-4081-8469-3e9db0f8d711", - "metadata": {}, - "source": [ - "**Insight:** After the program, all of the clusters with the same centerpoint locations except show an increase in average trip fare." - ] - }, - { - "cell_type": "markdown", - "id": "10c3656d-9a1c-4d31-ad53-c373cc4775c5", - "metadata": {}, - "source": [ - "## 4) Temporal Analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "id": "40f225ab-b1e9-4d8d-a9e4-508a6f8a0ed1", - "metadata": {}, - "outputs": [], - "source": [ - "# Finding average number of trips, average fare and average trip duration for the pickup clusters based on hour of the day\n", - "\n", - "before_hourly_averages = before.groupBy('pickup_cluster', 'hour').agg(\n", - " F.avg('ID').alias('average_rides'),\n", - " F.avg('Fare').alias('average_fare'),\n", - " F.avg('trip_duration').alias('average_trip_duration')\n", - ").orderBy('pickup_cluster', 'hour')\n", - "\n", - "after_hourly_averages = after.groupBy('pickup_cluster', 'hour').agg(\n", - " F.avg('ID').alias('average_rides'),\n", - " F.avg('Fare').alias('average_fare'),\n", - " F.avg('trip_duration').alias('average_trip_duration')\n", - ").orderBy('pickup_cluster', 'hour')" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "id": "849f26d6-98be-4998-b70d-c27b79910df1", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 12894:===========================================> (83 + 8) / 100]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------+----+-------------+------------------+---------------------+\n", - "|pickup_cluster|hour|average_rides| average_fare|average_trip_duration|\n", - "+--------------+----+-------------+------------------+---------------------+\n", - "| 0| 0| null| 5.0078125| 6.234375|\n", - "| 0| 1| null|4.8584905660377355| 5.880503144654088|\n", - "| 0| 2| null| 4.795081967213115| 4.672131147540983|\n", - "| 0| 3| null|4.5588235294117645| 3.5294117647058822|\n", - "| 0| 17| null| 5.44366655812439| 7.0823835884076844|\n", - "| 0| 18| null| 5.335681426106958| 6.55549166187464|\n", - "| 0| 19| null| 5.287517531556802| 5.8800841514726505|\n", - "| 0| 20| null| 5.128062360801782| 6.55456570155902|\n", - "| 0| 21| null| 5.138169257340242| 3.3333333333333335|\n", - "| 0| 22| null| 4.975895316804408| 5.650826446280992|\n", - "+--------------+----+-------------+------------------+---------------------+\n", - "only showing top 10 rows\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "before_hourly_averages.show(10)" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "id": "8aff48e2-0d5e-4a85-aa70-a9bc59182f32", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 12900:===============================================> (92 + 8) / 100]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+--------------+----+-------------+------------------+---------------------+\n", - "|pickup_cluster|hour|average_rides| average_fare|average_trip_duration|\n", - "+--------------+----+-------------+------------------+---------------------+\n", - "| 0| 0| null| 9.55225498699046| 4.111014744145707|\n", - "| 0| 1| null| 9.749620637329286| 4.062974203338391|\n", - "| 0| 2| null| 9.370471014492754| 3.75|\n", - "| 0| 3| null| 9.576923076923077| 2.423076923076923|\n", - "| 0| 17| null|10.855430020751673| 6.467604334793636|\n", - "| 0| 18| null|10.746729976706684| 5.340440781222004|\n", - "| 0| 19| null|10.028722426470589| 5.110294117647059|\n", - "| 0| 20| null| 9.393986360818351| 4.700867947923125|\n", - "| 0| 21| null| 9.46788365399182| 4.776549007726102|\n", - "| 0| 22| null|10.036060401171962| 4.114266396213658|\n", - "+--------------+----+-------------+------------------+---------------------+\n", - "only showing top 10 rows\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "after_hourly_averages.show(10)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c607e905-855a-4e7c-a44b-9c6cd6afb95d", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "61dd5658-b0a1-4497-9bc6-e60173eccd2f", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1f9abe8e-8b16-4a23-9a91-375849e5021a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c6b5c0e7-e065-4ff4-bd79-8291b986366c", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "6de5f5f2-22f9-46bb-b2f0-7baa01ea265c", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a30772a6-6d43-46da-acdc-9589e5d15142", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "ecdc7b7b-428a-4287-846f-f6625384330a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "efe85524-68c9-4035-b5b2-b0553ced93a7", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "5acaac6c-247c-4239-8073-71d6651ca486", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "71839c64-aa6a-41a0-b75f-757e04fef2b4", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "77295d79-89fe-4799-b66c-96c61ec76063", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "282579a4-cdf6-4931-8538-e0ca31a93e74", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "e3a6bfbb-0ea0-4513-9ec6-6c7c918950e2", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "eafa6c3c-8bf9-4105-9a32-97a8fffaed55", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b5e57a24-2348-47e8-a61f-781fe609f671", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "735c122a-dcd4-4bf5-887b-20a17c7ec013", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "85a5a4ef-9cbd-49d2-9534-7171c73e7816", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "c1b93a19-a4c5-4671-b474-d1b8edec8e0b", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "be674640-f95e-4e7d-95bf-62019a35b84b", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8a3859f5-cd43-4ada-83c8-10336dbd1347", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "49f496dd-f5c0-4102-85d7-850f79b69642", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "a1e07313-4170-44c6-b012-96f9b705366a", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "fdd80718-d218-4cc0-939e-bce9be7832bf", - "metadata": {}, - "outputs": [], - "source": [] - }, - { - "cell_type": "markdown", - "id": "77944dd4-141c-40b9-b694-3c7281871727", - "metadata": { - "tags": [] - }, - "source": [ - "# this piece of code was depreciated " - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "98809f0b-4a5a-4812-9a39-f91406ffecd4", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Partitions: 534\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 16:=====================================================>(528 + 6) / 534]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+-----------+------+\n", - "|partitionId| count|\n", - "+-----------+------+\n", - "| 33|152646|\n", - "| 233|328837|\n", - "| 232|328975|\n", - "| 231|329131|\n", - "| 230|329163|\n", - "| 229|329209|\n", - "| 227|329245|\n", - "| 225|329263|\n", - "| 228|329263|\n", - "| 224|329311|\n", - "| 226|329315|\n", - "| 222|329332|\n", - "| 223|329344|\n", - "| 221|329373|\n", - "| 218|329389|\n", - "| 219|329390|\n", - "| 217|329399|\n", - "| 215|329410|\n", - "| 216|329410|\n", - "| 214|329418|\n", - "| 220|329427|\n", - "| 213|329428|\n", - "| 210|329461|\n", - "| 212|329481|\n", - "| 211|329505|\n", - "| 207|329507|\n", - "| 208|329513|\n", - "| 209|329519|\n", - "| 206|329523|\n", - "| 204|329533|\n", - "| 203|329555|\n", - "| 205|329574|\n", - "| 201|329587|\n", - "| 202|329591|\n", - "| 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345|573425|\n", - "| 344|573556|\n", - "| 343|573584|\n", - "| 342|573658|\n", - "| 341|573676|\n", - "| 340|573781|\n", - "| 339|573977|\n", - "| 337|574013|\n", - "| 338|574040|\n", - "| 336|574185|\n", - "| 335|574318|\n", - "| 334|574727|\n", - "| 32|610310|\n", - "| 31|610736|\n", - "| 30|610951|\n", - "| 29|611294|\n", - "| 28|611761|\n", - "| 27|611933|\n", - "| 26|612048|\n", - "| 25|612117|\n", - "| 24|612529|\n", - "| 23|613100|\n", - "| 22|613957|\n", - "+-----------+------+\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "#display number of records by partition\n", - "def displaypartitions(df):\n", - " #number of records by partition\n", - " num = df.rdd.getNumPartitions()\n", - " print(\"Partitions:\", num)\n", - " df.withColumn(\"partitionId\", F.spark_partition_id())\\\n", - " .groupBy(\"partitionId\")\\\n", - " .count()\\\n", - " .orderBy(F.asc(\"count\"))\\\n", - " .show(num)\n", - "\n", - "df_all.rdd.getNumPartitions()\n", - "displaypartitions(df_all)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "6cf0065d-4941-4423-b5a3-967e0b960b60", - "metadata": {}, - "outputs": [], - "source": [ - "# repartitioning to 600 partitions\n", - "df_all = df_all.repartition(600).cache()\n", - "#displaypartitions(df_all)" - ] - }, - { - "cell_type": "markdown", - "id": "bc71fd42-d129-4f21-a798-972e664e0daa", - "metadata": {}, - "source": [ - "**Feature Engineering**\n" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "bd42c068-d06c-4f49-98e8-751942958e03", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "[Stage 17:> (0 + 1) / 1]\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+-------------+\n", - "|trip_duration|\n", - "+-------------+\n", - "| 30.0|\n", - "| 30.0|\n", - "| 30.0|\n", - "| 0.0|\n", - "| 30.0|\n", - "| 15.0|\n", - "| 15.0|\n", - "| 15.0|\n", - "| 15.0|\n", - "| 15.0|\n", - "| 15.0|\n", - "| 15.0|\n", - "| 60.0|\n", - "| 15.0|\n", - "| 45.0|\n", - "| 15.0|\n", - "| 0.0|\n", - "| 30.0|\n", - "| 15.0|\n", - "| 45.0|\n", - "+-------------+\n", - "only showing top 20 rows\n", - "\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "from pyspark.sql import SparkSession\n", - "from pyspark.sql.functions import col, unix_timestamp\n", - "\n", - "df_all = df_all.withColumn(\"start_timestamp\", unix_timestamp(\"start_timestamp\"))\n", - "df_all = df_all.withColumn(\"end_timestamp\", unix_timestamp(\"end_timestamp\"))\n", - "\n", - "# Calculate trip duration in seconds\n", - "df_all = df_all.withColumn(\"trip_duration\", col(\"end_timestamp\") - col(\"start_timestamp\"))\n", - "\n", - "# Convert seconds to minutes\n", - "df_all = df_all.withColumn(\"trip_duration\", col(\"trip_duration\") / 60)\n", - "\n", - "df_all.select('trip_duration').show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "03b80994-b0de-43e2-ade9-82ed5d8fc6b1", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "+-------------+\n", - "|trip_duration|\n", - "+-------------+\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 15.0|\n", - "| 15.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 15.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "| 0.0|\n", - "+-------------+\n", - "only showing top 20 rows\n", - "\n" - ] - } - ], - "source": [ - "from pyspark.sql.functions import col, unix_timestamp\n", - "\n", - "df_2018 = df_2018.withColumn(\"start_timestamp\", unix_timestamp(\"start_timestamp\"))\n", - "df_2018 = df_2018.withColumn(\"end_timestamp\", unix_timestamp(\"end_timestamp\"))\n", - "\n", - "# Calculate trip duration in seconds\n", - "df_2018 = df_2018.withColumn(\"trip_duration\", col(\"end_timestamp\") - col(\"start_timestamp\"))\n", - "\n", - "# Convert seconds to minutes\n", - "df_2018 = df_2018.withColumn(\"trip_duration\", col(\"trip_duration\") / 60)\n", - "\n", - "df_2018.select('trip_duration').show()" - ] - }, - { - "cell_type": "code", - "execution_count": 108, - "id": "4aef9ce8-cb8d-46d9-a192-a76541afec6c", - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.cm as cm\n", - "from sklearn.cluster import DBSCAN\n", - "from sklearn import metrics\n", - "from pyspark.sql.functions import col, radians, acos, sin, cos, lit\n", - "import time\n", - "from pyspark.ml.feature import VectorAssembler\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "e4027b7a-39f5-4aa9-a6cc-937dec6a9952", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "root\n", - " |-- ID: string (nullable = true)\n", - " |-- start_timestamp: long (nullable = true)\n", - " |-- end_timestamp: long (nullable = true)\n", - " |-- seconds: integer (nullable = true)\n", - " |-- miles: double (nullable = true)\n", - " |-- pickup_tract: long (nullable = true)\n", - " |-- dropoff_tract: long (nullable = true)\n", - " |-- pickup_area: integer (nullable = true)\n", - " |-- dropoff_area: integer (nullable = true)\n", - " |-- Fare: double (nullable = true)\n", - " |-- Tip: integer (nullable = true)\n", - " |-- total: double (nullable = true)\n", - " |-- pickup_lat: double (nullable = true)\n", - " |-- pickup_lon: double (nullable = true)\n", - " |-- dropoff_lat: double (nullable = true)\n", - " |-- dropoff_lon: string (nullable = true)\n", - " |-- month: integer (nullable = true)\n", - " |-- day_of_month: integer (nullable = true)\n", - " |-- hour: integer (nullable = true)\n", - " |-- day: integer (nullable = true)\n", - " |-- trip_duration: double (nullable = true)\n", - "\n" - ] - } - ], - "source": [ - "df_all.printSchema()" - ] - }, - { - "cell_type": "code", - "execution_count": 107, - "id": "34facafd-2864-4ac3-b95f-929cf66e695c", - "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - " \r" - ] - } - ], - "source": [ - "pdf = before.select('ID', 'pickup_lat','pickup_lon', 'dropoff_lat', 'dropoff_lon').toPandas()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 110, - "id": "51eeb55b-476f-4012-ae00-9bd096fa70d9", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "246631" - ] - }, - "execution_count": 110, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Earth's radius in kilometers\n", - "rad_in_kms = 6371\n", - "len(pdf)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "8eefb77b-6fd3-46e3-b20b-7c105168ab84", - "metadata": {}, - "outputs": [], - "source": [ - "# Fit DBSCAN model for pickup location using scikit-learn\n", - "epsilon_pickup = 0.5 / rad_in_kms # Earth's radius in kilometers\n", - "dbscan_pickup = DBSCAN(eps=0.006, min_samples=10, algorithm='ball_tree', metric='haversine')\n", - "pickup_features = np.array(pdf[[\"pickup_lon\", \"pickup_lat\"]])\n", - "pdf[\"pickup_prediction\"] = dbscan_pickup.fit_predict(pickup_features)\n", - "\n", - "# Filter out noise points for pickup location (prediction == -1)\n", - "#pdf = pdf[pdf[\"pickup_prediction\"] != -1]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "id": "fb2f2533-f232-40f2-854b-cecfc222c172", - "metadata": {}, - "outputs": [], - "source": [ - "# Fit DBSCAN model for dropoff location using scikit-learn\n", - "epsilon_dropoff = 1.5 / rad_in_kms \n", - "dbscan_dropoff = DBSCAN(eps=0.03, min_samples=10, algorithm='ball_tree', metric='haversine')\n", - "dropoff_features = np.array(pdf[[\"dropoff_lon\", \"dropoff_lat\"]])\n", - "pdf[\"dropoff_prediction\"] = dbscan_dropoff.fit_predict(dropoff_features)\n", - "\n", - "# Filter out noise points for dropoff location (prediction == -1)\n", - "#pdf = pdf[pdf[\"dropoff_prediction\"] != -1]\n" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "id": "428508c3-e572-418b-9465-673bd9935d74", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "47641" - ] - }, - "execution_count": 80, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "len(pdf)" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "id": "c0de1acf-a9e8-4f5a-8279-86ac2a5e5880", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import geopandas as gpd\n", - "from shapely.geometry import Point\n", - "\n", - "geometry = [Point(xy) for xy in zip(pdf['pickup_lon'], pdf['pickup_lat'])]\n", - "geo_df = gpd.GeoDataFrame(pdf, geometry=geometry)\n", - "\n", - "# Plotting\n", - "fig, ax = plt.subplots(figsize=(10, 15))\n", - "geo_df.plot(ax=ax, markersize=100, column='pickup_prediction', cmap='Set3', categorical=True, legend=True)\n", - "\n", - "leg = ax.get_legend()\n", - "leg.set_bbox_to_anchor((1.05, 1)) # Adjust the values as needed\n", - "\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "id": "9acc55d9-4516-4b8d-a9bc-c1cf3c34fa83", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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r1rrnnns0b948ZWRk6LbbblNoaKh2796t6667Lt/Hynft2lXXXXednnrqKV26dEkzZsxQaGio7rnnHi1btkx/+9vfdP/99yszM1MLFy4scDAYFBSkgQMHauDAgbJarXrjjTd07tw5jRgxotifq1y5cnryySc1c+ZMjR07Vt26dVNmZqbmzp2rsLCwPN+v5arcByV88MEHuv766xUWFqZatWppx44devfdd9WlSxfdcMMNMgxD69ev1x9//FHgQzFy5Qaw5ORkpaWlqXv37rYvYt66das++OADjRgxQq1atVKvXr20dOlSjRs3Tr/99puio6O1bds2zZ8/Xx07drR7EMW1Hn30Ua1cuVJDhw7VU089pRo1amjjxo1699139dBDD+U5i5Kfl156SYMHD9agQYPUu3dvVa1aVWfOnNGPP/6oXbt22b6iYNiwYdqwYYMGDBig4cOHKzw8XEuXLrV7hHxRQkJCtHjxYmVlZSk2Ntb2FMRbb73V7rH80pUzQLfccou++OILtWrVqtBHx18tKSlJv/76q8aPH68vv/xSd9xxh6KionT69Gl9/fXXWrFihWbOnFlge3fddZf+9a9/aeTIkXr88cd16dIlpaSk5Lmncfbs2Tp27JjatWunatWq6Y8//tA777yjkJAQW5isXbu2wsPDtXr1at14442KiIhQlSpVVLVqVYe3OwA4gwAGACaZOnWqGjdurOXLl2vFihUKDw9XgwYNNHTo0AKX6dixoxYsWKAnnnhCTz75pObMmaNWrVpp2rRpWrBggZ588kndcMMNGj58uL744gtt2bIlTxsPP/ywLl26pEmTJikjI0MNGzbU/Pnz1apVK7d8rqFDh6pixYpKSUnR2rVrFR4ervj4eI0aNarIR9A76oYbbtCECRP0zjvvqH///rJYLJoyZYpatGihcuXKaeHChTpx4oRCQkJUr149TZ06Nc+DQa4VEBCgKVOmqEuXLvrggw/0yiuv6I8//tD111+vm266SX/7299sD9kICwvTO++8o1mzZmnhwoU6ffq0qlatqscee6zIkFmxYkW9//77mjFjhmbMmKHz58+rVq1aGjNmjAYOHOjQ509ISNCHH36o119/3dbPyMhI3XjjjbanMkpSdHS0Fi9erGnTpmncuHEqX768evbsqb/85S/6+9//7tC6QkJC9Prrr2vSpEmaN2+ewsPDdd9992ns2LH5zn/33Xfriy++cOjsV66wsDAtWLBAq1ev1kcffaQXXnhB586dU7ly5dS0aVO98sorBT5RVLqyP8ydO1ezZs3SU089pcqVK2vgwIE6deqU5syZY5uvefPmSk9P1/Tp03Xq1Clb+2+99ZYt1F933XV65ZVXNGfOHA0aNEiXL19WYmKiRowY4fB2BwBnBBjXfosiAKBEOHz4sDp37qyxY8dq0KBB3u4OSqgRI0Zox44d2rBhQ4EPPQEA/IkzYAAAwCnZ2dnatWuXdu7cqf/85z8aP3484QsAHEQAAwAATjlx4oQefPBBlSlTRg888EC+9zACAPLHJYgAAAAAYBIeQw8AAAAAJiGAAQAAAIBJCGAAAAAAYBIewuEiq9WqnJwcBQYGKiAgwNvdAQAAAOAlhmHIarUqODhYgYGFn+MigLkoJydHaWlp3u4GAAAAAB8RGxur0NDQQuchgLkoN9nGxsYqKCjIy71BfiwWi9LS0qiRD6NG/oE6+Qfq5PuokX+gTv7B1+qU25+izn5JBDCX5V52GBQU5BNFR8Goke+jRv6BOvkH6uT7qJF/oE7+wdfq5MitSTyEAwAAAABMQgADAAAAAJMQwAAAAADAJNwDBgAAAHiB1WrVpUuXlJ2d7e2u+B2LxSJJOnPmjCn3gIWGhiosLMyhh2wUhQAGAAAAmOz8+fP6+eeflZOTw3fKuig4OFiHDx82ZV2GYSg4OFh169bV9ddfX6y2CGAAAACAiXJycnTgwAGFh4erevXqCgsLI4S5wGq1uuWMVFEMw9ClS5d08uRJHThwQE2aNFFwsOsxigAGAAAAmOj8+fMKCAhQjRo1VLZsWW93xy8ZhmELYGaE1+uvv14hISE6ePCgzp8/r/Lly7vcFg/hAAAAALzAl76/CkVzV70IYAAAAABgEgIYAAAAAJiEe8AA+J2Z6ZsKfX9U0wSTegKUThyDgHdNmTJFn3/+uT755BOH5o+JidE//vEP9ezZ08M9c56zn6UkIIAB8CtFDfyunodBoLnyqw01KHk4BgHPGzFihNavXy/pyn1HUVFR6tixo8aOHauyZctq+PDhGjx4sJd76ZiPPvpIS5cu1Y8//iir1apq1aqpU6dOGjRokKKioty+vr59+yo6OlqvvPKK29t2Fy5BBOA3HBn4FWd+OG9m+ibbv8LeR8nAMQiYp3Xr1tq4caM++eQTDR8+XCtXrtRLL70kSSpXrpxHwou7TZo0SRMmTFDjxo01d+5crVy5UmPGjNG+ffv0wQcfeLt7hbp48aLH2iaAAfALDOR8jzM1oX7+jxoC5goJCVH16tVVu3ZtPfDAA+rSpYu++uorSVcu2+vatavd/G+//bbuuOMONWnSRAkJCRo3blyBbU+bNk3x8fHavn27UlJSFBcXZ/f+qlWrFBMTY3udu74333xT7du3V2xsrB5//HGdPn26wHVs2bJFKSkpGjFihCZOnKj27durXr166tKli95880099NBD+S7Xt29fTZgwwW7ao48+qhEjRtheL1iwQLfffruaN2+utm3b6vHHH5d05cxhWlqali9frpiYGMXExOjgwYOSpF27dumRRx5R8+bNFR8fr+HDh+vkyZN26x03bpyee+45tW7dWg8//HCBn624CGAASjQGjZ7hynalFqUTdQfcIywsTDk5Ofm+98Ybb2j69Onq3bu3VqxYoeTkZNWuXTvPfFarVUlJSVq9erWWLFmSJ3gV5ujRo1q/fr3mzp2ruXPn6sCBA3mC0tU++ugjhYeHa9CgQfm+X6FCBYfXfbWtW7dq1qxZGjZsmFatWqX58+erVatWkqSXX35ZjRo1Urdu3bRx40Zt3LhRN9xwg44cOaJHH31U0dHRev/99zV//nydOnVKw4cPt2v7k08+UVBQkJYsWaJJkya51D9HcA8YAJ/HAA7wLo5BwLu2bNmiTz/9VC1btsz3/UWLFumBBx7Qk08+aZvWpk0bu3lycnI0YsQI7d27V++9955uuOEGp/qQnZ2t6dOn25ZLSkrSM888o6NHj6p69ep55v/1119VrVo1hYWFObWeovz2228KDw/XXXfdpeuvv16BgYG2IBkZGang4GCFh4fb9emtt95Sw4YN9fzzz9umvfrqq+rSpYt++OEH29m+GjVq2C7z9CQCGADAKcUZjM9M38SDGQDAAZs3b1bz5s1lsVhksVjUrl07vfzyy3nmO378uE6dOqWbb7650PamT5+u0NBQffjhh6pcubLT/alcubJdaGvbtq2sVqv279+fbwAzDEMBAQFOr6conTp10rx589S5c2fFx8frlltuUY8ePXT99dcXuMyePXv0/fffq3nz5nneO3jwoC2A3XTTTW7vb34IYAAAAICPad68uV5++WXbvWAFnUm67rrrHGqvTZs22rBhgz777DM9+OCDtumBgXnvSLp8+XKR7RUVrmrXrq309HRdunTJqbNggYGBMgzDbprFYrH9f7ly5fTxxx/riy++0BdffKF58+bp9ddf10cffVTgZY1Wq1UJCQkaP358nveqVatm+39Ht2VxcQ8YAAAA4GPCw8PVsGFD1a1bt9AAU65cOVWpUkVff/11oe117txZkyZN0uTJk+2eQFipUiVduHBBZ8+etU3bs2dPnuVPnjyp3377zfZ68+bNCgwMVMOGDfNdX69evXTx4kW9+eab+b5f0AM8IiMj9fvvv9te5+Tk2B6kkSskJESdOnXS888/r48//lgnTpzQ559/bnvParXazd+oUSMdPHhQdevWVcOGDe3+lS1bNt9+eBJnwAAAAAA/NnToUE2bNk2VKlVS586dde7cOW3ZskVPPPGE3Xz33HOPLBaLXnjhBQUHB6tPnz5q3bq1wsLC9Morr+ixxx7T//73P61ZsybPOkJDQzV69GiNHz9eZ8+e1dSpU9WxY8d8Lz+Urlyi+NBDDyk5OVnHjx9X165dVb16df30009699131bJlS7t71q5ebvbs2Vq3bp3q1q2rhQsX6vz587b316xZo0OHDikhIUHly5fXZ599JsMw1KBBA0lS9erVtWvXLh08eFBlypRRxYoVNXDgQK1atUrDhg3TkCFDVKlSJf3000/6+OOPNWPGDAUHmxuJCGAAAACAH3vkkUd06dIlLV26VHPmzFHZsmV122235Ttvnz59ZLVa9cILLygwMFC9evXSyy+/rJkzZ+rjjz9WXFychgwZoqlTp9otV716dXXu3FnDhg3TuXPnFB8fr8mTJxfarxdffFFNmzbVe++9p3//+98yDEPVqlVT586dC3wM/SOPPKK9e/fq73//uwIDA/Xggw/a3buVG7oWLlyo7Oxs1ahRQy+//LKaNm0q6UoYHTt2rHr27Kns7Gx98sknqlevnpYsWaKpU6fqiSee0OXLl1WlShUlJCTkewmmpwUY115kCYdYLBbt2LFDLVq0UFBQkLe7g3xQI9/nTI1cffADD3wovmvrVNwn4lETz/D0zzyOweLj95J/MKNOZ86c0S+//KIGDRooIiLCI+twpylTpujzzz/XJ5984u2u2BiGIavVqsDAQI887CM/WVlZOnDggOrUqaPy5cvbvefMfsM9YAAApzCgBgDAdQQwAH7BlUE/QcH3UBP/xTEIAO5BAAPgN5wZzDHw8yy2b+nEMQiUTklJST51+aG/4yEcAPxK7qCuoPtRGPSZZ1TTBKfuC6I2JcPVdcyv/tQZAApHAAPglxjk+QZHQhi1KrmoLQA4jwAGACgWBuEAADiOe8AAAAAAwCQEMAAAAAAwCQEMAAAAAEzCPWAAAAAACmSxWvXLuUydy7msMsEhqlMmUkGBnMdxFQEMAAAAQL52nT6pL48dUpblsm1aRFCIbqlWW00qVPbouhcsWKCUlBSdPn1atWvXVlJSkm655RaPrtMMRFcAAAAAeew6fVL/77cf7cKXJGVZLuv//fajdp0+6bF1p6amavbs2Ro0aJA++OADtWjRQomJifrll188tk6zEMAAAAAA2LFYrfry2KFC5/ny+CFZrFaPrP/tt9/WXXfdpUcffVSNGzfWK6+8oqioKL399tseWZ+ZCGAAAAAA7PxyLjPPma9rZeVc1i/nMt2+7osXL+rAgQN5LjeMj4/X999/7/b1mY0ABgAAAMDOuZzCw5ez8zkjIyNDVqtVlSvb32NWqVIlnT592u3rMxsBDAAAAICdMsEhbp3PFQEBAR5r25sIYAAAAADs1CkTqYigwsNVxP89kt7dKlWqpMDAQJ04ccJuekZGhipUqOD29ZmNAAYAAADATlBgoG6pVrvQeW6pWtsj3wcWHh6uBg0a6KuvvrKbvnXrVjVv3tzt6zMb3wMGAAAAII/c7/nK8z1gwSG6papnvwdswIABeuGFF9S0aVO1adNGS5cu1cmTJ9W/f3+PrdMsBDAAAAAA+WpSobJuKl9Jv5zL1Lmcyyrzf5cdeuLM19X69u2rU6dOaeHChXr11VdVp04dJScnq27duh5drxkIYAAAAAAKFBQYqPrlKpq+3iFDhmjIkCGmr9fTuAcMAAAAAExCAAMAAAAAk/hMAJs/f75iYmI0efJk27T169dr0KBBatu2rWJiYrRnzx6H2nrrrbf0l7/8Rc2aNVPHjh31yiuv6NKlS7b3t27dqieeeEIdOnRQTEyMPv30U7d/HgAAAAC4lk8EsJ07d2rZsmWKiYmxm56VlaW4uDj97W9/c7itVatWacaMGUpMTNTatWs1efJkrV27VjNmzLBrNyYmRs8//7zbPgMAAAAAFMXrD+E4f/68xowZo0mTJmnevHl27/Xq1UuSdPjwYYfb27Fjh1q2bKkePXpIkmrVqqXu3btr586dtnk6duyojh07Fr/zAAAAgIsMw/B2F+AEd9XL6wFs4sSJ6tixo9q3b58ngLmiVatWWrVqlXbu3KlmzZrp119/1eeff67evXu7obd5WSwWj7SL4sutDTXyXdTIP1An/0CdfB818g9m1Ck0NFSGYej8+fOKiIjw2HpKC7OC7Pnz52UYhkJDQ/PsH87sL14NYGvWrNHu3buVmprqtja7deumU6dO6a9//asMw1BOTo4eeughjz3CMi0tzSPtwn2oke+jRv6BOvkH6uT7qJF/MKNOx44dk2EYioiIUEBAgMfXB9cYhqGsrCwdP35cOTk52r17d7Ha81oAO3r0qCZPnqxFixYpLCzMbe1u3rxZr7/+ul544QU1a9ZMhw4d0uTJkzV37lwNHz7cbevJFRsbq6CgILe3i+KzWCxKS0ujRj6MGvkH6uQfqJPvo0b+waw6Wa1W/fTTTzp27Bjhy0WGYZi27QzDUHh4uBo1aqTAfL6EOne/cYTXAtiuXbuUkZGhPn362KZZLBZt3bpVS5cuVVpamks7/ezZs9WzZ0/dd999kqSYmBhlZWXp+eef17Bhw/LdYMURFBTED1EfR418HzXyD9TJP1An30eN/IOn6xQUFKSYmBhlZ2frwoULHltPSWWxWHTw4EHVq1fPlOPpuuuuU2hoqFva8loAS0hI0OrVq+2mJSUlqX79+ho8eLDLG/LixYt5QlZQUJAMw+BGRwCAaWambyrwvVFNE0zsCQBfFhoa6raBfWmSe89V+fLl/e4PGl4LYGXKlFF0dLTdtIiICEVGRtqmZ2Zm6ujRozpx4oQk6eDBg5KkqKgoVa5cWZI0duxYVa1aVaNHj5Yk3X777Vq8eLEaN25suwRx9uzZ6tSpk60458+f16FDh2zrPXz4sPbs2aPy5curRo0anv3gAIASr7DwdfX7BDEAKH28/hTEwmzYsEFJSUm21yNHjpQkJSYmasSIEZKu3Et29RmvYcOGKSAgQP/85z91/PhxVaxYUbfffrttWUlKT09X//79ba+nTJkiSerdu7emTp3q0c8EACjZigpf185LCAOA0sWnAlhKSord6z59+tjdI+bIMsHBwUpMTFRiYmKBy7Rt21Y//PCD6x0FACAfzoSvq5chhAFA6eHeJ1IAAFBKuRK+AAClDwEMAAAvI7wBQOlBAAMAAAAAkxDAAAAAAMAkBDAAAAAAMAkBDAAAAABMQgADAAAAAJMQwAAA8DK+BwwASg8CGAAAbkCIAgA4ggAGAIAXEdwAoHQhgAEA4CbOhinCFwCUPsHe7gAAACVJbqiamb6pyHkAAKUPAQwAAA8gZAEA8sMliAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAAAACYhAAGAAAAACYhgAEAAACASQhgAAAAAGASAhgAAAAAmIQABgAAAAAmIYABAFCKzUzf5O0uAECpEuztDgCAu1w9kBzVNMGLPUGuggb31Md78qvJtdOoDwB4DgEMgF8raIBPGPOuos6q5L5Pbczl6NmumembqA0KVdS+xP4DFIxLEAH4LWcGkzCPM9ub2pjH2W1NbZCfmembHNo32H+AghHAAPglBpO+yZXtTG08z9VtTG1wNX7uAu5BAAPgd/ilDgD+gZ/XQF4EMAClBgMBzyrO9qU2vovaQGI/ANyJAAbArzAIAJzDMQNvYx8E7BHAAAAAAMAkBDAAAAAAMAkBDAAAAABMQgADAKAEK+4X4vKFugDgXgQwAH6FwaDvKk5tqCtQcnF8A/YIYAAAlHCuDoAZOAOA+xHAAPgdBpO+y5VtTF3M4ex2pi64GvsD4D4EMAClAoMH8zizramLuRzd3tQF+eEPLIB7BHu7AwDgitxf6o58wScDAPMVVR9q4j2F1Ya6oCijmiY4/MXK7E9A/ghgAPwag0nfRg18F7WBq/i5CxQPAQxAicAvfQAwFz93AddwDxgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAAAACYhAAGAAAAACYhgAEAAACASQhgAAAAAGASAhgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAAAACYhAAGAAAAACYhgAEAAACASQhgAAAAAGCSYG93AAAAeNfM9E22/x/VNMGLPQGAko8ABgBAKXR16CpoOmEMANyPAAYAXlbQQFhiAAzPKGyfu3Y+9kEAcC/uAQMALypqIDwzfZPDg2XAEc7uT+x/AOBeBDAA8BJnBrYMguEO7EcA4H1cgggAXuDKQJjLweAt7HsoKbjkG76AAAYAJuMsBLyB/Q6lmSP7f+48Tzdq4+nuoJTjEkQA8CMMogHAOc7+3Jy9Z6uHegJcQQADAAAArvK5Lnu7CyjBCGAAAAAokVy+aiDEvf0ArkYAAwAAAK4WwKWI8BwCGAAApQBPeAOcEODtDqAkI4ABAAAAgEkIYADgRziLgeJwdf9hvwMA9yGAAYDJGMzCn7C/AoB7EcAAwAtcGdQyEIY7jGqa4PC+xD6HUsvwdgdQkhHAAMBLnBncMhCGuxUWxJwJaUCJZEhPN2rj7V6ghAr2dgcAoDTLHeQW9F01DILhaexjKMlGNU1w7bvA+B5meBABDAB8AINgAPAMV0JYR76JGR7EJYgAAAAo0Zz5IxeXHsLTOAMGAACAEs/RS74tFotpfULp5DMBbP78+Zo5c6b69++vZ599VpK0fv16LVu2TOnp6crMzNTKlSvVqFGjItt666239N577+no0aOqUKGC/vKXv2j06NEKCwuzzbN06VK9+eabOnnypBo2bKgJEyaodevWHvt8AAAA8D4u+Ya3+cQliDt37tSyZcsUExNjNz0rK0txcXH629/+5nBbq1at0owZM5SYmKi1a9dq8uTJWrt2rWbMmGGbZ+3atZoyZYqGDRumlStXqlWrVho8eLCOHDnits8EAAAAANfyegA7f/68xowZo0mTJql8+fJ27/Xq1UuJiYlq166dw+3t2LFDLVu2VI8ePVSrVi116NBB3bt3V3p6um2exYsX695779V9992nG2+8Uc8++6yqVaum9957z22fCwAAAACu5fVLECdOnKiOHTuqffv2mjdvXrHba9WqlVatWqWdO3eqWbNm+vXXX/X555+rd+/ekqTs7Gzt2rVLQ4YMsVvu5ptv1vbt251eH9cJ+67c2lAj30WN/AN18g/UyfdRI/9AnfyDr9XJmX54NYCtWbNGu3fvVmpqqtva7Natm06dOqW//vWvMgxDOTk5euihh2yB6/Tp07JYLKpUqZLdclFRUTp58qTT60tLS3NLv+E51Mj3USP/QJ38A3XyfdTIP1An/+CPdfJaADt69KgmT56sRYsW2T0co7g2b96s119/XS+88IKaNWumQ4cOafLkyZo7d66GDx9umy8gIMBuOcMw8kxzRGxsrIKCgordb7ifxWJRWloaNfJh1Mg/UCf/QJ18HzXyD9TJP/hanXL74wivBbBdu3YpIyNDffr0sU2zWCzaunWrli5dqrS0NJc25uzZs9WzZ0/dd999kqSYmBhlZWXp+eef17Bhw1ShQgUFBQXp999/t1suIyNDUVFRTq8vKCjIJ4qOglEj30eN/AN18g/UyfdRI/9AnfyDP9bJawEsISFBq1evtpuWlJSk+vXra/DgwS5vyIsXLyow0P7ZIkFBQTIMQ4ZhKDQ0VE2aNNHXX3+tO+64wzbPN998o86dO7u0TgAAAABwhNcCWJkyZRQdHW03LSIiQpGRkbbpmZmZOnr0qE6cOCFJOnjwoKQr92tVrlxZkjR27FhVrVpVo0ePliTdfvvtWrx4sRo3bmy7BHH27Nnq1KmTLdQNHDhQY8eOVdOmTRUXF6dly5bp6NGjevDBB0357AAAAABKJ68/BbEwGzZsUFJSku31yJEjJUmJiYkaMWKEpCv3kl19xmvYsGEKCAjQP//5Tx0/flwVK1bU7bffbltWku6++26dPn1ar732mk6cOKHo6GgtWLBANWvWNOmTAQAAACiNfCqApaSk2L3u06eP3T1ijiwTHBysxMREJSYmFrrcww8/rIcffti1jgIAAACAC7z+RcwAAAAAUFoQwAAAAADAJAQwAAAAADAJAQwAAAAATOJTD+EAAADmm5m+Kc+0UU0TvNATACj5CGAAAFPlN9iXGPB7Q0G1uPo96mIOjgug9CCAASjxrh3YMKDxjsIG+1e/T33MUVQ9rp2PungGxwVQ+nAPGIASaWb6Jtu/gt6DeZzZ3tTH81zZvtTE/Zw9LgCUDAQwACWOM3/ZZ1DjeWxj30I9fAMhGCi9CGAAShQGNSUHdUFJNXvPVm93AYAXEcAAAIBDCMXeRw0A/0cAA1BiFGdgwqDGM9iuAADYI4ABAHwWAQ4AUNLwGHoAAACghOO75nwHAQwA4LMYGABA8fBdc76HSxABAIBDGKAB/oXvmvNNBDAAgMcwYPc91MS/UT84iq9l8V0EMACAT2Kg6Vuoh/s83aiNt7uAEo4g5dsIYABKjOIMEBlceg7b1vc4WxNq6BuoA8xAePM8AhgAwOMY8PseR7cxtfAMjgmg9OIpiABKlFFNE5z+6x0DG3PkbufC6kMtzHXt9uZpaObimABKJwIYgBLH0RDGwMY72O6+i9p4B9sdKF0IYABKpKsHNNeGMQY7AADAWwhgAEo8AhcAAPAVPIQDAAAAgCT+aGkGAhgAAABQghCifBsBDAAAAADBzSQEMAAAAKCE4bvmfBcBDAAAACiBRjVNcChYEb7MxVMQAQAAgBKMgOVbOAMGAAAAACYhgAEAAACASQhgAAAAAGASAhgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAAAACYhAAGAAAAACYJ9nYHAAAACjMzfVOeaaOaJnihJwBQfAQwAADgk/ILXte+RxAD4G+4BBEAAPicwsKXK/MBgK8ggAEAAJ/ibKgihAHwJwQwAADgM1wNU4QwAP7C5QB26NAhzZo1S6NGjVJGRoYk6YsvvtD+/fvd1jkAAAAAKElcCmBbtmxRjx49tHPnTq1fv15ZWVmSpB9++EHJyclu7SAAAIAjOAsGwB+4FMBmzJihZ555RosXL1ZISIhtetu2bbV9+3a3dQ4AAJQeBCgApYFLAWzfvn3q0qVLnukVK1ZUZmZmcfsEAAAAACWSSwGsbNmyOnnyZJ7pe/bsUdWqVYvdKQAAAAAoiVwKYN27d9f06dN18uRJBQQEyGq1atu2bZo2bZp69erl5i4CAIDSgC9VBlAauBTARo4cqerVq+vWW29VVlaWunXrpkceeURxcXEaNmyYu/sIAABQJAIcAH8Q7MpCISEhmjFjhp5++mnt3r1bVqtVjRs3Vt26dd3cPQAAAAAoOVwKYLlq166t2rVru6svAACglBvVNMGlpyFy9guAv3A4gE2ZMsXhRpOSklzqDAAAgLMhjPAFwJ84HMB2795t93rXrl2yWq2qV6+eJOnnn39WYGCgmjRp4t4eAgCAUsfREEb4AuBvHA5gKSkptv9fvHixrr/+ek2bNk3ly5eXJJ05c0ZJSUlq3bq1+3sJAABKnavD1dVhjNAFwJ+5dA/YokWLtGjRIlv4kqTy5cvrmWee0WOPPabHHnvMbR0EAAAgdAEoKVx6DP25c+f0+++/55mekZGh8+fPF7tTAAAAAFASuRTA7rjjDk2YMEGffPKJjh07pmPHjumTTz7Rs88+qzvvvNPdfQQAAACAEsGlSxBfeuklTZs2TWPGjFFOTo4kKSgoSH379tXYsWPd2kEAAAAAKClcCmDXXXedXnzxRY0dO1aHDh2SdOU7wSIiItzaOQAAAAAoSYr1RcwRERG66aab3NUXAAAAACjRXApg/fr1U0BAQIHvv/POOy53CAAAAABKKpcCWKNGjexe5+TkaM+ePdq/f7969erljn4BAAAAQInjUgCbMGFCvtOTk5OVlZVVrA4BAAAAQEnl0mPoC9KzZ08tX77cnU0CAAAAQInh1gC2fft2hYaGurNJAAAAACgxXLoEMTEx0e61YRg6efKk0tPT9eSTT7qlYwAAAABQ0rgUwMqUKWP3FMSAgADVq1dPTz31lDp06OC2zgEAAABASeJSAJs6daq7+wEAAAAAJZ5L94B17txZp0+fzjP9jz/+UOfOnYvdKQAAAAAoiVwKYL/99pusVmue6dnZ2Tp+/HixOwUAAAAAJZFTlyB+9tlntv//8ssvVbZsWdtrq9Wqb7/9VjVr1nRf7wAAAACgBHEqgA0fPlzSlYdujB8/3r6h4GDVrFkzz3QAAAAAwBVOBbC9e/dKkjp16qTU1FRVrFjRI50CAADeMzN9U55po5omeKEnAFDyuPQUxA0bNri7HwAAB+Q3MJYYHMM9Ctq/rn2P/c0egRWeVtixyb7mfxwOYO+8844eeOABhYWF6Z133il03v79+xe7YwCAPxX2y/fq9/lFDFcUtX/lNz/7mmOBle2E4nDk2GRf8z8OB7C33npLPXr0UFhYmN56660C5wsICCCAAYAbOTM4ZmAMeB7HJMzAH0ZKLocD2NWXHXIJIgCYw9lfwLnL8EsYjnJlH8tdjv3MMWwrOMvV4xL+waXvAZszZ44uXLiQZ/rFixc1Z86cYncKAADAFxUnsAKexn7mH1wKYHPnzlVWVlae6RcuXNDcuXOL3SkAQPF+kfJLGGZgPwPcj+Oq5HMpgBmGoYCAgDzT9+7dq/Llyxe7UwAAwPMY6DmH7QXAHZx6DH2bNm0UEBCggIAA/eUvf7ELYRaLRVlZWXrwwQfd3kkAAAAAReOeQ9/nVACbMGGCDMPQhAkTNGLECJUtW9b2XkhIiGrWrKm4uDi3dxIAAAAASgKnAljv3r0lSbVq1VJcXJxCQkLc1pH58+dr5syZ6t+/v5599llJ0vr167Vs2TKlp6crMzNTK1euVKNGjQptp1+/ftqyZUue6R07dtSCBQskSefOndPs2bP16aefKiMjQ40bN9aECRPUrFkzt30eAAB83aimCcW6rI6/sgO+h+PS9zkVwHLFx8fb/v/ixYvKycmxe79MmTJOtbdz504tW7ZMMTExdtOzsrIUFxenrl276rnnnnOoreTkZF2+fNn2OjMzU/fcc4+6du1qm/bcc89p//79evXVV1WlShWtWrVKAwcO1Nq1a1W1alWn+g4AAAC4S3H/MALf51IAu3Dhgv7xj39o3bp1yszMzPP+nj17HG7r/PnzGjNmjCZNmqR58+bZvderVy9J0uHDhx1uLzIy0u71mjVrFB4ebgtgFy9e1Pr16/Xaa6+pTZs2kqQRI0bo008/1bvvvquRI0c6vC4A8FX8BRRwPwbGANzBpQD26quvavPmzXrhhRc0btw4Pf/88zp+/LiWLVum0aNHO9XWxIkT1bFjR7Vv3z5PAHOH5cuXq1u3boqIiJAk5eTkyGKxKCwszG6+8PBw/e9//3O6fYvF4pZ+wv1ya0ONfBc1KtzTjdpo9p6tLi3rzm1KnfyDq3VydT97ulEb9gknXL292G6+zZ/rVJqOS1+rkzP9cCmA/fe//9W0adPUtm1bTZgwQa1bt1adOnVUo0YNrV69Wj179nSonTVr1mj37t1KTU11pRtF2rlzp/bt26fJkyfbppUpU0ZxcXF67bXXVL9+fUVFRenjjz/W999/rzp16ji9jrS0NHd2GR5AjXwfNSpYR4Xo89DLUt5v/rBn/PnfjpdDtGPHDrf3hTr5B1fq1FEh+lyXpdCrJl69zxn/99qQlH1lfk/sY/6go0L0efDlP7/Ip7BjM/e4zJbd9uJY8g/erJPdMZl77OW3r5nws9/X+ePx5FIAO3PmjGrVqiXpSqA5c+aMJKlVq1Z66aWXHGrj6NGjmjx5shYtWpTnbJS7pKamKjo6Os/DNV599VVNmDBBt956q4KCgtS4cWN1795du3fvdnodsbGxCgoKcleX4UYWi0VpaWnUyIdRI8d87sjZif/7xfx04zZuXz918g/FrVOL//tvvmfDPLh/+aMWKmA7XSt3u7W4st04lvyDr9Spha7azwoK+qX42PSVOl3bH0e4FMBq1aql3377TTVr1lSDBg20bt06NWvWTP/9738dfgDHrl27lJGRoT59+th1fOvWrVq6dKnS0tKKtTEvXLigNWvW6KmnnsrzXu3atbVkyRJlZWXp3LlzqlKlip555hlbqHRGUFCQTxQdBaNGvo8aFS73fq6i7j3x9H1f1Mk/FLdO3D/oGEfvB8tve3Is+QdfqNPV+09++xvHq2/UyVkuBbB7771Xe/fuVXx8vIYMGaKhQ4cqJSVFFotF48ePd6iNhIQErV692m5aUlKS6tevr8GDBxd7Q65bt07Z2dmFXg4ZERGhiIgInTlzRl999ZXGjBlTrHUCgCfxixbwLdcek3wBLjyJfavkcCmAPfroo7b/T0hI0Lp165Senq6KFStq+fLlDrVRpkwZRUdH202LiIhQZGSkbXpmZqaOHj2qEydOSJIOHjwoSYqKilLlypUlSWPHjlXVqlXzPPwjNTVVXbp0UYUKFfKs+8svv5RhGKpXr54OHTqkV199VfXq1bM7GwcAAOAMBsgAHOFSALtWjRo1VKNGDe3du1crV67UlClT3NGsNmzYoKSkJNvr3EfEJyYmasSIEZKu3EsWGBhot9zBgwe1bds2LVq0KN92z549q5kzZ+rYsWOKjIzUnXfeqZEjR7r1i6UBAAAA4FpuCWDukpKSYve6T58+RZ6VunYZSapXr55++OGHApe5++67dffdd7vWSQAAAABwUWDRswAAAAAA3IEABgAAAAAmceoSxMTExELf/+OPP4rVGQAAAAAoyZwKYGXLli3y/Zo1axarQwAAAABQUjkVwNz1dEMAAAAAKI24BwwAAAAATEIAAwAAAACTEMAAAAAAwCQEMAAAAAAwCQEMAAAAAExCAAMAAAAAkxDAAAAAAMAkBDAAAAAAMAkBDAAAAABMQgADAAAAAJMQwAAAAADAJAQwAAAAADAJAQwAAAAATEIAAwAAAACTEMAAAAAAwCQEMAAAAAAwCQEMAAAAAExCAAMAAAAAkxDAAAAAAMAkBDAAAAAAMAkBDAAAAABMQgADAAAAAJMQwAAAAADAJAQwAAAAADAJAQwAAAAATEIAAwAAAACTEMAAAAAAwCQEMAAAAAAwCQEMAAAAAExCAAMAAAAAkxDAAAAAAMAkBDAAAAAAMAkBDAAAAABMQgADAAAAAJMQwAAAAADAJAQwAAAAADAJAQwAAAAATEIAAwAAAACTEMAAAAAAwCQEMAAAAAAwCQEMAAAAAExCAAMAAAAAkxDAAAAAAMAkBDAAAAAAMEmwtzsAAAD808z0TXmmjWqa4IWeAID/IIABAACn5Be8rn2PIAYA+eMSRAAA4LDCwte18zk6LwCUJpwBA1CqFDQg5K/13lXUQJ36+AYCFQAUHwEMcLPV6Zu0v4D3GER6T1EDRy6b8g5nzqZQG+9yNXxRO8A7dp8+rsNnzyi+XBVFRkZ6uzu4CgHMT+3bt08fZ58q8H1+2XkHg3zf5MzAkcGieZwd0FMbACjckv3f68SlC3bT0v84JR2+8v+P1bqJMOYDuAfMD81M31Ro+MqdJ5lLRUzl7CAf5nBlW1MfzyvO2RT4H+oGeN7M9E15wte1Fh3eqyX7vzepRygIAczPOPNL7LKkWfzSMwWDfN/ENgYAlAbO/L47cemC3j+w04O9QVEIYH7ElTBleKAfsLeaQX6JRHjzXdQGAP7kys/EIxezPNATOIoA5kdcDVMMVjyroAduOILaAAAAb5ibvsXbXSi1CGB+Yt++fd7uAgC4BX94AAD3eHPv/1xe9pKsbuwJnEEA8xNFPXQDAABfxdMrAc84k5Pt7S7ABQSwUoIzaAB8BYNx/0TdAMA9CGClRHR0tLe7AABuQRDwL9QLAOwRwAAgHwwagbycPS44jgDPClGAt7sAFxDA/AS/xHxXcWpDXT2L7eu7XK0NNfU+R2tArQDPG9G0rcvLEgK8J9jbHYDnhXq7A4CfYeBojlFNE3giop+69hiZmb6J4wbwM89wzHoN4dePdA+t6NJyiRxgHufKwIPBijm4ZMq3OXM2hdr4LmoDeM9jtW5yepkwIoBXsfX9SHR0tBqHlndqGX4pmseZbU1dzOXo4J26eEdh9SF4AUDhIiMjda8TISxY0vCm8Z7rEIrEJYh+pmt0I9Xft8+h7wVj0GK+3G1e0GVV1MS72P6+jfoAgGvqREZqVGSCZqVvklHIfPEVq6pDjXqm9Qv5I4D5oejoaI36v//Pb6DPIMb7qAEAADDbyP8bf6w/tE97/zglq6SIoGDdX72BIiMjvdo3/IkA5ucY6AMAAOBqd9aO1p3e7gQKxD1gAAAAAGASAhgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAAAACYhAAGAAAAACYhgAEAAACASQhgAAAAAGASAhgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEp8JYPPnz1dMTIwmT55sm7Z+/XoNGjRIbdu2VUxMjPbs2VNkO/369VNMTEyef0OGDLHNk5OTo1mzZqlTp05q1qyZOnfurDlz5shqtXrkswEAAACAJAV7uwOStHPnTi1btkwxMTF207OyshQXF6euXbvqueeec6it5ORkXb582fY6MzNT99xzj7p27Wqb9sYbb+j999/XtGnT1KBBA6WnpyspKUlly5bVgAED3POhAAAAAOAaXg9g58+f15gxYzRp0iTNmzfP7r1evXpJkg4fPuxwe5GRkXav16xZo/DwcLsAtmPHDnXu3Fm33XabJKlWrVpas2aN0tPTXfoMAAAAAOAIrwewiRMnqmPHjmrfvn2eAOYOy5cvV7du3RQREWGb1qpVK73//vs6ePCg6tWrp71792rbtm2aMGGC0+1bLBZ3dhdulFsbauS7qJF/oE7+gTr5PmrkH6iTf/C1OjnTD68GsDVr1mj37t1KTU31SPs7d+7Uvn377O4rk6TBgwfr7NmzuuuuuxQUFCSLxaKRI0eqe/fuTq8jLS3NXd2Fh1Aj30eN/AN18g/UyfdRI/9AnfyDP9bJawHs6NGjmjx5shYtWqSwsDCPrCM1NVXR0dFq1qyZ3fS1a9dq1apVmjFjhho0aKA9e/ZoypQpqlKlinr37u3UOmJjYxUUFOTObsNNLBaL0tLSqJEPo0b+gTr5B+rk+6iRf6BO/sHX6pTbH0d4LYDt2rVLGRkZ6tOnj22axWLR1q1btXTpUqWlpRVrY164cEFr1qzRU089lee9V199VUOGDFG3bt0kSTExMTpy5Ijmz5/vdAALCgryiaKjYNTI91Ej/0CdfN/nuqzP9/1Po5omeLsrKATHkn+gTv7BH+vktQCWkJCg1atX201LSkpS/fr1NXjw4GJvyHXr1ik7O1s9e/bM897FixcVEBBgNy0oKEiGYRRrnQAAmG1m+qY/X4TmM00ikAGAD/FaACtTpoyio6PtpkVERCgyMtI2PTMzU0ePHtWJEyckSQcPHpQkRUVFqXLlypKksWPHqmrVqho9erRdW6mpqerSpYsqVKiQZ9233367Xn/9ddWoUcN2CeLixYt17733uv1zAgDgKdcGLQUUPB8hDAB8g9efgliYDRs2KCkpyfZ65MiRkqTExESNGDFC0pV7yQID7b9P+uDBg9q2bZsWLVqUb7vPPfecZs+erZdeekkZGRmqUqWKHnjgAQ0fPtxDnwQAAPfKE74cmJ8QBgDe51MBLCUlxe51nz597O4Rc2QZSapXr55++OGHApcpU6aMnn32WT377LOudRQAAC9yNnxdvRwhDAC8K7DoWQAAAAAA7kAAAwDAj7h69gsA4BsIYAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAPgRHiMPAP6NAAYAAAAAJiGAAQDgZ1w9C8bZMwDwPgIYAAClAOELAHwDAQwAAD80qmmCw6GK8AUAviPY2x0AAACuyw1XM9M3STmy+81O8AIA30MAAwCgBHi6URvt2LFDLWJbKCgoyNvdAQAUgEsQAQAAAMAkBDAAADxkZvomb3cBAOBjuAQRAFTwQJl7aOCM/Pajq6exPwEACGAASrWizlDkvs/AGUVx5GwX+xMAgAAGnzQ3fZMuXTMtUNIzDFrgRs5cHjYzfRODZhTI2UsN2Z8AoPQigMGnFDaIsYq/HsN9XLk3h0Ez8sN9XgAAZ/AQDvgMZ89GAN6wlH0PbsLPMQAonQhg8Amuno0AXFGcEHXcjf2A/+PnEADAWQQwAKUOIQoAAHgLAQxeV5y/IPPXZwAAgNJn9p6t+jzosmbv2ep340EewgEAAADA5+UJWsH5v+frD8ziDBgAAAAAn1aSHtZGAANQ6kR4uwMoMXz9r6wAUBKUtIe1EcAAlDpPFGPQHOLGfqB0I7wBQOlEAAMAJ4xg0AwAgGlK4sPaCGDwuuL8FTjejf1A6eLKfscZC+SHfQkA4AwCGPxaBwYxKAZnBsEMmFEY9iUAgKN4DD18wqimCU6fJmYQA3fI3Y8K2v/aSWrHvgYHXP0zKb/9iZ9ZAACJAAYf4kwIYyADd2OfgjuxPwEACsIliPApo5omKKqQ98uKgQ0AAAD8F2fA4HP6E7AAAABQQnEGDAAAAIBPKs6VT7561RQBDAAAAABMQgADAAAA4LNK2vctcg8YAAAAAJ9W1NfGXDufLyOAAQAAAPALuQHLYrFo9o6tUph/hK6rEcAAAAAA+J2OClGLRi283Q2ncQ8YAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAAAACYhAAGAAAAACYhgAEAAACASQhgAAAAAGASAhgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAAAACYhAAGAAAAACYhgAEAAACASQhgAAAAAGASAhgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAAAACYhAAGAAAAACYhgAEAAACASQhgAAAAAGASAhgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEgIYAAAAAJgk2NsdAPzBmeyL+vzoL/r5XKZyDEOSFBwQqBvLVVDHanVUJiTUyz0EAACAPyCAAYWwWq1a/ste/Xr+jzzv5RhW/XAmQz+cyVCDchXUs3aMF3oIAAAAf8IliEABrFarUg7szDd8XevAH6f1/k+7TOgVAAAA/BkBDCjAut9+VEb2RYfnP5J1Vv89+rPnOgQAAAC/RwAD8pFjtWrfmQynl9t56risVqsHegQAAICSgAAG5GPL77/JcGE5i2FoV+ZJt/cHAAAAJQMBDMjH/jOnXF52V+bvbuwJAAAAShICGJCPbKvF5WUvWXLc2BMAAACUJAQwIB+BCnB52aAA15cFAABAyUYAA/JRMew6l5etFBbhxp4AAACgJPGZADZ//nzFxMRo8uTJtmnr16/XoEGD1LZtW8XExGjPnj1FttOvXz/FxMTk+TdkyBDbPJ06dcp3npdeeskjnw3+59ZqtV1e9pZiLAsAAICSLdjbHZCknTt3atmyZYqJibGbnpWVpbi4OHXt2lXPPfecQ20lJyfr8uXLtteZmZm655571LVrV9u01NRUWSx/3uOzf/9+DRw40G4elG6VwiNUNjhUZ3OynVouKixCZUJCPdQrAAAA+DuvB7Dz589rzJgxmjRpkubNm2f3Xq9evSRJhw8fdri9yMhIu9dr1qxReHi4XbiqWLGi3TwLFixQ7dq1FR8f71znUaL1rBOtpT+mOzx/oKQetRt6rkMAAADwe14PYBMnTlTHjh3Vvn37PAHMHZYvX65u3bopIiL/+3Kys7O1atUqDRw4UAEuPDzh6jNp8C25tXG1RlGh16lXrWj9+/C+Ir8TLFAB6lsnRuWCQ9knnFDcGsEc1Mk/UCffR438A3XyD75WJ2f64dUAtmbNGu3evVupqakeaX/nzp3at2+f3X1l1/r000919uxZ9e7d26V1pKWludo9mKS4NWqjIB0ItupUoKFrH44YYEgVrQFqkBOo4/t+1PFiran04jjyD9TJP1An30eN/AN18g/+WCevBbCjR49q8uTJWrRokcLCwjyyjtTUVEVHR6tZs2YFzrN8+XLdeuutqlq1qkvriI2NVVBQkKtdhAdZLBalpaW5pUbtJFmtVqVnnlTm5UuSpEph16lRuUoKDPSZZ9n4HXfWCJ5DnfwDdfJ91Mg/UCf/4Gt1yu2PI7wWwHbt2qWMjAz16dPHNs1isWjr1q1aunSp0tLSirUxL1y4oDVr1uipp54qcJ7ffvtN33zzjZKTk11eT1BQkE8UHQVzV42CgoIUV7mGG3qEa3Ec+Qfq5B+ok++jRv6BOvkHf6yT1wJYQkKCVq9ebTctKSlJ9evX1+DBg4u9IdetW6fs7Gz17NmzwHlWrFihSpUq6bbbbivWugAAAADAEV4LYGXKlFF0dLTdtIiICEVGRtqmZ2Zm6ujRozpx4oQk6eDBg5KkqKgoVa5cWZI0duxYVa1aVaNHj7ZrKzU1VV26dFGFChXyXb/VatWKFSvUq1cvBQd7/VkkAAAAAEoBn04eGzZsUFJSku31yJEjJUmJiYkaMWKEpCv3kl17D87Bgwe1bds2LVq0qMC2v/nmGx05ckT33nuvB3oOAAAAAHn5VABLSUmxe92nTx+7e8QcWUaS6tWrpx9++KHQ5Tp06FDkPAAAAADgTjy+DQAAAABMQgADAAAAAJMQwAAAAADAJAQwAAAAADAJAQwAAAAATEIAAwAAAACTEMAAAAAAwCQ+9T1g/sQwDEmSxWLxck9QkNzaUCPfRY38A3XyD9TJ91Ej/0Cd/IOv1Sm3H7kZoTABhiNzIY/s7GylpaV5uxsAAAAAfERsbKxCQ0MLnYcA5iKr1aqcnBwFBgYqICDA290BAAAA4CWGYchqtSo4OFiBgYXf5UUAAwAAAACT8BAOAAAAADAJAQwAAAAATEIAAwAAAACTEMAAAAAAwCQEMAAAAAAwCQEMAAAAAExCAAMAAAAAkxDAAAAAAMAkBDD4pIMHD2rYsGFq27atWrZsqQcffFCbNm2yvb9ixQrFxMTk+y8jI6PQtrdv367+/furRYsWat26tfr166eLFy/a3p83b54efPBBNW/eXK1bt863jSNHjuiJJ55QixYt1LZtW02aNEnZ2dnu+fB+xJt1OnPmjMaMGaNWrVqpVatWGjNmjP744w+7NvJb73vvvefejeDjfL1GHEtXeKpO/fr1yzP/yJEj7ebZtWuXBg4cqNatW6tt27b6+9//rvPnz9vNw7F0ha/XiePJuzUqat0Sx1IuX6+Tp4+lAMMwDLe1BrjJnXfeqbp162rUqFEKDw/X22+/rY8++kj/+c9/VLlyZV28eFFnz561W2b8+PHKzs5WSkpKge1u375djz/+uIYOHarbb79dISEh2rt3rzp16qTQ0FBJ0r/+9S+VK1dOx44dU2pqqr777ju7NiwWi3r16qUKFSpo/PjxyszM1Lhx43TnnXfq73//u/s3hg/zZp0ef/xxHT9+XBMnTpQkPf/886pZs6Zef/11WzsxMTGaMmWKbrnlFtu0smXLKjw83J2bwaf5co04lv7kqTr169dPdevW1VNPPWWbFh4errJly0qSjh8/rh49euiuu+7SgAEDdO7cOb3yyiuqUqWK/vWvf9mW4Vi6wpfrxPF0hbdq5Mi6JY6lXL5cJ1OOJQPwMRkZGUZ0dLSxdetW27SzZ88a0dHRxjfffFPgMk2aNDE++uijQtu+7777jFmzZjnUj+XLlxutWrXKM33jxo3GTTfdZBw7dsw27eOPPzaaNm1qnD171qG2SwJv1unAgQNGdHS0sWPHDtu07du3G9HR0caPP/5omxYdHW385z//cewDlUC+XiOOpSs8WadHHnnEmDRpUoHvv//++0a7du0Mi8Vim7Z7924jOjra+Pnnn23TSvuxZBi+XyeOJ+/WyNF1cyz5fp3MOJa4BBE+p0KFCrrxxhu1cuVKZWVlKScnR8uWLVNUVJSaNGmS7zIrV65UeHi4unbtWmC7GRkZ+v7771WpUiU9+OCDat++vR555JE8Z7iKsmPHDjVs2FBVq1a1TevQoYOys7OVnp7uVFv+zJt12r59u8qWLavmzZvbprVo0UJly5bV9u3b7dqbOHGi2rZtq3vvvVfvvfeerFZrMT+5//D1GnEsXeGpOuVavXq12rZtq27dumnatGk6d+6c7b3s7GyFhIQoMPDP4UBYWJgkadu2bXbtlOZjSfL9OnE8ebdGzqybY8m362TGsRTsllYANwoICNDixYs1bNgwtWzZUoGBgapUqZIWLlyocuXK5bvM8uXL1b1790JP4f/666+SpDlz5mjs2LFq1KiRVq5cqUcffVQff/yx6tat61D/fv/9d0VFRdlNK1++vEJCQvT777879iFLAG/W6ffff1elSpXyLFupUiW7Gjz99NNq166dwsPD9e2332ratGk6ffq0nnzyyWJ+ev/g6zXiWLrCU3WSpB49eqhWrVqKiorS/v37NWPGDO3du1eLFy+WJCUkJGjq1KlauHCh+vfvrwsXLmjWrFmSpJMnT9raKe3HkuT7deJ48m6NHF03x5Lv18mMY4kABtMkJydrzpw5hc6Tmpqqpk2b6sUXX1SlSpW0dOlShYeH68MPP9TQoUOVmpqqKlWq2C2zfft2HThwQNOmTSu07dy/MD3wwAO69957JUmNGzfWt99+q+XLl2v06NEOf5aAgACnpvsTf66TYRh2Nbj6F1qjRo0kSXPnzvX7X3QlqUYcS56rkyTdf//9tv+Pjo5WnTp1dO+992rXrl1q0qSJGjZsqKlTp2rq1KmaOXOmAgMD1a9fP0VFRdmdbSmpx5JUsupUUo8nf6iRYRgOrZtjyT/q5OljiQAG0zz88MO6++67C52nVq1a2rRpkzZu3KitW7eqTJkykqQmTZrom2++0cqVKzVkyBC7ZT788EM1atRITZs2LbTt3Btgb7zxRrvpN954o44cOeLw54iKitL3339vN+3MmTO6fPlyvn/x9zf+UKeoqKh8n4J06tSpQmvQvHlznTt3Lt+/bvmTklIjjiXP1ik/TZo0UUhIiH755Rfb5TY9evRQjx499Pvvv+u6665TQECA3nrrLdWqVavAdkrKsSSVnDqV5OPJH2rk7LpzcSz5Xp3MOJYIYDBNxYoVVbFixSLnu3DhgqS8f2UICAjIc530+fPntW7dOofOXtWqVUtVqlTRwYMH7ab//PPPuvXWW4tcPleLFi30+uuv68SJE7a/lHz99dcKDQ116YeDr/GHOsXFxens2bPauXOnmjVrJkn6/vvvdfbsWcXFxRXY9p49exQWFlbgJQ7+oqTUiGPpCk/VKT/79+/X5cuXbSH6armDv9TUVIWFhenmm28usJ2ScixJJadOJfl48ocaObPuq3Es/clX6mTKseSWR3kAbpSRkWHEx8cbiYmJxp49e4yffvrJmDp1qtGkSRNjz549dvN+8MEHRmxsrJGZmZmnnWPHjhl/+ctfjO+//942bfHixUbLli2NdevWGT///LMxa9YsIzY21vjll19s8/z222/G7t27jeTkZKNFixbG7t27jd27dxvnzp0zDMMwcnJyjO7duxsDBgwwdu3aZXzzzTfGrbfeakycONFDW8Q3ebtOgwYNMnr06GFs377d2L59u9G9e3dj6NChtvc/++wzY9myZcYPP/xg/PLLL8YHH3xgtGzZ0nj55Zc9sDV8k6/XiGPpCk/V6ZdffjGSk5ONnTt3Gr/++quxceNGo2vXrkavXr2MnJwc23IpKSlGenq68dNPPxlLliwxmjVrZrz99tu29zmWrvD1OnE8ebdGjqybY+kKX6+TGccSAQw+aefOncZjjz1mxMfHG3Fxccb9999vbNy4Mc98DzzwgDFq1Kh82/j111+N6OhoY9OmTXbT58+fb9x6661G8+bNjQceeMDuUaSGYRjjxo0zoqOj8/y7up3ffvvNGDJkiNGsWTMjPj7emDhxonHp0iU3fHL/4s06nT592hg9erQRFxdnxMXFGaNHjzbOnDlje//zzz837rnnHqNFixZG8+bNje7duxtvvfWWcfnyZTd8cv/hyzUyDI6lXJ6o05EjR4yHH37YiI+PN5o0aWJ06dLFePnll43Tp0/bLTdmzBjbPD169MjzmGeOpT/5cp0Mg+PJMLxbo6LWzbH0J1+uk2F4/ljii5gBAAAAwCR8DxgAAAAAmIQABgAAAAAmIYABAAAAgEkIYAAAAABgEgIYAAAAAJiEAAYAAAAAJiGAAQAAAIBJCGAAAAAAYBICGAAALjp8+LBiYmK0Z88ej7QfExOjTz/91CNtAwC8gwAGAPBb48eP15NPPum19VevXl1fffWVGjZsKEnavHmzYmJi9Mcff3itTwAA3xbs7Q4AAOCvgoKCVLlyZW93AwDgRzgDBgAokbZs2aK+ffuqadOm6tChg6ZPn66cnBzb+/369dOkSZP06quvKj4+XjfffLOSk5Pt2vjxxx/10EMPKTY2Vnfffbe++eYbu8sCr74E8fDhw+rfv78kqU2bNoqJidH48eMlSZ06ddJbb71l1/Y999xjt76ff/5ZDz/8sG1dX3/9dZ7PdPz4cT3zzDNq06aN2rZtq2HDhunw4cNu2V4AAHMQwAAAJc7x48c1ZMgQxcbG6t///rdefPFFpaamat68eXb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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "# Assuming you have a DataFrame named 'pd_df' with pickup cluster information\n", - "# You can replace 'pickup_longitude', 'pickup_latitude', and 'pickup_cluster' with your actual column names\n", - "\n", - "plt.figure(figsize=(10, 6))\n", - "\n", - "# Scatter plot colored by cluster\n", - "scatter = plt.scatter(pdf['pickup_lon'], pdf['pickup_lat'], c=pdf['pickup_prediction'], cmap='Set3', s=100)\n", - "\n", - "# Add legend\n", - "legend = plt.legend(*scatter.legend_elements(), title='Pickup Cluster')\n", - "plt.gca().add_artist(legend)\n", - "\n", - "plt.title('Pickup Points Colored by Cluster')\n", - "plt.xlabel('Longitude')\n", - "plt.ylabel('Latitude')\n", - "plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "id": "78abe6d4-48af-4c09-9fa4-10f7c8873eb0", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import geopandas as gpd\n", - "import matplotlib.pyplot as plt\n", - "from shapely.geometry import Point\n", - "\n", - "# Assuming 'pickup_prediction' is a categorical variable in your GeoDataFrame\n", - "pdf['pickup_prediction'] = pdf['pickup_prediction'].astype('category')\n", - "\n", - "# Calculate the count of records for each category\n", - "category_counts = pdf['pickup_prediction'].value_counts()\n", - "\n", - "# Create a dictionary mapping each category to its count\n", - "category_count_dict = dict(zip(category_counts.index, category_counts.values))\n", - "\n", - "# Create a new column 'count' in the GeoDataFrame to store the count for each record's category\n", - "geo_df['count'] = geo_df['pickup_prediction'].map(category_count_dict)\n", - "\n", - "# Plotting\n", - "fig, ax = plt.subplots(figsize=(10, 15))\n", - "geo_df.plot(ax=ax, markersize=geo_df['count'], column='pickup_prediction', cmap='Set3', categorical=True, legend=True)\n", - "\n", - "leg = ax.get_legend()\n", - "leg.set_bbox_to_anchor((1.05, 1)) # Adjust the values as needed\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "f079b0c6-d953-411d-a0f2-7739ba0fc207", - "metadata": {}, - "outputs": [], - "source": [ - "from pyspark.ml.clustering import KMeans\n", - "\n", - "kmeans = KMeans(k=15, seed=1) \n", - "model = kmeans.fit(df_2018.select('features'))\n", - "\n", - "### Vecorizing and getting pickup clusters\n", - "vecAssembler = VectorAssembler(inputCols=[\"pickup_latitude\", \"pickup_longitude\"], outputCol=\"features\")\n", - "new_df = vecAssembler.transform(df)\n", - "df = model.transform(new_df)\n", - "\n", - "## assigniung prediction to pickup cluster\n", - "df = data1_df.withColumnRenamed('prediction', 'pickup_cluster')\n", - "df = data1_df.drop('features')\n", - "\n", - "### Vecorizing and getting dropoff clusters\n", - "vecAssembler = VectorAssembler(inputCols=[\"dropoff_latitude\", \"dropoff_longitude\"], outputCol=\"features\")\n", - "new_df = vecAssembler.transform(df)\n", - "df = model.transform(new_df)\n", - "\n", - "## assigniung prediction to dropoff cluster\n", - "df = data1_df.withColumnRenamed('prediction', 'dropoff_cluster')\n", - "df = data1_df.drop('features')" - ] - }, - { - "cell_type": "markdown", - "id": "e9e87c1a-e53b-4764-aa62-1e12399d894f", - "metadata": {}, - "source": [ - "whether clusters have increased or decreased, distance between clusters, figure out the actual locations, put geo markers on map, closest centroid to key locations and how that changesyea\n", - "\n", - "combine before and after\n", - "\n", - "movement of centroids over the years\n", - "\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "PySpark", - "language": "python", - "name": "pyspark" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.8.15" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -} diff --git a/unsupervised_ml_kmeans.ipynb b/unsupervised_ml_kmeans.ipynb new file mode 100644 index 0000000..7aae80e --- /dev/null +++ b/unsupervised_ml_kmeans.ipynb @@ -0,0 +1,3561 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "f1d77eb0-187b-4436-b43a-9a4b93d71974", + "metadata": {}, + "source": [ + "# CLUSTERING FOR INFERENCE\n", + "\n", + "This notebook explores unsupervised machine learning to understand the impact of University of Chicago Lyft Ride Program by creating clusters of cab rides based on geolocation (latitude and longitude). This is done to identify ride trends in Hyde Park before and after UChicago implemented the Lyft Ride program. The goal is to figure out locations around which customers tend to book rides most often and see if the Lyft program impacted this in any way." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "42deea39-24b4-4d66-bbe6-7c925ddc360f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('spark.stage.maxConsecutiveAttempts', '10'),\n", + " ('spark.dynamicAllocation.minExecutors', '1'),\n", + " ('spark.eventLog.enabled', 'true'),\n", + " ('spark.submit.pyFiles',\n", + " 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+ " ('spark.yarn.dist.jars',\n", + " 'file:///root/.ivy2/jars/com.johnsnowlabs.nlp_spark-nlp_2.12-4.4.0.jar,file:///root/.ivy2/jars/graphframes_graphframes-0.8.2-spark3.1-s_2.12.jar,file:///root/.ivy2/jars/com.typesafe_config-1.4.2.jar,file:///root/.ivy2/jars/org.rocksdb_rocksdbjni-6.29.5.jar,file:///root/.ivy2/jars/com.amazonaws_aws-java-sdk-bundle-1.11.828.jar,file:///root/.ivy2/jars/com.github.universal-automata_liblevenshtein-3.0.0.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-storage-2.16.0.jar,file:///root/.ivy2/jars/com.navigamez_greex-1.0.jar,file:///root/.ivy2/jars/com.johnsnowlabs.nlp_tensorflow-cpu_2.12-0.4.4.jar,file:///root/.ivy2/jars/it.unimi.dsi_fastutil-7.0.12.jar,file:///root/.ivy2/jars/org.projectlombok_lombok-1.16.8.jar,file:///root/.ivy2/jars/com.google.guava_guava-31.1-jre.jar,file:///root/.ivy2/jars/com.google.guava_failureaccess-1.0.1.jar,file:///root/.ivy2/jars/com.google.guava_listenablefuture-9999.0-empty-to-avoid-conflict-with-guava.jar,file:///root/.ivy2/jars/com.google.errorprone_error_prone_annotations-2.16.jar,file:///root/.ivy2/jars/com.google.j2objc_j2objc-annotations-1.3.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-1.42.3.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-contrib-http-util-0.31.1.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-jackson2-1.42.3.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-gson-1.42.3.jar,file:///root/.ivy2/jars/com.google.api-client_google-api-client-2.1.1.jar,file:///root/.ivy2/jars/commons-codec_commons-codec-1.15.jar,file:///root/.ivy2/jars/com.google.oauth-client_google-oauth-client-1.34.1.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-apache-v2-1.42.3.jar,file:///root/.ivy2/jars/com.google.apis_google-api-services-storage-v1-rev20220705-2.0.0.jar,file:///root/.ivy2/jars/com.google.code.gson_gson-2.10.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-2.9.0.jar,file:///root/.ivy2/jars/com.google.auto.value_auto-value-annotations-1.10.1.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-http-2.9.0.jar,file:///root/.ivy2/jars/com.google.http-client_google-http-client-appengine-1.42.3.jar,file:///root/.ivy2/jars/com.google.api_gax-httpjson-0.105.1.jar,file:///root/.ivy2/jars/com.google.cloud_google-cloud-core-grpc-2.9.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-core-1.51.0.jar,file:///root/.ivy2/jars/com.google.api_gax-2.20.1.jar,file:///root/.ivy2/jars/com.google.api_gax-grpc-2.20.1.jar,file:///root/.ivy2/jars/io.grpc_grpc-alts-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-grpclb-1.51.0.jar,file:///root/.ivy2/jars/org.conscrypt_conscrypt-openjdk-uber-2.5.2.jar,file:///root/.ivy2/jars/io.grpc_grpc-protobuf-1.51.0.jar,file:///root/.ivy2/jars/com.google.auth_google-auth-library-credentials-1.13.0.jar,file:///root/.ivy2/jars/com.google.auth_google-auth-library-oauth2-http-1.13.0.jar,file:///root/.ivy2/jars/com.google.api_api-common-2.2.2.jar,file:///root/.ivy2/jars/javax.annotation_javax.annotation-api-1.3.2.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-api-0.31.1.jar,file:///root/.ivy2/jars/io.grpc_grpc-context-1.51.0.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-iam-v1-1.6.22.jar,file:///root/.ivy2/jars/com.google.protobuf_protobuf-java-3.21.10.jar,file:///root/.ivy2/jars/com.google.protobuf_protobuf-java-util-3.21.10.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-common-protos-2.11.0.jar,file:///root/.ivy2/jars/org.threeten_threetenbp-1.6.4.jar,file:///root/.ivy2/jars/com.google.api.grpc_proto-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.google.api.grpc_grpc-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.google.api.grpc_gapic-google-cloud-storage-v2-2.16.0-alpha.jar,file:///root/.ivy2/jars/com.fasterxml.jackson.core_jackson-core-2.14.1.jar,file:///root/.ivy2/jars/com.google.code.findbugs_jsr305-3.0.2.jar,file:///root/.ivy2/jars/io.grpc_grpc-api-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-auth-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-stub-1.51.0.jar,file:///root/.ivy2/jars/org.checkerframework_checker-qual-3.28.0.jar,file:///root/.ivy2/jars/com.google.api.grpc_grpc-google-iam-v1-1.6.22.jar,file:///root/.ivy2/jars/io.grpc_grpc-protobuf-lite-1.51.0.jar,file:///root/.ivy2/jars/com.google.android_annotations-4.1.1.4.jar,file:///root/.ivy2/jars/org.codehaus.mojo_animal-sniffer-annotations-1.22.jar,file:///root/.ivy2/jars/io.grpc_grpc-netty-shaded-1.51.0.jar,file:///root/.ivy2/jars/io.perfmark_perfmark-api-0.26.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-googleapis-1.51.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-xds-1.51.0.jar,file:///root/.ivy2/jars/io.opencensus_opencensus-proto-0.2.0.jar,file:///root/.ivy2/jars/io.grpc_grpc-services-1.51.0.jar,file:///root/.ivy2/jars/com.google.re2j_re2j-1.6.jar,file:///root/.ivy2/jars/dk.brics.automaton_automaton-1.11-8.jar,file:///root/.ivy2/jars/org.slf4j_slf4j-api-1.7.16.jar'),\n", + " ('spark.dataproc.sql.parquet.enableFooterCache', 'true'),\n", + " ('spark.sql.warehouse.dir', 'file:/spark-warehouse'),\n", + " ('spark.yarn.executor.failuresValidityInterval', '1h'),\n", + " ('spark.dataproc.metrics.listener.metrics.collector.hostname',\n", + " 'hub-msca-bdp-dphub-students-test-ridhi-m'),\n", + " ('spark.history.fs.logDirectory',\n", + " 'gs://dataproc-temp-us-central1-635155370842-uzamlpgc/593a27be-010a-454b-a9b0-1fe35515218b/spark-job-history'),\n", + " ('spark.yarn.am.memory', '640m'),\n", + " ('spark.jars.packages',\n", + " 'com.johnsnowlabs.nlp:spark-nlp_2.12:4.4.0,graphframes:graphframes:0.8.2-spark3.1-s_2.12'),\n", + " ('spark.executor.instances', '2'),\n", + " ('spark.dataproc.listeners',\n", + " 'com.google.cloud.spark.performance.DataprocMetricsListener'),\n", + " ('spark.driver.memory', '8g'),\n", + " ('spark.serializer.objectStreamReset', '100'),\n", + " ('spark.driver.appUIAddress',\n", + " 'http://hub-msca-bdp-dphub-students-test-ridhi-m.c.msca-bdp-student-ap.internal:43011'),\n", + " ('spark.executor.memory', '8g'),\n", + " ('spark.submit.deployMode', 'client'),\n", + " ('spark.executor.cores', '8'),\n", + " ('spark.driver.port', '44849'),\n", + " ('spark.sql.cbo.joinReorder.enabled', 'true'),\n", + " ('spark.app.startTime', '1701189203121'),\n", + " ('spark.shuffle.service.enabled', 'true'),\n", + " ('spark.scheduler.mode', 'FAIR'),\n", + " ('spark.sql.adaptive.enabled', 'true'),\n", + " ('spark.yarn.jars', 'local:/usr/lib/spark/jars/*'),\n", + " ('spark.org.apache.hadoop.yarn.server.webproxy.amfilter.AmIpFilter.param.PROXY_URI_BASES',\n", + " 'http://hub-msca-bdp-dphub-students-test-ridhi-m:8088/proxy/application_1701186894421_0002'),\n", + " ('spark.scheduler.minRegisteredResourcesRatio', '0.0'),\n", + " ('spark.master', 'yarn'),\n", + " ('spark.ui.port', '0'),\n", + " ('spark.ui.proxyBase', '/proxy/application_1701186894421_0002'),\n", + " ('spark.rpc.message.maxSize', '512'),\n", + " ('spark.rdd.compress', 'True'),\n", + " ('spark.task.maxFailures', '10'),\n", + " ('spark.yarn.isPython', 'true'),\n", + " ('spark.dynamicAllocation.enabled', 'true'),\n", + " ('spark.yarn.historyServer.address',\n", + " 'hub-msca-bdp-dphub-students-test-ridhi-m:18080'),\n", + " ('spark.ui.showConsoleProgress', 'true')]" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from pyspark.sql import SparkSession\n", + "from pyspark.sql import functions as F\n", + "\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "spark = SparkSession.builder.appName('unsupervised').getOrCreate()\n", + "\n", + "#change configuration settings on Spark \n", + "conf = spark.sparkContext._conf.setAll([('spark.executor.memory', '8g'), ('spark.app.name', 'Spark Updated Conf'),\\\n", + " ('spark.executor.cores', '8'), ('spark.cores.max', '8'), ('spark.driver.memory','8g')])\n", + "\n", + "spark.sparkContext.getConf().getAll()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ecbe9e6d-3697-4765-9f11-26f25c69d3ce", + "metadata": {}, + "outputs": [], + "source": [ + "import geopy\n", + "import dbscan" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "b6c5fdcd-e1af-4e2a-b177-7acc4e3dbec6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "# read in rideshare data for all years, concatenate, create appropriate partitioning\n", + "# we are dropping 2020 because covid will affect the performance of our model\n", + "\n", + "df_2018 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2018.csv\", inferSchema=True, header=True)\n", + "df_2019 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2019.csv\", inferSchema=True, header=True)\n", + "df_2021 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2021.csv\", inferSchema=True, header=True)\n", + "df_2022 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2022.csv\", inferSchema=True, header=True)\n", + "df_2023 = spark.read.csv(\"gs://msca-bdp-student-gcs/bdp-rideshare-project/rideshare/processed_data/program_area_time_rides_2023.csv\", inferSchema=True, header=True)\n", + "\n", + "# dropping new columns in 2023\n", + "df_2023 = df_2023.drop('Shared Trip Match','Percent Time Chicago','Percent Distance Chicago')\n", + "\n", + "before_orig = df_2018.union(df_2019)\n", + "after_orig = df_2021.union(df_2022)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8d149ef9-cefd-4c23-82e0-8f23618102e8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----+------------+-------------+------------+-------------+-----+------------+----+---+\n", + "| ID| start_timestamp| end_timestamp|seconds|miles|pickup_tract|dropoff_tract|pickup_area|dropoff_area|Fare|Tip|total| pickup_lat| pickup_lon| dropoff_lat| dropoff_lon|month|day_of_month|hour|day|\n", + "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----+------------+-------------+------------+-------------+-----+------------+----+---+\n", + "|e516d63949ba04900...|2018-11-22 22:15:00|2018-11-22 22:15:00| 194| 0.7| null| null| 41| 41| 2.5| 5| 10.0|41.794090253|-87.592310855|41.794090253|-87.592310855| 11| 22| 22| 5|\n", + "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----+------------+-------------+------------+-------------+-----+------------+----+---+\n", + "only showing top 1 row\n", + "\n" + ] + } + ], + "source": [ + "before_orig.show(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "acae673f-ccc0-4b14-828e-bbaac88d357b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----------------+------------+-------------+------------+-------------+-----+------------+----+---+\n", + "| ID| start_timestamp| end_timestamp|seconds|miles|pickup_tract|dropoff_tract|pickup_area|dropoff_area|Fare|Tip| total| pickup_lat| pickup_lon| dropoff_lat| dropoff_lon|month|day_of_month|hour|day|\n", + "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----------------+------------+-------------+------------+-------------+-----+------------+----+---+\n", + "|fd77b136fa1d4df45...|2021-11-16 17:45:00|2021-11-16 17:45:00| 247| 0.8| null| null| 41| 41| 5.0| 0|7.359999999999999|41.794090253|-87.592310855|41.794090253|-87.592310855| 11| 16| 17| 3|\n", + "+--------------------+-------------------+-------------------+-------+-----+------------+-------------+-----------+------------+----+---+-----------------+------------+-------------+------------+-------------+-----+------------+----+---+\n", + "only showing top 1 row\n", + "\n" + ] + } + ], + "source": [ + "after_orig.show(1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "33165f38-fe04-4100-b615-8419b2d12578", + "metadata": {}, + "outputs": [], + "source": [ + "#display number of records by partition\n", + "def displaypartitions(df):\n", + " #number of records by partition\n", + " num = df.rdd.getNumPartitions()\n", + " print(\"Partitions:\", num)\n", + " df.withColumn(\"partitionId\", F.spark_partition_id())\\\n", + " .groupBy(\"partitionId\")\\\n", + " .count()\\\n", + " .orderBy(F.asc(\"count\"))\\\n", + " .show(num)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1df809f1-d2ba-444d-b33e-82cb0ff8feb0", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Partitions: 56\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 17:====================================================> (52 + 4) / 56]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+-----------+-----+\n", + "|partitionId|count|\n", + "+-----------+-----+\n", + "| 55| 614|\n", + "| 26| 950|\n", + "| 25| 1021|\n", + "| 24| 1058|\n", + "| 23| 1075|\n", + "| 22| 1094|\n", + "| 21| 1105|\n", + "| 20| 1128|\n", + "| 19| 1156|\n", + "| 18| 1173|\n", + "| 17| 1195|\n", + "| 16| 1233|\n", + "| 15| 1256|\n", + "| 14| 1281|\n", + "| 13| 1318|\n", + "| 12| 1352|\n", + "| 11| 1406|\n", + "| 10| 1450|\n", + "| 9| 1528|\n", + "| 8| 2450|\n", + "| 7| 2552|\n", + "| 6| 2605|\n", + "| 5| 2654|\n", + "| 4| 2761|\n", + "| 3| 3096|\n", + "| 2| 3155|\n", + "| 1| 3194|\n", + "| 0| 3395|\n", + "| 54| 5664|\n", + "| 53| 6824|\n", + "| 52| 6882|\n", + "| 51| 6931|\n", + "| 50| 6982|\n", + "| 49| 7023|\n", + "| 48| 7066|\n", + "| 47| 7139|\n", + "| 46| 7667|\n", + "| 45| 9063|\n", + "| 44| 9155|\n", + "| 43| 9263|\n", + "| 42| 9311|\n", + "| 41| 9337|\n", + "| 40| 9406|\n", + "| 39| 9525|\n", + "| 38| 9671|\n", + "| 37|13701|\n", + "| 36|13773|\n", + "| 35|13812|\n", + "| 34|13852|\n", + "| 33|13903|\n", + "| 32|14012|\n", + "| 31|14022|\n", + "| 30|14054|\n", + "| 29|14109|\n", + "| 28|14151|\n", + "| 27|14362|\n", + "+-----------+-----+\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "before_orig.rdd.getNumPartitions()\n", + "displaypartitions(before)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "be9e59b7-4ed1-4f5e-ab22-aab8491c06be", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Partitions: 62\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 20:==============================================> (52 + 10) / 62]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+-----------+-----+\n", + "|partitionId|count|\n", + "+-----------+-----+\n", + "| 30| 62|\n", + "| 29| 94|\n", + "| 28| 111|\n", + "| 27| 125|\n", + "| 26| 146|\n", + "| 25| 184|\n", + "| 24| 231|\n", + "| 23| 261|\n", + "| 22| 283|\n", + "| 21| 312|\n", + "| 20| 382|\n", + "| 19| 445|\n", + "| 18| 498|\n", + "| 17| 551|\n", + "| 16| 591|\n", + "| 15| 788|\n", + "| 14| 1051|\n", + "| 13| 1113|\n", + "| 12| 1167|\n", + "| 61| 1228|\n", + "| 11| 1236|\n", + "| 10| 1673|\n", + "| 9| 2685|\n", + "| 8| 2778|\n", + "| 7| 2861|\n", + "| 6| 2945|\n", + "| 5| 3358|\n", + "| 60| 5339|\n", + "| 59| 5454|\n", + "| 4| 5477|\n", + "| 58| 5537|\n", + "| 57| 5566|\n", + "| 56| 5627|\n", + "| 55| 5698|\n", + "| 3| 5763|\n", + "| 54| 5787|\n", + "| 53| 5829|\n", + "| 2| 5914|\n", + "| 52| 5918|\n", + "| 1| 6067|\n", + "| 0| 6307|\n", + "| 51|12014|\n", + "| 50|15709|\n", + "| 49|15863|\n", + "| 48|15942|\n", + "| 47|16030|\n", + "| 46|16145|\n", + "| 45|16198|\n", + "| 44|16252|\n", + "| 43|16354|\n", + "| 42|17230|\n", + "| 41|26278|\n", + "| 40|26503|\n", + "| 39|26575|\n", + "| 38|26641|\n", + "| 37|26716|\n", + "| 36|26880|\n", + "| 35|26968|\n", + "| 34|27072|\n", + "| 33|27165|\n", + "| 32|27283|\n", + "| 31|27540|\n", + "+-----------+-----+\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "after_orig.rdd.getNumPartitions()\n", + "displaypartitions(after)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "410f371d-f9c7-48d5-a795-f1f8ef52eeb0", + "metadata": {}, + "outputs": [], + "source": [ + "before_orig = before_orig.repartition(100)\n", + "after_orig = after_orig.repartition(100)" + ] + }, + { + "cell_type": "markdown", + "id": "180a1850-dcf4-4e70-a5ff-347e5fe5fbd3", + "metadata": {}, + "source": [ + "# Feature Engineering" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b419e72b-6458-4dd5-942f-0bde079c11e5", + "metadata": {}, + "outputs": [], + "source": [ + "from pyspark.sql.functions import col, radians, acos, sin, cos, lit, unix_timestamp\n", + "from pyspark.ml.feature import VectorAssembler, StandardScaler\n", + "from pyspark.ml.clustering import KMeans\n", + "from pyspark.ml import Pipeline\n", + "from pyspark.ml.evaluation import ClusteringEvaluator\n", + "from pyspark.ml.tuning import ParamGridBuilder, CrossValidator\n", + "import geopandas as gpd\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.cm as cm\n", + "from sklearn.cluster import DBSCAN\n", + "from sklearn import metrics\n", + "import time" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "87108e84-9d70-4174-ba1b-b60ce5af2ba0", + "metadata": {}, + "outputs": [], + "source": [ + "# combining pickup and dropoff location latitudes and longitudes for before and after lyft program data\n", + "\n", + "pickAssembler = VectorAssembler(inputCols=[\"pickup_lat\", \"pickup_lon\"], outputCol=\"pickup_features\")\n", + "dropAssembler = VectorAssembler(inputCols=[\"dropoff_lat\", \"dropoff_lon\"], outputCol=\"dropoff_features\")" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9e015f7d-4b31-427c-a639-1ac2cd27b6a7", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_trip_duration(df):\n", + " # Convert timestamp columns to Unix timestamps\n", + " df = df.withColumn(\"start_timestamp\", unix_timestamp(\"start_timestamp\"))\n", + " df = df.withColumn(\"end_timestamp\", unix_timestamp(\"end_timestamp\"))\n", + "\n", + " # Calculate trip duration in seconds\n", + " df = df.withColumn(\"trip_duration\", col(\"end_timestamp\") - col(\"start_timestamp\"))\n", + "\n", + " # Convert seconds to minutes\n", + " df = df.withColumn(\"trip_duration\", col(\"trip_duration\") / 60)\n", + "\n", + " return df\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "014acbb8-d702-40b0-aa2b-04dd4b50d892", + "metadata": {}, + "outputs": [], + "source": [ + "# creating column to measure trip duration\n", + "\n", + "before_orig = calculate_trip_duration(before)\n", + "after_orig = calculate_trip_duration(after)" + ] + }, + { + "cell_type": "markdown", + "id": "035a44cd-33b6-4f17-b728-9138787699f0", + "metadata": {}, + "source": [ + "# Modeling" + ] + }, + { + "cell_type": "markdown", + "id": "33892586-050a-4f21-a275-99aa1adb543c", + "metadata": {}, + "source": [ + "A machine learning model using K-Means clustering is created that will group ride pickup and dropoff locations based on their similarity in terms of latitude and longitude." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "13d8d93a-5637-4871-b9c7-3a44b9ab2a32", + "metadata": {}, + "outputs": [], + "source": [ + "from pyspark.ml.clustering import KMeans\n", + "from pyspark.sql.functions import col\n", + "\n", + "\n", + "# KMeans for pickup features\n", + "kmeans_pickup = KMeans(seed=1, featuresCol='pickup_features', predictionCol='pickup_cluster')\n", + "\n", + "# KMeans for dropoff features\n", + "kmeans_dropoff = KMeans(seed=1, featuresCol='dropoff_features', predictionCol='dropoff_cluster')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "912fc66b-af5f-400a-bff9-7aab44302897", + "metadata": {}, + "outputs": [], + "source": [ + "# Create ML pipeline\n", + "\n", + "pipeline_p = Pipeline(stages=[pickAssembler, kmeans_pickup])\n", + "pipeline_d = Pipeline(stages=[dropAssembler, kmeans_dropoff])" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "325dfded-9703-4997-828c-c86d4a493e57", + "metadata": {}, + "outputs": [], + "source": [ + "paramGrid = ParamGridBuilder() \\\n", + " .addGrid(kmeans_pickup.k, [3, 7, 10, 13, 15]) \\\n", + " .addGrid(kmeans_dropoff.k, [3, 7, 10, 13, 15]) \\\n", + " .build()\n", + "\n", + "# Set up the evaluator\n", + "evaluator_p = ClusteringEvaluator()\\\n", + " .setFeaturesCol('pickup_features')\\\n", + " .setPredictionCol('pickup_cluster')\n", + "\n", + "evaluator_d = ClusteringEvaluator()\\\n", + " .setFeaturesCol('dropoff_features')\\\n", + " .setPredictionCol('dropoff_cluster')\n", + "# Set up CrossValidator\n", + "crossval_p = CrossValidator(estimator=pipeline_p,\n", + " estimatorParamMaps=paramGrid,\n", + " evaluator=evaluator_p,\n", + " numFolds=3)\\\n", + " \n", + "\n", + "crossval_d = CrossValidator(estimator=pipeline_d,\n", + " estimatorParamMaps=paramGrid,\n", + " evaluator=evaluator_d,\n", + " numFolds=3)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f5b59f80-c0d6-4bac-9481-644a39a95f16", + "metadata": {}, + "outputs": [], + "source": [ + "def best_k_means(df):\n", + "\n", + " # Fit the model\n", + " cvModel_p = crossval_p.fit(df) \n", + " cvModel_d = crossval_d.fit(df) \n", + "\n", + " # Get the best model from the cross-validation\n", + " bestPickupModel = cvModel_p.bestModel\n", + " bestDropoffModel = cvModel_d.bestModel\n", + "\n", + "\n", + " bestKMeansPickup = bestPickupModel.stages[1] \n", + " bestKMeansDropoff = bestDropoffModel.stages[1] \n", + " \n", + " # Get the evaluation metric for pickup clustering\n", + " pickup_evaluation = evaluator_p.evaluate(bestPickupModel.transform(df))\n", + " print(f\"Pickup Clustering Evaluation Silhouette Score: {pickup_evaluation}\")\n", + "\n", + " # Get the evaluation metric for dropoff clustering\n", + " dropoff_evaluation = evaluator_d.evaluate(bestDropoffModel.transform(df))\n", + " print(f\"Dropoff Clustering Evaluation Silhouette Score: {dropoff_evaluation}\")\n", + "\n", + " \n", + " return bestKMeansPickup, bestKMeansDropoff" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "dfadfe31-66fd-4df6-b574-d3c64e1798c9", + "metadata": {}, + "outputs": [], + "source": [ + "def apply_best_k_means(df, pickAssembler, dropAssembler, p_model, d_model):\n", + " bestKMeansPickup, bestKMeansDropoff = best_k_means(df)\n", + " \n", + " # save the best model\n", + " bestKMeansPickup.write().overwrite().save(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/{p_model}')\n", + " bestKMeansDropoff.write().overwrite().save(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/{d_model}')\n", + " \n", + " # Applying the best model on the dataframe\n", + " df1 = pickAssembler.transform(df)\n", + " df1 = bestKMeansPickup.transform(df1)\n", + "\n", + "\n", + " df2 = dropAssembler.transform(df1)\n", + " df2 = bestKMeansDropoff.transform(df2)\n", + " \n", + " return df2\n" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "85a97f41-4929-4d2d-8bc4-a6a2dc2637bd", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "23/11/28 16:41:17 WARN org.apache.spark.sql.execution.CacheManager: Asked to cache already cached data.\n", + "23/11/28 16:41:17 WARN org.apache.spark.sql.execution.CacheManager: Asked to cache already cached data.\n", + " \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pickup Clustering Evaluation Silhouette Score: 0.8776745805868993\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dropoff Clustering Evaluation Silhouette Score: 0.8286692609811008\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "# Find best k-means models for before data and display Silhouette score of best models\n", + "\n", + "before = apply_best_k_means(before_orig, pickAssembler, dropAssembler, 'before_pickup_kmeans', 'before_dropoff_kmeans')" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "847ae35d-a1c5-45d6-b5db-6826f20ded51", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pickup Clustering Evaluation Silhouette Score: 0.9202076243666312\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dropoff Clustering Evaluation Silhouette Score: 0.8332656972602859\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "# Find best k-means models for after data and display Silhouette score of best models\n", + "\n", + "after = apply_best_k_means(after_orig, pickAssembler, dropAssembler, 'after_pickup_kmeans', 'after_dropoff_kmeans')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "609e1ec2-384d-4dfd-912b-f149ef62bade", + "metadata": {}, + "outputs": [], + "source": [ + "### ONLY EXECUTE IF K-MEANS NOT RE-RUN ###\n", + "from pyspark.ml.clustering import KMeansModel\n", + "\n", + "# Load best models from GCS and transform before and after if k-means not re-executed\n", + "\n", + "model = KMeansModel.load(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/before_pickup_kmeans')\n", + "temp1 = pickAssembler.transform(before_orig)\n", + "before_t = model.transform(temp1)\n", + "\n", + "model = KMeansModel.load(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/before_dropoff_kmeans')\n", + "temp2 = dropAssembler.transform(before_t)\n", + "before = model.transform(temp2)\n", + "\n", + "model = KMeansModel.load(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/after_pickup_kmeans')\n", + "temp3 = pickAssembler.transform(after_orig)\n", + "after_t = model.transform(temp3)\n", + "\n", + "model = KMeansModel.load(f'gs://msca-bdp-student-gcs/bdp-rideshare-project/models/after_dropoff_kmeans')\n", + "temp4 = dropAssembler.transform(after_t)\n", + "after = model.transform(temp4)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "9d801fa5-ff78-4d77-aa37-accded102fea", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "root\n", + " |-- ID: string (nullable = true)\n", + " |-- start_timestamp: long (nullable = true)\n", + " |-- end_timestamp: long (nullable = true)\n", + " |-- seconds: integer (nullable = true)\n", + " |-- miles: double (nullable = true)\n", + " |-- pickup_tract: long (nullable = true)\n", + " |-- dropoff_tract: long (nullable = true)\n", + " |-- pickup_area: integer (nullable = true)\n", + " |-- dropoff_area: integer (nullable = true)\n", + " |-- Fare: double (nullable = true)\n", + " |-- Tip: integer (nullable = true)\n", + " |-- total: double (nullable = true)\n", + " |-- pickup_lat: double (nullable = true)\n", + " |-- pickup_lon: double (nullable = true)\n", + " |-- dropoff_lat: double (nullable = true)\n", + " |-- dropoff_lon: double (nullable = true)\n", + " |-- month: integer (nullable = true)\n", + " |-- day_of_month: integer (nullable = true)\n", + " |-- hour: integer (nullable = true)\n", + " |-- day: integer (nullable = true)\n", + " |-- trip_duration: double (nullable = true)\n", + " |-- pickup_features: vector (nullable = true)\n", + " |-- pickup_cluster: integer (nullable = false)\n", + " |-- dropoff_features: vector (nullable = true)\n", + " |-- dropoff_cluster: integer (nullable = false)\n", + "\n" + ] + } + ], + "source": [ + "before.printSchema()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "e36fae2e-04af-4adb-b585-d47ae8817e7f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "data": { + "text/plain": [ + "15" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "before.select('pickup_cluster').distinct().count()" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "104ee3f3-6778-4702-8166-d5304fa4d85f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "data": { + "text/plain": [ + "15" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "after.select('pickup_cluster').distinct().count()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4dd74091-6345-405f-93bd-08f6bafa398e", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 68556:=============> (4 + 12) / 16]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total execution time: 2229.8048095703125 seconds\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "# find yearly best clusters of pickup and dropoff locations\n", + "\n", + "start_time = time.time()\n", + "\n", + "# Apply best k-means for each year\n", + "df_2018 = apply_best_k_means(df_2018, pickAssembler, dropAssembler)\n", + "df_2019 = apply_best_k_means(df_2019, pickAssembler, dropAssembler)\n", + "df_2021 = apply_best_k_means(df_2021, pickAssembler, dropAssembler)\n", + "df_2022 = apply_best_k_means(df_2022, pickAssembler, dropAssembler)\n", + "df_2023 = apply_best_k_means(df_2023, pickAssembler, dropAssembler)\n", + "\n", + "end_time = time.time()\n", + "\n", + "elapsed_time = end_time - start_time\n", + "\n", + "# Print the elapsed time\n", + "print(f\"Total execution time: {elapsed_time} seconds\")" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "14783651-c521-4cd9-80c6-a28aff637b9d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "root\n", + " |-- ID: string (nullable = true)\n", + " |-- start_timestamp: timestamp (nullable = true)\n", + " |-- end_timestamp: timestamp (nullable = true)\n", + " |-- seconds: integer (nullable = true)\n", + " |-- miles: double (nullable = true)\n", + " |-- pickup_tract: long (nullable = true)\n", + " |-- dropoff_tract: long (nullable = true)\n", + " |-- pickup_area: integer (nullable = true)\n", + " |-- dropoff_area: integer (nullable = true)\n", + " |-- Fare: double (nullable = true)\n", + " |-- Tip: integer (nullable = true)\n", + " |-- total: double (nullable = true)\n", + " |-- pickup_lat: double (nullable = true)\n", + " |-- pickup_lon: double (nullable = true)\n", + " |-- dropoff_lat: double (nullable = true)\n", + " |-- dropoff_lon: double (nullable = true)\n", + " |-- month: integer (nullable = true)\n", + " |-- day_of_month: integer (nullable = true)\n", + " |-- hour: integer (nullable = true)\n", + " |-- day: integer (nullable = true)\n", + " |-- pickup_features: vector (nullable = true)\n", + " |-- pickup_cluster: integer (nullable = false)\n", + " |-- dropoff_features: vector (nullable = true)\n", + " |-- dropoff_cluster: integer (nullable = false)\n", + "\n" + ] + } + ], + "source": [ + "df_2018.printSchema()" + ] + }, + { + "cell_type": "markdown", + "id": "a09923a2-4df1-4ca5-81fe-309053996948", + "metadata": {}, + "source": [ + "## Analaysis" + ] + }, + { + "cell_type": "markdown", + "id": "2b7bd593-5948-4d37-9d22-0f572c769f26", + "metadata": {}, + "source": [ + "The before and after datasets are converted to pandas dataframes to visualize clusters for analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "94e421c0-78b4-4780-aaae-e0deacc8c21d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "before_pd = before.select('pickup_lat', 'pickup_lon', 'pickup_cluster','dropoff_lon','dropoff_lat', \\\n", + " 'dropoff_cluster').toPandas()\n", + "after_pd = after.select('pickup_lat', 'pickup_lon', 'pickup_cluster','dropoff_lon','dropoff_lat', \\\n", + " 'dropoff_cluster').toPandas()" + ] + }, + { + "cell_type": "markdown", + "id": "d05b7640-1b67-49c4-b726-ff3de5ebc3fd", + "metadata": {}, + "source": [ + "## 1) Before and After program pickup and dropoff cluster visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "79aa4cb5-1eb3-483d-8c51-cc170ac15b5e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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XX31Vbvk333yjiy66yA0RAUDtyirK1YoTm6osYpz27ZHl3OjRgB3YlqA96/90uP2qb9cpNSndhRG5X/qJDH3yv1+WPifkTLb+ukO/fbNOeTnk6A1VSnq2lq7b63D7n37boaQUisfuVq2HfYeFhWnBggU699xzJUnz589X9+7d9fHHH8tsrlZtBADqjPzCIv2246BSshxPHBas36WLerXn4d8NUIlKtC/zkFPb7Ms8rILioqob1lHJBelamuR4cedYfoq2pu9TpDWU64yGyMiR8n5ybpO8n2R4t5XZK8xFQaGmtW/fXs8884yWLl1a5hkZv/32m+677z699tprpW3vuusud4UJAC6TVZSj5U5cH6UWZmhD6k5F2ILlY2YK24Zm9/r9TrUvzC/SoZ1H1LpbcxdF5H57Nx3Qno2O98uSuSs04LJzFBXXcJ5PiFPyCgr168Y/lV/oeM69ctOfSru0ryJ5VoZbVauQIUmNGzfWwoULde6552rEiBGaM2dOuWdmAEB9lJGTpz8SnJu25M+kFGXk5Ck2jIfyNTSGYaiwpNipbYpVrPr8kZpbnK/Nabud2mZT6k51D2nHgy0bIiNHMlKd26bkuEwGd9jVJTNnzlRISIi2b9+u7dv/Gq0VHBysmTNnlv5uMpkoZAColzILs3TEyelF92QmqH94V4VaKWQ0JCUlJSoqcHCk6t8UFdTfG6UyUjO1YdEWp7bZs/5PpR5Po5DRAOXlFSoppfLpxypSVGIoNYNRcO7mcCEjJCSkwkJFTk6OvvvuO4WF/XXHW0pK/Z53D0DDVmJIhUXOfTEtSQXV2AZ1n9lkVrg1WIdyHZ+DNdQnSCbV30pGQUmhDFU9n+/f5Rbnq8So4vkIqKeqMwrHS6rHf0P10f79zt1ZCgD1jbM3vkhSoVGkkqqeH4V6x2w2K7yx86NOw2JCXBCNZyjKK1JuVp7T2+Vlc+NLQ2Qym+Tl5XyuUJ1tULMczgxfeeUVTZ8+vdzP22+/rddee63MsuqYNm2aTCaTpkyZUrrsyy+/1MiRIxUeHi6TyaRNmzZVuZ/BgwfLZDKV+xk9enRpm8zMTE2ZMkXNmjWTr6+v+vXrp3Xr1lUrbgANj4+3WSGBvk5tY/E2K8CXaaUaIn9vX/UL7+zUNv3COyvMp/6OPPAxW5wu1Ph6WWU2Ma1Ug2TylbxaObeNd2sZJn/XxAOXMwzDoYeXOoIcA0Bd4e/tK28nr3WCLQGyMa1Ug9RtaLzsYQEOt2/do4Uat4lxYUTu5W3zlm+AzentfP2d3wZ1n7/NqpaNw53aJijApogQx//m4BoOj8i47rrrXBbEunXr9M4776hz57Jf9GRnZ6t///664oordPPNNzu0ry+//FIFBQWlvycnJ6tLly664oorSpfddNNN2rZtm+bMmaOYmBh99NFHGj58uLZv367Y2NiaeVEA6q2QAD8N7dRKc3/d7PA2gzq2UICNJKMh8vf2Vf/wrvrmyDLllVR9x0+0LUzxQa3q9bMgfL2s6hrSRhtTdzm8TdeQdgqxMB9pQ2SYgyXbBVL2a1W2PcUqk22kTF52V4YFF/jwww/1wgsvaM+ePZKkNm3a6IEHHtC1115brf2RYwCoS/y8beoV2lGrkrc6vE2f8M4KsPi5MCp4qsDQAA0Zf66+ecOx54gNvepcBUXW3xul7CGB6nleF33rYH9Ip4o7wY3qb5+gct7eZvWOb6awIH8lp2c7tM2wc9oo0J+bU92tWt+S/PDDD1qwYEG55T///LN+/PFHp/aVlZWlCRMm6N1331VISNlhbtdee60ee+wxDR8+3OH9hYaGKioqqvRn4cKF8vPzK00ycnNz9cUXX+j555/XwIED1apVKz3xxBNq3ry53nzzTadiB9BwNY0IVs+WjR1uf0GPdmoUzJewDVWELUT/anVplXfZBXj76paWlynIUr/v9AjzCdKgiB4Ot4+yhqpTUMt6XdxB5czmAJls50nmaMc2sF0smZ27wwru9/LLL+u2227TBRdcoHnz5unTTz/V+eefr1tvvbVaI77JMQDUNRHWEA2K7Olw+y5BrRVt4/OuoQqOCNLFk0ep04D2VbYdMr6/BlzWRzbf+n1jXYvOzdS6RwuH2w8Zf66C63FxB2dm97dq7JBODrc9v197hdoZ8e1u1fpG4KGHHlJxcfn5G0tKSvTQQw85ta877rhDo0ePdiqRcMbMmTM1fvx4+fufOtmKiopUXFwsm63s8DFfX1+tWLGi0v3k5+crIyOjzA+Ahis00Fd3jO6riKCqP8iuHdxNneIc/AIO9ZLd4q/eofGa0uYatfCv+K7cjvaW+n/tJqmjvYX8vOv3EGez2awuwW3UOzS+6rYy66pmoxRg4aKxITO8msgU9IxkquJhjNbhMgXcIpMXD22sa15//XW9+eabeu655zRmzBhdfPHFev755/Wf//xHr73m6Gicv5BjAKiLOtiba0zMwCrbhVqCNCHuAkarNnBN2sZoytv/0sjrh8hWwZ3i9rAAXfHAGN3wv1erUbMIN0RYu+wRdl310CWy2ixVtu00sL36X9xLNj/usG+oggP9dPHgTho75MzTQAf4WvX/Jg1Ti2o8lwY1z+Gppf5uz5496tChQ7nl7dq10969ex3ez9y5c7VhwwaXzR27du1abdu2TTNnzixdFhgYqL59++qpp55S+/bt1ahRI33yySdas2aNWrduXem+pk2bpqlTp7okTgB1j9ViUdvYSD1/3QWaMX+l1u87Uq5NsL9N4wd01aV94hUZVL/vsEfVgn0C1Sc8Xh2Cmmtf5mFtSdujPKNAfl6nphGI9Y1QsE+AfBrIPMeRtlDd1GKsfEzeWpG8qcI2vmabbmo5Vj1COyjA27nn0qB+MZt9VWLpLlPImzLyvpZyf5SMk3818O4k+Y6RyTpcJm+m8KmLEhMT1a9fv3LL+/Xrp8TERKf2RY4BoK4KswbrssbDFODtp++P/qqMovJTnnQKaqVr4karRUCsLF5Vf2GL+q1pu1hd/9R4XXr3aK36dp2SDp2UyWRWk3Yx6j2qmwJDAhrMqANfP6u6DOqo+96/Q2/c/b7ST1R8c0DP87vqXy9MVEyrqFqOEJ6mUVigbhx7jjq2aKQFq3bq9+2HStcF+Fo1tFdrXXBue7VqGqFAv/p9s2FdUa1CRlBQkP7880/FxcWVWb53797Su5KqcujQId199936+eefy925VFNmzpyp+Ph49e7du8zyOXPm6IYbblBsbKy8vLzUvXt3XX311dqwYUOl+3r44Yd17733lv6ekZGhJk2auCRuAHWDv81HHZs20jPXnK+DJ9L0y5a9SsnKkcXLrI5No3Ru+zjZ/W0KDWDeWpzi62WTr5dNjWxh6hzSRoUlhfIx+8i/no/AqEysX6RubnWpRkb307Kk9dqZuV8FJUUKtgTqnLB49Q3vrBAfu+yMxoAks9lP8ukkecdKftdIxYckI18yB0vmGBnmMJnMDfNvqT5o1aqV5s2bp3//+99lln/66adnLAT8EzkGgLou3BaiC2MGaFBkD61L3q69WQkqKilWsE+g+oZ3VoxvhIIsgbJSxMD/CYsJVVhMqGLbRCk3I08ym+Rn95OPT7W+8qvT7OGB6jmyi15e9qTWzN+glV+v0cmjqfK2eKl19xYactW5atklTpFNmZYNp0SGBur8c9urd3wznUjNUkpGjixeXoqOsMseYFOYA7NwoPZU63+1MWPGaMqUKfrqq6/UsmVLSaeKGPfdd5/GjBnj0D7Wr1+vpKQk9ejx1xzZxcXFWr58uWbMmKH8/Hx5eXlVJzxJUk5OjubOnasnn3yy3LqWLVtq2bJlys7OVkZGhqKjozVu3Dg1b9680v1ZrVZZrQw5A1CW1WJRdKhF0aF2tYuNUH5Rkcxms+y+PrJaSC5QuVMjDBhlEG4NVrg1WHH+0Soy/pq2MsDLX34WPndRnskcKplDJe+y120mN8WDmjF16lSNGzdOy5cvV//+/WUymbRixQotXrxY8+bNc3g/5BgA6oMgn0AF+QQq3CdYOcXdVWIY8jF7y+7DKG9UzmqzymrjMyUwJECBIQGKbBahgVf0kQxJhuRl8VJ4bKi7w4MH8vH2VlS4XVHhdneHgipUq5Dxwgsv6Pzzz1e7du3UuPGph90ePnxYAwYM0IsvvujQPoYNG6atW7eWWXb99derXbt2evDBB88qwZCkefPmKT8/X9dcc02lbfz9/eXv76/U1FQtWLBAzz///FkdE0DDFhzAl9JAdYVaG8aQdwAVu+yyy7R27Vq9/PLL+vrrr2UYhjp06KC1a9eqW7duDu+HHANAfWLztsrmzRfTQHXYfH1ka1r/nw0CNCTVnlpq5cqVWrhwoTZv3ixfX1917txZAwdW/VCq0wIDAxUfX/Yhn/7+/goLCytdnpKSooSEBB09elSStGvXLklSVFSUoqJOzWU3ceJExcbGatq0aWX2NXPmTI0dO1ZhYeUfxrJgwQIZhqG2bdtq7969euCBB9S2bVtdf/31jncCAAAAgLNWWFioW265RY8++qg++uijs9oXOQYAAABQP1V7wjyTyaTzzjtP5513Xk3GU8a3335b5sJ//PjxkqTHH39cTzzxhCQpISFBZrO5zHa7d+/WihUr9PPPP1e43/T0dD388MM6fPiwQkNDddlll+mZZ56RhWlgAAAAgFplsVj01Vdf6dFHH62V45FjAAAAAHWPyTAMw5GGr732mm655RbZbDa99tprZ2x711131UhwniwjI0NBQUFKT0+X3c4cagAAAKj/XHUNfP3116tTp05lHnzdEJFjAAAAoCFx5vrX4REZ06dP14QJE2Sz2TR9+vRK25lMpgZRyAAAAABQM1q1aqWnnnpKK1euVI8ePeTv719mPfkFAAAA0LA5PCKjMqc3N5lMNRJQXcHdUgAAAGhoXHUN3Lx580rXmUwm/fnnnzV2LE9GjgEAAICGxCUjMv5p5syZmj59uvbs2SNJat26taZMmaKbbrqpurs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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import geopandas as gpd\n", + "from shapely.geometry import Point\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16, 12))\n", + "\n", + "# Plot pickup clusters for before_pd\n", + "sns.scatterplot(x=\"pickup_lon\", y=\"pickup_lat\", data=before_pd, hue='pickup_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[0, 0])\n", + "axes[0, 0].set_title('Before Pickup Clusters')\n", + "\n", + "# Plot dropoff clusters for before_pd\n", + "sns.scatterplot(x=\"dropoff_lon\", y=\"dropoff_lat\", data=before_pd, hue='dropoff_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[0, 1])\n", + "axes[0, 1].set_title('Before Dropoff Clusters')\n", + "\n", + "# Plot pickup clusters for after_pd\n", + "sns.scatterplot(x=\"pickup_lon\", y=\"pickup_lat\", data=after_pd, hue='pickup_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[1, 0])\n", + "axes[1, 0].set_title('After Pickup Clusters')\n", + "\n", + "# Plot dropoff clusters for after_pd\n", + "sns.scatterplot(x=\"dropoff_lon\", y=\"dropoff_lat\", data=after_pd, hue='dropoff_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[1, 1])\n", + "axes[1, 1].set_title('After Dropoff Clusters')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "98fbc997-5419-426a-bdf8-ed38aea3d52b", + "metadata": {}, + "source": [ + "The plots in the first row shows the pickup and dropoff location clusters in the Hyde Park program area before the Lyft program was implemented. The plots in the second row shows the pickup and dropoff location clusters in the Hyde Park program area after the Lyft program was implemented.\n", + "\n", + "It appears that the locations that people take a ride to and from in Hyde Park have not been affected that much by the Lyft Ride Program. This makes sense because in the university area, most of the population is students and they tend to stay near the unversity in certain preferable locations." + ] + }, + { + "cell_type": "markdown", + "id": "48c8d1a9-3af7-422f-b6e0-6385dd04de13", + "metadata": {}, + "source": [ + "## 2) Centermost cluster points analysis\n", + "\n", + "The next part of the analysis, the centermost points of the clusters are evaluated. Based on the latitudes and longitudes in a cluster, the centermost latitude and longitude location is calculated. This is a way to reduce the location information present in a cluster down to one point which can be used for a generalized analysis of the clusters." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "dbde458f-1123-4196-ae9f-4ff9eb508170", + "metadata": {}, + "outputs": [], + "source": [ + "from geopy.distance import great_circle\n", + "from shapely.geometry import Point, MultiPoint\n", + "\n", + "\n", + "# Define the get_centermost_point function\n", + "def get_centermost_point(cluster):\n", + " centroid = (MultiPoint(cluster).centroid.x, MultiPoint(cluster).centroid.y)\n", + " centermost_point = min(cluster, key=lambda point: great_circle(point, centroid).m)\n", + " return tuple(centermost_point)\n", + "\n", + "before_pickup_centers = before_pd.groupby('pickup_cluster')\\\n", + " .apply(lambda cluster: get_centermost_point(list(zip(cluster['pickup_lon'], cluster['pickup_lat']))))\\\n", + " .reset_index(level=0)\\\n", + " .rename(columns={'pickup_cluster': 'center_pickup_cluster', 0: 'center_coordinates'})\n", + "\n", + "before_pickup_centers[['center_lon', 'center_lat']] = before_pickup_centers['center_coordinates'].apply(pd.Series)\n", + "\n", + "after_pickup_centers = after_pd.groupby('pickup_cluster')\\\n", + " .apply(lambda cluster: get_centermost_point(list(zip(cluster['pickup_lon'], cluster['pickup_lat']))))\\\n", + " .reset_index(level=0)\\\n", + " .rename(columns={'pickup_cluster': 'center_pickup_cluster', 0: 'center_coordinates'})\n", + "\n", + "after_pickup_centers[['center_lon', 'center_lat']] = after_pickup_centers['center_coordinates'].apply(pd.Series)\n", + "\n", + "before_dropoff_centers = before_pd.groupby('dropoff_cluster')\\\n", + " .apply(lambda cluster: get_centermost_point(list(zip(cluster['dropoff_lon'], cluster['dropoff_lat']))))\\\n", + " .reset_index(level=0)\\\n", + " .rename(columns={'dropoff_cluster': 'center_dropoff_cluster', 0: 'center_coordinates'})\n", + "\n", + "before_dropoff_centers[['center_lon', 'center_lat']] = before_dropoff_centers['center_coordinates'].apply(pd.Series)\n", + "\n", + "after_dropoff_centers = after_pd.groupby('dropoff_cluster')\\\n", + " .apply(lambda cluster: get_centermost_point(list(zip(cluster['dropoff_lon'], cluster['dropoff_lat']))))\\\n", + " .reset_index(level=0)\\\n", + " .rename(columns={'dropoff_cluster': 'center_dropoff_cluster', 0: 'center_coordinates'})\n", + "\n", + "after_dropoff_centers[['center_lon', 'center_lat']] = after_dropoff_centers['center_coordinates'].apply(pd.Series)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "cd6656bf-8093-4428-8402-48e08f1258fc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "fig, axes = plt.subplots(nrows=2, ncols=2, figsize=(16, 12))\n", + "\n", + "# Plot center pickup clusters for before_pd\n", + "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=before_pickup_centers, hue='center_pickup_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[0, 0])\n", + "axes[0, 0].set_title('Before Pickup Center Clusters')\n", + "\n", + "# Plot center dropoff clusters for before_pd\n", + "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=before_dropoff_centers, hue='center_dropoff_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[0, 1])\n", + "axes[0, 1].set_title('Before Dropoff Center Clusters')\n", + "\n", + "# Plot center pickup clusters for after_pd\n", + "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=after_pickup_centers, hue='center_pickup_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[1, 0])\n", + "axes[1, 0].set_title('After Pickup Center Clusters')\n", + "\n", + "# Plot center dropoff clusters for after_pd\n", + "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=after_dropoff_centers, hue='center_dropoff_cluster', s=100, alpha=0.7, palette='viridis', ax=axes[1, 1])\n", + "axes[1, 1].set_title('After Dropoff Center Clusters')\n", + "\n", + "plt.tight_layout()\n", + "\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "3685f0c6-5ac2-464f-a5e4-c0b05d30d5a1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# Plot pickup center points for before_pd\n", + "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=before_pickup_centers, hue='center_pickup_cluster', s=100, alpha=0.7, palette='Reds', marker=\"x\", linewidth=2, label='Before')\n", + "\n", + "# Plot pickup center poinlatuts for after_pd\n", + "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=after_pickup_centers, hue='center_pickup_cluster', s=100, alpha=0.7, palette='Greens', marker=\"o\", edgecolor='darkgreen',label='After')\n", + "\n", + "# Set labels and legend\n", + "plt.xlabel('Longitude')\n", + "plt.ylabel('Latitude')\n", + "plt.title('Before & After - Pickup Center Points')\n", + "plt.legend(bbox_to_anchor=(1, 1), loc='upper left')\n", + "\n", + "# Show the plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "edf31b89-8417-470f-9675-246fea80b9b7", + "metadata": {}, + "source": [ + "The pickup centermost location points seem to show some variation before and after the program. This implies that the pickup clusters identified by the K-Means algorithms are not identical which indicates some shift in the behavior of customers in terms of where they take rides from in Hyde Park before and after the program." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "960d215b-b04c-448e-a779-5670abd47192", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "plt.figure(figsize=(12, 8))\n", + "\n", + "# Plot pickup center points for before_pd\n", + "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=before_dropoff_centers, hue='center_dropoff_cluster', s=100, alpha=0.7, palette='Reds', marker=\"x\", linewidth=2, label='Before')\n", + "\n", + "# Plot pickup center points for after_pd\n", + "sns.scatterplot(x=\"center_lon\", y=\"center_lat\", data=after_dropoff_centers, hue='center_dropoff_cluster', s=100, alpha=0.7, palette='Greens', marker=\"o\", edgecolor='darkgreen',label='After')\n", + "\n", + "# Set labels and legend\n", + "plt.xlabel('Longitude')\n", + "plt.ylabel('Latitude')\n", + "plt.title('Before & After - Dropoff Center Points')\n", + "plt.legend(bbox_to_anchor=(1, 1), loc='upper left')\n", + "\n", + "# Show the plot\n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "f8376a58-2f50-4332-a538-1a16b2222541", + "metadata": {}, + "source": [ + "Similar to the pickup points, the dropoff centermost location points seem to show some variation before and after the program as well. This implies that the dropoff clusters identified by the K-Means algorithms are not identical which indicates some shift in the behavior of customers in terms of where they take rides to in Hyde Park before and after the program." + ] + }, + { + "cell_type": "markdown", + "id": "d7242a3e-61c6-424d-9a42-9d3a93f0fccc", + "metadata": {}, + "source": [ + "It could be beneficial to check the location addresses of these centermost points to see if any patterns emerge." + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "27dda7d4-b591-4f34-94e5-b4a1d77601fa", + "metadata": {}, + "outputs": [], + "source": [ + "from geopy.geocoders import GoogleV3\n", + "\n", + "api_key = 'AIzaSyB7J_Nrnu0upcNwzfYWJCLMdp75gHCt3vU'\n", + "geolocator = GoogleV3(api_key=api_key)\n", + "\n", + "def get_address(lat, lon):\n", + " location = geolocator.reverse((lat, lon), language='en')\n", + " return location.address\n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "69877b90-e8f9-42a0-baf0-37352e92cc81", + "metadata": {}, + "outputs": [], + "source": [ + "# Getting addresses for all center points before and after program\n", + "\n", + "before_pickup_centers['center_address'] = before_pickup_centers.apply(lambda row: get_address(row['center_lat'], row['center_lon']), axis=1)\n", + "after_pickup_centers['center_address'] = after_pickup_centers.apply(lambda row: get_address(row['center_lat'], row['center_lon']), axis=1)\n", + "before_dropoff_centers['center_address'] = before_dropoff_centers.apply(lambda row: get_address(row['center_lat'], row['center_lon']), axis=1)\n", + "after_dropoff_centers['center_address'] = after_dropoff_centers.apply(lambda row: get_address(row['center_lat'], row['center_lon']), axis=1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "a7a44770-79be-4f28-96ce-8ae13bd02d45", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Pickup centerpoints before the program: \n", + "0 6454 S Drexel Ave, Chicago, IL 60637, USA\n", + "1 5534 S Dorchester Ave, Chicago, IL 60637, USA\n", + "2 5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", + "3 6358 S Kimbark Ave, Chicago, IL 60637, USA\n", + "4 4922 S Cornell Ave, Chicago, IL 60615, USA\n", + "5 5746 S Ellis Ave, Chicago, IL 60637, USA\n", + "6 1208 E 47th St, Chicago, IL 60653, USA\n", + "7 1322 E 54th St, Chicago, IL 60615, USA\n", + "8 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA\n", + "9 6122 S Kenwood Ave, Chicago, IL 60637, USA\n", + "10 5719 S Kimbark Ave, Chicago, IL 60637, USA\n", + "11 1455 E 54th St, Chicago, IL 60615, USA\n", + "12 QCGC+F2 Chicago, IL, USA\n", + "13 1120 E 54th St, Chicago, IL 60615, USA\n", + "14 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", + "Name: center_address, dtype: object\n", + "\n", + "Pickup centerpoints after the program: \n", + "0 1322 E 54th St, Chicago, IL 60615, USA\n", + "1 5746 S Ellis Ave, Chicago, IL 60637, USA\n", + "2 5534 S Dorchester Ave, Chicago, IL 60637, USA\n", + "3 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", + "4 1455 E 54th St, Chicago, IL 60615, USA\n", + "5 6358 S Kimbark Ave, Chicago, IL 60637, USA\n", + "6 5120 S Ellis Ave, Chicago, IL 60615, USA\n", + "7 6124 S Ingleside Ave, Chicago, IL 60637, USA\n", + "8 1208 E 47th St, Chicago, IL 60653, USA\n", + "9 4922 S Cornell Ave, Chicago, IL 60615, USA\n", + "10 6122 S Kenwood Ave, Chicago, IL 60637, USA\n", + "11 5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", + "12 5437 S E View Park, Chicago, IL 60615, USA\n", + "13 5719 S Kimbark Ave, Chicago, IL 60637, USA\n", + "14 6134 S University Ave, Chicago, IL 60637, USA\n", + "Name: center_address, dtype: object\n" + ] + } + ], + "source": [ + "# Compare before and after center point locations for pickup\n", + "print('Pickup centerpoints before the program: ')\n", + "print(before_pickup_centers['center_address'])\n", + "\n", + "print('\\nPickup centerpoints after the program: ')\n", + "print(after_pickup_centers['center_address'])" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "48e01dcb-16ad-4534-a29e-25c097c09a93", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Addresses present in after pickup centerpoints but not in before pickup centerpoints:\n", + "5120 S Ellis Ave, Chicago, IL 60615, USA\n", + "5437 S E View Park, Chicago, IL 60615, USA\n", + "6134 S University Ave, Chicago, IL 60637, USA\n", + "6124 S Ingleside Ave, Chicago, IL 60637, USA\n", + "\n", + "Common addresses in both after pickup centerpoints and before pickup centerpoints:\n", + "5719 S Kimbark Ave, Chicago, IL 60637, USA\n", + "1208 E 47th St, Chicago, IL 60653, USA\n", + "6358 S Kimbark Ave, Chicago, IL 60637, USA\n", + "6122 S Kenwood Ave, Chicago, IL 60637, USA\n", + "5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", + "4922 S Cornell Ave, Chicago, IL 60615, USA\n", + "1322 E 54th St, Chicago, IL 60615, USA\n", + "5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", + "1455 E 54th St, Chicago, IL 60615, USA\n", + "5746 S Ellis Ave, Chicago, IL 60637, USA\n", + "5534 S Dorchester Ave, Chicago, IL 60637, USA\n" + ] + } + ], + "source": [ + "# Convert the 'center_address' column to sets\n", + "set_df1 = set(before_pickup_centers['center_address'])\n", + "set_df2 = set(after_pickup_centers['center_address'])\n", + "\n", + "# Find addresses present in after_pickup_centers but not in before_pickup_centers\n", + "not_in_df1 = set_df2 - set_df1\n", + "\n", + "# Find common addresses in both before_pickup_centers and after_pickup_centers \n", + "common_addresses_p = set_df1.intersection(set_df2)\n", + "\n", + "print(\"Addresses present in after pickup centerpoints but not in before pickup centerpoints:\")\n", + "\n", + "for ele in not_in_df1:\n", + " print(ele)\n", + "\n", + "print(\"\\nCommon addresses in both after pickup centerpoints and before pickup centerpoints:\")\n", + "for ele in common_addresses_p:\n", + " print(ele)" + ] + }, + { + "cell_type": "markdown", + "id": "6f44fd22-f2e8-4920-b454-f6ae461c39af", + "metadata": {}, + "source": [ + "It appears that the cluster centerpoint locations that are present in both before and after program area clusters are on streets which surround the university or are next to it. " + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "c56608d0-a429-4f11-a07a-c269172241ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Dropoff centerpoints before the program: \n", + "0 5719 S Kimbark Ave, Chicago, IL 60637, USA\n", + "1 1455 E 54th St, Chicago, IL 60615, USA\n", + "2 4454 S Drexel Blvd, Chicago, IL 60653, USA\n", + "3 6454 S Drexel Ave, Chicago, IL 60637, USA\n", + "4 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", + "5 6358 S Kimbark Ave, Chicago, IL 60637, USA\n", + "6 5534 S Dorchester Ave, Chicago, IL 60637, USA\n", + "7 1208 E 47th St, Chicago, IL 60653, USA\n", + "8 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA\n", + "9 QCGC+F2 Chicago, IL, USA\n", + "10 5746 S Ellis Ave, Chicago, IL 60637, USA\n", + "11 1322 E 54th St, Chicago, IL 60615, USA\n", + "12 5437 S E View Park, Chicago, IL 60615, USA\n", + "13 5120 S Ellis Ave, Chicago, IL 60615, USA\n", + "14 4922 S Cornell Ave, Chicago, IL 60615, USA\n", + "Name: center_address, dtype: object\n", + "\n", + "Dropoff centerpoints after the program: \n", + "0 5123 S Kimbark Ave, Chicago, IL 60615, USA\n", + "1 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", + "2 6134 S University Ave, Chicago, IL 60637, USA\n", + "3 4922 S Cornell Ave, Chicago, IL 60615, USA\n", + "4 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA\n", + "5 5534 S Dorchester Ave, Chicago, IL 60637, USA\n", + "6 1455 E 54th St, Chicago, IL 60615, USA\n", + "7 4454 S Drexel Blvd, Chicago, IL 60653, USA\n", + "8 6122 S Kenwood Ave, Chicago, IL 60637, USA\n", + "9 6124 S Ingleside Ave, Chicago, IL 60637, USA\n", + "10 5746 S Ellis Ave, Chicago, IL 60637, USA\n", + "11 5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", + "12 6358 S Kimbark Ave, Chicago, IL 60637, USA\n", + "13 5437 S E View Park, Chicago, IL 60615, USA\n", + "14 1208 E 47th St, Chicago, IL 60653, USA\n", + "Name: center_address, dtype: object\n" + ] + } + ], + "source": [ + "# Compare before and after center point locations for dropoff\n", + "\n", + "print('Dropoff centerpoints before the program: ')\n", + "print(before_dropoff_centers['center_address'])\n", + "\n", + "print('\\nDropoff centerpoints after the program: ')\n", + "print(after_dropoff_centers['center_address'])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "c2f36410-0dff-450c-aaf9-a02c71ceefdc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Addresses present in after dropoff centerpoints but not in before pickup centerpoints:\n", + "6122 S Kenwood Ave, Chicago, IL 60637, USA\n", + "6124 S Ingleside Ave, Chicago, IL 60637, USA\n", + "5142 S Hyde Park Blvd, Chicago, IL 60615, USA\n", + "6134 S University Ave, Chicago, IL 60637, USA\n", + "5123 S Kimbark Ave, Chicago, IL 60615, USA\n", + "\n", + "Common addresses in both after dropoff centerpoints and before pickup centerpoints:\n", + "1208 E 47th St, Chicago, IL 60653, USA\n", + "5437 S E View Park, Chicago, IL 60615, USA\n", + "6358 S Kimbark Ave, Chicago, IL 60637, USA\n", + "5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA\n", + "4922 S Cornell Ave, Chicago, IL 60615, USA\n", + "4454 S Drexel Blvd, Chicago, IL 60653, USA\n", + "5401-5405 S Drexel Blvd, Chicago, IL 60615, USA\n", + "1455 E 54th St, Chicago, IL 60615, USA\n", + "5746 S Ellis Ave, Chicago, IL 60637, USA\n", + "5534 S Dorchester Ave, Chicago, IL 60637, USA\n" + ] + } + ], + "source": [ + "# Convert the 'center_address' column to sets\n", + "set_df1 = set(before_dropoff_centers['center_address'])\n", + "set_df2 = set(after_dropoff_centers['center_address'])\n", + "\n", + "# Find addresses present in after_pickup_centers but not in before_pickup_centers\n", + "not_in_df1 = set_df2 - set_df1\n", + "\n", + "# Find common addresses in both before_pickup_centers and after_pickup_centers \n", + "common_addresses_d = set_df1.intersection(set_df2)\n", + "\n", + "print(\"Addresses present in after dropoff centerpoints but not in before pickup centerpoints:\")\n", + "\n", + "for ele in not_in_df1:\n", + " print(ele)\n", + "\n", + "print(\"\\nCommon addresses in both after dropoff centerpoints and before pickup centerpoints:\")\n", + "for ele in common_addresses_d:\n", + " print(ele)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "260a9301-9403-4570-8f20-87b1f93e172d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['center_pickup_cluster', 'center_coordinates', 'center_lon',\n", + " 'center_lat', 'center_address'],\n", + " dtype='object')" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "before_pickup_centers.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "b1c7c077-a1d7-4dd5-88c9-87b7d5ac8f6d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " center_address \\\n", + "0 5534 S Dorchester Ave, Chicago, IL 60637, USA \n", + "1 5142 S Hyde Park Blvd, Chicago, IL 60615, USA \n", + "2 6358 S Kimbark Ave, Chicago, IL 60637, USA \n", + "3 4922 S Cornell Ave, Chicago, IL 60615, USA \n", + "4 5746 S Ellis Ave, Chicago, IL 60637, USA \n", + "5 1208 E 47th St, Chicago, IL 60653, USA \n", + "6 1322 E 54th St, Chicago, IL 60615, USA \n", + "7 6122 S Kenwood Ave, Chicago, IL 60637, USA \n", + "8 5719 S Kimbark Ave, Chicago, IL 60637, USA \n", + "9 1455 E 54th St, Chicago, IL 60615, USA \n", + "10 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA \n", + "\n", + " center_pickup_cluster_before center_pickup_cluster_after \n", + "0 1 2 \n", + "1 2 11 \n", + "2 3 5 \n", + "3 4 9 \n", + "4 5 1 \n", + "5 6 8 \n", + "6 7 0 \n", + "7 9 10 \n", + "8 10 13 \n", + "9 11 4 \n", + "10 14 3 \n" + ] + } + ], + "source": [ + "# Merge DataFrames on index (cluster_id) to compare pickup cluster IDs\n", + "before_pickup_centers.reset_index(inplace=True, drop=True)\n", + "after_pickup_centers.reset_index(inplace=True, drop=True)\n", + "\n", + "columns_to_keep = ['center_address','center_pickup_cluster_before', 'center_pickup_cluster_after']\n", + "\n", + "p_merged_df = pd.merge(\n", + " before_pickup_centers, \n", + " after_pickup_centers, \n", + " on='center_address', \n", + " how='inner', \n", + " suffixes=('_before', '_after')\n", + ")[columns_to_keep]\n", + "\n", + "print(p_merged_df)\n" + ] + }, + { + "cell_type": "markdown", + "id": "c476b3d9-130f-4452-adee-41c3ca256ff0", + "metadata": {}, + "source": [ + "The common drop off centerpoint locations in the before and after clusters are also following a similar trend to the pickup locations as they are also within the university premises or nearby." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "96983242-ea55-4457-b6e5-a490a06c2840", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " center_address \\\n", + "0 1455 E 54th St, Chicago, IL 60615, USA \n", + "1 4454 S Drexel Blvd, Chicago, IL 60653, USA \n", + "2 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA \n", + "3 6358 S Kimbark Ave, Chicago, IL 60637, USA \n", + "4 5534 S Dorchester Ave, Chicago, IL 60637, USA \n", + "5 1208 E 47th St, Chicago, IL 60653, USA \n", + "6 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA \n", + "7 5746 S Ellis Ave, Chicago, IL 60637, USA \n", + "8 5437 S E View Park, Chicago, IL 60615, USA \n", + "9 4922 S Cornell Ave, Chicago, IL 60615, USA \n", + "\n", + " center_dropoff_cluster_before center_dropoff_cluster_after \n", + "0 1 6 \n", + "1 2 7 \n", + "2 4 1 \n", + "3 5 12 \n", + "4 6 5 \n", + "5 7 14 \n", + "6 8 4 \n", + "7 10 10 \n", + "8 12 13 \n", + "9 14 3 \n" + ] + } + ], + "source": [ + "# finding the clusters which have the same centerpoint locations\n", + "\n", + "# Merge DataFrames on index (cluster_id) to compare pickup cluster IDs\n", + "before_dropoff_centers.reset_index(inplace=True, drop=True)\n", + "after_dropoff_centers.reset_index(inplace=True, drop=True)\n", + "\n", + "columns_to_keep = ['center_address','center_dropoff_cluster_before', 'center_dropoff_cluster_after']\n", + "\n", + "d_merged_df = pd.merge(\n", + " before_dropoff_centers, \n", + " after_dropoff_centers, \n", + " on='center_address', \n", + " how='inner', \n", + " suffixes=('_before', '_after')\n", + ")[columns_to_keep]\n", + "\n", + "print(d_merged_df)\n" + ] + }, + { + "cell_type": "markdown", + "id": "d2240d48-8483-472e-ac26-7bcad3af7ac3", + "metadata": {}, + "source": [ + "## 3) Before and after program clusters analysed using pickup location clusters with same centerpoints " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "99417bc1-36aa-425f-a0eb-642a4439e9a7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Median trip durations before program:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------+--------------------+\n", + "|pickup_cluster|median_trip_duration|\n", + "+--------------+--------------------+\n", + "| 0| 0.0|\n", + "| 1| 0.0|\n", + "| 2| 0.0|\n", + "| 3| 0.0|\n", + "| 4| 0.0|\n", + "| 5| 0.0|\n", + "| 6| 0.0|\n", + "| 7| 0.0|\n", + "| 8| 0.0|\n", + "| 9| 0.0|\n", + "| 10| 0.0|\n", + "| 11| 0.0|\n", + "| 12| 15.0|\n", + "| 13| 0.0|\n", + "| 14| 0.0|\n", + "+--------------+--------------------+\n", + "\n", + "Median trip durations after program:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 12708:================================================> (192 + 8) / 200]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------+--------------------+\n", + "|pickup_cluster|median_trip_duration|\n", + "+--------------+--------------------+\n", + "| 0| 0.0|\n", + "| 1| 0.0|\n", + "| 2| 0.0|\n", + "| 3| 0.0|\n", + "| 4| 0.0|\n", + "| 5| 0.0|\n", + "| 6| 0.0|\n", + "| 7| 0.0|\n", + "| 8| 0.0|\n", + "| 9| 0.0|\n", + "| 10| 0.0|\n", + "| 11| 0.0|\n", + "| 12| 0.0|\n", + "| 13| 0.0|\n", + "| 14| 0.0|\n", + "+--------------+--------------------+\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "# Find ride trip duration changes before and after program based on pickup clusters\n", + "\n", + "before_pickup_median_duration = before.groupBy('pickup_cluster').agg(\n", + " F.expr('percentile_approx(trip_duration, 0.5)').alias('median_trip_duration')\n", + ").orderBy('pickup_cluster')\n", + "\n", + "after_pickup_median_duration = after.groupBy('pickup_cluster').agg(\n", + " F.expr('percentile_approx(trip_duration, 0.5)').alias('median_trip_duration')\n", + ").orderBy('pickup_cluster')\n", + "\n", + "print('Median trip durations before program:')\n", + "before_pickup_median_duration.show()\n", + "\n", + "print('Median trip durations after program:')\n", + "after_pickup_median_duration.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "c9a44631-f249-409c-8bb7-7d7be75e7a65", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average trip durations before program:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------+---------------------+\n", + "|pickup_cluster|average_trip_duration|\n", + "+--------------+---------------------+\n", + "| 0| 6.063065693430657|\n", + "| 1| 5.163105046343976|\n", + "| 2| 4.21811875127525|\n", + "| 3| 5.953071583963535|\n", + "| 4| 4.280906439308953|\n", + "| 5| 3.4030864299522494|\n", + "| 6| 4.980171844018506|\n", + "| 7| 3.5917224422893046|\n", + "| 8| 5.134615384615385|\n", + "| 9| 3.4394904458598727|\n", + "| 10| 2.035257927117842|\n", + "| 11| 3.790178135278601|\n", + "| 12| 8.395085803432137|\n", + "| 13| 2.4596040054619936|\n", + "| 14| 3.9953683281870314|\n", + "+--------------+---------------------+\n", + "\n", + "Average trip durations after program:\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 12717:===============================================> (92 + 8) / 100]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------+---------------------+\n", + "|pickup_cluster|average_trip_duration|\n", + "+--------------+---------------------+\n", + "| 0| 4.880330722367276|\n", + "| 1| 4.838796923653058|\n", + "| 2| 5.011933510613307|\n", + "| 3| 5.379129328172225|\n", + "| 4| 4.933941452048683|\n", + "| 5| 6.340273416743153|\n", + "| 6| 4.6261029411764705|\n", + "| 7| 6.355096289337717|\n", + "| 8| 5.549733570159858|\n", + "| 9| 5.577063550036523|\n", + "| 10| 5.455318184393948|\n", + "| 11| 5.23251788599123|\n", + "| 12| 5.364905177924569|\n", + "| 13| 4.648405828859428|\n", + "| 14| 5.3877721360506365|\n", + "+--------------+---------------------+\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "before_pickup_avg_time = before.groupBy('pickup_cluster').agg(F.avg('trip_duration').alias('average_trip_duration'))\\\n", + " .orderBy('pickup_cluster')\n", + "after_pickup_avg_time = after.groupBy('pickup_cluster').agg(F.avg('trip_duration').alias('average_trip_duration'))\\\n", + " .orderBy('pickup_cluster')\n", + "\n", + "print('Average trip durations before program:')\n", + "before_pickup_avg_time.show()\n", + "\n", + "print('Average trip durations after program:')\n", + "after_pickup_avg_time.show()" + ] + }, + { + "cell_type": "markdown", + "id": "eb8e6445-d52b-4259-8afc-212c424a8084", + "metadata": {}, + "source": [ + "Filtering the original before and after data based on clusters with the same centerpoints of pickup location clusters to focus the analysis on the same locations in and around the university area and work under the assumption that these would be the locations that the students would most likley be using the UChicago Lyft Ride Porgam from." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "511af7dc-74ca-4b16-a0ed-fea5af4b4532", + "metadata": {}, + "outputs": [], + "source": [ + "before_common = before.filter(F.col('pickup_cluster').isin(p_merged_df['center_pickup_cluster_before'].to_list()))\n", + "\n", + "after_common = after.filter(F.col('pickup_cluster').isin(p_merged_df['center_pickup_cluster_after'].to_list()))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "d6c0a804-a908-4cb6-be9b-9c6503d6d0ad", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "root\n", + " |-- ID: string (nullable = true)\n", + " |-- start_timestamp: long (nullable = true)\n", + " |-- end_timestamp: long (nullable = true)\n", + " |-- seconds: integer (nullable = true)\n", + " |-- miles: double (nullable = true)\n", + " |-- pickup_tract: long (nullable = true)\n", + " |-- dropoff_tract: long (nullable = true)\n", + " |-- pickup_area: integer (nullable = true)\n", + " |-- dropoff_area: integer (nullable = true)\n", + " |-- Fare: double (nullable = true)\n", + " |-- Tip: integer (nullable = true)\n", + " |-- total: double (nullable = true)\n", + " |-- pickup_lat: double (nullable = true)\n", + " |-- pickup_lon: double (nullable = true)\n", + " |-- dropoff_lat: double (nullable = true)\n", + " |-- dropoff_lon: double (nullable = true)\n", + " |-- month: integer (nullable = true)\n", + " |-- day_of_month: integer (nullable = true)\n", + " |-- hour: integer (nullable = true)\n", + " |-- day: integer (nullable = true)\n", + " |-- trip_duration: double (nullable = true)\n", + " |-- pickup_features: vector (nullable = true)\n", + " |-- pickup_cluster: integer (nullable = false)\n", + " |-- dropoff_features: vector (nullable = true)\n", + " |-- dropoff_cluster: integer (nullable = false)\n", + "\n" + ] + } + ], + "source": [ + "before_common.printSchema()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "a69b6985-d22e-45fd-8a05-149cb2cb55ba", + "metadata": {}, + "outputs": [], + "source": [ + "# Find average trip duration before and after the program for the same location clusters\n", + "\n", + "before_pickup_avg_time = before_common.groupBy('pickup_cluster').agg(F.avg('trip_duration').alias('average_trip_duration'))\\\n", + " .orderBy('pickup_cluster')\n", + "after_pickup_avg_time = after_common.groupBy('pickup_cluster').agg(F.avg('trip_duration').alias('average_trip_duration'))\\\n", + " .orderBy('pickup_cluster')" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "9bb2bb18-5c05-4c0d-b16a-ccd8357f10df", + "metadata": {}, + "outputs": [], + "source": [ + "# Compare average trip duration before and after the program for the same location clusters\n", + "\n", + "import pyspark.sql.functions as F\n", + "\n", + "avg_pickup_trip_durations = spark.createDataFrame(p_merged_df)\n", + "\n", + "avg_pickup_trip_durations = avg_pickup_trip_durations.join(\n", + " before_pickup_avg_time,\n", + " (before_pickup_avg_time['pickup_cluster'] == avg_pickup_trip_durations['center_pickup_cluster_before']),\n", + " 'inner'\n", + ").select(\n", + " avg_pickup_trip_durations['center_address'], \n", + " avg_pickup_trip_durations['center_pickup_cluster_before'],\n", + " before_pickup_avg_time['average_trip_duration'].alias('avg_trip_duration_before'),\n", + " avg_pickup_trip_durations['center_pickup_cluster_after']\n", + ")\n", + "\n", + "\n", + "avg_pickup_trip_durations = avg_pickup_trip_durations.join(\n", + " after_pickup_avg_time,\n", + " (after_pickup_avg_time['pickup_cluster'] == avg_pickup_trip_durations['center_pickup_cluster_after']),\n", + " 'inner'\n", + ").select(\n", + " avg_pickup_trip_durations['center_address'], \n", + " avg_pickup_trip_durations['center_pickup_cluster_before'],\n", + " avg_pickup_trip_durations['avg_trip_duration_before'],\n", + " avg_pickup_trip_durations['center_pickup_cluster_after'],\n", + " after_pickup_avg_time['average_trip_duration'].alias('avg_trip_duration_after')\n", + ")\n", + "\n", + "\n", + "avg_pickup_trip_durations = avg_pickup_trip_durations.withColumn(\n", + " 'increase_in_duration_after',\n", + " F.when(\n", + " F.col('avg_trip_duration_after') > F.col('avg_trip_duration_before'),1)\\\n", + " .otherwise(0))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "6b65689a-d936-491d-a605-72ff35b4ccb8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Average trip durations for pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 12833:===========================> (2 + 2) / 4]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------------+----------------------------+------------------------+---------------------------+-----------------------+--------------------------+\n", + "| center_address|center_pickup_cluster_before|avg_trip_duration_before|center_pickup_cluster_after|avg_trip_duration_after|increase_in_duration_after|\n", + "+--------------------+----------------------------+------------------------+---------------------------+-----------------------+--------------------------+\n", + "|5534 S Dorchester...| 1| 5.163105046343976| 2| 5.011933510613307| 0|\n", + "|5142 S Hyde Park ...| 2| 4.21811875127525| 11| 5.23251788599123| 1|\n", + "|6358 S Kimbark Av...| 3| 5.953071583963535| 5| 6.340273416743153| 1|\n", + "|4922 S Cornell Av...| 4| 4.280906439308953| 9| 5.577063550036523| 1|\n", + "|5746 S Ellis Ave,...| 5| 3.4030864299522494| 1| 4.838796923653058| 1|\n", + "|1208 E 47th St, C...| 6| 4.980171844018506| 8| 5.549733570159858| 1|\n", + "|1322 E 54th St, C...| 7| 3.5917224422893046| 0| 4.880330722367276| 1|\n", + "|6122 S Kenwood Av...| 9| 3.4394904458598727| 10| 5.455318184393948| 1|\n", + "|5719 S Kimbark Av...| 10| 2.035257927117842| 13| 4.648405828859428| 1|\n", + "|1455 E 54th St, C...| 11| 3.790178135278601| 4| 4.933941452048683| 1|\n", + "|5700 S DuSable Lk...| 14| 3.9953683281870314| 3| 5.379129328172225| 1|\n", + "+--------------------+----------------------------+------------------------+---------------------------+-----------------------+--------------------------+\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "print(\"\\nAverage trip durations for pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\\n\")\n", + "avg_pickup_trip_durations.show()" + ] + }, + { + "cell_type": "markdown", + "id": "104facc0-f059-4834-98a1-a540a2d9e039", + "metadata": {}, + "source": [ + "**Insight:** After the program, all of the clusters with the same centerpoint locations except one show an increase in trip duration." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "da954c5f-b155-4d6f-885e-e58ffaa58687", + "metadata": {}, + "outputs": [], + "source": [ + "# Find average number of trips before and after the program for the same location clusters\n", + "\n", + "before_avg_trips = before_common.groupBy('pickup_cluster').agg(F.count('ID').alias('average_trips')).orderBy('pickup_cluster')\n", + "after_avg_trips = after_common.groupBy('pickup_cluster').agg(F.count('ID').alias('average_trips')).orderBy('pickup_cluster')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "2ae7ae75-b654-41b2-ad5d-b8a07ca2c02a", + "metadata": {}, + "outputs": [], + "source": [ + "# Compare total number of trips before and after the program for the same location clusters\n", + "\n", + "tot_num_trips = spark.createDataFrame(p_merged_df)\n", + "\n", + "tot_num_trips = tot_num_trips.join(\n", + " before_avg_trips,\n", + " (before_avg_trips['pickup_cluster'] == tot_num_trips['center_pickup_cluster_before']),\n", + " 'inner'\n", + ").select(\n", + " tot_num_trips['center_address'], \n", + " tot_num_trips['center_pickup_cluster_before'],\n", + " before_avg_trips['average_trips'].alias('avg_trips_before'),\n", + " tot_num_trips['center_pickup_cluster_after']\n", + ")\n", + "\n", + "\n", + "tot_num_trips = tot_num_trips.join(\n", + " after_avg_trips,\n", + " (after_avg_trips['pickup_cluster'] == tot_num_trips['center_pickup_cluster_after']),\n", + " 'inner'\n", + ").select(\n", + " tot_num_trips['center_address'], \n", + " tot_num_trips['center_pickup_cluster_before'],\n", + " tot_num_trips['avg_trips_before'],\n", + " tot_num_trips['center_pickup_cluster_after'],\n", + " after_avg_trips['average_trips'].alias('avg_trips_after')\n", + ")\n", + "\n", + "\n", + "tot_num_trips = tot_num_trips.withColumn(\n", + " 'increase_in_trips_after',\n", + " F.when(\n", + " F.col('avg_trips_after') > F.col('avg_trips_before'),1)\\\n", + " .otherwise(0))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "0d17c642-ca9e-4ba3-aa6f-47ed7ecbf89d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Total number of trips taken based on pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 12863:===========================> (2 + 2) / 4]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------------+----------------------------+----------------+---------------------------+---------------+-----------------------+\n", + "| center_address|center_pickup_cluster_before|avg_trips_before|center_pickup_cluster_after|avg_trips_after|increase_in_trips_after|\n", + "+--------------------+----------------------------+----------------+---------------------------+---------------+-----------------------+\n", + "|5534 S Dorchester...| 1| 77680| 2| 106423| 1|\n", + "|5142 S Hyde Park ...| 2| 24505| 11| 17332| 0|\n", + "|6358 S Kimbark Av...| 3| 19306| 5| 20701| 1|\n", + "|4922 S Cornell Av...| 4| 8914| 9| 9583| 1|\n", + "|5746 S Ellis Ave,...| 5| 60523| 1| 144197| 1|\n", + "|1208 E 47th St, C...| 6| 18156| 8| 11260| 0|\n", + "|1322 E 54th St, C...| 7| 21963| 0| 41364| 1|\n", + "|6122 S Kenwood Av...| 9| 2512| 10| 17647| 1|\n", + "|5719 S Kimbark Av...| 10| 21130| 13| 45635| 1|\n", + "|1455 E 54th St, C...| 11| 30707| 4| 40343| 1|\n", + "|5700 S DuSable Lk...| 14| 13602| 3| 18859| 1|\n", + "+--------------------+----------------------------+----------------+---------------------------+---------------+-----------------------+\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "print(\"\\nTotal number of trips taken based on pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\\n\")\n", + "\n", + "tot_num_trips.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c72046b5-2747-4776-b9c9-121fa4d009ec", + "metadata": {}, + "source": [ + "**Insight:** After the program, almost all of the clusters with the same centerpoint locations except two show an increase in total number of trip." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "ecd8e1eb-20dc-493f-93de-1726c213e62f", + "metadata": {}, + "outputs": [], + "source": [ + "# Find average trip duration before and after the program for the same location clusters\n", + "\n", + "before_avg_fare = before_common.groupBy('pickup_cluster').agg(F.avg('Fare').alias('average_fare'))\\\n", + " .orderBy('pickup_cluster')\n", + "after_avg_fare = after_common.groupBy('pickup_cluster').agg(F.avg('Fare').alias('average_fare'))\\\n", + " .orderBy('pickup_cluster')" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "f9d5abcc-5578-4ccb-ae23-f8d6a4be881b", + "metadata": {}, + "outputs": [], + "source": [ + "# Compare average number of trips before and after the program for the same location clusters\n", + "\n", + "avg_fare = spark.createDataFrame(p_merged_df)\n", + "\n", + "avg_fare = avg_fare.join(\n", + " before_avg_fare,\n", + " (before_avg_fare['pickup_cluster'] == avg_fare['center_pickup_cluster_before']),\n", + " 'inner'\n", + ").select(\n", + " avg_fare['center_address'], \n", + " avg_fare['center_pickup_cluster_before'],\n", + " before_avg_fare['average_fare'].alias('average_fare_before'),\n", + " avg_fare['center_pickup_cluster_after']\n", + ")\n", + "\n", + "avg_fare = avg_fare.join(\n", + " after_avg_fare,\n", + " (after_avg_fare['pickup_cluster'] == avg_fare['center_pickup_cluster_after']),\n", + " 'inner'\n", + ").select(\n", + " avg_fare['center_address'], \n", + " avg_fare['center_pickup_cluster_before'],\n", + " avg_fare['average_fare_before'],\n", + " avg_fare['center_pickup_cluster_after'],\n", + " after_avg_fare['average_fare'].alias('average_fare_after')\n", + ")\n", + "\n", + "avg_fare = avg_fare.withColumn(\n", + " 'increase_in_fare_after',\n", + " F.when(\n", + " F.col('average_fare_after') > F.col('average_fare_before'), 1\n", + " ).otherwise(0)\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "03fa8fa7-9ea0-4547-964c-054dc736e180", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Average trip fare based on pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 12878:===========================> (2 + 2) / 4]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------------+----------------------------+-------------------+---------------------------+------------------+----------------------+\n", + "| center_address|center_pickup_cluster_before|average_fare_before|center_pickup_cluster_after|average_fare_after|increase_in_fare_after|\n", + "+--------------------+----------------------------+-------------------+---------------------------+------------------+----------------------+\n", + "|5534 S Dorchester...| 1| 4.6342044284243045| 2| 9.260051868487075| 1|\n", + "|5142 S Hyde Park ...| 2| 4.775045908998163| 11| 9.765174244172629| 1|\n", + "|6358 S Kimbark Av...| 3| 5.433155495700818| 5| 9.644582387324284| 1|\n", + "|4922 S Cornell Av...| 4| 4.70467803455239| 9| 9.856255869769383| 1|\n", + "|5746 S Ellis Ave,...| 5| 4.692430976653504| 1| 9.988297259998474| 1|\n", + "|1208 E 47th St, C...| 6| 4.9322538003965635| 8| 8.817051509769094| 1|\n", + "|1322 E 54th St, C...| 7| 4.5576651641396895| 0| 9.98138477903491| 1|\n", + "|6122 S Kenwood Av...| 9| 5.113455414012739| 10|10.354451181503938| 1|\n", + "|5719 S Kimbark Av...| 10| 4.522361571225745| 13| 9.948066177276214| 1|\n", + "|1455 E 54th St, C...| 11| 4.697137460513889| 4| 9.76736980393129| 1|\n", + "|5700 S DuSable Lk...| 14| 4.904425819732392| 3| 9.760061509093802| 1|\n", + "+--------------------+----------------------------+-------------------+---------------------------+------------------+----------------------+\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "print(\"\\nAverage trip fare based on pickup clusters with the same centerpoint locations before and after the Lyft program was initiated:\\n\")\n", + "\n", + "avg_fare.show()" + ] + }, + { + "cell_type": "markdown", + "id": "46b95b01-7f1f-4081-8469-3e9db0f8d711", + "metadata": {}, + "source": [ + "**Insight:** After the program, all of the clusters with the same centerpoint locations except show an increase in average trip fare." + ] + }, + { + "cell_type": "markdown", + "id": "10c3656d-9a1c-4d31-ad53-c373cc4775c5", + "metadata": {}, + "source": [ + "## 4) Temporal Analysis\n", + "\n", + "**a) Analysis by hour**" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "40f225ab-b1e9-4d8d-a9e4-508a6f8a0ed1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "# Finding average number of trips, average fare and average trip duration for the pickup clusters based on hour of the day\n", + "\n", + "total = before.count()\n", + "before_hourly_averages = before.groupBy('pickup_cluster', 'hour').agg(\n", + " (F.count('ID')/total).alias('proportion_rides'),\n", + " F.count('ID').alias('total_rides'),\n", + " F.avg('Fare').alias('average_fare'),\n", + " F.avg('trip_duration').alias('average_trip_duration')\n", + ").orderBy('pickup_cluster', 'hour')\n", + "\n", + "total_a = after.count()\n", + "after_hourly_averages = after.groupBy('pickup_cluster', 'hour').agg(\n", + " (F.count('ID')/total_a).alias('proportion_rides'),\n", + " F.count('ID').alias('total_rides'),\n", + " F.avg('Fare').alias('average_fare'),\n", + " F.avg('trip_duration').alias('average_trip_duration')\n", + ").orderBy('pickup_cluster', 'hour')" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "849f26d6-98be-4998-b70d-c27b79910df1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 12986:===============================================> (92 + 8) / 100]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------+----+--------------------+-----------+------------------+---------------------+\n", + "|pickup_cluster|hour| proportion_rides|total_rides| average_fare|average_trip_duration|\n", + "+--------------+----+--------------------+-----------+------------------+---------------------+\n", + "| 0| 0|0.001888379092102...| 640| 5.0078125| 6.234375|\n", + "| 0| 1|0.001407432542082...| 477|4.8584905660377355| 5.880503144654088|\n", + "| 0| 2|3.599722644320847...| 122| 4.795081967213115| 4.672131147540983|\n", + "| 0| 3|5.016006963397902...| 17|4.5588235294117645| 3.5294117647058822|\n", + "| 0| 17| 0.00906126904976174| 3071| 5.44366655812439| 7.0823835884076844|\n", + "| 0| 18|0.010262160128645826| 3478| 5.335681426106958| 6.55549166187464|\n", + "| 0| 19|0.008415089329182833| 2852| 5.287517531556802| 5.8800841514726505|\n", + "| 0| 20|0.006624079784016641| 2245| 5.128062360801782| 6.55456570155902|\n", + "| 0| 21|0.005125178879660...| 1737| 5.138169257340242| 3.3333333333333335|\n", + "| 0| 22|0.004284260065208...| 1452| 4.975895316804408| 5.650826446280992|\n", + "+--------------+----+--------------------+-----------+------------------+---------------------+\n", + "only showing top 10 rows\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "before_hourly_averages.show(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "8aff48e2-0d5e-4a85-aa70-a9bc59182f32", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 12992:===================================================>(99 + 1) / 100]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+--------------+----+--------------------+-----------+------------------+---------------------+\n", + "|pickup_cluster|hour| proportion_rides|total_rides| average_fare|average_trip_duration|\n", + "+--------------+----+--------------------+-----------+------------------+---------------------+\n", + "| 0| 0|0.004111982881597718| 2306| 9.55225498699046| 4.111014744145707|\n", + "| 0| 1|0.002350213980028531| 1318| 9.749620637329286| 4.062974203338391|\n", + "| 0| 2|9.843081312410841E-4| 552| 9.370471014492754| 3.75|\n", + "| 0| 3| 2.31811697574893E-4| 130| 9.576923076923077| 2.423076923076923|\n", + "| 0| 17|0.007733594864479315| 4337|10.855430020751673| 6.467604334793636|\n", + "| 0| 18| 0.0099518544935806| 5581|10.746729976706684| 5.340440781222004|\n", + "| 0| 19|0.011640513552068474| 6528|10.028722426470589| 5.110294117647059|\n", + "| 0| 20|0.011504992867332382| 6452| 9.393986360818351| 4.700867947923125|\n", + "| 0| 21|0.011770684736091297| 6601| 9.46788365399182| 4.776549007726102|\n", + "| 0| 22| 0.00791191155492154| 4437|10.036060401171962| 4.114266396213658|\n", + "+--------------+----+--------------------+-----------+------------------+---------------------+\n", + "only showing top 10 rows\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "after_hourly_averages.show(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "cfbc33cb-e3cd-41c0-bc8b-a116a3c468aa", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "[Stage 13029:===========================================> (13 + 3) / 16]\r" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "+----+\n", + "|hour|\n", + "+----+\n", + "| 22|\n", + "| 1|\n", + "| 3|\n", + "| 20|\n", + "| 19|\n", + "| 17|\n", + "| 23|\n", + "| 21|\n", + "| 2|\n", + "| 0|\n", + "| 18|\n", + "+----+\n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "before.select('hour').distinct().show()" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "id": "c6b5c0e7-e065-4ff4-bd79-8291b986366c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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fiIiImOrXX3+lSJEiODg4kDlzZtswcg9z9epV7O3t8fHxeeyyjx07xo0bN+jatSvFihV77qwJrdPHx4eIiAju3LmDl5dXgvPlzJmT48ePExoairu7+3PneJRvv/2W7NmzM2fOHMaMGYOLiwv16tXjiy++iDPEWEIuX76MYRgPLQjmzZs3zu+Pe64ext3dnTZt2jB58mRy5cpF7dq1bR9YJ5TpxIkTDx1q78Fr1DzKk+SNvb7Pw679BTHXr1q3bh3Dhw9n7NixfPLJJ6RLl4433niDUaNG4eHh8ch1ODg4kD59+jjTYo+t2GEWIWa4wcGDBzNx4kRGjx7NDz/8gKur6xNflyn2umcPSmifBQcHJ7h/smbNGi/X03jSY2TTpk3UqFEjzrTTp0/Hu57cg7Jnzx5nG6tXr47FYqFfv3788ccf1KtXj8uXLwNQvnz5BJfxuCEFY7f9Yfvn/uujAbi5ucUbOvLy5cvcvHkTJyenBNfxpMfx2rVrbdfMyp49e7zj6GE5g4ODE9yXDz6/wcHBCf79P+w1IaFttVqt1K1bl4sXLzJo0CCKFy+Ou7s7VquVSpUqJVgoT5cuXZzfnZyccHNzi1Nsi50eEhKSYBYREREREUkeVJQSERERUxUpUiTBD84fJmPGjERHRxMUFPTYD7x9fX1p1aoVb7/9NgA//vhjnA+gXVxcuHXrVrz5HvYBcVBQUILTnJycSJMmzUNz1KtXj9WrV7N06VLatm37yMwP4+zsTHh4eLzpDxYL3N3dGTZsGMOGDePy5cu2XlNNmjThn3/+eeQ6MmTIgMViYfPmzTg7OyeY4X5P0lvnYd566y1++eUXDhw4wMyZMx+ZydXVlcmTJz/08Sf1JHljr81z/vz5R7bLlSsXkyZNAmKKn3PnzmXo0KFEREQwceLER84bFRVFcHBwnIJC7LF1/zQvLy86d+7ML7/8Qu/evZkyZQrt27cnbdq0j92Op5U+fXouXboUb/rFixeB//ZzbJHgwWPxYX8zT3qMlC1bll27dsWZFlsweVolSpQAYP/+/dSrV8+Wff78+Q8tfj5K7HPysP3z4DGY0DZnyJCB9OnTs2rVqgTX8bhCZqySJUs+9phPaP1P+vymT5+enTt3xmuX0Gvfw9Z16NAh9u/fz9SpU+ncubNteuz1r0REREREJHXT8H0iIiKSrMQO5/Tjjz8+UfvOnTvz22+/MWXKFDp16hRnmL3cuXNz7NixOB+wBwcHs23btgSXtXDhQu7du2f7/fbt2yxdupRq1aphb2//0Axvv/02Pj4+9OnThwsXLjx02Y+SO3duDhw4EGfa+vXruXPnzkPnyZw5M126dKFdu3YcPXqUsLAw4L/i0oM9Fho3boxhGFy4cIFy5crFuxUvXvyRGZ+Gr68vb731Fq+//jqvv/76Q9s1btyYkydPkj59+gQz3d/7w9nZ+amGK0xI5cqV8fLyYuLEiRiG8UTzFCxYkIEDB1K8eHH27NnzRPM8WIibNWsWENPT537du3fn2rVrtGzZkps3b/Lhhx8+0fKfVq1atVi/fr2tSBHr119/xc3NjUqVKgHY9veDx+KSJUuea/0eHh7xntuH9Sp6nH379gGQKVMmIKYo7ODgwMmTJxM8hh5XFPf19cXV1ZUZM2bEmX7+/HnbsIeP07hxY4KDg4mOjk5w/YUKFXqmbX1StWrV4u+//453fP76669YLBZbLzU/Pz9u375tGyY11m+//fbE64otVD1YxP7pp5+eJbqIiIiIiKQw6iklIiIiyUq1atXo2LEjI0eO5PLlyzRu3BhnZ2f27t2Lm5sbH330Ubx5WrZsiZubGy1btuTu3bvMnj0bJycnOnbsyE8//USHDh3o2rUrwcHBjB07Nt5wVLHs7e2pU6cOvXr1wmq1MmbMGEJCQhg2bNgjM3t5efH777/TuHFjSpcuzYcffoivry9OTk4cP36cGTNmsH//fpo3b/7QZXTs2JFBgwYxePBg/Pz8+Pvvv/n+++/jDRlYsWJFGjduTIkSJfD29ubIkSNMnz4dX19f3NzcAGzFpTFjxtCgQQPs7e0pUaIEVapU4f/+7/9488032b17N6+++iru7u5cunSJLVu2ULx4cd5///1HbuvTiO1p9Cg9evRgwYIFvPrqq/Ts2ZMSJUpgtVoJDAxk9erVfPLJJ1SsWNG2XRs3bmTp0qVkyZIFDw+Pp/6wP02aNHz11Ve888471K5dm65du5I5c2ZOnDjB/v37+f777zlw4AAffvghrVq1okCBAjg5ObF+/XoOHDhA3759H7sOJycnvvrqK+7cuUP58uXZtm0bI0eOpEGDBlStWjVO24IFC1K/fn1WrlxJ1apVKVmy5FNtz5MaMmQIy5Yto0aNGgwePJh06dIxc+ZMli9fztixY23HWfny5SlUqBC9e/cmKioKb29vFi1axJYtWxIl1+MEBgayfft2AEJDQwkICMDf359cuXLZ/p5y587N8OHDGTBgAKdOnaJ+/fp4e3tz+fJldu7caetd+DBp06Zl0KBB9O/fn06dOtGuXTuCg4MZNmwYLi4uDBky5LE527Zty8yZM2nYsCEff/wxFSpUwNHRkfPnz7NhwwaaNm36yOLs8+rZsye//vorjRo1Yvjw4eTKlYvly5czYcIE3n//fQoWLAjEFPG//vprOnTowMiRI8mfPz8rV67kjz/+AB4/1CFA4cKFyZcvH3379sUwDNKlS8fSpUvjDXMoIiIiIiKpk4pSIiIikuxMnTqVMmXKMGnSJKZOnYqrqytFixalf//+D52nYcOGrFixgiZNmtC0aVMWLlxIlSpVmDZtGp9//jlNmzYlb968DBkyhBUrVrBx48Z4y/jwww+5d+8e3bt358qVK7zyyissX76cKlWqPDZzhQoVOHjwIF9//TVz585lzJgxREdHkyNHDmrVqsX333//yPk//fRTQkJCmDp1Kl9++SUVKlRg7ty5NG3aNE67mjVrsmTJEr7++mvCwsLIli0bnTp1YsCAAbY27du3Z+vWrUyYMIHhw4djGIbt+j0//fQTlSpV4qeffmLChAlYrVayZs1KlSpVqFChwmO380Vzd3dn8+bNfP755/zvf//j9OnTuLq6kjNnTmrXrh2np9Q333zDBx98QNu2bQkLC8PPzy/B5/Fx3n77bbJmzcqYMWN45513MAyD3Llz24Yi8/HxIV++fEyYMIFz585hsVjImzcvX331VYJF0Qc5OjqybNkyunfvzsiRI3F1daVr16588cUXCbZv06YNK1euTLReUgCFChVi27Zt9O/fnw8++IC7d+9SpEgRpkyZQpcuXWzt7O3tWbp0KR9++CHvvfcezs7OtG3blu+//55GjRolWr6H+e677/juu++AmKEFc+bMyf/93//x2WefxSku9+vXj6JFi/LNN98we/ZswsPD8fHxoXz58rz33nuPXU+/fv3IlCkT3377LXPmzMHV1ZXq1aszevTox16rDWL225IlS/jmm2+YPn06/v7+ODg4kD17dvz8/F5oL8SEZMyYkW3bttGvXz/69etHSEgIefPmZezYsfTq1cvWzt3dnfXr19OjRw/69OmDxWKhbt26TJgwgYYNGz7R0JGOjo4sXbqUjz/+mHfffRcHBwdq167N2rVryZkzZyJupYiIiIiIJAcW40nHJRERERFJpc6cOUOePHn44osv6N27t9lxJJVp0aIF27dv58yZMzg6OpodR1Kh0aNHM3DgQAIDA8mePbvZcUREREREJBlTTykRERERkSQmPDycPXv2sHPnThYtWsS4ceNUkJKXIrbXZuHChYmMjGT9+vV8++23dOjQQQUpERERERF5bipKiYiIiIgkMZcuXaJy5cp4enry7rvvPtGwgCIvgpubG19//TVnzpwhPDycnDlz8tlnnzFw4ECzo4mIiIiISAqg4ftEREREREREREREREQk0dmZHUBERERERERERERERERSPhWlREREREREREREREREJNGpKCUiIiIiIiIiIiIiIiKJTkUpERERERERERERERERSXQqSomIiIiIiIiIiIiIiEiiU1FKREREREREREREREREEp2KUiIiIiIiIiIiIiIiIpLoVJQSERERERERERERERGRRKeilIiIiIiIiIiIiIiIiCQ6FaXkuVgslie6bdy48bHLGj16NIsXL37uPEOHDn3q3F5eXlSvXp3ly5c/1/rN9rB9uHHjxid+Hsz03XffkT9/fpycnLBYLNy8eTPBdlOnTo3z/Dk4OJAlSxbatm3L8ePH47WvXr061atXf+z6z5w5g8ViYerUqc+3Ic/g9OnTdO/enSJFiuDu7o6Liwu5c+emQ4cObNiwAcMwbG1jt//MmTMvPefjPPjcPOyWO3fuxy7r77//ZujQoc+1nU+6r1LSMZUYf+/Vq1ePs39cXV0pWbIk48ePx2q1vrD1pASxz3nszdHRkfTp01O+fHl69uzJ4cOHzY7IrFmzGD9+fIKPPen/URERkdQupbwX9vT0pHLlysyePTte26d53/Gk58ciIiIiDmYHkOQtICAgzu8jRoxgw4YNrF+/Ps70okWLPnZZo0ePpmXLljRr1uxFRnyoli1b8sknn2C1Wjl16hQjR46kSZMmLF26lEaNGr2UDC/aw/ZhmTJlCAgIeKLnwSz79u2je/fuvPPOO3Tu3BkHBwc8PDweOc+UKVMoXLgw9+7dY+vWrYwaNYoNGzbwzz//4O3tbWs3YcKExI7/XJYsWUL79u3JkCED7733HmXKlMHZ2ZkTJ04wf/58atasydq1a6lVqxYAjRo1IiAggCxZspicPL7YbPfz9fW1/b3FcnZ2fuyy/v77b4YNG0b16tWfqIj1IqSEYyqx/t7z5s3LzJkzAbhy5QoTJ06kZ8+eXLp0iTFjxrzQdaUEH330Ee3bt8dqtXLz5k327t3L5MmT+e677/D39+fTTz81LdusWbM4dOgQPXr0iPdYQEAA2bNnf/mhREREkpmU8F7YMAxOnz7N6NGjad++PYZh0L59e1u7pPy+Q0RERJIvFaXkuVSqVCnO7xkzZsTOzi7e9KQoc+bMtpyVK1fG19eX/PnzM378+IcWpSIjI229KJKSu3fv4urq+tDHPT09k/xzEtt7oGvXrlSoUOGJ5ilWrBjlypUDYr6ZFx0dzZAhQ1i8eDFvvvmmrV1SLsadPHmSdu3a8corr7B27Vo8PT1tj/n5+fH222+zcePGOAWRjBkzkjFjRjPiPtbDst3/95aUpYRjKrH+3l1dXeMst0GDBhQuXJjvv/+ekSNH4ujoGG8ewzC4d+/eI1+fXqTHvRa+TDlz5oyzvxo2bEivXr1o3rw5ffr0oVixYjRo0OCFrOtFbndy+DsVERFJClLKe2FfX1+qVKlC7ty5+emnn+IUpZLy+w4RERFJvjR8nyS669ev061bN7Jly4aTkxN58+ZlwIABhIeH29pYLBZCQ0OZNm2abRiB2K7/V69epVu3bhQtWpQ0adKQKVMmatasyebNm19oznz58pExY0bOnj0L/DcE1vTp0/nkk0/Ili2brfcKwOTJkylZsiQuLi6kS5eO119/nSNHjsRZZpcuXUiTJg2HDx+mVq1auLu7kzFjRj788EPCwsLitL137x79+vUjT548ODk5kS1bNj744IN4Q9jlzp2bxo0bs3DhQkqXLo2LiwvDhg175D582HBeS5YswdfXFzc3Nzw8PKhTp068b/wNHToUi8XC4cOHadeuHV5eXmTOnJm33nqLW7duPdG+fdy+ql69Oh06dACgYsWKWCwWunTp8kTLvl9sMeHy5ctxpic0lMTFixdp3bo1Hh4eeHl50aZNG4KCghJc7u7du3nttddIly4dLi4ulC5dmrlz58ZpExYWRu/evcmTJ49tO8uVK5fgMBj3GzduHGFhYUyYMCFOQerB/CVLlrT9/uAwGj169MDd3Z2QkJB487Zp04bMmTMTGRlpmzZnzhx8fX1xd3cnTZo01KtXj71798aZL/bYPXHiBA0bNiRNmjTkyJGDTz75JM7f7rPasmULtWrVwsPDAzc3NypXrhxn+MypU6fSqlUrAGrUqGE7pmOHwVuzZg1NmzYle/bsuLi4kD9/ft59912uXbv23NnulxyPqYT+3hPj+XR0dKRs2bKEhYVx9epVIOa1/MMPP2TixIkUKVIEZ2dnpk2bBjz+OY+1ZcsWfH19cXFxIVu2bAwaNIhffvkl3tAxD3stBPjhhx949dVXyZQpE+7u7hQvXpyxY8fG+TuAmOexWLFiBAQEULlyZVxdXcmdOzdTpkwBYPny5ZQpUwY3NzeKFy/OqlWrnmlfxXJ1dWXSpEk4OjryxRdf2KbHvs4+KKEhc553u2OHqj179mycoXtiJTT0z6FDh2jatCne3t64uLhQqlQp2/MaK/a4mz17NgMGDCBr1qx4enpSu3Ztjh49+jy7TUREJNlKLu+Fc+XKRcaMGeOd8yZ0LmIYBmPHjiVXrly4uLhQpkwZVq5cmeByQ0JCbOezse9xe/ToQWhoaJx28+bNo2LFinh5eeHm5kbevHl56623Xug2ioiISNKRtLp7SIpz7949atSowcmTJxk2bBglSpRg8+bN+Pv7s2/fPtsHkgEBAdSsWZMaNWowaNAgANsH9NevXwdgyJAh+Pj4cOfOHRYtWkT16tVZt27dCxu3+saNGwQHB1OgQIE40/v164evry8TJ07Ezs6OTJky4e/vT//+/WnXrh3+/v4EBwczdOhQfH192bVrV5xlREZG0rBhQ95991369u3Ltm3bGDlyJGfPnmXp0qVAzIl9s2bNWLduHf369aNatWocOHCAIUOGEBAQQEBAQJzhzvbs2cORI0cYOHAgefLkwd3dnWbNmj10HyZk1qxZvPHGG9StW5fZs2cTHh7O2LFjbfu1atWqcdq3aNGCNm3a8Pbbb3Pw4EH69esHxBScHuVJ9tWECROYPXs2I0eOtA2f9izfyDt9+jQABQsWfGS7u3fvUrt2bS5evIi/vz8FCxZk+fLltGnTJl7bDRs2UL9+fSpWrMjEiRPx8vLit99+o02bNoSFhdmKZ7169WL69OmMHDmS0qVLExoayqFDhwgODn5kljVr1pAlSxZb8eNZvPXWW3zzzTfMnTuXd955xzb95s2b/P7773zwwQe2XiyjR49m4MCBvPnmmwwcOJCIiAi++OILqlWrxs6dO+P0AIqMjOS1117j7bff5pNPPuHPP/9kxIgReHl5MXjw4GfOu2nTJurUqUOJEiWYNGkSzs7OTJgwgSZNmjB79mzatGlDo0aNGD16NP379+eHH36gTJkyQEzxGGJ6mPn6+vLOO+/g5eXFmTNnGDduHFWrVuXgwYMJ9tp5FsnxmHqYxHg+T548iYODQ5yefIsXL2bz5s0MHjwYHx8fMmXK9ETPOcCBAweoU6cOBQsWZNq0abi5uTFx4kRmzJiR4PoTei2MzdW+fXvbByD79+9n1KhR/PPPP/Fes4KCgnjzzTfp06cP2bNn57vvvuOtt97i3LlzzJ8/n/79++Pl5cXw4cNp1qwZp06dImvWrM+0vwCyZs1K2bJl2bZtG1FRUc/U8/Z5tnvChAn83//9HydPnmTRokWPXdfRo0epXLkymTJl4ttvvyV9+vTMmDGDLl26cPnyZfr06ROnff/+/alSpQq//PILISEhfPbZZzRp0oQjR45gb2//1NsqIiKSXCWn98K3bt3i+vXrT9TLa9iwYQwbNoy3336bli1bcu7cObp27Up0dDSFChWytQsLC8PPz4/z58/Tv39/SpQoweHDhxk8eDAHDx5k7dq1WCwWAgICaNOmDW3atGHo0KG4uLhw9uzZeMMgioiISApiiLxAnTt3Ntzd3W2/T5w40QCMuXPnxmk3ZswYAzBWr15tm+bu7m507tz5seuIiooyIiMjjVq1ahmvv/56nMcAY8iQIY9dBmB069bNiIyMNCIiIowjR44YDRo0MADjhx9+MAzDMDZs2GAAxquvvhpn3hs3bhiurq5Gw4YN40wPDAw0nJ2djfbt29umde7c2QCMb775Jk7bUaNGGYCxZcsWwzAMY9WqVQZgjB07Nk67OXPmGIDxv//9zzYtV65chr29vXH06NF42/WwfRi7LRs2bDAMwzCio6ONrFmzGsWLFzeio6Nt7W7fvm1kypTJqFy5sm3akCFDEszWrVs3w8XFxbBarfHWF+tp9tWUKVMMwNi1a9dDl/dg2+3btxuRkZHG7du3jVWrVhk+Pj7Gq6++akRGRsZp7+fnZ/j5+dl+//HHHw3A+P333+O069q1qwEYU6ZMsU0rXLiwUbp06XjLbNy4sZElSxbb/itWrJjRrFmzx2Z/kIuLi1GpUqV406Ojo43IyEjb7f7nKXb7T58+bZtWpkyZOM+bYRjGhAkTDMA4ePCgYRgx+93BwcH46KOP4rS7ffu24ePjY7Ru3do2LfbYffBvt2HDhkahQoWeahsB44MPPrD9XqlSJSNTpkzG7du3bdOioqKMYsWKGdmzZ7cdU/PmzYtz3D6M1Wo1IiMjjbNnz8Z7XhPaVwlJScfUg3/vhvH8z6efn5/xyiuv2I7HixcvGn379jUAo1WrVrZ2gOHl5WVcv349zvxP+py3atXKcHd3N65evWprFx0dbRQtWjTe8/io18L7xf4t/frrr4a9vX2cbH5+fgZg7N692zYtODjYsLe3N1xdXY0LFy7Ypu/bt88AjG+//faR6zt9+rQBGF988cVD27Rp08YAjMuXLxuG8d/r7IMSOn5fxHY3atTIyJUrV4LzPfh/tG3btoazs7MRGBgYp12DBg0MNzc34+bNm4Zh/HfcPfh6P3fuXAMwAgICHplXREQkuUuu74WPHTtmvPbaa4aHh0eccyLDiH8ucuPGDcPFxSXeurdu3WoAcc6P/f39DTs7u3jv7+bPn28AxooVKwzDMIwvv/zSAGznFCIiIpLyafg+SVTr16/H3d2dli1bxpke2xNg3bp1T7SciRMnUqZMGVxcXHBwcMDR0ZF169bFGy7vaUyYMAFHR0ecnJwoUqQI27ZtY/jw4XTr1i1OuxYtWsT5PSAggLt378YbXi5HjhzUrFkzwW1644034vweO073hg0bAGzfAntwma1atcLd3T3eMkuUKPHYnhuPcvToUS5evEjHjh2xs/vvZSBNmjS0aNGC7du3xxte8LXXXouX4d69e1y5cuWh63mWffU0KlWqhKOjIx4eHtSvXx9vb29+//33x/Y82LBhAx4eHvG26f7x0wFOnDjBP//8Y3v+oqKibLeGDRty6dIl27BUFSpUYOXKlfTt25eNGzdy9+7d59q25s2b4+joaLt17979ke3ffPNNtm3bFmeYrClTplC+fHmKFSsGwB9//EFUVBSdOnWKsy0uLi74+fnFG97RYrHQpEmTONNKlChhG+LyWYSGhrJjxw5atmxJmjRpbNPt7e3p2LEj58+ff6Khvq5cucJ7771Hjhw5bK8JuXLlAniu14WUfEw97/N5+PBh2/GYNWtWvvrqK9544w1+/vnnOO1q1qwZp+fU0zznmzZtombNmmTIkMHWzs7OjtatWyeY6WGvhXv37uW1114jffr02Nvb4+joSKdOnYiOjubYsWNx2mbJkoWyZcvafk+XLh2ZMmWiVKlScXpEFSlSBOC5jv9YhmE81/wvYruf1Pr166lVqxY5cuSIM71Lly6EhYXFG/I1of8V8GL2m4iISHKSXN4LFyxYkJUrVzJ79uw450QJCQgI4N69e/He31auXNl2Lh5r2bJlFCtWjFKlSsU5561Xr16coabLly8PQOvWrZk7dy4XLlx45u0SERGR5EFFKUlUwcHB+Pj4xLtWRqZMmXBwcHiiYajGjRvH+++/T8WKFVmwYAHbt29n165d1K9f/7k+pG3dujW7du1i9+7dHD16lODgYNtwCffLkiVLvG1KaDrEDMv04DY5ODiQPn36ONN8fHziLCs4OBgHB4d4Q9ZZLBZ8fHziLTOhdT+Nx22D1Wrlxo0bcaY/uA2xwwk+6jl42n31tH799Vd27drF+vXreffddzly5Ajt2rV77HzBwcFkzpw53vTY5yVW7JjqvXv3jlMgcnR0tBUvY69h9O233/LZZ5+xePFiatSoQbp06WjWrBnHjx9/ZJacOXMm+GHtV199xa5du9i1a9djtwdiCp/Ozs62ay79/fff7Nq1izfffDPe9pQvXz7e9syZMyfe9Zjc3NxwcXGJM83Z2Zl79+49UaaE3LhxA8MwHnpMAI89LqxWK3Xr1mXhwoX06dOHdevWsXPnTrZv3w48+ph8nJRwTD3M8z6f+fLls71mHjp0iJs3bzJjxgy8vLzitHvwuX2a5/xh+zGhaQmtCyAwMJBq1apx4cIFvvnmGzZv3syuXbv44YcfgPjHR7p06eItw8nJKd50JycngOc6/mOdPXsWZ2fnBNf9JF7Edj+p4ODgp/p7fZb/FSIiIilRcngvvG3bNn766Sc8PDxo27btY88zYzM/eI6b0LTLly9z4MCBeOe8Hh4eGIZhO+d99dVXWbx4se3Lc9mzZ6dYsWKPvY6qiIiIJF+6ppQkqvTp07Njxw4Mw4hzMn7lyhWioqLifBv+YWbMmEH16tX58ccf40y/ffv2c2XLmDHjE13H58E3EbEfuF26dCle24sXL8bbpqioKIKDg+N8UBcUFBRnWenTpycqKoqrV6/GKUwZhkFQUJDt22MPy/S0HrcNdnZ2cXo6JNZ6nuT5f5QiRYrYnsMaNWoQHR3NL7/8wvz58+N9I/HBXDt37ow3PfZ5iRWbr1+/fjRv3jzBZcWOm+7u7m4bX/3y5cu2Hi5NmjThn3/+eWiWOnXq8MMPP7B79+44x2PstZOelLe3N02bNuXXX3+1XZvLxcUlTkEldnvmz58f75uML4u3tzd2dnYPPSaAxx4Xhw4dYv/+/UydOpXOnTvbpp84ceK586WEYyqxuLi4PNNr5tM85+nTp493gW2Ivx8fti6IuaZVaGgoCxcujHOc79u377HZX4YLFy7w119/4efnZ+uBF1ssDA8Pj3P9wAcLxbFe5nanT5/+uf5eRUREUqvk8l7Y19eXIkWK4OfnR8+ePVm2bNlD54t9f5fQuVlQUBC5c+e2/Z4hQwZcXV0feg3i+7e/adOmNG3alPDwcLZv346/vz/t27cnd+7c+Pr6PssmioiISBKmnlKSqGrVqsWdO3dYvHhxnOm//vqr7fFYzs7OCX7by2KxxPmQDuDAgQPxhgx6WXx9fXF1dWXGjBlxpp8/f942zNGDZs6cGef3WbNmAdguTBs7z4PLXLBgAaGhoQkuMyEP24cPKlSoENmyZWPWrFlxhpEKDQ1lwYIF+Pr64ubm9kTrfJRn2VfPY+zYsXh7ezN48GCsVutD29WoUYPbt2+zZMmSONNjn5dYhQoVokCBAuzfv59y5colePPw8Ii3/MyZM9OlSxfatWvH0aNH4w2FeL+ePXvi5ubGBx988NxvLt98800uXrzIihUrmDFjBq+//jpp06a1PV6vXj0cHBw4efLkQ7cnsbm7u1OxYkUWLlwY51i1Wq3MmDGD7Nmz24Yle1gPi9g39Q++Lvz0008vPG9yPKaSmqd5zv38/Fi/fn2cYozVamXevHlPvL6Ejg/DMOINM2iGu3fv8s477xAVFUWfPn1s02M/wDlw4ECc9kuXLn3iZT/Ndj/p/wqI+f+0fv16WxEq1q+//oqbm9sTXRBdREQkNUpO74WrVatGp06dWL58+SOXXalSJVxcXOK9v922bVu80R8aN27MyZMnSZ8+fYLnvPcXsGI5Ozvj5+fHmDFjgJihiUVERCTlUU8pSVSdOnXihx9+oHPnzpw5c4bixYuzZcsWRo8eTcOGDaldu7atbfHixdm4cSNLly4lS5YseHh4UKhQIRo3bsyIESMYMmQIfn5+HD16lOHDh5MnTx6ioqJe+jalTZuWQYMG0b9/fzp16kS7du0IDg5m2LBhuLi4MGTIkDjtnZyc+Oqrr7hz5w7ly5dn27ZtjBw5kgYNGlC1alUgprdMvXr1+OyzzwgJCaFKlSocOHCAIUOGULp0aTp27PhE2R62Dx9kZ2fH2LFjeeONN2jcuDHvvvsu4eHhfPHFF9y8eZPPP//8+XcUT7+vnpe3tzf9+vWjT58+zJo1iw4dOiTYrlOnTnz99dd06tSJUaNGUaBAAVasWMEff/wRr+1PP/1EgwYNqFevHl26dCFbtmxcv36dI0eOsGfPHtuH5RUrVqRx48aUKFECb29vjhw5wvTp0x9b4MuXLx+zZ8+mXbt2FC9enPfff58yZcrg7OzMlStXWL16NQCenp6P3f66deuSPXt2unXrRlBQUJyh+yDmg+/hw4czYMAATp06Zbtm0uXLl9m5c6etZ05i8/f3p06dOtSoUYPevXvj5OTEhAkTOHToELNnz7Z9uB57Laz//e9/eHh44OLiQp48eShcuDD58uWjb9++GIZBunTpWLp0KWvWrHnhWZPjMZUUPelzPmDAAJYuXUqtWrUYMGAArq6uTJw4kdDQUIA418B7mDp16uDk5ES7du3o06cP9+7d48cff4w3JGliCwwMZPv27VitVm7dusXevXuZPHkyZ8+e5auvvqJu3bq2tg0bNiRdunS8/fbbDB8+HAcHB6ZOncq5c+eeeH1Ps93Fixdn4cKF/Pjjj5QtWxY7O7uHFqWHDBnCsmXLqFGjBoMHDyZdunTMnDmT5cuXM3bs2HjDN4qIiEiM5PZeeMSIEcyZM4dBgwaxdu3aBNt4e3vTu3dvRo4cyTvvvEOrVq04d+4cQ4cOjTd8X48ePViwYAGvvvoqPXv2pESJElitVgIDA1m9ejWffPIJFStWZPDgwZw/f55atWqRPXt2bt68yTfffIOjoyN+fn4vdBtFREQkiTBEXqDOnTsb7u7ucaYFBwcb7733npElSxbDwcHByJUrl9GvXz/j3r17cdrt27fPqFKliuHm5mYAhp+fn2EYhhEeHm707t3byJYtm+Hi4mKUKVPGWLx4sdG5c2cjV65ccZYBGEOGDHlsTsD44IMPHtlmw4YNBmDMmzcvwcd/+eUXo0SJEoaTk5Ph5eVlNG3a1Dh8+HCC++PAgQNG9erVDVdXVyNdunTG+++/b9y5cydO27t37xqfffaZkStXLsPR0dHIkiWL8f777xs3btyI0y5XrlxGo0aNEsz0sH0Yuy0bNmyI037x4sVGxYoVDRcXF8Pd3d2oVauWsXXr1jhthgwZYgDG1atX40yfMmWKARinT59OMMvT7qvY5e3ateuxy3tU27t37xo5c+Y0ChQoYERFRRmGYRh+fn62fRHr/PnzRosWLYw0adIYHh4eRosWLYxt27YZgDFlypQ4bffv32+0bt3ayJQpk+Ho6Gj4+PgYNWvWNCZOnGhr07dvX6NcuXKGt7e34ezsbOTNm9fo2bOnce3atcduj2EYxsmTJ42PPvrIKFSokOHq6mo4OzsbuXLlMlq1amUsWrTIsFqt8bY/oX3fv39/AzBy5MhhREdHJ7iuxYsXGzVq1DA8PT1t62nZsqWxdu1aW5uE/pYN47/j4Wkk9Pe2efNmo2bNmoa7u7vh6upqVKpUyVi6dGm8ecePH2/kyZPHsLe3j/Pc/P3330adOnUMDw8Pw9vb22jVqpURGBgY7zXgSY/TlHRMJfT3/rzPp5+fn/HKK688tt2jXluf9DnfvHmzUbFiRcPZ2dnw8fExPv30U2PMmDEGYNy8edPW7lGvhUuXLjVKlixpuLi4GNmyZTM+/fRTY+XKlfH2y8O262HLfpL/HadPnzYA283e3t7w9vY2ypYta/To0SPea1+snTt3GpUrVzbc3d2NbNmyGUOGDDF++eWXeMfvi9ju69evGy1btjTSpk1rWCyWOMdAQv9HDx48aDRp0sTw8vIynJycjJIlS8Y7ph/2PzN2fzzYXkREJKVJCe+FP/30UwMwNm3aZBhGwufSVqvV8Pf3N3LkyGE4OTkZJUqUMJYuXZrg+fGdO3eMgQMHGoUKFbK9FyxevLjRs2dPIygoyDAMw1i2bJnRoEEDI1u2bIaTk5ORKVMmo2HDhsbmzZsfuy0iIiKSPFkM476xu0TkherSpQvz58/nzp07ZkcREUm26taty5kzZzh27JjZUURERERERERE5Dlo+D4RERFJMnr16kXp0qXJkSMH169fZ+bMmaxZs4ZJkyaZHU1ERERERERERJ6TilIiIiKSZERHRzN48GCCgoKwWCwULVqU6dOnP/R6XiIiIiIiIiIiknxo+D4RERERERERERERERFJdHZmBxAREREREREREREREZGUT0UpERERERERERERERERSXQqSomIiIiIiIiIiIiIiEiiczA7QHJltVq5ePEiHh4eWCwWs+OIiIiISBJnGAa3b98ma9as2Nnpu2GJQefoIiIiIvI0dI4u8vKpKPWMLl68SI4cOcyOISIiIiLJzLlz58iePbvZMVIknaOLiIiIyLPQObrIy6Oi1DPy8PAAYl6wPD09TU4jIiIiIkldSEgIOXLksJ1Hyounc3QREREReRo6Rxd5+VSUekaxw4F4enrqDa+IiIiIPDENK5d4dI4uIiIiIs9C5+giL48GyhQREREREREREREREZFEp6KUiIiIiIiIiIiIiIiIJDoVpURERERERERERERERCTRqSglIiIiIiIiIiIiIiIiiU5FKREREREREREREREREUl0KkqJiIiIiIiIiIiIiIhIolNRSkRERERERERERERERBKdilIiIiIiIiIiIiIiIiKS6FSUEhERERERERERERERkUSnopSIiIiIiIiIiIiIiIgkOhWlREREREREREREREREJNGpKCUiIiIiIiIiIiIiIiKJTkUpERERERERERERERERSXQqSomIiIiIiIiIiIiIiEiiU1FKRERETGe1RrP3j2Wc2rvL7CgiIiIiIgLcvR3CjkVzuRZ4xuwoIiKSgjiYHUBERERSN2t0NCt/GMc/WzcBUK19F8q/1gKLxWJyMhERERGR1Cns1k3mjRzItcAz7Fg8j6a9B5CreCmzY4mISAqgnlIiIiJimuioKJZ/92VMQerfItTmWVPZNH0ShtVqcjoRERERkdQn9OYN5g7vH9NDymIh8t5dFn0+lKMBW8yOJiIiKYCKUiIiImKK6KhIln87lmMBm7Gzd6DpJwPw6/AWAH8tX8zKCV8THRVlckoRERERkdTjzvVg5gzrR/D5QNKkS0/nsd9RsGIVoqOiWPbNGPb9sdzsiCIiksypKCUiIiIvXVRkJEu/HsPxHduwd3DgtU/6k798Jco1aU6DD3phZ2/Pkc0bWPzFCCLv3TM7roiIiIhIinc7+Bpzh/fjxsXzeGTISJshn5MhZ24a9ehDybqNwDBYN/lHts6diWEYZscVEZFkSkUpEREReamiIiJYOm40J3dvx97RkaafDiJf2Qq2x4u+WpNmnw7CwcmZM/v+Yt6IAdy9HWJiYhERERGRlC3k6hXmDOvLjUsX8cyYmTZDPietTxYA7OzsqfXWe/i2bA/A9gWzWfvLD1it0WZGFhGRZEpFKREREXlpIiPC+f3LkZzaswsHRyea9RlMnlJl47XLU7ocrQaNwiWNB5dOHOW3wX0IuXbFhMQiIiIiIinbrStBzBnWl1uXg/DK7EObof54Zcocp43FYqFyq/bUfqcbWCwcWLuKZV+PISoiwqTUIiKSXKkoJSIiIi9FZPg9Fo8dwZn9e3Bwdub1vkPJXaL0Q9tnLViYtsPGkiZ9Bq5fPM/swX24du7sS0wsIiIiIpKy3Qy6xJyh/Qi5egXvLFlpM+RzPDNkemj7knUa0qRnX+wdHDi+cxsL/YcQHhb6EhOLiEhyp6KUiIiIJLrIe/dYNGY4gQf34ejsQou+w8hZrMRj50ufPQfthn9Bumw5uBN8jTlDPuPC0SMvIbGIiIiISMp2/eIF5gzry+3gq6TLmp3Wg/3xSJ/hsfMVrFiF5v2G4+Tqyrm/DzJnaF9Cb954CYlFRCQlUFFKREREElXE3TAW+A/h3OEDOLm60mLACLIXLfbE83tmyEjbYWPIUqAQ90LvMH/kQE7t2ZWIiUVEREREUrbgC+eYO7wfd64Hkz57TloP8SdNuvRPPH/OYiVoPeRz3LzScvXsaWYP/pQbQRcTMbGIiKQUKkqJiIhIogkPC2PB6CFc+OcwTq5utBwwkmyFijz1clw9PGk1cBR5SpcjKiKcxV+M4PCmdYmQWEREREQkZbt27ixzh/Uj9MZ1MuTMTevBo3FP6/3Uy8mcJx/thn+BV2Yfbl0O4rfBfbh86kQiJBYRkZRERSkRERFJFPdC7zB/1EAuHjuCs7s7rQaNIkuBQs+8PEcXF5r2HkjRV2tiWK2smvA1u5YseIGJRURERERStqtnTzN3WD/Cbt0kY+68tBo0CjevtM+8vLQ+WWg3/Asy5s5L2K2bzB3ej8BD+19cYBERSXFUlBIREZEX7u6d28wfOZCgE8dwSeNBq0Gj8clX4LmXa+/gQP33e1CuSXMA/pw5hY3TJ2FYrc+9bBERERGRlOzy6ZPMHd6fu7dDyJw3f0xBytPruZfrntabNkP8yVG0OBF377LQfwjHtm95AYlFRCQlUlFKREREXqi7t0OYN2IAl0+diBl2b9AoMufJ98KWb7Gzw6/DW7za4S0A/lq2iFUTviY6KuqFrUNEREREJCW5fOoE80cM4N6d2/jkL0jLgSNxTePxwpbv7OZO837DKFCxMtFRUSwdP4Z9q1e8sOWLiEjKoaKUiIiIvDBhIbeYO7w/V8+cws0rLa0HjyZT7ryJsq7yTZpTv1tPLHZ2/L15A79/MYLIe/cSZV0iIiIiIsnVpeNHmTdiAPdC75ClYGFaDhiBi3uaF74eBycnGvf4jJJ1GoBhsG7SBLbNm4lhGC98XSIiknypKCUiIiIvROjNG8wd1o9rgWdwT+tN68H+ZMiZO1HX+YpfLZp9OggHJ2dO7/uLeSMHcPd2SKKuU0REREQkubhw9AjzRw0kPCyUbIWL0rL/cJzd3BNtfXZ29tR6uxu+LdsBEDB/NusmTcBqjU60dYqISPKiopSIiIg8tzs3rjN3WD+CzweSxjsdrYf4kz57jpey7rxlytNq0Ehc3NNw6fhRfhvyGSHXrr6UdYuIiIiIJFXnjxxiwejBRNy9S46ixWnebxhOrm6Jvl6LxULlVm9Q6+1uYLGwf81Klo0fQ1RERKKvW0REkj4VpUREROS53L5+jbnD+nL94nk80mek9dDPSZc1+0vNkLVgEdoOH0ua9Bm4fuEcswd/SvD5wJeaQUREREQkqTh3+AAL/IcQee8uOYuV5PW+Q3BycX2pGUrVbUiTHp9h7+DA8R3bWOg/hPCw0JeaQUREkh4VpUREROSZhVy7wtyh/bhx6SKeGTPRZqg/3j5ZTcmSPntO2g3/gnRZs3Mn+Bq/De7DxWNHTMkiIiIiImKWswf2sfDzYUSFh5O7ZBmafTYYR2cXU7IUrFT13x5arpz7+yBzhvUj9OYNU7KIiEjSoKKUiIiIPJNbVy4zZ2g/bl6+hFdmH9oM+RyvTD6mZvLMkJG2w8eSJX8h7oXeYd6IgZzau8vUTCIiIiIiL8uZfX+xeOxwoiLCyVumPE17D8TRydnUTDmLlaT1YH/cvNJy9cwpZg/+lJtBl0zNJCIi5lFRSkRERJ7azaBLzBnWl5Crl0nrk4XWg/3xzJjJ7FgAuHp40mrQKPKUKktURDiLx47g8KZ1ZscSEREREUlUp/bsYvEXI4iKjCBfuYo06dUfBycns2MBkDlvftoOH4tXZh9uXQ5i9uBPuXz6pNmxRETEBCpKiYiIyFO5cekCc4b15fa1q3hnyUbrIf54Zshodqw4HF1caPrpIIpUq4FhtbJqwtfsWrrQ7FgiIiIiIonixK7t/P7lKKKjoihQoTJNevbFwdHR7FhxePtkpd3wL8iYKw9ht24yd1hfAg8dMDuWiIi8ZCpKiYiIyBO7fvE8c4b14871YNJly0GboZ/jkS6D2bESZO/gQINuPSnbqBkAf86YzKYZkzGsVnODiYiIiIi8QMd3bGPp1/5Yo6MoWKkqjT7ug71D0ipIxXJP602boZ+TvWgxIu7eZaH/YI5t32J2LBEReYlUlBIREZEnEnw+kDlD+xJ64zoZcuSizRB/3NN6mx3rkSx2dlTv9A6vvvEmALuXLmTVj+OJjooyOZmIiIiIyPM7GrCZpeM/xxodTeEqfjTq/in2Dg5mx3okZzd3WvQbToEKlYmOimLp+DHsX7PC7FgiIvKSqCglIiIij3U18AxzhvUj7NZNMubKQ6vBo3HzSmt2rCdW/rUW1Hu/BxY7O/7+cz1/TPzG7EgiIiIiIs/lyJaNLP/mCwyrlaKv1qTBh72ws7c3O9YTcXByonHPzyhRqz4YBmt/mcDB9avNjiUiIi9BkihKTZgwgTx58uDi4kLZsmXZvHnzI9tv2rSJsmXL4uLiQt68eZk4cWKcxxcuXEi5cuVImzYt7u7ulCpViunTpz/3ekVERFKjK2dOMXd4f+6G3CJTnnwxBSlPL7NjPbVi1WvTtPdALBY7jmzewMVjR8yOJCIiIiLyTA5vWsfK78dhGFaK1ahDvfc/xs4ueRSkYtnZ2VO76weUb9oSgM2zphIeFmZyKhERSWymF6XmzJlDjx49GDBgAHv37qVatWo0aNCAwMDABNufPn2ahg0bUq1aNfbu3Uv//v3p3r07CxYssLVJly4dAwYMICAggAMHDvDmm2/y5ptv8scffzzzekVERFKjy6dOMG94f+7dDsEnXwFaDRyFaxoPs2M9s3xlK/BK9doAbJ41DcMwTE4kIiIiIvJ0Dm5Yzaofx2MYVkrUqk/d//so2RWkYlksFqq26Yh31uzcvR3C7mWLzI4kIiKJzGKY/GlMxYoVKVOmDD/++KNtWpEiRWjWrBn+/v7x2n/22WcsWbKEI0f++3bze++9x/79+wkICHjoesqUKUOjRo0YMWLEM633QSEhIXh5eXHr1i08PT2faFtFRESSk0snjrJg1GDCw0LJUqAQLfoPx9nN3exYz+128DUmf/x/REVG8HrfIeQtXd7sSJJK6Pwx8Wkfi4hISndg7SrW/Pw9ACXrNqLWm+9isTP9O+fP7diOrSwd54+jswtvf/tzkr92raQcOn8UeflM/a8VERHBX3/9Rd26deNMr1u3Ltu2bUtwnoCAgHjt69Wrx+7du4mMjIzX3jAM1q1bx9GjR3n11Vefeb3h4eGEhITEuYmIiKRUF48dYf7IQYSHhZK1UFFa9B+RIgpSAB7pM1CqfmMgpreU1RptciIRERERkcfb+8cyW0GqTIPXqPXWeymiIAVQoEJlfPIXJDL8HtsX/mZ2HBERSUSm/ue6du0a0dHRZM6cOc70zJkzExQUlOA8QUFBCbaPiori2rVrtmm3bt0iTZo0ODk50ahRI7777jvq1KnzzOv19/fHy8vLdsuRI8dTb6+IiEhycP6fw8wfNZiIu2FkL1qMFv2H4ezmZnasF6pCs1Y4u7tzLfAM/2zZZHYcEREREZFH2rPid9ZPjrmmerkmzaneuSsWi8XkVC+OxWKhWrsuQExvsJtBl8wNJCIiiSZJfJ3iwX+ihmE88h9rQu0fnO7h4cG+ffvYtWsXo0aNolevXmzcuPGZ19uvXz9u3bplu507d+6x2yUiIpLcnPv7IAtHDyHy3l1yFitB88+G4uTianasF841jQcVmrYCYOvcGUQl0NtaJLX4888/adKkCVmzZsVisbB48eI4jxuGwdChQ8maNSuurq5Ur16dw4cPx2kTHh7ORx99RIYMGXB3d+e1117j/PnzcdrcuHGDjh072r7k1bFjR27evBmnTWBgIE2aNMHd3Z0MGTLQvXt3IiIiEmOzRUREko1dSxeyYdrPAFRo2pJX33gzRRWkYuUsVoLcpcpijY5m69wZZscREZFEYmpRKkOGDNjb28frnXTlypV4vZhi+fj4JNjewcGB9OnT26bZ2dmRP39+SpUqxSeffELLli1t14p6lvU6Ozvj6ekZ5yYiIpKSnD24j4X+Q4kMv0euEqVp1mcwji4uZsdKNKXrNyaNdzpCrl7hwJoVZscRMU1oaCglS5bk+++/T/DxsWPHMm7cOL7//nt27dqFj48PderU4fbt27Y2PXr0YNGiRfz2229s2bKFO3fu0LhxY6Kj/xses3379uzbt49Vq1axatUq9u3bR8eOHW2PR0dH06hRI0JDQ9myZQu//fYbCxYs4JNPPkm8jRcREUnidiyay58zJgNQqUVbqrbrnCILUrGqtesMwD9bN3H59EmT04iISGIwtSjl5ORE2bJlWbNmTZzpa9asoXLlygnO4+vrG6/96tWrKVeuHI6Ojg9dl2EYhIeHP/N6RUREUrIz+/eweMxwoiLCyVOqLM0+HYSjc8otSAE4Orvg26o9ANsXziE8LMzkRCLmaNCgASNHjqR58+bxHjMMg/HjxzNgwACaN29OsWLFmDZtGmFhYcyaNQuIGTZ70qRJfPXVV9SuXZvSpUszY8YMDh48yNq1awE4cuQIq1at4pdffsHX1xdfX19+/vlnli1bxtGjR4GYc/q///6bGTNmULp0aWrXrs1XX33Fzz//rOu5iohIqhSwYDZbfvsVgMqt3qBK6w4puiAFkCl3XgpX8QNgy+xpJqcREZHEYPrwfb169eKXX35h8uTJHDlyhJ49exIYGMh7770HxAyb16lTJ1v79957j7Nnz9KrVy+OHDnC5MmTmTRpEr1797a18ff3Z82aNZw6dYp//vmHcePG8euvv9KhQ4cnXq+IiEhqcWrvLhZ/MYKoyAjylq3Aa70H4uDkZHasl6JY9Tp4Z83O3dsh7F62yOw4IknO6dOnCQoKom7durZpzs7O+Pn5sW3bNgD++usvIiMj47TJmjUrxYoVs7UJCAjAy8uLihUr2tpUqlQJLy+vOG2KFStG1qxZbW3q1atHeHg4f/31V6Jup4iISFJiGAZb585k29yZAFRt2wnflu1MTvXyVGnTETt7B87s30Pgof1mxxERkRfMwewAbdq0ITg4mOHDh3Pp0iWKFSvGihUryJUrFwCXLl0iMDDQ1j5PnjysWLGCnj178sMPP5A1a1a+/fZbWrRoYWsTGhpKt27dOH/+PK6urhQuXJgZM2bQpk2bJ16viIhIanDyrx0sHedPdFQU+cv70rhHH+wdHt7zOKWxs7enatuOLB3nz1/LFlGqbkPc03qbHUskyYgd7vrBIa4zZ87M2bNnbW2cnJzw9vaO1yZ2/qCgIDJlyhRv+ZkyZYrT5sH1eHt74+TkFG/Y7Vjh4eG20RAA9agSEZFkzzAMtvz2KzsXzwPg1Q5vUb5J/N7MKVnazD6UqF2ffX8sY/OsqbQfNS7F9xATEUlNTC9KAXTr1o1u3bol+NjUqVPjTfPz82PPnj0PXd7IkSMZOXLkc61XREQkpTu+cxvLxo/BGh1NwYpVaNj9U+wdksSpwUtVoEJlfPIXJOjEMbYv/I1ab71vdiSRJOfBD4IMw3jsh0MPtkmo/bO0uZ+/vz/Dhg17ZA4REZHkwjAM/pw5hd1LFwJQvVNXyjZqanIqc1Rq3obDG9cSdPI4x3dspWClqmZHEhGRF8T04ftERETk5TsasIWlX3+ONTqaQpVfpdHHfVJlQQpiPgR/tX0XAA6sXcXNoEvmBhJJQnx8fADi9VS6cuWKrVeTj48PERER3Lhx45FtLl++HG/5V69ejdPmwfXcuHGDyMjIeD2oYvXr149bt27ZbufOnXuGrRQRETGfYRhsnPazrSBV8813U21BCsA9rTflmrwOwJbfpmONjjY5kYiIvCgqSomIiKQyR7ZuYvm3YzGsVopUq0HDDz/Bzt7e7FimyvFKCXKXKos1Opqtc2eYHUckyciTJw8+Pj6sWbPGNi0iIoJNmzZRuXJlAMqWLYujo2OcNpcuXeLQoUO2Nr6+vty6dYudO3fa2uzYsYNbt27FaXPo0CEuXfqvMLx69WqcnZ0pW7ZsgvmcnZ3x9PSMcxMREUluDMNg/ZSJ7Fm5BIDa73xA6fpNTE5lvnKNX8fV04sbly5waMOax88gIiLJgopSIiIiqcjfmzew8ruvMKxWXvGrTf1uPVJ9QSpWtXadAfhn6yYunz5pchqRl+fOnTvs27ePffv2AXD69Gn27dtHYGAgFouFHj16MHr0aBYtWsShQ4fo0qULbm5utG/fHgAvLy/efvttPvnkE9atW8fevXvp0KEDxYsXp3bt2gAUKVKE+vXr07VrV7Zv38727dvp2rUrjRs3plChQgDUrVuXokWL0rFjR/bu3cu6devo3bs3Xbt2VbFJRERSLMNqZe0vP7Dvj+VgsVD33e6UrNPA7FhJgpOrG5Wax1wfftv8WUSG3zM5kYiIvAgqSomIiKQShzasYeUP4zAMK8Vr1qXee92xs1NBKlam3HkpXMUPgM2zppobRuQl2r17N6VLl6Z06dIA9OrVi9KlSzN48GAA+vTpQ48ePejWrRvlypXjwoULrF69Gg8PD9syvv76a5o1a0br1q2pUqUKbm5uLF26FPv7it4zZ86kePHi1K1bl7p161KiRAmmT59ue9ze3p7ly5fj4uJClSpVaN26Nc2aNePLL798SXtCRETk5TKsVlb/73sOrF0FFgv13+9B8Zp1zY6VpJSo3QDPjJkJvXGdPSuWmB1HREReAIthGIbZIZKjkJAQvLy8uHXrlr65KSIiSd6BdatY87/vAShZpyG13noPi52+m/Kgm5eDmNLzPazRUbQaNIqcxUqaHUlSEJ0/Jj7tYxERSS6s1mj++PEb/v5zPRaLHQ0+6EmRajXMjpUk/b15Ayu//wpnN3fe/u4XXNN4PH4mkSek80eRl0+fRomIiKRw+/5YbitIla7fhFpvv6+C1EOkzexDidr1gZjeUvrujoiIiIi8aNboaFZ+Py6mIGVnR8PuvVWQeoQiVfzImDM34WGh7Fw8z+w4IiLynPSJlIiISAq2Z+US1k3+EYCyjZpRo8v/YbFYTE6VtPm2aIujiytBJ49zfMdWs+OIiIiISAoSHRXF8u++5J+tm7Czt6dxj88oXPlVs2MlaRY7O6q17wLA3lVLCbl21dxAIiLyXFSUEhERSaF2L1vEhqn/A6B805b4dXxbBakn4OaVlnKNmwGw5bfpWKOjzQ0kIiIiIilCdFQky78dy7GAzdjZO9CkZz8KVqxidqxkIXepsmQvWozoyEgC5s8yO46IiDwHFaVERERSoJ2/z2fT9EkAVHy9DdXadVZB6imUa/w6rp5e3Lh0gUMb1pgdR0RERESSuajISJZ+PYbjO7Zh7+DAa5/0J3/5SmbHSjYsFgvV2nUB4PDGdQSfDzQ3kIiIPDMVpURERFKY7Qt+Y/OsqQD4tmxPlTYdVJB6Sk6ublRq3gaAbfNnERl+z+REIiIiIpJcRUVEsHTcaE7u3o69oyNNPx1EvrIVzI6V7GQtWJj85X0xDCubZ/9qdhwREXlGKkqJiIikEIZhsG3eTLbOnQFAlTYdqdyqvQpSz6hE7QZ4ZsxM6I3r7FmxxOw4IiIiIpIMRUaE8/uXIzm1ZxcOjk406zOYPKXKmh0r2arathMWix0nd2/nwtEjZscREZFnoKKUiIhICmAYBlvnzCBg/mwAqrXvYuvpI8/GwdGRKm06ALBryQLu3rltciIRERERSU4iw++xeOwIzuzfg4OzM6/3HUruEqXNjpWspc+eg1eq1wZg86ypGIZhciIREXlaKkqJiIgkc4ZhsHnWVHYsmgNA9U7vUKFpS5NTpQxFqviRMVcewsNC2bl4ntlxRERERCSZiLx3j0VjhhN4cB+Ozi606DuMnMVKmB0rRajcqj0Ojk5c+Ocwp/fuNjuOiIg8JRWlREREkjHDMNg0/Rd2LVkAQI0u71K2UTNzQ6UgFjs7qrXrDMDeVUsJuXbV5EQiIiIiktRF3A1jgf8Qzh0+gJOrKy36Dyd70WJmx0oxPNJnoHSDJgBsnj0NqzXa5EQiIvI0VJQSERFJpgzDYMPU//HX8t8BqPV2N8r8++ZMXpzcpcqSvWgxoiMjCZg/y+w4IiIiIpKEhYeFsWD0EC78cxgnVzda9B9BtsJFzY6V4lRo2gpnd3euBZ7hny2bzI4jIiJPQUUpERGRZMiwWlk3aQJ7Vy0Fi4U6//chpeo2NDtWimSxWKjWrgsAhzeuI/h8oLmBRERERCRJuhd6h/mjBnLx2BGc3d1pNWgUWQsWNjtWiuSSJg0VmrYCYOvcGURFRpqcSEREnpSKUiIiIsmMYbWy5ufv2b9mJVgs1HvvY0rUqm92rBQta8HC5C/vi2FY2Tz7V7PjiIiIiEgSc/fObeaPHEjQiWO4pPGg1aDR+OQrYHasFK10/cak8U5HyNUr7F+9wuw4IiLyhFSUEhERSUas1mj+mPgtB9evxmKxo8EHvShWvbbZsVKFqm07YbHYcXL3di4cPWJ2HBERERFJIu7eDmHeiAFcPnUCVw9PWg0aReY8+cyOleI5Orvg26o9ADsWzSE8LMzkRCIi8iRUlBIREUkmrNHRrJownsOb1mKxs6PhR59QtFoNs2OlGumz56BYjZgC4OZZUzEMw+REIiIiImK2sJBbzB3en6tnTuHmlZbWg0eTKXdes2OlGsWq18E7a3bu3g5h97KFZscREZEnoKKUiIhIMmCNjmbF919xZPMG7OztadS9D4Wr+JkdK9XxbdUeB0cnLvxzmNN7d5sdR0RERERMFHrzBnOH9eNa4Bnc03rTerA/GXLmNjtWqmJnb0+1tp0A+GvZYkJv3jA5kYiIPI6KUiIiIklcdFQUy74Zw9Ftf2Jn70DjHp9RyLeq2bFSJY90GSjdoAkAm2dPw2qNNjmRiIiIiJjhzo3rzB3Wj+DzgaTxTkfrIf6kz57D7FipUv4KvmTJX4jI8HtsX/ib2XFEROQxVJQSERFJwqKjIlk2/nOO79iGvYMDr33SjwIVKpsdK1Wr0LQVzu7uXAs8w5HNG82OIyIiIiIv2e3r15g7rC/XL57HI31GWg/9nHRZs5sdK9WyWCxUa98ZgANrV3Ej6KLJiURE5FFUlBIREUmioiIjWTLOnxO7tmPv6EjT3gPJV7ai2bFSPZc0aajQtBUA2+bNJCoy0uREIiIiIvKyhFy7wtyh/bhx6SKeGTPRZqg/3j5ZzY6V6uV4pQS5S5XFGh3N1jkzzI4jIiKPoKKUiIhIEhQVEcGSL0dy6q+dODg60ezTQeQpXc7sWPKv0vUbk8Y7HSFXr7B/9Qqz44iIiIjIS3DrymXmDO3HzcuX8MqUmTZDPscrk4/ZseRf1drF9JY6uu1PLp86YXIaERF5GBWlkpPIu7DjfzCrLRiG2WlERCSRRIbfY/EXIzi97y8cnJxp9tlgcpcsY3YsuY+jswu+rd4AYMeiOYSHhZmcSERMc/syrB4E64abnURERBLRzaBLzBnWl5Crl0nrk4XWQz7HM2Mms2PJfTLlzkuRqtWBmOu/iohI0qSiVHISeRfWDoVjK+H4GrPTiIhIIoi8d49FY4Zz9sBeHJ1daN5vKLmKlzI7liSgWPXapMuanbu3Q9i9bKHZcUTELFcOw7ZvIWAChF4zO42IiCSCG5cuMGdYX25fu4p3lmy0HuKPZ4aMZseSBFRp0wE7ewfOHtjL2YP7zI4jIiIJUFEqOXFLB+XejLm/ZZy5WURE5IWLuHeXhZ8P5dzhAzi6uNK8/zByFC1udix5CDt7e6q27QTA7mWLCL15w+REImKKvDUgS0mIugs7JpqdRkREXrDrF88zZ1g/7lwPJl22HLQZ+jke6TKYHUsewiuTDyXrNABg86xpGBppSEQkyVFRKrnx/QDsHCEwAM4GmJ1GRERekPCwMBaMHsL5I4dwcnWj5YARZC/8itmx5DHyV/AlS/5CRIWHE7DgN7PjiIgZLBao2ivm/s7/Qfhtc/OIiMgLE3w+kDlD+xJ64zoZcuSizRB/3NN6mx1LHqNS8zY4urhy+dRxjm3fanYcERF5gIpSyY1nVijVLub+lq/NzSIiIi9EeFgoC0YP4uLRv3F2d6fVwJFkLVjY7FjyBCwWC9Xax1xQ+eC6VdwIumhyIhExRZEmkD4/3LsFu6eYnUZERF6Aq4FnmDOsH2G3bpIxVx5aDR6Nm1das2PJE3DzSku5xs0A2DrnV6KjoswNJCIicagolRxV6QFY4PgfEHTI7DQiIvIc7t25w7wRA7l0/Cgu7mloNXAUPvkLmh1LnkKOV0qQu1RZrNHRbJ0zw+w4ImIGO/t/z9GBgB8gKtzUOCIi8nyunDnF3OH9uRtyi0y589Fq0CjcPL3MjiVPoVzj13H19OLGpYsc2qDrsouIJCUqSiVH6fNB0aYx97eONzWKiIg8u7u3Q5g3YgCXTx3HxcOTVoNHkzlvfrNjyTOo1q4zWCwc3fYnl0+dMDuOiJihRBvwyAp3gmD/bLPTiIjIM7p86gTzhvfn3u0QfPIVoNWgUbh6eJodS56Sk6sblZq3BSBgwWwiw++ZnEhERGKpKJVcVft33PpDC+D6aXOziIjIUwsLucW84f25cuYkrp5etB48mky585odS55Rptx5KVLFD4DNs6eZnEZETOHgBJU/jLm/9RuwRpubR0REntqlE0eZN2IA90LvkKVAIVoOHIlLmjRmx5JnVLJOfbwyZSb0xnX2rFhidhwREfmXilLJVZaSkK8WGFbY9q3ZaURE5CmE3brJvOH9uRp4BjevtLQZ4k/GnLnNjiXPqUqbDtjZO3D2wF7OHtxndhwRMUOZzuDqDddPwd+LzU4jIiJP4eKxI8wfOYjwsFCyFipKi/4jcHZzNzuWPAd7B0eqtO4AwM7f53P3dojJiUREBFSUSt5ie0vtnQm3L5ubRUREnsidG9eZM6wf186dxd07HW2Gfk767DnNjiUvgFcmH0rWaQDA5lnTMAzD5EQi8tI5p4GK78Xc3/w16HVARCRZOP/PYeaPGkzE3TCyFylGi/7DcHZzMzuWvACFq/iRMVceIu6GsWPxPLPjiIgIKkolb7mqQPbyEB0O2yeYnUZERB7j9vVrzB3Wj+sXzpEmfQbaDPEnXdbsZseSF6hS8zY4urhy+dRxjm3fanYcETFDhf8DR3e4fBBOrDM7jYiIPMa5vw+ycPQQIu/dJWexEjTvOxQnF1ezY8kLYrGzi7n+K7Dvj2WEXLticiIREVFRKjmzWKDqv72ldk2CuzdNjSMiIg8Xcu0qc4f248alC3hkyEibIZ/jnSWb2bHkBXPzSku5xs0A2DrnV6KjoswNJCIvn1s6KNsl5v6WcaZGERGRRzt7cB8L/YcSGX6PXCVK06zPYBxdXMyOJS9Y7lJlyV60GNGRkWybN8vsOCIiqZ6KUsldwfqQsQhE3IZdv5idRkREEhBy9Qpzh/Xl5uVLeGXKTJshn5M2s4/ZsSSRlGv8Oq6eXty4dJFDG9aYHUdEzOD7Adg5wtmtELjD7DQiIpKAM/v3sHjMcKIiwslTqizNPh2Eo7MKUimRxWLh1fZvAvD3pvVcO3fW5EQiIqmbilLJnZ0dVO0Rc3/7jxARZmocERGJ6+blIOYM68utK5dJmzkLrYd8jlemzGbHkkTk5OpGpeZtAQhYMJvI8HsmJxKRl84rG5RsE3NfvaVERJKcU3t3sfiLEURFRpC3bAVe6z0QBycns2NJIspSoBAFKlTGMKxsnTPd7DgiIqmailIpQbEW4JUTwq7BvplmpxERkX/dCLrInGF9Cbl6Be8sWWk91B/PDBnNjiUvQck69fHMmJnQG9fZu2qZ2XFExAxVegAWOLYKLh82O42IiPzr5F87WPLlKKIjI8lfvhKv9eqHg6Oj2bHkJajSpiMWix0ndm3n0vGjZscREUm1VJRKCewdoUr3mPtbv4XoSHPziIgI1y+eZ+7QvtwJvka6rNlpPeRzPNJlMDuWvCT2Do5UbtUegF2/z+de6B2TE4nIS5ehABR9Leb+lvGmRhERkRjHd25jyVejiY6KomDFKjTu0Rd7BxWkUov02XNQ9NWaAGz5bZrJaUREUi8VpVKK0h3ALQPcCoRDC8xOIyKSqgWfD2TusH7cuXGd9Nlz0nqIP2m805kdS16yItWqkz57Tu6F3mH30kVmx5H73bkK60ZAVLjZSSSlq9oz5uehBXDjjKlRRERSu6MBW1j69edYo6MpVPlVGn3cB3sHB7NjyUtWuVV77B0cCDx0gLMH9pkdR+53Zivs0dCKIqmBilIphaMrVHo/5v6W8WC1mhpHRCS1uhZ4hrnD+xN68wYZc+am9RB/3NN6mx1LTGBnZ0+VNh0A2LPid0Jv3jA5kQBgjYaF78DmL+H3D81OIyld1tKQtwYY0bDtO7PTiIikWke2bmL5t2MxrFaKVKtBww8/wc7e3uxYYgLPjJkoUacBENNbyjAMkxMJAHeuwPy3YMmH8Jd6sYmkdCpKpSTl3wEnD7h6JGbsehEReamunDnF3OH9Cbt1k0y589Fq8GjcPL3MjiUmyl/eF5/8BYkMv8eORXPNjiMAm8bCqY3g6AbVepmdRlKD2ONs74yYD1xEROSl+nvzBlZ+9xWG1corfrWp362HClKpXKXX2+Do7ELQyeOc2BlgdhyxRscUpO4EQcbCULyl2YlEJJGpKJWSuKaF8m/H3N8yDvRtDxGRl+byqRPMGzGAu7dDyJy3AK0GjcLVw9PsWGIyi8VC1badANi/ZiW3rlw2OVEqd2ItbBoTc7/x15CpiLl5JHXIXQ2ylYOoe7B9gtlpRERSlUMb1rDyh3EYhpXiNetS773u2NmpIJXauXmlpWyjpgBsmTMdqzXa5ESp3IbRcGYzOLpD61/Byd3sRCKSyFSUSmkqdQN7Zzi/C85sMTuNiEiqEHTiGPNGDuDendtkyV+IlgNH4JImjdmxJInIVbwUOYuVxBodRcD8WWbHSb1unYcFXQEDyr4JJduanUhSC4vlv95SuybBvVvm5hERSSUOrFvFHxO/AcOgZJ2G1On6IRY7fQwmMco1aY5LGg+uXzjH339uMDtO6nVsdcyw2gCvfQsZC5mbR0ReiiTx33jChAnkyZMHFxcXypYty+bNmx/ZftOmTZQtWxYXFxfy5s3LxIkT4zz+888/U61aNby9vfH29qZ27drs3LkzTpuhQ4disVji3Hx8fF74tr10Hpmh9Bsx97d8bW4WEZFU4OKxf5g3ciDhoaFkLViEFgNG4OKugpTEVbVdTG+pv//cQPD5QJPTpEJRETDvTbh7HbKUhPqfm51IUpuCDWKGowkPiSlMiYhIotr3x3LW/O97AErXb0Ktt99XQUricHZzp0LTmGHits2bSVRkpMmJUqGbgbDo/2Lul39Hw/aJpCKm/0eeM2cOPXr0YMCAAezdu5dq1arRoEEDAgMT/sDm9OnTNGzYkGrVqrF371769+9P9+7dWbBgga3Nxo0badeuHRs2bCAgIICcOXNSt25dLly4EGdZr7zyCpcuXbLdDh48mKjb+tJU7g4WOzi5Di7uMzuNiEiKdeGfv1kwehARd8PIVvgVWvQfhrObm9mxJAnKkr8Q+cv7YhhWtvw23ew4qc/aIXB+Jzh7Qatp4OhidiJJbezsoEqPmPvbJ0DkXVPjiIikZHtWLmHd5B8BKNuoGTW6/B8Wi8XkVJIUlarfmDTe6bh97SoH1q40O07qEhUO87rA3RuQtTTUG212IhF5iUwvSo0bN463336bd955hyJFijB+/Hhy5MjBjz/+mGD7iRMnkjNnTsaPH0+RIkV45513eOutt/jyyy9tbWbOnEm3bt0oVaoUhQsX5ueff8ZqtbJu3bo4y3JwcMDHx8d2y5gxY6Ju60uTLg8UaxFzX72lREQSxfm/D7Fg9GAi7t4lxyslaNFvGE6uKkjJw1Vt2xGLxY4TuwK4dOKo2XFSj8OL/7uOz+sTY86TRMxQvCV45YTQq7B3htlpRERSpN3LFrFh6v8AKN+0JX4d31ZBSh7K0cmZSi3aAbB94Rwi7ulLIy/N6oFw4S9wSRvzpTEHZ7MTichLZGpRKiIigr/++ou6devGmV63bl22bduW4DwBAQHx2terV4/du3cT+ZCutmFhYURGRpIuXbo4048fP07WrFnJkycPbdu25dSpUw/NGh4eTkhISJxbkla1Z8zPv3+HayfMzSIiksIEHtrPgs+HEBl+j5zFS/H6Z4NxdFHPC3m09NlzUvTVGgBsmf2ryWlSieCT8PuHMfcrd4fCDc3NI6mbvSNU/ijm/rZvITrK3DwiIinMzt/ns2l6zBCpFV9vQ7V2nVWQkscqVqMOaX2ycDfkFnuW/252nNTh0ALYGVM8pvn/wDuXuXlE5KUztSh17do1oqOjyZw5c5zpmTNnJigoKMF5goKCEmwfFRXFtWvXEpynb9++ZMuWjdq1a9umVaxYkV9//ZU//viDn3/+maCgICpXrkxwcHCCy/D398fLy8t2y5Ejx9Ns6suX+RUoUA8wYNs3ZqcREUkxzhzYy6LPhxEVHk7uUmVp1mcQjs4qSMmT8W3ZHjt7BwIP7efswX1mx0nZIsJgbieIuA05K0OtwWYnEoHSHcAtQ8w1FA4vNDuNiEiKsX3Bb2yeNRWIOd+q0qaDClLyROwdHKjcugMAu5Yu5O7tJP4l9OTu6jFY0j3mftVeULCeuXlExBSmD98HxDtRMAzjkScPCbVPaDrA2LFjmT17NgsXLsTlvm+xN2jQgBYtWlC8eHFq167N8uXLAZg2bVqC6+zXrx+3bt2y3c6dO/dkG2emar1ifu6bDSEXzc0iIpICnN67m8VjhxMVGUHeMuVp+skAHJ00zIA8Oa9MmSlZpwEAW3771XYOI4lgxadw+RC4Z4SWk2N6qYiYzckNKr0Xc3/L12C1mptHRCSZMwyDbfNmsnVuzLCoVdp0pHKr9ipIyVMp7FuNjLnyEHE3jJ2/zzc7TsoVEfrvl8buQO5qUGOA2YlExCSmFqUyZMiAvb19vF5RV65cidcbKpaPj0+C7R0cHEifPn2c6V9++SWjR49m9erVlChR4pFZ3N3dKV68OMePH0/wcWdnZzw9PePckryclWK+GWyNhIAfzE4jIpKsnfxrJ79/OZLoyEjylavEa5/0x8HJyexYkgxVfL01js4uBJ04xoldAWbHSZn2TId9M8BiBy0mgWcWsxOJ/Kd8V3DygCt/w/E/zE4jIpJsGYbB1jkzCJg/G4Bq7btQqXkbk1NJcmSxs6Nq204A7Fu1jNvXEx6JSZ6DYcCyXnD1CKTJHHOObu9gdioRMYmpRSknJyfKli3LmjVr4kxfs2YNlStXTnAeX1/feO1Xr15NuXLlcHT87xuwX3zxBSNGjGDVqlWUK1fusVnCw8M5cuQIWbKksA8tYntL7Z4CYdfNzSIikkwd3xXAkq9GEx0VRYGKlWnSsy/2Dup1Ic/GPa03ZRo2BWDrnBlYrdEmJ0phgg7Cit4x92v0h7x+5uYReZBrWij/Vsz9zeNiPqQREZGnYhgGm2dNZceiOQBU7/QOFZq2NDmVJGd5Spcja6GiREVGsH3Bb2bHSXn2TIMDv8V8aazlZPBIuDOCiKQOpg/f16tXL3755RcmT57MkSNH6NmzJ4GBgbz3XsywFv369aNTp0629u+99x5nz56lV69eHDlyhMmTJzNp0iR69+5tazN27FgGDhzI5MmTyZ07N0FBQQQFBXHnzh1bm969e7Np0yZOnz7Njh07aNmyJSEhIXTu3PnlbfzLkL82ZC4OkaGw82ez04iIJDvHtm9h2defY42OopBvNRp174O9g77RJc+nXJPXcXFPQ/D5QI5s3mh2nJTj3q2YIUGi7kH+OlD1E7MTiSSsUjewd4bzO+HsNrPTiIgkK4ZhsGn6L+xasgCAGl3epWyjZuaGkmTPYrFQrV3M54+HNqzhRpAug/HCXNoPK/rE3K85CHJXNTePiJjO9KJUmzZtGD9+PMOHD6dUqVL8+eefrFixgly5cgFw6dIlAgMDbe3z5MnDihUr2LhxI6VKlWLEiBF8++23tGjRwtZmwoQJRERE0LJlS7JkyWK7ffnll7Y258+fp127dhQqVIjmzZvj5OTE9u3bbetNMSwWqNoj5v6OiTHjt4qIyBP5Z9ufLPtmLNboaApX8aPhR71VkJIXwsU9DeX//TbvtnkziYqMNDlRCmAY8PuHcP0UeGaH5v8DO9NPdUUS5uEDpdrH3N8yztwsIiLJiGEYbJj6P/5a/jsAtd7uRpkGTUxOJSlF9iLFyFOqLNboaLbNnWl2nJTh7s2YL41Fh0PB+lClh9mJRCQJsBi6wvYzCQkJwcvLi1u3biX960tFR8H35eDGaajnD77dzE4kIpLk/b15A6t++BrDsPKKXy3qvtcdOzt7s2NJChIZfo9JH/8foTeuU6PLu/pA5XkFTIA/+oGdI7y1CrI/fvjmly1ZnT8mU8lqH18/Bd+VBcMK7/4JWUqanUhEJEkzrFbWTf6R/WtWgsVCna4fUKJWfbNjSQpz+fRJZvT9GICOY74lU+68JidKxgwD5nSAf5ZB2pzwf5vALZ3ZqeJJVuePIimEvj6aGtg7QJWYf6gEfA9REebmERFJ4g5vWsfKH8ZhGFaK1ahLvfc+VkFKXjhHZxd8W7QFYMeiOUTcu2tyomTs3E5YMyjmfr1RSbIgJRJPurzwSvOY+1vGmxpFRCSpM6xW1vz8va0gVe+9j1WQkkSROU8+CvlWA2DrnOkmp0nmAr6PKUjZO0GraUmyICUi5lBRKrUo2Q7SZIaQC3BwrtlpRESSrIPrV7Pqx/FgGJSs04C6//chFg0BJomkWI26pM2chbBbN9mzYonZcZKn0GswrwtYo+CV16HC/5mdSOTJxQ6z/fdiCD5pZhIRkSTLao3mj4nfcnD9aiwWOxp80Iti1WubHUtSsCptOmCxs+PUnl1c+Odvs+MkT2cDYM2QmPv1/SFbGXPziEiSok/ZUgtHF/D9IOb+lvFgjTY1johIUrR/zQpW//QtGAal6jWm1tvdVJCSRGXv4EDl1m8AsHvpQu7euW1yomTGGg0Lu8Z86SZ9AXjtu5jraYokFz7FoUDdmCH8tn5jdhoRkSTHGh3NqgnjObxpLRY7Oxp+9AlFq9UwO5akcN5ZslGsRh0ANs+ehq588pTuXIX5b4IRDcVbQbm3zU4kIkmMPmlLTcq+CS5eEHwc/lludhoRkSRl76qlrP1lAgBlGjal5pvvYtGH2/ISFK78Khlz5iY8LJRdv883O07y8ueXcHI9OLhC61/B2cPsRCJPr2qvmJ/7Z0PIJXOziIgkIdboaFZ8/xVHNm/Azt6eRt37ULiKn9mxJJXwbdEOe0dHLvxzmDP7/jI7TvJhjYYFb8PtS5ChEDQery+NiUg8KkqlJi6eUL5rzP0t42IuOCgiIvy1fDHrp/wEQLkmzane6R0VpOSlsdjZUaVtJwD2rlzKnevBJidKJk6uh43+Mfcbfw2Zi5qbJwWLiopi4MCB5MmTB1dXV/Lmzcvw4cOxWq22NoZhMHToULJmzYqrqyvVq1fn8OHDcZYTHh7ORx99RIYMGXB3d+e1117j/PnzcdrcuHGDjh074uXlhZeXFx07duTmzZsvYzPNk8sXclSC6AjY/oPZaUREkoToqCiWfTOGo9v+xM7egcY9PqOQb1WzY0kq4pE+A6XqNQZg82+/Ytx33iOPsPFzOL0JHN3+/dJYGrMTiUgSpKJUalPp/ZhvE1/cC6c2mp1GRMR0u5YsYOOvvwBQ8fXWvPrGmypIyUuXt0x5shYsQlRkBNsX/mZ2nKTv1gVY8A5gQJlOUKqd2YlStDFjxjBx4kS+//57jhw5wtixY/niiy/47rvvbG3Gjh3LuHHj+P7779m1axc+Pj7UqVOH27f/G5KyR48eLFq0iN9++40tW7Zw584dGjduTHT0f8NKt2/fnn379rFq1SpWrVrFvn376Nix40vdXlNU+7e31O4pcPeGuVlEREwWHRXJsvGfc3zHNuwdHHjtk34UqFDZ7FiSClVo2hInV1eunjnF0e1bzI6T9B1fC3+Ojbnf5BvIVNjcPCKSZKkoldq4Z4j58AZiekuJiKRiOxbN5c+ZUwDwbdmOKm06qiAlprBYLFRr1xmAg+tXczNIQ3g9VHRkzBj1YcEx1+NpMNbsRCleQEAATZs2pVGjRuTOnZuWLVtSt25ddu/eDcT0kho/fjwDBgygefPmFCtWjGnTphEWFsasWbMAuHXrFpMmTeKrr76idu3alC5dmhkzZnDw4EHWrl0LwJEjR1i1ahW//PILvr6++Pr68vPPP7Ns2TKOHj1q2va/FAXqQuZiEHEHdv5sdhoREdNERUayZJw/J3Ztx97Rkaa9B5KvbEWzY0kq5ebpRbnGzQHYNncG0VFRJidKwm6ei7nWK0C5t6BEa3PziEiSpqJUalT5Q7BzgNN/wnmNiysiqVPA/Nls+e1XACq3foPKrd5QQUpMlb1oMXKXKos1Opqtc2eYHSfpWjsUzu0AZ6+YIUEcXc1OlOJVrVqVdevWcezYMQD279/Pli1baNiwIQCnT58mKCiIunXr2uZxdnbGz8+Pbdu2AfDXX38RGRkZp03WrFkpVqyYrU1AQABeXl5UrPjfh4+VKlXCy8vL1ibFsligas+Y+9t/hIhQc/OIiJggKiKCJV+O5NRfO3FwdKLZp4PIU7qc2bEklSvbqCmunl7cuHSRw5vWmh0naYqKgHld4O51yFIK6vmbnUhEkjgVpVKjtDmheKuY++otJSKpjGEYbJ0znW3zZgJQtV1nfFto6C9JGqr+e22pf7b9ydWzp01OkwT9vQQCvo+53+wHSJfX3DypxGeffUa7du0oXLgwjo6OlC5dmh49etCuXcxrZ1BQEACZM2eOM1/mzJltjwUFBeHk5IS3t/cj22TKlCne+jNlymRr86Dw8HBCQkLi3JKtos3AO3fMBzp7ppudRkTkpYoMv8fiL0Zwet9fODg50+yzweQuWcbsWCI4ubpRsVlMr5+A+bOJjAg3OVEStGYwXNgNLl7Qeho4upidSESSOBWlUqsqPWJ+/rMMrqbw4VBERP5lGAabZ09j+8I5APh1eIuKzVqZnErkP5nz5KOgbzUwDFtPPvlX8En4/YOY+74fQpEm5uZJRebMmcOMGTOYNWsWe/bsYdq0aXz55ZdMmzYtTrsHe5sahvHYHqgPtkmo/aOW4+/vj5eXl+2WI0eOJ92spMfeASp3j7m/7buYbx2LiKQCkffusWjMcM4e2IujswvN+w0lV/FSZscSsSlZpwEe6TNy53ow+/9YbnacpOXwItjxY8z9ZhNjvmAjIvIYKkqlVpkKQ+HGMfe3jDc1iojIy2AYBptmTGbX7/MBqNG5K+WaNDc5lUh8VVp3wGJnx6k9u7jwz99mx0kaIu/C3M4QHgI5KkHtoWYnSlU+/fRT+vbtS9u2bSlevDgdO3akZ8+e+PvHDM3i4+MDEK8305UrV2y9p3x8fIiIiODGjRuPbHP58uV467969Wq8Xlix+vXrx61bt2y3c+fOPd/Gmq3UG5AmM4Sch4PzzE4jIpLoIu7dZeHnQzl3+ACOLq407z+MHEWLmx1LJA4HJyd8W8X0EN/x+3zCw8JMTpREXDsBv38Uc79KDyjc0NQ4IpJ8qCiVmsWOW39wbswFCUVEUijDMNg47Wf+WrYIgFpvvU+Zhk1NTiWSsHRZs/GKX20Atvz2K4ZhmJwoCVjZBy4fBLcM0GoK2DuanShVCQsLw84u7tsGe3t7rFYrAHny5MHHx4c1a9bYHo+IiGDTpk1UrlwZgLJly+Lo6BinzaVLlzh06JCtja+vL7du3WLnzp22Njt27ODWrVu2Ng9ydnbG09Mzzi1Zc3SBSt1i7m8dD//uYxGRlCg8LIwFo4dw/sghnFzdaDlgBNkLv2J2LJEEvfJqLbyzZufe7RB2//u+MlWLCIO5nSDiNuSqAjUHmZ1IRJIRFaVSs+zlIHc1sEb9d30GEZEUxrBaWTd5IntWLgGgTtcPKVWvkcmpRB7Nt2U77B0dOX/kEGf27zE7jrn2zoQ9vwIWaPELeGY1O1Gq06RJE0aNGsXy5cs5c+YMixYtYty4cbz++utAzJB7PXr0YPTo0SxatIhDhw7RpUsX3NzcaN++PQBeXl68/fbbfPLJJ6xbt469e/fSoUMHihcvTu3aMUXYIkWKUL9+fbp27cr27dvZvn07Xbt2pXHjxhQqVMi07X/pyr0Fzl5w7Rgc1RBBIpIyhYeFsmD0IC4e/Rtnd3daDRxJ1oKFzY4l8lB29vZUad0BgL+WLyYs5JbJiUxkGLD8E7hyGNwzQcvJMcMQi4g8IRWlUrtqvWJ+/jUNQq+Zm0VE5AUzrFbW/PID+1cvB4uFuu91p0Tt+mbHEnkszwwZKVU3ZviLLbN/xUitvSUuH455wwtQoz/kq2FunlTqu+++o2XLlnTr1o0iRYrQu3dv3n33XUaMGGFr06dPH3r06EG3bt0oV64cFy5cYPXq1Xh4eNjafP311zRr1ozWrVtTpUoV3NzcWLp0Kfb29rY2M2fOpHjx4tStW5e6detSokQJpk+f/lK313QunlDhnZj7m8fFfPAjIpKC3Ltzh3kjBnLp+FFc3NPQauAofPIXNDuWyGMVrFiZTHnyEXnvLjsWzTU7jnn2Tof9s8BiBy0ngYeP2YlEJJmxGBoT5pmEhITg5eXFrVu3kvcwIYYB/6sOl/bBq32g5gCzE4mIvBBWazSrf/qOwxvXYrHYUe/9j3nFr5bZsUSeWFjILX756B0i792lcY/PKORbzexIL9e9kJhzlOsnIV8teGM+2CXv71OlmPPHJCzF7OM7V2F8MYi6B52WQF4/sxOJiLwQd2+HMH/kIK6cOYmLhyetBo4kU+68ZscSeWJn9v3FAv8h2Ds48NY3/8MzQyazI71clw7ApDox5yg1B8Grvc1O9NxSzPmjSDKSvN/Zy/OzWP7rLbXzJwi/bW4eEZEXwGqN5o8J420FqQYf9lJBSpIdN08vyjVuBsDWOTOwRkebGyg66uWtyzBgyUcxBSnPbND852RfkBJ5KmkyQplOMfe3jDM3i4jICxIWcot5IwZw5cxJXD29aD14tApSkuzkKlmG7EWLER0VRcD82WbHebnn6PduxVxHKuoeFKgLVXu9vHWLSIqiAT8FCjeG9Pkh+ATsngJVupudSETkmVmjo1n5wzj+2boJi50djbr3oZBvVbNjiTyTso1eZ+8fy7lx6QKHNq6lRK16ibey8Dtw6xzcDIx7i50WehWc0sQMz+GRJeZnmsz/3b9/upP782XZ8RP8vRjsHKDVVHBP/yK2UCR58f0Qdk2CUxvhwh7IVsbsRCIizyzs1k3mjRjAtXNncfNKS+vBo0mfPafZsUSemsVioVq7zswe9CmHN66jXJPmpM+WI3FWZhgQdh1uxZ6bn4t/jh4eAq7p/j0Pv+/cPI1P/PN2B6fny7K4G9w4DV454PWf9KUxEXlmKkoJ2NlDlR6w5EMI+AEqvgsOzmanEhF5atFRUaz47kuObd+Cnb09jT/+jAIVK5sdS+SZObu5UbFZKzZNn0TAgtkUrVYDB6dnfDN59+Z9Rad/f97/Bvfu9ccvI+JOzJdYgk88JrjnvwUrnweKVv/+HlvMcnKLP++5XbB6YMz9uiMhR4Wn3lSRFME7FxRvBQd+i+kt1WaG2YlERJ7JnRvXmTdiANcvnMPdOx2tB48mXdbsZscSeWZZCxYhb9kKnPprJ9vmzKBJr37PtiDDiPni181AuHn2vnP0+87ZI0Mfv5y712NuVw4/up1b+gSKVgkUr+wd48+7fQL8swzsHKHVNHBL92zbLCKCilISq0Qb2OgPIRdg/2wo28XsRCIiTyU6KpJl48dyYlcAdvYONOnZl/zlK5kdS+S5larbiL9W/M6d4GvsW72cco1fj9/IMODujYe/mb0ZCOG3Hr8yl7SQNgekzRXzDci0Of/9PWfMG9V7IXD7Ety5HPPzdtB9t39/jwyN+cZmeAgEH3/0+py9/n0TfN+3Og8uAGskFG0KFd97pn0mkmJU7RFTlDqyDK4eg4wFzU4kIvJUbl+/xrzhA7hx6QJp0meg9aBReGfJZnYskedWtW0nTu3ZxbEdW7l86gSZ8+aP38hqhTtB952Tn417jn7rXMxQeI+Txue/c3LbOfq/N9d0MYUt27n5g+fq/963RkJYcMzt8qFHr88tw31fLMsc8x5hx8SYx+r7Q/ayT72/RETuZzEMwzA7RHKUIi+CFzAB/ugH6fLCh7tjelCJiCQDUZGRLP3an1N/7cTewYHXPhlA3jLlzY4l8sIcWPcHa/73HS4enrzz7S84u7nFFKKOLIHN4+Da8Sf7FqVb+v/ewHr9W3y6/w2uyws4pwm/fV+R6r43xHceLF6FPXwZ6fLB/218MXmSkBR5/pjEpMh9PLs9HF0OpTpAsx/MTiMi8sRCrl1l3vD+3Lx8CY8MGWk92J+0mX3MjiXywqz47kuObNlIrhKlaTlgRMzEqPCYUYj2zogpOkVHPGYpFvDM+kDBKfZnrpjrqzq6PF/Q2GEA7wQl/MWyO5f/+90a+fDlFGsBLSbFXJ8+BUmR548iSZx6Ssl/ynSCP8fC9VMx13Eo1sLsRCIijxUVEcGScaM5vXc3Do5ONO09gNyl9M0tSVmKVa/N7qULuXHpAn8tX0TlGhVh5adwcn3chmkyJ/CGNrbXU47nv9bTk3D2iLllKPDwNobxX/EqTrHqckyPrio9UlxBSuSZVe0ZU5Q68BvU6AdeGvJKRJK+kKtXmDu8H7euXMYrU2ZaDRqNV6bMZscSeaEqt3qDowGbOXtgL+cOHyCH8xVY0Qeun/yvkcUevLIlPBKBV46YotPzXOvpSVgsMddodU8PmV/5f/buO67K8v/j+OuwhzIUAVEcCCg4ERfuCW7N2S5/WZmVqWnlLPdXLbWh7T1Mzb3BvRc4EQUc4AARWbLhnPP740aOpJUicDM+z8eDR3DfN+e8oTpc5/5c1+f65+t0OqUNYIGCVd7nRqbQdUq5K0gJIdQhK6UKqdxW0ff8T2nj59wYXt8vf2yEEKVaTnYW6xfOJurMSUzMzBk4cRq1mzRTO5YQxeLi4f1sWjIfU1MjRrodw8ooA4zNod07Shte25pPPotSFKtyO34sRcrt7/invnB1P7QZrbTNEUKIUizpViyrZk0m5XYcdk7VGTp9DjYOjmrHEqJY7PhuGaeDtlC9ijHPOO5RbqNVcoJuH0LdjkobPGNZE1CaldvxoxClmJHaAUQp0+o1MLWG2LMQuVPtNEII8Y9ysjJZN3+mUpAyN2fQBx9KQUqUX3o9npVv42iVRU6OjmO3ncHDH0YfVmYsOrhLQUqI8qz9OOWfwT9B2h1VowghxL9JjL3JihkfkHI7DvvqLgz7aJ4UpET5lZtFmxoJmGi0xCRouZTmAG3eVLbE8HlOWRElBSkhhHiAFKVEQVZVwPdl5fMDi1SNIoQQ/yQ7M4M1//uI6HOnMbWwZPCkGbg2bKJ2LCGKx+1w+HUgmr9G0L5qBACnUmqT4r8UqtZTOZwQokTU6wrOTZS92I59rXYaIYR4qISb11n50Qek3omniktNhn34PypXcVA7lhDFIyIIlrWh0tGF+FS5CcDB3C7o/GdJG2ohhPgPUpQSD2r7ltIrNuogXD+hdhohhCggOyOdNfM+5Pr5c5hZWjJ48kxqejVSO5YQRS8rFYKmw5dt4fIeMDanTu/XqNnAC22ulsOr/1Q7oRCipGg00GG88vmxbyA7Xd08QgjxN3euX2PljEmkJiZQtWYthn04j0r2VdSOJUTRS4yCP5+D34coe7JXcqbVSxMxt7ImPiaWCwf3qZ1QCCFKPSlKiQfZuEDjocrnh5eqm0UIIe6TlZ7GX3Onc+PCecytrBkydTY16nupHUuIoqXXw7k18EVLOPgp6HLAsye8eQRN18m0f/b/AAjds4OEm9dVDiuEKDFe/ZVN0jMS4fRytdMIIUS++OirrJw5ibSkRKrVqsOwD+dhbWevdiwhilZOJuxdAEtbwYVNoDEGv7fgreNYtH6elv0HA3Bo5W9oc3NUDiuEEKWbFKXEw/mNVv55fj0kRaubRQghgMy0VP6aM42Y8AtYWFdi6LQ5VHevr3YsIYrW7YvwS3/4awTcvQn2deCZFfDsCqjiBkCN+l64NW+JXq/j4Irf1M0rhCg5RsbQJm+MfmQZ6HTq5hFCCCDu6mVWzpxMenIS1eq4MXT6XKxsbNWOJUTRCt8Oy9rA7jmQmwl1OsAbByFgTn6rvua9+mNla0dy3C3O7gxUObAQQpRuUpQSD+fcGOp2Ar0WjkrfeiGEujJS77Jq1hRiI8OxqGzDkGlzcHJzVzuWEEUn6y4ETlVa9V3ZByYW0HkyjD4K9Xs+cHn7p18EjYbwIwe4dTlShcBCCFX4PAfmtnAnEiLkhpcQQl23LkeyatYUMu6m4OTmztBpc7CsLHvpiHIk8Sosfwb+GAaJV6BydRj8Pby0ERwLduwwtbCgzaDhABxZ8yc5mZkqBBZCiLJBilLin/m9pfwz5BflZpkQQqggPSWZVTMnE3flEpaVbRg2bQ5OdeupHUuIoqHXw9m/lFZ9hz4HXS7U7wNvHoXO74OpxUO/rVrtujRo2xGAA3/+UpKJhRBqMq8Mvi8pnx+RNttCCPXERoazavYUMlPvUt29PkOmzsayUmW1YwlRNHIyYM//YGlruLgFjEyg7Rh46zg0HqLs9fgQTbr3xKaaE2lJiYRs21jCoYUQouyQopT4Z+7doaoHZKXASWkPJIQoeenJSayaNYXbUVewsrVj2IfzqFa7rtqxhCgacWHwcz9Y/QrcjQH7uvDsKnjmD6Vt339oN+x5jIyNuXo6hEvBR4s/rxCidGj9urKPxZV9EHNG7TRCiAroZvgFVs2eSlZaGi6eXgyeMgsL60pqxxKiaFzcprTq2zNPadVXtyO8cQj8ZymTQ/6FsYkpbYc+C8DxDX+REh9XEomFEKLMkaKU+GdGRoa9pY4sA51W3TxCiAolLSmRlTMnEx99FWv7Kgz7cB4OrrXVjiXEk8tMge1T4Kv2cHU/mFhCl6kw+gh4+j/yw9g5V6dxV+X6dQtm8cv7YwjZuoH0lOTiSi6EKA1sa0LDgcrnR5apGkUIUfHcuHCe1XOnkZ2RTo0GDRk8eQbmVlZqxxLiySVcgT+Gw/LhStu+yi4w5Ed4cQNUe/S9jL06dKZqzVpkpaXx3VsjWT3vQy4e3k9udnbxZRdCiDJGo9fr9WqHKItSUlKwtbUlOTkZG5ty3DM5Ox0WN4SMBBj2C3gPUDuREKICSE24w8pZU0i8eZ1KVaoybPpc7KvXUDuWEE9Gr4ezqyBwGqTGKsca9IWAuWBfuIJrZloqO75bRsTRQ+i0uQAYGZvg1rwljbp0p05TX4xNTIrqJxBPqMKMH1VUYX7H14Phu65gZApjz4JNdbUTCSEqgOvnz7Hmfx+Rk5WJa8MmPPXedEwtHt5qWIgyIycDDiyGA0tAm6X8bfV7EzpOBPPCrQC8HX2VHd8t4+bF8/nHzK2tadC2E406d8epngeaf2gBKEpehRk/ClGKSFGqkCrUC9au2bBvIbi2hldkQ2UhRPG6eyeeVbMmkxhzk8pVqzFs+lzsnOVmmyjjbp2HLRMg6qDydRU36LUQPLoXycNn3E3hwsG9hO7dya3LkfnHrWzt8GrfmYadu1OtVp0ieS5ReBVq/KiSCvU7/qEnRB+GDu9Ct+lqpxFClHPR506zdsFMcrOyqNW4GQMnTsXUXApSogzT6+HiVtj2PiRFK8fcOitj9GqeRfIUiTE3CN27i9B9O0m9E59/vGrNWjTs1A2vDl2oZF+lSJ5LFF6FGj8KUUpIUaqQKtQL1t1bsKQRaLPhlR3g2lLtREKIcirldhwrZ00m+VYsNtWcGDZ9DraOzmrHEqLwMpOVTZKPfg16rdKqr+MEaPs2mJgXy1Pejr5K6J4dhB3YQ3pyUv5xJzd3GnbqRoN2nbCsXM7HLqVUhRo/qqRC/Y7DNsKK58HSHsaFgpm12omEEOXU1TMnWb9gFrk52dRp5kv/dydjalY84xghSsSdS7DtA4jIm3htUxMC5ijdgYphBZNOpyX63BlC9+wg8thhcnOUVn4aIyPqNvOlYaduuPm2xsTUtMifW/y3CjV+FKKUkKJUIVW4F6x1o+HU79DwKRj6k9pphBDlUHJcLCtnTibldhy2Ts4Mmz4XGwdHtWMJUTj5rfqmQuot5ZhXf6VVn51riUTQ5uZy9XQw53bv4HLIMXRaZW9IYxMT6vm2pmHn7tRp2hwjY+MSySMq4PhRBRXqd6zTwufNlX0v+nwCLUeqnUgIUQ5dORXM+o9no83Jwa15S/qNm4SJmZnasYQonJwM2L8IDi5RJl4bmSqTxTpOKLHJHVnpaVw8vJ9ze3YQE34h/7hFpco0aKe093OsW0/a+5WgCjV+FKKUkKJUIVW4F6zYc/BVO9AYwZhThd77QgghHiYpNoaVMydz985t7Ku7MHTaXCpXdVA7lhCFo82FLe9C8E/K11XdodcCcO+mWqT0lGSlvd+encRdvZR/3NrOHq8OXWjUuTtVa9ZSLV9FUeHGjyqocL/jo1/D1vegSj146wQYGamdSAhRjlwKPsbGRXPR5uZSr0Ub+o17H2MTWckhyqi0ePhjONw4oXxdr6syRnfwUC1Sws3rhO7dyfl9u0hNuJN/3MG1Ng07d8erfWes7exVy1dRVLjxoxClgBSlCqlCvmD9MgAu7wG/t5RlzUIIUQQSbt5g1azJpCbcwd6lJsOmzaFSlapqxxKicLJS4a8Rea1ANNBlMrR7p9ha9RVG3NXLhO7dSdj+3WTcTck/7lzPg4ade9CgbUcsKhVuU2fx7yrk+LGEVbjfcVYqLPKGrGR45k+o30vtREKIciLi+GE2LZ6PTpuLR+u29BnzHsYmJmrHEqJw4iPh9yGQeAUs7KD/Z0oXg1KyGkmn0xJ95hTn9u4k8vhhtDk5QF57P58WNOrcHbfmLaUoXEwq3PhRiFKgyIpSSUlJ2NnZFcVDlQkV8gUrIkj5I25uo/Stt6ggP7cQotjcuXGNVbOmkJaYQNWatRg6bY7MBBNl191Y+GMYxJxW9o4a/B149VU71T/S5uZw5WQw5/bs4MrJ4wXb+7X0o1GnbtRu6oORkbT3KyoVcvxYwirk7zhoOhz8FOp0gJc3qZ1GCFEOhB85wObPFqLTavH060Dvt96VgpQou6KPwvKnISMB7GrDc39BNU+1U/2jzLRULh7aT+ieHcREXsw/blHZBq/2nWjUuQeOddxUTFj+VMjxoxAqK1RRav78+dSpU4fhw4cDMGzYMFavXo2zszNbtmyhadOmRR60tKmQL1g6HSxrA/EXIWAe+I1WO5EQogyLvxbFqllTSE9OwqFWHYZOnY2VrZ3asYQonLgw+H0oJF8DKwd4dgXUbKF2qkeWnpxE2IG9hO4J4nb01fzjleyr4NWxKw07daNqjZLZC6s8q5DjxxJWIX/HyTfg0yagy4XX90H18v9eTAhRfC4c2seWzz9Gr9PRoF0ner05XvafFGVX6DpY8xpos8CluTJGr1R29i2+c/0aofuU9n5piQn5x6vVrkvDTt3x6tAZKxtbFROWDxVy/CiEygpVlHJzc+O3336jbdu2BAUFMWzYMFasWMHKlSuJjo4mMDCwOLKWKhX2BSv4J9j4DtjVgrdPgrHMlhJCPL7bUVdYNWsKGXdTqFbHjSFTZslgWpRdV/bBn88r7bOq1IPn/4IqZXf2YtzVy5zbE0TYgb1k3tfer7pHfQJGvSN7Tz2BCjt+LEEV9ne8eiScXQVNnoZBX6udRghRRoXt383WpYvR63U07NQN/1FjZMW0KJv0eji8FAKnAnrw7AVDvgcza7WTFYpOqyXqzEnO7d3JpeOH0ebmAmBkbIx7q7b4v/Y25lZWKqcsuyrs+FEIFRWqKGVpaUl4eDiurq688847ZGZm8vXXXxMeHk7r1q1JTEwsjqylSoV9wcrJgMUNIf0ODP0ZGg5UO5EQooyJu3qZVbOnknk3BSc3dwZPmYVlpcpqxxKicM6shHWjQZcDrm3gmeVgVUXtVEVCm5vD5ZDjee39TqDX6aju2YBnZ32sdrQyq8KOH0tQhf0d3wiBb7uAkQmMPQs2LmonEkKUMaF7d7LtyyWg19Ooiz/+r72FxshI7VhCPD6dFrZNgmN5kzRavgq95kM5KbBmpN7Na+8XROylCABaDRxKh2deUjlZ2VVhx49CqKhQIwx7e3uuXbsGwLZt2+jevTsAer0ebd5+BKKcMrWEFq8onx9eqm4WIUSZc+tyJKtmTibzbgrO7p4MmTpbClKibNLrYd/HsOZVpSDlPRBeXF9uClIAxiameLRqy1PvTeeVT7/B2MSEmPALxERc/O9vFkKUrBrNoVZbpYXfsW/VTiOEKGPO7grML0g16d5TClKi7MpOhxUvGApS/rOh98JyU5ACsKxUmWb+vXlu7mJ6vz0BgDM7tpGTlalyMiGEeHSFGmUMGjSIZ599lh49enDnzh169eoFwKlTp3B3dy/SgKIUajkSjM3g+jG4dkztNEKIMiIm4iKrZk0hMy2V6p4NGDJlFhbWldSOJcTj0+YqrWx3zVK+bvs2DPkRTC3UzVWMbB2dadCuEwDBm9epG0YI8XB+byr/PPEDZKepm0UIUWacDtpC4NefgV5Ps4A+dB/5phSkRNmUeht+7gsXN4OxOQz9SRmnazRqJys29dt2wNbJmczUu5zft0vtOEII8cgKNdJYvHgxb731Ft7e3gQFBVGpknJTMSYmhtGjRxdpQFEKVXaCxsOUz2W1lBDiEdy4GMZfc6aSlZ5GjQbeDJk8E3OrstnPW1RwWXdh+XAI+Rk0RtD7Y2UGZgW4edO89wAAwo8eJCX+tspphBAPqN8L7OtCZhKc+kPtNEKIMuDkto3s+G4ZoPyd7zpiFJpyfANflGPxEfB9d7gRDJb2SgeDhk+pnarYGRkZ07xnPwBCtmxAr9OpnEgIIR5Noe6gmJqaMmHCBD799FN8fHzyj48dO5aRI0c+9uMtW7aMunXrYmFhga+vL/v37//X6/fu3Yuvry8WFha4ubnx1VdfFTj/7bff0qFDB+zt7bG3t6d79+4cO/bgip7HfV5xH7+84mPYBkiMUjeLEKJUux52jtVzp5OdkYGrd2MGTZqBmaVswirKoJQY+LEXRO4AE0sY/ju0elXtVCXGsY4brg2boNfpOLV9k9pxhBB/Z2QMbfLG6EeWgdyYEkL8i+DN69j1o9LirEW/QXR+caQUpETZFHUYvu8BiVfBrja8EgS1/dROVWIademBmaUVCTevc/V0iNpxhBDikRR6Wu+vv/5K+/btcXFxISpKKUosWbKE9evXP9bjrFixgrFjxzJlyhROnjxJhw4d6NWrF9HR0Q+9/sqVK/Tu3ZsOHTpw8uRJJk+ezJgxY1i9enX+NXv27OGZZ55h9+7dHD58mFq1auHv78+NGzcK/bzib5waglsX0Ovg6NdqpxFClFLXQs+wet6H5GRmUKtRU5764EPMLCzVjiXE47t1Hr7rDrFnwboavLwZGvRWO1WJu7da6szObWRnZqicRgjxgGbPgoUtJFyG8G1qpxFClFLHN6xmzy/fAdD6qWF0fG6EFKRE2RS6Fn4ZABmJUMMXRu4EBw+1U5UoM0srGnftAUDwlse7JyuEEGopVFHqyy+/ZPz48fTq1YukpCS0Wi0AdnZ2LFmy5LEea9GiRbzyyiuMHDkSLy8vlixZgqurK19++eVDr//qq6+oVasWS5YswcvLi5EjR/J///d/fPzxx/nX/P7774wePZpmzZrRoEEDvv32W3Q6HTt37iz084qH8HtL+WfIL5CZom4WIUSpE3XmFGv+N4PcrCxqN/Fh4PvTMTUvv3vuiHLs8l74IQBSrkNVD2X2ZU1ftVOpol7zltg5VycrLY3ze6VvvRCljnkl8B2hfC5ttoUQD3F07Ur2/f4jAG0GP0O74S9IQUqUPXo9HPwMVr0M2iyo3wde2gSVqqmdTBU+Pfuj0RgRdeYk8dekm5EQovQrVFHq888/59tvv2XKlCkYGxvnH2/RogVnz5595MfJzs4mODgYf3//Asf9/f05dOjQQ7/n8OHDD1wfEBDAiRMnyMnJeej3pKenk5OTQ5UqVQr9vOIh3LtBtQaQfRdO/qp2GiFEKXL1VDDrFswkNzuLuj4tGDhxGqZm5mrHEuLxnf4TfhsMWSlQyw9eCYQqddVOpRqNkRHNe/UHIGTreulbL0Rp1Oo1MDKBqANw85TaaYQQpcjhv5Zz4M9fAGg77DnaDXtOClKi7NFpYctECJqmfN3qdRj+K5hV3Bbxto5OuLdqA0CIrJYSQpQBhSpKXblypcBeUveYm5uTlpb2yI8THx+PVqvFycmpwHEnJydiY2Mf+j2xsbEPvT43N5f4+PiHfs8HH3xAjRo16N69e6GfNysri5SUlAIfFZ5Gc1/f+q9Am6tuHiFEqXA55DjrFs4iNyebei1a0//dKZiYmakdS4jHo9fD3gWw9nXQ5UDDQfDCOrCqonYy1TXs3B1zK2sSY25y5VSw2nGEEH9nW0N5zQJlbykhRIWn1+s5uOJXDq36HYD2z7yE3+BnVE4lRCFkp8Gfz8HxbwENBMyFXvOVfRUruHttts/v3016SrLKaYQQ4t8VqihVt25dTp069cDxrVu34u3t/diP9/eZOXq9/l9n6zzs+ocdB1iwYAHLly9nzZo1WFgUbBv1OM87b948bG1t8z9cXV3/+QeqSJoMAysHSI6GCxvVTiOEUFnkiaOs/3gO2txcPFq1pd+4DzAxNVU7lhCPR5sDG96C3XOUr9u9A4O/B1NpPwlgZmFJ424BgLJJuhCiFPLLmzh2bjWk3FQ3ixBCVXq9ngPLf+bImhUAdHr+/2g9cKjKqYQohNQ4+KkPhG8FY3MY+hP4valMmBbUqO+Nk5sH2pwczgRtVTuOEEL8q0IVpSZOnMibb77JihUr0Ov1HDt2jDlz5jB58mQmTpz4yI/j4OCAsbHxA6uT4uLiHljFdI+zs/NDrzcxMaFq1aoFjn/88cfMnTuXwMBAmjRp8kTPO2nSJJKTk/M/rl279sg/Z7lmagktX1E+l771QlRoEUcPsXHRXHTaXDzbtKfPO+9hbCIFKVHGZKbAH8Pg5G+gMYLeH0OPmWBUqCFTueXTsy8aIyOiz53mdtQVteMIIf7OxQdqtwNdLhz7Ru00QgiV6PV69v72A8fW/wVAl5depUW/QSqnEqIQbofDd93g5kmwrAIvbYSGA9VOVapoNBp8+yirpU4Fbib3H7Y4EUKI0qBQd1hGjBjBhx9+yHvvvUd6ejrPPvssX331FZ9++ilPP/30Iz+OmZkZvr6+BAUFFTgeFBRE27ZtH/o9fn5+D1wfGBhIixYtML1vNv7ChQuZNWsW27Zto0WLFk/8vObm5tjY2BT4EHlajgRjM7h+HK4dUzuNEEIFFw/vZ+OS/6HTamnQrhN9xkzE2MRE7VhCPJ6Um/BjL7i0C0yt4Ok/oNWraqcqlWwcHPFopYyZQrZuUDmNEOKh/N5U/nniB8hKVTeLEKLE6fV69vz8LcGb1gLQ9f9G5bf3EqJMuXoQvu8BSdFgXwdeCYJardVOVSp5tmlHJfsqpCUlEn54v9pxhBDiHxV62u+rr75KVFQUcXFxxMbGcu3aNV555ZXHfpzx48fz3Xff8cMPPxAWFsa4ceOIjo5m1KhRgLJC6cUXX8y/ftSoUURFRTF+/HjCwsL44Ycf+P7775kwYUL+NQsWLGDq1Kn88MMP1KlTh9jYWGJjY0lNTX3k5xWPoZKj0sYP4PAX6mYRQpS4sAN72PzpQvQ6Hd4dutDrrfEYGUtPb1HG3AqF77rDrXNgXQ1e3gz1e6mdqlS7NxMz7MAe0pOT1A0jhHiQZ0+o4gaZyXB6udpphBAlSK/TsfOHr/InjvR49S18AvqqnEqIQjj7F/w6EDKToEYLGLkTHNzVTlVqGZuY0izv//XgzevztzsRQojS5ol70Tg4OODo6Fjo7x8+fDhLlixh5syZNGvWjH379rFlyxZq164NQExMDNHR0fnX161bly1btrBnzx6aNWvGrFmz+Oyzzxg8eHD+NcuWLSM7O5shQ4ZQvXr1/I+PP/74kZ9XPKY2eTMxwzZC4lVVowghSk7o3p1s/WIRer2Ohp27EzB6LEayyawoay7thh96QsoNcPCEkTugRnO1U5V6Lp5eVHevjzYnh1OBW9SOI4T4OyNjaJO3t9SRZaDTqptHCFEi9DodQd8t5XTgZtBo8B81hibde6odS4jHo9fDgSWw+hXQZkODvkrLPmsHtZOVek2698TEzJy4q5e4HnZO7ThCCPFQGv0jls19fHzQPOLmgSEhIU8UqixISUnB1taW5ORkaeV3z69PKS2P2oyGnvPUTiOEKGZndwcS+PXnoNfTpFtPuo8cjUb23RFlzak/YMPbyr4rtdvB8N/AqoraqcqMCwf3svmzhVjZ2vHq0h8xMZV95P6NjB+Ln/yO/yY7DRZ5KzPMn/4DGvRRO5EQohjpdFoCv/6c0D070GiMCHjjHRp26qZ2LCEejzYXtr4HJ75Xvm79BgTMUSZbiEcS9O0XnNmxDfeWbRgwYaracUo9GT8KUfIe+e7hwIEDGTBgAAMGDCAgIIBLly5hbm5O586d6dy5MxYWFly6dImAgIDizCtKs3t960N+UdqECCHKrTM7thH41Weg19PUv48UpETZo9fDnvmw7g2lINVoMLywVgpSj8mjdTsqVXUgPTmJCwf3qh1HCPF3ZtbQYoTy+eGl6mYRQhQrnU7L9mVL8gtSvd4aLwUpUfZkp8GK5/IKUhoImAe9/icFqcd0b/+4yBNHSYqNUTmNEEI86JF3of/www/zPx85ciRjxoxh1qxZD1xz7dq1oksnypZ63aBaA7h9QSlMtX1b7URCiGJwcvsmdv3wFQDNe/Wn80uvPvJKWiH+VWYyZN0FI1MwMgFjE+Wf974uqsKnNgc2vgOnfle+bj8Ouk4vusevQIxNTPAJ6Mv+P34iZPM6GnbqJq8HJSQjIwO9Xo+VlRUAUVFRrF27Fm9vb/z9/VVOJ0qVVq/Boc8h6iDcPAkuPmonEkIUMZ1Wy9ali7hwcC8aIyP6jJlIfb8OascS5UXqbaWFnvG9MXnex72vi2rsd/cW/DEMYk6BiQUM+ha8+xfNY1cwVWu4UreZL1dOBROybQNdX35d7UhCCFHAIxel7rdq1SpOnDjxwPHnn3+eFi1a8MMPPzxxMFEGaTTKaqkNb8PRr5Ul1saF+k9MCFFKhWxZz+6fvwXAt+9TdHr+/+QGtCg8vR5unYPw7RARBNePgV73z9drjAoWqYz//vk/fW2c96Y571zyNYg9ozxe74+h5Ssl9zOXQ0269eTw6uXcjr7KtdCz1GrURO1IFcKAAQMYNGgQo0aNIikpidatW2Nqakp8fDyLFi3ijTfeUDuiKC1sXJTVoGdWwOFlMPhbtRMJIYqQNjeXLZ9/TPiRAxgZG9PnnffwbN1O7ViiLMvNhujDEBGofMSH//v1GuOCRaq/f57/tfF9Y/WHXHvzpLLHq2UVeHYFuLYqmZ+3nGreewBXTgVzbvcO2g17HnMra7UjCSFEvkJVDCwtLTlw4AAeHh4Fjh84cAALC4siCSbKqMbDYMcM5YZf2AZoNEjtREKIInJ84xr2/aZMOmg1YAjtn3lJClLi8WWlwpW9eW9yg5Q3nvczNlNWMvGQLS/1OmWWpjb7yXOYWsGQH6G+bPz9pCwqVaJhp+6cDtxM8JZ1UpQqISEhISxevBiAv/76CycnJ06ePMnq1auZPn26FKVEQW1GK0Wp0DXQ/SOwraF2IiFEEdDm5rBpyQIijx/GyNiEfuM+wL1lG7VjibLo7i2IDFImi13aDdl37zupUYpGupyHf69eC1otaLOePEcVN3juL6ha78kfq4Kr3cSHqjVrced6NGd3BdKi71NqRxJCiHyFKkqNHTuWN954g+DgYNq0UQY8R44c4YcffmD69OlFGlCUMaYW0OpV2DMPDn8BDZ8quqXcQgjVHF23igPLfwagzeCnaTv0OSlIiUd355JSgIrYDlcPFCwqmViCWyfw8Fc+7FyV4zqd8sZXl6sUqXTa//g698HP/+lrvRbcusib3SLUvFc/Tgdu5nLIcRJjbmBfXW54F7f09HQqV64MQGBgIIMGDcLIyIg2bdoQFRWlcjpR6rg0gzod4Op+OPYN9JihdiIhxBPKzclh4+J5XA4+hrGJCf3fnYJb85ZqxxJlhU6nrEyK2K4UomJOFTxvXQ3ce4CnvzJutrRTuhzodfeNr/PG5Pd/rc2971zuf3x973vzzhmbQYM+YGmvxm+k3NFoNDTv3Z+gb77g5LaNNO/VHyNj2ZtLCFE6FKoo9cEHH+Dm5sann37KH3/8AYCXlxc//fQTw4YNK9KAogxq8QrsXwQ3guHaMajVWu1EQogncHj1cg6tVPbeaTv0OfyGPKNyIlHq5WZD9CEID1Te6N6JLHjerjZ4BoBHANRpr0xo+DsjIzAyB8xLJLJ4MlVcauLWvCWXQ44TsnUj3f5vlNqRyj13d3fWrVvHU089xfbt2xk3bhwAcXFx2NjYqJxOlEptRitFqeAfoeNEMK+kdiIhRCHlZmezYdFcrpw8gYmpGQMmTKFOM1+1Y4nSLiMJLu0ydCxIjy943sVHGZ97+kN1nwf3W9Vo8lr1SWGjrPDq0IUDy38h5XYckSeOSGtPIUSpUegNf4YNGyYFKPFwlapBk2Fw8ldltZQUpYQok/R6PYdW/cGR1csBaP/0i7R+Sl73xT+4G6u8wQ3fDpf3QHaq4ZyRCdTyMxSiHDxkFW051Lz3AC6HHCd0zw7aDX8eC2u54V2cpk+fzrPPPsu4cePo2rUrfn5+gLJqysfHR+V0olTy7Km0RUq4DKf+gNavqZ1ICFEIOdlZrF84m6gzJzExM2fgxGnUbtJM7ViiNNLr4faFvP1bAyH6iNIx4B5zG6jXRRmfu3eHyk7qZRXFwtTMnKY9enFkzQqCN6+XopQQotQodFFKiH/l96ZSlLqwCRKuQJW6aicSQjwGvV7PgT9/4di6VQB0fG4ELfsPVjmVKFV0WrgRoqyEigiEmNMFz1s7Ku34PP3BrTNY2KoSU5ScWo2a4lCrDvHRVzm7K5CW/WRfyeI0ZMgQ2rdvT0xMDE2bNs0/3q1bN556SvYMEA9hZKSsltoyAY4sg5avyGx3IcqYnKxM1i2YRfS505iYmzPo/Q9xbSh7OYr7ZKcrq2IjApWuBcnRBc871FfG5x7+yqQxY1N1cooS09S/D8fWr+bmxfPERobj7O6pdiQhhHj0olSVKlUIDw/HwcEBe3v7f91LJCEhoUjCiTLM0QvqdYNLO+Ho19Drf2onEkI8Ir1ez77ff+TExjUAdH5xJL59BqobSpQOGYkQuVN5kxu5A9Lv3HdSAzWaKzMtPXpA9WYPtvwQ5dq9vvWBX33GyW0b8e09QPrWFzNnZ2dSU1MJCgqiY8eOWFpa0rJlS9nzT/yzZs/CrtmQeAUubgWvvmonEkI8ouzMDNbOn8H18+cwtbBk0AcfUtOrkdqxRGmQGJXXki8QruyD3EzDOWNzqNvRMFnMvo5qMYU6KtlXoUHbDpzfv5vgLevpM2ai2pGEEOLRi1KLFy/O30x5yZIlxZVHlCd+bypFqZO/QucPlI0xhRClml6vZ88v3xGyZT0AXUe8jk/PfiqnEqrR6yHufF7LjyC4dvRvLT9swb2r8ibXvYfSvlVUaF7tOrP/j5+5G3+biGOHqO/XQe1I5dadO3cYNmwYu3fvRqPREBERgZubGyNHjsTOzo5PPvlE7YiiNDKzhhb/BwcWweGlUpQSoozIzkhnzf8+4saF85hZWjJo0kxq1PdSO5ZQizZHGZffa8t3+0LB8zY181ZDBSgFKTMrdXKKUqN57wGc37+b8CMH6Pj8CCpXcVA7khCignvkotRLL70EQG5uLgABAQE4OzsXTypRPtTrCtW84HYYhPwC7caonUgI8S/0ej27fvyaU9s3AdB95Js07dFL5VSixGWnKzMsI/IKUcnXCp6v5qWshPIMANfW0vJDFGBiZkbTHr05sno5wVvWS1GqGI0bNw5TU1Oio6Px8jLcmBw+fDjjxo2TopT4Z61eg0OfQ/QhpQ1rjeZqJxJC/Ius9DRWz/uQmPALmFtZM3jKTKq711c7lihpqbchMkgpRF3aDVnJhnMaY2Vcfq8Q5egl+7eKApzc3Knp1YjrYec4tX0zHZ55Se1IQogK7rH3lDIxMeGNN94gLCysOPKI8kSjUVZLbXhLaeHXZjQYyzZmQpRGep2OHd8v48yObaDR4P/a2zTu6q92LFFSEq4oBaiI7XBlP2izDOdMLAwtPzz8wb62ejlFmdDMvzfH168iJvwCMREXqe4hN86KQ2BgINu3b6dmzZoFjnt4eBAVFaVSKlEm2FSHRoPhzJ/K3lKDv1M7kRDiH2SmpbJ67nRiI8OxsK7EkKmzcXJzVzuWKAk6HcScytsbajvcPAnoDeetqiqdCjz9lQnBlvZqJRVlRPM+A7gedo4zO7bRZtBwTM0t1I4khKjAClUhaN26NSdPnqR2bbkxJf5D46GwcwakXIew9cobYCFEqaLX6Qj85gvO7Q4EjYaeb4ylYaduascSxUmbA9GHDS0/4sMLnretdV/Ljw5gaqlOTlEmWdvZ06BdZ0L37iB48zr6jn1f7UjlUlpaGlZWD7bjiY+Px9zcXIVEokzxG60UpULXQvePwLbmf36LEKJkZaTe5a/ZU4m7cgmLyjYMmTILp7r11I4lilNmsrIKKiJQmTCWFlfwfPWmyvjcMwBcfMBI9u4Uj66ebytsnZxJvhXL+X27aNqjt9qRhBAVWKGKUqNHj+bdd9/l+vXr+Pr6Ym1tXeB8kyZNiiScKAdMLaDlq7BnLhz6AhoOkmXkQpQiOp2W7V9+yvl9u9BojOj15ji8OnRRO5YoDndvGVp+XN4DWSmGcxpjqOVnKERVqy+v1eKJNO/dn9C9Owg/epCU+NvYOMh+Y0WtY8eO/PLLL8yaNQsAjUaDTqdj4cKFdOkir+PiP1RvCnU6wNX9cOwb6DFT7URCiPukpyTz1+yp3I66gmVlG4ZOm0O12nXVjiWKml6vTA67N1Es+jDocg3nzSpBvS6G/VttqquXVZR5RkbGNO/Zj90/f0vIlg006dYTjZGR2rGEEBVUoYpSw4cPB2DMGMMeQRqNBr1ej0ajQavV/tO3ioqo5Suw/xO4GaJsxlmrjdqJhBCATqtl69JFXDi4F42REb3fnkCDth3VjiWKik6ntPmIyHuTe/NkwfNWDnkt+XrktfywUyWmKJ8c67jh2rAJ10LPcGr7Jjo+N0LtSOXOwoUL6dy5MydOnCA7O5v33nuP0NBQEhISOHjwoNrxRFng95ZSlDrxE3R8D8wrqZ1ICAGkJyexavZU4qOvYmVrx9Bpc3BwlS415UZOBlw9YGjLl/S3lrtVPZQxuqc/1GoLJmbq5BTlUqMuPTi48ncSbl7n6ukQ6vq0UDuSEKKCKlRJ/MqVKw98XL58Of+fQhRg7QBNn1Y+P/yFulmEEABoc3PZ8vnHXDi4FyNjY/qOfV8KUuVBRhKcWwNr34BPPOG7rrB3vqEg5eIDnd6HkbtgQgQ89SU0GiQFKVEsfPsMAODMzm1kZ2aonKb88fb25syZM7Rq1YoePXqQlpbGoEGDOHnyJPXqFX17pxs3bvD8889TtWpVrKysaNasGcHBwfnn9Xo9H330ES4uLlhaWtK5c2dCQ0MLPEZWVhZvv/02Dg4OWFtb079/f65fv17gmsTERF544QVsbW2xtbXlhRdeICkpqch/HoFy07OqO2Qlw6nf1U4jhADSkhJZOXMy8dFXsbavwrAP50lBqjxIugbHv4c/hsP8uvD7EGWValIUGJspE8R6zoe3Q+DtE9BzLrh1loKUKHJmllb5e0cHb1mvchohREVWqJVSj7qXVJ8+ffjuu++oXl2WGFd4bUZDyM8QtgkSLkMVN7UTCVFhaXNz2PzZQiKOHsLI2IR+4z7AvaWsYCyT9Hq4fSFvpmVeyw/9fauVzSorLT88A5SWH5Wd1MsqKhw3n5bYOVcnKTaG83t30Sygj9qRyh1nZ2dmzJhR7M+TmJhIu3bt6NKlC1u3bsXR0ZFLly5hZ2eXf82CBQtYtGgRP/30E56ensyePZsePXpw8eJFKleuDMDYsWPZuHEjf/75J1WrVuXdd9+lb9++BAcHY2ys7Ivx7LPPcv36dbZt2wbAa6+9xgsvvMDGjRuL/eescIyMoM0bsPldOLIMWo6U/UmEUFFqwh1WzppC4s3rVKpSlWHT52JfvYbasURhaHPh+jFDW7648wXP29RQuhV4BIBbJzCzfvjjCFEMfHr2I2TLBqLOnCT+WpQUvoUQqtDo9Xp9cT145cqVOX36NG5u5a8AkZKSgq2tLcnJydjY2Kgdp2z4bTBE7oDWo6DXfLXTCFEh5ebksGnJfC6dOIKxiQn9xk+mnm8rtWOJx5GTAVf2K235wgMhObrgeQfPvJYfAeDaRmZYClWd3LaRXT9+jX11F0Ys+qrC961/0vHjmTNnHvnaotzj9YMPPuDgwYPs37//oef1ej0uLi6MHTuW999/H1BWRTk5OTF//nxef/11kpOTqVatGr/++mt+K/CbN2/i6urKli1bCAgIICwsDG9vb44cOULr1q0BOHLkCH5+fly4cIH69ev/Z1YZoz+m7DRY3BAyEmH4b+DVT+1EQlRId+/Es2rWZBJjblK5ajWGTZ+LnbNM7i1T0uKV+x3h2+HSTshMNpzTGEHNVob9W50ayv6tQlUbFs0l4ughGnf1x//1Mf/9DeWcjB+FKHmFWiklRKH4vakM0kJ+hc6TpF2UECUsNzubjYvncTnkOMampgyYMJW6zXzVjiUeRVK0YabllX2Qm2k4Z2wOdTsob3A9ekAV2QRblB4NO3fn4IrfSIy5yeWTJ6QI/oSaNWtWYB/Xe+7NMbv/WFHu8bphwwYCAgIYOnQoe/fupUaNGowePZpXX30VUFp7x8bG4u/vn/895ubmdOrUiUOHDvH6668THBxMTk5OgWtcXFxo1KgRhw4dIiAggMOHD2Nra5tfkAJo06YNtra2HDp06JGKUuIxmVlDi/9T9n89vFSKUkKoIOV2HCtnTSb5Viw21ZwYNn0Oto7OascS/0Wvh5jThr2hbgQD9835trRXOhV4Bijt+ayqqBZViL/z7T2QiKOHOL9/N+2feQkrG1u1IwkhKhgpSomS49YFHL2VpeshP0O7d9ROJESFkZOdxYZP5nL1VDAmpmYMeG8adZr4qB1L/BNtDlw7mleICoLbYQXP29Q0zLSs20FafohSy8zCksbdAjixcQ0hW9ZLUeoJXblyJf/zkydPMmHCBCZOnIifnx8Ahw8f5pNPPmHBggVF+ryXL1/myy+/ZPz48UyePJljx44xZswYzM3NefHFF4mNjQXAyalgi1AnJyeiopQN3GNjYzEzM8Pe3v6Ba+59f2xsLI6Ojg88v6OjY/41f5eVlUVWVlb+1ykpKYX/QSuqlq/Cwc+UFrDXg6GmTFgRoqQkx8WycuZkUm7HYevkzLDpc7FxePB1UJQSWXfh0m6lEBURBKl/+9vk3Dhvopg/1GwhLVFFqeVS3wsnNw9uXY7gTNBW2gx+Wu1IQogKRopSouRoNMpqqfVvwtGvlX2mjE3VTiVEuZeTlcm6hbOJPnsKE3NznnrvQ2o1Krq2TqKIpN6GyKC8lh+7lY3n79EYg2vrvEKUv1Lgl5Yfoozw6dmX4M3riD53mttRV6hWW1bzFdb9+7oOHTqUzz77jN69e+cfa9KkCa6urkybNo2BAwcW2fPqdDpatGjB3LlzAfDx8SE0NJQvv/ySF198Mf86zd9el/6+outh/n7Nw67/t8eZN29eieyrVa7ZVIfGQ+D0cjiyFIb8oHYiISqEpNgYVs6czN07t7Gv7sLQaXOpXNVB7Vjifno93Ik0dCyIOgS6HMN5U2tw62wYo9u4qBZViMeh0Wjw7TOALZ9/zKnAzbToPxgTU7k/J4QoOVKUEiWr8VDYMQNSbsD59cobYCFEscnJzGTtgplcCz2DqbkFgz74iJrejdSOJQB0Oog5lTfTMhBuhFCg5YdVVaXlh0cPcO+mtAARogyycXDEo3U7wg/vJ2TrBgJGyUrponD27Fnq1n2wwFe3bl3Onz//kO8ovOrVq+Pt7V3gmJeXF6tXrwbA2VlpMxUbG0v16oY9UOLi4vJXTzk7O5OdnU1iYmKB1VJxcXG0bds2/5pbt2498Py3b99+YBXWPZMmTWL8+PH5X6ekpODq6lqYH7NiazNaKUqFroMeM8G2ptqJhCjXEm7eYNWsyaQm3MHepSbDps2hUpWqascSADmZEHXQ0JYv8UrB81XclNVQnv5Qux2YmKuTU4gn5NmmPft++4HUxATCD+/Hu2NXtSMJISqQir3btCh5JubQStl/gMNfKDOPhBDFIjsjndXzPuRa6BnMLC0ZPHmmFKTUlpmiFOTXvQmLGsC3XWDPPEMP+upNoeNEeGUHTIiAQV8rxXspSIkyzrd3fwDCDuwhPTlJ3TDlhJeXF7NnzyYz07DHXFZWFrNnz8bLy6tIn6tdu3ZcvHixwLHw8PD8lVt169bF2dmZoKCg/PPZ2dns3bs3v+Dk6+uLqalpgWtiYmI4d+5c/jV+fn4kJydz7Nix/GuOHj1KcnJy/jV/Z25ujo2NTYEPUQjVm0DdjqDXKh0NhBDF5s6Na6ycOYnUhDtUrVmL4R/Ok4KU2pJvwIkfYfkzsKAu/DYIjn6lFKSMTJXVUAHz4O0QGHMSev1P2SdKClKiDDM2MaFZQF8Agjevz9+jVAghSkKxrpSaPHkyVarIZo7ib+5tpnzzJEQfgdp+aicSotzJSk9nzbwPuRkehpmlFYMnz8TFs4HasSoevR7iww0zLaMPgy7XcN6sUl7LjwBlVZRN9X98KCHKMhdPL6q71ycm8iKnArfQduizakcq87766iv69euHq6srTZs2BeD06dNoNBo2bdpUpM81btw42rZty9y5cxk2bBjHjh3jm2++4ZtvvgGUFjBjx45l7ty5eHh44OHhwdy5c7GysuLZZ5V/17a2trzyyiu8++67VK1alSpVqjBhwgQaN25M9+7dAaXQ1rNnT1599VW+/lopjLz22mv07duX+vXrF+nPJB7C7y24sg+Cf4ZO74F5ZbUTCVHuxF+LYtWsKaQnJ+FQqw5Dp87GytZO7VgVjzYXbpwwtOW7da7g+crVlW4FHgHg1kleD0W51aR7T46sWUHc1UtcDzuHq3djtSMJISoIjb6QpfDw8HD27NlDXFwcOp2uwLnp06cXSbjSLCUlBVtbW5KTk2VGZmFsfAeCf4IGfeHp39VOI0S5kpmWypq5HxITeRFza2uGTJmNcz0PtWNVHDmZcPUARGxX3ugmRRU8X9Xd0PKjlp/MsBQVxoWDe9n82UKsbO14demPFbJvfVGPH9PT0/ntt9+4cOECer0eb29vnn32WaytrYsgbUGbNm1i0qRJREREULduXcaPH8+rr76af16v1zNjxgy+/vprEhMTad26NUuXLqVRI8MK3czMTCZOnMgff/xBRkYG3bp1Y9myZQXa7SUkJDBmzBg2bNgAQP/+/fniiy+ws7N7pJwyRn8COh0sbQV3IqDnfGgzSu1EQpQrt6OusGrWFDLuplCtjhtDpszCysZW7VgVR3oCRO7I2791J2Qk3ndSAzVbGvaGcm4i+7eKCiPo2y84s2Mb7i3bMGDCVLXjqELGj0KUvEIVpb799lveeOMNHBwccHZ2fmBz4pCQkCINWRrJC9YTun1RedOLBsaEKH2ZhRBPLCP1LqvnTOfW5QgsKlVmyNTZONWtp3as8i/pmmFvqMt7ITfDcM7YDOq0VwpRHj2gqvz7EBWTNjeX78aMJPVOPAFvjKVR5+5qRypxMn4sfvI7fkInfoBN48CuttKiyshY7URClAtxVy+zavZUMu+m4OTmzuAps7CsJKtvipVeD7FnlYliEUFw/Tjo75tQbWEH7t2VIpR7d7CWFoqiYrpz4xo/jX8DNBpeWfINds4Vr3uHjB+FKHmFat83e/Zs5syZw/vvv1/UeURFUa2+0qoqMgiOfAW9F6idSIgyL+NuCqtmT+X21ctYVrZhyNTZONaRgm+x0ObC9WN5LT+CIC604PnKLoaZlnU7gXkldXIKUYoYm5jgE9CX/X/8RMjmdTTs1K3AxCbx3zZs2ECvXr0wNTXNX0n0T/r3719CqUS50uRp2DlTWeV7YTN4y39HQjypW5cj+Wv2VDLTUnF292Tw5JlYWMvYsFhkpcLlPXmTxYLg7s2C550aGdry1WwJxsW6o4UQZULVGq7UbebLlVPBhGzbQNeXX1c7khCiAijUX+DExESGDh1a1FlEReP3plKUOvkbdP8IzKzUTiREmZWeksyqWVOIj76Kla0dQ6fOxqFWHbVjlS9pd5TXrIhAiNwJmUmGcxojqNlKeZPrGaC84ZWb7UI8oEm3nhxevZzb0Ve5FnqWWo2aqB2pTBk4cCCxsbE4OjoycODAf7xOo9Gg1WpLLpgoP8ysoMUrsP9jOPaNFKWEeEIxERdZPXc6WelpVPdswOBJMzC3KvoWqxXanUuG/VujDoI223DO1EqZIHZvsphtTfVyClGKNe89gCungjm3ewfthj0vr1NCiGJXqKLU0KFDCQwMZNQo6TMunoBbZ7CtBcnRSk9nr35qJxKiTEpLSmTVrCncuR6NtZ09Q6fNpWpN1//+RvHv9HqIOa3MsozYDtdPAPd1vLW0V1Z8eviDezewqqJaVCHKCotKlWjYqTunAzcTvGWdFKUe0/37uP59T1chikzzF5SiVNRBSIsHawe1EwlRJt24GMaaedPJzsigRgNvBn3wEWaWMhHzieVmQdQhQyEq4VLB8/Z1DPu31m4PphaqxBSiLKndxIeqNWtx53o0Z3cF0qLvU2pHEkKUc4UqSrm7uzNt2jSOHDlC48aNMf3bRtVjxowpknCinNNolELUkaUQtkmKUkIUQmpiAqtmTibh5nUq2Vdh6PS5VHGRGYCFlnVXaflxry1famzB806N82ZaBkDNFrLXhhCF0LxXf04HbuZyyHESY25gX72G2pHKnJycHPz9/fn666/x9PRUO44ob+zrgHMTiD0DF7cqRSohxGO5HnaONf+bQU5mBq7ejRn4/nTMLCzVjlV2pcTct3/rHshONZwzMoHabfMKUQFQ1V06FgjxmDQaDc17DyDom885uW0jzXv1x8hY3usKIYpPoYpS33zzDZUqVWLv3r3s3bu3wDmNRiNFKfHo7hWlwrdCbjaYmKmdSIgy425CPKtmTiEx5gaVq1Zj6PQ52Du7qB2r7ImPVFZChW9XZl3qcgznTK2VVZ33Wn7YyO9XiCdVxaUGbs1bcjnkOCFbN9Lt/2Tl/eMyNTXl3LlzsieXKD5e/ZWiVNhGKUoJ8ZiuhZ5hzfwZ5GZlUatRUwa+Nw1Tc1mt81h0WrgRnDdRbDvEni14vpKTYW8ot85gYaNKTCHKE68OnTmw/GdSbscReeIInq3bqR1JCFGOFaoodeXKlaLOISoq11ZgXQ3SbsPV/UoLLCHEf0qJj2PVzCkk3YrBppojw6bPxdbRWe1YZUNuFlw9YJhtmXC54Pkqbve1/GgHJubq5BSiHGveewCXQ44TumcH7YY/Lxu+F8KLL77I999/z//+9z+1o4jyyKsv7J4Nl3dDZorc8BXiEUWdOcW6hbPIzc6idhMfBkyciqmZjCUfSXoCXNqVt3/rDki/c99JDdTwVVZCefQA56ZgZKRaVCHKI1Mzc5r26MWRNSsI3rxeilJCiGJVqKLU/fR6ZX8NmakpCsXIGBr0geCf4MImKUoJ8QiS426xcuZkUm7fwtbRiWHT52FTzVHtWKVb8o37Wn7shZw0wzkjU6jTTilEefiDg7t6OYWoIGo1aopDrTrER1/l7M7ttOw/WO1IZU52djbfffcdQUFBtGjRAmvrghtSL1q0SKVkolyo1kBpgXUnEiKDoJH8PyrEf7l6Kpj1H88hNyebuj4t6D9+MiZm0gnkH+n1cCtUWQkVEQTXjoL+vv0SzW3BvasyRnfvDpWqqZdViAqiqX8fjq1fzc2L54mNDMfZXdpECyGKR6GLUr/88gsLFy4kIiICAE9PTyZOnMgLL0h7B/GYvPopRamwTdD7Y9mjRYh/kRQbw8pZk7kbfxs75+oMnTYXGwd5g/YAnRauHzfsDXXrby0/KlfPa/nhr7T8MK+sSkwhKiqlb31/Ar/6jJPbNuHbZ6D0rX9M586do3nz5gCEh4cXOCeTxcQTu7f364HFSgs/KUoJ8a8uhxxnwydz0ObmUq9Fa/qO/QCTv+29LYDsNLiyzzBGT7le8Lyjt6Etn2trMH7iedRCiMdQyb4KDdp24Pz+3QRvWU+fMRPVjiSEKKcK9Rd+0aJFTJs2jbfeeot27dqh1+s5ePAgo0aNIj4+nnHjxhV1TlGe1emozIJKi1NuItdqo3YiIUqlxJgbrJw1hdQ78dhXr8HQ6XOoXMVB7VilR3oCRO5UZltG7oCMxPtOaqBmS6UI5emvbOAuN22FUJVXu84cWP4Ld+/cJuLYIer7dVA7Upmye/fuR7ru+vXruLi4YCRtjsTjapBXlAoPhJxMMJU9cYR4mMgTR9m4aB46bS4erdrS552JGJtIQSpfwhWlW0H4dqWFtjbLcM7EEup2NOzfaldLvZxCCACa9xnI+f27CT9ygI7Pj5B7DkKIYlGootTnn3/Ol19+yYsvvph/bMCAATRs2JCPPvpIilLi8ZiYKb2hz65UZmJKUUqIByTcvM7KmZNJS0ygSg1Xhk2fi7Wdvdqx1KXXK5se32vLd/14wZYfFrZKq497LT+sq6qXVQjxABMzM5r26MXhv5YTvGW9FKWKibe3N6dOncLNzU3tKKKscfEBmxqQckPZW6p+L7UTCVHqRBw9xKZP56PTavFs057eb0/A2KSCr+7JzYbow4ZC1J2IguftauXt3xoAddqDqaU6OYUQD+VUtx41vRtx/fw5Tm3fTIdnXlI7khCiHCrUaCkmJoa2bds+cLxt27bExMQ8cShRAXn1MxSl/GfLCgYh7nPnejQrZ04mPTkJB9faDJ02BytbO7VjqSMrFa7sNbT8uHuz4HnHhnkzLQOUlVHS8kOIUq1pj94cW7eKmPALxERcpLpHfbUjlTv39n8V4rEZGUGDvnDsa6XNthSlhCjg4uH9bP5sIXqdjgbtOtHrzfEVtxXt3Vt5E8W2w6U9kH3XcM7IBGr5KSuhPPyhWn15vy9EKde89wCunz/HmR3baDNoOKbmslpaCFG0CnW3zt3dnZUrVzJ58uQCx1esWIGHh0eRBBMVjHs3Zel+UpSy8qF6E7UTCVEq3I6+yqpZU8hISaZarToMmTYHKxtbtWOVrDuXDDMtow6CNttwztQK6nZSClHuPcDOVb2cQojHZm1nT4N2nQndu4PgzevoO/Z9tSMJIe7n1U8pSl3cDNpPZbKHEHnCDuxh6xeL0Ot1eHfoQsDosRhVpL2RdTq4GZI3USwQYk4VPG9dLa8I1QPqdVU6GAghyox6vq2wdXIm+VYs5/ftommP3mpHEkKUM4V6VzFjxgyGDx/Ovn37aNeuHRqNhgMHDrBz505WrlxZ1BlFRWBmrRSmLmxSVktJUUoI4q5eZtXsqWTeTcGxTj2GTJ2FZWUbtWMVv9xspfh0ry3fnciC5+3rKCuhPPzzWn7IrC0hyrLmvfsTuncH4UcPkhJ/GxuHampHEkLcU8sPLKtARoLyt9mtk9qJhFBd6N6dbP/yU/R6HQ07d8f/9bcrRkEqIwku7VS6FUQEQXp8wfMuzQ37t1b3UVZbCiHKJCMjY5r36s/un74hZMsGmnTriUb+nxZCFKFCFaUGDx7M0aNHWbx4MevWrUOv1+Pt7c2xY8fw8fEp6oyiovDqpxSlLmyCrlPUTiOEqm5djuSv2VPJTEvFuZ4HgyfPwqJSJbVjFZ+UGEMR6vIeyE41nDMygdpt82ZbBoCDh7T8EKIccazjhmvDJlwLPcOp7Zvo+NwItSMJIe4xNoEGveHkb8oYXYpSooI7uzuQwK8/B72eJt160n3k6PJ7o1avh7gwwxg9+gjotYbz5jZQr0veZLEeUMlRvaxCiCLXqHN3Dq74jYSb17l6OoS6Pi3UjiSEKEcK3X/B19eX3377rSiziIrOM0C5+Rx3HuIjwcFd7URCqCI2Mpy/5k4jKy2N6h71GTx5JuZW1mrHKlo6LdwINrTliz1T8Ly1o2GmpVsXsKgAK8SEqMB8+wzgWugZzuzcRpvBT2NmIZueFxWNFPHFk/LqrxSlwjZBz/my+kFUWGd2bCPo2y8AaOrfh24jXi9/BansdLi637B/a3J0wfMO9Q37t9ZqA8am6uQUQhQ7M0srGnf1J3jzOoK3rJeilBCiSD1yUSolJQUbG5v8z//NveuEeCyW9lCnA1zeDRc2QvtxaicSosTdDA9j9dwPyc5Ix6W+N4M++AhzKyu1YxWN9AS4tEspREXugPQ7953UQI3myhtcT39wbio3vYSoQNx8WmLnXJ2k2BjO791Fs4A+akcqN/R6vdoRRFlXtxOYVYK7N5U9ZGrKTSlR8ZzcvoldP3wFgE+vfnR56bXyU/RPjDJMFLu6H3IzDedMLJT36J55q6Hs66gWUwhR8nx69iNkywaizpwk/loUDq611Y4khCgnHrkoZW9vT0xMDI6OjtjZ2T10AKbX69FoNGi12oc8ghCPwKufUpQKk6KUqHiuXwhlzbyPyMnMoKZXI5764MOyvVpAr1dWPt7bAPnaUdDrDOfNbcG9q1KIcu8OlWQfGSEqKo2REc179WfXj18TsnU9TXv0Kn+zz1Vy/vx5XFxc1I4hyjJTC2X1cugaCNsgRSlR4YRsWc/un78FwLfvU3R6/v/KdkFKm6O04ovYDuGBEH+x4Hlb17yOBQFKQcqsnEyQE0I8NltHJ9xbtSHi6CFCtqzH//UxakcSQpQTj1yU2rVrF1WqVAFg9+7dxRZIVHAN+sDmd5W2Xsk3wLaG2omEKBHXzp9l7f9mkJOVSa1GTRg4cTqmFhZqx3p82WlwZZ+h5UfK9YLnq3kZWn64tpKWH0KIfA3z+tYnxtzk+MY1NO89ABNTeY2436BBgx752jVr1gDg6upaXHFEReLVL68otRG6z5C9HUWFcXzjGvb99gMArQYMof0zL5XNglRqnDI2jwiES7shK9lwTmOstOLz6KGM0R295P9xIUQ+394DiTh6iPP7d+PZpj21m/iUzddBIUSp8shFqU6dDJva1q1bF1dX1wdehPR6PdeuXSu6dKLiqewMrq3h2hG4sBlav6Z2IiGKXdTZU6xbMIvc7CxqN/FhwIQpmJqXoYJUwpX7Wn4cAG2W4ZyJhdL2x6OHMuPSXpb7CyEezszCkmYBfTi6diX7//iJk9s20qLvIJp0CyibRfpiYGtrq3YEUVF59ABjc0i4DHFh4OStdiIhit3Rdas4sPxnANoMfpq2Q58rOzdidTqIOamshIoIVFpv3s+qKrj3UCaL1euqtNIXQoiHcKnvhYunV95WA9NxcnOn9cBhuLdsI50NhBCFptEXotG8sbFxfiu/+925cwdHR8fHbt+3bNkyFi5cSExMDA0bNmTJkiV06NDhH6/fu3cv48ePJzQ0FBcXF9577z1GjRqVfz40NJTp06cTHBxMVFQUixcvZuzYsQUe46OPPmLGjBkFjjk5OREbG/tImVNSUrC1tSU5OVn20Cpqhz6HwKlKq4CXN6mdRohidfV0COsXziY3J5s6zXwZ8O4UTMzM1I7173KzIfqw8gY3IhDiwwuet6ulzLL08Ie6HcC0DLcgFEKUKJ1WS8jWDQRvWktqYgIAFpVtaN6rHz4B/bCoVEnlhE9Gxo/FT37HxeiP4RC+DTpPhs7vq51GiGJ1ePVyDq38HYC2Q5/Db8gzKid6BJnJyiqoiEBlVVRaXMHz1ZsZ2vK5+ICRsSoxhRBlT3pKMkfXrODMzu3kZiuTUKvUcKXVgCE0aNcJY5NHXvNQKsn4UYiSV6hXjXt7R/1damoqFo85k3XFihWMHTuWZcuW0a5dO77++mt69erF+fPnqVWr1gPXX7lyhd69e/Pqq6/y22+/cfDgQUaPHk21atUYPHgwAOnp6bi5uTF06FDGjfvnfYkaNmzIjh078r82NpZBWanQoK9SlIo6BGl3wLqq2omEKBaXTx5nwydz0ebk4Na8Jf3GTy69raru3oLIIGU11KXdkH3XcE5jDLX8DG35qtWXlh9CiEIxMjamRd+naBbQl/P7dnJ8/WqSbsVwaOXvHN+whqY9euHbZyCV7KuoHVWIisern1KUurBRilKi3NLr9Rxa9QdHVi8HoP3TL9L6qWEqp/oHer0yOeze/q3Rh0GXazhvVhnqdc6bLNZD6UoihBCFYGVjS5eXX6P1oOGc3LqBk9s2kXDjGtuWLebgyt9o2W8Qjbr6Y2pmrnZUIUQZ8VgrpcaPHw/Ap59+yquvvoqVlWHDS61Wy9GjRzE2NubgwYOPHKB169Y0b96cL7/8Mv+Yl5cXAwcOZN68eQ9c//7777NhwwbCwsLyj40aNYrTp09z+PDhB66vU6cOY8eOfehKqXXr1nHq1KlHzno/qaIXs6/aQ+xZGLAUfJ5XO40QRe5S8FE2LpqHNjcX95Zt6Dv2fYxNSlFBSqdT2nzca8sXc6rgeetqhpYfbl3A0k6NlEKIck6n1RJ+5ADH1q3idvRVAIxNTWnUuTst+g3Gzqls3WAr6vHjX3/9xcqVK4mOjiY7O7vAuZCQkH/4rvJNxujFKO0OfOwBei2MOQVV6qqdSIgipdfrOfDnLxxbtwqAjs+NoGX/wSqn+pucDKVddvh2iNgOSdEFz1f1UFZCefgrk8ZMSnkHBiFEmZSVns7poC0Eb15HenISAFa2djTvPYBm/r0xt7JWN+BjkvGjECXvsVZKnTx5ElAGa2fPnsXsvhZTZmZmNG3alAkTJjzy42VnZxMcHMwHH3xQ4Li/vz+HDh166PccPnwYf3//AscCAgL4/vvvycnJwfQxVhlERETg4uKCubk5rVu3Zu7cubi5uT3y94ti1KCfUpQK2yhFKVHuRBw7xKYl89FptXi2bkfvMRNLx3L3jCS4tMvQ8iM9vuB5Fx9lpqWnP1T3AekfLYQoZkbGxjRo14n6bTty5eQJjqxdQUz4BU4HbeXMzu00aNuRVgOG4FCrjtpRS9xnn33GlClTeOmll1i/fj0jRozg0qVLHD9+nDfffFPteKI8sq4KtdvC1f1wYRO0fVvtREIUGb1ez77ff+TExjUAdH5xJL59Bqob6p6ka0oBKjwQruyD3AzDOWNzqNM+rxDVA6rI/QwhRPEzt7Ki1YAh+PTqR+juHRzfuJqU23EcWP4zx9atwqdnX5r36o+VrZ3aUYUQpdRj3QXdvXs3AC+//DKff/45lStXfqInj4+PR6vV4uTkVOD4v+3tFBsb+9Drc3NziY+Pp3r16o/03K1bt+aXX37B09OTW7duMXv2bNq2bUtoaChVqz7YLi4rK4usrKz8r1NSUh7peUQhefWDPXOVG+RZd8H8yf5bE6K0uHj4AJs/W4Bep6N+2470futdjNRqHarXw+0L97X8OKLMfr7H3AbqdVEKUe7dobLTPz+WEEIUI41Gg1vzltT1acH1sHMcW7eKq6dDCDuwh7ADe6jXog2tBw6lukd9taOWmGXLlvHNN9/wzDPP8PPPP/Pee+/h5ubG9OnTSUhIUDueKK+8+itFqbCNUpQS5YZer2fPL98RsmU9AF1HvI5Pz37qBdLmwrWjSiEqIgjizhc8b1NDWQnl4Q9uncCsbK1IEEKUH6Zm5jQL6EPjbgFcPLSPo+tWkXDjGkfXriR483oad/WnRb+nsHFwVDuqEKKUeeyp+bm5ufz2229MmDCBRo0aFUmIv+9P9U97Vv3b9Q87/m969eqV/3njxo3x8/OjXr16/Pzzz/ltCu83b948ZsyY8ciPL56QoxdUqQcJl5SBeKNBaicS4oldOLiXLV98gl6nw6tDF3q+MbbkC1LZ6crNpPC8N7nJf2v54VA/b2+ovJYfxqWopaAQosLTaDS4ejfG1bsxty5HcnTdSiKOHebSiSNcOnGEWo2a0GrgMGo1avpY48KyKDo6mrZt2wJgaWnJ3bvKXn8vvPACbdq04YsvvlAzniivGvSBrRPh2jG4Gyt71IgyT6/Xs+vHrzm1fRMA3UeOpmmP3iUfJC1eGZtHBMKlnZCZbDinMQLX1spKKI8AcGoo+7cKIUoVYxMTvDt2xat9ZyKDj3Js7UpiL0VwcttGTgdtwatDF1oNGEIVl5pqRxVClBKPXZQyMTGhdu3aaLXa/774Pzg4OGBsbPzAqqi4uLgHVkPd4+zs/NDrTUxMHrrC6VFZW1vTuHFjIiIiHnp+0qRJBYpVKSkpuLq6Fvr5xH/QaJTVUgeXKDMxpSglyrjz+3ezbeli9HodDTt1x3/U2xgZlVBBKjHKsDfU1f2Qm2k4Z2wOdTsqRShPf7CvUzKZhBDiCTm5udN//GTu3LjG8fWrCTuwm+hzZ4g+dwbneh60emoY7r6t0ZTTVqPOzs7cuXOH2rVrU7t2bY4cOULTpk25cuUKj7FlrBCPx7YG1GgBN07Ahc3Q8hW1EwlRaHqdjh3fL+PMjm2g0dDj1bdo0i2gZJ5cp4PY00ohKnw73AgG7nvttqyidCrwDIB6XcGqSsnkEkKIJ6AxMsKjpR/uLdoQffY0x9avJPrcGUL37CB07048W7Wl1cChOLm5qx1VCKGyQm1iMnXqVCZNmsRvv/1GlSqFHxyZmZnh6+tLUFAQTz31VP7xoKAgBgwY8NDv8fPzY+PGjQWOBQYG0qJFi8faT+rvsrKyCAsLo0OHDg89b25ujrm5eaEfXxTCvaJURCDkZIKphdqJhCiUc7uD2P71Z6DX07irPz1efat4b5Jqc5RWfBGBysftCwXP29TMWw0VoBSkzKyKL4sQQhSzqjVc6Tl6LG2HPcuJjWs5u3M7sZci2PDxHKrWrEWrAUOo37Zj6di7rwh17dqVjRs30rx5c1555RXGjRvHX3/9xYkTJxg0SCbziGLk1VcpSoVtlKKUKLP0Oh2B33zBud2BoNHQ842xNOzUrXifNDMFLu8xtOVLvVXwvHPjvP1bA6CGL5TUBDYhhChiGo2G2k2aUbtJM2IiLnJ03SounThC+NGDhB89SJ2mzWk9cBg1vBqW++4GQoiH0+gLMZXSx8eHyMhIcnJyqF27NtbWBXsYh4SEPPJjrVixghdeeIGvvvoKPz8/vvnmG7799ltCQ0OpXbs2kyZN4saNG/zyyy8AXLlyhUaNGvH666/z6quvcvjwYUaNGsXy5csZPHgwANnZ2Zw/r/Rd7t27N8899xzPPfcclSpVwt1dqcZPmDCBfv36UatWLeLi4pg9ezZ79+7l7Nmz1K5d+z9zp6SkYGtrS3JyMjY2No/884rHoNPB4oZw9yY8u1IZnAtRxpzZuY2gb5QWSk179Kbb/40qnoJUahxE7lBmWl7aDVn3t/wwVlp+3CtEOXpJyw8hRLmVnpxEyNYNnNy2ieyMdABsqjnRst8gGnbpjqmZepOMinL8qNPp0Ol0mOQV21auXMmBAwdwd3dn1KhRmJmZFUXkMkfG6CUgPhK+8AUjE5gYCZb2aicS4rHodFq2f/kp5/ftQqMxoteb4/Dq0KXon0ivhzuReW2zt0PUYdDlGM6bWuft3+qvtOazcSn6DEIIUUrER1/l2Pq/uHBwH3q9DgAXTy9aPzWMuj4tVC1OyfhRiJJXqKLUf+2t9OGHHz7W4y1btowFCxYQExNDo0aNWLx4MR07dgTg5Zdf5urVq+zZsyf/+r179zJu3DhCQ0NxcXHh/fffZ9SoUfnnr169St26dR94nk6dOuU/ztNPP82+ffuIj4+nWrVqtGnThlmzZuHt7f1ImeUFq4RsmQjHvgGf52HAUrXTCPFYTgVuYef3ywDw6dmPLi+/VnQDLZ0OYk4Z2vLd/NtkAKuq4N5DKUTV6yo3jIQQFU5Wehqntm8meMt6MlKUQr2VrR2+fQbStEdvzK1KfpVoUY4fo6OjcXV1feheq9euXaNWrVpP9PhllYzRS8gyP4g7D099DU2fVjuNEI9Mp9WydekiLhzci8bIiN5vT6BB245F9wQ5mRB1AMIDlUJU4tWC56vUUyZbevhD7bZgIt1YhBAVS9KtWE5sXM253UFoc3MBqFarDq0GDsXTr33JbXNwHxk/ClHyClWUEvKCVWIu74Vf+is9tSdEgHH5ar0jyq+QrRvZ/dPXAPj2GUCnF0Y+eUEqM1lZBRURqLT8SIsreL56U0PLDxcfafkhhBBATlYm53YHcXzjGu7G3wbA3Noan4C++PTqj5WNbYllKcrxo7GxMTExMTg6OhY4fufOHRwdHYtk/9eySMboJWTXHNi3ABr0had/VzuNEI9Em5vL1i8+4eLh/RgZG9PnnffwbN3uyR84+bphfH55D+SkG84Zm0Htdnn7twZA1XpP/nxCCFEOpCYmELx5HaeDtpKTmQGAnXN1WvYfjHfHbpg8wRYtj0vGj0KUvCe6wx8cHExYWBgajQZvb298fHyKKpcQitrtlBUeGQkQfRjqPnzPLyFKkxOb1rL31+8BaNl/MB2efblwBSm9HuLD81p+BCr/D+hyDefNKhlafrj3AJvqRfQTCCFE+WFqboFPz3406d6LCwf3cmzdKhJuXufImhXcvXOHnqPHqh2xUPR6/UP/tqSmpmJhIftwimLm1U8pSkXuhOw0MLP+7+8RQkXa3Bw2f7aQiKOHMDI2oe+49/Fo6VfYB4Prxw17Q906V/B85epKOz6PAHDrDOaVnji/EEKUN5Xsq9Dp+f+j1cChnNq2iZCtG0iKjSHomy8wNjEt/n3+hBCqKlRRKi4ujqeffpo9e/ZgZ2eHXq8nOTmZLl268Oeff1KtWrWizikqKmMTqN8HTv2mbKYsRSlRyh1b/xf7//gJgNZPDafd8OcfryCVkwFXDxgKUUlRBc9X9chr+dEDarUFk4q5Z4gQQjwuYxMTGnbqhneHLkQeP8LRdato0e8ptWM9tvHjxwPKBtLTpk3D6r42hFqtlqNHj9KsWTOV0okKw7kx2NVWximRO8G7v9qJhPhHuTk5bFoyn0snjmBsYkK/8ZOp59vq8R4k7Q5c2qmM0SN3QGaS4ZzGCGq2NBSinBvL/q1CCPGILCtVxm/IM/j2HcjZndu5eGg/DdoVYVtVIUSpVKii1Ntvv01KSgqhoaF4eXkBcP78eV566SXGjBnD8uXLizSkqOC8+hmKUj3/B0ZGaicS4qGOrP6Tgyt/A8BvyLP4DXnm0QpSSdfyWn4EKi0rczMM54zNoE77vLZ8/lDFrZjSC1ExHI05ylenv6KxQ2PGNB+DiZG0ha1oNEZGeLRui0frtmpHKZSTJ08Cykqps2fPYmZmmJxgZmZG06ZNmTBhglrxREWh0Shj9MNfKGN0KUqJUio3O5uNi+dxOeQ4xqamDJgwlbrNfP/7G/V6iD2rrIYKD4QbJ0CvM5y3sAP37spksXrdwLpqsf0MQpR3Wp2W1RGrWR+5nqcbPE2/ev3UjiRUYGZhiW+fgfj2Gah2FCFECSjUnZht27axY8eO/IIUgLe3N0uXLsXf37/IwgkBKC0PzCrB3Ztw8yTUfIQ3EUKUIL1ez+G//uDwX0pBvt3wF2gzaPg/f4M2F64dNRSi4s4XPG9T476WH52kJY4QReBW2i0+PvEx265uA+DErRNcSbnCgo4LsDSxVDmdEI9u9+7dAIwYMYJPP/1U+t4L9dwrSoVvh9xsWb0tSp2c7Cw2fDKXq6eCMTE1Y8B706jT5F+2HMi6q0wQu9eW725MwfNOjQx7Q9VoIfsdC1EEzt4+y+yjszl/R3lPfObAGWLSYni18atPviezEEKIUqtQoyidTofpQzacMzU1RafTPeQ7hHgCphbKDfrQtXBhoxSlRKmi1+s5uOI3jq5dAUCHZ1+m1YAhD16YFq+0+gjfrrT+yEw2nNMYQc1WykoojwBwaigtP4QoIjm6HH4//ztfnv6S9Nx0jDRG+Nf2Z1f0LvZc28PIwJF80fUL7C3s1Y4qxGP58ccf8z+/fv06Go2GGjVqqJhIVDg1W0ElJ0i9BVf3KatGhCglcrIyWbdwNtFnT2Fibs5T702nVqOmD15451Je2+ztEHUItNmGc6ZWygRJD3/l/ahtzRLLL0R5l5iZyKchn7ImYg169FQ2rUwblzYERQXx+cnPuZV2i8mtJ2NsZKx2VCGEEMWgUEWprl278s4777B8+XJcXFwAuHHjBuPGjaNbN9mIThQDr35KUer8Buj2odywF6WCXq9n/x8/cXzDagA6vfAKLfo+de8kxJxWVkKFb4cbwYDe8M2W9uDeI6/lR1ewqlLyP4AQ5dyxmGPMPTqXS8mXAGharSlT20ylQZUGhNwK4e1db3Pm9hle3PoiX3b/kpqV5WaTKDt0Oh2zZ8/mk08+ITU1FYDKlSvz7rvvMmXKFIyk3bEobkZG0KAPnPhBaeEnRSlRSuRkZrJ2wUyuhZ7B1NyCQR98RE3vRsrJ3CyIOqi05IsIhIRLBb/Zvo6hbXbt9soESSFEkbnXqu+zk5+RnKVM1Oxfrz/jfMfhYOnA72G/M//YfFaGr+R2xm3md5wvXQ2EEKIc0uj1ev1/X1bQtWvXGDBgAOfOncPV1RWNRkN0dDSNGzdm/fr11KxZ/m/qpKSkYGtrS3JysrRNKQmZKbCwnjJzbfQRcPT67+8Rohjp9Xr2/vodwZvXA9Dl5ddo3rULXNqd1/JjB6TGFvwm58bKm1wPf6jZAmTWlxDFIi49jo9PfMzWK1sBqGJRhXG+4+hfrz9GGiOlaAxcTr7CqB2jiEmLoapFVZZ1X4Z3VW81o4tyrijHj5MmTeL7779nxowZtGvXTlm5e/AgH330Ea+++ipz5swpotRli4zRS1jkTvhtEFhXg3cvythGqC47I501/5vBjQuhmFlaMuiDGdRwsctrmx2kjNVz0gzfYGQKtdsa2vJVdZcJkEIUk3Px55h9ZDahd0IB8LT3ZErrKTR3aq5coNeDRkNQVBAf7PuAbF02Tao1ka4GotjJ+FGIkleootQ9QUFBXLhwAb1ej7e3N927V5zZcfKCpYLfhyk3+7tMhU4T1U4jKjC9Xs/un77h5LaNAHTr4k0zyzCIOgy6HMOFptZKyw9Pf+WNro2LOoGFqCBydDn8EfYHy04ty2/VN8xzGG/5vIWtuS1kJMGRL+HYN6DNAdsaZFVyZF/KJS5oU0kwt2JwizE0qtdT2dvNxFztH0mUM0U5fnRxceGrr76if//+BY6vX7+e0aNHc+PGjSd6/LJKxuglLDcbPnZX2hKP2Aa1/dROJCqwrPR01sz7kJvhYZhZmDM4oB4uKYcg9mzBCys53bd/a2ewkNcKIYpTUmYSn578lNXhq9Gjp5JpJd7yeYvh9YdjYmSitNHc9zGcWw3mlcC2JknmlQhKCiNaoyO3sjMj2k7FsXpzqOwsEyBEkZPxoxAl74mKUhWZvGCpIORX2PAWODeBUfvVTiMqKH1WOju/mM3pY2cAPT2cI2lif9+KqCpu97X8aCc3tYUoIcdjjzPnyJz8Vn1NqjVhSuspysqnjEQ4vAyOfgVZKY/+oNaOYFtD2UPC1lUpVNnWNHxYOyrtq4R4REU5frSwsODMmTN4enoWOH7x4kWaNWtGRkbGEz1+WSVjdBWseR3O/Alt3oSec9VOIyqozPhrrJk7jZgb8ZgbaxniegZny9S8sxqo4aushPLwV95Pyt9vIYqdTq9jdcRqPg359KGt+pRi1EI4swL0j7g/vcZYmexpW/PBsfm9Y5b2suJRPBYZPwpR8gq1pxTAzp07Wbx4MWFhYWg0Gho0aMDYsWMr1GopUcLq9waNEcSegcSrSr9vIUpC8g2ICEQfvp2g/Vc4m1AN0BNQPYJGVRKgTue8QlQAVK2ndlohKpS49Dg+OfEJW65sAcDe3J5xvuMY4D4Ao4wk2DUbjn5tKEZV84JO7yntNJOvKf9/J19Hl3yNS1F7MEm9hXOuFku9HtLilI+bJx/+5EameW+KXQ3FK5saeV/XVI5Z2JbML0JUOE2bNuWLL77gs88+K3D8iy++oGnTpiqlEhWSVz+lKBW2EQLmyI1AUTL0ergVChHbyQgNZPXhTG5lVsbCOIchrmdxsjeBeoOU8bl7d7B2UDuxEBXKufhzzDkyh3N3zgHgYe/BlNZT8HXyhfgI2DoZzq4yFKM8/KH9eDCvDMnXlXF6yg0y70Ry+dp+bDPv4pSrxUSvzRvDX/vnJze1vm9iWU2wqWkYm9+baCb7xQkhhKoKVZT64osvGDduHEOGDOGdd94B4MiRI/Tu3ZtFixbx1ltvFWlIIQCwrqqsPLm6H8I2QVv570wUE20u3DgB4duV/vO3zqHTQ2CMB6HJzmjQ09OvGt4Bb4BbJ2XgLIQoUfda9X15+kvSctLQoGFY/WG87fM2tlptXjHqG8i+q3yDY0OlGOXV3zA72sEj//GMgHp6HUuCl/DjuR+w0+l4sWY3/s/VH+OUmLw3v9chRSlicTdGadeZFKV8/BMXH/AdAY0GK+1IhCgiCxYsoE+fPuzYsQM/Pz80Gg2HDh3i2rVrbNmyRe14oiKp1xVMLCE5GmJOg0sztROJ8io7DS7vzdu/NQhSbpCRa8Kq6MbczqqMpamOIX2b4NhmOri2BuNCz8EVQhRSUmYSn538jL/C/8pv1fdmszd5usHTmNy5DKtHKm367hWjPHsqY/QavoYHcW6U/6kF4Jp9l3G7x3E85ghOOg3TvF+mQ6W6Bcfm9yabpccr+8bFhysfD6MxVgrWvi8rRWtpByiEECWuUO37atSowaRJkx4oPi1dupQ5c+Zw8+bNIgtYWsnSTpUc/Rq2vge1/OD/tqmdRpQn6QkQuUMpRF3aqbT7yqPTa9iW7EdYjDEaIyN6vTker/ad1csqRAV3PPY4c4/OJTIpErivVZ+FExz+HI59C9l5LXucGitvdBv0feRWPb+H/c78Y/PRo6era1fmd5yPhcnfZlNqc5XCVP6bYcOqK+XY9QKvI5hVhiZDlQJV9SZF8WsQZVBRjh+jo6MxMTFh6dKlBfZ4HT16NLm5udSqVauIUpctMkZXyYrnlZVSHSdC16lqpxHlScJlCA9UJopdPQDarPxT6VRm1Q0f4lP0WFWuzNDp83CoVUe9rEJUYDq9jrURa1kSsoSkrCQA+rn1Y3yL8Tik3oG9C5RiFHm3IOv3VsboLj6P9Pg52hymHpya3x1hjM8YRjYeiebvq3NzMiDlpmFCWfKN/FVX+eP0nHTD9bau0PxF8HkBbKo/4W9BlFUyfhSi5BWqKFW5cmVOnjyJu7t7geMRERH4+PiQmpr6D99ZfsgLlkqSr8PihoAG3r0IlZ3UTiTKKr1e2fQ4YrvyRvfGiYJ9rC3swL07unrd2bIrkovHjmJkbEzvtydS36+9arGFqMhup9/mk+BP2Hx5M3Bfq77q7TA6vFQpRuWkKRc7N4ZOHyhveAuxb0RQVBAf7PuAbF02Tas15YuuX2BnYfd4D5J6G04vh+CfIOGS4XgN37zVU4PAzPqxs4myqyjHj8bGxsTExODo6Fjg+J07d3B0dESr1T7R45dVMkZXyZmVsOZVqNYA3jyqdhpRluVmQ/QhZSVU+Ha4E1HwvF0t8AggzaU9q37bzp3r17C2s2fotLlUremqTmYhKrjQO6HMOTKHs/FnAaVV3+RWk2lhZK0Uo0LXYihG9ckrRjV77OfR3etqEPojAMPrD2dSq0kYP85KJ71eWUEV/DOc/sMwiUxjDPV7Kaun6nWV1VMVjIwfhSh5hSpKPffcczRr1oyJEycWOP7xxx8THBzM8uXLiyxgaSUvWCr6pgvcDIG+i6HF/6mdRpQlWalweY8y0zIiCO7+bVWnUyPw6KHsD1WzJVo9bPlsIeFHD2JkbELfse/h0aqtKtGFqMhydbksv7CcpaeWFmjVN8bzGWxO/ATHvzPMeHRuAp3zilFPuK9J8K1g3t71Nnez71LHpg5fdv+SmpVrPv4D6fVwZZ9SnArbqLT9AzC3gSbDlALVfW1KRPlVlONHIyMjYmNjHyhKRUVF4e3tTVpa2hM9flklY3SVZCTBwnqgy4W3ThRojyrEf7obq4zNI7bDpT2G1rsARiZKlwwPf6XdloMnqUmJrJo5mYSb16lkX4Wh0+dSxaUQf5+FEE8kOSuZz0I+Y1X4KvTosTa15q1mb/F0laaY7PsYzq8nvxjVoC90er9IOgY8UleDR5GTCWEb4MSPSjH8Htta4Ju3eqqy8xPnFaWfjB+FKHmFKkrNnj2bjz/+mHbt2uHn5wcoe0odPHiQd999t8D/wGPGjCm6tKWIvGCpaP8i2DkD6nWDF9aonUaUdncuKUWo8O0QdRC02YZzplZQtxN4+itvdG0Nb2a1uTlsWrKAyOOHMTYxod/4SdTzba3CDyBExXYi9gRzjs4xtOpzaMK0JqNocH4bnPjBUIyq3kwpRnn2fOJi1P0uJV1i1I5RxKbFUtWiKsu6L8O7qnfhHzD1Npz6XSlQJV4xHK/ZUpmZ2XAQmFk9aWxRShXF+HH8+PEAfPrpp7z66qtYWRn+e9FqtRw9ehRjY2MOHjxYJJnLGhmjq+jXQUoL5G4fQofxaqcRpZlOCzdP5u3ful3Zi+x+1tWUsbmHP9TrAha2+afuJsSzauYUEmNuUKmqA8Omz8Xe2aWEfwAhKjadXse6yHUsDl6c36qvr1tfJrr2psrRb5RCzz1e/ZWVUc6NizRDkXQ1uF/cBWV8fvoPyExWjt1bPdViBLh1LVT3BVE2yPhRiJJXqKJU3bp1H+3BNRouX7782KHKAnnBUlF8JHzhq8yam3gJLO3UTiRKk9wsiDpkKETd3zILwL6OshLK0x9qtwfTB2dU5ebksHHxPC4HH8PY1JT+707GzadlyeQXQgAQnxHPJyc+YdPlTQDYmdvxgff/0ftmOJoTP0JuhnKhiw90nqTcuCrCYtT9bqXdYvTO0YQnhmNlYsXizotpW+MJV03qdHBlr/Lm98ImZXUBgLktNB2urJ5yeoLilyiVimL82KVLFwD27t2Ln58fZmZm+efMzMyoU6cOEyZMwMOjYq5UkTG6ik78CJvGgktzeG232mlEaZORpBQtwwMhMgjS7xQ879JcWQnl4a9MNHnIzd+U+DhWzZxC0q0YKjtUY9j0edg5ySoGIUrS+TvnmXNkDmfizwDgbufO7HpP0zB0o9IR4B7vAdDxvWLtBlBkXQ3ul5OhrPA68SNcO2I4blcbfF+CZs/LNhLlkIwfhSh5hSpKCXnBUt3SNnA7DJ76Rrl5Jyq2lJi8lnyBSnu+7Pv2tTMygdpt8wpRAVDV/V9vXOdmZ7PhkzlcORWMiakZAyZOpU7T5sX/MwghAKVV358X/mTpqaWk5qSiQcOI2r0YnZaD+cnfITdTubCGr7JnlEePYitG3e9u9l3G7h7LsdhjmGhMmNFuBv3r9S+aB0+Ng5O/KQWqpCjDcdfWeaunngJTy6J5LqGqohw/jhgxgk8//VTGoX8jY3QVpcbBx56AHsaeAzvZ36dC0+shLsywf+u1o6C/b687cxtl3xbPAHDvDpUc//mxgOS4W6ycOZmU27ewdXRi2PR52FT79+8RQhSd5KxkPj/5OSsvrsxv1Te1Vj96XzuH0cUteVdpoOFApRhVQpOrIhMjeWPnG0XX1eB+t87nrZ76E7LyVk8ZmShtwluMgLqdZfVUOSHjRyFK3hMXpe59u6YEbgiVJvKCpbJds2HfQqUv8dO/q51GlDSdFm4EG1p+xJ4teL6Sk2FvKLfOYPFo/4/mZGWy/uM5RJ05iYmZOQPfm0btxs2KPL4Q4kF6vZ4Tt04w79g8IhKVTc07VHZnFlWpen6joRhVs6VSjHLvViLFqPtla7OZenAqW69sBeCd5u/wSqNXim4MpNPB5d3Km9+LWwyrpyxsoekzSoHK0atonkuoQsaPxU9+xyr7oSdEH4ae86HNKLXTiJKWna7soRixXdkjKvlawfPVGhjG6LXagLHpIz1sUmwMK2dN5m78beycqzN02lxsHKoVww8ghPi7HF0OGy9tZEnwEhKzEgF41aEVrycmYh65M+8qDTQaBB0nqjJWvZV2izd2vkFEYkTRdTW4X3Y6nF+nrJ66fsxw3L4ONH8JfJ7/z8K6KN1k/ChEySt0UeqXX35h4cKFREQoN448PT2ZOHEiL7zwQpEGLK3kBUtlMafh645gYgnvXZb9NyqC9AS4tEspREXugIyE+05qlFUTngHKG13npo89YyknM5N1C2cSfe4MpuYWPPXBh7h6F23fayHEg5Iyk9h0eROrI1bn7xvlbmTNQmMX6l06gEabpVxYs5WyZ1S9riVejLqfTq9jSfASfgz9EYDh9YczqdUkjI2Mi/aJ7sYqq6dCfoakaMNx1zbKzEzvAbJ6qgyS8WPxk9+xyg4vhe2ToU4HeHmT2mlESUi8qqyEigiEq/sNk0gATCygbse8/aF6KDdwH/fhY26wctYUUu/EY1+9BkOnz6FyFYciiy+EeLiolCjWRKxhfeR67mQq7Tb9zRyZmmmKfdThvKs00GhwXjGqgXphebCrwcx2M+lXr1/RP9GtUKU4dWYFZKUox4xMoUEfZYxep6OsniqDZPwoRMkrVFFq0aJFTJs2jbfeeot27dqh1+s5ePAgS5cuZfbs2YwbN644spYq8oKlMr0ePm2i3Kgb/ht4FcNgQ6hLr1cGfPdmWl47Cnqd4by5Lbh3VWZauneHSoWfLZmdmcHa/83getg5TC0sGTTpI2o2aFgEP4QQ4mF0eh1HY46yNmItO6J3kKPLAcBVb8QMnT0tboSi0WYrF7u2gc7vg1sXVYtRf/fb+d9YcHwBevR0de3K/I7zsTB5cI+6J6bTKQX54B/h4lZD6yMLO2j2rLJ6qlr9on9eUSxk/Fj85HesssQoZYyuMYIJEWAtxYNyR5sD0UcMbfniLxY8b+uqFKE8A5Ti5BNMHky4eZ2VMyeTlphAlRquDJ02h0r2VZ7wBxBC/JOM3Ax2RO1gTcQaTtw6kX+8rd6CqVmmuMaEKgc0RtBoiFKMquapUtoHFXtXgwJPlgaha5UC1Q3D74oqbsrqqWbPPdE9ClGyZPwoRMkrVFGqbt26zJgxgxdffLHA8Z9//pmPPvqIK1euFFnA0kpesEqBbZPhyFJoMhwGfaN2GlEUstPg8t68/aGCIOV6wfOO3oaWH66twdjkiZ8yKz2dNf/7iJsXz2NmacXgyTNw8ZT2WEIUh9i0WNZHrmdt5FpupN4AwESv5zmjqjyTqcMlJhTNvaJLrbZKMapup1JVjLrf9qvbmbR/Ejm6HJpVa8bnXT/HzsKu+J4wJcaweur+lki12kLLV5QJGibmxff84onJ+LH4ye+4FPiqA8Segf6fQ/MX//t6Ufqlxilj84jtcGm3YXUAgMZYacV3rxBVrUGR/N2+cz2alTMnk56chINrbYZMnY21nf0TP64Q4kFhd8JYHbGaLZe3cDfnLgC2Oj1vmTjTOzkBm/hLyoUaI2g8VClGOXiomPif6fQ6Fgcv5qfQn4Bi7Gpwv9izeaunVkK28vvDyFQZm7d8BWq3K7XvZ4RCxo9ClLxCFaUsLCw4d+4c7u7uBY5HRETQuHFjMjMz/+E7yw95wSoFog7Djz2VvTYmRIKJmdqJRGEkXFbe5IZvh6sH4F6rLlDaM9btCJ7+yhtdu1pF+tRZ6WmsnjudmIiLmFtbM3jyTKq7y4oDIYpSji6Hfdf2sSZyDQduHECXt+LRR2fKm9jhe+sSJplJhm+o3V4pRtXpUCbevB2PPc47u9/hbvZd6tjU4aseX1GjUo3ifVKdFiJ3KntPhW81rCK1rqbcAPZ9uchfL0XRkPFj8ZPfcSmwdyHsnq1MInpupdppRGHodBBzMq8t33a4ebLgeSuHvIli/lCvC1gWbbHodvRVVs2aQkZKMtVq1WHItDlY2dgW6XMIUdGlZKew9fJWVkesJiwhDAAjvZ6+VGJEjhn1YsMMnQuMTJRiVIcJ4OD+L49aepRYV4P7ZaVC6BqlQHUzxHC8WgNoOVKZUP2I+12LkiXjRyFKXqGKUo0aNeLZZ59l8uTJBY7Pnj2bFStWcPbs2SILWFrJC1YpoNPCJw0gLQ6eX6Nsei9Kv9xsZQPsiEClEHUnouB5u1rKTQzPAKjTvtj2TMlMTeWvOdO4dTkCC+tKDJk6Gye3sjHAFqIsuJp8lTWRa9gQuSG/D72tVssoIwf6pSRhmxBluLiSMzR9WmlzUYpagDyqyMRIRu0Yxa30WzhYOrCs2zK8qpbQisuUmxDyi1KguhujHNMYgWdPZWamW1fpa1+KyPix+MnvuBSIuwDLWoOxGUy8JDfgyorM5Lz9WwMhMgjSbhc8X71Z3v6t/uDSvNj+tsRdvcyq2VPJvJuCY516DJk6C8vK8t+QEEVBr9cTfCuYNRFrCIwKJCtvQqhbrp53NFVpd+c65mnxhm9waqSMz5sMK5PtWEu8q8H9Yk7D8e/h7CrISVeOmVpD0+FKgcpJtgsoTWT8KETJK1RRavXq1QwfPpzu3bvTrl07NBoNBw4cYOfOnaxcuZKnnnqqOLKWKvKCVUpsHKvss+E7AvotUTuN+Cd3Y+9r+bHHsKQdlFlXtfzyNkD2V/ZGKebVERl3U/hr9jTirl7CorINQ6fOxrGOW7E+pxAVwb0+9KsjVhN8KxgAY72eAK0pr+Ra4BEXgUar7B+lbAjcG5o9D/W6Fkk7TjXFpsUyeudoIhIjsDKxYnGXxbR1aVtyAbQ5yp5Tx7+DK3sNx+3rKsWpZs+BlezDoTYZPxY/+R2XAno9fNFSmXg0+HtoPETtROJh9Hq4fdGwf2v0YdDlGs6bVVZWQXn4K6uiKjsXe6RblyP5a/ZUMtNSca7nweDJs7CoVKnYn1eI8i4+I54NlzawJmINUSnKxDArnY4X9JUYlp6NY/xlw8WW9sqqqGbPQfWmZaJzwb9RpavB/TKT4fSfyhg9PtxwvJafUpzy6i9df0oBGT8KUfIKVZQCCAkJYdGiRYSFhaHX6/H29ubdd9/Fx8enqDOWSvKCVUpE7oDfBoO1I7x7AYqzT7B4dDqdslw9fLvyRjfmdMHz1tUMb3DrdVVaMJaQ9JRk/po9ldtRV7C0sWXotDlUq1WnxJ5fiPLo/J3zrIlYw+bLm0nNSQXALSeXt7Cn452bmGckGi52bgI+zytvdstZkeRu9l3G7h7LsdhjmGhMmNluJv3q9Sv5ILfD4cT3cOoPw74fJhbQaLBSoKrhW/KZBCDjx5Igv+NSYsdHcGAxeA+EYT+rnUbck5MBV/bn7d+6HZKiC5538DRMFKvlV6I3SmMjw/lr7jSy0tKo7lGfwZNnYm5lXWLPL0R5k6vL5dDNQ6wOX83e63vR6rVo9Hra5cDruko0uX0Fo9y8rTc0RuDeHZo9C/V7l7s9SlXtanCPXg9X9yvFqbBNcG8f3fz22yPAzrVkM4l8Mn4UouQ9dlEqJyeH1157jWnTpuHmVnFXFsgLVimRmw0L3SErGf5vu7LJrlBHRhJc2pm3IioI0uMLnndpnrcBsj9U91GlnVR6chKrZk0h/loUVrZ2DJs+l6o1Zd8VIQojJTuFLZe3sCZiTX4f+ko6HU/nmvF0Ri5OCffd6LKqCo2Hgc9z4NxYpcQlI1ubzdQDU9l6dSsA433HM6LRCJXCpMHZv+D4t8oGzPe4+CgzMxsOAjMrdbJVUOVl/Dhv3jwmT57MO++8w5IlSwClJdCMGTP45ptvSExMpHXr1ixdupSGDQ3tabKyspgwYQLLly8nIyODbt26sWzZMmrWrJl/TWJiImPGjGHDhg0A9O/fn88//xw7O7tHylZefsdl3o1g+Lar0qrovctgWsz7eIh/lhSd1zY7EK7sg9wMwzljc6Vd9r22fFXqqhLxZngYq+d+SHZGOi71vRn0wUeYW8nfJyEK4/rd66yNXMu6yHXEpccBUD0nl9f0lemVnIB16n2tOat6KOPzJk+DTXWVEpeMv3c1+KzrZ7Su3lqdMNJ+u9SR8aMQJa9QK6Xs7OwICQmRopS8YJUOa16DMyvA7y0ImKN2mopDr4e4sPtafhwxzPYBMLfJa/kRoKyIquSoXlYgNTGBVbOmkHDjGtb2VRg6bQ5Va8hMJCEeh16v58StE6yJWENQVBBZ2iw0ej1ts3J5TWdN0zvXMM5VetOjMVZucPk8p7wOVKC2FDq9jkUnFvHzeWV1wKimoxjddDQatdqf6PVw/YQyMzN0DdzbtNrCTlm11uL/oGo9dbJVMOVh/Hj8+HGGDRuGjY0NXbp0yS9KzZ8/nzlz5vDTTz/h6enJ7Nmz2bdvHxcvXqRy5coAvPHGG2zcuJGffvqJqlWr8u6775KQkEBwcDDGxspq9169enH9+nW++eYbAF577TXq1KnDxo0bHylfefgdlwt6PSxuCCk34Jk/oX4vtRNVHNocuHZMGaOHB8LtsILnbWrkTRQLgLodwUzd1UjXL4SyZt5H5GRmUNOrEU998CFmFsWzp6wQ5VWWNotd0btYHbGaozFHAbDQ6eiXreGlbGNq3YlCQ96tP7PK0GiQMgas2bLMt+d7HHez7/LO7nc4HnscMyMzFndZTMeaHdULpM2Bi1vy2m/vMxyX9tslTsaPQpS8QhWlRowYQePGjRk/fnxxZCoT5AWrFDm/AVa+AHa14J0zFWpQVeKy05Ul5+HblRmXydcKnneor6yE8ghQVq0Zm6qT82/uJsSzauYUEmNuUKmqA8OmzcG+egn2kRaijIvPiGd95HrWRq7N70NfIyeXEbnm9ElJplJ6guHiag3yNkQeDpWdVEpcOnx39js+DfkUgBENRzDOd5x6hal70uLh5G9Ke7/72zbV66qsnvIIKPP7e5VmZX38mJqaSvPmzVm2bBmzZ8+mWbNmLFmyBL1ej4uLC2PHjuX9998HlFVRTk5OzJ8/n9dff53k5GSqVavGr7/+yvDhwwG4efMmrq6ubNmyhYCAAMLCwvD29ubIkSO0bq3MXj5y5Ah+fn5cuHCB+vXr/2fGsv47Lle2vAfHvlb+Jgxcpnaa8i0t3rB/a+QupYvEPRojcG1tKEQ5epea90vXzp9l7f9mkJOVSa1GTRg4cTqmFrKqTohHFZ4YztqItWy8vJHkrGTQ62malcPrOivaJMRgmnPfysi6HZW9XL36VeiV8tnabN7d8y57ru/BxMiEjzt+TLfa3dSOpezxd+IHab+tEhk/ClHyCnXXwd3dnVmzZnHo0CF8fX2xti44u2rMmDFFEk6IR+LeDUwslZtrsWehehO1E5UviVF5LT+2KwWpe32nQRkk1emQ1/KjB9jXUS3mP0mJv82qmZNJuhVDZYdqDJs+Dzun4t+oWYiyLleXy8EbB1kdsZp91/eh1Wux1OkYkqnlxWxj6ibeNFxsbguNBytvdGs0LzU3u9Q2svFIzI3NWXB8AT+G/kimNpMPWn2AkUbFdhzWDtB+LLR9W9mX8fh3yo3MS7uUD5ua0OJlaP6S6itcRenz5ptv0qdPH7p3787s2bPzj1+5coXY2Fj8/f3zj5mbm9OpUycOHTrE66+/TnBwMDk5OQWucXFxoVGjRhw6dIiAgAAOHz6Mra1tfkEKoE2bNtja2nLo0KGHFqWysrLIysrK/zolJaWof2xRWF79lKLUxS2gzZWCd1HS6SD2tLISKmI73AgB7ptrallFGZt7+CuTDkrhTPuos6dYt2AWudlZ1G7iw4AJUzA1l4KUEP8lLSeNrVe2siZiDWfjlfbM1XJzeSfbiMFpWdjf357PrpYyMaDpM2BfW6XEpYuZsRmLOi/ig/0fEBgVyLt732Veh3n0qqvyit5q9aHXfOg2Hc6ugmPfwa2zcOp35eNe++1Gg8FUVpMKIcq+Qr0z+O6777CzsyM4OJjg4OAC5zQajRSlRMkys1YKUxc2QdhGKUo9KW2O0orvXsuP+IsFz9u6GmZa1ulQqmdZpdyOY+XMSSTH3cKmmhPDps/F1rFir9wQ4r9cu3uNtRFrWR+5nriMONDr8cnK4pUcC9omxWOaX5jWgFtnpfVHgz7y5ugfvOD9AubG5sw6MovlF5aTrc1mWptpGBsZqxvMyFh5HfcMgMSrcOJHpbd9ynXYNRv2zAfv/sqb31p+UmgU/Pnnn4SEhHD8+PEHzsXGxgLg5FTwb6yTkxNRUVH515iZmWFvb//ANfe+PzY2FkfHB4uhjo6O+df83bx585gxY8bjUHEcAAABAABJREFU/0Ci+NXyU/YUTL8DUQfBrZPaicq2zBS4vFsZn0cGQeqtguedmxjG6DV8ldf5Uurq6RDWL5xNbk42dZr5MuDdKZiYVZw2v0I8Lr1ez+nbp1kTsYZtV7eRkZuBqV5Pz/QsRuSa4ZUYi0avUy42sQTvAUoL7drtZW+ihzA1NmV+x/mYHzRn4+WNvL/vfTJzM3nK4ym1oyn3t3xfViaIXT+e1357Ldw8CevfhO1TpP22EKJcKFRR6sqVK/mf3+v+p3o7GlGxefU3FKW6TlE7TdmTGmdo+XFpt2G5OCj7wtRqkzfbMgAcvcrEzcmkW7GsmjWZlNtx2DlVZ+j0Odg4yKx/IR4mS5vFzqidrIlck9+H3ik3l7czdAzJyKZK2n3t+ezr5s24fBrsZF+2RzGs/jDMjc2Zfmg6qyNWk6nNZHa72ZgYlZJVA/Z1oMcM6DwJzq9X3vxePwbnVisfjt5K25Amw8G8stpphQquXbvGO++8Q2BgIBb/0lrr7+8H9Hr9f75H+Ps1D7v+3x5n0qRJBVqKp6Sk4Ooqr02lgrEJ1O8NJ39VxuhSlHo8ej3ER+Tt3xoIUYdBl2M4b2qdt3+rv/JhU129rI/h8snjbPhkLtqcHNyat6Tf+MmYmJaOlt9ClDYJmQlsvLSRtRFruZR8CYAGWdm8mG1Mj5RELLLTDRe7tlEKUd4DwULaj/0XEyMTZrefjbmJOX+F/8X0Q9PJ0mbxdIOn1Y6m0GjAtZXyETBX+Vt64gelQ9DhL5QPab8thCjDCv2q9f3337N48WIiIiIA8PDwYOzYsYwcObLIwgnxyDz9wchE2cg3PhIc3NVOVLrpdBBzMq/lRyDcDCl43qoquPdQfq/1uoKl/cMfp5RKjL3JypmTSb0Tj311F4ZOn0vlKg5qxxKi1AlPDGdNxBo2XtpISnYKZjo9PdMzeDnHBO/kW2jubTtpag0Nn1Le6MqqmUIZ4D4AcxNzJu2bxObLm8nWZjO/w3xMS8neewCYWkDT4cpHzGk4/r3SPiTuPGx+F4I+VAqSrV+XmZkVTHBwMHFxcfj6GvYz0Gq17Nu3jy+++IKLF5VV1bGxsVSvbrgxHhcXl796ytnZmezsbBITEwusloqLi6Nt27b519y69bfVH8Dt27cfWIV1j7m5Oebm5k/+Q4ri4dVPuZF2YRP0WiAz9v9LTiZcPaCMzyO2KytZ71elXl7bbH+o3RZMytZ/+5eCj7Jx0Ty0ubm4t2xD37HvY2xSiv4OClEK6PQ6jtw8wuqI1ey6totcXS72Wi0vp+fwbKaO6qnxhosruygTxZo9J/dACsFIY8T0NtMxNzbn97DfmXN0DlnaLF5q+JLa0QqydoD246DtmH9uv93qVWj+Yqls1yqEEA9TqKLUtGnTWLx4MW+//TZ+fn4AHD58mHHjxnH16tUCPeaFKBGW9srGnZd2wYWNyh9sUVBmsvL7iQhSPtLiCp6v3szQ8sPFp1S3/Pg3CTevs2rmZFITE6jiUpOh0+dSyV4GZkLck5qdytarW1kbsVbpQ6/X452dzXOZevzvpmCRc9++cbXbKW9yvQeAeSX1QpcTPev0xMzIjAl7JxAUFUSWNotFnRdhblwKbypWbwr9P4MeM+H0cuXN751IZX+YY98ofyvavAF1O0mRsgLo1q0bZ8+eLXBsxIgRNGjQgPfffx83NzecnZ0JCgrCx8cHgOzsbPbu3cv8+fMB8PX1xdTUlKCgIIYNGwZATEwM586dY8GCBQD4+fmRnJzMsWPHaNWqFQBHjx4lOTk5v3Alypi6ncCsMtyNUSZB1WyhdqLSJ/l63v6tgXBlL+Tct/LB2Ez5W3yvEFWGJwREHDvEpiXz0Wm1eLZuR+8xEzE2kZn9QtwTmxbL2si1rItYx820mxjr9bTPyODFLGN8U+Ix1mmVC43NlNbZzZ5XVkuW0fftpYVGo+H9lu9jYWzB9+e+5+MTH5OZm8nrTf+fvfMOj6Lc/vhnS3rvCTUFEpLQe5NOQKQpgmDvile52K9i+VnQa/daEMV2rwVR6SACFkCq9Jreey/b28zvjwmbBFBakt2E+TwPj3Fnd+fsQGbPeb/n/Z77HB3a2TS2367KhoNfwKGvJPvtX56Hbf+GvvNgyP3SjCoZGRkZJ0YhnvbfuwiCg4N5//33mTdvXpPHly9fzkMPPURFRcVfvLL9UFdXh5+fH7W1tfj6ylujnYIDn8OGhyUP9Xt+c3Q0jkcUoTy1vtNyC+TtAcHacNzVB2LGSFu9u08En3CHhdpcVBbk88NLT6OrqSaoUxdmP7sYL/+2tctLRqYlOO1DvzJ9JZtzNmOwGgiy2ZiuMzDPKBKhq254sm8nqZjpeyMERjsu6HbMrsJd/PP3f2KymRgaMZT/jP0Pni7OO58PkL5Tsn6HvUul7v3ThCZIhW/vOfJcsQugPeWPY8aMoW/fvrz77rsAvPbaa7z66qt88cUXdO/enVdeeYVt27aRmpqKj49k+zh//nw2bNjAl19+SWBgII899hiVlZUcPHgQlUpaVLv66qspKiri448/BuDee++la9eurF+//oLiak/XuN3w452SFeiIf0pC95WOzSrNCTk9v7XsZNPjPhENjWJRo9tFU0jqnp1sfO91REEgbvgopjz4KEqVvJAuI2OxWdhWsI2V6SvZXbgbEZFos4U5ejMzdEa8zbqGJ0f0lWYJ9Zwl74ZpAURR5ONjH/PhkQ8BuKfXPTzU7yHnH1ViMUrfsXs/gtJGDUQx46UGspjx8i7lC0DOH2VkWp9Lak2y2WwMHHh2l9uAAQOwWq3neIWMTCsQdw1seAQKD0JtIfh1dHRErY/FIFl+pG2WCt2avKbHg7o3dFp2GQbq9jNQuCIvhx9efgZ9bQ3BXSKZ/exiPH39HB2WjIxDOe1Dvyp9FVm1WahFkVF6AzcaRQZpqlHaByK7Q4+pkj1f1Gi547KFGdFxBEvGL+HB3x5kb/Fe5v8ynyUTluDl4uXo0P4ahUKyc40ZJ9nk/vkxHP5GsvZbvwB++T8YeIfka+/bwdHRyjiAJ554AoPBwAMPPEB1dTVDhgxhy5YtdkEK4J133kGtVjNnzhwMBgPjx4/nyy+/tAtSAN988w0LFiwgKSkJgOnTp/PBBx+0+ueRaUZ6TJUWzJLXw4QXrszdlbpKyXIpfTNk/ArGmoZjCiV0GtQwGyq8V7u6Rim7tvPTB28hCgLxV41l8vyFsiAlc8WTVZvF6vTVrMtcR5WxCh+bwPU6HTebIFrbqFnMM1ia6dnvJghLdFzAVwAKhYL7+9yPm8qNtw++zbLjyzDajDw+8HHnFqZc3KV/H31vhNxdkjiVshEyf5X+BHWHofdDn3ng6sS1hoyMzBXHJe2Ueuihh3BxceHtt99u8vhjjz2GwWDgww8/bLYAnRVZRXdSPpsE+Xvh6jdgyL2OjqZ1qMlv6LTM3gFWQ8MxlRtEjqwXoia2210PZTlZ/PjyMxg0dYRERnP9opdkQUrmisUm2NhbLPnQ/57/O1bBSnezmet1JqbrjHhbGt0jOg6UCpies8DD32ExX6kcKTvC/F/mo7Vo6R3cmyUTluDn1obuXYYaOPy1JFCdboJQqqUB20MfgE4D/u7VVyRy/tjyyNfYCTFp4PUYsJlg/h4IS3B0RC2PKELJsYb5rQX7gUZlt0cAdJsgiVDdJrTbXQ+n/vidnz98B1EUSBw9gaT7H0IpN77IXKHoLXq25G5hVfoqDpcdRimKDDEauUFvZbRWg/q0q4lSLbmZ9LtJukc40/zRK4Rvk7/l1T9fBWBO7BwWDV2EUtGGdhtVZcOfy6SZjqY66TF3P+h/Gwy+F/w7OzY+J0TOH2VkWp9LFqX+97//0blzZ4YOHQrA3r17yc/P59Zbb8XFpeFL80zhqr0g37CclN0fwJZFEHkV3L7B0dG0DDYr5O9rEKLKk5se9+3Y0GkZPbrdd8OUZmXw4+JnMWo1hEV3Y9ail/Dw9jn/C2Vk2hnF2mLWZKxhdcZqinXF+NpsTNHpmWewEa2va3iid5jUcdn3Jgjt4biAZQA4WXmS+7beR62plh6BPfh44scEurexxUnBBqk/SZ2ZubsaHu80SLINiZ8uL6jUI+ePLY98jZ2Ub+dC2iYY8zSMedLR0bQMJg1kbau3zt4qzdFqTFjPBlu+jgNB1b7nKZ34fSubP34PRJFe45KYeM+DKGQLKZkrDFEUOVV5ipXpK/kp+yd0Fh2dLBau1Rq43mAm0NRohlxogpSf974BvEMcF7QMAKvSV/F/u/8PEZHpMdN5cfiLqNqaqG7SwJFvpRy9Olt6TKGC+KkwZD50GdquduZeDnL+KCPT+lySKDV27NgLe3OFgt9+a5+zfeQblpNSnQP/6SPZYDyWAV5Bjo6oedBVSMVt+hZpC7axtuGYQgmdh0g7obpPkrb1XyGJRUlGGj++8iwmnY6IbnFc9/QLuHu1fd99GZkLxWKz8Hv+76xKX8Xuot0oRIFhBiOz9SZG63SoTw9EVrpA3GRpIHK3Ce1+IezvqKioICsrC1EU8fb2xsfHx/7fxk01rUlqVSr3br2XKmMVMX4xLEtaRohnG12MKD4qzZ068SPYzNJjPh1g8D0w4PZ2uxvgQpHzx5ZHvsZOyuFvYO0DENYL5u90dDTNR0VGvQi1GXJ2gWBpOObiCdFjGprFriBr8WO//szWTyTbzT4TpzD+zvtlQUrmiqLWVMuGrA2sSl9FWnUaHoLAJJ2eOQYrvXSNmsXc/aDXbEmM6tDviqnjz0QQBAoLC8nPz8fV1dWem/v4+ODl5dXE5rc12Zi1kUU7F2ETbUyOnMwrV72Ci7INNloJgvRdtXcJZG9veDyir+RukHhtuxrtcCnI+aOMTOtzSaKUjHzDcmqWjoSS4zD9A+h/i6OjuTQEAUqONlh+FB6kqeVHoLSwHDtJmu9xBS7yFaWlsPKV5zAb9HSIjee6p17AzdPT0WHJyLQKWTVZrEpfxfqs9VQZq+hqsTBTo2OW3kyAxdjwxLBekvVHrzntR6S/SGw2G3l5eaSlpbH/ZCZHqhTk2/wRUeCusOKhsOCOBQ+FBR9XCPJyJcTHnTA/T0L8GwrixgKWm5tbs3vLZ9Vmcc/meygzlNHVtyufJn1KuFd4s56jVdGWwYHPYf+noCuXHlN7QJ8bpM7MK3SXnpw/tjzyNXZS9FXwRjcQbbDgCARGOTqiS8NqknaEptULUVVZTY8HRDXMb+06Qpr1cYVxZMtP/PrZEgD6TZ7G2Nvvde55LDIyzYQgChwoOcDK9JX8kvsLZpuJAUYT1+kMTNIbcLOdnr9eP6ez303SXOwr8D4BYDQayczMJDU1jT0p+STrPCkRfFArBNypz9EVFjyw4O+hIsjLlVBfD8L8PQny8zmruczb27tFGsy25m7liR1PYBWsjO08ljdHv4mrqg0LOKUnYd9SOPY9WOvrRu8waS7sgDuu2F16cv4oI9P6yKLUJSLfsJyY7a/D74shdjLcuMLR0Vw4xrp6y4/N0q4obWnT4+G9pJ1QsZOg4wBoa1vHm5HClFOs+vfzmA0GOvZI5Lp/PY+rhyxIybRv9BY9m3M2syp9FUfKj+BV33E5W2eip0HX8ESPAEmE6ncTRPRxXMAORKfTkZGRQVpaGkfSckkzeJFjC6RcvLidlEoEPLDYxavTApaXWiTAQ0WwtyRghft7ER7og+8ZApaHh8dFLcTl1+Vz95a7KdIV0dG7I58mfUonn04X+/GdC6sJTqySOjNLjjU8Hj1W6szsNgGuoO55OX9seeRr7MT8d5o0/zTpZRj+kKOjuXDqiqQmsbQtUq5uafSdq3SBrsPrhahJEBRzxe50ADi0aT2/f/kxAAOumcHoW+6WBSmZdk+Zvoy1GWtZlb6KAm0BYVYrMzQ6rjeYiTA1muUaGCPNcu0z74raOdmYyspK0tLSSE1N43BOGVkWf3KEQDTixQlzLtjsglXjJjMfVwj0dCHY25VQX0/CAzwJ9fc5q8nMzc3tos63o2AHD//+MGbBzIiOI3h3zLu4q9u4mKirhINfSA1kp+1mVW7Szr2h90vrT1cQcv4oI9P6yKLUJSLfsJyYsmRYMhRUrvBEFrg56XwhUYTKDEjbLAlRuXvOsPzwgpix9ZYfE8G3g+NidSIKTp1g1b//D4vJSOeEXlz75PO4uLfxhFBG5i8QRZGTlSdZmb6STdmb0Ju1DDSauFarJ0lvxO30QGSFUlrc73sTxF0N6osrtNo6oihSVlZGWloaaWlppOSVkGMLJNcWQJnY8B2gAAZ29Wda346EeLtRoTVRrjVTqTVRWmugrM5AhdZEtd6KwXpx6ZECEfczCmMvlY3pPUO4Y9bVqNUXZplYrC3m7i13k6fJI9QzlM+SPiPSL/KiYnFKRBHy9kjiVMpGEAXp8aBuMOR+aYHGrf3br8r5Y8sjX2Mn5s9l8NNjku30XVscHc1fI9ig4EDD/NbS402Pe4fX22YnSfZ87vK/M4ADG1az/avPABg0fRZX3Xi7LEjJtFusgpU/Cv5gVfoqdhTuwMVmZZzewCydkcF6HfZ/+a7ekjVav5ule98V9jths9nIz88nNTWV1NQ0Mir05NgCyT5DiHJTKxjfI4ykxHAUCqjUmqU8XWOitFZPucZIpdZMtcGKRbi4GM7VZBbgInD/hATGjhhywfepPUV7WPDbAow2I4PDB/P+uPfxdGkHjbE2C5xaK+XohQcbHo+8SpoNGzv5imiIlvNHGZnWRxalLhH5huXEiCK8PwCqMuH6z6HnLEdH1IDFCLk7Gyw/qnOaHg+MaWT5MfyKW1g+H3knjrL69Rexmkx06dWXmY8/g4ubLEjJtD/O9KHvYLEyXatjlt5IuNnU8MTgWEmI6jMXfNqw1dslYLFYyMnJsQtRxTV6cmwB5NgCzxKiBkUGMLVPByYnhhPqe2H3DIPZRoXWRIXWZC+MK+rFq9JaPWV1Rip1Zqr1VrSWv06l3LByV9cq5t98PT4+F9YkUaYv454t95BVm0WQexDLkpbRPaD7Bb22TVCdC39+Aoe+AlP9jEQ3P8lyd/C9ENDVsfG1IHL+2PLI19iJqSuCt+Olnx9Nda7vLX0VZPwq5ecZv4ChutFBBXQa2DAbKrz3FbXD80L4c+2P/PHtlwAMufYGRtxwsyxIybRL8uryWJW+inWZ6yjXl9HTbGamRsdUvREvuz0f0oJ+35sgYTq4ejkuYAeg1+vtjgXp6RkUGxTk2ALJEQKoEz3sz3NTKxjXI4xrekcwrkconq7nb+ASRRGNydqQm2tM9hy9pMZAaa2Oco2JKp2FaqMVo/Wv3ytYoeWpIR7MmDrlgpvHDpYe5IFfHkBv1dM3pC9LJizBx9VJm6Avhfz9kjh1aq1ktwsQEAmD75OE1XbchCHnjzIyrY8sSl0i8g3Lydn6POx6FxKvg9lfODaW2oIGy4/s7WDRNxxTuUp+892TJDEqKMZxcTo5OccOs/b1l7BazET2HcD0R5/GxVUW7WTaD4IosL9kPyvTV/Jr7q8orUYm6A1cq9Uz2NDI+sPNF3peB31vlhbJrqBFH41GYxehsrKyqDVDbr0QVSp6Q31fqgIYGBnANb0iuLpXBGEXKERdKhabQJXOTLnGRKXOTIXGRFmdgR/355JZZcJPYeCGwHxuu3EOHTtemF1LpaGS+7beR2p1Kv5u/nw88WMSghJa9HO0OiYtHF0Oez+SGklA2vXXYypMegX8Ozs2vhZAzh9bHvkaOznLxkPhAbjmbRh0l+PiEEUoPVHvWLAVCv5s2MEJ4O4HMeOl/LzbBPAKdlysTs7eld+x6/uvARh2/Y0Mu36eLEjJtCuMViO/5P3CqvRV7C/ZT5DVxjStjut0RqLMjWa5+nWBvvOk3d9tdW7eJSCKIuXl5fYcPS8vn2rBnRxbANlC4BlClJKxcaF2IcrL7cLEoEvFaLE1yc8l8UrPp39kobWIRCsruTHawty5N+DtfWE79o+VH+P+X+5HY9aQEJTAxxM+xt/dv0U/R6tTWyDZ+h34Aow10mOuPjDgNhj3bLucgybnjzIyrY8sSl0i8g3LySk4CJ+Ok7bLP57Zul+aNisU7G+YDVV6oulxn4h6y49JkuXHFWBXdLlkHznI2jdfxmaxEN1/ENMefgq1axseLioj04hSXSlrM9eyOn01BZp8+pjMzNRomaI34inUd6ihgKhRUodaj6ng2g6sIi4AQRAoKSmxF7lFRUXoRTW5tkBybAGUij7QYJDCwK4BXNM7gqt7RhDu5/hiqazOyLT3/6BUY6aDspZJ7pnMnDGdPn0ubNZXramW+7fez4nKE/i4+PDRxI/oE9IO54QJgrQzYe8SyPpdeiwwGu7c0u6GLcv5Y8sjX2MnZ+e78Mvz0ly5W9e07rlNWqlBLH2LlKPXFTY9HprQ0CjWaTCoWnaxtK0jiiJ7fvyWPT8uB2DEDbcw9LobHByVjEzzkVKVwsq0lWzM3ojBVMdovYFrtTpG6o2oqF9GU7tD/HRplmvkqCtmF6XVam3iWFBTU1MvRAWSIwRS20iIclUrGRMbwjW9IxgfH4Z3CwtRF8LuzApu+XQfNhH6qQu4KlDH3Llz6dDhwkYmpFSlcO+We6k2VdM9oDvLJi4jyCOohaN2AGY9HFsB+5ZCeYr0WPw0mP3fdmfpJ+ePMjKtjyxKXSLyDcvJEQR4t6dUbM5bAXGTW/Z8ukppQS19i/Tf090kIHV9dxrUIESF97qidjZcLpkH/2T9269gs1qJGTiUqQufRO3i4uiwZGQuC4tgsfvQ/1H4B0EWM9O1Oq7VGuhqMTc80b+rZP3Rdx74d3FcwK2I2WwmKyvLXuRqtVoMolraESUEUiI0FaL6d/Hnmt4dmNIrnAg/j79+YwdxorCW2Ut3Y7AIxKtKGOKSz/Dhw5kwYQLKC1i40Jq1/OPXf3Co7BCeak8+GP8Bg8IHtULkDqL0FCy/AWryoEN/uG19u2rekPPHlke+xk5OZSa83x+UangsHTwDW/586VulZrGcnWBr9B2r9oDo0Q22fO1wd2ZLIYoiu1Z8zb7VKwC46sbbGTzjegdHJSNz+WjMGjZlb2Jl+kpOVZ4i1mRmplbHNJ0B/8b2fJ0GS0JU4rXSzsorAI1GQ3p6OmlpaWRmZmKxWKgR3MkRAsmxBVLTWIhSKRkdF8LU+h1RPu7OV79/uy+Pp1dLMwPHumQQ46Zh5syZ9OzZ84Jen1GdwT1b76HCUEGUXxTLJi4jzCusJUN2HKIIKRvgxzul79FBd8OUN9vVupacP7Y+NpsNi8Xi6DBkmhlXV9cLWucAJxGllixZwhtvvEFxcTGJiYm8++67XHXVVX/5/O3bt/PII49w8uRJOnTowBNPPMH9999vP37y5Emee+45Dh48SG5uLu+88w4LFy687PM2Rr5htQF+elyaWdH3Zpj5YfO+tyhCybEGW76C/UCjXyV3f8nqI3aSZP3h1Q67ZlqB9P172PDOawg2K90HD+eafz6OSu18Ca2MzIWSW5fL6vTVrM1cS62+nLF6AzM1WkYYjNi/tl08IWGGJEZ1HXFFdFxqNBpSU1NJSUkhOzsbm81mF6LyxCCKbd6IjYSofl38uaZXBFN6RdDB/+KEKJPVxs8nSugR7ktceOt4wP98opj7vz4EwDB1DnHqcrp168asWbPw8Dh//HqLngW/LWBfyT7cVe78Z+x/GN5xeEuH7TgqMuCziWCogm4TYd5yULWPe7+cP7Y88jVuAywZBmWnYOZSqemiObGaIW93w/zWyoymx/271s9vnQSRI8DF+ZoZnB1RFPnj2y/Zv24lAKNvuYuBU691cFQyMpeOKIocKjvEqvRVbMnZgptZxzVaPTO1OuLNjYRs73BpjmvfmyAk1nEBtxKnbflSUlJISUmhqKgIgBrBnVwhgFwxmCpbgzOBq0rJqNhg+44o34sUoiq0Jn5LKWN8j1CCvFvHpv+F9Sf5YlcOLgqRyS6nCFLqGTlyJOPGjbugRdXculzu3nI3JboSOnl34rNJn9HB+8J2W7VJTq6BH24HRMnGb9RjDg6o+ZDzx9ZDFEVKSkqoqalxdCgyLYBSqSQqKgrXC3C3crgotWLFCm655RaWLFnCiBEj+Pjjj/n00085deoUXbqc3RWenZ1Nz549ueeee7jvvvvYtWsXDzzwAMuXL2fWrFkA7N+/n++//54BAwbw8MMP8+STT54lSl3sec9EvmG1AbJ3wH+ngUeg1Il5uRYcJg1kbW+w5dMUNz0e1rPB8qPjQNny4zJJ27uTje+9gWCzETvsKqY8+CiqCxxAKiPjTBitRrbmbmVV+ioOlOwn3mxhplbLNToDfjZbwxO7DJOK3MSZ4NaOBub+BZWVlfYiNz8/HwBjvRBVoAylwOzZWOqnT2d/pvaK4Ope4XQKuHj7QotN4MeDBbz/azpFtUZc1UpentGTOYNapzP+w98zeGNzKioFTHJLJ5QagoKCmDt3LiEh57eoM1qNPLLtEf4o/AMXpQtvj3mbMZ3HtHzgjqLgAHw5FawG6fdixoftohtTzh9bHvkatwF+fwW2vybZ0c795vLfT1NS3yi2GbK2gVnbcEyplr5fYydJeXpwbLu4lzgKURTZ/tWnHNy4FoCxt99L/6unOzgqGZlLo8JQwfrM9axKX0V+bTbDDUZmarSMNRhxOb1MpnKFuKulRteYce2+xhcEgcLCQnuOXllZCUCt4EaOEEiBMoxyc4PY5KJSMKq7ZM03IeHihSiAGr2ZT3Zk8cWuHAwWG+G+7iy9ZQB9O/s318f6S6w2gbv+e4DtaeX4u0ESR/BUWIiNjeW6667D3f38duCF2kLu2nwXhdpCIrwi+DTpU7r4tmOHi30fw6YnpJ9nLJF2DLYD5Pyx9SguLqampobQ0FA8PT3lOZTtCEEQKCoqwsXFhS5dupz379bhotSQIUPo378/H330kf2x+Ph4Zs6cyauvvnrW85988knWrVtHcnKy/bH777+fo0ePsmfPnrOeHxkZycKFC88SpS72vGci37DaADYrvNld6rS+bb00j+ViqcysH4C8GXJ3N7X8cPGUZkJ1T5Ks+fw6NVvoVzopu3fw0/tvIgoCPUaM5up/PIJS1b48i2XaP8mVyaxKX8XGrI2ojTVco9UxU6sjztxoi7pPB6lLvO9NEBTjuGBbAVEUKS4uJjk5mZSUFMrLywHQCG7kCf6UqsPIN7o1FaI6+TGlfkdU58BLm6NlE0TWHS3k3V/Sya3UA+DpqkJvlgTBm4d24bmpibiqW3ZHmiiKPLziCGuOFOHjpuJar3SU+krc3NyYNWsWsbHn77i12Cw8vuNxfs37FbVCzb9H/ZtJkZNaNG6HkvozfHcjiDa46jEY/6yjI7ps5Pyx5ZGvcRug5DgsHSnNYnkiC1y9Lu71gg0KD9U3im2B4qNNj3uFNuTnMWOvGGutlkYURX7/8hMO/7wegPF3PUDfpCkOjkpG5uKwCTZ2F+1mVfoqtuVvo7PJwEytlmlaPSGNm8XCe0uzXHvNbnmbUQdzej5UcnIyqampaLVaRBEqRS/yxUCKlSGUmRpqcbVSwVXdg7mmdwcmJoTh53Fpu9k1Rgtf7Mph2Y4sNCbJGvF0ju6qUvLSzERuGNTy4k6d0cJ1S3aTUaYlNsiV4cY/wWYhODiYefPmERR0ftebUl0pd2+5m5y6HEI8Qvg06VOi/aNbPHaHsfV52PUuKFRw4wrp+7aNI+ePrYPNZiMtLY3Q0NAL+t2SaXvU1tZSVFREt27dcDnP6BWHtnmYzWYOHjzIv/71ryaPJyUlsXv37nO+Zs+ePSQlJTV5bNKkSXz22WdYLJbzfuBLPa9MG0SlhrgpcORrSL5AUcpqgtxdDZYfVVlNjwdE1XdaToSuI8Hl/J0zMhdH8h+/s+nDdxBFgcTR40m6fwHKdjZEU6b9ojFr+CnrJ1amryS98hQj9QZe1OoYozeiPi23qNygxzVSV1n02HY3JLYxNpuN3Nxce7dlXV0doghVoif5QkeKVaGUmutTkXqb/p4dfZnauwPXXIYQBSAIIptPlvD21jTSy6Su+WBvVx4Y040bh3Rh2Y4s3v4lja/35pFcrOGjm/oT6tty93SFQsG/Z/Ump1LPkfwa/vBOZHbHXMoKc/n222+ZMGECI0aM+NtuIheVC2+MfoNFOxexKXsTT+x4ArPNzLSYaS0Wt0OJmwxT34H1C+CPN8EnHAbf4+ioZGRkLpewnpKNXk2uNIs1Ycb5X2OohoxfG+a36iubHu/Qv2E3VETfK8L6tjURBYFfP1/K0a0/gULBxHv+Qe/xLTyzV0amGSnUFrI6fTVrMtag0xYzWavnS62WPqZGTaeeQdBrjpSjh/dyXLCtgMlkIj09nZSUFNLT0zGZTNhEBSWCD4WKKArEIOosDTmpWqlgRDfJmm9SQjh+npduq2ww2/jfnhyWbs+kWi816/UI9+HRpDiGRgfy2A9H2XyylCdXHudoQS3PT0vATd1y9ZKvuwuf3TaQGR/uIq3STJfuY+hRvZeKigqWLVvG9ddfT7du3f72PcK8wvhi8hfcs+UeMmoyuGPzHXwy8RPiAuNaLG6HMuH/pF3Kx76D72+F2zZApwGOjkqmDXB6hpSn56XX+TLOzWnbPpvN5tyiVEVFBTabjbCwpsMAw8LCKCkpOedrSkpKzvl8q9VKRUUFERERLXJek8mEyWSy/39dXd15zyPjBMRPqxelNsDk185doNYVSQVu+lbI/B0suoZjShfoOrzBli+om2z50YKc3P4rP3/0LogiPccmkXTvgyjkRQUZJ+dMH/qOhjpmanRM1ekJbtxx2aGftCOq1/XgEeC4gFsYs9lMZmYmKSkppKamYjQaEUQFJYI3BURSSBC1lvrfayuolAqGRAWSlBDGhISwS7Lma4woivyeWsZbW9I4WSR9V/t5uHDf6GhuHx6Jp6uU+jw0vjs9O/qx4LvDHMytZur7O/no5v4M6Npy3bDuLio+uXUAMz/YRXalgV3+8czuH8yRQwf55ZdfKC0tZfr06X+bvLkoXXh15Ku4qdxYk7GGRTsXYbKZuD62nQ6YH3AbaEvh98XSrEjvMEiQraJkZNo0CoWUo+/5QMrRzyVKiaI0d+r0/Nb8fdKuydO4+UpWWrGTpDmu3qGtF/8VhigIbF32Acd/2wIKBZPuW0DPsW2/K16m/WO2mfkt/zdWpa1iX9EeBhmNLNRomaA34H7aMEihkmr9fjdJs+bU55+B0VbRarX2Ga5ZWVnYbDbMopJCwZ8iZVfyrb4YbQ1rHV6uKsb0CCUpIYwxcaGXvCPqNCarje/+zOeD3zMo10hra9EhXjw8IZZrekWgVErn/uimAXy0PZM3t6Ty7b48Uorr+OjmAYS1YPNY1yAvlt48gJs/3ccv6TXEjZpEp6K9FBQU8M033zBx4kSGDRv2t81jwR7BfD7pc+7beh/JVcncuflOPp74MT2De7ZY3A5DoYAZH4CuHDJ/hW9nw11b273zh0zzIVv2tV8u5u/WKQxxzwxYFMW//RDnev65Hm/O87766qu88MILF/X+Mk5A9Bhw9QZNERQdlro3BJs0q+K05UfJ8aav8Q6TdkJ1nyS93l3eutsaHP9tC1s+eR9Ekd4TJjPhrgdkQUrGqakwVLAucx2r01dTVZ3FZJ2OzzU6ejUeiOwVAr1vkMSosATHBdvC6PV6e5GbmZmJ1WrFIiopFPwoUnQm3+aHoVGR6+GiYkxcCBMTwhjXIxR/z+ZZANidUcGbW1I5lFcDgLebmrtGRnHXVVHn9Lgf2yOU9Q+O5N6vDpBWqmXuJ3t5floiNw05v//xpRLq486y2wZy/Ud72JVZSbfQKKZeE86mTZs4fvw4FRUVzJ07Fz+/v7abUilVvDD8BdxUbqxIXcELe16gSFvEvb3vxV3dDnfwjnpcaiA5+AWsvBu81kgNIzIyMm2X+OmSKJX2M1jN0kKwWS/NhD09v7U2v+lrQno0NIp1HgKqy1sglTk/gmBjy9L3Obn9FxQKJZMfWEjCqHGODktG5m/JqM5gZfpKNmRtwEtbwQytlue1OjpaGwnbIT2k/Lz3DeAT9tdv1sapqqqyW2efnuGqF13ItwVSrAol3+yJrZF3doiPGxPiw0hKDGN4TFCz7FCy2gRWHirgvV8zKKwxANApwIOFE2KZ2bcDalXTml+pVPCPsd1I6ODLP5cf5lBejdQ8dlN/Bka2XPPY0OggXp7Zk3+tOs6HO3J5b+5kgoMPcOTIEbZs2UJpaSlTp0792+axAPcAPp30KfN/mc+x8mPcveVunh36LFOiprS/RXiVC8z5H3x5DRQfga+uhbt/kZtEZGRkLhiHilLBwcGoVKqzdieVlZWdtYvpNOHh4ed8vlqtvmA/yks571NPPcUjjzxi//+6ujo6d26d4egyl4GLu1S8nlwFO94ANx/J8sNQ1ehJCug4oMHyI7y3bPnRyhzd+hO/fLoEgL6TrmHcHfe3v6RNpl1gE2zsKtrFqvRV/JG3jQF6LfO1OsbrDbjVN0iISjWK2MlSodt9YrtdNKupqbHb8uXm5iKKIgZRTb7Nv77I9cLaqMgN8nK1F7kjugXj7tJ8NhwHc6t5a0squzMlOyd3FyW3DY/kvlExBHr9veAVGezF6gdG8PiPR/npeAnPrDnB8YJaXpiR2KwxNiaxgx/vzu3LfV8d5L97cuk2sye33HIL33//PcXFxXzyySfccMMNdOny1z76SoWSRUMW4a5y57+n/suy48vYlL2Jp4Y8xahOlzBD0ZlRKOCat0BbBqkbYflcuHMzhMY7OjIZGZlLpdMgqRFMWwqbn4bqbMj+A2wNzhSo3SX77e5J0p+Aro6L9wpEsNn4+aN3Sf7jdxRKJVc/+CjxI0Y7OiwZmXOit+j5OednyUK79AgTdXre0uoYbGx0T3Hzg16zoO/N0LF/u3RAOT3D9XSOXlZWBkCN4E6eEE6JKowiU31uXG+dHR3iRVJCOEmJYfTt5G/fsXS52ASRDceKeGdrGjn1c13DfN14aFx35gzsfN55rmPjQln34Eju++ogqaUaqXlseiI3t2Dz2NzBXUgv0/LZzmyeWHmc7+8bQ3h4OJs3b+bo0aNUVFRwww03/O3MIV9XXz6Z+AkP/vogB0oP8K8//sWq9FUsGrKo/c2ZcvOGm36Az5Kk7/FvrofbN0rrbjIybQiFQsHq1auZOXOmo0O5olCIp7cZOYghQ4YwYMAAlixZYn8sISGBGTNm8Oqrr571/CeffJL169dz6tQp+2Pz58/nyJEj7Nmz56znR0ZGsnDhQhYuXHhZ5z0TRw7Bs5iMuLi1w07oluLESvjxzqaPuftBzPgGyw+vYMfEJsPhn9fz2xcfA9B/ygzG3Hq3LEjJOB0FmgLWZKxhdcZq3GoLmanRMV2rI7yxPV9oomT90WsOeIc4LtgWQhRFysrKSElJITk52d7YUSe4kScEUKwKpcjkRuOkomuQJ5MSw0lKCKNflwBUzVTknuZEYS1vbUnl99RyAFxVSm4c0oUHxsRc9HwoURT5eEcWr/+cgiBCn87+LL25PxF+Hs0ac2OWbMvg9Z9TUSkV/PeOwSQGq/juu+8oLS1FqVQydepU+vfvf964t+Ru4fX9r1OmlxYexnUex5ODn6SDd4cWi90hWAzwvxmSjZdvR7hrC/h1cnRUF4U8RLnlcdQ1FkURq9kk5+gXw4aH4cDnTR/z6wKx9SJU5FXgKs8ccASCzcZPH7xF6u4dKFUqpjz0OHHDRjo6LBmZJoiiyLGKY6xOX82mrJ+I01UzU6Njkk6P1+lmMRQoosdAv5ulma4uLZfXOQqbzUZeXp5diKqtrUUUoVz0Ik8IoEQZQoW5aT96vy7+JCWEMzEhjG6h3s0ajyiKbD5ZyttbU0krlea6Bnm5Mn9MDDcP7XrRTV86k5UnVh5j47FiAOYM7MSLM3q2WPOYTRC5+7/7+T21nDBfN9Y9OBJteSE//PADRqMRb29v5s6dS6dOf5+Dmm1mvjjxBcuOL8NkM6FWqLk18Vbu630fni7t7LutMlMSpvQV0szkG79vc1aYco7eOhiNRrKzs4mKisLdvXVy5pKSEhYvXszGjRspLCwkNDSUvn37snDhQsaPHw80ryi1bds2xo4dS3V1Nf7+/pf9fufizHgbr6F6enrSoUMHRowYwUMPPcSAAa077+1i/o4dLkqtWLGCW265haVLlzJs2DA++eQTli1bxsmTJ+natStPPfUUhYWF/O9//wMgOzubnj17ct9993HPPfewZ88e7r//fpYvX86sWbMAaZ7FadFqypQp3HTTTdx00014e3vbBxSe77znwxE3LIOmju1ffU5Bygluf+sj1OcZGCZTj1kHX88CY129LV9SveWHU7hXXtEc3LiGbf/7FICB065j1E13yIKUjNNgtpn5Le83Vqav5FjhbpJ0emZqdAxoNF8Qd3/oNVsSoyL6truOS0EQyM/Ptxe51dXViCJUiF7kCwEUK0MoP6PI7dPJj6REqcjtHurdIr/T6aUa3t6axqYTkjCmUiqYPaATD43vTkf/y1ts+CO9nIeWH6ZGbyHY25UPb+zPkOgL24l9sYiiyKPfH2XV4UJ83dWs+ccIOvq6sGbNGpKTkwEYPHgwkyZNQqX6+8JbZ9Gx9OhSvjr1FTbRhrvKnfv63MdtCbfh0p526+mr4PNJUJEGIfFw56Y2NaNNLnhbHkdc4/LcbH774mO8A4O4ZsHjrXLOdkFZsrTz0bdjgy1fSI92913a1rBZrfz03huk7duFUqVm6sIn6D5YtkyVcR6qjdVsyNrAqvRVaCpSmKbVMUOjI9JqbXhSQJSUn/eZ1+YaWC6ExjNc09LSMBgMWEUFJYIvBQRSIAaitTbsRHJVKRneLYikhHAmxIdedPPWhSCKItvSynl7SxrHC2sB8HVXc9/oGG4fHomX26Wvv4iiyCc7snjtdPNYJz8+unkAHS4z7/8rNEYL1y3ZTXqZlt6d/Fhx7zAM2lqWL19OeXk5KpWKadOm0bdv3/O+V4GmgNf+fI1tBdsACPcK58lBTzK+y/j2tfZReBC+nAoWvWSLOXNpm3IgknP01qG1RamcnBxGjBiBv78/L7zwAr1798ZisbB582Y++eQTUlJSAOcUpURRxGazoVaffe88lyj1xRdfMHnyZIxGI2lpaXzyySesWbOGzz//nFtvvfWS47hY2pQoBbBkyRJef/11iouL6dmzJ++88w6jRknWM7fffjs5OTls27bN/vzt27fz8MMPc/LkSTp06MCTTz7J/fffbz+ek5NDVFTUWecZPXp0k/f5u/OeD0fcsCwmI5/981501VWMvf0++l89rVXOKyPTEuxft5Id33wBwOCZsxk599b2lZTJtFnSq9NZlb6K9Znr6F5bxkytjok6PZ6nOy4VShQx4yR7vrgpkk1oO8JisZCdnU1KSgqpqanodDpsooISwYd8MZAigqhrVOSqlQqGxQSRlBDGhISwFt1ZlFOh4z+/prPmSCGiWD9jt08HFk6IJTLYq9nOk1+l596vDpJcXIdaqWDRNfHcPjyyRe5RRouNG5ft5VBeDdH1VoI+7ir++OMPfv/9dwCioqKYPXs2np7n76pMr05n8b7FHCw9CECkbySLhi5iaMTQZo/dYdTkSd2YmmLoOgJuXtVmfg/lgrflccQ1Ls3O5Ot//ROAW157j9DIdmbPI3PFYLNa2PDu62Ts34NKrWbaI08RM2CIo8OSkUEQBfYW72VV+ip25vzCSG0dM7U6hhmMnG7bEV28UCReK4lRXYa1O4Fbr9eTlpZGSkoKGRkZWK1WTKKKQsGPQoIpsPliEho+s4+7mrFxoSQlhjE6NgSfc8xXbS72ZFby1pZUDuRWA+DlquLOkVHcfVU0fh7Nd96d6RU8uPwQNXoLQV6ufHhTf4a2UPNYXqWeGR/upFpv4ZreEXwwrx9ms5lVq1aRmpoKwLBhw5gwYcJ5m8cAtuVv499//ptCbSEAIzqO4OnBT9PF96/tutsc6b/A8htAsMKIf8LEFx0d0QUj5+itQ2uLUlOmTOHYsWOkpqbi5dV0vaCmpsYuGjUWec4lKh05coR+/fqRnZ1NZGQkubm5PPjgg+zcuROz2UxkZCRvvPEGCQkJZ+kRt912G19++SWiKPLGG2+wdOlSiouLiY2N5dlnn+X6668HGsSsn3/+mUWLFnHs2DE2b97M2LFjz/pc5xKlziWq3XbbbaxevZrc3FwCAlqnkbPNiVJtEUfdsI5u3cQvn36Ih68fd7//Ka7u7W/7uUz7Z9/q79n5nbT7ceiseQyffaMsSMk4FJ1Fx8/ZP7MqfRVlJYeYodExQ6ujc+OOy6BukhDVZy74ti9bNKPRSHp6OsnJyWRkZGA2mzGLSgoFfwoJokDww2hr+B31clUxpkcoSQlhjIkLbdZi81wU1hj44Ld0vj9QgE2Q0pare4bz8MRYYsNaxrPcYLbx1KpjrDlSBMB1/TryynW9WsQqpFxjYuaHuyisMTCiWxBf3jEYF5WS5ORkVq9ejdlsxt/fn3nz5v3l7MvGiKLIhqwNvHngTaqM0gzFqyOv5rFBjxHq2U6GD5eehM8ng6kO4qfD7C9B2TI2Ls2JXPC2PI66xhv+8zqpu3cQ1W8g1/3r/1rtvDIyzYXVYmH9O6+SdfBPVC4uTH/0aaL7DXJ0WDJXOCW6EtZkrGFN+mr8qrK5VqNjik6Hr9BoGavrCClHT5ghzbhpR9TU1JCamkpycrJ9hqtOdCHPFkCRMphCixeNL0W4rzsTE6QZrkOigs47t+lyOZRXzdtb0tiZUQGAm/r0XNdogrzdWuSc+VV67vvqIKeK61ApFSyaEs8dI1qmeWxfViU3f7YPi01k4YTuLJwQiyAIbNu2jR07dgAQExPD9ddfj4fH+dfmDFYDnx7/lC9OfIFFsOCqdOXOXndyV8+7cFe3jQar83LkW1gzX/p58r9h6HzHxnOByDl669CaolRVVRXBwcEsXryYp5566m+fe7Gi1NSpUzGbzbz11lt4eXlx6tQpfH19GTFiBGvXrmXWrFmkpqbi6+uLh4cHfn5+LFq0iFWrVvHuu+/SvXt3duzYwf3338/mzZvtm2jGjh1L7969efPNN4mOjsbf35+goLOF9wsVpU7HvWLFCubMmdMcl/W8XMzfsexf1sboOXYiBzasoqakmEMb1zJ01lxHhyQjc1Hs+XE5u3/4BoDhc25i2Kx5Do5I5kpFFEWOlh9ldcZqfsvcyPC6Kh7U6BhiNHK6fBNdvVH0vE4aiNx5cLvquKyrqyM1NZWUlBSys7MRBAG96EKezZ8iRTCFVm9sjYrcEB83JiaEMTEhjOExQbipW14AKNMYWfJ7Jt/uy8NsEwAYGxfCIxPj6NXJr0XP7eGq4p0b+tKrkz+v/JTMqsOFpJZqWHrzADoHNq8PfIiPG5/eNpBZH+1mV0YlL64/xUszexIfH09gYCDLly+npqaGzz77jGuvvZb4+Pi/fT+FQsG0mGmM7jyaDw5/wIrUFWzK2cSOwh080OcBboy/EbWyjaeAYYkw91v4+jpIXgebnoQpb7Sr31GZtsWIOTeRtncn2YcPUJBykk49Eh0dkozMBWM1m1n31mKyjxxE7eLKjMefIbLP3880lJFpKSyChe3521mVvorkvB1M0Wp4X6Oju8XS8CTfTtB3HvS9EQLbz+7UxjNcU1JSKC4uRhShRvQgTwinWBlCibmp2BMb5m2fD9Wrox/KZp7hei5OFtXy9pY0fk2R5pm6qBTMG9yFf4ztRlgLWAM2pnOgJyvnD+fp1cdZfbiQFzec4lhBDa9e1xsP1+atT4ZEB7F4Zi+eWHmMd39Jp1uoN1N7d2DcuHGEhYWxZs0aMjMzWbZsGfPmzSMk5O/nCnuoPXio30NMi57GK/teYU/xHpYeXcqGzA08NeQpRnW6MOcmp6bvjZKbwa8vws9PgXcY9LzO0VHJXIFkZGQgiiI9evRo9vfOy8tj1qxZ9OrVC4Do6IbvocDAQABCQ0PtopZOp+Ptt9/mt99+Y9iwYfbX7Ny5k48//pjRo0fbX//iiy8yceLEZonz9GfPyclplvdrbtr4isSVh0qtZsScm9n43hvsX7+KPklT8PCRVXwZ50cURXZ//zV7V60AYOS82xgyc7aDo5K5Eqk2VrM+cz2r0lbiVZbMDK2OR8/suIy8CvrdjCJ+Grg2ny2co6moqLAXuQUFBQDUCO7kCaEUK0MoNjctImNCvJiYEE5SYhh9O/m3SpELUK0zs3RHJv/dnYPRIolRQ6MDeSwpjoGRga0SA0jizl0jo0iI8OXBbw9xsqiO6R/s5IMb+zOiW3Cznis+wpf/zO3HvV8d4Ku9uXQP8+bWYZGEhYVx77338sMPP5Cdnc2KFSsYM2YMo0aNQnken3ZfV1+eHvI0M7vNZPHexRyrOMYbB95gTeYanhnyDP3D2viCY9RVcO3H8OOdsH8Z+EbAVY86OiqZK5SAiI70GpfEsV9+5o9v/8vcF16Td4HLtAksJiNr31xM7rHDqF3dmPnEs3Tt1dfRYclcgWTXZrM6fTUbMtbQq6qQ2VodI/UGTu/HF9XuKHpMlez5oka3iR3SF4IgCBQUFNhz9KqqKgQRykVv8mydKVIGU21pWLpTKGBg14D6ZrFwoprRwvp8ZJRpeGdrOhuPFwPSXNdZ/Tvy0Ljuzd609Xd4uKp4e04fenfy4+WNyaw5UkRaqZaPb2n+5rE5gzqTXqZh2R/ZPPr9UToHeNKnsz+JiYkEBgby3XffUVVVxbJly5g1axZxcXHnfc9Iv0g+nvgxW3K38Pr+1ynQFvCPX//BuM7jeHLwk3TwbuOuHCMfgbpiKT9ffR94BUNUOxDcZNoUp43hWiIfX7BgAfPnz2fLli1MmDCBWbNm0bt37798/qlTpzAajWeJTWazmX79+jV5bODAgc0WZ0teg+ZAFqXaIHHDruLPdSspz8niz7U/MvrmOx0dkozM3yKKIjuX/5c/1/4IwKib72TQNLlbRqb1EESBvUV7WZWxiqNZm7m6ro63tFpiLA32fKJfZxR9b5K6LgMiHRdsMyKKIkVFRSQnJ5OSkkJFRQWiCOWiF3m2ThQpQ6iyNE0F+nXxt3dbdgttXQuUOqOFz/7I5rOd2WhNVns8jyfFMbyZRaCLYVhMEOseGsn9Xx3keGEtt3y2j39d3YN7ropu1gRvYkIYT07uwb83pfDC+lNEBXtxVfcQPD09ufnmm9m8eTN//vkn27Zto7S0lJkzZ+Lmdn5rlISgBL6a8hWr01fzzqF3SK9O57afb2N6zHQeGfAIQR4t48XfKvS8DrSl8PO/pI5MnwipQ1NGxgEMnTWXU9t/oyj1FNmHDxDdX7Y+k3FuLEYja954kbwTx3Bxc+fafz1P54Rejg5L5grCYDWwJWcLq9JXoSnYy0yNjh+0OoIEoeFJHQdCv5tQJF4HHv4Oi7U5sVqtZGdnk5ycbJ/hahUVFAu+5ItRFIqB6Gz1zUc2cFUruapbMEmJYYzrEUaIT8tY4/0VeZV63v01jTWHCxHq57pO692BhRO6Ex3iGMtEhULBHSOiiI/w5R/fHOJUcR3TPtjJ+/P6cVX3v9+xdLH86+p4Mst1/JZSxj3/O8C6B0cS7udOREQE9957L99//z25ubksX76c8ePHM3LkyPPWCAqFgkmRkxjZcSRLjy7l61Nf81v+b+wu2s19fe7jtoTbcFG1rEV6i6FQwNWvSTl68jr47ia4YxOE93R0ZDJXEN27d0ehUJCcnHyWrd3fcbrxs/G0I0vjnbrA3XffzaRJk9i4cSNbtmzh1Vdf5a233uKhhx4653sK9d9pGzdupGPHjk2OnVnPnzn76nJITk4GOGvOlbMgz5S6RBztN5p1eD+r//0CahdX7vzPJ/gEOW6xTkbm7xBFke1ff87BDasBGHPrPQy4ZoaDo5K5UijRlbA6YzUbUlcRW5HFTI2WEQajvSNDVLujSJgpdVx2HQnn2XnSFrDZbOTk5Ni7LTUaDVZRQYngS54QQJEiCK214XO6qpQM7xZEUkI4E+JDCW1hy43GiKJIdoWOHWnl7EivYE9mJQaLDYCECF8emxTL2LhQp+nsMVpsPLPmBD8elHaZTe0dwevX98bTtfl6fERR5NEfjrLqUCE+7mrW/GMEMY2K/UOHDrFhwwYEQSAsLIy5c+de1NDSamM1/zn0H1amrwTAx9WHf/b7J9fHXo+qLXccb30Odv0HFCq4cQV0bx7Lg+bG0fnjlYCjr/H2rz/nwPpVhHSJ5JbX3kPRDr5XZNonZqOB1f9+gYLkE7i4e3DdU/8n207KtAqiKHKq6hSr0laxM2M9o2rKmKnRkWg2NzzHOxRF77nSrKjQ5rdecgSnZ7impKSQnp6O2WzGKKooEPwpEIMoEnwxCw05r5+HC+N7hJKUGMZV3UPwcmu9nnKbIHK0oEbK0dPKOZJfY59dlZQQxiNJsfQId548pqjGwP1fH+RYQS1KBTwxuQf3jWre5jGN0cKsj3aTVqqlV0c/vr9vmN0u0Gq18vPPP3PgwAEAevbsyfTp03F1db3g98+ozuDlfS9zsPQgAJG+kSwauoihEUOb7TO0OhajZLWdu0tqHLtrC/h3cXRU58TR+eOVQmvOlAK4+uqrOX78OKmpqWeJPTU1NXZ7vcYzmZKTk0lISODkyZMkJCQAsGzZMu699177TKkzeeqpp9i4cSPHjh1j9+7djBgxgoqKCvs8KI1GQ0hICMuWLeOWW245Z6znmmX1V1zoTKlbb72VtWvXkpube973bC4u5u9YFqUuEUffsERRZMX//YvClJP0Gj+JpHvPrcbKyDgSURTZ9t9lHNq0DoBxd95Pv0lTHRyVTHvHYrOwvWA7K9NXUpH1OzO0Gq7R6glo3HHZeYhU5CZeC+5tP+k0m81kZGSQkpJCWloaRqMRk6iiQPCjUAyiQPBrUuT6uKsZ1yOUiQlhjI4Nwce99brw6owWdmdUsiNdKnILqg1NjncL9eaRibFMTgxvNbvAi0EURb7em8sL609hFUR6hPvw8S0D6BrUfB1NJquNm5bt40BuNVHBXqx+YDj+ng1FbV5eHitWrECn0+Hh4cGcOXMuuvvpaPlRFu9dTHKV1D2VGJTIM0OfoWdwG+1gFARYcz8cWwEunnD7Bug4wNFRnYWj88crAUdfY4NWw2cP3Y1Jr2PKQ48RP3JMq8cgI3M+THo9q/79fxSlnsLVw5NZT79Ah9i/n1coI3O51Jpq+Sn7J9akrSSg8AgztTrG6fScznBEpQuKuMnSLNduE0DV9o19NBqNfYZrVlYWgiCgEVzJr28UK7J4ItCQ73b092BiQhhJCWEMigrERdV6jQ3FtYZ6EaqCnRkV1Bqa7gwYFRvCY0mx9O7k32oxXQxGi41n15zgh/rmsWt6R/D6rN7NKublV+mZ8eEuqnRmpvQK54N5/ZvUK/v372fTpk0IgkB4eDhz5869qIVgURTZkLWBNw+8SZWxCoCrI6/msUGPEeoZ2myfo1UxVMPnV0N5MgTHwp2bwbP17NgvFEfnj1cKrS1KZWdnM3z4cAIDA3nxxRfp3bs3VquVrVu38tFHH9l3EjUWdSwWCzExMQwdOpSXX36Z9PR0Hn30UVJTU+2i1MKFC7n66quJjY2lurqa+fPnExkZyYoVKygsLKRz58588cUXTJkyBQ8PD7y9vXnmmWdYunQpb731FiNHjqSuro7du3fj7e3Nbbfddtmi1BdffMHkyZMxmUykpaXx8ccfs2bNGv73v/9x442t5yQii1KtgDPcsApTTvHd80+gUCq5/a2PCOzQ8fwvkpFpJURB4NcvPubolo0ATLznQXpPmOzgqGTaM1m1WaxOX8321FUMqyxkplZLvLmhmBJ9wlH0mSeJUcHdHRhp86DT6UhLSyM5OZmsrCysVis60ZU8mz+FBFFk80IQG4qkcF93qchNDGNIVBCu6tYpcm2CyInC2vrdUOUcyqvB1mh+l6tKyVWd/bkm0Jc+ChVBHi6ofN1Q+rii8nZB5euK0tsVpafaaXZMAezPqWL+14eo0JrwdVfz3rx+jIlrvmKxQmtixge7KKwxMDwmiP/eObjJwkRtbS3fffcdxcXFKJVKevfuTUxMDNHR0Re85d8m2FiRuoIPDn+AxqJBgYLrY6/nn/3/iZ+bX7N9llbDaoblN0Dmb+AZLHVjBsU4OqomOEP+2N5xhmu8d9UKdq34Cr+wcO54+yNU6jZqvyPTLjHpdax85TmK01Nx8/Ji1tMvEtHt/DNQZGQuBVEUOVB6gJXpK0lL/4kptdVM0+oIs9kanhPWE0W/m6HXHPBqw5bC9VRWVtqtswsKChBFqBY96h0LgimzNLVq6hHuQ1JiOEkJYSR28G21fNdosbEvu8q+Gyq9TNvkuK+7mildA5no40WcqMLHx1XKz+v/SD+7oGzFHVznQxRFvt6Xx4vrT2KxicSFSc1jkc04d2t/ThU3LtuLxSayYHx3HpkY2+R4Tk4O33//PXq9Hk9PT/r06UNMTAxdunS54J1TdeY6Pjj8AStSVyCIAl4uXjzQ5wFujL8RtdJ5rvcFU1sIn02EukKpOfTWteDi4eiomuAM+eOVQGuLUgDFxcUsXryYDRs2UFxcTEhICAMGDODhhx9mzJgxwNkiz65du5g/fz7p6ekMGjSIBQsWMHv2bLso9dBDD7Fp0yYKCgrw9fVl8uTJvPPOO/adUS+99BJLliyhtLSUW2+9lS+//BJRFHn//fdZsmQJWVlZ+Pv7079/f55++mlGjRp12aLUadzd3enYsSMjR45kwYIF9O/funOkZVGqFXCWG9bq114g69B+YoddxbSFTzosDhmZxoiCwC+fLuHYrz+DQkHSfQ/Ra2ySo8OSaYfoLXq25m5lTdqPeObuYaZGy5jGA5FVLijiroF+N0P02DbfcVldXW235cvLy0MQRGpED/IEfwoVwZRZmn7px4Z5k5QQTlJiGL06+rVakVtaZ2R7Wjl/pFewM72can3TTss+gV5cG+LHAKWa4GoztlI9nC8bUSlQebui9HE5oxiuL4hP/+ztisKldQS3kloj8785yOG8GhQKeCwpjgfGxDTbdU4pqWPWkt3ozDZuGtKFl2f2bPLeFouFdevWcfz48SavCw8PJzo6mujoaLp27YqLy98viFcYKnj7wNusz1oPQIBbAA8PeJgZ3WagVLQx6zGTBr68BoqPSrPh7toK3s7TWeos+WN7xhmusdlo4LMF96CvrWH8XQ/QN2mKQ+KQkTkTo1bLyleepSQzHXcvb65/5mXCors5OiyZdki5vpy1mWv5OeUHEkvTmKnR0s/UYM8nuPuj7H2DZKEd0ceBkV4+p2e4ns7Ry8vLEUQoFXzIE/wpUgRTa22oQZQKGBQZaBeiOgd6tlqc6WVadqSVsz2tnD+zqzBZG5wklMD4CD+m+PvQ06bEq8yAUGM67/sqXJX1zWSu9c1kUlOZlLc3ErG8XFCoWqcWOZBTxfxvDlGukZrH/jO3H2N7NF8++MOBfB7/8RgA783rx/Q+HZocr6mpYfny5ZSWltofU6lUdO7c2d5EFhERYZ9d81ecqjzF4r2LOVYhnat7QHeeGfIM/cNad5G5WShLhs8ngbEW4qbAnK+cqjZ3hvzxSsARopRM6yKLUq2As9ywynOz+d+TC0AUufnVd+WiQsbhCIKNrZ98wInft4JCweT5C0kcPd7RYcm0I0RR5FTlKVamr+RUyhqSasqYptURYmsoqsSIPij63gy9rndKe4ALRRRFSktL7UVuSUkJggjlojd5tgAKFUHUWBsEB4UCBnYNICkhnIkJYc3aFfh3GC029udU2S0/Uks1TY53cVVzfag/Q11ciaizoqg0nvUe6mAP3KL8UHioEOrM2LQWbBozgsaMoLdeVDwKDzUqHxepGPZtVCQ32n2lDvJA0Qy7xUxWGy+sP8W3+/IAmJQYxltz+uLdTF2jv5wq5Z6vDiCK8ML0RG4bHtnkuCiKZGdnk56eTlZWVpPiF6QCuEuXLkRHRxMTE0N4ePhfFsAHSg6weN9iMmoyAOgb0pdnhj5DXGAb66DXlErdmDW50kLX7RvBzcfRUQHOkz+2Z5zlGh/+eT2/ffExXv4B3PXeMlzc5MJbxrEYNHX8uPhZyrIzcffxZfYzLxMaGe3osGTaEVbBys7CnaxK+xF9xlama+qYoDPgWb/kJCqU0G0iin43QexkULud5x2dF5vNRm5urj1Hr6urwyIqKRJ8yRcCKSQAg60h33J3UTKqewhJieGM6xFKoNeFzxq6HKp1ZnZmVPBHupSjl9Q1zcEHerszI9CXvgo1gVUmRE3TRjKU4NLRB7cuPiCCTWO25+c2jQXRbOOCUYDSy+VvG8tUfq6oAt2bpcGrtM7I/K8Pcqi+eeyRCbH8Y2y3ZrMHf/WnZD7ekYWbWsmK+4bRt7N/k+MWi8Vu25iZmUldXV2T4x4eHkRFRdkbyQIDz12zCqLA6vTVvHPoHWpNtQBMj5nOIwMeIcijje0szN0N/5sJNhMMuB2mvisVsE6As+SP7R1ZlGr/yKJUK+BMN6yf3n+T5J3biOzTn1lPv+jQWGSubATBxuYl73Lqj99RKJRc/eAj8iwFmWaj1lTLxqyN/Jyygm4FR5mh1dGnccelZyDK3vOg740Q3kbn4gCCIJCXl2cvcmtqarCKCooEP/IFyZpP36jIdVUrGdU9mIkJYYyPDyPYu+ULfFEUySzXsj2tgh1p5ezLrsRoaRAFw1AwPdCXq9zc6KIXUNeaz3oPdZgnblF+uEX74Rblh8rnr4tz0Spg05oRNJYzimGpIG742Qy2C0trFK5K3GL8cY8NwD02AHXQ5VlIfPdnHs+tPYnZJtAt1JuPbxlATIj3Zb3naT7ZkckrP6WgVMCXdwxmVGzIXz5Xq9WSlZVl//NXBfDpLs2AgIAmxy2ChW9OfcOSo0swWA0oFUpu7HEjD/R9AB9X5xB2LojKTEmY0ldCzDiYtwLUrbMA9Hc4U/7YXnGWa2yzWvh84f3UlZcyct5tDJk522GxyMjo62r58eVnKM/NxsPXj9nPLiakS6Sjw5JpJ+TX5bM6YzV7Tq1gZEU+M7RaOlkbxAohqBvKfrdAn7ngE+7ASC+Pc81wNYpq8m3+FBBIoc0XayPr7ABPFybEhzExIYyruofg4apq8RitNoEj+TXSbqj0Co4V1HB6xU8B9FCpmR7oyyC1C2G1FhRnNn6pFLh28rHn565dff7Wnk8w2aQ8XGvGVlefn2st0s/1j9m0ZgSt5fyuCPUofVxw7x6Ae1wAbt0CUHldugWu2SrwwvqTfFPfPJaUEMZbc/o0yzxdmyBy31cH+CW5jBAfN9Y9OIIIv3PXE6IoUllZac/Ps7OzMZma7kILCAiwC1RRUVF4ejbdQVdjrOHdQ++yMn0lAD6uPizot4DZsbNRKVv+31azcWodfH8rIMKYp2GMczg+OUv+2N6RRan2jyxKtQLOdMOqKSnmi0fuR7DZmPP8q3RO6OXQeGSuTASbjU0fvk3Kru0olEquWfA4ccOucnRYMm0cQRQ4UHKA1ekrqUlex9S6GsbrDbg37riMnSTtiuqe5BSLzpeCxWIhKyuLlJQUUlNT0ev1GEUVBYI/+UIgRaIfFqGhyPXzcGF8j1CSEqUitzkH+P4VtXoLuzIr7L7zRbUNnZYdUDDa3Z2xnp7EmETcdGcUuApwifCSRKgoP1yj/C6rwPwrRFFENFjPKVY1LpJttSZEU9POTnWwB+6xAbjFBeAW5YfyEhYODudVc//XBymtM+HjpubtG/oyMSGsWT7XEz8e44eDBfi4q1n9wAi6hZ5f8DpdAGdmZtoLYLO5qUB4ugCOiYkhKioKDw+pmC7RlfDG/jfYkrsFgGCPYB4b+BhToqY41Wyvv6XgIPx3Klj00HsuXLvU4d2YzpQ/tlec6Rqf2vEbmz58GzcvL+5+7zPcvZtHqJaRuRj0tTX88NIiKvJz8fTzZ85zrxDUqYujw5Jp45hsJn7J/YWNKT/gl72DGRotQ40Ni+yCqzfKXtdD35uh00CHf/9eKqdnuKakpJCZmYnVaqVOcCNf8KeAIEqsnog0fLbOgR6SdXZCGAO6BqBWtbwNckG1nh31jWK7MivQGKU8XAl0R0mStxfDXF3pqLWhMgtNX6xW4tbFB9fTjWJdfFC4NL/AIQoigs7yt41lgsaMtdYMjSwFUYBrZx8pR48NwLWTD4pL2Om0Yn8ez66RmsdiQrz4+JaBF5RLnw+tycr1H+0mpURDYgdffrh/GJ6u56/LbDYbRUVF9l1UBQUFCELTv5sOHTrYRaouXbqgVkvve7T8KIv3Lia5KhmAhKAEnh36LD2D21BT5p/L4KfHpJ+nvQcDbnNsPDhX/tiekUWp9o8sSrUCznbD+uXTJRzd+hMRsT2Y9+IbbWfBSKZdYLNa+en9N0nbuxOlSsU1/3yC2CEjHB2WTBumTF/Gusx17D7xDYNLM5iu0dGh0UBkW3Asqv63Qu8bnGpezMVgMBhIT08nOTmZjIwMLBYLGsGVfCGAAgIpsXohNCpyO/p7MDEhjKTEMAZFBuLSwkWuTRA5WlBjF6GO5Ncg1GcMXVEyQKlmnKcnPazgbjyjwD1t9RHlh1uUL26Rfig9nMczXBRELCU6jKnVGNOqMOdqsH84ALUCtyg/3OMCpV1UIR4X/L1apjHyj28OsT+nGoAF47rxzwmxqC7TKsRktXHzp/vYn1NN1yBP1jwwgoCLtH6x2WwUFhbauzTPLIAVCgURERH2XVSdO3fmz9I/eeXPV8itywUgqWsSL498GQ+1cw0n/kvSt8K3N4BogxELYeILDg3H2fLH9ogzXWNBsPG/xx+isiCPwTNnc9U8xy+6yFxZaKur+OGlRVQV5uMVEMjsZxcT1LGzo8OSacOkVqWyKm0lOad+YGJVKZN1erxPN4uhQIy6StoV1WMquLbOrKTmprq6mtTUVJKTk+0zXCtFT7t1dqW1qStBz46+9hmucWE+Lb4Wozdb2ZdVxfa0cnakl5NVrgNABfRAxVAXV0a5u9PVIKC2Nl3uU7gqce3qa3crcO3k0yx21s2FaBUw5dRhTKvCmFqNtVTf5LjSU41b9wC708HfOS2cyeG8auZ/fYiSOiPebmrenN2HyT0vf+defpWemR/uolJn5uqe4Xx4Y/+Ltgg0mUzk5ubaG8nKy8ubHFer1XTt2tXeSBYcEsz3ad/zweEP0Fg0KFCwcMBC7ki8o+2sBf76IvzxFiiUMPdbiLvaoeE4U/7YnpFFqfaPLEq1As52w9JWV/HZgnuwmk3MePxZug0c4uiQZK4QbFYLG959nYz9e1Cq1Ex7+F90GzTU0WHJtEFO+9CvT/kOr7StTNdoGNio49Lm5oOy1xzJh75D/zbZcVlXV2e35cvJycFmE6gSPexFboW16Zd2fIQvSQmS7UdiB98WLzKKagySCJVezs70CuqMVhRANEr6omKkmzs9BSUeljNSh4u0+nA2BKMVU0YNxrRqjKnV2Gqb2mmo/N1wj5OKX7du/uf9bGarwOKNp/jvHknIuap7MP+Z2++y5wdUak3M+HAXBdUGhkYH8r87h+B6GQsJJpOJnJwce5dmRUVFk+MuLi507dqVrpFdOSYe49PsT7GKVhKDEnlv3HuEerYRQfjwN7D2Aennya/B0PsdFoqz5Y/tEWe7xhkH9rH2jZdQu7px13vL8A5ou3MOZdoWmqoKfnhxEdXFhXgHBTPn2cUERHR0dFgybRCtWcumnE38fuJbYvMPMkOrI8rSsCve6tcJdb9boe888G97u/DOPcNVQYngQ169dbbG1pD7qZQKhkYHkpQQzoSEMDr6t2yjjiiKpJRo7Dn6/uxqzDYBVyAeFf0Uaq5ycyPGrEAtnCFCuakaORX44trRG0Ur7N5qLqy1Jkxp1VKOnl6NaGzqdODSwQv32EDc4wJw7eJz3s9WrjHxj28O8WdOFQD3jormiUlxl72j7UBOFTcu24fZJvDQuG48mnR581jr6uqa2HFrtdomxz09PYmOjia0cyg/1f3ExqKNAMzsNpPnhj6Hi6r5HSmaHVGEtf+AI9+A2gNuWw+dBzksHGfLH9srsijV/pFFqVbAGW9Yf3z7JX+u/ZHgzl255fX3ULYlX1mZNonVYmHDu/8m88A+VGo10x9dRHR/xyUSMm2TvLo8VqevIuvYN4ypLCRJp8erUcelED0a1emOS5e2l7iUl5fbi9zCwkIEEUrtRW4wdY2KXKUCBkcFMrHe9qNzYMt2mBotNvZmVUqWH+nlZJRp7VYffVEzSOlCH4UKjzNnGJ9h9eHa2eeS7O6cEVEUsZbppeI3rRpTVm3TOVVKBW6RvrjVd2i6RHj9pVi4+nABT606jtEiEOHnzoc39ad/l4BzPvdCSS3RcN2SXejMNuYN7sIr1/ZsNrHydAF8uktTp9M1Oe7m4cYJ7xMc9zpOiFcI7497n4SghGY5d4uz40347SVAAdd/Dj2vc0gYzpg/tjec7RqLosjy5x6nOC2FPknXMOGu+Y4OSeYKoK6inB9eepqakmJ8gkOY89yr+Ie13Vk+Mq2PKIocKT/CmpTvMZ9aw5TaKoYbjJzO9mxqNxSJ16HsdzN0GQ7KtiN0gDTDNT8/356jV1dXYxGVFAp+5AkBFIkBGIWGz+TpqmJ0bAhJiWGMjQvF37NlLcMrtSZ2ZlSwPa2cP9IrKNeYcAN6oqIPaoaoXIgTlKjPWM1TeqpxjWyY2eoS4XVJdnfOiGgTMefX1TsdVGMpbCrUKNxUuHfzxy0uAPfYQNT+556za7EJvLYphU93ZgNS7fXBvH6E+l5enbnyYAGP/nAUgP/M7cuMvs3TBCCKImVlZXaBKicnB4vF0uQ5rn6u7HDfQaFnIf1D+/Pu2HcJcL+8mqNVsFlg+TzI2AoegXDXFgju7pBQnC1/bK/IolT7RxalWgFnvGEZtVo+XXAXJp2Oq//xCAmjxjk6JJl2jNVsZt3br5B9+AAqFxdmPPYMUX0HODosmTbCaR/63098TZfsXczQ6Ohqbei4tPh3xqX/7dBnHvi1ra5eQRAoKioiJSWF5ORkKisrsYhKigRf8mwBFBGIoVGR6+6iZFT3EJISwxnXI/Syd9P8HaIoklaqtXda7suuwmYV6IGKvqjoh4o+Chc8zsgMnN3qoyURzDZMWbVSl2ZqFdZKY5PjSh9XyUIkLgD3bv4oPZt2JqaWaJj/9UGyKnS4qBQ8c00Ctw7rellC0m8ppdz13wOIIjw/LYE7RkRd8nv9FacL4NMCVW5urr0A1nvo2ROwB5OXiVdGvsKErhOa/fzNjihK3vX7PwWVK9y8CqJaf+6hM+aP7Q1nvMb5p47z/QtPoVSpuOPtpfiHRzg6JJl2TF15Gd+/+BS1ZaX4hoQx57lX8Au9/PmGMlcGlYZKNmSu5/Cx/zK4JI0pWj3+jax+LZ0GSjl64kxw83FYnJeCxWIhOzub5ORk+wxXvaimwOZPvhhIkeCLTWzIz4K9XZkQL1lnD48Jxr0FZi3ZY7MJHMqtZkd6OTvSKjhRVIu7CL1R0Rc1/RVq4kQVZ+7VV3q72PNztyg/1KGe7UaEOh82rRljeg3G1CpMadUI+qYzbdWhng1OB1F+Z9UuPx0v5okfj6E1WQn2duODG/sxNDrosmL696YUlm7PxFWtZMW9Q+l3mc1o58JqtVJQUGBvJCsqKuL0sm6JdwkHAw4S7B/MB+M/IMY/ptnP3+yYdfDlVCg6BH5d4O6t4NP6TRTOmD+2R2RRqv0ji1KtgLPesPat+YGdy/+Lb0gYd767FJW6DWzblWlzWMwm1r7xMrnHDqN2dWPm48/StXdfR4cl0wZIrUplTcoKdMdXMKmmgmEGI6fLA6vaHWXPWZIPfZehbcqez2q1kpOTQ0pKCqmpqWg0GoyimnybP3liAMWCH9ZGRW6Ap0t9kRvOyG7BeLTgLqNqnZmdGdLw4z/SK6iqMxJfL0L1RU0vVLjT9Fq3dauPlsRaYcCYLtn8mTJrEC3nGMZcP4vKpaM3CqUCjdHCEz8eY9OJEgCm9enAv6/rhddlWBx++kcWL29MRqmAz28fxJi4lrXSs1qtHD9+nC1btmAwGBARyfDN4GTASR4c+CB39bzL+T3sBRv8cBskrwc3X7hjE4S37lBoZ80f2xPOeo1XvvIcOUcPET9yDFMeeszR4ci0U2pKS/jhpaepKy/DPyyC2c8txje4jVityjgMm2BjT/EeNp/8Bt/UzUzX1BFnbtiJYfYKwaXfrZKFdlAbWORuxOkZrikpKWRkZGA2m6kV3MgTAigQAymzeSI2yoMjgzyZlCjNh+rbOeCyZ4L+HXmVeranS7Nb92RWojBZ6Y2avvW7oeJQcWaFoPJzrc/PJSFKHXzhc0/bM6IgYinU2p0OzHl10GilU+GixC3G3y5SqYMky8Wsci3zvz5EaqkGlVLBE5PiuHdU9CVfU0EQue/rg2w9VUqwtxvrHhxBhxa2dzQYDOzcuZPdu3dLjg9KK8cCjlEeWM6bY95kRMc2MOtbVwGfTYSqLAjrBXdsBHe/Vg3BWfPH9oYsSrV/ZFGqFXDWG5bFZOSzf96LrrqKcXfcR7/J0xwdkkw7w2Iysub1l8g7cRS1mxvXPfk8nRN7OzosGSdGY9awKesnjhz9gt4Fx5mi0+HbyO/c1GkQbgPvhPjp4ObtwEgvDpPJREZGBikpKaSlpWEymagT3MgT/CkQAym1eTUpcjsHejApIZyJCWEM6Bpw2d7lf4XVJnAkv4YdaeVsT68gNb+GxPrith8qElHheoYI1Z6tPloS0Spgyq61F8BnDWP2UuM1KAKfcZ1RuCj5bGc2r25KwSaIdAv1ZunN/ekWemldxqIo8uTKY3x/oAAfNzUvX9uThAhfIoO9cGlBAVGr1bJ582aOHz8OgE6l40jwEQb3Gszzw57HVdWydjaXjcUAX10LeXvAJwLu2gr+nVvt9M6aP7YnnPUal2Zl8PVTC0Gh4NbX3iOka/PvcJS5sqkuKeL7F59GW1lBQEQHZj/3Cj6BwY4OS8aJKdIWsS5tJUVH/suoigJG6w2cbmm1KdUIcVNwGXAbRI+FNjQaoK6ujtTUVFJSUsjOzsZmE6gQvcizBVBAINW2prZufTr7k5QQRlJCGN1CvVtM5NGZrOzJrKzfDVVOTaWB3vVOBX1RE4MS5Rk5uirQvb5RTHIsUAW6yyLUBSDoLRgzauxWf4LG3OS4OtgDnzGd8ewfisFqY9HqE6w+XAhAUkIYb87pg6/7pTV460xWZn20m5QSDfERvjwxKY5uod509PdA2YL1VXFxMevXr6eoqAiACrcKjoQc4YERD3Bj/I0tdt5moypbEqZ05RA1Cm76EdTntmBsCZw1f2xvyKJU+0cWpVoBZ75hHdnyE79+tgRPP3/ufu9TXORfdJlmwmw0sOa1F8k/dRwXdw+u+9fzdIpv3S5zmbaBKIocLjvMzye+wuvUOqbU1dK9kfe1yTsUl363oux3EwRGOzDSi0Or1ZKWlkZycjJZWVlYrTYqRU97kVtla3q/7dnRl6QEqdsyLsynxYrI/Cq9vcA9nF5JlFmkL2r6oCIeFS5nilBXsNVHS2KtOT2MuQpjeg2iSRrGpfJ3w39aDO4JgRzIreYf3xyiTGPC01XFa7N6M61Ph0s6n9kqcPNn+/gzu8r+mItKQVSwF93DfOge6k1smA+xYd50DWpesSo9PZ2NGzdSU1MDQL5XPkKswFuT3iLQPbDZztMiGKrh88lQngKJ18HsL1rt1M6cP7YXnPkar3/3NdL2/EF0/0Fc++Tzjg5Hph1RVVTIDy8+hba6isAOnZj93Ct4Bzj5vVjGIZhtZn7P/509R78gKnMX1+i0BNsadn0bQuPxGHgX9LoePNrATJp6Kioq7NbZhYWF2EQFJYKPfUeUTmjYne6iUjA0OoikxHAmxocR7tcy6yWCIHKquM6eo2fn1NBTkOa29kVF1Fn7oCSx5HR+7hrl95dzkWQuHFEUsZToMaVVSU4HuXX2ebGukb4EzOyGOsyTb/bl8eL6U5htApFBniy5aQAJHS4tjyio1jPzw11UaBvEMC9XFd1Cvelen5tL//Whg1/zCY2CIPDnn3/y66+/YrFYsGEj1T+VXoN78dTQp1ArL92loVUoOixZ+Zm1cM3bMOiuVju1M+eP7Yn2LkopFApWr17NzJkzHR2Kw5BFqVbAmW9YNquFLx6ZT21pCSPn3sqQa+c4OiSZdoDZoGfVv/+PwpRTuHp4cN1TL9IxLt7RYck4GZWGSjamryb/0GcML8vmKr3B7n1uVbpg6zEFtwF3QNToNjMQuaqqyj4EOS8vD8Fe5PpTIAahbVTkqpQKhkYHkpQQzoSEMDq2kF2D3mxlb1YlO9IqOJBSjl+VyW71EYsS9Zldlr6uuNYXuLLVR+sg2gSMyVXUbMjCVmMCwL1HIP7TY6h2UbBg+WH2ZFUCcPvwSJ6eEo/rJczpqtGbefeXdI7k15BRpkVrsp7zeS4qBdHB3nQPaxCquof50DXQ85J37ZnNZrZt28buPbtBBLPSTH5EPs/Neo7ugY4ZUnzB1BbAry/BlDfAvfXyOGfOH9sLznyNq4oK+fLR+YiCwNwXXqdjjwRHhyTTDqgsyOeHl55GV1NNUKcuzH52MV7+bUdMkGkdMmsy2XjqGyxHvyOpupxe5obFcpO7H6q+N6LudyuEtY37UuMZrikpKVRUVGAWVRQIfuTZ/CkSAzCLDfmNt5uaMXHSDNcxcSGXvAvmfJRrTPxRL0KlpFXQVS/Sp343VOdziVBhng2NYpF+qHydfMd5O0AwWdHtLaHu11xEswBK8B7eEd+JXThepuWBbw5RWGPATa3k5Zk9mT3w0nbUp5ZoWLItg5RiDVkVWiy2cy+9erup6RbqTWx9jt6tvqks4jLEqpqaGjZu3Eh6ejoAdS51mOPMvDL9FXxdnSs3OouMXyFnJ4x/rlXt/J05f2xPtGVRqqSkhMWLF7Nx40YKCwsJDQ2lb9++LFy4kPHjxwPNK0pt27aNsWPHUl1djb+//2W/37morq5mwYIFrFu3DoDp06fz/vvvX9b5ZFGqFXD2G1byzm389P6buHl6cdf7n+Lh3baGkMo4Fya9jpWvPk9xWgpunl7MevpFIrrHOTosGSfBJtjYXbSbPYc/pUP6b0zRaglsNBBZF5aA56B7USReCx7+jgv0AhFFkZKSEnuRW1paikVUUij4kWcLoJAATEJDkevpqmJMXAgTE8IYFxeGn2fzF7miKJJcrGFHejkHkssQ8zT2TstzWn0EuOEW7S9bfTgBgtmG5vd8NDsKpK5MtRLfsZ3xGNmBt3/P4KNtmQD07+LPhzf1J8Lv0oVMURQpqjWSVqohvVRDWqmW9FIN6WVa9GbbOV/jqlISHSLtrIpt1L3ZNcjrgucoFBUV8eOaH6kqk3ZsVXlUcc3Ua5iUOOmSP0t7xdnzx/aAs1/jLZ+8z/FfN9OxRyI3/N+/5XuzzGVRkZfDDy8/g762huAukcx+djGevq07h0PGedFb9GzO2kTqoY/pXXCc8Xo9bvWrPzaFElPMGDwH3gPdJ4LK+WdR22w2+wzXlJQUNBoNOtGFfJs/+UIAJaIvtkYzXEN93JiYEMbEhDCGxQThpm5+C0KzVeBAbhU7UstJTq7Au9xgbxTrQNOmHxFw7eDVaG6rHyov57/u7RVrjYnaDZkYTkhNYkpfV/ynRmOM9uXh74+yPa0cgHmDO/P8tETcXS7934/FJpBbqavPzbWklUm5ela5Dqtw7iVZHzc13cK8iQ31adRU5kOYr9sF5Q6iKHLy5EnWblyLxSA5lpQHlbPwhoV0D3Xy5jEH4Oz5Y3uhrYpSOTk5jBgxAn9/f1544QV69+6NxWJh8+bNfPLJJ6SkpADOKUqJoojNZkOtPnun5NVXX01BQQGffPIJAPfeey+RkZGsX7/+ks8ni1KtgLPfsERB4KsnF1Cel8Og6bMYddMdjg5Jpo1i1GlZ+cpzlGSk4e7lzaxFLxEeIycxMlCoLWTTqW8xHPof46uKSWg0ENng7oeq30249r8dQpxfwLTZbOTn55OcnExKSgq1tbXoRTX5tgDyBX+KRb8mRW6wtysT4sNISgxjeEzwZRUpf0Wl1sTOjAoOnCxFk15DjFH8S6sPZZA7HjH+stWHE2Mp01OzNgNTZi0g2bP4z4jhD4uZR74/gsZoJdDLlffm9mNk9+adASIIIoU1BjLKtKSdFqvKNKSXajFY/kKsUiuJCWnatRkX5kPXIM9zFsI2m43tu7azbds2lIISm8JGSGIID8x84JwJ8JWKs+eP7QFnv8aaygo+++c92CwWrvvX/xHVb6CjQ5Jpo5TlZPHjy89g0NQREhnN9YtekgUpGURR5ETFCX4/+hneJ9cxpa6GcFvDd702IBKPQXej6j0XvEMcGOmFYTKZyMzMJDk5mfT0dAwGI7WiO3lCAPlCAOWCV5Pndwv1ZmL9fKg+nfybfYaPKIrkVOrZkVrGqRNlCHkaEmxK+qAi9EwRSgEuHb1xP+1WEOmH0kPOiZwNQ2oVNesysVUaAXDr7o/ftBiWHi/knV/SEEXJkv2jmwbQOdCzWc9tsQnkVEhiVVqphvQyKU/PqfgbscpdTWy9TffpZrIe4b6E+Jy7/jMYDPyw4QeyTmYBYFKZGDZuGNOGT5MbYxrh7Plje6GtilJTpkzh2LFjpKam4uXV9HunpqbGLho1FqXOJSodOXKEfv36kZ2dTWRkJLm5uTz44IPs3LkTs9lMZGQkb7zxBgkJCURFNZ0/e9ttt/Hll18iiiJvvPEGS5cupbi4mNjYWJ599lmuv/56oEHM+vnnn1m0aBHHjh1j8+bNjB07tsn7JScnk5CQwN69exkyZAgAe/fuZdiwYaSkpBAXd2nreLIo1Qq0hRtW1qH9rH7tBdQurtz53ifyoFuZi8ag1fDjy89Qlp2Ju48v1y96ibCoGEeHJeNAzDYzv+X+Qtr+j4jLO8BYnZ7TJhM2hRJ9zBh8Bt8PMeNB5dxFl8ViITMzk5SUFFJTUzEYDNQKbk2KXLHRDqSoYC9pCHJiGH07B1zwLpILjscmcCi3mgPHS6hKqSK42kzfv7D6EILc8ekeIFt9tDFEUcRwrJyaDVkIGknE9egdjHZ4OPPXnuBUcR0KBTw6MZYHxnRr0WHI0CBWpTXaVZVWpiGjTIvRIpzzNdHBXkzv24HpfToQHeJ91vHyinI+WP4Bisr62L3gtjm3EdU16qznXom0hfyxrdMWrvH2rz/nwPpVhHSN4pZ//wdFG7GzlXEeSrMy+HHxsxi1GsKiuzFr0UuyM8YVTo2xhp9Tf6Ti4KcMK81igMlkP2Zy8UDodb00Kyqib6taYl0KOp2O1NRUUlJSyMzMxGK1USF6k2fzJ18MpFZoWHxXKKBfZ39pPlRCGDHnyE0uF43Rwu6MCk4cLUWfWUOkXqAPKgLPEKEEJag6eOPdPUBqFOvqg9LNueshGQnRIqDZnk/dtnywiqBS4DO6E8c6ebDgx6NU6y34uqt5d25fxvUIa/F4zFaB7ApdE/eDtDINuZV6bH8hVg2KDGB6345c0yuCQK+za8OjqUdZsXoFrkbpmG8nX+6afRd+fnIzA7SN/LE9cC7BQhTFv2yUbEk8XFQXJMxWVVURHBzM4sWLeeqpp/72uRcrSk2dOhWz2cxbb72Fl5cXp06dwtfXlxEjRrB27VpmzZpFamoqvr6+eHh44Ofnx6JFi1i1ahXvvvsu3bt3Z8eOHdx///1s3ryZ0aNH28/bu3dv3nzzTaKjo/H39ycoKKhJrJ9//jmPPPKIfUb0afz9/XnnnXe4445L29xyMaKU/A3ZjonqN5AOcQkUpZ5i78rvmHjPg44OSaYNoa+r5cfFz1Kek4WHjy+zn11MiLyoeMWSUZ3BtiPLcD++kom1VUxu1HFZFxiJ56B7UPeeh49X0N+8i+PR6/Wkp6eTkpJCRkYGZrOFCtGLPFsQ+WIANULTL80+nf1JSghjUqJU5DZ3N1luhZY/j5RQdrICz1I9iYKKGfYCVyoYRMAS5IZfbCCeMf6y1UcbRqFQ4NknFPe4QOq25qLdXYThWAXqlGq+GR/Jax2q+O5gAW9uSeNQXg3vzOnbInaQp1EqFXQO9KRzoCfj4xsKbJsgUlCtb+jarC+GM8q0ZFXoePeXdN79JZ3enfyY3qcD0/p0IMxX+t0JCQ7h+X88z0ebPyJ/fz7uOne+/OJL+vTrw5RJU9pUR5yMTEsxeMb1HPvlZ8pzs0nd8wc9Rox2dEgybYiSzHR+XPwMJp2OiG5xXPf0C7h7Nf9CvIzzI4gCfxbv48ifH9IhcxvTtVo863uOBRRoOg/Ed8gDuMVNARfn/v6trq4mJSWF5ORk8vPzsQhQLPiSJ3SmUAxA32iGq6tKyYhuQSQlhjM+PpRQn+b9bIIgcqKghqOHiqlLrSao2kQvVCSiBFT1f8CmBDHCC/+4QNxj/HHt7IPStfndE2RaHoWLEt8JXfHsG0r1ukxMadVofsunW6A766/pxYN7sziSX8OdXx7gwbHdeHhibLM3KDbGVa0kLtyHuPCmzQYmq42s8tNilZSnZ5Rpya7UsT+nmv051byw7iRXdQ9mRt+OTEwIw6teGO0T14eYhTG8svwV1Llq6grqeOe9d5g0cRJDBg9BKTfIyDgIg8VGwnObW/28p16chKfr+WWRjIwMRFGkR48ezR5DXl4es2bNolevXgBER0fbjwUGBgIQGhpqF7V0Oh1vv/02v/32G8OGDbO/ZufOnXz88ceMHt1QU7z44otMnDjxL89dUlJCaGjoWY+HhoZSUlJy2Z/tQpBFqXaMQqHgqnm3suL//sXx37YwcOq1BER0dHRYMm0AfW0NP7z8DBV5OXj6+TP72cUEd+7q6LBkWhm9Rc+v6Wso/fMjBhancLepYSCywdUTa+J1+Ay+D9+I3g6M8vzU1tbavedzcnKwClAs+JAndKBQDETXqMh1USkYFhMs+c/HhxHu17xFrsZo4dDhEgqPlaEu1NLNDMPsIpQkPgiAPtAN39gAAuIC27XVh0lvoTS7jpKsWkqyainL0+Dt707iVR2IGxKOaxv93ILJhCk9A3N2Fm5xcbjHxjY5rnRX4z8tBs8BYdSsycCcp0G3KYeHw70YPTqWhbsy+C2ljGve/4OPbhpAr06t28GoUiroGuRF1yAvJiY0iFVak5Wtp0pYe6SIP9IrOFZQy7GCWhb/lMyw6CBm9O3A5J4R+Hm48I+r/8HW7lv5bt13dK7rzLHDx8hIy2Da1GnEx8e36ueRkXE2PHx8GTjtWnZ//w27VnxN9yEjUMk2lzIXQHF6KitfeQ6TXkeH2Hiue+oF3Dyb105Kxvkp1ZXyy/EvsR36irFVxQy1Wu3H6nzCcB1wB+79b8PPt4MDo/x7zjXD1SSqKBD8ybNFUyT6YxEbFsl93NWM7xHKxIRwRseF4N3MO5BKq/Uc3l9ERXIlXmUG4m1KxtodE6Qc3aIEc5gnQfFB+MQG4NrJB4W6fS7ka6uNFGfWUppVR0l2LVXFOsKjfOk5uhORvYJQqtrm57bV1WFMScFaWorX0KGoQ5paWKqDPQi+IxHDiUpq12diqzLCDxl8Eh/Il/19WHIonw9+z+BwfjXvze1HkHfrWqa7qVXER/gSH9F0J09JrZH1R4tYe7SQE4V1/J5azu+p5Xi4qJiYEMaMvh24qnsI3u7eLL59Me//8T5pu9IINgWz+efNHDt2jBnTZxAeHt6qn0dGpi1w2mCuJewuFyxYwPz589myZQsTJkxg1qxZ9O791+trp06dwmg0niU2mc1m+vXr1+SxgQPPbxF+rs8kimKrWXvK1U87p1N8T6L6DST78AF2ff8NU//5hKNDknFydDXV/PDSIioL8vDyD2D2s68Q1Kmzo8OSaSVEUeR4+VEO73uP0LStTNBq8Kj/ErahoKbzQPyH/gOPuGtA7ZyWcaIoUl5ebi9yi4qKMIsqCgQ/8mxRFIkBmBsVud5uasbEhZCUGM6YuBB83ZtvZ4rNKpB6soycw6WIeRo6623EoEQywZRisAK1/i54dQugQ88Q3KN826XVhyiIVJfoKcmurReh6qgu0UlbwRph0mnZ8V0au1dnEjc4jJ6jOxLcyXktiazV1ZhSUzEmp2BMPoUpOQVTVhY02k3oMXAAgTfeiM+ECShcG35vXDt4E3J/H/QHS6ndlI2lREevEh0/xXdmQXE5J6v1zFq6mxemJzJ3UGeH+757u6m5tl8nru3XiUqtiZ+OF7P2SBEHcqvZnVnJ7sxKnl1zkjFxIczo25Hx8ePocnsXFq1bRGRBJOhgxYoV9OjRgylTpsjWGDJXNAOumcnhnzdQU1rMid+30mfi1Y4OScbJKUw5xap/P4/ZYKBjj0Su+9fzuHrIgtSVgkWwsDNnKzn7PqBH3kHmGYz2tiaTyhV93GQChj6Ib+fBTmvPJwgCeXl59hy9pqYGnehKns2fPCGOUsEHoZF1drivO0mJYSQlhDMkOhCXZhRCDAYLJw4UU3KiHLdiHVFm6Gk/t7TbyagEXYg7gT2CCE0MxrWjN4o2Ksb8HTaLQHm+xp6fl2bXoq02nfW8/ORq8pOr8Q5wI2FkBxJGdsDLzznn2IqiiLW4GGNKCsbkZIzJyZiSU7AUFjY8ycUF34kTCbjpRjz697fn2QqFAs9ewbjHBlD3ax7anYWYk6u4yUXJqD6R3HMyn10ZlVzz3k4+vKk/A7oGOOhTNhDu5849o6K5Z1Q0GWVa1h0tYt2RQnIq9dLPR4vw93RhSq8IZvTpwIMjH+LnTpv4dNOnxFfEU1xUzCeffMLw4cMZPXo0Li6yK4dM6+HhouLUi5Mcct4LoXv37igUCpKTk5k5c+YFv//p3YeNpyZZLJYmz7n77ruZNGkSGzduZMuWLbz66qu89dZbPPTQQ+d8T0GQLPY3btxIx45NN524uTW9H585++pMwsPDKS0tPevx8vJywsJa3qYU5JlSl0xb8hsty8niqycXAHDLa+8RGhl9nlfIXKloqyr5/qVFVBcV4B0YxOxnXyGwg7y77kqgxljD78e+xHToC0ZW5NPJ2rCgXu0ThuuA2/EacCf4OGf3lCAIFBYW2m0/qqqq0Iku5Nv8yRMCKBF8mxS5oT5u0hDkxHCGRgfipm4eqw1RECnLqCbjYDHm7FrC6qz40nRhwIxIua8LrpG+RPYLxy/Gv11afZgNVmkXVL0IVZpdh0lvPet5viEehEf7Eh7lR2ikL6XZtZzYXkh1id7+nPBoP3qO7khM/xDUF5g8NjeiKGIpLKwvapMlESolBWtx8Tmfr/LzwyWyK8YTJ+0ClSokmIDZs/GfMweXMzoRbToLdT/noNtfv1XeXcV6fyWvl1QiArP6d+LlmT3xcMJ/K/lVetYfK2Lt4SJSSzX2x73d1ExKDGdsghfLs1/AlmEhtjYWJUpcXV2ZMGECAwcOvKLsQtpS/thWaUvX+NCmdfz+5Sd4BwRy538+wcXNue21ZBxHwakTrPr3/2ExGemc0Itrn3weF9kO9YogtzaH3fvfw+vEGsbUVeHbaJ5MRVgCvkPm49pzFrj+/eKTo7BYLGRlZdlnuOp0empED/IEf/KEQCqFpsJqXJiPXYjq2dG32RpybCYrucfLyT9airJAS0eDgOsZObpWCTWBrvh0DyCqXzgenXxQtPB8T0egqzHZXQpKsmopz9NiszadJapQKgjq6EV4tB/h0X74h3mSdbicU7uKMGqlRVWlUkFU32B6ju5Ex1h/hzVPiRYLpqxsTCnJGE8lS0JUSgpCbe05n+/SoQNKX19MKSn2x9zi4giYNw+/aVNRnrGQaynRUb0mA3NOHQBCoBuv2fRsrNWhVipYdE08tw+PdHjz2JmIosixglrWHili/bEiyjUNQmOEnzvT+3QgvquODw89TWRxVzrqpXWfgIAApk2b1sRG7EqgLeWPbZmLmTfkTFx99dUcP36c1NTUs8Sempoau71e45lSycnJJCQkcPLkSRISEgBYtmwZ9957r32m1Jk89dRTbNy4kWPHjrF7925GjBhBRUWFfR6URqMhJCSEZcuWccstt5wz1nPNsjoXp+Pbt28fgwcPBmDfvn0MHTqUlJQU4uLiLvIqSVzM37EsSl0ibe2GtfG9N0jZtZ2ovgO47qkXHB2OjBOiqazgh5eeprq4CJ+gEOY89wr+4RGODkumBRFEgf3528na8y7dsvcyyGi0HzOoXdHEJhEybCGKTgOdsuPSarWSnZ1tL3I1Gi21ojt5QgB5QgAVQtNkoVuoN0n1QlTvjn4om6HIFG0C+jwNWYeK0WfWElhtxuOMb1UDIkVeKhSdfejaL4wuiSHtzupDFEVqSvWUZDVY8VUVn70LSu2iJDTSVxKhov0Ii/LD0/fsHXeiKFKUVsOJHYVkHS5HqF+Acfd2IX54BIlXdcQvxKPlPo/ZjCkjwy48mZKlAlfQas/5fJfOnXGPj8c9vgduPXrgHh+POiwMhUKBpbSUmu9/oOb777GWl0svUKnwGTeOgJtuxHPIkCZFrCm3jpo1GViKdQBU+7nweG01KQj0CPdh6c0DiAx2zoUngJSSOtYeKWLdkSIKawz2x4O8XAkMzqbGupUhmnCCzVJi3alTJ6ZNm9Zq3ViOpq3lj22RtnSNrRYLXzx8H3XlZVx14+0MnnG9o0OScULyThxl9esvYjWZ6NKrLzMff0YWMNs5BquBP5J/oHr/UgYWpxJjaWjqqfXwQ+wzD/8h8yEg0nFB/g0Gg4G0tDT7DFeT2UKZ6E2eLYACMYA6oaGbW6GAQV0DSUoMY2JCGF2DmifHEUxWqtOqyT1Sii23jhCtFfUZIlSNQqTM3wX3aH9iB0QQFOnX7kQom1WgIl8r5ef1jWLaqrN3Qbl7uRAe49ekUczF7exGKJtFIPNwGSe2F1Kc2SD6BIR7knhVR3oMC8etBeeh2rRaTCkp9Tm6tPvJlJ6OeMbuAwDUatxiYhrl6PG494hD5SfZYhtPnaJ6+XJq129ArK+Dld7e+M2cScCN83BrJMqIooj+UBm1P2Uj6KRznfBX8XRNDVWIXNM7gtdm9W52W8nmwiaI7M2qZO2RQjadKEFjbLinRAa7Y/bchZv1OINro/GwSTVWnz59mDRpEp5XiEVsW8of2zJtVZTKzs5m+PDhBAYG8uKLL9K7d2+sVitbt27lo48+Ijk5GWgqSlksFmJiYhg6dCgvv/wy6enpPProo6SmptpFqYULF3L11VcTGxtLdXU18+fPJzIykhUrVlBYWEjnzp354osvmDJlCh4eHnh7e/PMM8+wdOlS3nrrLUaOHEldXR27d+/G29ub22677YJFKZDEtqKiIj7++GMA7r33Xrp27cr69esv+VrJolQr0NZuWNUlRXz5yHwEm40bnv83nRJ6OjokGSeirqKM7198mtrSEnxDwpjz3GL8Qp1zR4zM5VOiLWbvn+/hfvxHRtaU420fiAxlYfH4Dp2PZ8854NJyi/6XitFoJCMjg5SUFNLT0zEYTZSL3uTb/MkXA6k9o8jt3yVAmg+VEEZMyOUPARetAqa8OkpOVlCbWoVPpQnXM75FtYhkuSmwdfSiY+8QEvtF4OakBcqlYjZaKc2po7Te5qMkuxaT7hy7oILdCYvyq++y9CWokzeqi7Q90dWaSN5VxMk/ihqsRBTQJSGInqM70rVn0GUJjLbaWowpqVJ35WkRKjMTzlHcKlxccOveHbf4Hrj3qC9w4+JQ+ZzfXlC0WND88gvV3y5Hv3+//XHXmBipM3PmDFTe0r9R0Sai3VNE3dZcRJMNUQE/qa28b9GjcFPz5pw+TEp07nu0IIgcyqtm7ZEiNh4vpkrXMJNO4VJJiHsuQ61qAkUTSqWSkSNHctVVV7V7u5C2lj+2RdraNT65/Vd+XvIO7l7e3PX+p7h7Xf53lUz7IefYYda+/hJWi5nIvgOY/ujTuLg6p12WzOWTXHaMk7vfICL9N4botPZZC2alisqokYQMX4g6agw44Q7jurq6JjNczTYoEnzJE/wpEAIwig25sJtayVXdQ0hKCGNcfCjBzTCXRzBYMWTVUHisDGN2HX51Fs6UVMoRKPBWo470Ibp/ON17BLe73dq6WpM0B6pehCrL1WCznLELSgGBHb3t+Xl4lB9+oR4XvdOnokDLyR2FpO4rwWKSXAHULkq6Dw6j56iOhHa99O9gURSxlpZKDgV2ESoFS17eOZ+v9PbGvUcP3OLjce/RA/f4Hrh264bS9fx287baWmrXrKH62+WYc3Ptj3sOG0rAvHn4jBuHon7uo6C3ULslF92+YhDBolawxGZgpWgmKsSLpTcPoHuY89qOAxgtNrallrPuaCG/JJdhbrRLTuWeR1d1OYMsSjwUVjw9PZk8eTK9evVyup1gzU1byx/bKm1VlAIoLi5m8eLFbNiwgeLiYkJCQhgwYAAPP/wwY8aMAZqKUgC7du1i/vz5pKenM2jQIBYsWMDs2bPtotRDDz3Epk2bKCgowNfXl8mTJ/POO+/Yd0a99NJLLFmyhNLSUm699Va+/PJLRFHk/fffZ8mSJWRlZeHv70///v15+umnGTVq1EWJUlVVVSxYsIB169YBMH36dD744IPzvu7vkEWpVqAt3rB++fRDjm7dRIfYeOa++Hq7/1KRuTBqy0r5/sWnqSsvxS8snDnPvoJvSKijw5JpZiyChX0pq6nc9wF9ik4S2ajjstrDH2vvOYQMWwD+zjc/TKvVkpqaSnJyMtnZ2ZisAsWCL3lCAAVCAIZGRa6rSsmIbkEkJYYzPj6UUJ/LS3QEsw1znoa69Cqqk6twKzegPuNbsxaBZJWIMdyT0IRg+g3qQIhv20qw/g5RFKktM9R3V0pFblWhljOzB5WLktCuPoTXi1Bh0b7N6jMv2ARyjldyckcheaeq7I97B7qReFVHEkZ0wMNTiaDTNfljs/+sb3hcq8WUnXW2t3wjlH5+UlHbo4ckQsXH4xYdjaIZRBNjWhrVy5dTt3Ydgl6yKVR4euI3fRoB827EPS4WAFudiZqN2RiOSjus6pTwrmBgCxbuGxXN45PiULeB2QYWm8DOjArWHSli88kS9OYGe1A/tYbu1BClqqJzkDfTpk0jKirKgdG2LG0xf2xrtLVrLAg2/vf4Q1QW5DHk2jmMnHuro0OScRKyjxxk7ZsvY7NYiO4/iGkPP4X6AhZYZdoWdeY6dh/8GOHw/xhWUUCA0LBAXBLYFY9B9+DX7zZwd7772ekZrsnJyRQVFWEUVRQI/uTZAigS/bA2muHq5+HC+PhQkhLCGRUbjKfr5TVs2XQWzNm1VKVUokmvwavWzJmrG0UIZLqB2NmHzn1DGdArHM921ChmswlUFmibOBVoKo1nPc/NS12fn0tOBaGRvri6N991MButpO0r4fj2QqqKdPbHQyN96TmqI90HhqLEdlaOfq4/tppaTOlpGJNTsFVXn/N86ogIu/B02qHApVOny17fEgUB3e49VC9fjvb336H+d1EdHk7ADXPwv/561CEh0mfO11C9NgNLgeSikKUU+LdgIMcVXr2uFzP6to0RCHVGC5tPlLDuaBG7MipocAcViHCpI4Yquiirie8WxdSpUwkIcPz8rJaireWPbZW2LErJXBiyKNUKtMUblraqks/+eS9Ws4mZTzxHzIDBjg5JxsHUlBTz/YtPo6ksxz88gjnPvYpPULCjw5JpRnIrUzm++3VCUjYzUKexdwwalSrKooYTNvxR3KJGO13HZWVlpb3bMj8/H5O9yPWnSPTH0qjI9XFXM75HKEmJ4YyKDbks2wTBZMWcq8GYWUN1ahWqUj3KM74lqxA4prBRHeRGQFwQ/fqHEx/RPHaAzoDFZKMsp34WVGYtJdl1du/4xngHutl95sOj/Qju5I3qMmwJBbMZS24u1soqBP1fFKr1/9XoFORYu5Kv7oZFKe3oUwhWQiqO0LHwD/xrM85amPg7XDp2tAtP7vUdluqIiBZv3rBptdSuXSt1ZmZm2h/3GDiAwBtvxGfCBBSurhgzqqlZm4m1XLLDO4yVtzASGuXPB/P6EdqGRFCD2cYvyaV8/WcK+7K0IDb0MYcp6ohWVTGtbyeumzqpXRYqbTF/bGu0xWucvn8P695cjNrNjbvf+xQv//a76CNzYWQe/JP1b7+CzWolZuBQpi58EnU730l6JSGKIkdzfiN/z9vE5uwnztxgp1br6ok2YRoRIx5FGXJp8xxaisYzXFNSUqisrEQjuErW2TZ/ykQfxEYZWEd/D/t8qEGRAZfVSGOrM2PKrkWfWU1dWjWuNeaznpOHjZMqEXOEJ+E9QxjaN4KO/s7n/HCp6OvM9XNapUaxspw6rGfsgkIBQR28CIv2swtR/mGel5XT2rRazDm5CHW1jZq9zmj40umwaXVUGDzJEaIodolCVEg5ntqiI6JkLx2L/sDTUH7hJ1apcIuOrs/RE+wOBepWEEYshYVUr/iemh9/xFZV3wzn4oLvxIkE3HQjHv37gwi6P4up/TkH0WhDANZjZilGrhvWlUXXJODahizbyzRGNh4r5su9J8gtb4hbhUAnZQ3dXWu4aVw/Ro8c3u52GELbzB/bIrIo1f6RRalWoK3esHZ88wX7160kuEskt772Hop2+GUic2FUFRXyw0tPo62qJKBDJ+Y8uxjvwCBHhyXTDBgsev48vAzLwS8YVJ6LX6OOy4LALrgPvIvgAXeBm/NYC4iiSHFxsb3ILSsrQyu6km/zJ0/wp0TwbVLkRvi5k5QQxsSEcIZEB/L/7J13eFvl2cZ/2rYla9iW915J7ExC9mCEQCibsAsU+rH3KpTZUkgpq8wCZc9QStkrYWYvRqb33ntItrZ0zveHZNmynUU8g+7r8mXr6IxXx9Kr53nv+7kfxa9McgWbG0eFCUelCUtJJ0KjBUm/b8VmBHbgoVYjIzzTwLRp0czNOHSF51iAKIqYW20BCsu2OguiEHgTpHIJ0cm9vaBi03Wo9b+uCkqw2XCUl+MsL8dRWoajrBRnaRnOmhrwePZ/gj7wSBU0G2dQF78Is67X911taSCp40cSHMUoQxVI1eoBP8qkRK+6cuJEZKP8PS6KItZtP9KxciVd337rvw8yYxSGs89Gf+65yCONdK2vpev7GkSXgBuR/+Dkcw08fsEM5qSPv/m7qLWWKz96npqGGDzWdPB9xqUIzNF18/y1J6PXjp15aigwXuPH8YTxeI9FUeTde26jobSI6SecxJI/Xj3aQwpiFFHy42Y+f+JhBI+brNnzOenGPyGTBwmpwwGtlkZ+2fgI6ryPmW1qo+e/6pJIqE+YTuS8G9FMPAVkYyfGdLvdVFZW+mP0rq5u2sUwqj16akQD7UJgv5mcOK2/P1ROnPZXkyHuTjuOCjOO8k66SzqRdg7sg1SOh5146IxUETkpkjlTYpiWqB8XVeT7g+ARaKuz9OkFZcbcYhuwnypMTkyaLz5P0xGdpkUV+uveP57OThxlZb3xeVk5jrIy3I2NB30up0JDfdw86uMWYg/tFb1GdBaRZPqFaKEGuToMWVi/GF2jQZWRjmriJFRZmUhVo2tXKjiddK1eTcc7K7Ht2OHfrpowwWu/fcrJiIIC01cVWH9pBqADgedx0JAYxr8unEn8OCRGPy/cwl2rPqK7fSKCs9dFR4WLczMl/OXSk5HJBvYcG88Yj/HjeESQlDr8ESSlRgDjdcKydXfxyvWX4bBa+N11tzJp0TGjPaQgRgFtdTW8/8DdWDraiUxM5ux7VwRVuYcBimo2ULXxMdLLN5HZR3HZoQzDNOl3JCy6HUXU2FFcejweqqurKSgooLCwEJPJTKcYSrXP9qNNDGx0PDE2nKU5XrXl5IRfl+T2WH04yk3Yyk24Gy2DWn3swE2hXESRpmVqbjSLs6NJihj/TV5dTg8tVeYAEsrWNUgVlEHl6wXlTXKNSeHIFAeX4Hu6u3H2JLblZThLy3CUlXnt8vYSekg1GuQxMb7ENAypWo2sP6HUP3n1/bR3ySjY2U3pzg7cTp/dhkpGts/X3pg0PsgNV1MTnf99n87//hd3i09NKpMRvmQJhgsuQJk9FdNn5dgLvKrNJgSekTiYcWwqVx+TOa4UmQBWl5W7NtzFN2U/4jZPQ2tbQkuXN3iNVTh46f8WMCU1ZpRHOXQYr/HjeMJ4vcfVe3bx/gN3IZXJ+eOTLwR7e/5GUbxlA188/SiCx0P2vEX87rpbkcnHDkERxMHDLbjZnvce5q3PMbWhAGMfAU69Nhqm/Z64eTcgCYsYxVEGwuFwUFpaSkFBgb+Ha5MQTrVgoEYw0C322kjKpBJmpRo4PieWpTkxvypeFkURT7sdR7kJR4U3Rhf7kVACIqW+GL0qTIo+K4LZuTEsyIxEHzb+bS1t3c7eXlDlJpqqunA7Boq1DHHqAJGYISYMyUG4NYiiiKe1FUdZuY946onVy/G0tu71OFlUFHKDYdAYvPcnzP93T/xOaBj1DSL527uoLjKBLwVQ61XkLoonZ0H8rxa6jTTs+fl0vPsups8+R7R7bRKlGg2600/HcMH5QCQdn5TibvJac+/CzUshbq5YPpkTp8SN4sh/HWrMNVz73XWUNtug60jkXfMwO7x5xhERLl65ZhkGzeFDKozX+HG8IUhKHf4IklIjgPE8YW396L9s+M+b6GJiufSfzweVd78xtNZU8f4Dd2M1dRKVnMrZ9zxImE4/2sMK4lfCZG1l56ZHCd39IdNNzX7FpVMioTphGpFzb8CQczpIx4aSyel0UlZWRmFhIcXFxVisNppFDdUeb5LbJfYmJVIJHJkS4VdbpkSq93HmwdFj9eHwEVHuZuuAfarxsMOntLTHhjI1J5rF2UamJ+l/dQXWWIAoinS12Xt7QZWZaKvtRuhfBSWTYEz29YLK8BJRGsOBB4jujo4BVU+O8vJ9qiplej2qzEyUGRmoMjJQZWagzMhEHm08ZMs8h81N0ZZG9qytpaOx9/8dm+71tc+YGY1cMTY+D/uC6HLR9e23dKx8F+uPP/q3KzMyMJx/PqqcozF9XYfgW7TZg5uNOhnLz5/C9NTxJTIQRIFntj/Dy7tfBiCXC9leOAmHKEMuEbjzhCz+eNSEw6IX5niOH8cLxvM9/t+Ke6natZ2cRcdw4nW3jvZwghhhFG5ax5fPPIYoCExccBQnXnsL0sNMif5bQm1rPsXrHiK25DtybL19dkxyJS2Zx5Cw8HZCE48cxREGoqeHa2FhIeXl5djdIvWCjmqPnlrRgKOP3W6IQspR2UaOz4nl2InRGNQHRwqJooi7xRYQowvmQDs+NyLFPhIqTyqgStMxe6KRo7KNZEZrxnVMIAgi7fUWPwHVWG7C1DywCkoZIvPZ8HlJqJg0LaqwA1u7EUURd2PjgKonR1kZgsm01+Pk8XGoMjJ74/P0DFQZ6ch0ul/9entgbrWRt76egk31flGcRCohfVoUk49KIGGCYVz8Xz0mE6aPP/bab1dV+beHzZuL/tzzkYRMxPRdDRKXgAeRdbipSlVz2flTidWNr6qpLmcXt629jU31m0CUkWu7ja1VekQkGBQeXrhkHnMyjKM9zCHBeI4fxxOCpNThjyApNQIYzxOWy27n5Rsuw2rqZMkfr2b6CSeN9pCCGCG0VFXw/oP3YDObMKakcdY9DxKmPfQAM4iRhSiK5BW8T8eWZ8mp20NkH8VltTYaz7TzSJl3M9Ixori0Wq0UFxdTWFhIaWkpdpdAvaClWtBTKxiwi70KYJVcyqIsI8fnxrBkYjSRmoNTzvVYfTh9Skt368AEr9xHQu3ATZ1GxpQJRhZnG1mYGUXEQSbVYwlup4fm6i6vutKntLSaB/rtq3VKb2LrU1gakzX7JWl6VZXeZNavqiwrw9PWttfj5EYjyswMX3Kb7iWhMjORRwz/e1MURepLOtmzto7y7S1+Mi5ErWDS/DiScyMIjwxBow856CqwkYa9uJiOd9/F/MmnCFYv0SYJC0N7ymmoJpyMZY8Fqc+lswWBmhQ1x56Xi8YwvhLfT8s+5S+b/oJbcHNE6LGU71lIjdOruD4608AT5x950AtfYw3jOX4cLxjP97ixrIR37roZJBIufuQZjMmpoz2kIEYIBet/4Kt/PYEoCuQsPpYTrr4R6RgRFAVx4HC4bezc+gzC9reY3lZDiG+pxQ1UxGSjmXUlcdMvBvnY+C5rb2/32/JVV1djE+U+62wDDYIWD73xUYRayXGTojk+J5aFWVGEHITARxRE3M1WfyWUo8KE0K9fqQuRgj4xut0YymxfjD47LeKgrjfWYLe4fL2gvPF5U6UZl32QKqjYsAASKiJOvd8qKNHjwVVfj6M0sOrJWVrqjxkHQCJBkZyEKr1HGOaL1dPTvNVNwwyPS6BsezN71tXRUNpLkOljwshdFE9Mmo7wCBVhOtWY7tkrCgKWTZvpWLmS7jVrwGeZL4+NRb/89wihM3GVdvv3L5UICEcYOfq0CUiV4+f97BbcPPLjI7xb+C4Ax4dcxeodcXSLKiSIXHNUOjcfP3Hc22aO5/hxPCFISh3+CJJSI4DxPmFtX/0537/6Amq9gf976iUUwcngsEdzZTnvP3gP9i4z0WkZnHXPg4RqxoedVRBetLaXUrRuBcair8m29Qa4HXIlDRmLSVx4B9qk2aM4wl50dnb6k9yqqipsgowaj44awUC9oMPdJ8nVhylYMtFbDbU4+8B7NfmtPnwKS0eFCU/H3q0+duChQCYwIS2CxdlRLM42MiEmfFwo8vpDFEW6Oxx9FJZmWmu6EDz9qqCkEqKSNH6Lj5h0LeERIXt9zQNVlWU+e499qyoV8fH9qp68f492r6YeWEwOCjY2kLe+ju6OgT0JwrRKL0FlCCE8QoUmIoTwPj8qtXxMvE883d2YPvnEq8wsK/NvD529EGnWUpyWKEJ89ZJORJzZetJPSEeZoBmtIR80fm76mWu/uxaLy8KiyMVYds9hvcmAgJQotYInzpvBoqzxq8gc7/HjeMB4v8ef/fMhirduJOPIOZz+p3tHezhBjADy1n7HquefBFFk8jFLWXrFdUFCapyhouJ76jc+RkblNmLdvWRLXZiOrpxTSV/0Z5S6xFEcoReiKNLY2Oi3zm5ubsYsqKgWDFR79DSLGuhjbJ0cEcbxOTEcnxvLzBQDsgMkCERBxNVg8cfnzkoTgtUdsI8Dkbw+JFRtiJRZ2VEclWVkUXYUceOsoqQHoiDS3mAJiNE7mwaSQwqVrLcXlK8KKkS99yoo0eXCWVPjJZ/8DgVlOMvLER0DY1sA5HKUKSmBVU+ZGShTU5GOkfWftrpu9qyto2hrI65+doVSqQS1QUV4RAiaCJU/LtdEhBBu8G5ThowNe1NXXR0d7/2Xzv/9D0+712IbhYLwJafj1B+B1GZALvHmv91SCJsdS8Kxyci048O6EOCt/Ld45MdHAPhD7JWs3qCjxOUVGk5N0PL0+UeQGjX8pOZwYbzHj+MFQVLq8EeQlBoBjPcJy+N28drNV2FqbmLheRcz54xzRntIQQwjmspL+d+D92C3dBObkcXyux4gRDN+Fil/y3C7HeT/+ByuX15ncmsVqj6Ky5LoTMJmXU7yjD8iGWXFpSiKNDc3+4mohoYGugRlnyQ3HLFPkpugD+X4XG9/qFmphgNSVvW3+nCWm/D0qwTyIFLUh4TajZuYaA2LfQnu3LRIQseRMq0HHpdAS423CqqxzJvkWkwDq6BCtUqvujLDm+BGJ4cjH+T1ih4Prrq6AVVPzrKyvasqpVIUSYmBVU8jqKocCggegao9bRRsaqCj0Up3ux23S9jvcXKVjHB/Uuwlrnr/DkGtVyEbwV5Ooihi3bqNjnffpevbb6GnWlIqRx4/E2XGEmSG1N79FV2EpkkImxGHMjUFuWFs2/v93PQzV397NTa3jWNjj8VQOIWPGvWYRO8C1R8XpHH7sgnjUjU93uPH8YDxfo/b6mp449ZrEUWB8/72KAkTJo32kIIYRuz+/mu+fvEZEEWmHreM4/7vGiTS8a02/63AYmkmf/3f0eR9wqSudv/2LqmMqpQjiZl/K8bM42GURS09PVx7YvTOThNtYhjVHgPVgoFOMZD8mZKg8xNR2TEHZpMnegScdd3+vq2OSjNiP4LBhshuHwG1Aw/FEoHcZD2Ls4wszo5iaqL+gEmvsQSH1UVThZmGchNNvmoo5yBVUPqYMGLTtH6ngoh49aBVQILTibOiEmdZaW/VU1kpjsoqcA3sAwsgUSpRpqWhysgIdChITkaiHBtVefuD0+6meFsTpT83YW61Y+lwDLAcHwwqtdwbkxtCCI/sJavCI7yPw8KVB9Vz61AhOJ10rV5Nxzsrse3Y0fuEQo0ydSGKtGP8biaiKCDTdBEyUUXolCRUyclIw8Z2D+M38t7gsZ8eA+C6tOv4aa3AGks8LuSEKqTcf9pkzp6ZOCbEfAeL8R4/jhcESanDH0FSagRwOExY+et/4KtnH0elVnPZ068ESYrDFA0lRXzw9/twWC3EZU9k+Z33owobHwvIv2U0VG+gdv3DpFZsxthHcVkdqqUz5yQyF91FmD55FEcIgiBQW1tLYWEhBQUFtLd30C6GUe2z/egQA4PqnDitn4iaFLf/CqUDsfpwI5LfR2W5Gw+KEDkLs6J8RJSRBP34U1p2d9i9faB8KsuWmi4Ed+DXtUQqISqxpwrKq7QMjwysggpQVfapejooVaWv6mksqSqHCqIoYre46G530NVmp6vdTleHne52u/dxhwPbIBaIAyABtU7VW2XlS4w1ESHEpGoJ0w7fgoCrqQnzF1/iKC/DVVWNs6oKd3MzUkMayowlyONnIvEp7gVrO66KH3C370IZH4UyJQVlcjLKVO9vRUoKMr1+TCSSWxq2cO231+IUnCxLWEZ6+QQ+qZJS6IkBYGJsOE+dN4MJseOr4ne8xo8PPfQQH374IYWFhYSGhjJ//nwefvhhJkyY4N9HFEXuv/9+XnzxRTo6OpgzZw7/+te/yM3N9e/jcDi47bbbePfdd7HZbCxZsoTnnnuOxMTeCoKOjg5uuOEGPv30UwBOPfVUnnnmGfR6/QGNdbze475Y/cLT7PnhaxInTeacvzw0Jj6TQQw9dn7zJd++/BwA0084iWMvvSr4vx7jEAWB0l1v0bXtBSY0FKD2LaUIQLEhAWb8nqy5NyFTjm6u5XQ6KS8vp7CwkKKiIrqtdpqEcKoFPTWCAYvYG5fIpRLmpkdyfG4Mx02KIf4A4mbRLeCs6fIRUCacVWZEZ6DIx4LITh8BtQMPRXiI1YeyONvI4qwo5mdGoQsdX72tRUGko9Hq69fqrYLqaLAM2E+ukhGT6uvX6nMqCNUExoKC1YqjvAJneR9xWGkpzpoavw1cf0jCwlClp3vjcl+crsrIQJGYiOQw6z8nCCJWk4Oudoc3Lvf9eP920NVux2lz7/c8UpkEjaFflVVECOFRIcSm6VCohu++2fPz6frue5xVVf4foasbedx0FOnHIo/K9u/r6ajAWfY9uKpRJiWgSE1BmZzijdVTklEmJY0ZEeCLu17kme3PAHBL9i1UrO1ktSmWJtEbc504OZaHzpyCPmx8EKI9OBzix/GAICl1+CNISo0ADocJSxA8vHX7DbTWVDHrtLNYfMEloz2kIIYYdUUFfPjQfThtNhIm5nDmn/+KMnRsq29+y3BY2yha/w9C93xAVldvnx6TVEZZ0hFEL7iZxKzfjari0u12ByS5Xd1WmgSNtyJK0GMRey0IZFIJs1MjWJrjteZLitj3e+9ArD5cEsjDzS+il4TKw4NLAtOSepSWRqYl6saVp7XH7a2CaupDQg1mMRcariAmrZeAik7R+hOpAarKMp/9XlX1vlWV6emo0tN7VZWZGV5VpWJ8LRIMJ9wuj5e06ghMhLv9ybEDj3vf1VbRKeGkTIkidUokxqTwYVdsClYrzpoaCn7MY+23u8nBQGZENkrfIpnoceKq2Yqr/HsEc13AsVKt1ktU+ZJghf/vFGSGkW1Ava52HTf+cCNuwc2pqaeSXZnNutJ2NrrTsIsKlHIpd544kUvmp46bhdzxGj8uW7aM8847j1mzZuF2u7n77rvZvXs3+fn5qH2LJA8//DArVqzg9ddfJzs7mwcffJB169ZRVFREeLiXPLz66qv57LPPeP3114mMjOTWW2+lvb2dn3/+GZlvQe3EE0+ktraWF198EYArrriC1NRUPvvsswMa63i9x31hbm3h1ZuuwONycead95M2feZoDymIIcb2VZ/x/Wv/BuCI353G0RdfNm7msd8iOpv3UL7u78QWf0+8s7dfab0ylMbsJaQtuhNDzORRHGFgD9eysjIsTg91go5qj4E6UY9T7F18VytlHD0hmqU5MRwzIRpd2L7jPsHpwVnd5Y3PK0w4qrugX+zTLYXtgovtPqFYKQIqhYy56RFeIirbSHqUely9z502t7cPVIXXqaCp0ozDOpAI0RpDvfF5mo7YDB2R8WqkvlzE09XlE4b1iMNKcZaW4aqrG3CeHkjDwwdUPakyMpDHxQUrKfvAYXP3icf7xOgdXnGZpdPBvlY7ZXIpCdl6UqZEkjI5Cp1x+IWMns5OHJWVbFizg+JtFRwRlkhiRCZSqdeGULCbcFWsxVW5DtFhDjhWbjSiSPHF5X0IK0VSMjLNyBJWT//yNC/tfgmAO3PvpH5tI5s6wtjhTkRAQqw2hH+eM435mVEjOq5DweEQP44HBEmpwx9BUmoEcLhMWGU/b+XjRx5ArlTxf0+/hMYw/M3ngxgZ1Bbs4cN/3I/LbiMxZzJn3PEXlCHjr2LksIcgUL3nP5i2/ovM+jxCfVOyB8g3xCNMO4+cebeiUI1eJaPdbqekpITCwkJKSkqwONzUCTpqPHpqRT0OsdfLO1QhY3F2FMfnxHLsxGgM6r0rpA7E6sMlhXyJwFaP09sTCg8uIE4X4iehFmRGjisllsXk6GPDZ6alumsAqSGRQGRiby+o2HQt2qhQRJvNq6osK+2tejoYVaVPUXm4qipHA6IoYutyBRBVPWSVqcVKW12ggjZUqyRlciSpkyNJmhSBMnR4vfDtLg//+qGUV34o4yhRznkoyKDPNSXteNp+wVm8Hndjwz7PJVWrkYSEgETiXVSSSr1vVqkECb7HUilIQCKR+p/3knD7eF4i8Z1H6j2XXIEyNYWQiZPYbejmTzVPY1UILM9YTnZ1NjuLytnoSqdW0AFwVLaRR8+eSnT42E9sDpf4saWlhejoaNauXcvixYsRRZH4+Hhuuukm7rjjDsBbFRUTE8PDDz/MlVdeiclkwmg08tZbb3HuuecCUF9fT1JSEl9++SUnnHACBQUF5OTksGXLFubMmQPAli1bmDdvHoWFhQGVWXvD4XKP17z5Mj9/8THRqRlc+NATwYXIwwg/f/EJa970LuYdecqZLP79peNqof63AsFlpWTzk7D9bbI66vzdUC0SCYVxkwifcxVZUy4a1c+myWTy2/JVVlZiEeTUePRUC3oaBS2ePj1cozQqluZEc3xOLPMyIvdpgSs43DirunqFYrVd0K9vabcMfhHd/CS42IGHCgREvJXMR/lIqCNTDajk4yPWFEWRziarvwKqsdxEe4MF+q2WyZVSolO0/vg8Jk1HmFaJu6OjnyW2N1Z3NzXt9ZqyiAhf1VN6rzgsIwO50RicE4YAgkfAYnJ6Y/M2H1nlq7xqq++muz1QBGiIDfOKyCZHEpupQzbMIsdms52/fJrH5j1NnIqCcyRK9GLPNQUQ63HXb8JZ8hOezs59nkuq0yGRy/cek/vi7AExt0QC+3qewHhfGhqGKisL1cQJ/Me9hRc6P0WQSblv+n3Ur62nuNXOBk8mnR6vUPWKxencenz2uJgHDpf4cazjcCelJBIJH330EaeffvpoD2XUECSlRgCHy4QliiLv3vcnGooLmbb0dxx32TWjPaQghgA1ebv48OH7cTscJE+eyul/ug/FYTjhj2dYWgqpWPd3jEVfE9NHcVmtDKEu82jSFt9JbOz0URtfV1cXRUVFFBQUUFFRgcUj9SW5Bhr6JbkRaiXHTfImuQuzovaa5PqtPnp6Qg1i9eGUSShWiKy329nus/rwACq5lDnpkSzOiuKobCOZ0QfmcT/a8HgEWmu6afT5zDeWm+lqtw/YL0St8Ca2PhIqKlKCWFvpVVWW+qqeysoPTlXpI6DksbHBxcxRhMXkoGpPG1V72qjJbw9o4iyVSYjL1JM6JZLUKVHoY4avkrWgwcwdH+xiV62Jqci4Uq1hqlVE4osCZQYV6lnRKKIduBtrcPqsAJ3V1Tirq3A3NLJPuekwQpRIqDeIVMVI0OVOxxW/kMKmZoqEaH4RUnB6vPPQw8unsjQnZlTGeKA4XOLH0tJSsrKy2L17N5MnT6a8vJyMjAx++eUXZsyY4d/vtNNOQ6/X88Ybb/D999+zZMkS2tvbMfTpazZt2jROP/107r//fl599VVuueUWOvstvuj1ep544gkuvfTSAWNxOBw4+tiRms1mkpKSxv09tppNvHLDZThtNk6+6Q4mzFs02kMKYgjw46cfsO6d1wCYffrZLDzv4nERz/xmIIq0ln5D46bHSan6kXCh9zs7XxNBV+5p5Cz6M+Ga2FEankhLS4vfOruhoYFOIYQaQU+1x0CLGChiS49Ss9RnnT0jST9oDyMAwebGUemzyy434arv9noS9kG3UsIuiYcNDgc78FDt2yFCrWRhZpTfli9aOz5yTqfdTVOl2R+fN1aYcFgGqYKKCvE5FeiISdOiV9lwV5YHVD05ysrwtLcPchUv5NHRPsKpt+pJmZGBPCIoCB4tiKJIR4OVyj2tVO1uo6HMhNinh5UyVE7SpAhSp0SSnBs5rFbcq/Y0cO8nebR3OTgaOVdrwont7p17lMnhhM0wIA0z46rxxuWuqip/rO7p6Bi2se0PHrmUqiiBqhgpE+ecRr4QQUOXle2kke/wvr9z4rQ8ff50MqPHtuX24RKjj3WMZ1KqsbGRFStW8MUXX1BXV0d0dDTTp0/npptuYsmSJcDQklJr1qzhmGOOoaOj44BtzA8WPa9nx44dKJXKATnYr8HB/I+HV54bxJiHRCJh8fmX8N79f2b396s58uQz0MfGjfawgjgEVO3awcePPoDb6SBl6gxO+9M9KJSq/R8YxLBDdFqo3vYc7l/eIK29hh6Tj26JhN2x2ahnXUHutEtIlo3O1NzW1kZBQQGFhYXU1tZiFlReWz5PNs2iBuhNZJMjwjgh19sE+Yhkw6CNiQ/E6sOlkFIeImGNzcZWt5NSj0BP/j8hJpw/ZkexKMvI7LSIfSo6xwqsZqffgq+x3ERLVRdu18AqqIh4DbHpWowxciJoQ9VSibN8Pc73S7GVllHR3LzXa/hVlZkZqNIzgqrKg4TH46Ch4X8IohONegIazUSUyuFbFFDrVOQsiCdnQTwet0B9aSdVu9qo3NOKqdlGXVEHdUUdbPxfKTpjKClTIkmdHEV8lh6ZYujIxElxWj68ej6vbazk8W+KuNZiIlku44HkGDIb7Hg6HJi/rkGikBJ2RArak+ehiOm1AhHsdlz1DYhul5ecEkUQBG8CL4ogCt7HPc8N8rwoCF7FsSiAKHofCyLQs6/3ecFmxVlair2wCHthIZ7WVhLaIaFdhILtCJIdOI88EkkGxErM/CxmUmOBy9/8iQtmJXLPKbmEKYMh7nBBFEVuueUWFi5cyOTJ3m+yxsZGAGJiAknBmJgYqqqq/PsolcoAQqpnn57jGxsbiY6OHnDN6Oho/z798dBDD3H//fcf2osagwjT6jjy5DPZ9P47bHzvLTJnzUMmD76vxzO2fvRfNvznTQDmLj+f+WdfEPzeHiNwmeqoWP8Q6vxPSbCa6DGcapQrKE2ZRfyC28hJXzIqY+vbw7WwsJC2tnZaRDXVHgPVwmTMYqATxvQkvb+Ha2b04E4LHovLG5v3kFCNAyuCLKEy8mUC31us/Cy6qXd6d5BLJRyRbOCcbC8RNTlet1eya6xAFEVMzTZfLyhfFVRd9wCtjUwhJTolnJg0LdEGAb27CWldsZd8+raczrIy2s3mwS8CKBISAqqeVBkZKNPTkQUXuA8IdkcjjY2foFDo0WgmolFnIZMNj2BLIpEQEa8mIl7NEcen4LC6qM5v9wvJ7N0uyn5ppuyXZpBAdIqW1CmRpEweeivuZZPjmJcexd+/LOC9n2r4rruDhepQ7oqNQFvZjbO6C2d1F1KtEs3cKURcvBRZnx5lHrMZd3MzokegJ6b2xtmiP+b2x+R7eX5ATC6K3sf9nveYTDiKCrEXFuEoLASrlfRGSG8UYOdHRCiVrD36KGZHCCTKW9niSSe/wcxJT63n7pNyuGheSvB7L4hxicrKShYsWIBer+eRRx5h6tSpuFwuVq9ezbXXXkthYeFoD3GvEEURj8eDfJA8wul0cvbZZzNv3jxeeeWVER9bMLMJgsScyaROn0nljp/Z+N+3OemGP432kIL4lajc8TOfPLYCt8tJ2owjOfWWu5Arx4+t2WEJUcRc/h2NGx4noWorKX0Ulzs1esw5p5Cz8M/M0ybu4yTDNTSR+vp6f5Lb3NxCm6im2qOnWsilUwxMAqYm6lg6yUtEZccMrFQ6EKsPd4iMarWMDQ4733ZbqXAJiL6WR/owBb/LjPEpLY3E6sa2ckbwCLTVWWgsN9FQZqKpwoS5dWAVlCpMTnRCCFFqO3pXI5qWIsTiEhxfeVWVnXs5f6Cqsg/51G9BN4gDh8VSyp68G+nuDgwalcpoNBovQeVNgiegVqcjlQ4toS+TS0maGEHSxAgWnpNFZ5OVqj1tVO5upb6kE1OLjV3f17Lr+1rkKhlJEw2kTokiZXIkav2hj0Uuk3L54nSOz43hzg93s6msjT+U1zMzQcvDExMJz2vH1WjFsrURy9ZGVFl6NPPjCZkQgTQkBFV62hDchYOHu6UFe2ER2zb8l9IfvyW1WeTIn39C7nZTMiGboxV51NQrWRM5lZU/1rJ+4x7uV1YyPScJ1YSJhEycgEynG5WxH4647rrr2LVrFxs2bBjwXP/vBVEU97v40H+fwfbf13nuvPNObrnlFv/jnkqpwwEzTzqN7as/p6Ohnry13zJ1ybLRHlIQvxKb//cum95/B4D55/yeecvPH+URBYHbSeOON+ne9gKpzSVk+zbbJRK2RyYhmf57ps+5gYWKke/H63a7qaio8Mfo5m4rDYKWakFPjZCMTeztAaWQSZifEeXv4RozSKWSp8vpj88dFSbcTdYB+9jCFZQo4btuCxscDppsvTF8UkQov/fZZs/PiCQ8ZGz3HnXa3TRXdfU6FVSYsXcP7LEaHqEiOkZBhKobnb0WdX0Bri2lOFaW47ZaaR3s5FIpyqQklJmZXnvsnlg9PQ1pWLB3869FS+t35Offjtvd2WerhNDQ5N74XDMBjXoioaFJXku6IYQqTEHWkTFkHRmDIIg0V5r9MXprTTfNlWaaK81s+6yCMF2PFXcUiZMMKEMOfVlVF6bg4bOmcur0eO78cDcb2q38rqyOC3JjuSHSgPBLM4LZifnrKszfVxM2LRrN/HiUCRpkWu2oEJ+iIOCqrcVakM9XXz+Pq7iEtCYXR/+whvWLF4ERTha2s6s9kj2GdO77NI8v3/uaeyPbScjJRDVhIqqsTKTjrFomiN8mrrnmGiQSCdu2bfP30wXIzc3lj3/846DHDFbptGPHDmbMmEFFRQWpqalUVVVx3XXXsWHDBpxOJ6mpqTz66KPk5ORwzDHHAPgFfX/4wx94/fXXEUWRRx99lBdeeIGGhgays7O59957OeusswKuu2rVKu6++2527drF6tWr/efrix5h3+uvvz5Ut+qgECSlggBg4XkXU7njZwo3rmXWqcuJTk0f7SEFcZAo3/4jnz62Ao/bTcaRczj5pj8jV4zthOFwhsdUS82GxwjN+5AYq4meMLFOrqAw+Qji5t/M1IxlI64U8ng8VFVV+ZPcDlMXTUI41YKeamEaVrGXxJRLJcxNj+T43BiOmxRDvD5QiXkgVh+CRkFDuJytbgeftHVRZveAj7eRSSXMTDL4mx9PSdANWnE1VmDrcgb4zDdXmXH3sx8E0OsgQtmN3lZDeP1u5L/sQDSb/M9b+u2vSEgIqHrqsfSQhY9ti4PxBFEUaWj4gKLivyIINhSKCPS6mXRbirDZqnE6m2lvb6a9fb3/GIlETlhYer9EeAIqVeyQfW71MWHoY8KYtiQJp91NTUE7Vbu9Ck2r2UnFzlYqdnqXRKKSNH6CKjpVe0iq5JRINe9cNof//lTDg18U8HOdmWUNBVy1OJ0rfpeGc2sj9vw2HCWdOEo6kUWGoJkXj/rIGKRDkHgfLORGIxqjkWMXLaQu/y1u/fERFC6RP0XmMLvewLaWFlITHFxR/R0fhM+kJlTP5cIULn5/FctL/oEMEXl8HCETJxEycQKqiRMJmTjR21ctaG15ULj++uv59NNPWbduHYmJvWKK2FivlVVjYyNxcb0V983Nzf7qqdjYWJxOJx0dHQHVUs3NzcyfP9+/T9Mg/TdaWloGVGH1QKVSoVIdnhXhytAw5px+DmvefInN769k0qJjgtXv4wyiKLLp/XfY8sF/AFh4/h+Yc/rZozyq3zZstT9Rt+FhokvXEOt2+rfnhappzFrChEV3Ms+YM+LjstvtlJaWUlBQQElJCV0OD3WCjmpPLHWCDhe9jgHhKjlHT4zm+JwYjp5gHEASuTsdXoGYj4hyt9r6Xw6XQUVFqIS1Njufd3TR1tVLQoUpZRyXEcnibCOLsoykRoaN2eoGURQxt9r88XljuYm2OkuAFRuATAYROhGDtB1dVxWamh1IN+1GdHrfAwLQ1fcAhQJlSrK36qmPOEyZmor0MP3OGQ0IgoPS0keoqX0dAI16AkpVNN3dhTidLdhsVdhsVbS0rPYfI5OFoVZPQKPJ9onJvHG6QjE0AiSpVOLv6zvn1HQsnQ4/QVVT2IHV5KRgYwMFGxuQyiTEZ+n9MfqhWnEvyIxi9U2L+ec3RbyyoYKVeY2sUrfzlxMncZxUQfemely13Vh/bsL6cxPKVC2aBfGE5kQhkY3sZ1QilaJMTkaZnMzZS4/j9nW382jVNxicCh6Lm8XuvCZqsDEruoUpZdX8L2EBW0ITuKBDxy3PrGR2UwHIZCjTUvvE6N7f8qio/Q8giMMHogiugWKJYYcizGtjsx+0t7ezatUqVqxYEUBI9eBQrPWuvfZanE4n69atQ61Wk5+fj0ajISkpiQ8++IDly5dTVFSEVqslNNS7HnfPPffw4Ycf8vzzz5OVlcW6deu48MILMRqNHHXUUf5z33777Tz22GOkp6cPm/3foSLYU+pX4nD0G/38yYcp2rye9CNmccYdfxnt4QRxECj9aSuf/fMhBI+bzFnzOPmm25HJg4TUiMPtoH3nSrq2PU9iU5E/dbRKJPwUEY8w/XyOnH0jGtXIzhlOp5PS0lIKCwspLi7GbHP6klwDtYI+IMlVK2UcPSGa43NjOHpCNLrQ3vfRgVh9SHRKWgxKfhbdfNxqYrclsIFsgj6UxdlGjsqOYl5GVMD5xxIEj0BbvaXXZ77chKllYEKvkHkwSDrQmSpQ1+xA21KI3DOwWipAVdmT2KZnBFWVIwC3u4vCovtoavoUAINhPrk5j6NSRfuet2CxFNPdXUi3pYju7iK6uwtxuwe3Z5HLdb0klb+yamjtRURBpKWmy5cAt9FcZQ74rIWGK0jO9VqIJOdEoAr79Z+jZrOd+z7JY1We1xotw6jm4eVTma4No3tLA5ZtjYh2b48FiVJGaE4EIblRhEwwIFWOjqXmy7tf5qlfngLgjll3kNqeyrfffgtAzoRcvq5X822L94ZNNddw6+Y3iLZ1DjiPVK0m8soribri8hEb+3iNH0VR5Prrr+ejjz5izZo1ZGVlDXg+Pj6em2++mdtvvx3wfvdER0fz8MMPc+WVV2IymTAajbz99tucc845ADQ0NJCYmMiXX37JCSecQEFBATk5OWzdupXZs2cDsHXrVubOnUthYSETJkzY71jH6z3eG9xOJ6/efCVdrS0svvCPzDrlzNEeUhAHCFEU2fDuG2z75H8Awf/fKEK0ttOw5WnY8Q7x5l6L5BaZjB1xE9HNuZojcs9HLh1Z4UVPD9fCwkLKy8vp8sj8PVwbBS1CH+vsGK2KpTleW7656ZEo5V5RhSiKeNrt/vjcUWHC0xEYfyMB0RhKrUbGJoeDD5o7qXd5AnbJjdf63Qpmphj85x9rcDk9tFSZA0goW9fAKqhQuQuD0Iy2rRh11XbCTVVIxYE9oyQqFcr09D5VTxmoMjNRJiUhCQo8hxVWawV79txIV3ceAElJl5KZ8Se/U4HT2eqLy4t8cXohFksJguAc9HwqVVyAkEyjmUhYWBpS6dD9Hz0ugbqSDqp2t1G5pw1zv/xQFx3qJaimRBKfqUd2CJ+jnTWd3PHBLgobvXTpMROMrDhjCpFmF90b67HtbvVZ7oFMqyR0ShShuZEoU3VDai94oHB5XNy85mbW1q4lVB7Kc8c+R+la7xqEVCpl6uQ5/GuPixKrd2yn1P3EH3/5gBDPwM+vzBhFwqOPop47d8TGf7jFj2MVg/Ybclrg7/EjP5i76kE5kGTqj23btjFnzhw+/PBDzjjjjH3u27en1IFUSk2dOpXly5fzl78MXIMf7HiLxUJUVBTff/898+bN8+972WWXYbVaWblypf+4jz/+mNNOO+2AbsXrr7/OTTfdNOI9pYKk1K/E4ThhdTTU8dotVyMKAufe/zCJE3NHe0hBHABKtm7i86ceRvB4yJ67kN9df1uw58AIw1X7M/UbHyWy5Ds0fRSXO0PDqMs8mqz5t5EVN3NEx2SxWCguLqawsJCysjLMLokvydXTIGgR6A2QozS+JDc3hnnpkf7eTQdi9SGLCsEcFcIuiYfP2rtY32wO8GcPVciYmx7hr4ZKj1KPSaWlvdvl85n3/jRVduF2eAbsp3a1o2svRttRis5cQZi1CUlftkChQJWa4iWc/KrKTJSpKUFV5SjAbN7FnrwbsdmqkUhkpKfdTErKFUgk+yZTRFHE4WjoTYJ9hJXVWo4oDnxfDLe9iNXspDrPS1DV5LfhtPeOQSKVEJeh8xJUuZFEJvy6z9hXuxu479M8WrocSCRw0dwUbl82kTCJBOv2Zro31uNu7jMHyKWEZOkJzY0iZFIEMvXILtz8a8e/eGHnCwDcN+8+UjpT+PLLLwGYPn0GjoQZ3P9ZPlanh3CVjL9OU3NMdyX2okIchUU4SkoQnU5i7r2HiN//fsTGPV7jx2uuuYaVK1fyySefBBBDOp3Or9p7+OGHeeihh3jttdfIysri73//O2vWrKGoqIhwX+Xn1Vdfzeeff87rr79OREQEt912G21tbfz888/IZN7P5Yknnkh9fT3//ve/AbjiiitISUnhs88+O6Cxjtd7vC/s+eEbVr/wFCGacC575mVUYftPoIMYXYiiyNq3X+Xnzz8C4OiLL2fmSQe2MBDEEMHjxlL4Ga1bnia+djsKX4DqArbqIrHkns4R8/+EUTOy/ZTb2tr8jgXV1TV0iiG+Hq4G2sTAz3ZWtIbjc2NYmhPL1ARv7yZRFHG32PzxubPchMfcb5FeCrJYNU16BdvcLj5qNlHQGRjHR2mULMoysjg7ioWZRozhYy9OFUWRrjZ7gFNBW203Qr8qKCkewu2NaFuL0JnK0ZorCHF0BuwjCQvzxuZ9xWGZGSgSEpDIxn7f2sMNDY0fU1R0Hx6PBYXCQM6kR4iKOna/xwmCG5utsg9R5f1tt9cNur9EokStzuwVk/n7yUYdck4qimIfK+42Gko6A96bihAZSZMiSMmNJCkngvCIg7epc7oF/r22jGe+L8XpEVArZdxx4kQunJOC2O30Csi2NiJYeokdqVpOyKRIQnMjCck0IBnCHrX7g8Pj4Prvrmdzw2Y0Cg0vLnmR4g3F7N69G4lEwrKTTuHrxhBe2VABQEZECA9PkpBaX4q9sABHYRHOykoQRdI/+xRVPxHUcOJwjB/HIsYjKdUjkOshm/aFgyWlXn75Za6++mpmz57Ncccdx/Lly5k6dSowOCn1448/Mnv27AEVW06nkxkzZrB161b/cbW1tSQkJBzQrQiSUuMMh+uE9c2Lz7Lru1UkTMzh3L8+PCYXj4PoRdHm9Xzx9KOIgsDEBUdx4rW3IA0G1SMDSyutW59D2PE20eZeq6EmmYyfYrPQzLqCuVMuRCUbuQSvo6OjT5JbTYdH5fWe9xhoEQMbHadHqVnqa4I8I0mPVCo5IKsPeUwYrjg1+XKBVSYL31S30+0IVB1OjA3nKB8JdWSqAZV8bL0nBUGkvd7i95lvKO/E1DywuknmtqE1V6IzV6AzV6A1V6Bwe++JX1XpT2zTg6rKMQRRFKmpeY3SskcQRRchqnhyJz+JXndo5LDH48BqLeslqrqL6LYU4nQO2nUAmSyM+LhzyMi4HdkQzQUej0BDqYmq3a1U7WmjozFwkSlMpyQ5J4Lk3EiSJkUQchBkkcnqYsWX+fz3p1oA4nUhrDhjCsdMjEYURZxVZmx72rDlt+Fp7/OZkYIqVedNfnOjkA9B/6v9QRRFnvj5CV7Lew0JEh5c+CDJXcl88skniKLI5MmTmbH4eG59fzc7ajoBOHNGAveflkt4iALR7cZZUYEsIgJ5ZOSwj7cH4zV+3Fs8+Nprr3HJJZcA3v/J/fffz7///W86OjqYM2cO//rXv5g8ebJ/f7vdzp/+9CdWrlyJzWZjyZIlPPfccwE9oNrb27nhhhv49FNvdeOpp57Ks88+e8C2E+P1Hu8LgsfDG3+6jva6GuaeeS4Lzr1otIcUxD4giiJr3niJX77yvoeP/eNVzDjh5FEe1W8HQksRjRsfR53/GTpn73dkoVJJceoskubdwrTUY5EOcU+avcFrIdxAQUEBhYWFNDW30CJqqPYYqBb0dIm9CzYSCcxMNvj7Q6UbNYiCiLvZGiAUE/r3R5JJUCRoMBtD2C66+azVzObaTtx9F8hlEmamGPzVUDlxh2YFPBxwOz00V/f0gjLTWNaJdZAqKKWj0xufmyrQmcvRdNcgE7z5iFSrDbDbU2VkosrMQB47dPbLQfx6uN0Wiov/SkPjhwDo9XPIzf0nIarYQzqvy2XudT7o437g8fQ3TvdCqYwmPe1G4uPPHbL3hcPmpia/nao93hi9fwVfRLyapJwIUnIiicvSIVcceI5c2tzFnz/YzU9VHQAcmWLgH8unkhmtQXQJ2IvbseW1YStoR7T15uYSpYyQCQZvjD4xYkRsuG1uG9d8ew0/Nf2EVqnl5aUvU7q5lJ9//hnwio8chnRue38nzV0OFDIJfzphApctTEcqlSBYrThKSgjJzUUygmLrwzF+HIsYlLAYB/Z9UVFRrFixgjvvvHOf+/YlpdatW8dRRx1Fe3u737q8h1TqIaUAampq+OKLL/j666/5/PPPefzxx7n++usHJaV6CLI1a9YMIJxUKhVJSUmDHrc//KZJqeeee45HH32UhoYGcnNzefLJJ1m0aNFe91+7di233HILeXl5xMfHc/vtt3PVVVcF7PPBBx9w7733UlZWRkZGBitWrAgos/vrX//qb+jVg5iYGBobGw9ozIfrhNXV3sqrN1yB2+XkjD//hfQZs0Z7SEHsBQUb1vDVs/9EFAVyFh3DCdfchFQ6thb/Dzt43DgKP6dty9NE1/6C3Dd9OoGNWgPmnFM4Yu6tJOlTR2Q4oijS1NTkJ6IaGhppEdX+JNcsBvaAmp6k53gfEZVhVB+Q1YciVo00JZwylYTvLVa+rmijsi0wYIhQK1mUFcXiLCOLsqKIHqTB8mjCbnHRVGGmoaiVhoJmmhucuD0Dg48wayNaU4WfhFJbGpCFhfoS2r7JbVBVOZbhdLaRX3AHbW0/AGA0Hs+kif8YMp/5weBwtmLxV1UVDbAXCdfkMnny04SFpQ75tU0tNqr2tFKd305dYQduV2+fM4kEolO1JOdGkpwbQXTKgS1AbSxt5c4Pd1Pd7v2snz49nvtOySVC7e05J4oirgYLtrw27HltXivPPlAkagjNjSQ0NwpF9PDZU4qiyD+2/YOVhSuRSqQ8vOhhkqxe/21BEMjOzub0M5fzwrpKnv2hFEH0Nmt/8tzpzEyJGLZx7QuHa/w4lnC43uOSrZv49J9/R6EK4f+efgm13rD/g4IYcYiCwHev/ZudX38BwNLLr2PqcctGeVS/AdjNmLe/ge3Hl4hpr/Jv7pBK2RSZgGTGRSyYeRU61fDFAn3Rv4dru6mLBkFLtWCgxqPHTq9gRCmXsjAziuNzYlgyKYYotRJXg8UfnzsrTQjWfrZzcgmqZC2ueDV7ZAKr2rtYU95GuyWwYio1MsxPQs3LiEStGjtuGqIo0t3hoLHcRH1+E43F7bS3eRDEwDhFInjQdNf4SKhydOYKVI4O5JGRA6qeVBkZyKIOvQImiOFBV1c+e/JuwGqtAKSkpV1PWuq1+3Uw+LUQRQG7vW6AmMxqraTHFzsm5lQmTngAuVyzz3Md9LUFkeZqrxV3TX4bTRWBbiJyhZSECQaScyNIzolEFx263/etIIi8vbWKh78qxOL0oJRJuWFJJlcelYFC5rPz9Ag4Kkz+GD2gilImQZWh98boOZHIwpV7udKhw+KycOU3V7KzZScRIRG8cvwrlG0rY/PmzQAce+yxTJ45lz9/sIuv870C3/kZkTx+zjTidKH7OvWw4XCNH8caDoawGEs48cQT2b17N0VFRQOqlDo7O/3kT19SqseWPC8vj5wcb6/Kl156iSuuuCKAlOqLO++8ky+++IJdu3axadMmFixYQGtrK5E+EWVXVxdGo5GXXnqJiy4aXKQWJKUOAu+99x4XXXQRzz33HAsWLODf//43L7/8Mvn5+SQnJw/Yv6KigsmTJ3P55Zdz5ZVXsnHjRq655hreffddli9fDsDmzZtZtGgRDzzwAGeccQYfffQR9913Hxs2bGDOnDmAl5T63//+5+9BACCTyTAajQc07sN5wlr79qv89NmHGJNTufAfTwUrb8Yg8tZ+x+rnn0IUBXKPPo7jr7w+SEgNI8TmAlo3PUVo/ido+igu81RK8pNmED/3BuakLxsRH3pBEKipqfEnua3tnb4kV0+NR4+N3uBSIZMwPyOK43NjWDIxmkiHuF+rD0W8BmWajiadgvU2G99VtPFzVQcuT+9XhVwq4YgUg7caKstIbvzYUVqKgkhrSRN1P1fSWNpBc4tAl2tgYCtz29F2VfktPvRiG+Fp8agyMlBmpAdVleMUHR1byMu7BYezCalUSVbmPSQkXDAq/0NBcNPWtoaCwj/jcnUgk2mYNPHvxMScNGzXdLs8NJSaqM5rozq/nfb6QLJIpZaTPCmCpBwvSaXW7b2iyep088+vi3l1YwWC6CWf/3JKDqdOix9wP91tNq86M68NZ3Vg/yu5MbSXoErUDPn/QhAF/rb5b3xQ8gEyiYzHj36cJHsS//3vf3G73aSlpXHeeeexu8HCTe/toLbDhlQC1x2TyfVLsvxJ/EjhcI4fxwoO13ssiiIr776FxrISph1/Esf939WjPaQg+kEUBL59+Tl2fbcKJBKOv/J6phxz/GgP6/CFIOCu+IHWTU8RUbEBpeC1tnUDW9QaGrKOJXf+rUwyThuROMDpdFJWVkZhYSFFRUWYbC5qBT3VHj11gg53nx6u2hA5SybFcHxODIsyIlG02r19W8tNOCrNiP0spCUKKcpULbLkcMpDpXzX2c0Ppa3+XjM90KjkzM+I9BNRyZFjp2+p2+mhcVcNdduraarooqVTil0YGIcoHSa/Q4HOXIEh1E5YegrKzN6qJ2V6OnJDkJgfLxBFkdq6tygpeQhRdKJSxZKb8wQGw+xRGY/HY6Om5g3KK/6JKHoIC0tj8uRnCddMHLZr2i0uagraqc5vpzqvDaspMA/XRoV4RWQ5ESRMMKDcR0VTXaeNuz/azZqiFsDrUvLIWVOZmqgP2E8URFx13djyWrHlteHu2/9KAspkrS9Gj0QeOfREkNlp5vKvLye/LR9jqJFXT3iVil8qWLt2LQALFy7k2GOP5b8/1XL/Z/nYXB50oQoeOnMKv5sysraqcPjGj2MN45WUqqioYP78+URERPC3v/2NqVOn4na7+eabb3j++ecpKCgAAkkpl8tFRkYGc+fO5cEHH6SkpIRbb72VoqIiPyl10003ceKJJ5KdnU1HRwdXX301qampvPfee9TV1ZGUlMRrr73G7373O0JDQ9FoNNxzzz288MILPP744yxcuBCz2cymTZvQaDT84Q9/OChSqrq6mvb2dj799FMeffRR1q9fD0BmZiYaza8j68cVKTVnzhyOOOIInn/+ef+2SZMmcfrpp/PQQw8N2P+OO+7g008/9f/DAa666ip27tzpZ93PPfdczGYzX331lX+fZcuWYTAYePfddwEvKfXxxx+zY8eOXzXuw3nCsnWZeeXGy3FYLMw+/WwWnf+H0R5SEH2w+4ev+frfz4AoMmXJCSy97Fok0rHZiHZcw9aJbcfbWH58iaj2Sv/mNqmUtRGxiNMvYPERV2EMOzAi+1DgcrmoqKigoKCAoqIiOiwO6gQd1R4DdYIOV58kN1wl55iJ0SydFM0CgwZlfa/ScjCrD2ViOKo0HfbYUDY7HKypaGNDaSut3YGBcnJEGIuzo/xKy/CQ0beoc7e3Y84roWFXLU2V3bSaZHSIEbhlA7/4Qq1N6MwV6D3NREdAVHqEX1EZVFWOfwiCm8rKZ6mofBYQCQvLYPLkp4c1uTxQ2O0N7Mm7EZPJa1mRkHAhWZl3DZmd377Q1W6nJr+d6vw2ago6cNoCldaRiRpSfArN2AzdoM2Y+zdZzozWcMaMBE6fkUCCfmAC6+lyYsv3ElSOsk7oQ2jLtEpCfMmvKk2HZIgIIUEUuGfDPXxW/hlyqZynj3maRFci7777Lk6nk6SkJC644AJcEjl//SSPD7d7+w5MT9Lz5LnTSY0auf48h3P8OFZwON/j6j07ef+BuwE48877SZs+sv0qg9g7BMHDNy8+y54fvgGJhGVX30TuUUtGe1iHJzoqMW19AXa+i87W6d9cppDzY+wE9LOuZPGkswlTDD8hY7VaKSoq8vdw7XRJqfboqRYMNAnhiPTGlvG6EI7PjeW4CUamyxUIVV1eoViVGdEpBJxXopKhStWiTNPRalCyzmxhbWkrW8rbsbn69JWUwJQEHYuzvLbZM5L1Iy626A9REHDVN9Cxu4T6vCaaam20daswSSMR+wn4JKIHTXctOlMFBrmJ6Bg5+vRYQjJ77bFlvp6EQYxPuFyd5BfcQWurVwweFbWEnEkPo1CMPqnY2fkTe/JuxOFoRCpVkZ1135Da+e0NoijSVmehOr+N6rx2Gko7EfrEy1KZhLhMHck5e+8XK4oin+yo5/7P8uiwupBIYE5aBGfOSOTEKbGD5uquZqufoHLVdgc8p4hV+2N0RdzQ9YDutHfyx6//SElHCbHqWF5f9jqVOyv55ptvAJg9ezbLli2jss3KTe/tYFetCYCzZiby11Nz0YxgdefhHD+OJYxXUgqgoaGBFStW8Pnnn9PQ0IDRaGTmzJncfPPNHH300UAgKQWwceNGrr76akpKSpg1axY33HADZ599tp+Uuv766/nqq6+ora1Fq9WybNkynnjiCX9l1AMPPMBzzz1HU1MTF198Ma+//jqiKPLMM8/w3HPPUV5ejl6v54gjjuCuu+5i8eLFB0VKXXLJJbzxxhsDtv/www/+13SwGDeklNPpJCwsjPfffz/AWu/GG29kx44dfga9LxYvXsyMGTN46qmn/Ns++ugjzjnnHKxWKwqFguTkZG6++WZuvvlm/z5PPPEETz75JFVV3nL+v/71rzz66KPodDpUKhVz5szh73//O+np6YOO1eFw4HD0WluZzWaSkpIO2wmraPMGPn/yHwAsv/N+UoNJ75jArm9X8c1LzwIwbenvWPLHq4KE1FBC8CCUr6F9yzPoyteh8CkuXcBGtZrqjMXkzLmRmfFzhz1YtdlslJSUUFhYSElJCZ1OqPYYqBH0NApahD5JboxWxdJJMRwbq2O6U4JQ1bVPqw9lmg5Zcji7cbO2vJ11xS3kN5gDdg1TygKUliO5aNsXoijibm7GWVaGvaSM1uJ6muvstFlC6AxJwBIWC/16Akg9DnT2BiJDLETHyojNNqLLSQ+qKg9T2O315OXdQqfpRwDi4s5mQvZ9yGRjRx0sCG7KK56gquoFYHjt/PY6Bo9AU4XZr9BsrgpUVytUMhInGvwqTW1UL+HU02T52R9Kcbh7F87mpEVw5hEJnDglDu0gya9gd2Mv9Hrc24vaAxbdJKFyQidFeAmqLANS5aFV+7oFN3esu4Ovq75GJVPxryX/IsGTwNtvv43dbic2NpaLLroItVrNpzvrufuj3XTZ3Zx5RAL/PGf6IV37YBBMeIcfh/s9/vaV59n59ReEhmu56JGnCY+IGu0h/eYhCB5WP/ck+et/QCKRcuJ1tzBp4dGjPazDC04rzj0fYN72HFGN+f7NZqmEH7QRWHJPZ+6sa0nXZwz7UDo7O/2OBZWVVbQLIVQLBqo9etrFwHh5Ymw4SydEc7RBQ4bZjavSjKO6C9yBJJQ0TI4yVYcqTYcrQc3WLivrylpZV9xKXWdgj1djuMpHQkWxMDOKSM3I9a/tC9HjwVVTg6OsDGtxGS2lrTQ3uWlzaDCpU3CEDIy5Fc4uDO5GIjUOYhJCic2NJSwrHVVaGtKwsRO3BTE08JI+N+FwNCCRKMnKvIPExD+MKSGg09lOfsFttLV51x6Hy85vn2Owu6kr7vQ6HeS1YW4N7HUcplP64/P+/WLbuh088Hk+H++o929TyaUszYnhjBkJLM42DkpUuzsd2H0ElaPSBH2mJFlECKE5kYROjkSZrEVyiI4obbY2Ll19KRWmChI0Cby+7HVq8r09dACmT5/OqaeeikeEJ78t5rk1ZYgiPHLWVM45Mmk/Zx86HO7x41jBeCalgjgwjBtSqr6+noSEBDZu3Mj8+fP92//+97/zxhtvUFRUNOCY7OxsLrnkEu666y7/th6fxfr6euLi4lAqlbz++utccMEF/n1WrlzJpZde6ieWvvrqK6xWK9nZ2TQ1NfHggw9SWFhIXl6en5Hsi8F6UAGH9YT17cvPsfObLwnV6rj44afRRIxcI/AgBmL76s/5/lXvguaME0/hmD9cMaYCunGNtjK6f3oZdqxE00dxWaJQsCkmDe2Rl7Mk5zy0yuH9rJvNZr/asry8gnaP0pfkGmjrl+RmRWtYkmjgKJWKjHYXriozon1wqw9Vqg5lmpaGMBnryttYV9zC5vI2rM7A/XPjtX4SamaKAeUgVRPDhR5VpbOsFEdpGY7yMiyl1bQ0u+lUxmLSpmPWpuJWDCTHwsRuosIdxCSGEj85jphZ2Sh0QVXlbwEtLd+SX3AHbncnMpmaiRMeJDb21NEe1l7R2raG/PzbRszOb1+wmp3UFLT7K6n6N2PWx4SRnBNBcm4k8dl6FEoZZruLVbsb+XB7LVvK2/37KuVSlk7yJr9HTRg8+RVdAvbSDi9BVdCGYOnThFkhRZXtbcIcOjECadivq8R0CS5uWXMLa2rWECoP5YXjXiBejOfNN9/EarViNBq56KKL0Gq11HXa+MdXhTxwWi76sOHz1O+PYMI7/Djc77Hb6WTlvbfRUllO4qTJnH3viqDV9ihC8Hj46l//pHDjWiRSKSfd8CcmzNt7b+QgDgKiCDVb6dzyL0KLVqHyeKv4BWBraAgFSUeQOuc6FqUej0I2fBX8oijS3NxMYWEhBQUF1Dc00iyG+yuiusVeUkgqgSOTDRwbo2ORVIGxwYaztiugahhAqlGgSvOSUPJULQUuJ+tK2lhX0sKOmk48Qu/+SpmUWWkGfzXUxNjwEc0BRacTZ1UVjrJyHGWlOMvKMJU30topo1OdhFmbRld4MoK03/9AFNBJu4jSe4hNCyd+ehKR0zKQqUaHRAti5CCKHiorn6e84ilAIDQ0hcmTn0YbPnm0hzYoRFGgqvolyssfHzE7v72PRcTUbPOKyPLbDrhfbF2njY+31/HR9jpKm3uroCLVSk6ZFs8ZMxKYmqgbdO7wWFzYC9qx5bViL+kMIM2lGgWhOZGE5EYSkqFH8ivXB5qtzVyy6hJqumpI1aby2rLXqCuu4+OPP0YURXJycjjzzDORy+VsLW/jk531rDh98ojOdYd7/DhWECSlDn+MO1Jq06ZNzJs3z799xYoVvPXWWxQWFg44Jjs7m0svvZQ777zTv23jxo0sXLiQhoYGYmNjUSqVvPHGG5x//vn+fd555x3+7//+D7vdPuCcABaLhYyMDG6//XZuueWWAc+PlUopy9ZtyKO8TT2HG26nk5X33EpLVQVJOVM4694Hg32LRgm/fPkJP7zxEgAzTz6Doy78Y5CQOlQ4unHnfUD31hfQNwUqLr8J19OZczLzZl5NTlTusA6jtbWVgoICCgsLqamto0XUUO0xUC3o6RJ7J3CJBGbEaDlaG8YCh4TYBtterT5U6TqUaTockSo2V3awrriFdSUt1LQHKi2jNCoWZ0WxONvIwqwookZAaSm63bhqa3GUlXnJp7JSnKVl2CsqsBKOSZeOSZuGSZuGRR03oApKJhGINIjEpmmJn5ZI3EQjYdqRW1AOYnghCiJut4DHKeB2CbhdHjwu798e34/b5cHltNNufRaL538AyIRsVPa7EJ1xAfv3P97d87dbIDwihLgMHXGZOmLTdChDR8YewmvndxMm008AJCT8nqzMu0fEzm9vEAWR1tpuqnwKzcZyM2KfBTGZXEp8tp7knAgyZ0ajMYRQ12njkx11fPRLHSV9kt8ItZJTpsZxxhGJTNtL8it6RJxVJn8fKk9nb3yFVIIqQ4d6ViyhuVFIZAf3Xef0OLnh+xvYWL8RtULNS0tfIk4SxxtvvEFXVxcGg4GLL74YwyhVTQYT3uHHaN1j81dfETZ37ohU5HY01PHWn2/CZbcxd/l5LDjnwmG/ZhAD4XG7+fKZxyjesgGpTMZJN95O9pwFoz2s8Q9zPY5f3sDx82tou5r8m2vkcr6PiEU240KOm3opserYYRuCIAjU1tb6Y/SWdhN1gpZqj4FaQYeDXgJGJZeyME7H4tAQ5nSLaBqtAVUH4LWvVabr/ERUq1LC+pJW1pa0sLG0lU5roDAk3ahmcZaRo7KNzEmPIEw5An1r7XacFRV+cZiztAxHWRn26hq6Q+Mwab0xulmXhj1koFhVKfNgNEqJy4ogYUYS0en6ffbFCWJ8QRBE3M7B4urAbQ5HE622+3EKvwCg8ByH0nY9HlcIHqfHG+fvI1YXPCKRCRpifTG6MSl8UHvp4cBAO797iY8/b1TXXQ60X2zy5EjSpxtRqGTsqTPz0fY6Pt1ZF2DJn25Uc8Z0rwV3UsTglYmC04O9qMNbRVXYHiB6lahkhE6KQD0vHmXywZPj9d31XLLqEhosDWTqM3n1hFdprGjk/fffRxAEsrKyOOecc1AoRqdNQDBGHxkESanDH+OGlBpN+77BsHTpUjIzMwP6W+0NozFhCU4n5ctOxNXYiO6M0zFedx2KuOFtANheX8fbd3qT3nlnnc/8s38/rNcLYiB++uxD1r79KgCzTzuLheePrZL3cQVRhKpNdP/4b5SFX6L0eBNAD7A5NISdCVNImX0VS9JPIlQ+9M0+wZvk1tfX+20/GlvaaBC0VAsGajx67H2SXKVMwhy9hsUSOXM6PEQEFjYFWH2o0nXIYsLIazR7SajiVn6p7sDdZ2FZIZNwZEqEtxoqO4pJsV5l1XCgV1XpTWidPhLKWVGB6HLhlqkwh6dg1qZh0qVh1qbhUgy0SdBoZcRmRRCXqSc2XUdkogbZKHvlB3FoEEURS6cTU7OVzmYrpmYbnc1WOpttmFtsePpZ2vSHQtNIwryXCDFUA9BetJTm3WeC8OsXPiQSb3+luAy9n6jSGIYvSPba+T1JVZU33tBocpgy+WnCwtKG7ZoHA4fNTW2hrxnznja6O3pJI4kEUqZEkbswnuTJkUgkkFfvTX4/2VFPa3fvvulRak6fkcAZ+0h+RVHEVW/pbcLcZPU/J9Or0MyPRz0rFulBkIY2t43rvruObY3bCFeG88rxrxArjeXNN9+ko6MDrVbLxRdfTFTUyNueBRPe4cdo3GNHaSnlp56GNCyMyMv+j4iLLx52K6qCjWv58ulHQSLhrLsfIGXK9GG9XhCB8LhdfP7kI5T+uBmpTM4pN/+ZzFlzR3tY4xcuO2LRl5i3Pk94zY9I8cavVomEbzUaajOPYvqR1zA3fh5SyfDEgT09XAsLCykqKqKt20GNR0+1oKde0OGh97p6lZxFujAWuWTM6HATSmA8LTOo/PG5Kk2HK1zBj32EYsVNgf1cwkPkLMiI8sfoiYbhmz883RacFeXeuNzvUFCOq6YGRBGnIhyTLs0nEkv3VkHJAgVgEgkYjErisiOJzdQTm6ZDFx0azFHHOQSPgLnN7o/Ne39b6Wqzs7+VQ3XsbuJmv4o8pBvBpaLxlwswV83f90H7gUwhJSZV64vP9cSma1H9yor6A4HXzu9PtLWtASAm5hQmTnhwRO389oV99YtVqGRkz44hd1ECxuRw3B6B9aWtfPRLHV/nN2LvU3E1K9XAGTMSOWlKHLq93E/RLeAoN3lj9Pw2hD6uCoqkcMIXxhM6OeqgesTWmGu4ZNUlNNuamRgxkZePf5nm6mbee+893G43qampnH/++ahGoaIyGKOPDIKk1OGPcUNKAcyZM4eZM2fy3HPP+bfl5ORw2mmn8dBDDw3Y/4477uCzzz4jP7+3suHqq69mx44dbN68GYBzzz2Xrq4uvvzyS/8+J554Inq9nnfffXfQcTgcDjIyMrjiiiu477779jvu0Ziw3G1tNPzlL3R/+x0AEqUSw4UXEnXF5cj207zsUFCwYQ1fPvMYSCScfc+DJE+eNmzXCiIQWz9+nw3vepvOzT3zXOafc2Ew2P81MNXi+uVNnL+8hrqr2b+5Ui7na4MRpp3H0il/IE03PAvCHo+HyspKPxHVarZSK+ip9uipE3S46a1ADJdLWagKYYENZgsywvokuX2tPlTpOuTRYTR3O3wJbisbSlro6Ke0TItS+6uh5qZHoh7iZqEBqkqfpYejrBxnVRV4vCyaCNhCjV51pTYNkz6D7rBBqqDkEqJTtcSm6YhN1xGTrkWtC1p8jEeIooity+VPZDubbQG/3c59E08AUqkEmUKKXClFJpciV8oIi9tIeMYrSGQORHc47sYbkDpnI1PKkMulyJRS5PKeY2Te3wopckXPbxkyhRSpTEJ7vYXGMhMNZZ0DvNsBNBGqPiSVnoh49ZCTuG1ta8nLvw2Xq91n57eCmJiTh/QahwpRFOlotFKd10b5jhYaSk3+5zQGFZMWxDNpfhzhESG4PQIbSlv5aHsdq/MCk98jUwyccUQCJ0+J32vyC+BqtWH9pQnL1kYEi3c+kyilqI+MRTM/HnnUgQkGrC4rV317Fdubt6NX6XnthNeIlkXz5ptv0trailqt5qKLLiI2dviU9oMhmPAOP0bjHtt276bh3vtw+FweZMYojNdcg/6ss5AMo+L36xefYfd3qwnT6bn4kWdQ64N9E0cCbpeLz5/8B2U/bUUml3PqrXeTfsSs0R7W+IMoQsMObD+9gnT3B6hcvaKEn1UqNsWkETXzcpZNWI5hkP5EQwG73R7Qw7XNLqHaF6M3i+GIfeLweJWCxTIFC6wwBRnyPs/Jo0JRpel81VBaZDoVJc3d/hh9a3lbQE9GiQSmJepZnG3kqOwopiXqkQ+x6MpjMvWKw3xVT46yMtwNDf59BIkUizrB71Rg1mdgU0UMOJdKLffF51pi0nXEpGqDVVDjFIIg0t0+kHjqbLbS1WpHEPa/PCiVS3xxtzf+lqsEwjP+S1i8t0eQYE/F3fgn5CQFxN+98fjA2LznsShCc6WZhjITjWUm7JbA3BYJRMaricvQ+6upwiNChnSNRBQFqqtfosxn5xcamsqUyc8SHj5pyK4xFOjpF1uV10bpz82YmntdUYzJ4eQuiidrVgzKEDndDjer9jTy0fZaNpW1+QlGpUzKkknRnD4jgWMmRO/Vvl8URJw1XVh+bMS6oxnc3hPIdMpeAdkBkoXlpnIuXXUp7fZ2pkRN4cWlL9Ja38rKlStxOp0kJiby+9//ntDQ4REJ7w3BGH1kECSlDn+MK1Lqvffe46KLLuKFF15g3rx5vPjii7z00kvk5eWRkpLCnXfeSV1dHW+++SYAFRUVTJ48mSuvvJLLL7+czZs3c9VVV/Huu++yfPlywNtjavHixaxYsYLTTjuNTz75hHvuuYcNGzYwZ84cAG677TZOOeUUkpOTaW5u5sEHH2Tt2rXs3r2blJSU/Y57NCcs6/bttDz+T6w/ea1/pOHhRF52GREXX4R0mCbu1S88zZ4fvkatN3DRw08Hk94RwOYP3mXTf98BYP7Zv2feWefv54ggAuCyQeEXdG/7N+qabf600SKRsFqjpjxtHjOOuIrFyUeh6O+BPgRwOByUlpZSWFhIcXExbXbR7z3fJAQmuTEyGYs8MhYhZ1qfJLe/1YfcGIrDLfBTZQfrSlpYV9xCYWNXwHU1KjnzMyJ9Sa5xr9UJBwtPtwVnuY9w6lFVlpXhqq2lv2zOI1Vi1qZgjppAV/QkOlXxOMWBFnuaCBWx6To/CRWVpBkxe4YghgZ2i4vOpsGJJ2e/Hmd9IZFKCI8MQR8dii46DH10mP/v0HAFcoUUaZ/FGbfbQlHxX2hs/AgAvX4Oubn/JEQ1NISCpdNBg4+gaig10VrbHWBfB6AMkXmT3wwdcRl6otO0KJSHbmk7Fu389oWORgt5G+op3NyAw9cXSiKBlMmR5CxKICU3AqlMSrfDzeo9jXy0vY6NZa0Bye8xE42cMSORYyYaUckHv4eiS8C6o5muDXW91VMSCJkYgWZhAqr0wa0B+6LL2cXlX19OXlsekSGRvL7sdYxyI2+99RaNjY2EhIRw4YUXkpiYOGT3Z38IJrzDj9G6x6IgYP7iS1qeesr73QgoUpKJvvFGwpctQyId+u83l8POyrtvpbWmiuTJ01h+99+CVtvDDLfTyaf//DsV239CplBw2m33kDZ95mgPa3yhuwVh13+w/vgymo5K/+ZGmYwvtTq6ck/l6Gl/ZGrU1GER4/Xv4drqCfHH6B1iYNycLZP7Y/QMpEh8Mbo8JqxXKJamQ6ZV0ml1sqG0lXXFLawvaaXBFCh4idWGsDjbZ5udGTUk/QxFUcTT3h5gie0o9/Z+8rS0DtjfqdBg0qbRFZuLOSILk9yIR+w3Z0ggIk7tjdHTtcSm69DHhAWFkeMIXlcCx4DY/EBcCWQKKTpjqDc2j+mJ00PRGcNQhsmRyaUBIi2rtYo9eTfS1bUbgMTEi8nM+POQxLGiKNLZZKWhtDdGN7XYBuyn1quIy+yN0SMT1AF5xK9FoJ2fkuys+0bdzm9vEEWR+uJO8tbXUbajBcFHGilUMrJmx5C7MJ7oFG9M1Giyey24t9cFrCXowxScPDWOM2YkcESyYa+v09PtxLKlge4tDQjdPgGZQkrYzBg0C+JRGPe//lDcUcwfV/8Rk8PEEdFH8Pxxz9PR3MFbb72F3W4nNjaWiy66CLV6YD/p4UIwRh8ZBEmpwx/jipQCeO6553jkkUdoaGhg8uTJPPHEEyxevBiASy65hMrKStasWePff+3atdx8883k5eURHx/PHXfcwVVXXRVwzv/973/cc889lJeXk5GRwYoVKzjzzDP9z5933nmsW7eO1tZWjEYjc+fO5YEHHiAnJ+eAxjxqE1bdz2DrRMw4Fsu6dTT/8wkcRUUAyI1Goq69Fv3yM4dclely2Hnnrltoq60mecp0zrrrb8OSXAfhDSg2vb+SLR94q/oWnncxc844Z5RHNU4gilD3C86fX4U9H6B09Qat20JUrI1KImLGJZw08exh8aG3WCz+JLe0tIxWt5JqwUC1R0+7GBhQZSBlEXIWoSDbl+T6rT567PgivBN4WYvFb/expbwtoPpAIoEpCTp/8+MZyXoUhxCEezo7vclsaW/VU39VZV+IgNOYiiV9FuaILDqkRjqtygH2DlK5hOjkcGL6kFAaw9hcdA8iEE6be4CSsufvHlJiUEgg3BCCLtqb2OqiQ9HHeAmo8MiQAyYgu7ry2L3nBmy2SkBKetoNpKZeg0QyfAuvTrubpkqzt5KqtJPGcjMuRyDJJpVKiEoO99v9xWXof3V/s7Fu5zcY3C4P5TtayF9fT11xp3+7xqBi0vw4Ji2IJ9w3hzWa7Hy6s44PfwlMfnWhvcnvzJTBk19RFHGUdtK9oQ57UYd/uyJOjWZhAmHTjPtsumxymPi/1f9HUUcR0WHRvL7sdaLkUbzzzjvU1tYyc+ZMTjnllCG4IweGYMI7/Bi1e7zrfUiahaiOp+O/79P6/PN42toACMnJwXjrLWgWDH2/obbaGt6+6ybcDgcLzrmQucvPG/JrBOGFy+ngk0cfpGrXduRKFaf/6V5Spk4f7WGND3hcUPI1tp9eRlm2BpnojWUdEvguLIxdiVPIPuIKTkg/EbVi6BchW1tb/Y4F1TV1NAoav3W2hd54VAZMR8ZCX4weixQkoIhV++NzZaoWmUaJ2yOws7aTtcVeImpXbSd99SwquZTZaREcle2N0bOiNb96MVsURdxNTQGW2N4KqFI8JtOgxwgSKfaUqViSpmPSptIuRNBtGxg7KUPlxKZpic3wxujRaVpUI9RnM4hfD78rQVNvbO4noFr27UoglUnQGfsQTn1+a/QqJAfoDNDY9BmFhffg8XQjl+vImfQwRuPSoXqJg8JqdnoJqjKTV0hW3TWgukuhknkJ1Qw9cZmHVtk31u38BoOty0nhlkbyN9TT2ccW25gcTs7CeLJnx/jvR369mY931PHx9jqau3otuFMiwzh9uteCOzVq8DlZdAlYdzbTvaEOV2MfAdkEn4AsY98Csvy2fC5bfRldri7mxM7h2SXPYmoz8eabb2KxWFi+fDlTpkwZgjtyYAjG6CODICl1+GPckVLjEaMyYZnq4MWjwdoGJz0GR/7Rq8r8/HNannoaV10dAMqUFIw330T4CScMqYqjrbaat++62Zv0nnsRc888d8jOHYQXoiiy4T9vsu3j9wFY/PtLmXXq8lEe1ThAVxPizv9g//kVQjt6+8bVyWV8Ea6lbcIJHD31EubEzRlyH/qOjg4KCwspKCigqrqGRo+GGsGrtuwWe5NcKTAVr9JyIQoSkA6w+pDrvRO2yeZiU2mrrxqqlbrOQEVYdLiKRVlez/lFWUYi1Ae3EC6KIp62Nh/hVNpr6VFeNqiqsgcyYxTy9GysiVPp1KbS4dHT0i7B1j2QmFDrVQEKS2NSODJFkMgeq3A5PJharHQ22Xy/e4knW5drn8eq9Sp/IttDQOmjw9AaQ5Arfj1xJIoitbVvUlL6D0TRiUoVS27ukxj0I2+RJHgE2uosAdVUlk7HgP10xlC/3V9c5sEri8eDnd9g6Gi0kL+hnsLNjX6bFYkEkidHkrswnpTJkX7FakGDmY+31/HxjjqazL33MDkizN9/Km0vya+r2Ur3xjqsvzQj+sh5abgCzdx41HPjkKkHF+S029u5dNWllJvKSdAk8Pqy1zHIDWzZsoWFCxcik41cZUkw4R1+jMo9Lv0W3jkbQiPg/HchaTaCxULb66/T/sqrCFbvYk3YvLlE33IroVMmD+nl89Z+x6rnnkAikXL2fStIyhm5RZzfClwOOx8/8gDVe3YiV6k4846/kJQ7dbSHNfbRlI9n+5u4d6xEZe8lT3aplKzWR6GYei4n5fyeLEPWkF5WFEXq6+spKCigsLCQhpZ26gQd1R49tYIeJ70L1CHAHOQsQs58FGilEhTxGm8/qFQdqlSt35aqrtPm693awsbSVsz2wBg4K1rj6wtlZE5aBCEHGQeJgoCrvr6fOMwbqwsWy+AHSSQoEhORZEyiOy6XjpBE2p3htLR4BiUmDHFqf3wem6bDEBt2wCREECMPe7drgCis57drP64E2siQQOIpxhunayJCDsmS2uOxUlz8APUN/wVApzuSyblPEBIS/6vP+WvhcnporjD7Y/TGMtMAtwaJVEJUoqY3Rs/QodYfuDjSa+f3MmXlj41pO7/+EEWR+pJO8tbXU7a92V89JVfJyJ4VQ+6ieIzJ4UgkEjyCyKYyrwX3qj2NWJ2993BGsp4zZyRw0tT4QdcdRFHEUWbyCsgK2/3bFXFqNAsSCJu+dwHZzpadXPH1FVjdVhYmLOSpY57C3GGmsrKSI488cojvyL4RjNFHBkFS6vBHkJQaAYzKhOV2wKc3wK7/eB/Puw6W/g2kMgSnk873/utVZbZ7vwhCJk8m+tZbUM+bN2RD2LPmW1Y//yQSiZRz7vs7iTlDm1T/liGKIuveeY2fPvsQgKMvvoyZJ50+uoMay3A7oXgVzp9fQ16+BqlPcWmXSPg2LJRtcdlkz/g/Ts44FX2IfsguK4oijY2NfrVlXWMLdYKWao+BWkGPo0+SqwJm+5NcOVExmgFWHwAeQWRnbSfri71E1I6aTjx9FF9KmVdp2WP5MSEm/IAWuv2qyp5Gxr6qp32pKgHkcXGoMjJQpmfgSsjEFJpIm11Nc52d1pruAWo0qUyCMTmc2DRvH6jYdJ2/QiKIsQO3y4OpxRaY0Pqs9ywm5z6PDQ1XoI8JC7Dw0Md4fytUQ7+g73J1kF/wZ1pbvwUgKuo4cib9A4VibFjHiqJIV7vdV0lloqHMRFt9N/SLqELUCjKOMDL9uGT0MQdmpWl3NJK35yY6TT8CkJBwAVmZ94xZO7++8LgEyne0kLehjrqiTv92tU7p7T21IA5tpNdm2COIbC5r8yW/DVj6JL/Tk/RcuTidZZNjB53rPBYXlm2NdG+uRzD73rtyKeoZ0WgWxqOIGUhqtVhbuGTVJVR3VZMcnuy18gszDu0NOAAEE97hx6jcY3M9rDwXGneBTAVnPA+TvaIid3s7rS+8QOe7/0F0eUnb8GXLMN54A6q0oauGXPXcE+St/Q6NIYKLHnmGMK1uyM79W4fTbuPjh/9GTf5uFCGhnPnnv5A4KZgD7RW2Dtj9P+w/vUpIc28f6FaZlM80airTFjBv2qUcm3wsStmhW9j1oH8P12azjRqfLV+DoMVD76KoHomvGkrOkVIF4Una3kqolHCkvh6sNqeHLRVtfiKqrCWQGNKFKliYGeUXisXrD8xKX3S7cdbUBFQ9OcpKcZZXINoH9rkEQCZDmZKCKiMdRXoGtugsOhUxtHapaKq2BFRE9EAZIiMmzdsHKtbXCypkLwKOIEYPDpvbV+XkE4j1sdxzWPfjShARaIfdIxALjwpBNsR9ygC6u4vYvecGrNZSQEJq6rWkpV6PVDo2qusEQfT1je2kvtTbl6qrfeBnShsVwqT5cUxenEiI5sA+E/3t/LKy7iUh/vwxaefXH7ZuJ0VbGslbH1g9FZWkIXdRAtmzYlD6KiStTjdf5zXx0fY61pe0+CtA5VIJx06M5vpjs5iSOHiM4Wqx0r2xHuvPTb0CMo0Czdw4r4BMM3DO/6nxJ67+9mrsHjvHJh3LY0c/NiztFfaHYIw+MgiSUoc/gqTUCGDUJixRhHWPwQ8Peh9PPBnOfBGU3gUYT7eF9tdfp/3VXlWmev58jLfcQujk3CEZwlf/+if5674PJr1DCFEUWfPmy/zy5ScAHHvplcxYNnJ2QuMKjbsRtr+Fe+e7KO1m/+YdKiVf6AxIc5dzUs75TImaMmQBoiAIVFdX+5Pcxo5uX5Krp17QBSS5OiQs6CGiYnXo0vUBVh89aDD1KC1b2VDaiskWWI2SYVT7lZZz0yIJ3UfvmgGqylJv1dOBqCpVGRmoMjNQZmQiS03HJI+mpcFJY4WJxnIT1kHIijCdsrcXVIYOY7LmkCpighg6eNwC5lbboM2LuzscA0iTvlCp5f4qpwDLvegwf5IyEujo/JG8vJtwOBqRSJRkZf6ZxMSLx3zC57C6aCw3+yupmivNuHusNiWQNjWKGUuTid2PlQV47fwqKp6kchzZ+fVHZ5OV/A31FGxuwO7zm0cCyTmR5C6KJ3VKb/WU1enmm/ye5LfVT8pPS9Rx+7KJLMiMGvQaolvAtruVrg11uOq6/dtVWXrCFyagyg60BGy0NHLJqkuo664jQ5fBq8teJSJkYEP34UQw4R1+jNo9dnTDh5dD0Zfex8feA4tu85YNAs7aOlqfeRrTp59543mZDP1ZZxF1zTUoYqIP+fIuu52377yJ9vpaUqfP5Mw7/hK02h4COG1WPvzHX6krzEcZGsqZd/6NhAljWx0/KhA8UP4D7l/eQFL4JTLBu5DuAtaGhbImKoH4aRdzavZyEsOHro+f0+kM6OHabBX91tnNogb69HBNQMJiFCySKZiRZCAsQ+91LEgOR+qLs0VRpKipyx+jb6tsx9mn/45UAjOSDT7b7CimJuqR7aPiRHA6cVZWDqh6clZW+knq/pAoFCjT0rzxebo3TichjXaPjqZqK43lJpoqzYNWyehjwnw2fF6RmCFOfUgVMUEMHZx2dz9xWK9Dwf5cCTQGFboe4snYG58fqivBwUAURerq36Wk5EEEwYFSGU1u7j+JMAydAHq40N1h99v9NZR10lbb7bealyulTJofz7QlSeiM+yeVXa4O8vL/RFvbDwDERJ/MxIkPIpeHD+dLGDKIokhDqa966pcWf38xuVJK1qwYchcmEJ3aK4Bt7rLz6Y56PtpeR15979rLSVPjuHVpNunGwW0MBauL7m2NWDbV4/ELyCSETY8mfGECithAAdnm+s1c9911OAUnJ6aeyEOLHkI2wj0ygzH6yCBISh3+CJJSI4BRn7B2/w8+vgY8DoibDuf/B7Rx/qfdbW20vvBvOv7zH+hRZZ64jOgbb0SZmnpIl3babbxz582019eSNn0mZwST3kOCKIp8/9q/2bH6cwCOu+wapi393SiPaozB2g6738f582somwv8m5tlMj7TqClMPoJ5U//ACaknDJkPvcvlory8nIKCAoqLi2nq9lAt6H1JbjhinyQ3DgmLUHCMMZxZE42o0/QBVh8AdpeHrRXtfqVlSXN3wPXCQ+Q+paWRRVlRJBoGVlWIbjfO6hpvQuurejpwVWUGyox0VBmZ3iQ3LQ2LFW9iW26modxEa00XgqdfFZRUQlSSxmfF562ECo8IGfMEweEMwSPQ1W4ftHlxV5sdUdj717oyROaz7xhIPI2GclYUBZzOFmz2Wuy2Osxdu6ipeQMQfNYYTxMePjSCipGGxy3QUNrJzu9rqdzVa4sZk6ZlxvHJpE0z7nehqK1tHXn5t/rs/NRMmvj3cWHn1xcel0D5zhby1tdT16cnlL96an4c2qjeRYCWLgdvbq7klQ0VfuuQhZlR3L5sAlMT9YNeQxRFnFVmutfXYctv85Ov8uhQr23IjGj/gmNtVy1/WPUHmq3NTDBM4JUTXkGnGjlxzajHj78BjOo9FjzwzX2w+Vnv42kXwClPgbxXlGIvKqLliSfp9vXLlYSEEHHxxURe9n/IDnG8LdWVrLzrFtwuJ4suuITZp511SOf7rcNhtfDBQ3+hobgQVZia5Xf9jbisCaM9rLGFtjLE7W/j2v4WSkuLf3ORUsGn4VpM2cdzfO4FLIhfMGQLjBaLheLiYgoKCigrK6fRpaLao6dGMNApBi4qT0LKIqmSYxP0TJoQRUiGHmVSeICVVLvFyfqSFtaXtLK+pCXAWhYgQR/qdSvIMjI/Mwpd6MB4SbDZcFZUeGPz0jJ/rO6srgbP4BZrktBQVGlpKDMzeuPz9HQUCYl0tDpoLDPRWGGmqdxER+PAKiiFylsFFZuu8/8OVkGNLtzO/q4E3vi8s9k6qNCvL0K1SvT9YvMea2zFPsSJwwVBcOJwNGKz1WK319Pa+i0trd8AEBl5FDmTHkWpjBzxcQ0FnDY3Fbta2fFtNa013pxcIoH0GdHMOD6ZmNR9fxcPbuf3DOHhB9affqzA3u2iaGsjeevrAuaYqCQNuQvjyZodG9Bfrripi+d+KOWTnfVebY1UwjlHJnHjkixidYMvPIuePgKy2j4Cskw9moUJhGQb/Pah62rXceMPN+IW3JyacSoPLHhgyFsv7AvBGH1kcLiTUhKJhI8++ojTTz99tIcyagiSUiOAMTFhVW+F/5zv7TGlTYAL3oPYQA95Z20tLU8/jfmzz72qTLkc/VnLvarM6F+vyuyb9Ab7Hv16iILAt688x65vV4FEwtLLr2PqkhNGe1hjAx43lH2PZ/ubSIq+QupTXDqBNWGhfBMRQ/SU8zkj+ywyDZlDckmbzUZxcTGFBYWUlJTS5FJQ7bP96BADSaJspByt07A0y8jkyUZUaTq/1Qd4F0lLmrtZV9zC2uIWtlW04+intJyaqGdxtpGjsqOYlqhH7qsaCFBV9ql6OmBVZYYvuc1IR5mSgkSpxOMSaKnporHc5PsxD9oTJ1Sr9KsrY9N1GFPCRyUR+q1DFES6Ox1+e72+xJO51TaAPOwLuVLar3Fx79+h4YoRJRQFwY3T2exLaOuw272Jrc3e87gBURyYpMfGnsGE7L+O6SbCB4OORgs7vq2haEujX5GoM4Yy/bgkJsyL2+dnbDzb+fVHZ5OV/I31FG5u6FUFSyA5J4LcRQmkTIn0W820dDn41w+lvLO1Cpfv/f67KbHcevwEMvaiygRwt9no3lSP5acmRId3IVAaJkc9Jw7NvDhkWhWVpkouWXUJbfY2lqUu49GjHh3eF94HYyJ+PMwxJu7xjy/Dl7eD6IGUhXDuWxAWWJVn/eknmh97HNuOHQBIdTqirrgCw+8vQHoISfqu71bzzYvPIJFKOfevDweren4l7JZuPvj7fTSWFhOi1rD87geIzRjavkfjFo4uyPsI9y9vIK/9yb+5UyrlS00Y22KymDb1Yk7JPJWo0MErXQ8WPT1cCwsKqKiupcGjoVowUOPRY6WX9JUBR0jkHGvUsiQnmpQcI8oEDZI+NmYuj8D26k6vUKykhd11JvquiIQopMxNj/RVQxnJMKr9sZOnu3tA1ZOjrMzb23kvyypSjcYnDssIcChQxMchkUpxWF00VZi98XmFmaYKM07bQMs2XXSoPz6PTdcSEa8JVkGNAnpcCQaIw5qsdHfu25UgRK3wEk4xgXG6zhg6oq4EAB6PA4ejfq8xusPRRP8XI5EoyMz4E0lJlyIZQbJguCCKIrVFHez4pprqvN5eSPFZemYsTSZlcuQ++611mn5mz54bcTgaxp2dX194q6dM5G2oo+znftVTR8aQsyiemFSt/3Xl15t57Osivi9sBkAll3LJglSuPioDfdjglqx+AdnGemx7WnsFZEafgOwIr4Ds26pvuW3tbXhED/fOvZdzJpwz/DfAhzERP/4GMJ5JqcbGRlasWMEXX3xBXV0d0dHRTJ8+nZtuuoklS5YAQ0tKrVmzhmOOOYaOjg70ev0hn68/KisreeCBB/j+++9pbGwkPj6eCy+8kLvvvhul8tfbKwdJqRHAmJmw2itg5TnQWgxKDZz1KmQPJDXshYU0P/EElrXrAK8yy6/KDP91pca7vlvFNy8+i0Qq5bz7HyY+O5j0HgxEQeDrF59lzw9fg0TCsqtvIveoJaM9rNFHSzHseBv3jneQW3qrC/KVCj7RaGjJPJrjc87j2KSh8aE3mUwUFhZSsCufyroa6j1qf5JroXfRVwbMCFGxJDmC42fEk5Zr9Cvve9BpdbKhtJV1xV61ZYMpsHopVhvi7wu1MDMKrcSDo7wcZ3l5r6qytAxnTc2+VZXp6QFVT6qMDG+DY3lvMtPd4fAltyaayk00V3f5m5v6z+Vr+hrr85qPy9ARHhmsghopiKKI1eT0+cf3aV7cYsPUYsPjEvZ6rEwu9dp4GL1Kyr6VT2E65Yj9DwXBid3e4Etme39svt8ORwOiuPcmzF5ICQmJIyQkgZCQeKKijiMm+sQRGf9Iw2p2sntNLbvX1uKweBecQjQKphyVwJSjEwkNH3xO89r5PUVl1XMAaDSTmDL5mXFl59cXHrdAxc5W8tbXUVvYWz0VplMyaX4cOQvi/dVTNe1WnvimmI921PlVmWfPTOTG47KI0+3dZkWwu7H82ET3pjo8HT4CXiYhbKoRzcIEqsMaeXDrgzy6+NER7S01ZuLHwxhj5h6Xfgv/vQScXRCRAb9/HyIzAnYRRZHuH36g+Z//xFlaBoA8NhbjddeiO/30gO/1A4Uoinz5zGMUblxLeKSRix5+itDw4HvtYGDr7uJ/D95Dc0UZIeFazrr7AWLSMvZ/4OEMQYCqjYg73kbI+wiZ2zuveoCNoSF8oTOgyjmd0yaczRHRRxxyHCKKIk1NTRTk5VOwp4Da9jbqfI4FtYIOV58erqHAQq2a49KjWDIrgcg0/YCF5Jp2K2t9bgWby9rocgSSPhNjw7222VlGjkw1oLB0Dah6cpSV4W5s3OuYZXp9b9VTj0NBZiby6Gj//RAFkY4mnwVfuYmGcjMdjZYBRIZcKSUmVRvgVBA6SC+WIIYHfleCpl477J6eT11t9r3xjwAoQ+V9CKfAXk8jWcnm8Vi98biv0slur/XH53Z7HU5ny37PIZUqffF5IqEhicTHn4tWO2W/x41HtNV1s+Obaop/bPKL/wyxYUxfmkz27Ji92iT2t/OLjj6JSRNXjBs7v/6wW1ze3lMb6ulo6G0DEJmgIXdRPNmzY1D53GC2VbTzyKpCfqryxvLhIXKuOiqDSxekEqbce/zibrd7BWQ/NvoFZJJQOZo5sWjmxbO67TvW1KxhxaIVI9pbaszEj4c5xispVVlZyYIFC9Dr9dx///1MnToVl8vF6tWrefHFFyksLATGJikliiIejwd5v7xi1apVvPfee5x//vlkZmayZ88eLr/8ci666CIee+yxX329ICk1AhhTE5atA/57MVSsA4kUlv0D5lw56K7WH3/0qjJ37gRAptMReeWVXlWm6uBU16Io8sXTj1K0aR3hUUYuevhpQjXj88t3pCEIHr5+4Wny1n6HRCLlxGtvZtKiY0Z7WKMHuwn2fIhn+1vI6n72b26XSvlCo2a9MZlpU37P6Zmnk6BJOKRLiaJIS1MzeT/uoqi4mBpzG3WCjmqPgVpBh7NPkhsikbDQGM7S3FiOn5eEQRs4obo9AjtrO1lb7CWidtV20tc5TSWXMic9kmMSw1ig6MLYXo+zvPzgVJWZfaqe+qgq+8LjFmit6faTUI1lJm//oH4I0Sj86srYdB3RKVoUqmAV1HBCFEVsXa5+1U6+v1tsuB17J2ykMgnaqNDAxDbGm9hq9Kp9KveGCh6P3ZfI9igo6wIS2sFUlP0hkSj6kE6JhIQkEIzT1l4AAQAASURBVBqS4H+sUsWMWHNk0e3Gnp+P9aefQRSRRUYgj4xCHhmBLDIKeYQBiWL4kx+Xw0PBpgZ2fleNudVLXssUUibOjWX6ccnoYwbad8JAO7+JE1cQGzO++w92Nlsp2FhPwabA6qmEbAMT58WSPt2IMkROYaOZx1YX821BEwBKuZRL5ntVmQb13hfqREHEltdG94Y6nFW9XvjKNC2aBQmE5uxbBTvUGFPx42GKMXWPm/Jg5blgqoFQA5y3ElLmD9hN9HgwffIpLc88g7uhAQBlRgbGm24k/LjjDnqB32mz8vadN9HRUE/6zNmc/qd7g4KTA4TVbOJ/K+6lpbKc0HAtZ9+7AmPK+BQADAk6q2HHu7i3v4ncVOvfXKGQ87FGQ1HSdI7N/T0npp1IuPLQ8kBBEKgqryL/x10UVZbQaHf4HQsahXCEPj1cI+Uyjk3Qc8L0eBbOjCek3wKoxeFmS3mbrxqqlYrWwB6rhjAFCzOjODZaxiypmbCG6j4OBeV4WlvZG+RGY7+qpwwv+RQxsEeh0+amqdLsdypoqjDjsA6sgtIaQ73xeZqXhIpMUPv7LgYxPBAFka4Ou1cU1iMOa/H+NrfYEPZhhy1XybxxuTEMfUyv1Z4+OpQQzci4ErjdXftwIqjH5Wrf7zlksjBfPN5DPMX7Y/WQ0ESUisiRE7pZrVh//gV7Xh7SsDBfjB6JPDISWWQkMr1+RFpGdHc42PVDDXnr6nD6+raFapVMPTqRyUclDEosiqJAdc0rlJU96rPzS2HK5GfHnZ1fX4iiSGOZibwN9ZT+3OwXS8oVUtKmG5k4N5bESRFIJPBDUTOPrCqisLELAGO4ihuWZHHerCQU+5jHBEePgKweT7tPzCuVEDo1Cs2CeFRJIxvDjan48TDGeCWlfve737Fr1y6KiopQqwNbhnR2dvpJo76k1GCk0o4dO5gxYwYVFRWkpqZSVVXFddddx4YNG3A6naSmpvLoo4+Sk5NDWlpg/PmHP/yB119/HVEUefTRR3nhhRdoaGggOzube++9l7PO8tp291x31apV3H333ezatYvVq1dzzDH7X3N+9NFHef755ykvL//V9ypISo0AxtyE5XHB5zfD9re8j2dfASc8BLKBC32iKNL93Xc0P/EkzjKfKjMuDuN116E7/TQksgNfpHZYrbx95410NjaQceQcTrvtnmDSux8IHg+rnnuCgg1rkEil/O7625g4f/FoD2vkIQhQuQ5x+zuIBZ8g9Sku3cD6sFA+C9cizV7GaRPOZn78/EPyoRdcHiq3l1CwO4+ShgoaXHZqfEluvaANSHINShlLMqJYdmQiC7ONhPRTRdV2WFlX7PWc31DaSpe9N7EMd1pYIO9ikbKLiY42IlrrcFdUHJSqsie57auq7A+LyeG34OupgupfVSORQGSixpfceiuhdMbQ4OdzmGC3uPxKSv9vn/Wec5BG1D2QSCC8P/HkU1SGR6iGfUHC7bYMUuXUq6h0Ove+KNMDqVTVJ6HtIZwSCQmJJyQ0EZXSiEQyOuSnKIo4ikuwbt2CZctWrNu2IXR37/MYmU6HrE8SLI+IQBYViTwiEnlUJLI+v6XqsEP6TAmCSPn2FrZ/XUVzlTeRQwJpU6OYcXwKcRkDex3ZHY3k5d1MZ+c2ABLizycr6x5ksvET1A+Gnuqp/A111BT0Vk/JVTIyZniT34RsA7/UdPDwV0Vsq/QutoSr5Fx5VDqXLkhDrdo3uems6aJrYx22Xa30KAjCjowh4qzs4Xth/TDm4sfDEGPuHnc1wbvnQf0vIFXAac/CtPMG3VVwOOhY+S5tL7yAx2QCIHTaNIy33oJ69uyDumxzZTkr77kVj8vF0RdfxsyTTj/UV3LYw2rq5P0H76G1upIwnZ6z711BVFLKaA9r5OG0QuHnCNvfQlKxHolPfNItkbBKE8bXhmhSJp3FmdnLmRR5aE4Zzi47Rdv2UFhQSGlrNU2ClGrBQLVHT6sYaNWaplGxdFIMy45MYHqSIcC6ThBEChrNrPMJxX6qavdbvyKKxDhMHBtiZa7MRIatFXVjDc6yMgTf52wwyOPjAquefCIxmW7wPoSiKNLZZKWx3Ox3KmirH6QKSiElOlXrF4nFpOkI0waroIYDoihi6XQGisJ67LBbbH6bssEgU0j9jgQ9bgT6GG+cHqYdXlcCURRxuzv9/Zz6VznZ7bW43V37PY9cHt5LMvWL0UNDE5HL9aOWG4pOJ7Zdu7Bs3oJl6xZsO3f5e6EPCqkUWUQPUdUjJuuN0QOFZpEHLbjuD6fNTf7GenZ+V+MXe8qVUiYtiGf6kqSAfqg9OFzs/PrDbnFRvK2RvPX1tNf3EvxqnZLsObFMmBuLPlbNZzvrefybImrabQCkRIZxy9JsTpkav0+rUVEQsee30bWxDmdFr4DMcO4E1DN+fcuRg8WYix8PUwxGWIiiiM1tG/GxhMoPbH2svb2dqKgoVqxYwZ133rnPfQ+WlDr55JNxOp08/vjjqNVq8vPz0Wq1LFiwgE8++YTly5dTVFSEVqslNDQUnU7H3XffzYcffsiTTz5JVlYW69at46qrrmL16tUcddRR/utOnTqVxx57jPT0dPR6PZGR++8DeM8997Bq1Sp++umn/e67NwRJqRHAmJywRBE2PgXf/sX7OOt4r52fanDVmuh2Y/rkE1qeeda/aK7MzCD65pvRHHvsAX95NlWU8e49t+Jxuzn64suZedJpQ/JyDkd43G6+evZxijavRyqTcdINfyJ77sLRHtbIoqMSdqzEs/1tZOY6/+ZShYKPw9XsjJ3IkpzzOTnj5F/tQy+6PFgrOindUURxZQkVljoaRYk/yW0WNUDv+ztZF8IJU+M4ITeWGckGZH2CJqvTzdbydq/lR0kL5c3dGBxdJHc1kdTVTKathVxnGzEdDSjMnXsdk9xo7Ff1tHdVZV94PAJttd1+Eqqx3ERXm33Afiq13FsFlaYjNkNHdEo4ypCR9SY/3OG0uQcST74kt8eKbVBIQGNQ+Xo79W1eHIo2KhSZfPiIJ5fLvJcqp1qfirJjv+foVVH2q3IK9T4eSRXl/iCKIq6aGiybt/iJKE97oFJUqtUSNmsWUnUYntY23O3tuNta8bR37NU2c2+QhIT4EmJfYty/8ioqkpCcHGT7iRO8Xu6dbP+mhspdvURgbLqW6UuTSZtm7Lf41mPn9zwgotFMIjn5MsLC0ggLTUOhGCNxya+EudVG8bZGCjc3YmrpTVA0BhUT5sSSPSeWnWYLj6wqoqDBm7xGaVTcsCST82Ylo9zPZ8ptcmDZXE/31kYifz+RkEzDsL6evhiT8eNhhjF5j51W+OhKKPjU+3jx7XDMXV5lwiDwdHXR9sortL/xJqLN+xlQL15E9C23EDJx4gFfdsfXX/LdK88hlck5728PE5c54ZBfyuEKS2cH7z9wN2211aj1Bs6+9+9EJiaN9rBGDqIItT/C9rcR9nyA1Nkr4NgSouKTcA0daQs5eeI5HJd8HCHyXyeE8FhcmIuaKdqVT3FdOVWOZhoIodpjoFrQYxYDF3qnx2k5YVocS3NiyYwOJKlaux2sL2lhfXEr60paae+yEW3tILmrieSuJiY5Wsm2e0ViUvteFrskEhRJSYFVTxmZqNLTkPZTQveH0+6mudLsJ6Eay02DxoPhkSEBvaAiEzX+/olBHDp6XAm8sbmPeGrqcSWw4nbunXiSyiTojF6iqW98PtyuBKIo4nS2BpBMNh/51LPN47Hu9zwKRYRXBBaSQGiPIKwPCTWW4kHR48GeX+CNzzdvwfrLL/7vtx7I4+IImzkT0eP2x+ietjY8nZ0HfT2pRtMrMIv0kVYRkb1Cs+hoQifnItlP3xSPR6D0p2a2f1NNW613XpRIIOOIaKYvTSYmNfAeD7DzM55ITMwphIWlEhqaMq5FZKIo0lzVRdHmBop/agqY74zJ4UycF0vKdCOfFDby9HcltHZ7+wZPitNy+7IJHJ1t3G/O6Kzt8vadKmwn7vZZSEew19qYjB8PQwxGWFhdVuasnDPiY9l6wVbCFIM7lPTFtm3bmDNnDh9++CFnnHHGPvc9WFJq6tSpLF++nL/85S8DzjXY8RaLhaioKL7//nvmzZvn3/eyyy7DarWycuVK/3Eff/wxp5124OvzZWVlHHHEETz++ONcdtllB3xcfwRJqRHAmJ6w8j+BD68Atx1iJsMF74Euca+7C3Y7He+spPXFF/1qsdAZMzDefNMBqzK3r/6c7199AalMzvl/e4TYzJFTHY8XeNwuvnj6UUq2bkIqk3PyzXeQNWve/g88HOC0QP4niDveQVK5wb/ZLJXwlVrNlzoDiRNOZXn2WcyInnHQC9yCw4OzykxXaSslRcWUdVRTRasvyfVWRJn6JblTE3WckBvL0pwYsqI1vV7vokhhYxfriprZ8UsR7XnFxJka/QluclcT4a69qzj6qipVmRko0zP2qarsD6vZ6bP3MNFQZqKlqgt3/95CEoiMV/dJcHXoooNVUEMBl8ODqcVKZ5M3ke2rqLSZnfs8Vq1T+no7BSa2OmPoXn3IDwWiKOJydey1yslurztAFaW2X6VTj22Hl4AaTRXlgcDV1OxPcC1bt+Cubwh4XhISQtjMmajnzf1/9t47zI3DvPb+TUGvW7C9cZdLUhRFiZJY1Ej1Zlm2JFuOneI4ybWtxHbsm+JYlntLbuLr5Euu7USOoziWZUm2ii3ZoiSr90qx7pLc3ht6B2bm+2OwKAtsYVsuKZznwYPFAAMMZoHBeeec97xYt27DvP6Mkh3BmqqiBAIoMzOkp2dQvDOkZzKC1YyX9MyMft+MXiRr0cVPFgBgMGC78AKcV1+D44rLkRbJg/aORXjnyUG6Xh3PzoFzeSycc2Uzay+ox5A3yy4/zq/wJSszAlWbfp25rJRiWP/szhCLDROLDxGPDeuf3cztZHIGi6UFu20dqcDZTHQ1MbgHkrHcsbB2lZM1W+voMat877keBr36/6O50sJfXbWWG89e2JUJoCYVBIO4rJ/vFc0fTxOs2H2sqvDU1+GF7+m3N3wA3vf/wDD/dzI1Ocn0D36A//5fQDoNgoDzhhvwfPpTGFtaFn1JTdN45Ht/z8FXX8TpqeUP/+FfMNvsi673bkPYO8N93/givtFh7JVVfPBL36ay4djiok8ZBMdg989R374bceZQdvGwLPGw3c7z1U1sO+NWbuq8iVbnkXeNKaEkib4AM11jdPfqRrFBwc+Y5mBQdTOoVBAnF4dlkAQuWl3N1evruPKMGmryorOTaZU3B3w83zXG/jf2k+zpLeDnTeEpTMo8nRayjLG1tbDraXUHxrY2xCXEB2maRmAqVmAS846Ei1K4JYNITasjG8NX2+7E5jq2jo0ydMTDc4SnvOsFUwlEAWeVeU4igX59olIJNE0hkZhcgKOPoqrFUetzYTR65k0iMJsakOWFhdOTCU3TSPb0ZPl59LXXUYPBgsdIlZXYtm3FunUbtgu2YWhuLsnJtFSKtM+X4eFelJlp/dqrc/a0dybPaDazcMdVHkSnE8fll+O45mpsF12EuIBApWkaw10+dj0xyOD+HO9u6HSz6aoWWjfk4qDnxvnlIGA21euc3LoKq7Uty9XN5qZlizNfCPpnd4JYbCiPow9luvaGUZQYNttqrOb1RMY3MrrPw2hXOht3KYoCrWdV0XZeDU8Fgvz7C33ZGX5bVlXy+WvXcl7rwqZc0Dn63PndJxorlj+eZjgVRalXX32Vbdu2LWlW1JGKUj/60Y+47bbb2LJlC1deeSW33HILGzduBEqLUq+//jpbtmwpihBMJpNs2rSJV199Nbve8PAwjY1L47Ojo6Ps2LGDHTt28KMf/WhJ68yHsii1DFjxB6zhN/WokMgk2OvgIz+Hhk0LrqIEg8z86D/x/uQnaHG9E8N6/vlU//ltWC+4YMGTNpqm8evvfYdDr76Eq6aWP/j7ctGbj3QqxSP//A/0vPEKkizz3v99Ox3nHVkMyykHTYPBV2DXT1H3PoCY0k8YqsArZjMPOWyMNZ/He9d+8Ihz6NVYmkR/gERfEF/PBD0T/QwIUwwKPkY1O4NqBUOKmyg5YimLAhd0VHH1+lquXF9LvUsXqTRFYepQP7tf3MXIrv0keg5T4x2jOTyJNT1PsSAIGFqaC7ueluiqLHgfisrMSCSbMz/eG8jOl8mHySpTuyo3C6q2zYlxGV1DpxvSKYXgVDzb5RTIK2wj/oULRIvDoItNtdaCLHmXx3rc53MVuiiL5zkduYuyKW+Wk97ppItOp9YswLTPR/S117OdUMm5eccGA5azN2LLFLjmjRsXLDKPFmo0mnVwpjOXucVyamyM1OBgbiVZxrZ1K45rr8Fx5ZXIFfN36EQCCfY8M8zeZ0ey8yfMdgNn7WjkrEubsDj095RITNA/8APC4YNEo30kk5MLbrcpUwwXilZtmWL4+M3T0mcdlC5oY7FhVPXIIhpURSYxuZ3g4CX4BxvRNJ2TiLJA64Yqxqtkftg9ymRY/w6vq3Pwt9eu5bK180ehngyseP54GmDF7+O3fqJHbqtpaN6qz5myLdwZnhwYYOpf/oXgb36rL5AkXDfcQNUnPo6pvX3BdRPRCP/z+c8QmJygc8uFvPd/f2FFfSdONkIz09z/jdvxjY3iqPJw65e/jbuu/mRv1olFOgHdv0XbdTccfhJB0wX/qCDwhM3Krxx2bB1Xc9OaW7i46eIjGjSf9idI9gVI9AUYPzxCT2CIAWmKYSHCcGaG64jqIk2OMznMMpevq+Gq9bXsWOPBYdZfT00m6X/7APtf3sXkni60gT4aAuM0hqcxaKVFCMFoxLhqVfFc1paWRTsi8pFKKHoXVF9OhIqHi0902ytNBUkF1U32E9oBf7ojEUtno/bmJhMslkrgqDBn4/XyO54c1ebj3pmmqmkSifHSXU6xEeKJMTRtMWFEwGSqLdnlZLE0YTI1IEmnlqCZHB4m+sqsUezVotlsot2OdcuWrBBlWtN53H+PNE1DDYXmMZjljGbJgQGUmZmCbbNffhnOa67RBaoFTqROD4fZ9eQgh16byIoxFXVWzrmqhTVbarNmxEBgF8PD/0M02ks01regWVAQZCyWliw3t1jbslzdZKo7bvspV18OE4sNZa9nzWHxxCiatsB3rQTScQfxiWvx924mPJWrbUw2mZZzPLwtJvnP/aMkFf235sozavmba9aytm5l1aArnj+eJng3xfc999xz7NixA6/XS0Wm7p8VlWZFKYChoSEeffRRHn/8cR555BG++93v8ulPf7qkKDUrkD3zzDNFgpPJZKK5ubnkegthdHSUyy67jK1bt3LXXXchHuP8vrIotQw4JQ5Y/kF9uPLkfjBY4eY74YwbFl0tNTHJ9A++j/+XD2RdJpazz6bqtk9i37Fj3i9tPBLmp3/3l3rRu/VC3vu5ctELkE4m+fX3vkPvW68jGQy876/vYNU5553szTpxCIzAO/foXVHe3MniQVnmIYeNpypq2bL2Jm7uvJl1lUuLoFEiqWyBm+gLMDM2Rb84xYA0xRBhhjUXQ4qbYdVFipxYYzdJ7Fhbw9Xra7m0vQLz9DiJw4eJHTrMxJ4uoocOYx0fxjCPq1KVJMSmFhxrO3NdT0fgqpyLWDiZLWwnegNMDIRIJ+YU1QJU1tuoW+WkrkN3WbprrCcsPuJ0haKohKYzwtNEYWEb8sWL8v3zYbLJhfnxsx1PNVZMx1EMPL4uykw+fF6X06yrUpIWd/+sZKiRCNE338w6LRMHuiiwJgsC5vXrs51Q1vPORbSunPec6Okh9PjjBHc+TqKrK3eHJGHdshnnNRmBqrr0SelUQuHAS6PsenIoG90pGUTWXVDPOVc0464tfK/pdJhorJ9YtJ9otI9otJ9orI9otI90OljqJQC9GDabm+YIVnpBrBfDheRUUWL6ZzZbyA4VdDst9FqZV8ycjGnSP7eWJizmZiyWJgzGKmLRPkLhbsLhA4TDB4jFcuJeOuYkOLiFwMCFJPy5eC2jVUFtTPFgIEVXQgYBNrdV8LfXrmNz2+KuzOXAKcEfT3GcEvu491m47w8hHoCKNvjI/eBZPGUgtncfU//yL0Sef15fIAg4r7uWqk98EvPa+dcf7znEPV/6G1QlzeUf+wSbrn3vcXojpzaC05Pc9/XbCUyM4/TUcuuXv4Wrpu5kb9aJw9g78PbdqLvvRYz7s4vfMpl4yGFjX81qrl13Kzd23EitrXbRp9M0DcUbJ9EXJNEXIN7rZ9w/yYCk8/RRIZ1JLHAzrjrQ8ma41jnNXLW+lqvPrGVznQVtYIBkbw+h7kNM7D5Auq8X+8w44jynKlSTGUN7O/Y1qzFmup5MHR0YmpqOaD7y7PsITsez/Hy8L8j0cBhNLXxtURaoacnNgqprd2Fzn1qiwUpAKqHMEZ1yf8dCCws5NrdJN4XVWnF7clzd6TEf11QCVU0Qj4/l8fNc9HU8NkwiOTGnA6YYgiBhMtXP6XJqzM5zMpnqEMVTe5ZYanKS6Kuv6Z1QL79CamSk4H7BZMJ63rnZTijz+vUI8sowVmqKQuzttwnufJzQ44+TnpjI3idardgvvRTHNddg334JoqV4fhRA2Bdn91PD7Ht+JNutZ3Ea2XhZExu2N2K25QR9PSXAm8fNdZ4ei/YRjfUvWPOJoiWvq6otLwGhDYOhouicWyoVKJlEMGsOU9ViE2w+9JqgAYu5OcPPm3S+bmlGFM1EIgcJhQ8QDncRDh8omEGcCDQQ6L+A4OBW0rGcQGWtTOGtTvOzyRQzGBAEuGlTI5+7cg3NlSujbjsl+ONpgCMRLFYSrrvuOvbs2UN3d3dRl5Lf78+KP/mi1IEDB1i/fj379u1j/fr1ANx55518/OMfLxCl8vGFL3yBRx99lN27d/PSSy9x0UUXMT09nZ0HFQqF8Hg83HnnnfzhH/5hyW09ElFqZGSEyy67jPPOO4+f/vSnSEfIoUqhLEotA06ZA1Y8CL/4GBx+EhDg6m/ABZ+aN8M+H6nxcWb+88f477sPLaH/SJrWn0H1Jz+J48orEUqop+OHD3LPl/8WVUlzxZ/cxjnXvOd4v6NTCqlkgl9999v073oT2WDkfX/7Jdo2LtyxdkoiFYfuR+Htu9F6ny5wXO60WXnIYUNuvYSb19zCFS1XLJpDPxv1kejVRajURIQZIZQtckeEZDaWb1x1oOYVuR67kcsbzewwBDl7phett4dEz2GS/QN69E0JJEWZqYo6tJY2Ktevpe38DdjXdOquSsPRdQ6oqoZ3NJwVocZ7AgWzUWZhtMjUrXJSm8mZr13lOq7Cx+kMVdUIzcSzXU75kR6hmXjRyYR8GM1ScYxHrS5A5RcQx7Z9sy7KOV1Os0OLj8hFWbrL6VR0US4GNZEgtuudbCRfbM+eou+ucXVHthPKunnzkuMxTzaS/f168btzJ/H9+3N3iCLW88/Hcc3VOK66CkNN8VBfVVHpeXuKXU8MMjmQcVoK0H62h3OuaqGu3bloR3Mq5SMa6yshWPUvWKCKohmrpRWzpYlk0ks8PlRQgM4Hg6GyQHCaLWwtlmbM5gZEcemf3XQ6TDjSTTjURTjSRTh0gHCkm8hMZbb4VeK5z4HBOU685hCDVj/9iSoaPWfxicu3s75h+eZHlcIpwx9PYZwy+3jqIPzsg/qsTbMLbv0faN+xpFVje/Yw/cN/J/y732WX2a+8gupP3oZlw5kl13nrNw/z9H/fiSTLfPgb/0Rt++rj8S5OWQQmJ7jv67cTnJrAVVvHrV/6Nk7P8g1UXzZEpmH3fbpZbGJvdvGEJPEru43fON2s6byemztvZnPdZkRhfnespmmkp2MkegNZs1gyEGdM9DEgTtEvTjOKmI3lm9EKT9p0eqxc7pHYzjQdYz0kew+TPNxTdCI7H2GDGV91I1J7O3VnnUHzOeuxdK5Grq8vWYsuBemkwuRAqCCpoJQYYq8wFSQVeJodSIZyF9RSkE4pBKZiutg0URi5FwksHIdtcRoL+LluDrPi8liOWyqBosTzupwKUwjisRESyUkWdLABgmDEbK7PGcLmcHSjsWZFxLEdTyiBAJHXXiP6yqtEXn2F5OGewgfIMpaNG7OdUJZN55yQtILjDU1Vie16h9DOnQQff5z0WC4KXLBYsO/YgfOaq7Fv314yFSUZS7PvhVF2PzVE2KefN5NNEusvrOfsK5pxVpcWtbKvr6kkEuNF3Dwa7SMeH1pQAJVlF1brKozGqoyQOrSE+Ha9vsxxc90UNis8mUy1CMLSv2uJ5HRWoAqHMtfhXiITnQT6LyQ0cg6aMsv5VYyePvwV/fSZ4owl6tjcuZU/27GlIK71ZOCU4Y+nOE5VUaqvr48LL7yQyspKvv71r7Nx40bS6TRPPPEEP/jBDzhw4ABQKEqlUik6OjrYtm0b3/zmNzl06BB/9Vd/RXd3d1aU+uxnP8t1113HmjVr8Pl83HbbbbS1tXHvvfcyMjJCc3Mz//Vf/8X111+PxWLBbrdzxx138MMf/pDvfve7XHzxxQSDQV566SXsdjsf/ehHlyxKzUb2tbS08JOf/KRAkKqrO3qTVlmUWgacrANW2htHchgRjoQQK2n47d/CG/+p3z7vY3D9P4K0tBOv6akpZv7rLnw//3l2hoapczVVn/gkzuuuLXKjvfnowzzzk0zR+83vUruqY+nbehohlYjz0D9+k8E9u5BNJm762y/TsuHsk71Zxw+aBqNvw6670fbcjxAPZO96w2ziIbuNN6ubuXbNLdy0+iZanPPPPkgHEiR7c51Q6akYKirjYoABcZJ+cZoRYFCtYFBxM60VRkO2SQkuig6zrf9N2rvfRFRLE7eYZGTIUcOgo5bpqgZc69awevNZbL1wA7UVx5bJHQ+nskOOx3uDTPYHSc3tgkJv7Z91V9a2O6mss5W7oBaApmqE/YlCR2VmeHFwOoaqzP8TJhvFkvnx7horFofhmDs5i12UebEd8RHiiXH0wMr5IQhyxkXZUFjUZuY5nQ4uynxoqori95OemiI9OaVfT02Rnp7WrycmiO/fnzVCzMLQ2Ij1gm26ELVtK7LHc5LewfFDcmhIL353Pk58z57cHYKA5bxz9RlUV1+FYQ4h1DSNscN+3n58kP49udgRo1nKzjRz11hw11qztxcTuvVieEIvhvO7rGJ9xGJD88Z4SJK9oIjVBajm7GdZlkvH+GqahpZIoEaj+iUSRY1Gsre1ZBJDXR3G1lakqqp5v6uaphKLDRIOdxEMdjF0wM/o3koCQ2vR1AzHEVRstftwtb2MoW4/caGe1tqzqas+C4f9DOz2tcsaYVkueE88TtY+Tk1GkT1HON8xMg0//wgMvQqiDDf8M5xb2vVYCvGuLqZ/+O+Edu7MdpDatl9C9Sdvw3puoQlK0zQe/qdv0fPGK7hr6/mDv/8XTCuoq3Q54R8f476v305oZgp3XT23fvk7OKoWjlA8paCk4fAT8PZP0Q7uRFB1wSUJPGWz8pDdxnTDWdy05gPc0H4DLlNpY4emaqQno1l+nugLoIZSpEgzJM4wIE0xIMwwgplBpYJB1U1Iy518ENDYKEW4yN/LlsOvUjvQPe8m+402hhy1DDpqCdc14TnrDM7YupHN56/JxvkdDTRNNzDNxvBN9AaYHgpnI7dmIUoCnhZHNoavrt2JveLUOVl2MqCkVYLTsSw/z815iuon5hc4y2S2GQrmr7ozxjCXx3JcIsrT6fC8XU6x+Aip1MyizyGK5rwup9w8J533NGI0eoq6yE9laOm0Hkedz8/zLqnRURLd3UVpBaYz1mWNYpZzz0Oyr9w5V0uBpmnE9+wh+NhOQjt3FojmgtmM/ZJL9A6qSy8teq+KonL4jUnefmKQmeFwdrnVaSz4nOv8fGlzh1U1RTw+nBWp8gWrRGJs3vUMhqqMCayxBEdvmLe+1FQVLRbLcfT8SyQKaBiamjG2tSLZ5x/XoaoJIpFewuED+GcOMbAnwfiBBiKTuchhUY7jaHoTZ9vLqO4RkDtY3XgOle71OOxnYLOtPiID27GizNGXB6eqKAUwNjbGt771LR555BHGxsbweDycd955fO5zn+PSSy8FCkUpgBdffJHbbruNQ4cOsXnzZj7zmc/wwQ9+MCtKffrTn+a3v/0tw8PDOJ1Orr32Wr73ve9lO6O+8Y1v8P3vf5+JiQn+6I/+iLvuugtN0/jXf/1Xvv/979Pb24vb7ebcc8/l9ttvZ/v27UsWpe666y4+9rGPlbzvWKSisii1DDgZByxN05j8/jso/gSO7U3YttYtffifpsErP4CdtwMatF8Gt/637sxcItI+H97//m98P70bNaz/yBpbW6n6xCdwvfeGbEeJXvR+k543XsVdV88ffOfdV/Sm4nEe/D9fZ2jfbgwmMzf/3VdpWr/hZG/W8UF4Enbfi7brZwiTOaf/mCTxK4eNXzucrGq7nJs7b+aSpkuQ5zjE5kZ9JPoCKF7doZ9GYUT00i9NMSBNM6yasrEfQa3QYbTO288FY/u4YGwvzeGpgvviJgt9thoGMsXtoKOWUVctLWtXccnaGrav8bChwYV4lGKQqmr4xvJnQQXxTxTP9jGYJWrbMhEfHfosqOPVhXM6QdM0ooFkyfz4wFQMJTW/sCPJYpbUF0Tu1VqxuozHJDzNxpMVdzmNEI+PHoGLsqGoy2m2yD1SJ9pKhZZK6YXsbPE6OUdsyhOf5utYzIdUXY1tmy5AWbdtw9jUtAzv4uQhOTxC6IknCD32GLF33im4z7JpE45rrsZ59dUYGhoK7vOORdj15CAHX51ASc//PbE4DEWF8OzJH3kRHqGqaeLxYSLTB4iNH0ZKWTAqLgyKHSEOWrRU4ZonMEVKFLXRKKgLC7azEG02jK2tGFpbMLa2Ymxty1y3IFVWlvyOR4I+9r+8n0OvB/EN54pZ0RDF0fQGrraXsVQfRhCgpflP6ey8fUnbcjxQLnhPPE7GPlbCScb/4XVkjwXn5S2Y11ct3XCSisPDfw57f6nfvuizcMVX4Ai6QBI9PUz/+78TfOTR7HfLum0b1Z/8JNatW7Lfk1g4xP98/jOEpqdYe8ElvOcv//ZdF7XtHR3h/m/cTtg7Q0VDE7d+6VvYK6tO9mYdH0x2wa6for1zL0IkN19wr9HIQw4bz7k9XLT6Bm7pvIUzq84s+t9rqkZqLJJNK0j2B1AzMw1jJBmUpumX9BmuQ6qDQdXNkOImQY7bGtQ0myYPcuHYXraO7cedDBe8ht/qptfmYdBRmzWKeasaOfPMVrav8bCj00NL1dHXjemUwtRASE8q6NOTCqLB4s4cq8tIfbsrk1TgwtNiP67xb6cLVEUl5I3nCU6xjDksSsibWDiVwCJnDWFzI7GPpR7SNI10Oli60ymmc/Z02r/o80iSPcfPLTnhyZKJ2DMY5jfFnEpQ4/Fifj5VbAxTvN5CwWkeGNvbs51Q1i2bF5yPeqpD0zTi+/YT2vkYwZ2PF8yJFYxGbJdcondQXXYZksNRsN5wl4+3nxhkaL93/hcQwFFp1jm6J5PakZlb7Kg0Iy4yC01RYkSjA0Qm9pGcGsGgODMXG8TSOg+fIyqVFJvyLrMm9KVAqqrSOXlLC8a21gw/b8XQ0lpSnNQ0jZmxYfa9eJjeNxNE/Xnzv63TuFpfwdX2MkaH/vt19sY7qa6+fMnbc6woc/TlwaksSpWxNJRFqWXASSl4gwkm/987KAHdQS7aDNgvacS+rR7RvERHUddv4Jd/CqkoeNbBR+6DitYj3I4g3p/+FN9//wQloHfHGBobqfpf/wvXzTchGo2FRe+F23nPZ/7mtCB1S0EyFuWBv/8aI137MFos3Px3X6Nx3fqTvVnHBiUFB3fqXVGHHkdQ9QI1Lgj8zmrhYYeNUU8n719zCzd23EiNNRd/UirqQ8mLbYiTYkieZtDipS81xbBiz8Z+xPOKXFlJc87UIS4Y28u28f1UJkIIFRVE6prpt9XwBi4OmKoZcNTiMzlAEGiutLC908P2NR4u7Kg6aqdlPJJioj9vFlRfMJsbnQ93rbUgZ76i3nbUwtfpBk3TiIdT+CeihYXtlH5dNFsrD6Io4PRYijqeXDUWHBXmo+40S6dDmflNxV1OsfgwqdQCRUR228yZArZBF5tMuS4ns7kJo7H6lHZRqrFYYeE6WUJomppC8fmWVMjOQqqoQPZ48i7V2b9Nq1djXL36XfObMRepsTFCTzxBcOfjxN56q2C/mjdu1GdQXXN1gVCXTikEp3Iz1LLC7kS05Mm4WQiagtuaoNKSwGWKYReimNUQxkQQMexDmZnR/9/T00dUpB4JBIsF0WotuAiSRGp0lNTY2IKfK9FuzxXAWdGqFWNbG5LbjSAI+CeidL86TvcrY4S8uQ481ezH0foahjWd/P57/vSEvLdSKBe8Jx4nYx/Hur147z6AltQFIbnWivOyZiwbPUv7jdI0eOY78Ow/6LfPuBFu+ncwHtnJ+eTAANN33kngoYezBgDLuedSfdtt2C6+CEEQGD3Yxb1f/TyqonDV//oUG6+89ohe41TGzMgQ93/ji0R8XqqaWvjgl76FzX2Kn1CN+XVBc9fdMPJmdvGMKPKI3cbDDhv2pq3c3HkzV7dejdWQ+0xpikpyJExy1ijWH0DL47dBIcaAYZpB4zR9qQDDGX4+qjpJkxNw7MkoW8f3c8HYXs6dPIhFSUJdPT5PI4fM1bymuemxVjNkryVi1E1mZzW62L6mmu2dHs5trcCwyMnX+RDyxgtMYtNDoaIuelEUqG62FyQVOCrN71qeMReaqhHyxQnk8/PJJaYSmCSdl3sKkwnctVbM9qNLJZidvVPY5ZTP0UdQlPCizyPLrmxXSL4hbFZ8kuWFY49XMjRNQw2Fijl6CbFJDS0W5ZYHSUKuqprD0T3INfq1ecMGDLWLz5s7HaFpGomuLoI7dxJ6bCfJ/v7sfYLBgO3CC3Fcey2Oyy8riBVPxNL69ylTA2fjLCeiJc8nzEImRZU9idsSxylHsQkRzOkwhkQAIejL8vP09HR2DvxxhSAUcnObfk1aITk0hDKzcLehVF2d4+UZM9msgCXabGiaxnhPgK5Xxjn8xkThvnCNULHqRRq2/TmXnrPx+L+3eVDm6MuDsih1+qMsSi0DTtYBS0urRN+aJPjMULa7RDDL2C9qwHFRA6J1CSfdR3fBPb8HoTGweeD37oHmzUe8LUo4gv/n9zDzX3dlf5Tkujqq/vRPcX/wA4wP9vHzr3weTVW56uOfYuMVp3/Rm4hGeeA7X2H04AGMFiu33P51GtasO9mbdfSY2KfPidp9L0I0Nz/kHZORh+02fudws639Gm7pvIXz685HFMR5oz7yERbiDJpG6VfH6SfBkKYXuSOqq6DItaVibB4/wMXRIS6uBGdbK2MVdbwluHkibOE1X+Hhy2qUuKC9iu1rdCGqrcp6xMWGpmr4xqMFOfO+8RJdUCaJmra8YcerXJjt5S6oeCSVF+MRLShwk7H5O2QEARxVZt1BWVtY2C7FKTYXORdl6XlOsfgw6XRg0efJuigtmaK2wEXZiMFQulNjJUPTNNRgsEQ0R7HYNNsVuyRIEnJ1dWERW12dLWSzl6oqhFMgX34lIDUxqXdQ7dxJ9I03CgWqM8/Ecc01OK+5GmNrzlyiaRpqIJA9IREfnSA8ME5seJzkxCTK9AwEvEgRP4bUEfx/AYwmJKcT0WbVL9li1VYkLInWuY+xIlitSDYbwuw6FvOCA+nVRILU0BDJgQGSA4OZ6wGSgwOkx8YXFqwcjoJi2NDSgtfYQO+IgUO7/aiZDkzTOid/9tnzj2w/HAPKBe+Jx8nax0okRfjFEcIvjqJljBZytQXHpU1YN9UgLOV37J2fw8OfAjUFjefpHN1x5CcAUyMjzPznf+L/xS/RkrowbT7rLKpv+yT2yy7jjUce5Lmf/hjZYOQj3/ountZVR/wapxqmhwa4/xtfJBrwU93Sxgfv+CZWl/tkb9bRQVWg71mdo3c9gpDWa8IU8LzVwkN2G3sqGnjP6vdxc+fNtLv1uCQtrZIcDuU6oQaCWSEVQEPDK4UYMIzSr04wgMiQqsfyTagONHJ8xxP1ceH4Pi5RJjmvzorc2kq/zcMrqpvf+g30RgqPzx6HiUs6q9mxxsPFq6upsh95JJOSUpkaChWIUBF/ouhxFqeRulW5pIKaFseiXcGnOzRNI+JPZuP18hMJApOxBbutJYNYlEgwe300qQSappJMTue6nGIjxBMjmWg93SymqsVzeOciO7cyr9MpF4XdsKzRvMcLmqqieL3FHL1E5PXcqOuFIJhMxUJTCWOYVFGxIC8rQ4emaSQOHsrMoNpZOFtLlrFdcIHeQXXFFQWdZJqiZP+/qakpYsMThAfGiI9MkJqcRvVOQ9CHHPUjK/PPei0Jqw3JYUeyleDkthwPL8ndZ/l63rqCeWHhXgmFMty8n9TgIMn+gSxPV3y+BTdV9ngKEhDEplbGUx4O96kMdQeyQSQbP9jOJVe0Hdl+OAaUOfryoCxKnf4oi1LLgJN9wNIUjeg7k4SeHiI9pZM2wSRhv6Ae+8WNSPZFTvgFRuCeD8H4HpDN8P4fwIabj2pb1FgM//33M/Oj/yQ9qbfaStXVVH3sYxx2mXnh/p+9K4reeCTMA9/+CmOHuzHZbHzg9m9Qt3rNyd6sI0fUqzsu3/4pjO3KLp6SRH5tt/Gw3Y5ceya3dN7Ce9rfg9PgnDfqYxYaaXzJQXrjPQya4ww53NlYvnHVgUbuRI1HjbHdEuPKVjsXbGzDW93A86Mxnjs4xcu9M0SThY6iMxucbF/j4ZLOas5vrcQoH5l4kYilmcjLmZ/oD5KIFosnLo8lW9zWtTupbLC/a7ugkvF0TniaKIzci0cWcGoJ+tDo2YHF7rzC1lltQTqC/53uopzJCkwFs5yOyEXpzohOuXg9SzY3vvGUclHmFzoLik3T00dWyJrNxQXsrPiUJzhJFRVHPXS8jMWRnpoi9OSTBHc+TvS11wri70xr1iCYTEfnmBQlcLpJ29wkjU5iop2IaiMmOUganQUXRdZJpdEs4a6zUVFnzVz0v50eC9JRut2PFGo8XlqwGhggPT6+4Lqauxrv6u302zaw7XIPqz905bJsM5x8/vhuwMnex2osTfilUcIvjmT5kOQ24bi0Gdt5tYvPhe1/Ee79fYj5wNWspxrUHl3HfWpiEu+Pf4zv3nvR4voJLtPatVR98hP8btcr9O16k4qGJv7gO9/DaF54EPupjKmBPu7/5h3EggE8rav4wB3fxOpceoT5isFMD7xzD+y6B4LD2cWHDAYecth41G5nXcsl3NJ5C5c2XYqsiiQGQ7m0gsEQzBEfVC3BWOIQfclBBu0aQ+aKzHyoCnxaYafeajXEpc40V3ZWcNZZ7RwyVfJcf5DnDk7x9pAfJS/KzSiJnN9WoRvFOj2cUe84Yj4V9iV08alPTyqYHAyhpgtPXQiiQHXTbBeULkQ5qt6dXVCaphELpTKcfG4ywSKpBJKAs9pSGPGbuba7TUeUSqBpConERIno61mT2CiaNn8X9yxMxtqCLqfCTqdGJOnUOWZpyWTJpIGiFIKZGVDm/z/NhehwLElsEh1H/v0rY+lIHD6sd1DtfJzEwYO5OyQJy4YNqIkE6elpPSJxifHVABiNaI5K0hYXCaOTqKBz9IRB5+iJLEd3oIm6OdbqNFJRZy3i6fYK07J9BpRgMI+bF4pWit+/8Lr1q5ho286IaTW3/OVGbGcs3/m0k80f3y0oi1KnP8qi1DJgpRywNFUjtnea0FNDpMYjAAgGEduWOhzbm5BcC7jQEmH45Z/Bwd/qty//ElzyV3rLwlFATSYJPPAAM/9xJ6nRUQBEt5u3N61jxDtFZUMTv3+aFr2xcIhffuvLTPQewmx38IEvfoPa9tUne7OWDlWBnqf0eL6uRxEUvVBIAc9YLTzksLPLWcU17e/hlvabWZ1oIdkXJN7rJ9nnR0sWHkY0JUF65jDjsR4GTSEGq+wM2zzZWL4ZrTBjeLXLwDVnNXDNOU20VVl5udfLcweneO7QFEPeQqdctd3IJZ0etq+p5uLVHjyOpTstNVXDPxnNuivHewN4xyJFY4Fko0htmzObM1+3yonF8e7q7Egllbwup8LCNrZAHBiAzWUsiNk7kmGus9BdlFN6AZvpbprb9aSqizvIDIaqOZ1OTQUFrSzPP6B1pUBNJlFmhwzPxuXNFq/5zkmv98gKWaeztNA0J6pDtNvLhewKQ9rrJfTkk4Qe20nk1VdL/t8llwvJU41cnfnfVlfrJyiqq5GqM8s91XrM3RwxUVM1wv5EQQygfzKKfzxKcDo2b4OSKArZQc4V9ZliuFa/Ph6Dy5cKNR4nOagXw6msWKXfTk9MFDzW87nPUf2Jjy/btq0U/ng6Y6XsYzWhEHl1jNBzw6hhXSgWnUZ9LuyWRebCzvTA3R8Ebw8YHXDrXbD66MXT9MwM3rv+G9/dd+sz3QCto51nPXaisQhnXHIZ1/3F/z4tj/WT/b3c/807iIeC1Kzq4AN3fBOL/RTqoEiEYf9D8PbdMPhSdnFQFPiNzcaDDhu+ilZu6ryZ97XcSOW0VTeK9fhIDodhzvlPNREiMdPNcGqAQWuCIY+bIUM1g2oFg4qbCHlz+IDz661cc04zV5/VgEESee7gFM8emuLFw9P4o4UGiHaPje2dHnas8bC1vRKrcenHfSWtMj0ULkgqCPtKdEE5DNSuyglQNa1ODKZ3V2dHPJIRnuZGYk8uHAcmiEImlcBSYBBz1VhxVJqWnEqgqikSibFcl1PBbKdREokxNG2x+aEiZlPdPF1OjZjN9YjikXfTLTfUSKS00DTHGLbYifgCCAJSZWVpoWlOAoFYPqG74pDo7SP0+E6COx8nceBA8QNEEamqspCfz8PRS9VgSlolNBPPcfPZWMDxCJHA/DW6bJKoyMysqqy34s7wc3eNFWkxs8xxhBII6Bw9r7MqOThAqn8gOxpkFq33/Azrpk3Ltm0rhT+e7iiLUqc/yqLUMuBkHbAOHz6M2Wymac7Qd03TiB/wEnxqkNRwpjtAErBt1sUpuXKeD4KqwON3wCvf12+f8/twwz+DfPQn4LVUisCvfs30f/w7qYFBEpLIC+taSMgSZ2y7mOs/93dH/dwrEbFQkPu/eQdT/b1YHE4+cMc3qWlrP9mbtTRMH4ZdP9XjYkJj2cVdRgMP2W08arfRWbuVj9hvYuNEA0pfGMUPaIXFn5aKocwcJuk9yIg2wZDbwHBjA0PG6ozb0k1Iy30GBeD8tgquXl/HFWfUEE6kdRHq4DRvDfpI5zktDZLAea05p+X6eueSO5SS8bQ+C6on0wnVFyjZBeWsNmdz5uvaXVQ12o44Lu5UhJJSCUzlupz8U7kCt1QcSj4sDkPWRenKDC521+qZ8ks5OVDgosxzUObmO40twUUpYDLWFHQ5FXY6NaxoF6USjpCemiyczTTXRTk5VUTQF4QgIGWz4DMiU3WJXPjq6nIhe5og7fMRffVVBKMpV9BWVSGeoIhEJaXin9IFKt94FN94RL+eiC7owra5jLjrbFQWuDdt2NxHHv1zLFCjUZJDwyQH+kkODGDbdgGWszYs2+uXC94Tj5O1j9966y1Wr15d9JpaSiHy+gShZ4eyMzWXNBc26oV7/xAGXgBBguv/D2z+s2PaRsXvx/s/P8X7P/+DGgzitZl5taMBTRC4+n/9BWdded0xPf9Kw0TvYX7xzTuIR8LUdXRyy+3fwGxf+WYUNA0GXtLNYvseQkjpxkMFeNli5iG7jeftDq5ouI4PSFfTPGQjNRhBjchA4fFUjflQpg8S9R9mSPYxXG1nsK6RIbGSQaWCYdVNgtxn0GwQ2d7p4eoz67ioo4pDk+GsUezgRGEHusMsc1FHdTaxoLly6TPQIoFE1iQ22wWlpAoVNEGAqiY7dbMiVIcLZ7XltBRP5yIZSxfE7OX/nYgsIPgI4KgwZ7uc8jufHFXmJaUSKEqCRGK0iKPPzndKJCYpUjvnboYgYzY1zDvPyWSqRRRXZuy5pmkofv+8QpOSl0CgHsm8TYNhjgEs7+/qPI5eWYlgWJn7powjQ3JggNjuPUhud46jn8CIxGQ8jW88in+Wm2d4emAyhqqWPu0rCOCstmR5uTsvAcFsW97PoeL3Z0QqXbSq/OgfIS0jjytz9OVBWZQ6/VEWpZYBJ+OAFY/H+bd/+zfC4TDnnXceV1xxBVZrIfnXNI3EIT/BpwZJ9gf1haKAdVMNjsuaMVTPc4L2tTvht38Lmgptl8CtPwFr5TFtr5ZOE/ztY0z/+w8ZHxvhlY4GEAQuXLWWzX9zO3JV1TE9/0pANBjg/m98kenBfqwuNx+845tUt7Sd7M1aGPEg7HtQH4g89Gp2sU8U+a3VyuspFy2hc7hYPZ+adBOiWI0wp2jQkhHSM4dQpg+SiAwyvqqKkYYG+gxGBhQng6qbIcVNgtx6Rllke2c1V6+vY2OTi72jetzHC4en8UYKxYe2KmtWhLqgowqbaXGnpaZpBCZjBTnz3tFwkaNfNoh4Wh0FIpTVefp2QSmKSmg6XpgfPxnFPxEj5IsXdYnlw2STS+bHu2qsmBbpelDVJInE+LxdTonE+NJdlPN0Oa1EF2W2kC3Ifi/tnNSOtJAtKF7ndDV5ajLzmioR5OXrSCmjjFlomkbYl9DFqokIvrHM9XiU6ALOTYNJmlMIW6mst+GusR5RXNCpgnLBe+JxMvbxyMgId955J0ajkUsvvZStW7cizTnppKVVIm9NEHpmODcX1iLjuKgB+4XzzIVNJ+HXfwnv/Ey/ve0v4Opv6LGbxwAlFML3s3vw3nUX3QaNg/VVSJrGey9/D6s+9qeIppX123o0GDvUzS+//WUS0Qj1a9Zxyxe+hslqW3zFk4nAsB7Nt+tu8PVlF/fLMr+x2DgQreb82FbOTZ+FS6lHkKuKBBo1Oo0yfZD09CEiTDHW0chwjYdeDNno7FHVhZIXnV1hNXDlGbVctb6WepeZV/u8PHdomld7Z0jkxf0JAmxscrOjUxeizml2Iy/BxKUoKjPD4YKkgtBMcbe72Wagrj2XVFDT6sA4n2h7GiCVUAhM6Zw8MJXpdsp0P8RCC8fw2tymbJdTVoCqseL0mBdNJVCUaF60Xr4hTOfryeTUotsuisaswGQ2N8zpcmrEZKpBEFZWB5uWTpOemY25nizuaJrOiU7aEcQgC1ZrIUcv6GzKiU2Sy1WOuS7jpEBRVIJTMV2wmojiG4vgy1wv1F1pcRiyAtUsT69qsGGvOD2FhDJHXx6URanTH2VRahlwMg5YsViMnTt3smvXLgCsVitXXXUVZ599NmIJgpPoDRB8apDEYb++QADL2R6clzVjqC1RlB16Eu7/Y0iGoGq1nmFf1XHM262pKqHHn+DFO/8f+2UVSVG5aHCK5vffRNWf/imG2iMf4LwSEPH7uP8bX2RmeBCbu4IPfunbVDU1n+zNKg1V1Z22b98NB34FKf1kuKpBX8yKz9eBMXIhTts6JHcbglR4YkRNBFF9vQhSANkjkm6rYthhpycapWt0ksG0k0GlglHVSZpcAeKyyFyxrpbL1nmwGmVe6/Py7MEpusZDBc9vN8lc0FHF9jUednR6aKla3GmZjKeZHNCHHU9kitxS84wcVeaCnPmqJvuyzTxZLqiqRtgbz7bv58d4BGfiaPM4owAMZilTyFoKI/dqrJjt87ujsi7KrINyuGC+UyIxwYKKFyAIBsym+rxOpyYsGfFJL2hXjotSL2RncmLTdHE0x+y8piOZ5yNarQUdTFKR2JSZ1+R2vyucwWWcnkhEU5niN4p/IufeDEzF5j0+mW0GGte6aVpXSdPaClw1p4c7vlzwnnicjH08OTnJr371K4aH9Tk/NTU13HDDDbS0tBQ9dv65sA3YL24ongurafD8P8FT39Rvr70ebr4TTMfe8aNGo3jv+TmP/upeps0G7PEk231xav7kT6j40IcQLSu323ghjHQf4IHvfJlkLEbjuvXc/HdfxWhZehfPsiIVg65H4e2fovU+g5DhTnFNoDfkJOLbgD25FatzLZKrsWh1NTyBGhpANEeR6gxEW2sYMJnoCQToHg9ko7OnNDtaXhdVc4Ul2w0VTii8eHia5w5NMRYoFItqnSa2d3rYvsbDxaurqbAtbuSKBpMFMXxTAyHSJbqgKhvsWX5e1+46bY7z+UinFAJTsYL5q4FM5NZCUVsAFqexkJ97Mp1PHsuCqQTpdGjeLqd4fJRUyrvodkuStUQKQW7mqtFYhSCsjHpKTSSKI60LjGGZCL2ZGebNHy4ByeUqiMrLcvICrl6DZF/hYncZZcwDTdOIBpM6L88IVbNdVqXiU2fh9FhoWltB09oKGtdWnDYG3zJHXx6URanTH2VRahlwsg5Yhw7/PaFQgt3vRBkclFFVA83Nzdxwww3UziPuJAaDhJ4aIt6VI6CWM6twXN6CsXFOQTuxD+6+VR+ea3TARX8JF/w5GI+dbClKmvv/5jOMjAxijyW56NAwsizjev/7qPj938e8bt0xv8ZyIezzcv/Xb8c7Ooy9opIPfvnbVDY0Lb7iMkMZ2ofywn8g9T6ClJrOLk9EbISDZxMTrkdznoUgznXzRhANQeQaGfNaD5ZzOggajXR3d3PgwAEODE4yqFYwpLqZUB0FRW6D28zV6+vY0ODEF03xYs80r/TOEE8VOi3PanRli9xNLW4MCwhFmqYRnI7p7soefeDxzHBxF5Qki9S0OjIOS73ItS00V+0UwuyMl1nBKb+wDUzHigY/50M2iplCtlh4sjgMJU8AZF2UeZ1OsbyIvaW5KE3zFLQrx0WpxuOlBw3Pjerweo+skHW7S8dzzLmItnIhW8a7F0pajxCdjQD0Z2JGvGMR0snCE5j2ChONeQWwY75Y4hWOcsF74nEy9rGqJtm7738TDnl4860gM9M2QOScc87hqquuwlbiWJ+bCztIalw3CwkGEdvWehzbG5Gcc/jL3l/Cg7eBkgB3qz4LdsMtcByc96GJcf7nbz5FLBGnaSbIxuEppMpKKj7yEdy3fhBDTc0xv8ZyYfjAXh74+6+RisdoWr+Bmz7/lRU3z1ZTVZS9v0N77cdIo08jqrn5qVF/NeHoFuKG9yA6WovXTfsQLTGMjRYsZ9ZjOrOD8UiErq4u9u8/wKGZeDY6268VCnEbGp1cua6Wlior/dMRnj88zTtDfvK9AUZZZOuqyixHX1O78FxJVVGZGYkUiFDB6eIuKJNVpnaVi/oOvROqts152nRBKWmV4HSh8DR7vVgqgdlmKJFIoF+XmsWoaRrptL9gntOsIWz2kk4HF91mWXYs2OlkMFScVIFQ0zTUcLi02DSHq6vBxd9vFqKInI25zs1PnRWaDLPCk8dzwmKQyyjjVEAynta7qjLc3D8exZvptJprKKtssOki1boKGjrdmEp1fp8CKHP05UFZlDr9URallgEnp+BN8btnNiMy22UiEg5X4vd7CAVr6ey8jksvfS+meSI3kiNhQk8PEts7k11mXleJ47JmTK157yE0rmfYD7+m37bVwKWfh3M/CtKx/cBE/D7+5/OfIeL30SYYWb8rN/zRsmkTFR/5MI5rrlnRJDDkneb+r38R39gI9qpqbv3yt6moazip25T2ekkcPkyyp4fE4W7kieexil1YK3PZ76piJJLYQlS8kRRnkJ85LxjSGOoMmM+oxbKxEblKL95HR0fp6uriwIEuuifDmSK3At+cIveMeic71lRTaTXSOx3m+UMzjPhjBY/xOGadltVcvLqaKvv8YlEqqTDZH8xlzfcFSsZY2CtMBTF81c32JWWlr1TMupWywtNEXmE7FSvK2s+HJIs4PZa84cW5qL1SM1vS6dC8XU5H56Is7HIyW5owGopjZZYDmqahhkKlO5nmXNRQaPEnnIUk5QrZOYOG5zooV/IxrIwyVjoURWWyL8hwt4+Rbh9jvYEi4d1VY8kKVE1rK7A4To3vXLngPfE4Gfs4EHibl1//PQyiHkuraUb8/kqCgRri8Wa2bPk9zj13W8lkA03ViHfNmQsrC9jOr8Oxowk5PyZn6DWdo4fH9dt1Z8GVX4WOK3THzzFgcO9ufvHNO9A0lXNDKep6BzPbIuO48koqPvxhrFs2r+hOlqF9u3ngH75GOpGgZcNG3v83X8ZwEk94aKpKanSMZG8PicM9pHreweh9CZu1D5Mj1yWTSrmIpnYQlW5E0erynwHRomBstmI+qwHLGbVIdiPpdJq+vj5diOrqpicoZjuiouSOhZIA2zqq2LqqCqMksHskwAuHpgnGC+OTV9fYsxx966oqLMb5DUOxcDIbwTfRG2CiP1hkIkCAynpbQVLBqR7JqioqIW8iF4Odl0wQWiSVwGiWMrOdioWnuTNbNE0jmZrJROsVRl/P8nVFiSy6vQZDRZ4pLBeDnROdTs7vj6aqKD5foSFsHrFJixeLm/NBMBqLOXlNcdy1VFl5wub5lFHGuwHJWJrRw36Gu3wMd/uYGS6cNSgI4GlxZJMO6la7MCzwm7KSUOboy4OyKHX6oyxKLQNOxgFLURL8+U9+gy8c4MPrfoFTOlD0mHjcTUXFFtrarqLCvRmzuamoeExNRAg9PUT0namsc8u02q2LU+0u/fGqCvsegN99HfwD+oMq2+HyO2D9Tcfkyhzc+w73f/MO0DSueM/NVL+9h9ATT0JaL5Ckykrct9yC+0MfwthUHFNxMhGcnuT+r38R/8QYjmoPt375O7hr6xZf8ThA0zTSk5MZ4amHRE8PiZ7DJHt6UXxeLFUpXO1RnC1xJIOaWUcgoZ5NRLmCuHoBGvoBQXDLWFZXYWp3YVrlyp7wUBSFgYEBvcg90MUhv8agWsGg4iZCTkQSBdjcVsmZDU5A4J1hP7uG/Ch5BZlREtm8qiLrtFxX5yh5IkPTNEIz8YKc+enhcFFxJ8oCNS2ZLqhVughlrzj1uqA0TSMeTuUVs7ks+cBkjFRi/lxnURRweix6IZvX+eSqsWCvMCNmiv2si3KeLqd4fJh0enExRndRNs3pdMo4Ki1NyPLyRsppqori9S5JbNIS80cOzIVgMhXPaioV13ECB9OWUUYZ8yOVVBjvCTDc7WO4y8fUQLCocbGq0V7g0izlMF8JKBe8Jx4nRZQKDfPe//cG59b1c23LPRiYLrhfVQWSyXoaG3bQ2LgDt/t8DIaKgsdk58L+bpDkQN5c2HNrcF7ajDw7FzYRhld+AC/+ix65Dfo82Cu/Bk3nHdP7eOn+n/HyL36GwWTmfde8H+03jxF7883s/caODio+/GFc77sRyeE4ptc63hjYvYuH/vEbpJMJWjdu4n1/cwcG4/LwRE1RSA0N6dz8cE9WhEr09qIlojga4rhWRbHXJ5hNPFM1IzH1IqLKlSTUswARDQ253opldSWmVS5Mbc7srLF4PM7hw4fp6upi38Ee+mJmBpUKhlQXKXLHO6tR4pLOalqqrEQSaV7t9dIzVShiuCwGLl5dzfY11VzS6aHBXbqTTFU1vKPhXFJBb4DAVKzocUaLTN0qZzapoHaVa9HZoysRs6kE/sloZrZTTngKTsdQlQVSCUwSLo+lZCR2fiqBpqkkkpPzJhHE4yOo6uIc1misnrfLyWxuRJaXtxNfS6WK0wZKJRDMzGRr/qVAtNtLGMCKEwhEp3NFC+ZllHG6IhZOMtLtzxrJ/BOFM5NFWaBulYumdbqRrLbNuWJNxGWOvjw43UUpQRB48MEHef/733+yN+WkoSxKLQNOyhBlf4xL/s/vUFUBoyzw8Ys93LphjGjkdSYnXiSVHihax2Sqw+06H5f7fNzuzdhta7L5z+npGMFnhoi+NclsboOxzYnz8hZMnZmTzekkvHkXPPd/IJKJ66o/Wy98Oy476vfy4n1388ov78FgtvAH3/lnHLIB/y9+gf/e+0hPTOgPEgTsO3ZQ8ZEPY7v44pM+GDQwOcF9X7+d4NQErppabv3yd3B6jn+cSdZV2XOYRE+vLjxlRCg1XOhEkc0Krk4N96ooRmvuvrRaR0S5gqhyBQo1+BxhzKsqaFjfjrndVRAJk0wm6enp4cCBA+zrPkRv1Myg4mZYdZPIK3LNssiW9krqnGZ80RSv93vxRwu7l9o9NrZ3etixxsPW9kqsxuKCNJ1UsrOgxnsDjPcFiQWLM9VtblNBzryn2YFkWJkEphTikVRefEdhYZuMzV+MCYI+B2u2y8lVY8Fdqxe2jkozoiTmXJR5nU6xTGE7W9AqSnTe15iFwVCZdU4WROtZ9NuyvDwnnLRkMle0zl6XyoWfmQFlftFuLkSHo1hsKiE4iY7SgmkZZZSxMpGIpRk95Ge4y8tIt4+ZkcITroIoUNPq0Dup1lVQ3+5CXiEuzXLBe+JxMvbxQ7uG+OzPdwNQ7ZD5u6uq2FrfhT/wOlNTL6Fpxd3HNlsnbpfOz12u87FYdCOWpmkk+wIEnxoqmAtrPduDI38ubGQGnv8uvH4nKBketf59cPmXoXr1Ub0PVVX4xTe/xNC+3Xha2vjwt76L0tuH756fE/j1r9GimZhBqxXXe99LxYd/b0XEb/fvepOH/+lbpFNJVm06nxv/9+3IJ6BjWUsmSQ4OZsxhmYSCnl6SfX1oyUIua3Knca8FV1MAyZATGRLqOqLKlUSVS0hhJlAVp3JtA561TRhbnYh5kXbhcDgbnb2vZ4j+lJMh1c2o6kQlx4mrbEY2r6rEaZYZ9sZ4Y9BHMp3rXhIFOKfZzfY1ulHs7CY3UomupXg4xXhfIGsUm+wPljRLVdRZdX7eoRvFKupOnS4oTdOIBpK5mL2JaDaRYCmpBK4aiy4+1VoLOp6sLj2VQFXTJBITWU5e2OU0Qjw+hqYtNntUwGSqnXeek9ncgCQtz4k8NRqdxwBWKDYpPt8RPa9UWVksNpVIIThV59qVUca7FSFvnJGDPkYynVRzZ1PJJomG1S6a1lbStK6CqiZ71lh7slHm6MuDU1mUGh8f51vf+haPPvooIyMj1NTUcM455/DZz36WK664Aji+otQzzzzDZZddhs/nw+12H/PzlcKNN97Irl27mJycpKKigiuvvJJ/+Id/oKHh6NPAyqLUMuCkdEqpClvveh++4atRoh0AWCwhrt8S5qaN61hja2DvWw8zPPwMDuc4dvsMolj475VlJy7Xebjdm3G7zsPpPAs1oBF6dpjIG+OQiccxNNlxXNyIeU2F7tBLhODl78NL/x8kM+JH+6V6ZEjDpiN+L6qq8Itv3MHQ/j1U1Dfyns/8DbXtq9HSaUJPP43/nnuIvPRy9vGG5mYqfu9DuG6+GbmiYoFnPjHwT4xz39e/QGh6CndtPR/88rdxVnuO6Tm1dJrU8HDWVTnb9ZTo7UWLFbsQAZAkjKvPwLXGgd12CBN7EdCLJ1UzEVMvJpy+gi6ji7GqIDXrWti85WIccw5g0WiU7u5uurq62HtogP6knUHVzajqQskrct0WA2c1uTDLIn0zEQ5PFp74c5hlLuqozhS51TRVFMb6aZpGyBtnojeYFaGmh8Koc7ugJIHqZgf17S5qM0LUqTAvJBlPlxaeJmLEIwsUnIIePTgrPOU7Kp3VFkRJI5GYLHBNHp2L0lOyy8lsacJsajjhLko1EikdyTFHcFL8/qU/qSDkCtnqErOaanKFbbmQLaOMdweiwSQjB/Xid6TLV+Tkl2SRug5nppOqEk+rA2mBOYYnEuWC98TjZOzjfdP7+MDPv0J84ka0VBUAnqppPnSRyBUdG6jDwOuv/oxg6E1czimstkDRc5hM9To/d2/G7Tofm201ycEwoafz5sIK+lxY27Z6TG0uBFkE/yA8/W145+eABoIE5/4h7Pg7cNYf8XsJ+7z85G8/TSwYoP3czVz9ic9gc1eghEIEHv4VvnvuIdnTk3285dxzqfjwh3Fcc/VJia7tfft1fvVP30JJp2k/bwvv/dwXkA3HFjeuxuMk+/oy3U49WXNYcnBw3i4PwWTGsuFsnK1pbMY9GOnP3qdolUSUywmoO9hrThOqS9F21hls2rQVg7mwm2tmZoauri6dow9MZWP5pjQb+dHbzRUW1tQ6UDSN/aMBJkOFoliDy5wVoS7qqMY1Z8aHqmr4xvJnQQWLHO6gR8/VZrug9FlQcyPnVho0TSMWSs0xhWX+noqRXiiVQBJwVlty3Lw2JzzZ3SY0UsTjYyWir/VLIjGOpi1soBIECZOpvoTgpCcRmEx1iOKJ+y5pmoYaCCwqNKWnplAji0cFZiHLxdy8VAJBVRXCMX5HyyijjJUPTdMITMayXVTD3T7i4cJzJCarXDAztqLOetLMomWOvjw4VUWp/v5+LrroItxuN1/72tfYuHEjqVSKnTt38h//8R90dXUBK1OU0jQNRVGQ5eKmge9973tccMEF1NfXMzIywl//9V8D8NJLLx3165VFqWXAyThgxdIxfrz7p+z3vsPLh5L4hi9DU/TXlh27Mdc+ytqaWs6xnYPtsI3whBeHY5rauiCtLSlS6a6i7glRNOF0no3bdT5O4zmI79QQfzWINusSE8DY7MDUWYF5TQXGijjCi9+F1/8T1MwPypk36cOWqzqO6P2EvTP89PbPEfF5EQSR8254Pxd+8CMYTPqHNtHbh//en+N/4MHs3BfBaMR5/fVUfOTDmM86a1l+sHxjI9z3jS8Snpmmor6RD375Wzgqq5e8vpZMkhwYyHU9zUZ79PWhpeYRLgwGTG1tGFd3YGg+A8nVhhSfxjjzGGblKSQhF70WV9fTJ27iaYuLLvcUq85cx3vOvJE1FWsKntLv92eL3D194wwoLgaVCiY1O/lFbr3LTEullVhKoWssSDIvqkIQYGOTmx2duhB1TrMbOe/EXjqlMDUYzubMj/cGiASKu6CsTmPWXVnX7sTT6kA2rAwX+1ykkgrBqTwnZd7w4miJDq982FzGOaKTXtg6qw2k1anSXU6xEeKJI3NRzs2K1wvaBiTp+MfWaJqG4vfrYtLcSI45gpMaXbxbKwuDIVe4lhKbZgvayspyIVtGGWUsiJA3znBXpgDu8hb9DhlMEg2dbprWVdC6oYqKuuWLOSoXvCceJ2MfD4WGuGf//eyZ3ssbXZXEpi8GzQBCGmPlczhqX2KDZw1niWeh7ldJRb04nZM0tySoqQkSj3cXnciWZTdu93m6QJXagPaKjcTeYPZ+wSDqMcwZji6rvQhPfQMOPpZ5Agtsuw0u+kuwuI/o/fTvfpsH//6rqIqC2WZnxx/+KWdeeiWCIOidJq+9ju+eewg9OSd++wMfoOJDt2JoXJ747cNvvMqv/+93UJU0qzdfwA2f/VskeekcQQlHSPb16rw8m1DQQ2poiKKM0AxEqxXj6tUY21djbF6PYKlHDh3A5PsNZu0VBGF2rphMRN3MXsMZPGUVmfREOPvsLbx37Y1UW3J1hKZpjI2NZWe47p+IZGa4ugloheaa1TU2PHYT3kiS7onC9ASzQWTrqiq2r/GwY001HR57QZ0Uj6SYmJ3X2qPPgkrFi8UTd621IKmgot62YlzscxGPpIq4uW4Oi5Is8d5mIYhCJpXAUsTTrS6NZGosYwjLRezNzlxNJCbI5t/P9/yCIcPLS3N0o7EGUTz+8YaaopCemSni5srcFILp6aLOvgXfj8VSuqtpjiFMcrtPerJJGWWUsXKhqRozo5EsPx855C/6HbK6jFmBqu2saqzO5TO7lDn68uBUFaWuv/56du/eTXd3NzZbYe3o9/uzolG+KFVKVNq1axebNm2ir6+PtrY2BgYG+NSnPsULL7xAMpmkra2Nf/zHf2T9+vWsWrWq4HU++tGPctddd6FpGv/4j//ID3/4Q8bGxlizZg1f+tKX+MAHPgDkxKzHHnuML37xi+zevZudO3dy2WWLp5396le/4v3vfz+JRALDUZ53K4tSy4CTdcB633eeZjydZn2zk7qqEHtGfOzttwACCAlMnicxVL6IgEpjtJFN3k2Y0vqJ6aaOBq69/ExUpRt/4A38/tdJpebGiYjYrWuxhtdh6T0TU28HQp5gIZglzB1uzE0RLBM/ROz6JaCBKMO5H4UdnwdH7ZLfTzTg56m7/oPul54DwF1bz1Uf/xQtG87OPkaNRgn+5jd4f/YzEvtzc7TMZ55JxUc+jPP6609YR4R3dJj7vn47EZ+XysZmPvilb2GvqCz52AJX5WzXU08PyYGBeSPHBLMZY/sqTB2rMXV0YGhvR65sRU1YSQ6ESPUOYI49iVV6AqPYn10vjptdhtU8aLfwjGOCjU3ncEvnLVzWchmmjBChaRqTk5P6fKj9B9g3FswWuX6tsKOpudKC02xgIhhnOlxYpNQ5zWxfo4tQF6+uxm3NEYOwL85YT0DvhOoLMDUUKhpGL4oC1c32bM583SoXjirziopLU1Iqgelcl5N/Su98CkzGilrO58LiMGTFptmC1lEtYXb6UbTxvC6nTGEbGyaRnDgKF2UmssOi3z7eLkotnSY94yU9XXpGU7awnZqeX0wt9T6sVj37vbqEyJRXzEouV7mQLaOMMo47NE3DPxHNOjRHuv0FnaybrmrhwluOLursaFAueE88TsY+ngoluO7rv8PmMbOhyYHVNsVLh6OMTOn8VDB4Mdf+GtlxAFET6Qx0st6/HlETEUSBjZvXcuF59UTCu/AHXicQ2IWqFnb8iaIZh/ksLDOrsXZvwjBZGCEtuU2YOyuwVB7CdOj/Ioy+rt9hdsMlfwVbPg6GpRf/k/297PzhvzDZp3dFtWw4m6s+/umCWaqpiUn8v7hfj9+enJzd0Fz89kUXnbDf9kOvvsQj//IPqIrCmm0Xc/2n/xqphAMUQAkEMrNYc11PiZ4e0mNj8z6/6HJhWr0aU3s7ptUdGNo6EB2NKH6JRF8AdWA/VnUnVulpJCFXT/lp4GVTC/e5BA7YfVy+6gpu7ryZ82rPy3JfRVEYHBzkwIED7D3QzcHMDNchxU2MHLeTRYFV1TZkSWBwJkokWcgd19Y6shx9c1sl5ozBS1M1vOORgqQC33ixUchgkqhpc+ZEqFUuzPaVZfxJxtJFwtPs9WKpBI4Kc7bLKdvtVKVisHtJpcaKupxisWFSqZlFt0kUzXO6nBrzOHoTRqMnG5d/PKAmEpkupsnSCQSzHH3Gq8+FXiJEl6twPlMprl7jQbTZVlTdVkYZZZweUBWVycFQ1kg21hMoiFB9z19spO2spZvBjxVljr48KCVYaJo2f1rUCYRgsSzp983r9VJdXc23vvUtvvCFLyz8nEcoSt1www0kk0m++93vYrPZ2L9/P06nk4suuoiHH36YW265he7ubpxOJxaLBZfLxRe/+EUeeOAB/vmf/5nOzk6ee+45PvnJT7Jz50527NiRfd2NGzfyT//0T7S3t+N2u6mqqlr0fd52222MjIzwwgsvLHk/zkVZlFoGnIwDVjSR5gef+g2yaOagnOIti8CYpOndTJJIUtEP4A5bjMZVzzGuPoegCJzhO4PVwdWIiKSFNNHWKKvPXs25tefSaXMQj+zF738dv/8N4vGhgtescFxEs3IbYq+b+CE/2pxZOOaKUVyG/8YQfFFfYLDCtj+Hiz4DZteS31vPm6/x5H9+n/CMPhh6w2VXs+MP/gSz3Z59jKZpxHfvxvezewj+9rdZh5fodOK+6Sbcv/chTHOU5GPBzPAg9339dqIBP9XNrXzgjm/q8SVzXZWZ4jY1PDy/q9Jmw7i6A1N7B6bVHRg7OjCtXo1cV096IkaiL0CiL0CyL4AajWMW38QmPYFZfB1B0AtQBYnXTNXc7RJ53ipTbavl/avfz02rb6LJ0QSAqqoMDQ3pQ5APdNE1o2RjP6J5Ra4kQIPbgqrBqD9W4PczySJbVlWyIxP50VmjOy2VlMrUUCgb8THRFygp2Fgchqy7sq7dhafVgWEFzPJQFJXQdHxOQatHeYS98fn+dYDeVq5HeOgFrcMjYq3wY7TNkM4IT9lLbIREcpLFXZRGzOb64uHEmXlOx8tFqReyCwlNelGreI+skJVcLl1Mmq+ryeNB9tQg2Zd30HIZZYD+e+FLK0wl00wnU/p1Kp29PZNK02oxcU2Viy0uG/IKdYGXcfyhqRrTI+GMS9PHOVc207SutNnkRKBc8J54nIx9/PRbo+z79/3ESbPbqPKOGQKShgBIokA6E1tcWz2Dq/G3jCX3YkvZOHvmbOpjesRe3BBHXauycf1Gzqk5iwZZIRR8C7//dQKBN0ml8me2iDRU3Ept8CMoh1QS/YFsBDcAgoa9ZjeO5I+RYpmoPWcjXHY7nP1hEJfGy1RF4c1HH+Kl++4mnUoiG01cdOvvc+7170OUcs+hpVKEnn4a3z33EH35lexyQ0sLFR/6EK6bbzqu8dvdLz/Po//fP6KpKusu2sF1f/G/EUQRxestMocleg6jTE3P+1xSdTWmjg5MHR0FXF10ukkOhUn2BUj0BkgMhhDSIazS81ilJzCJ3dnniAoWnrS4+R+3QJdJ5ozKM7i582aub78ep1H/DM7OcO3q6mJP92EOR0wMKm5GVDcpcvvSLIvUucxEkgpToUKeXWE1cHGnh+2ZxIJaZyZdIpZmoi/DzzPzWkvNL3XVWPI4upPKhpUxyyOVVLLznQJThXNYS82dzYfNbcp2OrlqLDiqFcxuLwbrDMnUaEGnUyw2QjrtX3R7JMmW1+Wki035XU8GQ9UxizSapukx1/mR1iWNYdOogeK4z3khikhVlfN3NWX4ueypRjQd/0SFMspYDGlVw5tKM5VKM5Xh6Do/TzOVShFKK5zrtHF1tZO11pVlZC3jxCKdUhjvDTLS7WPkoI8bPnU2RvPx7yqdD2WOvjwoJVio0Sjd55637Nuy9q03Ea3WRR/32muvsXXrVh544AFuuummBR97pKLUxo0bueWWW/jKV75S9Fyl1o9EIlRXV/PUU09xwQUXZB/7Z3/2Z0SjUX72s59l13vooYd43/vet+j7+/znP8+//du/EY1G2bZtG4888siiAtZCKItSy4CTIkoF4tzzuUeJG/OKunSQIdXH8w4rIxZ7wePtJoGz2v04KwdIRPpx9ZupiOvrBgwB3q5+G7/Fz7rKdWyq2cSmmk1scDciJfrw+l5ibOxBNC2JIEg0Nv4+q1o/A5My8YM+4od8JAeDZMYZYRT24DLclS3QNFMF7PhrhM1/tmRXZiIa5fmf3cU7T/wGAJu7giv+5DY6t15Y9Ni0z0fggQfw3fNzXQzKwHbhhVR85MPYL70UYR635FIwNdjP/V+/nVgoSIWrgiua1yAMDC7dVdnRgamjHWPHakyrO5Bra/XIE0UjNRrWi9u+AIn+AFqmZVkWBrBJT2KVnkEScice9pss/NJu5jGbjahsZEfzDm7uvJmLGi5CEiVSqRR9fX16kdt1iEMhmUGlgiHVRYrcPjBKApU2I4FYiticIb6dNfZs7vzWVbrTMuJPFOTMTw2GUNKF6wmiQHWTnbq8rHln9ckjj6qqEfbG5wwv1gvb4EwcTZ3/cGcwS3kdT2CvDmByepEtM6S1sWyXUyw+cgQuyiYs2RlOjdmseLO58ZhclJqmoYbDJbPfi7Lgg8HFnzC30chVVUie0kKTIXMteTwnZW5EGe9ulCpipzOF7FQqxXTe7elUivQS2Y1blriyyslV1U4ur3TikE++iF7G6YtywXvicTL2cc/j7/DEfcMocq5zX0lN002U59xOQobCk781TjizYxLZ2k96ZgTPcCXWtF4Uj1pHeafyHTSLxkbPRjbVbOIcz9mssTlJRvYxPf0U0zNPASDLLtpX/SX1ng+RHogSP+QnftBHenK2K0bBKj2F03A3Mrowo1WuRbj6K7D2ej2XeQnwjY/yxH/8G0P7dgNQ297JNZ/8DJ7WYjNYorcX389/TuDBh0rGb1s2blz6ji2B/c8/zWP/7/+iaRodja1stlWR6u0l2dOz4IxKub4+2/U0aw4ztbcjZYp8NaGQHAjmjGJDIVA0QMUk7sYqPYlFehkRXShSEXjOauFBu5XnrBYsRifXt1/PzZ03s75qPaDPcD148CBdXV28c3CAvqSdQbWCcdWBmjfD1WaUsJtkpiMJlDyqLYkC57a42d6pc/QNjS5EwD8ZzcbwjfcF8Y5FirxQslGkti3Hz+tWObE4Th53S6cUglPxzGynvKi9yRgR/xJTCWotOGuSWCsCmJwzSKZpkunRAo6uKOEFnwv0701Bp5MlM88pI0LJsuuoaxlNVbMx1/lxeaU4+pG4wgWDoTBhYD5TWGXlMdXAZZRxNEioalZcmkqmmE7NcvI8vp7h776Usoh1M4cWs5Frqp1cU+1iq8uOYQWI6GWcvihz9OXBqShKvfrqq2zbtm1Js6KOVJT60Y9+xG233caWLVu48sorueWWW9iY4cql1n/99dfZsmVLUYRgMplk06ZNvPrqq9n1hoeHaVxCpPb09DRer5eBgQG+9rWv4XK5eOSRR46aC5VFqWXAyThgqZEIE//0fxnePcag0sykZxOqlCkuNBVXpB9FmOIlEd5wtzJjKexUkkWVrZXDrIpNImfmBPXb+9lTuYeklHOhNdmb2FSziQs9nTQmXsY78zt9fdlNe/tnaWz4MKIoo8bTJHr8GZHKj+KNYRZfxiX/BIOoC0WKXEd6w2eRL/tjJNfSIvaGu/bx+L//K75R/Tk6t1zI5X/yyZKxeZqqEnnhBXw/u4fws89mO5XkujoqPnQr7g98ANnjmfe1NE0rdFUe7mHiUDfPxrykJBFnNMGW3lGMSqEYI3mqdSflrKuyYzWmjnakqkLnnJZWSQ6H9AK3N0ByIISWF70hEMZmeh6b6SkMyVw0oV828JDVzMMOG4eNRlqdrdzceTM3dug59PF4nEOHDnHgwAF2H+ynJ25jUHUzpjoLilyzQcQgiYTihW5Jl8XAxaur2b6mmks6PdTaTUwPhzPFrS5Ehb3FBaLZbsi6K+tWuahpc2IwLe8JXE3VCPsTc4YX69eB6VhRfGA+ZKOIy2PBXafiqAlhqfRitHkRjVOk1VzU3tJclPa8YjY3pHh2mcFQecQHcU1VUXw+vXidXFhs0uLxJT+vYDSWHjQ85yJVViJI5RPyZZw4KJpGRFGJKAoRRSWczv09e/Fmitac4HTkRewsXLKExyhTbZDxGA1UG2U8Rhm3LPF2KMrvZoJ4U7ljskEQuNBt5+pqJ1dXu2g2l8XXMo4vygXvicfJ2MeJQ4cY//f/ZOBghGHzOnwVayFjPBGVBO5oDwHJx9OylT0VbUTnGLacpiQXOPqoCwcRAEVQ2O/ezyHXITRBP/KJgsjairWcU3MOl1TWYvA+QCSiD1W22TrpXP1FqqouASAdSJDImMgSh/2o0Qh26VGc8n2Ign7SPm07G2XrFzBsvRpxCVxO0zT2PPU4z/30xySiEURJYvONH2DbzR9CLmFUUaNRAo8+iu9n95A4kBe/vWEDFR/+MM7rr1swfltTVVKjoyQO57qeDvYc4E0tAYJAkzfIWUNTFDAtQcDQ1KSbw1Z3YJxNKGhvR7IXmvfUeJpEf1Dn530BkiNhyDMvScI4dsszWMXfIaVzhrQ+o5lf2s08YrMxI0ucV3set3TewpWtV2KRLdkZrgcOdLG7f4IBxc2g4mZaK3x9h0kmrWrEUoWRfE0VFt0o1unhwtVVmDUhNwsqk1SQiBZ3QTmrzQVJBVWNNkRpeWORi1IJ8uaxhnzxBUMETDYZd40ZV30Ce3UQi9uHwToDhklS6TFiMT2RYG6sZSkYDJXzdDnpBjFZdhzxe9NSqTnzmuYxhk1PZ+esLQWizZbHxedPHxBdRy+UlVHGUpBU1QI+Hknn+HlYUQgrqm4Am8PTp1Mpgumlp20AiEClQefkHqNMtdGAxyBTbZQxigLP+8I87wuRyDsmO2WRyyt1gerySgcuQ1l8LeP4oszRlwfvpvi+5557jh07duD1eqnIJAbMikqzohTA0NAQjz76KI8//jiPPPII3/3ud/n0pz9dUpSaFcieeeaZIsHJZDLR3Nxccr2lYnh4mObmZl566aWCTqwjQVmUWgac7ANW2ufD/9LrHH5hgN4JMz5j7sMop6PUTL6FOdhFt9HAnup29tV0MG7WvwQm0pwrD7NWngIgJQiM18QYqNjPZKIfLa9isBls/F7LOZwjdKMkBvVltk7WdH6JysqLso/TNA1lJk78kI949xRS7y9xCD9FFvSOkpTaStjxCYT112FeW4Gp1YVgmL9QSieTvPLAvbz+q1+gKgomm40df/CnbLjsqnkPGsnhYfz33of/F79A8WU6jWQZ59VXUfHhD2NobtYj93p7spF7ycOHUfIiEQIWI6+1N5CSJVzROBdEVBzts11Pxa7KudBSConBUEHUB3O7i8wC9tqDWHkcefopBEUXfxRB4FmrlQdtFl6wWpBlC1e3Xc1Nq2/ivNrzCIVCdHd309XVxa6eUfrTLgaVCqY0G+SV5GaDSDKt5tfViAKc0+zOdkN1OixM9Wei+PoCTA6ECvJ7QTfPVjbaqc+IULXtLlyepR20jxWaphENJksLT5Mx0qn5ia8kC7ga0rjrg9iqgpidM0iWGZAmSSn64OKluiizw4kz3U257PgmZNm55H1RVMjOJzjNzBxZIWu3F0dylBCdROfSt7WMMmahahoxRSWcLVAzQlLe35H0Qsv127PrRxWF2ALdiktBfhGrC0y5IjZb1BrlvMJ24RNyiqbxRiDCzukgj88EOBwtFOPX28xcU+3i6moXZzssiOXvURnHiJPNH98NOJn7WNM0UsPDTD33Bgdfn6Q/WEnUmIu/MMdnqBt/jWSsn332SvZUd3DA004w02HlEmJcYBigTtQ7jGKywHCDl2HLfrzJ8YLXarDV8UdN7TQmX0dJ61y2uvoKOld/Aas118GkqRqpkTDxgz4S3YOYxu7CLv4KUdCPdzF1C7HaP0c+83zMnRUY6m0IC7jRwz4vT/34hxx67SUAKhuauOoTn6Zp3Znz7pP4O+/gu+cegr/5bXYupehy4X7/+3F/6FYQBJI9efy8p4dEb2+BAWeo0sGeJg8IAs3eEOfKNsyzXU8Zc5hx1ap5hS4lkiLZn+Hn/UFSo+Hi7iKXir3qDSzxx5C8r2WXRyUDv7aaeMhhY6/RSJWlmvetfh83rb6JVmdrbobrgS52j4YYVNwMqRUEtcJC3GIQi9IKLAaJCzqq2N5ZzSWd1VSqIhN9ORFqptR2GsTsLKjaVboItVzD4FVVIzQTn8PR9b9Di6QSGM0CFU1xnLUhrFV+TA4fomkKxAkSqVESiVFUdeG4PgCjsWZOl1M+R29AkhZ3PWffTyxWMta6aF6TzzdvTHspSBUVhfF585jCluLQLqOMuUirGlFVJTxHOIrm/Z3j4iXum/07nVuePMbTggZByBrBshw9awzLu22UqTTISItw6oii8Jw3xM7pIE/MBJlJ5WpkWYCtLnu2i6rVUo6iLOPYUeboy4MjESxWEq677jr27NlDd3d3UZeS3+/Pij/5otSBAwdYv349+/btY/16vYv+zjvv5OMf/3iBKJWPL3zhCzz66KPs3r2bl156iYsuuojp6elsnF4oFMLj8XDnnXfyh3/4hyW39VhEqaGhIVpaWnj66ae59NJLj2jdWZRFqWXASjtgeXsn2ffIXg53J4gquR9la3SCuvFXqJt4jYAoMN6+nsT6s3nF0cr+cIKN9FEl6hEfU6qNl5V6Us4ZajyjxE1vEUzrBbCIxo2eSrZbfIia/nhP9VWsXv0FrNbWou3R0irJ3inUF76PaehHiJouAiTU9QRSHyMln4mp3YWpswJThxtDrbVkATzZ38vj//6vTPQeAqD5zI1c9fFPUVHXMO++UJNJQjt34rv7Z8R27Vp852VclZHWJp6LekkqaWobmrnpC1/FVlO74KrzR33kINoMmFY5Mdf6MUcfQ+z5BUJwJHt/n9nK/VYjj9pteCWJMyrP4JbOW7iu/TqSwaRe5O4/wDvDfgaVCgZVNwGtsOCW8+YVzKLRbdE7odqrWWc1Ex6JZuP4QjPFXTYmm5wdclzX7qSmzXlCM3w1TSMeSeGfyBW0+cOLUwllnjVVDNYQ7sYwjhrdSWm0zSAYp1CFCZKpsSW6KKv0AjYT2ZHf5bRUF6UajRZGcswjNmVF0iWioJCdT3Cqri4XsmVkoWkaMVUjkik6w3kOxwKxaK7AlBGVonMeF1ZUosqRuR6PBJIAdknCLolYJRFb3t8Vs6JTXhFbZRCpMoi4ZBFQUTUVRVNQ1cy1Ns+1qqIu8PiUmiKtprOXkXiMXcEQe4Jh+qJRNBQELQ0o2EWNDovMKotMvVEElIJ102qatFZ4W9EUqsxVNDuaaXY20+xopsXRgtvkLgvF71KsNP54OmIl7WNN0xh5rYd9Txymf0QkreV4ldt/iLrxV6ie2sWIvZLg2rPwrT6TZ82NeIPTbJIGsQj6SbgepZI3NDe2qknclQMExDeIqzq3tgjwxw1VrBFHEFARBAPNzX/Mqra/KMll1HiaxN5uxJf+EaP3YQRUNE0gql5GMPUHaLZGTJ1uzJ0VmFa5kCpMJY9Xh159id/9+AdE/DrHOfvq93DJhz+KaQFukvZ6c/HbIyPzPm4WgsGAcdUqhuqreMM/CcCGLRdx1V98DnGRIlcJJbP8PNEbID0RLXqMXGXG2ObE4j6MyfdrxMO/hqS+XzXgNauNX9rMPGW1kJJkLm68mJs7b+bihouZGJ3Qo7P3d7F/RmFQrWBIcRPHkNt+dGPYnNKAM+qdbF9TzcWtlTQhMdMfZrwvwERvkHgkVbSdjipzLqmg3UVVkx3pBHZBzaYSzOXm/okowekY6tw3NAshjdkVwN0Qxu4JYHb7MFi9CPIkijZOMjWOpi1mvhIxmWrnnedkMjUgSQufgNY0DTUYXJLYpIYXN6plIUk5M1i+KWyu4FRVhVCOuS4jA1XTssLPQqJQwfJZESldfF9EUYgfo8lrIZhEAVuGm+vXIvbM31UlRKdKWaTKIGCXBFRNLcnJ5/LyuZx87jppNY2iKqS1NCk1RVJJczgS4Z1giD2hMBOJGKAiaAqg4DEItJsl2iwyVTKomeeYy8vzl2lo1NvqdY6e4efNjmashnJ9/W7FSuKPpzNOVVGqr6+PCy+8kMrKSr7+9a+zceNG0uk0TzzxBD/4wQ84kEkFyBelUqkUHR0dbNu2jW9+85scOnSIv/qrv6K7uzsrSn32s5/luuuuY82aNfh8Pm677Tba2tq49957GRkZobm5mf/6r//i+uuvx2KxYLfbueOOO/jhD3/Id7/7XS6++GKCwSAvvfQSdrudj370o0sWpV577TVee+01Lr74YioqKujt7eXLX/4yY2Nj7Nu3D9NRzp4si1LLgJV6wNJUjZFDfg48N0jvrhnSSvYOKn1d1I2/gmd6N5KaQq6tQznrHA7anBxUYoRtFlQEupQa3k43kkLE4uyntW0fU8rrJNUkFkHjerfCRfYUIhqCYKCl+U9oa/tzZNleeqNiPtSnvovw5n8gqBlXprKVQPqPSGu6oCUYRQyNDowtDkzNDozNDiSX/gVQFYW3fvMwL953N+lkAtlo4sJbf5/z5gxZLoX4/v347vk5gUceQUsmMba25rqeMvOejKtWMT7Yxy+//RWSsSgNa9dz8999tWRRvVjUB4DoNGJa5dIvTRLy5GMIu34Ggy9nHxORjfzaauJBu439RgMOo5P3tL+Hm1bfhCvh4sCBA+w90MXeyWS2yI2RK24EihMwzAaRbe1VXNJcyRlGE0wnmOgLMtkfLO4sEqCqwabnzGdEKHet9YScJE1EU/hnhxfndzxNxUrGjyCoyGY/Rvs0jpoQtuoAJqcP2TIF0iRpdRxNKy7Y58JkrC3ocsq5KJsyLsrSTtrShWxpwUmNRJa+I2QZuapqcbGpqgrBYFj8+co4ZaFpGklNK4iuKyUK5cdmlOpGis6JvztREpIIhcWpLGIVVSykMAspTEISE2kMJJC1JBJJJC2BSBLUBGhJNDWOqiZQlARpNU5SiRNPx4mlYwWXuBInpaSKitPTDXaDPVsENzuaaXG2ZP+usdYgHuW8uTJWPlYqfzydsFL3cTqp0PvOFAeeGWC4J8xsl7uoJKiZepv68Vdw+w8joGHo7CSy5kz2STL9Yoqk2UxSk3gr3Ui3UoMmpKn0HKSmYRcjiT0A1MgqH6jUWGPSubbBUMXqjr+mvv4WBGEevjx9CPW3X0XseQQATZMJK+8hlL4VFT0GXLQbMGa4+exFzJiW4uEwz/70x+x9+nEA7FXVXPVnf0H7uZsX3BeaouTit597DsFkwtTeXhCJbezowNjczK7fPcZTP/4hAJuuey+XffTjJflqOpAgOTuztS9AeqrYoCTXWDGtcurGuOoIUs8vYdfPwNuTfcy4ycJ9ViO/stuYkGUa7Y3ctPombmi7gchERJ8PdeAQB8NGBhU3I6qLNLn9KwpFpQFVNiMXr67iwlo37aJMdDTGeF+AmeFwUfONJIvUtDqobXdR3+6itt2JzXX8uwBmUwl0fh4rFKCmYkUJCgCCmEK2ejE7vThqQ1grfZjsPkTzFJo4QVqZgkXYiCDImE0N8yYRmEy1iGJpHqwpCorXWxCVV5KjT0+jJRaeU1WwTWZzYVfTPBxdqqhAWKQDu4xTG/kmr3zhKJ+Pzxq35t43XzfSiTR5yRmT1yxPt4oCVlHBIqYwk8IkpDCQwEgqw9ETSKQQ1DiClkRTE2hqAiXD01NKnLgSy3L0gmslRlpNZ0Wk05Wjz5rJWpwtNDmasmJVi6MFl6kco3k6Y6Xyx9MNp6ooBTA2Nsa3vvUtHnnkEcbGxvB4PJx33nl87nOfy3YV5YtSAC+++CK33XYbhw4dYvPmzXzmM5/hgx/8YFaU+vSnP81vf/tbhoeHcTqdXHvttXzve9/LdkZ94xvf4Pvf/z4TExP80R/9EXfddReapvGv//qvfP/736e3txe32825557L7bffzvbt25csSu3Zs4e//Mu/5J133iESiVBfX8+1117LHXfcsaRZVPOhLEotA06FA1YynqbnrUm6Xh5n9JA/u1xQEtROvEHj+Ms4g33Z4LeUw8FYhZtJTw0zjc3sqj6bF71WUkgIUowNa3rR7K8yED5IraxykzvJOotOsiRDJWs6Pk99/c0I851MC4zAs3+P9vZPETQVDZG47VoC4VtJJ6qLHi45jXrx26IXwFE5wpP//X0G974DQG37aq7+xGeoaWtfdF9oST0KopRrbbhrHw9856uk4jGaztjATX/3FYxmXbBYStSH5DbpxW1GiJIqTQiDL8Hbd8P+hyGlCxcqAq/Z7NxvM/GMxUJSFDi/9nxu6riJNdoaeg718M7+g3QFJQaVCkZUF6m8IldAQytMzueMWjs76ipYJxsxB9NM9YcIlijCTVaZ2lXObM58bZsTo+X4dUEl4+nigjYjQMXDcwQkIY3BqufEG2wz2Kr8WCr8GDKznVRhEliM4IqYTXXzZMU3YjbXI4qFBXxRITuf6DQ9nf28LAUFhewCgpPkdpcL2VMUqbzidFYUmisI5RegBQJTes46mb8XGH12zLCKAjZRwSamsAhpzCQxCymMpDCSxCAkkUkiaUlELYGgJXTxSE2iqnEULYGixEkrCZKKLiBlRaNMcZpe1Om8vBAFEVEQkQSp6FoQhOLlooQkSMiinLsIMgbRkL2df78oyHjTGiMJlaGEQlgRQJDQkECQaDBbWGuzsd5up8FsxiAZkAQJSZSYjE4yFBpiKDTEYHCQiejEgu/FJJlosjcVdVc1O5qpt9djmOdkXRmnBk4F/niq41TYx2FfnO5Xx+l6eRx/XgePnPDTNPYSdeOvYo1PZ5dHKysZrahgqsbDTNsanpVWsy9sQUPAYvFz5tpupoUXmIlPcYZZ4f3uJLUG/YfGalvHurVfpcK9gFA08iY88RXofx4ATbITMd1KIHAdmjLHxCOA7LFgbHZibLZjbHYyPnOYx3/0bwQm9ISFdRft4LI//jhWp2vuKxVBjcUQTKaSHOmt3zzM0/99JwDn3XATO/7gTxAEQY8N9yV0fp4RoRTvnBQAAQx1NkyrXBhXuTCtciKZVOh+VOfovU+DptcxCUlmp9XKL+1m3jKZMEhGrmy5kve2vhdXyEV3Vzdvd8/OcK1gXHXM4eQa+VHasiiwudnNxZVOVgkGtOkEE30BYqFiU5W90pSXVOCiutmOJB8fvqhpGvFwCXPYVOlUAkFKYLB6MdimMdq92KoDWFw+ZOs0gmEKlZlFX1MUjToXN5Xm6CZTTZFIqiaTKBk+npqaQpkvhcDrBWXpJ8FFp3N+sSmPo4t2e/lE8ykITdNIqIWzShfrRsqPlZ7l6XPXOVEUXQRsItgkBauQxiwkszzdKCQxksKgJRFJZMxdKd3QqyWy4lFajaNkxKOUEic+h5/HlTiqduJEsKPBopxckBDFwtuluPjsxSDoXF0S9ftUJCaTGiMJheGESlITsxxdEiXaLFbW2e2sd9ipNJiyz6NqKqORUQaDgwyHhhkMDeJP+Bd8Lw6Do4ibzwpXHqunbCo7xXEq8MfTAaeyKFXG0lAWpZYBp9oBKzAVpeuVcbpeHiPszTnH0ukQjaG9dBx+DHNkumCdqMXCUGsr3WvO5rdSO8OamzQS61qDNLfsYV/waZrFAO93J6nJFL6qsYVz1n8HT+W2+Tdm6iA89XU48GsANEFEa72KpOcDxOJnkxyOkBqPFLcCCSDXWonIQfbvf5aJYD8hxcf5N97MBbd8uOSQ5cUwtH8PD/7910gl4jSfuZEb//wLqKPxxaM+VrmyQpRckfmS+YfgnXtg193g688+fsxs516LxK/tNiZlmSpzFTe23ci50rl4B7281dXL4aglW+Sq5JOZwiK3zmTgUo+LtZIRW1jBNxwhPTfmToDKeht1q/Q5UHXtLirmiUc8EqSTCoGpQuFp1l0ZDeZEHN1FOYPBphe1BusMFrdP73YyT4PkBWExF6UBs6k+W8wu5KKcW8jOJzopM15Ql07SCwrZBQQn0WYrF7IrCEomImNuMVqyG6moU6m02zFxvCMyNBW0JIKWxEISi5jCIuQcjbPCkSHTdSTOikdqAi1TmKpqAkVNkFbipJU4CWW2+2h5C1JJkLDIFsyyueDaIlkKb8/5u2AdqXC5QTQUFKcLCU6z9y3nd1DTNPZH4jw+HWDndJBdocLfiRazkaurnVxT5WKb245hzrE3no4zEh7JilSzgtVQaIjR8OiCgp8kSNmokfzuqmZHM432xnLkyCmAU40/noo4lfaxpmlM9AU58PIYh16fIBXPcTo1Mclq/1s0HXwcWSns+vC53Qy3t/Nm27k8SwMTqgNB0Ni8fgpL5ZvsnXmRbbY417pSWDK00uC8kM1n/j0WyzzOR02Dnt/Bk1+Fcb37SjM6UNvfT9x1M3F/A8mhULH4AwgGEbneylRkiP0HnmcmMYJqgcv+6M8445LLjuoY/cavH+DZn/4YgM03foBtV91Ksj+Q6YYKogTmdMIIYGi059IK2pyIVoP+vkbf1vn5nvshnpslu8fm5F6LzOM2KzFRZLV7Ne9reh/tyXb6Dw3wVu84/WkXQ4qbGa1wfkABR9dgvcvCRW4nrchI3iS+0UjRfCVRFqhpceQlFbiwVxx7F1Q8kspx8wxPnxWgkrHcb4ooxzDYZjLGsGkMNi+WCh9GhxfJNAVicNHXEkULlrzo67kc3WisyhoUlXCE9NSkzsOnS8fnpSenCub7LgpBQJpNHiglNM2KTdXVi0Y8lrG8SKlaUQxdqRmkC3UjReasf9xNXpqqm7W0BDZB5+cWIYlZSGMiiYEURiGpdx1piQxHT6JpcVBzyQBpNU46Ix4llTiJdI6jLxcMoqGYe0tL4OVzuLzFoK9nls0Zo1YhBy9l/Mq/vZxIqRqvBsLszHD0wXih0fRsh4Vrql1cU+1ivc1c9NsUTAZzvDyYMZSFdK4+GZ1c8LVNkqlApMoXrupsdRiksqlspeNU4o+nMsqi1OmPsii1DDhZB6wn/msfoiRSt8pJXYeLyrqFhxHPxWy8367nhul7ewoxc95SQ8PqVjnbPob74DMk3n4DIZVz84UcdgZa23ilaQOvWzsYUV3UVRi46OxxprVnsMVe4RpnrvCdkTs4a+1XOaP2wvk3Zuh1eOob0Pdsbpm7Fc77KOqZHyHlt5IcCpEcCupFcKC4eyWlJvAmxokYQrRfuZX6CzcgLXHQ7+Ded3jsH/8vFVIN7Y2baHB1okwXE8WCqI9VLiRnXvGYisGBR2DXT6H3WWaVtIRk5DGblfttJt4xGRFFie2e7VxguAB1QuPtnjH6kg4GFTfT2tzYQ73IFTTwqAIXuOx0SkYsIYW4tziKwmiWMsWt/pmobXNish4d6VFSKoHpWNHw4sBkjLBPf21BSuQVtLlrk8OLwTaDaPQv+jpZF2UmSq+wy0l3UaqReLaQnf8yjXq0haxnnkLWU4PsqUY8yvzUMpYOVdOIZUWgBbqO0vMtnzsDSSF2PASkvIJUUBMIWhJBS2DQElgEXTjS4zCSGJgtTGe7jpIZR2McTU2iZB2NMVJKgoQSI6ksPVLmWJFfkFpla5EQNF9BWlSUGorXscpWZFF+14uy44kUT8wEeHw6yPO+UEHOv1MWWWezUG8yUGcy0GAyUG8yUm8yUG8yUGs0FIhWaTXNWGSsqBAeCg0xHBpe9GSGy+SiwdZAva2eBnvhdb29ngpTxbv+/3WyUS54TzxOxj5OJRUe/t7b2a70+g4X9oojK7Rn4/1ef3oIX28oa0lSBI26mjRncBjzO0+S6u5GyCvfpqqr6W9r5+m6s9hnaGJSs3N2q8z6NYfoCz/GeuEwF9jSiAKkNYGw7SIu3vBNau3NpTdEVWHfA/DMd2DmcG550xY4/2More8hOZ7OcHT9osWLu1di6TDexBhqpcDa916Ke0NzNvZvMbz64P3s/uWj1JibWbf6IhyKG3Vul5EoYGyyZ/m5sdVZ+PzhSdh9rx7PN7k/u9hnsnG/xcCDdgvDBgNW2cp1NdexQd2Ad9DPW0O5Ga5hLf9/OLvPBWQN2gSZLU47rZqE5EuRmJsMANjcpuwcqLp2F55mB5Lh6E7SFqYSRPFP5Ixi+hwqDdEYxWCd1vl5Pkd3ejFYZhDkxWOnJcmeEZ3mcnRdhJJlN2ogoHcwTS/M0bVosblvXhgMOW5eXYqn12RirisR5BM387YMHYqW60AKp0sJQgvdV7obKXk8TjtpaYQsP09kTF4JzCQxZQxeRvSuI1lIIGspRC2R4+gZg5ea4efpOckAKXXpaRnHilmhp8ioZViiuSvz2Fl+XsDzMwLSuxmaptEdjfP4dJCd0wHeCkYLPM/1JgMdFhP1ZgP1RgP1ZmPmWufrVQYZMY8zx9NxhkPDRfx81lS2UJShgIDH4qHeXk+DrYE6ex0NtoYCrm4zzDU+lLHcKHP05UFZlDr9URallgEn44ClpFTu/NxzKOmcA74gli0jSBiXWPAl42ke+20vbz03jCcv8U0ySaw5t5omwyg89yCpF19AzBOofG43fa1tvNR0Fu+YWgkZK7nhPAvuqhcR/PdxtimMKEBShT1KI6taP8F17e/Dbpxn5tRUN7zxX/DOz3LuRdEAZ9wA5/8JtF0CgoASTJAczBXAyeEQWrK4G0B0GjC1ODOxIg4MTXZEo1QQ9THzZi/RQ9PYZXfhyqWiPuxzRC5Ng+E3dMfl3gcgkRNF9joquNsk8jubhZgo0m5sZ4dxBxavjT1DYQYUF4NqBaESRa5ZFahXRNYZTKwWDVhCClqJPPeKOmtBzvyRCpOKohKajhc6Kaf069BMHEGOZqM7ZotZOXNttM0gmRYfCCxJ1gKRadZBaTI2YEw4EAIKytTM/IXs9JEVsoLBgDSvyJR3qSwXskcLTdOIZxyO8+Wol+pGWmiIb/RoIjI0DVBKFqSztwUtgaQlc11HJJG1FDKJbNcRWhIybkY1k6WeVhKk1DiKuvjMsuOFhQpSq2wtEoLmFqRz1ysXpCcXEUXheW+YxzMi1XRq4ZhDAfAY5axIVW8y0pARsOpNBhpMRupMBqySiKZpTMWmirqrZgvjUDK06PZZZAt1Nr0Qni2M6+31ekFsa8Bj9ZQ/MycY5YL3xONk7OPRQz4e/O7bBcvsFSbqOlxZkaqqyY4kLU2QCMzEuP+X3Uy8M4NbyXE8W4WJtZsqqAnuI7nzfrS9e7MClSoITNTWcqilnefqz6JbrMdaUc115yfR5EeojjxJh0k/JvnTAofls9my+lNc0nRJ6e+9pkHfc/DGj6HrEVAzxzOzG875CJz3MfCsQVM10tOxApEqNRYpGqykoWGoser8PBPNbai1IUgCmqqRGouQ6Asw9sI+xBkNszSn81MWMDY7s0YxY4sT0ThnVpaSgoM7dY5+6PHsNqdFmWfsTu6zSrxqNqMisMW6hfOE84iPqeydSjOouhlS3CTIN3ZpoAk4NYGGtMhZZjPNqoQUTBWNThIlAU+Lg7pVOj+va3fhqDyyky2ppJLX5ZSXTDAZIxZMIJlCJYxh08hWL0b7DKK8eBeGwVBRssvJJNdjiJjBFy8hNk0XcHRSS+dJotWqx1gvwtMlt7tsmjhKzJq85nYaLdaNFFHUkvcdtclL00BLZbm4kMfPs1xdS2DQkpiEZMbclSqYR6pHSifzkgHiKBl+nlLiqMs0w0hAWJRzz97O597zikclBKZy1NvyYiqZ4omZII9PB3jWG1r0M24QBGpNcpaL12fMZXV5/LwuYy5LqSnGw+NZTj57PStiJZZgSHQancWGsry/K82V5WPkCUaZoy8PyqLU6Y+yKLUMOCmiVFpl6ICX8Z4A470BJvqCpOeIFoIAVU32rCOvvsOFo6q4NTkfybTKnY8d5LWnhlgbE3BpOYJkMEk0tDuoFiYwvfUYxteeRMyLQJuqrqa3pY0XGs6i29zM+Rs62bbmbQT/nVRlcsd9aYHfhmzU19zAzWtuYVPNptLbk4zC/of04nf49dzyqtV64XvOR8BamV2sqRrpySiRw1MMPbsLYUbBaaguJngiGGptqNF0UdSHhoah0Y653V0Y9VEKoXF45+e643K6O7vYZ3Zwv8XAAzYzI7JMVbqKCw0X4gpUc3BKYFCtYEhxE88vcjWNalWgIS3RrEm0Y8AcLxagDGaJ2ra8WVCrnJhti3dBqapG2BufM+Mphn8yQiQ4g2QudlHqzkovknFxMUiWHdli1mxuxGyoxxh1YAiZkYIi+GKFBezsZWbmqArZuYOG515EV3noaD40TSOZdTjOLwoVxtqVFpjyH7ekQLiigjRTlM4pSHMCkr7MSC6uTtKSiCQLctTV2TgMJY62tC05ZggIRxQ7t5B4lH3snI6jckF6+kLVNPaGYwzEkowlkowmUownUowlUtm/U0ukYG5Zmrcgnr0tqTHGo2OMhccYjYwWXI9FxpiKTS36OpIgUWutLRCsZjuvZsUrs1wuHo4F5YL3xONk7ON4OMXg/hnGewKM9QaYGQ4z9+stG0Rq2nJGsrp2J5a5xqc5mArF+ed79zK528u6pIQ5L9LZ6jLS2GahInQYw4sPYup+J3ufIoqMNjTQ3dzB83UbmDA3cs3mVjpqHsTk/yUOUefDvQmRZ2I1bG79IDd13kSrs7X0hoQm9FSAN+8C/2BuedslcN4fwxnvBTnXYa6lFJIjYfx7hxl9aS/WhA2boXi+lGAQkWutpKdjRd1Wqqhiaa/MxvEZmx0I83UZTezT50TtvheiuTjyHnsld5s0HrPZCIsSbUobW8QtKFMWDgaNDKoVjKpOlLwZrpKmUatINKRFViHTpIrIyeJjtdVlzJsF5cTT6kA2SEWPmwslpRbGYU/Ndj5FSCQmiwxhOZ7uRZQX7+IwGqsLjGFmoRZj2I4cNiIGBbSZUOmYa6+Xog/tApDc7kWSBzIc3VZ2/+dD0zRiebNKdWGocG7pkXYjRZUl8uJsfPQsF0+WEI8KubtIIjvrSCKBmOk8mk0UyEZKK3pcXXH+/onBbHz0vNx7ni7/RZMBMrdNkqlcW57GiCkqu0JRRuPF/HwskWQymV7SJ3nWXFYqDSGbimCQiaf8jEfHGQ2PMhYZy17P/h1MLh6dapbMurGshGDVYG+gxlpTNpYdI8ocfXlQFqVOf5RFqWXASjhgKYrKzHCY8d5AtggOl4h3szqNevG7Si+CPS32kkXTsC/K13+1jwO7p9mQlOhIS1i0QjJmcxmosQSxHX4R1+4nMWWc2bPuzJ6WVbxQfxbGljW8f+socvj7yKr+I9uTEHnQZ0S2tHNT503c2HEj1Zbq0m9ufI/ePbX7XkhmOnMkE5x5k9491bxFV+DyMLRvN7/7jx8g+qHK1EBr/VlUGGrRwjmnuiaANz7KRGwAQ4uNiz/zJxjscwY45yOdhIO/1Qvdw09Cxp2Vlgw863Bzt1ngDZOJqoSH9ep6KkJNDITtDCpuRlQX6UyRa1KhXhFoTEs0KCKNqoShRP3grrVmZ0HVd7ioqLchztMFpakakUBizvDiKCHfOLH4MJJpumCu02yBKxkWd+roLspGzEId5lglxrANOWRCCgoI/jTqTLCwkPX5jrKQXUBwqq5+1xSy6TkZ6/ndSKU6kgoEpnTp5fNmrBcVpHnFqJYsWZDmC0xoelydTC6ubu6so5NRkM6bhb5AQbrYLKRyQVrGiYSqacyk0oxliuHRTEE8lkhmrvVlSz3ZJABOWcIhi7hkCWf+RZKwiQpi2ouamiKZnCKanCQUnyAQG2c6Os5kdAJlgXlWs5AECaNk1C+iMfu3STJhFI0YJEP27/z7DGJmubTIctGIWTZjN9hxGB04TU7sBvtpI+CuBP54umMl7ONkPM1kf5Dx3qDO03sDJKLF3y93rTUX77ZALPfr/V6+8sAe1OEY65MSrYqIPIejV3qMVKljWPc8gfvwK0iZrt+ULDPS1MiB5tW8XLOB1Wd0cuX6Z1H89yKhb9OrEYlH/UbWeDZzc+fNXNl6JRa5BD9WFeh5SufoB3+rcwoAazVs+gNdoKpcVbCKpqrs/t1jvHrPz3FolVSbG2lrOgdr0oaWNxdVFVXGw31MxYdo3LGRsz/0XgR5ge991At7fwlv/xTGdmUXh002HrZauM9qYEA2UxerY6O2EXxV9MWdDCpuJjUHWkbgc6gCDWmBBkWiMS1Sq4qIc2iMKApUN+dMf7XtThyV85v+5qYS6NchQsFREsnRrBEs/1q2+hClxY7BAiZTLWZTA2a1FnPEjSFiRQ4ZEQMg+JMo074Cjq6GFu+izUKSkKuqcrOa5jGESdXViEcxy/dUw6zJKz8uumREXYmZRwUC0xxRad5fdU3J8m/UYnNXPhefa+6avS3PmrvyuL6mZji6tnzRdLO/5fOaugxHb+6ySJbyfJ4yTihSqsZkMpXl43PNZbOXpZrLZIEiXu4y5P62kID0NOnUFMnkJJHEBKH4BL7YJNPRMWZi02hLqK9lQS7g2UbRWMS9Sy7P3J6Xw0sGTKL+eLNs1vm50YnT6MQiW06benkl8Md3A8qi1OmPsii1DFipB6ywL15QAE8NhlCV0kN2c05NFzZXzt34dNckX/31Pgamo9QoAm1pida0SFNaRKbwB8dtTeCa2ENF70u4Aj1IajrrzjzUsoquVWdx2bZRXPLDoCVQtUzhGzAS02S2N23nPe3vYWvdVtxmd/EbSoRgzy/07qnx3bnlNWfC+R+DjbeCOee8TCUTvPyLe3jj1w+gqSpmu4PLPvhntDWdzVh/N4/e8z1S6TidWy/kPZ/5W6T5otzGduvRH7vvg5g3u7jX6eF/jBo7LVZsyTpaYi1URDoYSrgZVCsYVx1omkCVqsd8NCgiDWmRarW4qJZNs11QzqzT0mwvJNiaphENJvPiO8IEZkaJhAdJJEaRzFPIVm9BjIcoL9KJpIEpXYU5XoM56soITrPFbArNG0GZ9uqFbHjxqL4sZgvZUsOG84Qmuboa4RQuZBVNK+46SpcQi0p0I829b7Y4TeTHB8xbkOY7GnPxFqUK0vyCVZwVj9QkaHHQli+abqGCdKGOo7kFadEspHJBWsa7BJqmEVJURhPJnHAVTzGeTDEa14vk8WQKb+o4xNloKlYtgF3zYdFmMCgzSOkZ1NQU6dQU8cQkaXX5BnTnQ0DAbrRnC2Cn0ZkVrLJ/z7025R5rlFbOb85K5Y+nE1biPtZUDd9ENGskG+8N4Bsv7kw3WuQCkSo/ljutqPz3ywP88xMHicbTNKZFWtMibWmJWkUsYOiiBFWGII6B16gaegN7eBgBjbjJxHBzE/uaO/GesYYrN72NlPodAHEVnggaeCYkYzE4uH7V9VzVdhXneM4p3SEZGIG3fgJv/TeExnLLOy7XDWRrrgMpx7NDM9M8+Z/fp/fN1wCoamrhqg/9OW5TDXtee4KXnvw5GhqX/tGfcd573l96R86KYrvuhq5HQdFPsquixBsuD/9tVHjd6KQm1kBbfBVCuJnBlM7RfZoVSYMapZCjO7Vijm5xGvVZrbOzoFodGOZEBeanEujznQIEfcNEI0MklTEMlumCTifZ4kMQFzEZqBKWVA3meDWmiBNj2IoUkhEDGoIvieoNo0xN6zHX8aUfjwWTKcfDFzCESRUVCNLi3V4rFalMB1J+RF2pGaSLdSPlR1FnTV6aBqSLBaICc1chXy8VL52fHiBpeqw0ma4jlmAMOV6YL1Juodi52ai6xYxg5fjoMt4NmDWXzU1BGM2Yy8YTKUaOwFy2ILQUDs2PXfNiUr0YlGnE9DRqappkcop4cgp1GY8f+ZAFOcu7HYZ5uLkpd9tldGX/thvtK+pYsRL54+mIsih1+qMsSi0DTpUDVjqpMDkYyhbA470BYnMHBQPOanO28KrrcOGus9I9GebFw9O82DPD631eUkmFxrRIW1qkLSVRM0doEQUV9//P3n2HR1WmfRz/nplMJr1BQg2QCEiRIEUURCEIIiguCrquq6KuvosiSHEVrIAgiuCqqyDrIrrqqruCDZCioQrYMIA0QRNCi1LS65Tz/hEyMiSBJCQZyu+z11wwZ55znnsmLnOf3E/JSyXqYDKRR3cQkrcf57HRmakXNKXeVUepF1GytEixaeXzLAurc/xwHbuNbhPVhm4Nu3Fpo0vpHNPZew8q04T9G+H7N2DLfHAe2wTLFgQdhpbc/Dbu5Gn+6y+7WTbnH/yW+jMAjVu3Jf3nn3C7XFzY/QoGPDCubEEq7whs+V/J8iTpWzyHcwNC+TQ4mP/52yhyNqNRbmOCCi5gr7Meaa4Ict3BNDru5raxy0KAWXa0SHh04LHPuGQmVL3GwViO7RNSmOcg67cCMn7NJvPwPrKz9lCQtw+H6yAW/0O/39QGHcWwVvDLRzdYcsGSZWDPiySgIBxbbhB+OX5YsoCMIsyjebiPZGIWnXq2VCnPjWx5j5jfi01n4o2seVwBqWxB6LhCkrPs8nXl7ZuU53RR4C4+YXZRRTekvx+jzIyj4or3Q6Ju1koHKrzhPNWyc6eamRToF4jdaj+jkkyRc1mhy02200WW00XOsT+znC5yXC6yHC6ynS6yj7UpfRzfNq8yN8ymiWHmlxS4cWCYjmMbjpf+3YFhOrEZDgINNwGGE7vhwt9w4o8TP5z4GS78cGAxnViO/WkeO9c0HbjdDlzuYhyuIvIcuWQXZ1dqHf5TCbAGVHhz3Ltpb3o06XHafVTW2ZI/ns3Ols+4MNdBesqxIlXKsWW5T9gr1TAgqkkIjY4bSOYfbmNjWiZf7T7Mup+PsHlfJnYXNHNaj+XoZQst/oaDiKPbifp1M1EZOwgoyiA/MJC05s3Y3y6GuCt3EeBfsixfhsvGggyDLQVWwMBmsXFxzMWeHP2i+hdhsxw3KMTlhF1LSwaQ7f4Sz2zp0EbQ+Y6SR3hToCQv+2nDWpLmzSE/KxMMgyYXtmX/jm0AJN75VzoPGFT2wzq8uyQ/3/S+VwHsYEh9/hNgYaktjOCiZjTKa4ozvzl73VGkuSLAbafJcTl6A1fZAXaGxaB+0xCvlQpKlz433Sa5mUVk/ZZPxq+ZZBxJJS9nL4UF+3GYB/EL+L3w5BeYhWFUcFvtBGs2WLL9CMiPwp4fhi03EL9sK0aWqyRHP5KD62gmuCqfB1pCQ70LTRUUnCyhoWfcSHaXZ5npY8WiCmYjlf+ad4Ep3+Um1+Gi+MR8/LjZRHiKRYUVrxBw4uoBnhz/2PM6Xj76lMvOHTdQqyr7j2r5aJG6Ufq7iKwT8m5PXu5wke0qm5cf366wMvu7mW4Md95x+bgDA+ex3zM4PcfthovAY/l5ycOJzXBiM534GU4sphMrJTl6SY5fjGk6Md0O3O5iXKaDImchuY4csouycdZAISzYFlxmcFnp3//U5k80C2t22n1U1tmSP57tVJQ696koVQfO1n+wTNMk61DBcSM1szlyILfMalt+divRsSFENAgiIiaI4PoB7HU72Xw0l/UpR/ghLRN/p0lzp5UWDgvNnVZCTyjE+DtyiTy6jaijO4jK2IFpFPJrfH2M3pn4tc8ACxQaYawrCGVj5hF+dRo4jl3DalhpX789lza8lG6NunmP0izILFnW77s34NCO3ztsdHFJcarDUPAPxuV08v2ij1n/v//gdJSMpGzbszfX3D8GS2nxxOUsWZYv+R3YuQSOLXXisvixMbIh7xgmae6WxOQ1xSyIY58zimxnFOGOQJp4ZkEZGCfc4Pr5W4hpHvZ7ESouHKufwdFfs8n4NYXMo3vIy91LUdEBnO6Dx5baq2AUZemNbJaBNQss2RZs2SHYcgOx5flhyXKX3Mxm5kEVRuJYQkNPugZ86RrxdXUja5omhW7vG9STLV3nvWxG6ShHF3nOQnKd+RQ4Cih0FXrdTHrfkB5fHCo+6Q3p7zesvr0h9ZoxVM7MoVOOeNQNqYiUw+k2yXGVX7AqOfZ70SvXVfJajtNNTunfq7KnRSVZAH+LgT8O/M1C/MnHz8zHauZjdedjcedhuPMx3HmYrjxMdx5uV8nD6crF4czF6co7ZT+3XXQ/j3S5r0ZjP5mzNX88m5ytn7Hb5ebI/jwOlg4k+zmLnKNlZ8MEhvlTv2kIETFBRDQIxC/Sn12FRfzwaw7rfznCzvQcIt0GLZwWmjtKVjvwPyFPDSz4jXpHthGVsZ2IzF3kB/lzpG0otqt+wxJbMoPrqNGAldluduTmcMhpeJa7C/QLpHODzp4cvU1kG6yWY3n10ZSSmVMb3/59byfDAq36l+ToLa8Ci5WCnGxWvT2Xrau+9MTU95776dhv4O9BFmbD1o9KZkXt/fr3w/7BLA+LYL4RQJ7jAmLyYskrbM5eZwTFjiiiXbaSQWJOi9c+uaUCQmye/LxhfDjRzUJxFLnISD/Mkd9SyclMJS93H0WOA7j5Fb/Aw8eKTmX3/DAKwZIN1mzjWJ7uhy03BFuuHVvOsYLT0QLM7FPv1/r7RQ2sUVHlF5tOGBBmCTzJEuQ1yG2aFHhy8ZMtUVf2eOlMpVxnMXnOQvIcBRQ4CyhyFZaTa1e0vHQ5r5cz4Kuu+Bl+FQ7QqnBw18ny8hNmIPlb/M+4IqKI+EaRuyQHz3G6j8vLXWUGmmUfy9GznSW/PynJ0Uty9aLKFLaqwGqAPwZ2oxgb+djMfPzcBfiZeVjMfKyufHDnleTo7jxMVz5uVy4uV0lu7nDm4qrE6guv9nuTKxt3qdHYT+ZszR/PNipKnftUlKoD59I/WEUFTn5LyebgsZlUv/6SRXFh+aP0DANC6wUQWD+A9GCDn10Otmbns+tIHlFuw1Ogaua0YDvhBjg478CxAtV2ApxpOLvkUXxpMY5YEwwwMSgglH3FJj8XFHLAYXCg2MJRl4Gfxd97lGa9i7BZ/CBtQ0lxatvHniU8sIdBwh9Llvdr0J6Mg/tZ+/7bhDdoSM9bbsdiscKhnSVr0G/+AHJ/9cR4MKwh8/3sfOeKI6ggjuK8ePIc0ViLw4lx2mjsspTZZwsgKNJO01YRRDUJwD8kC7exl9ycNArz91PsPIDb+BVrwGGvUZSeG9msYzeynsKTBWu2P37ZVizZLozcKiy3VnojW5li02l+ARS5TxjJ6CynWHSsqFRaSMpxFpPjKCDXUUCes4B8RwEFrmM3p85CzHJvSCsoDvn6htTid9KRiaU3mCcuUXey0YvHP9cNqYicTUr3xss59u9+trP8v5cWv3KP3Sgf//ccp4uCmrxxNt0YZgGGOw/LsQKW4Slolfz9prhePHfx1TXX5ymcS/njmepc+oxzM4o8Kx1UtCx3KaufhfCYQCz17Oz1d7PLUcyWjFzSs4to5CqZQdXCaaWhy+D4xf4Mt4uw7BSiMrYTlbEDa+CvOLvnUtjVhTuqpI0bP3LMEFIKi0ktdHDAYeGgw0KOG0L9w7ikwSV0a9SNSxteygURF2C4HLBjYUmOnrrm9yDDm0GXYdDpdghtQOqmjXy38CPaX9mHtlckgtsNe9aW7OW6/VNwlBRzTMPCtsgm/M/05xdnK8Ly4skpbEZRcTQBjhAaHVvC8MR7DwyIaBRMk5bhRDSw4hd0lGLnHvJy0igs3I/DlQ7WX7EGHsHPfmzJahOM/GP5+bE8vWRQWEnRyZplw5pjYMlyYRRWYZS4n1/FhabjC05RURi26i9PbJomBceWsfMsQ3fCAC9Psei44lG2o5jc4rySwV2OAvKd+RQ4Cyl0FVLkLCgnFz8+P69oeenjcnXqdvnoyu5ZFGANIMgWVOniUaBfoPdMQRGRM1yR2+2Va584sKz8vL0kP88+rsBV2T20KsV0HsvJS/Pzsrn6rO5/pX+juFNfq4acS/njmUxFqXOfilJ1wFf/YJmmWeu/qHa7TTIO5nHkQG7JGum/5pc8fsvHUUGxqsAw2edvkh5qkIKTww4njY9b676hy3s2keF2EJ6VQlTGDoIdaVhCsrBGZGKpn4sr2o2rvomzvok7HBymhd+Krex3GOxzmhxwWMhwB9EmpuvvozTt0Vg3vQ/fz4Ojv/weWOylJSMz2/2hpGj14/ySG93933maFNpDWRXUgKTihhTnXoqZ1wIckYQ7AqjvtmA54QbXbTEJquckMiYbe+g+/EJ3YPingt9vWP2zMfJKRkxaszih2FR6Q2vBkm1gKarC//VsthNuZE+4qa1/7Ea2Xj2McvbJcpZZY73sMhi5Tjc5jmKyHHnHCkf5JcUjRwH5zoKSG1NnPkWuIopdBbjL3WC3oiXtfHFDaj/upvIUy86dZP30ivZC0g2piEjNcxwrbhW7TYrcbopNE4fbpMhtUnzs+fF/L3abv7d1mziOe73I83rFbW9vXI+hDaPq7P3phrf2+eIzLr2dqu0c3elwcSgtl4z0vOPy8wKyDuXjdpafV2Za3BwIhP1B8IvbQZHDTbNj+Xlzp4XIE5bj9nPmE5nxE5EZO7Ab6VjDsrBGZUFUHq4YSnL0aBMzCAqcVg4WW9nnNNnvNDjoMCi21KdTw8s8RaqmRQUYG98qGQxWmFnSicUP2lxbkqO3uBKy9sKm9yD5P5C5xxNLRkg0i/0i+bqoJbbsLjgLm+JXHEaUy5+IcvZrdfuZhDcoIrx+BrbQPfgFb8f024fF/xAWSwGW3NLBYKWzm0qLT6V5uwVrNhhVWEnZCAw8xWCwkhzdGh6OYfGO2TRNio8tY3f8HqQnzkbKdTjJcRaRU1xAtiOPHEd+yayj0sLRsTy92FlAsavQM4CLE3P14/J1ThzcVYfLR9uPKwAFVWHZuVPtUVrazjNzT0REakxpcavYdHty6pK83Pt58bHnRW7Tu63bpMisfNvn2zSlTXDdzAgG5eh15VwvShmGwUcffcTgwYN9HYrPnHVFqVmzZvH8889z8OBB2rdvz4svvsgVV1xRYftVq1YxduxYtm7dSuPGjXn44YcZPny4V5v58+fzxBNP8PPPP3PBBRcwdepUbrjhhtPq93i++ger87qtFLjchPpZCfezev4M87MS5mc59ufvj/ATnodZrfhZqnfDbJom+dnFZJVu6HusUJX5az5Zhwq8Rm7mGCZpfi722Nyk+blxYHpugOPKWev+907c+Dty8S/Oxlacg78zGz+/bPzsOViDs7CEZ2OJysKIySa/XgGHDD8OFBukG37Ui0jgwgZX0tsZQOOdSzB2LAL3sRGMARHgLCx5UDLicmtIK5JyEjiaeylGUQNCnEEElBNXoV8R/hEHaBCZTJh9G8HOffhlu8vOcsou+dNwVv7zNYKCyhSYrPWjcdWrh6NefQojI8mPiiIvKJRct5ssRyFZxflkOUoeuaWzjhz5nuUwCl0lN6fFrkKKXYU4XIXHCkhlZyBx4gjHOrwh9bcGYLcGYvcLIPDYrKIgvwCCbUEVF5GO29/opLOUdEMqIiJnIN3wVs7ZlqPvzi+kzzc7T8jDLWVy8tATcvPjj4VYLViqWdRyu01yjxYel5sXeHL0nKOFnmW6TUyOWEz2+LlJs7lI83MT6DY8g8haOAzslJ+jG24H/sW5+DuyS/J0Vw5+tmz8ArOxBGdjjcjCqJ8NMVlkhTv4zeXHfidk+4XRKKorHaN70jP7KOFb5nstx0dIQ8hN9zx12AJZ59+GDdmdyc/rhF9xFGHOgDJ7QZmYFNnzCY76hZiwHwi1/URg4W9YcwyvwlPpoDBLDhjlrHZQEUt4eJkc3VI/Gme9ehRH1aMwqh55kZHkBwSS43SSWZRPlqOArOJ8sh35JYWj0pUBnAWeZaULnQU4XIUUu4pwuAsw3cV4rw5QwfLSJ661XksMLPj7BWC3BhBwrGgUeCw/DzpxFYDjl5c+tpz08YO7Klp2WisBiIjImUY5et04m4tS6enpTJ06lUWLFrF//35iYmK4+OKLGT16NFdddRVQs0WplStXkpiYSEZGBhEREad9vZMpKiri0ksvZdOmTfzwww9cfPHF1b5WVX7GPt+F/oMPPmD06NHMmjWLyy+/nDlz5jBgwAC2bdtGs2ZlN7VLSUlh4MCB3Hvvvbzzzjt89dVX3H///URHRzNkyBAA1q9fzx//+EeefvppbrjhBj766CNuvvlm1q5dy6WXXlqtfs8UGUXZFJhWMhy2krX0qiHIaim5CbaW3gxbyr1RDrFaCLRaCLD8/meA1SCoaRD1moXQ1GohwGJgO7YRcM7Rot+LVL/m0+7YTXF2RgGZRskNcKqfizV2B3ZK1rqPL4b6LpMg04IffhiGhWL/MIr9K/gSyDr2SAFMNzZnHk3JpoUlGz97Ntag3awKziMvNBBrw5tpa+bRNnMbofm/kOuKZrfRla3F7cksbI3lYCRWDKKPu7zbdIHzMKGOX4gp3E501k4CM3JOuJG1HHtUzBkaSlFUOAURoeSGh5AdFkRGWABHQ/w5EmrjUJCVwyEWsv1cFLtKbk4drlxc7sO43ckYxUUYB4ox9p1QPKriDakFsFfpjBIGFvysAfgfewT4lRSPSm9MQ/yCCLEFEmILIth23I1nBTekJxaPdEMqIiIi5Tkbc/RMRzEOVz6H3TYOF1urlaMbQKifxZOflzfQrDRXDz4uLw+0WAiwWggMtBAQH0KjVmHEW0pe97MYOB0usg4VkHVcoarDsT/zsor51Wqyx8/FJn8nnwe6qe82aO60EldsEuEyCcCKn+GHabFRFBBJUUBk2eBdwJFjj50lSwLaXDm0onRwWTZ5wd/yWVABeeFxhDaJp4Mjk/gjPxCQc4gjzni2GZeyu6gNeYUX4OcIJgQIOb4LdzFWZzoRjl00KNhO1NFfsGcUYik4/rM++Sx202LBGRFGYWQ4+eGh5ISHkBUWSGZYAEdC/DkS4sfhECuHgiEPZ0mO7i7C5TqC030A012IkVeMkVOEkeq9IkBVWY89qspi+GGzBmCzlhSO7H7es45CbEGE+AUQ4h90LG8P9MrPy8vLjx8IZrPYlKOLiIiIHCc1NZXLL7+ciIgIpk+fTkJCAg6Hg6VLlzJixAh27Njh6xArZJomLpcLv3JW1Sr18MMP07hxYzZt2lSHkZ0BM6UuvfRSOnfuzOzZsz3H2rZty+DBg5k2bVqZ9o888giffvop27dv9xwbPnw4mzZtYv369QD88Y9/JDs7m88//9zT5pprriEyMpL33nuvWv2eyFdV9J7vX0FWUSYAfhZ//Cz+WCw2LIY/hsUGhg3TsGFiw2XYcGHFiY1i/HCafpjG7208bSv4e8mtkgXTMCi5VTYAy7Eb7dINjy1YDQN/i5UAiwV/q4UAix8BFit2q5VAixV/w8DqNLAUu7EUmrjz3OQdLeTo0UKy8pwUOd0UAy6XSZBpEOy2EGRaCHGZNCgqpp6jmHCXm2C3BX/8MKwBuP2CSjZOPk32wqOEZ6cQnp1CWFYKobl7sZjlzxZyG5AVYiMjxEpGiIWMEIOMYMgIMckMdpIV7CIjBDKDwelXuzdzhuGH1RKAnzUAm9WOvzUQu9VOgGepupLRjCG2kuJRmC2IcP+SAlKg38lnGemGVEREpHZoFOapnY05+o6ju7jpsxsBMCjZC9V67GFYbBjH5dfuE3N00w/X8Tk4fifk5v7H/u7nlaObGMdycguePP2EHN3PKClY+Vus2C1WAqxW7BYLAcf+7o8FazEYRW6MQhN3npOsw4UczSgkp9CFw1WyvA5uPPl5sNsg3OkmpriIKIeDMJdJkGnFZtjAGojbrwaW2jHdBOenE5aVcixP/4Wg/N8qHJzlsBpkhh6fo8PRYJPMEJPMICeZIW4yQiA7CMxqrhhRWRbDH6s1AD+L3TO4y+6Va5cM7gq2BRJqCyTUFkSYLYgQ/6BT7j+q5aNFRERqh3L0unG2zpQaOHAgmzdvZufOnQQHB3u9lpmZ6ZnJdPxMqfJmOiUnJ9OpUydSUlJo0aIFe/bs4YEHHmDt2rUUFxfTokULnn/+edq1a0dcnPeeasOGDePNN9/ENE2ef/55XnvtNQ4ePEjr1q154oknGDp0KPD7DKslS5bw2GOPsXnzZpYuXUpiYmK57+3zzz9n7NixzJ8/n/bt258/M6WKi4v5/vvvGT9+vNfxq6++mnXr1pV7zvr167n6au8Nqfv378/cuXNxOBzYbDbWr1/PmDFjyrR58cUXq91vUVERRUVFnufZ2dmVeo81zeH6fSSe012M0125kXk2TjV2sGY4jj1yTtXQBjQo+asVOP72teDY4wiw58TzjjHcUC8nmCZHQ2mYHUpUbijhBaEEF4fi7w7FMMIotoVS7B+Kwz8U07BiuB2E5uz9vQiVnUJAUSbFVsgMgfQw2NHYICPYICPEIDOEY0Um47gbWROoaFPj425yDX8sFjtWix2/0htTv8BjS9Z5j2gMtgUQYgsm1BZImC2QcP9gwm1BhPkH6oZUREREzhtna47uOm6mjImJw12Ew110kjN+519bQZ2g6NjjlIKOPSi5USy9WTSBvGOP34BdFZxudVpolBVK46MhxOSEEpUXSmhBKEGOUGzuMNzWUBz+YSU5uq1kLpSfM5+w7FTCs1IIy/6F8OxU/FyF5PuX5Oip9Uvzce8cPSPEIDMY8gIouTnAXUFUhudPw2I/rnAU4FkZwO5Xsqx0oGdJupLBXaHHBniF+5cUjyL8S46dOLirdKk6Sw0MmhMRERE5X5imibO4ohyu9vj5Wyo1GP/o0aMsWbKEqVOnlilIAae1tN6IESMoLi5m9erVBAcHs23bNkJCQoiNjWX+/PkMGTKEnTt3EhYWRmBgyW/OH3/8cRYsWMDs2bNp1aoVq1ev5rbbbiM6OppevXp5rv3www8zY8YM4uPjK4zx119/5d577+Xjjz8mKCio2u+junxalDp8+DAul4sGDRp4HW/QoAHp6enlnpOenl5ue6fTyeHDh2nUqFGFbUqvWZ1+p02bxqRJk6r0/mrDmlvWUOwqpshV9Puf7mLP30uPl2lTTtvj/zzx/CJ3EU63E9M0MTFxm27cphvTNHHjPvb89+OuY8/N414zTTduSv40cR/bBLpmJuaZFjgcnsfh8Dw2UfZnZnOaxGRCTKZJw6MGMVmBuC1F7It0cbSpQWaIjcwwO1mhDSgIDsR6bBkMmyXg2Drqx/Y6sgbSwBZAnGe5upJRjeG2IML9g4n0DyLSHkS4LejYXkiBuiEVERERqYazNUdvF9WO72777tT5dVVycVcRDrej7PmuYlymqyQnL83Pj8vVPfl5Ofl6SbvazdFdfm721ctiX72scl8PLDRpkAkNMk0aZFionxNIln8eP8fA0XgLmaE2MkMDyQqLxBkQiNUS4FmurnSvo9Il6ZrZgmjrF+jJ0UuKRsGE+QcS4R9MlH9Jjh54bKUAu9WulQBEREREziDOYjf/fHBVnff7fy/1wmY/9WLKu3fvxjRN2rRpU+MxpKWlMWTIEDp06ABAfHy857WoqCgAYmJiPEWlvLw8XnjhBZKSkujevbvnnLVr1zJnzhyvotTkyZPp169fhX2bpsmdd97J8OHD6dq1K6mpqTX87k7N53tKAWVuDkzTPOkNQ3ntTzxemWtWpd8JEyYwduxYz/Ps7GxiY2MrjLG2+Fv98bf6E+K1yvrZ4/gil2mauI4tlWceuxE+fjVJE9Pz3Dz2vzJtzN+Pu003TreJExOn28RhunGZJX/mFTkJswcQHRBChH8gfhYVjURERETORGdbjm4YBnarHbu1Ojt5nhlOlqOfmJ8f377cNsfl7wAu043T7cYJv+fobpNit5t8p4uYoGCi/IMJ9fPHqhxdRERERM4Q5dUcasqoUaO47777WLZsGX379mXIkCEkJCRU2H7btm0UFhaWKTYVFxfTqVMnr2Ndu3Y9ad//+Mc/yM7OZsKECdV/A6fJp0Wp+vXrY7Vay4x8/O2338qMkCzVsGHDctv7+flRr169k7YpvWZ1+rXb7djtZ++N5pnCMAwMDM9MIludLCooIiIiImc65ei+oxxdREREROqan7+F/3up16kb1kK/ldGqVSsMw2D79u0MHjy40te3HBtodfzALYfD4dXmnnvuoX///ixatIhly5Yxbdo0Zs6cyciRI8u9pttdsszhokWLaNKkiddrJ94PlbfU4PGSkpLYsGFDmfO6du3Kn//8Z956662Tnl8TfDoUzd/fny5durB8+XKv48uXL6dHjx7lntO9e/cy7ZctW0bXrl2x2WwnbVN6zer0KyIiIiIitUc5uoiIiIjI+cMwDGx2a50/KjvzKSoqiv79+/Pqq6+Sl5dX5vXMzMxyz4uOjgbg4MGDnmPJycll2sXGxjJ8+HAWLFjAuHHjeP3114GS+yIAl8vladuuXTvsdjtpaWm0bNnS61HVlSJefvllNm3aRHJyMsnJySxevBiADz74gKlTp1bpWtXl8+X7xo4dy+23307Xrl3p3r07//znP0lLS2P48OFAyZIc+/fv59///jcAw4cP55VXXmHs2LHce++9rF+/nrlz5/Lee+95rvnggw9y5ZVX8txzz/GHP/yBTz75hC+++IK1a9dWul8REREREalbytFFRERERORMMWvWLHr06EG3bt2YPHkyCQkJOJ1Oli9fzuzZs9m+fXuZc0oLRRMnTmTKlCns2rWLmTNnerUZPXo0AwYMoHXr1mRkZJCUlETbtm0BaN68OYZhsHDhQgYOHEhgYCChoaE89NBDjBkzBrfbTc+ePcnOzmbdunWEhIQwbNiwSr+nZs2aeT0PCSnZJuiCCy6gadOmVf2IqsXnRak//vGPHDlyhMmTJ3Pw4EEuuugiFi9eTPPmzYGSimJaWpqnfVxcHIsXL2bMmDG8+uqrNG7cmJdffpkhQ4Z42vTo0YP333+fxx9/nCeeeIILLriADz74gEsvvbTS/YqIiIiISN1Sji4iIiIiImeKuLg4Nm7cyNSpUxk3bhwHDx4kOjqaLl26MHv27HLPsdlsvPfee9x333107NiRSy65hClTpnDTTTd52rhcLkaMGMG+ffsICwvjmmuu4e9//zsATZo0YdKkSYwfP5677rqLO+64gzfffJOnn36amJgYpk2bxi+//EJERASdO3fm0UcfrZPPoiYZ5vGLG0qlZWdnEx4eTlZWFmFhYb4OR0RERETOcMofa58+YxERERGpCuWPdaOwsJCUlBTi4uIICAjwdThSC6ryM/bpnlIiIiIiIiIiIiIiIiJyflBRSkRERERERERERERERGqdilIiIiIiIiIiIiIiIiJS61SUEhERERERERERERERkVqnopSIiIiIiIiIiIiIiIjUOhWlREREREREREREREREpNapKCUiIiIiIiIiIiIiIiK1TkUpERERERERERERERERqXUqSomIiIiIiIiIiIiIiEitU1FKRERERERERERERESkGgzD4OOPP/Z1GGcNP18HcLYyTROA7OxsH0ciIiIiImeD0ryxNI+UmqccXURERESqQjm6nEp6ejpTp05l0aJF7N+/n5iYGC6++GJGjx7NVVddVeP9rVy5ksTERDIyMoiIiKjx6wO0aNGCPXv2eB175JFHePbZZ2ulvxOpKFVNOTk5AMTGxvo4EhERERE5m+Tk5BAeHu7rMM5JytFFREREpDqUo0t5UlNTufzyy4mIiGD69OkkJCTgcDhYunQpI0aMYMeOHb4OsUKmaeJyufDzK78ENHnyZO69917P85CQkLoKTUWp6mrcuDF79+4lNDQUwzDqrN/s7GxiY2PZu3cvYWFh6ucM60dERKrvXPtOUD9nbj++ygtM0yQnJ4fGjRvXWZ/nG+Xo6kdERGrWufSdcC69F/VTc5Sjy8ncf//9GIbBN998Q3BwsOd4+/btufvuu8s9p7yZTsnJyXTq1ImUlBTPLKUHHniAtWvXUlxcTIsWLXj++edp164diYmJAERGRgIwbNgw3nzzTUzT5Pnnn+e1117j4MGDtG7dmieeeIKhQ4d69btkyRIee+wxNm/ezNKlSz3XO1FoaCgNGzasqY+qSlSUqiaLxULTpk191n9YWFid/AOtfkREpK6da98J6ufM7ccXeYFGX9Yu5ejqR0REase59J1wLr0X9VMzlKP7hmmaOIuK6rxfP7u9UgPYjh49ypIlS5g6dapXQarU6SytN2LECIqLi1m9ejXBwcFs27aNkJAQYmNjmT9/PkOGDGHnzp2EhYURGBgIwOOPP86CBQuYPXs2rVq1YvXq1dx2221ER0fTq1cvz7UffvhhZsyYQXx8/EljfO6553j66aeJjY3lpptu4m9/+xv+/v7Vfk9VoaKUiIiIiIiIiIiIiIjUGWdRES8PG1rn/Y5660NsAQGnbLd7925M06RNmzY1HkNaWhpDhgyhQ4cOAMTHx3tei4qKAiAmJsZTVMrLy+OFF14gKSmJ7t27e85Zu3Ytc+bM8SpKTZ48mX79+p20/wcffJDOnTsTGRnJN998w4QJE0hJSeFf//pXTb7NCqkoJSIiIiIiIiIiIiIicoxpmgC1siz4qFGjuO+++1i2bBl9+/ZlyJAhJCQkVNh+27ZtFBYWlik2FRcX06lTJ69jXbt2PWX/Y8aM8fw9ISGByMhIhg4dynPPPUe9evWq+G6qTkWps4zdbuepp57CbrernzOwHxERqb5z7TtB/Zy5/SgvkJp2Lv3/41zsR0REqu9c+k44l96L+pFzgZ/dzqi3PvRJv5XRqlUrDMNg+/btDB48uNLXt1gswO9FLQCHw+HV5p577qF///4sWrSIZcuWMW3aNGbOnMnIkSPLvabb7QZg0aJFNGnSxOu1E/8/U95Sg6dy2WWXASWzw+qiKGWYx386IiIiIiIiIiIiIiIiNaSwsJCUlBTi4uIIqMTSeWeKAQMGsGXLFnbu3Fmm2JOZmelZXs8wDD766CMGDx7M9u3badeuHVu3bqVdu3YAvP766/zf//0fKSkptGjRokw/EyZMYNGiRWzevJl169Zx+eWXc/jwYU+BKCcnh+joaF5//XVuv/32cmNduXIliYmJZGRkVHm/q4ULFzJo0CD27NlDs2bNqnRuqar8jDVTSkRERERERERERERE5DizZs2iR48edOvWjcmTJ5OQkIDT6WT58uXMnj2b7du3lzmnZcuWxMbGMnHiRKZMmcKuXbuYOXOmV5vRo0czYMAAWrduTUZGBklJSbRt2xaA5s2bYxgGCxcuZODAgQQGBhIaGspDDz3EmDFjcLvd9OzZk+zsbNatW0dISAjDhg2r9Htav349GzZsIDExkfDwcL799lvGjBnD9ddfX+2CVFVZ6qQXERERERERERERERGRs0RcXBwbN24kMTGRcePGcdFFF9GvXz++/PJLZs+eXe45NpuN9957jx07dtCxY0eee+45pkyZ4tXG5XIxYsQI2rZtyzXXXMOFF17IrFmzAGjSpAmTJk1i/PjxNGjQgAceeACAp59+mieffJJp06bRtm1b+vfvz2effUZcXFyV3pPdbueDDz6gd+/etGvXjieffJJ7772X9957rxqfUPVo+T4REREREREREREREakVZ+vyfVJ5VfkZa6aUiIiIiIiIiIiIiIiI1DoVpc4ys2bN8lQbu3Tpwpo1a2r0+qtXr2bQoEE0btwYwzD4+OOPa/T6paZNm8Yll1xCaGgoMTExDB48mJ07d9Z4P7NnzyYhIYGwsDDCwsLo3r07n3/+eY33IyIilXeq7xrDMMp9PP/88zXWR25uLg888ABNmzYlMDCQtm3bVjj1/nT6+fXXX7nzzjtp3LgxQUFBXHPNNezatavK/VTme9M0TSZOnEjjxo0JDAykd+/ebN26tcb7WbBgAf3796d+/foYhkFycnKNvx+Hw8EjjzxChw4dCA4OpnHjxtxxxx0cOHCgxt/PxIkTadOmDcHBwURGRtK3b1++/vrrKr8nOX/Vdn4OdZOjKz8XETl/1UV+Xpl+lKNXrw/l5yJytlFR6izywQcfMHr0aB577DF++OEHrrjiCgYMGEBaWlqN9ZGXl0fHjh155ZVXauya5Vm1ahUjRoxgw4YNLF++HKfTydVXX01eXl6N9tO0aVOeffZZvvvuO7777jv69OnDH/7whyr/kk5ERGrOqb5rDh486PV44403MAyDIUOG1FgfY8aMYcmSJbzzzjts376dMWPGMHLkSD755JMaey+maTJ48GB++eUXPvnkE3744QeaN29O3759q/x9V5nvzenTp/PCCy/wyiuv8O2339KwYUP69etHTk5OjfaTl5fH5ZdfzrPPPlul91CVfvLz89m4cSNPPPEEGzduZMGCBfz0009cf/31NdoPQOvWrXnllVfYsmULa9eupUWLFlx99dUcOnSo2u9Pzh91kZ9D3eToys9FRM5fdZGfV6Yf5ejV60P5uYicdUw5a3Tr1s0cPny417E2bdqY48ePr5X+APOjjz6qlWuf6LfffjMBc9WqVbXeV2RkpPmvf/2r1vsREZFTq8x3zR/+8AezT58+NdpH+/btzcmTJ3sd69y5s/n444/XWD87d+40AfPHH3/0HHM6nWZUVJT5+uuvV7sf0yz7vel2u82GDRuazz77rKdNYWGhGR4ebr722ms11s/xUlJSTMD84Ycfqn39yvRT6ptvvjEBc8+ePbXaT1ZWlgmYX3zxRbX7kfNHXefnpll3ObrycxGR81Nd5OcV9aMcvep9HE/5uZzJCgoKzG3btpkFBQW+DkVqSVV+xpopdZYoLi7m+++/5+qrr/Y6fvXVV7Nu3TofRVVzsrKyAIiKiqq1PlwuF++//z55eXl079691voREZGa8+uvv7Jo0SL+8pe/1Oh1e/bsyaeffsr+/fsxTZMVK1bw008/0b9//xrro6ioCMBrg0+r1Yq/vz9r1649rWuf+L2ZkpJCenq6V55gt9vp1avXaeUJdfH9XNl+srKyMAyDiIiIWuunuLiYf/7zn4SHh9OxY8dq9yPnB+Xnp0/5uYjI2ae28nNQjl6dPmqL8nMRqU0qSp0lDh8+jMvlokGDBl7HGzRoQHp6uo+iqhmmaTJ27Fh69uzJRRddVOPX37JlCyEhIdjtdoYPH85HH31Eu3btarwfERGpeW+99RahoaHceOONNXrdl19+mXbt2tG0aVP8/f255pprmDVrFj179qyxPtq0aUPz5s2ZMGECGRkZFBcX8+yzz5Kens7Bgwerfd3yvjdLc4GazBNq+/u5Kv0UFhYyfvx4br31VsLCwmq8n4ULFxISEkJAQAB///vfWb58OfXr169WP3L+UH5efcrPRUTOXrWVn4Ny9Or0URuUn4tIbfPzdQBSNYZheD03TbPMsbPNAw88wObNm097REpFLrzwQpKTk8nMzGT+/PkMGzaMVatW6cZXROQs8MYbb/DnP//ZayRjTXj55ZfZsGEDn376Kc2bN2f16tXcf//9NGrUiL59+9ZIHzabjfnz5/OXv/yFqKgorFYrffv2ZcCAAad13ZN9b9ZknlDb38+V7cfhcHDLLbfgdruZNWtWrfSTmJhIcnIyhw8f5vXXX+fmm2/m66+/JiYmptr9yflD+XnVKT8XETl71VZ+DsrRT6ePmqT8XERqm4pSZ4n69etjtVrLjKT47bffyoy4OJuMHDmSTz/9lNWrV9O0adNa6cPf35+WLVsC0LVrV7799lteeukl5syZUyv9iYhIzVizZg07d+7kgw8+qNHrFhQU8Oijj/LRRx9x7bXXApCQkEBycjIzZsyosRtegC5dupCcnExWVhbFxcVER0dz6aWX0rVr12pdr6LvzYYNGwIlozEbNWrkOV7dPKEuvp8r04/D4eDmm28mJSWFpKSkao/CPFU/wcHBtGzZkpYtW3LZZZfRqlUr5s6dy4QJE6rVn5wflJ9Xn/JzEZGzU23l56Acvbp91DTl5yJSF7R831nC39+fLl26sHz5cq/jy5cvp0ePHj6KqvpM0+SBBx5gwYIFJCUlERcXV6d9l64hLCIiZ665c+fSpUuXGl873OFw4HA4sFi80yCr1Yrb7a7RvkqFh4cTHR3Nrl27+O677/jDH/5QpfNP9b0ZFxdHw4YNvfKE4uJiVq1aVaU8oa6+nyvTT+kN765du/jiiy+oV69erfRT0XnKFeRUlJ/XbN/6/5yIyJmvtvJzUI5e3T5qivJzEalLmil1Fhk7diy33347Xbt2pXv37vzzn/8kLS2N4cOH11gfubm57N692/M8JSWF5ORkoqKiaNasWY31M2LECP7zn//wySefEBoa6hlhGh4eTmBgYI318+ijjzJgwABiY2PJycnh/fffZ+XKlSxZsqTG+hARkaqpzHdNdnY2//vf/5g5c2at9NGrVy/+9re/ERgYSPPmzVm1ahX//ve/eeGFF2q0n//9739ER0fTrFkztmzZwoMPPsjgwYO9NjuujFN9bxqGwejRo3nmmWdo1aoVrVq14plnniEoKIhbb721xvoBOHr0KGlpaRw4cACAnTt3AiUjQUtHg55uP06nk6FDh7Jx40YWLlyIy+XytImKisLf379G+snLy2Pq1Klcf/31NGrUiCNHjjBr1iz27dvHTTfdVMlPTc5ndZGfQ93k6MrPRUTOX3WRn1emH+XoVe8DlJ+LnAkMw+Cjjz5i8ODBvg7l7GDKWeXVV181mzdvbvr7+5udO3c2V61aVaPXX7FihQmUeQwbNqxG+ymvD8CcN29ejfZz9913ez6v6Oho86qrrjKXLVtWo32IiEjVVOa7Zs6cOWZgYKCZmZlZK30cPHjQvPPOO83GjRubAQEB5oUXXmjOnDnTdLvdNdrPSy+9ZDZt2tS02Wxms2bNzMcff9wsKiqq8vupzPem2+02n3rqKbNhw4am3W43r7zySnPLli013s+8efPKbfPUU0/VWD8pKSkVtlmxYkWN9VNQUGDecMMNZuPGjU1/f3+zUaNG5vXXX29+8803le5DpLbzc9Osmxxd+bmIyPmrLvLzyvSjHL16fSg/l7NBQUGBuW3bNrOgoMDXoVTZwYMHzQceeMCMi4sz/f39zaZNm5rXXXed+cUXX3jaAOZHH31UI/2V/huWkZFRI9eryMKFC81u3bqZAQEBZr169cwbbrjhtK5XlZ+xYZqmiYiIiIiIiIiIiIiISA0rLCwkJSWFuLg4AgICfB1OpaWmpnL55ZcTERHBpEmTSEhIwOFwsHTpUv75z3+yY8cOoGZnSq1cuZLExEQyMjKIiIio9nVM08TlcuHnV3axvPnz53PvvffyzDPP0KdPH0zTZMuWLQwdOrTa/VXlZ6w9pURERERERERERERERI5z//33YxgG33zzDUOHDqV169a0b9+esWPHsmHDhnLPWblyJYZhkJmZ6TmWnJyMYRikpqYCsGfPHgYNGkRkZCTBwcG0b9+exYsXk5qaSmJiIgCRkZEYhsGdd94JlBSZpk+fTnx8PIGBgXTs2JEPP/ywTL9Lly6la9eu2O121qxZUyY+p9PJgw8+yPPPP8/w4cNp3bo1F1544WkVpKpKe0qJiIiIiIiIiIiIiEidMU0T0+Gu834NmwXDME7Z7ujRoyxZsoSpU6cSHBxc5vXTmcU0YsQIiouLWb16NcHBwWzbto2QkBBiY2OZP38+Q4YMYefOnYSFhXn2j3v88cdZsGABs2fPplWrVqxevZrbbruN6OhoevXq5bn2ww8/zIwZM4iPjy83xo0bN7J//34sFgudOnUiPT2diy++mBkzZtC+fftqv6eqUFFKRERERERERERERETqjOlwc+DJdXXeb+PJPTD8radst3v3bkzTpE2bNjUeQ1paGkOGDKFDhw4AxMfHe16LiooCICYmxlNUysvL44UXXiApKYnu3bt7zlm7di1z5szxKkpNnjyZfv36Vdj3L7/8AsDEiRN54YUXaNGiBTNnzqRXr1789NNPnv5rk4pSIiIiIiIiIiIiIiIix5imCVCpWVVVNWrUKO677z6WLVtG3759GTJkCAkJCRW237ZtG4WFhWWKTcXFxXTq1MnrWNeuXU/at9tdMjvtscceY8iQIQDMmzePpk2b8r///Y+//vWv1XlLVaKilIiIiIiIiIiIiIiI1BnDZqHx5B4+6bcyWrVqhWEYbN++ncGDB1f6+hZLyfVLi1oADofDq80999xD//79WbRoEcuWLWPatGnMnDmTkSNHlnvN0kLSokWLaNKkiddrdrvd63l5Sw0er1GjRgC0a9fO6xrx8fGkpaWd9NyaUrmfgIiIiIiIiIiIiIiISA0wDAOLv7XOH5Wd+RQVFUX//v159dVXycvLK/N6ZmZmuedFR0cDcPDgQc+x5OTkMu1iY2MZPnw4CxYsYNy4cbz++usA+Pv7A+ByuTxt27Vrh91uJy0tjZYtW3o9YmNjK/V+SnXp0gW73c7OnTs9xxwOB6mpqTRv3rxK16ouFaVERERERERERERERESOM2vWLFwuF926dWP+/Pns2rWL7du38/LLL3v2djpRaaFo4sSJ/PTTTyxatIiZM2d6tRk9ejRLly4lJSWFjRs3kpSURNu2bQFo3rw5hmGwcOFCDh06RG5uLqGhoTz00EOMGTOGt956i59//pkffviBV199lbfeeqtK7yksLIzhw4fz1FNPsWzZMnbu3Ml9990HwE033VSNT6nqtHyfiIiIiIiIiIiIiIjIceLi4ti4cSNTp05l3LhxHDx4kOjoaLp06cLs2bPLPcdms/Hee+9x33330bFjRy655BKmTJniVfBxuVyMGDGCffv2ERYWxjXXXMPf//53AJo0acKkSZMYP348d911F3fccQdvvvkmTz/9NDExMUybNo1ffvmFiIgIOnfuzKOPPlrl9/X888/j5+fH7bffTkFBAZdeeilJSUlERkZW74OqIsM8fnFDERGRY+68804yMzP5+OOPvY6vXLmSxMREMjIyiIiI8ElsIiIiIiLnI+XoIiJyNiosLCQlJYW4uDgCAgJ8HY7Ugqr8jLV8n4iInHFO3ABSRERERER8Szm6iIiI1AQVpURE5LTMnz+f9u3bY7fbadGiRZl1cg3DKDOSMyIigjfffBOA1NRUDMPgv//9L7179yYgIIB33nmnjqIXERERETn3KEcXERGRM5WKUiIiUm3ff/89N998M7fccgtbtmxh4sSJPPHEE56b2ap45JFHGDVqFNu3b6d///41H6yIiIiIyHlAObqIiIicyfx8HYCIiJy5Fi5cSEhIiNcxl8vl+fsLL7zAVVddxRNPPAFA69at2bZtG88//zx33nlnlfoaPXo0N95442nHLCIiIiJyLlOOLiIiImczzZQSEZEKJSYmkpyc7PX417/+5Xl9+/btXH755V7nXH755ezatcvrxrgyunbtWiMxi4iIiIicy5Sji4iIyNlMM6VERKRCwcHBtGzZ0uvYvn37PH83TRPDMLxeN03T67lhGGWOlbdJcnBw8OmGKyIiIiJyzlOOLiIiImczzZQSEZFqa9euHWvXrvU6tm7dOlq3bo3VagUgOjqagwcPel7ftWsX+fn5dRqniIiIiMj5Qjm6iIiInMk0U0pERKpt3LhxXHLJJTz99NP88Y9/ZP369bzyyivMmjXL06ZPnz688sorXHbZZbjdbh555BFsNpsPoxYREREROXcpRxcREZEzmWZKiYhItXXu3Jn//ve/vP/++1x00UU8+eSTTJ482WsD5ZkzZxIbG8uVV17JrbfeykMPPURQUJDvghYREREROYcpRxcREalbhmHw8ccf+zqMs4ZhnriIsIiIiIiIiIiIiIiISA0oLCwkJSWFuLg4AgICfB1OlaSnpzN16lQWLVrE/v37iYmJ4eKLL2b06NFcddVVQElR6qOPPmLw4MGn3d/KlStJTEwkIyODiIiI075eRdcvzzfffMMll1xSretW5Wes5ftERERERERERERERESOk5qayuWXX05ERATTp08nISEBh8PB0qVLGTFiBDt27PB1iBUyTROXy4Wfn3cJqEePHl77SgI88cQTfPHFF3Tt2rVOYtPyfSIiIiIiIiIiIiIiIse5//77MQyDb775hqFDh9K6dWvat2/P2LFj2bBhQ7nnrFy5EsMwyMzM9BxLTk7GMAxSU1MB2LNnD4MGDSIyMpLg4GDat2/P4sWLSU1N9cxiioyMxDAMz/K7pmkyffp04uPjCQwMpGPHjnz44Ydl+l26dCldu3bFbrezZs2aMvH5+/vTsGFDz6NevXp8+umn3H333RiGUTMf3CloppSIiIiIiIiIiIiIiMgxR48eZcmSJUydOpXg4OAyr5/O0nojRoyguLiY1atXExwczLZt2wgJCSE2Npb58+czZMgQdu7cSVhYGIGBgQA8/vjjLFiwgNmzZ9OqVStWr17NbbfdRnR0NL169fJc++GHH2bGjBnEx8dXKsZPP/2Uw4cPe+09WdtUlBIRERERERERERERkTpjmiYOh6PO+7XZbJWaEbR7925M06RNmzY1HkNaWhpDhgyhQ4cOAMTHx3tei4qKAiAmJsZTVMrLy+OFF14gKSmJ7t27e85Zu3Ytc+bM8SpKTZ48mX79+lU6lrlz59K/f39iY2NP921VmopSIiIiIiIiIiIiIiJSZxwOB88880yd9/voo4/i7+9/ynamaQLUypJ2o0aN4r777mPZsmX07duXIUOGkJCQUGH7bdu2UVhYWKbYVFxcTKdOnbyOVWVfqH379rF06VL++9//Vu0NnCbtKSUiIiIiIiIiIiIiInJMq1atMAyD7du3V+k8i6Wk5FJa1ALKzAi75557+OWXX7j99tvZsmULXbt25R//+EeF13S73QAsWrSI5ORkz2Pbtm1e+0oB5S41WJF58+ZRr149rr/++kqfUxM0U0pEREREREREREREROqMzWbj0Ucf9Um/lREVFUX//v159dVXGTVqVJliT2ZmZrl7NkVHRwNw8OBBIiMjAUhOTi7TLjY2luHDhzN8+HAmTJjA66+/zsiRIz2zuFwul6dtu3btsNvtpKWleS3VdzpM02TevHnccccdlf5MaoqKUiIiIiIiIiIiIiIiUmcMw6jUMnq+NGvWLHr06EG3bt2YPHkyCQkJOJ1Oli9fzuzZs8udRdWyZUtiY2OZOHEiU6ZMYdeuXcycOdOrzejRoxkwYACtW7cmIyODpKQk2rZtC0Dz5s0xDIOFCxcycOBAAgMDCQ0N5aGHHmLMmDG43W569uxJdnY269atIyQkhGHDhlX5vSUlJZGSksJf/vKX6n04p0HL94mIiIiIiIiIiIiIiBwnLi6OjRs3kpiYyLhx47jooovo168fX375JbNnzy73HJvNxnvvvceOHTvo2LEjzz33HFOmTPFq43K5GDFiBG3btuWaa67hwgsvZNasWQA0adKESZMmMX78eBo0aMADDzwAwNNPP82TTz7JtGnTaNu2Lf379+ezzz4jLi6uWu9t7ty59OjRw1MMq0uGefzihiIiIiIiIiIiIiIiIjWksLCQlJQU4uLiCAgI8HU4Uguq8jPWTCkRERERERERERERERGpdSpKiYiIiIiIiIiIiIiISK1TUUpERERERERERERERERqnYpSIiIiIiIiIiIiIiIiUutUlBIREREREREREREREZFap6KUiIiIiIiIiIiIiIiI1DoVpURERERERERERERERKTWqSglIiIiIiIiIiIiIiIitU5FKRGRM8jLL7+MYRhcdNFFvg7ljNO7d28Mwyj38eOPP/o6PBERERGpAcqHy3rzzTcrzIOPf7Ro0aLc81NTUzEMgzfffLPGYpo4caJX30FBQTRt2pT+/fvzj3/8g5ycnBrrqzry8/OZOHEiK1euLPNa6eeZmppa53GJiIgI+Pk6ABER+d0bb7wBwNatW/n666+59NJLfRzRmSU+Pp533323zPELLrjAB9GIiIiISE1TPlzWtddey/r1672Ode/enaFDhzJu3DjPMbvdXu75jRo1Yv369bWSMy9ZsoTw8HCKi4s5cOAAX375JQ8//DDPP/88n332GR07dqzxPisjPz+fSZMmASWD245X+nk2atTIB5GJiMi5yDAMPvroIwYPHuzrUM4KKkqJiJwhvvvuOzZt2sS1117LokWLmDt3bp3fhJumSWFhIYGBgXXab2UFBgZy2WWX1fh18/PzCQoKqvHrioiIiEjlKR8uX3R0NNHR0WWON2jQ4KS5scvlwul0YrfbayWHBujSpQv169f3PL/lllt44IEH6NWrF9dffz0//fRThcWyqnA4HBiGgZ/f6f8aq6LPU0REpDzp6elMnTqVRYsWsX//fmJiYrj44osZPXo0V111VY33t3LlShITE8nIyCAiIqLGrw/w008/8be//Y2vvvqK4uJiOnTowJQpU0hMTKyV/k6k5ftERM4Qc+fOBeDZZ5+lR48evP/+++Tn5wMlN2ExMTHcfvvtZc7LzMwkMDCQsWPHeo5lZ2fz0EMPERcXh7+/P02aNGH06NHk5eV5nWsYBg888ACvvfYabdu2xW6389ZbbwEwadIkLr30UqKioggLC6Nz587MnTsX0zS9rlFUVMS4ceNo2LAhQUFBXHnllXz//fe0aNGCO++806tteno6f/3rX2natCn+/v7ExcUxadIknE7naX9+H3zwAVdffTWNGjUiMDCQtm3bMn78+DLv+c477yQkJIQtW7Zw9dVXExoa6kkiiouLmTJlCm3atMFutxMdHc1dd93FoUOHTjs+ERERETk55cPVV7pE3/Tp05kyZQpxcXHY7XZWrFhR7vJ9pcvv/fDDD9x4442EhYURHh7Obbfddtq5b8eOHXnsscdIS0vjgw8+8Bwv7/OAkplMx89mWrlyJYZh8PbbbzNu3DiaNGmC3W5n9+7dHDp0iPvvv5927doREhJCTEwMffr0Yc2aNV6fRWnRadKkSZ4lBkv7rmj5vjfeeIOOHTsSEBBAVFQUN9xwA9u3b/dqU3ovsXv3bgYOHEhISAixsbGMGzeOoqKi0/rcRETkzJOamkqXLl1ISkpi+vTpbNmyhSVLlpCYmMiIESN8Hd5JmaZZYX5x7bXX4nQ6SUpK4vvvv+fiiy/muuuuIz09vU5iU1FKROQMUFBQwHvvvccll1zCRRddxN13301OTg7/+9//ALDZbNx2223Mnz+f7Oxsr3Pfe+89CgsLueuuu4CSWT+9evXirbfeYtSoUXz++ec88sgjvPnmm1x//fVlbqI//vhjZs+ezZNPPsnSpUu54oorgJIv3r/+9a/897//ZcGCBdx4442MHDmSp59+2uv8u+66ixdffJG77rqLTz75hCFDhnDDDTeQmZnp1S49PZ1u3bqxdOlSnnzyST7//HP+8pe/MG3aNO69995Kf1ZOp9Pr4Xa7Adi1axcDBw5k7ty5LFmyhNGjR/Pf//6XQYMGlblGcXEx119/PX369OGTTz5h0qRJuN1u/vCHP/Dss89y6623smjRIp599lmWL19O7969KSgoqHSMIiIiIlI1yocrnw+fzMsvv0xSUhIzZszg888/p02bNidtf8MNN9CyZUs+/PBDJk6cyMcff0z//v1xOBynFcf1118PwOrVq6t9jQkTJpCWlsZrr73GZ599RkxMDEePHgXgqaeeYtGiRcybN4/4+Hh69+7t2T+qUaNGLFmyBIC//OUvrF+/nvXr1/PEE09U2Ne0adP4y1/+Qvv27VmwYAEvvfQSmzdvpnv37uzatcurrcPh4Prrr+eqq67ik08+4e677+bvf/87zz33XLXfq4iInJnuv/9+DMPgm2++YejQobRu3Zr27dszduxYNmzYUO45pYMrjs8DkpOTvQZE7Nmzh0GDBhEZGUlwcDDt27dn8eLFpKamemYrRUZGeg2qME2T6dOnEx8fT2BgIB07duTDDz8s0+/SpUvp2rUrdrvda9BGqcOHD7N7927Gjx9PQkICrVq14tlnnyU/P5+tW7fWzAd3KqaIiPjcv//9bxMwX3vtNdM0TTMnJ8cMCQkxr7jiCk+bzZs3m4D5z3/+0+vcbt26mV26dPE8nzZtmmmxWMxvv/3Wq92HH35oAubixYs9xwAzPDzcPHr06Enjc7lcpsPhMCdPnmzWq1fPdLvdpmma5tatW03AfOSRR7zav/feeyZgDhs2zHPsr3/9qxkSEmLu2bPHq+2MGTNMwNy6detJY+jVq5cJlHn8+c9/LtPW7XabDofDXLVqlQmYmzZt8rw2bNgwEzDfeOONcmOeP3++1/Fvv/3WBMxZs2adND4RERERqT7lw6fOh48HmCNGjPA8T0lJMQHzggsuMIuLi73alr42b948z7GnnnrKBMwxY8Z4tX333XdNwHznnXdO2n/p+YcOHSr39YKCAhMwBwwY4DnWvHlzr8+jVK9evcxevXp5nq9YscIEzCuvvPKkMZimaTqdTtPhcJhXXXWVecMNN3iOHzp0yATMp556qsw58+bNMwEzJSXFNE3TzMjIMAMDA82BAwd6tUtLSzPtdrt56623eo6V3kv897//9Wo7cOBA88ILLzxlvCIi56uCggJz27ZtZkFBga9DqbQjR46YhmGYzzzzzCnbAuZHH31kmubv32MZGRme13/44Qev755rr73W7Nevn7l582bz559/Nj/77DNz1apVptPpNOfPn28C5s6dO82DBw+amZmZpmma5qOPPmq2adPGXLJkifnzzz+b8+bNM+12u7ly5UqvfhMSEsxly5aZu3fvNg8fPlwmVrfbbbZt29a85557zNzcXNPhcJjPP/+82aBBA6+Yq6oqP2PNlBIROQPMnTuXwMBAbrnlFgBCQkK46aabWLNmjWdkXocOHejSpQvz5s3znLd9+3a++eYb7r77bs+xhQsXctFFF3HxxRd7zSjq378/hmF4RhCW6tOnD5GRkWViSkpKom/fvoSHh2O1WrHZbDz55JMcOXKE3377DYBVq1YBcPPNN3udO3To0DLrvS9cuJDExEQaN27sFdeAAQO8rnUyF1xwAd9++63Xo3Sk6i+//MKtt95Kw4YNPfH26tXL8zmdaMiQIWXii4iIYNCgQV7xXXzxxTRs2LDM5yYiIiIiNUf5cOXy4VO5/vrrsdlslW7/5z//2ev5zTffjJ+fHytWrDitOMwTZqNVx4n5eqnXXnuNzp07ExAQgJ+fHzabjS+//LLcnL8y1q9fT0FBQZmlBWNjY+nTpw9ffvml13HDMMqsxpCQkMCePXuq1b+IyPnKNE1crvw6f1T2O2r37t2YpnnKWcfVkZaWxuWXX06HDh2Ij4/nuuuu48orr8RqtRIVFQVATEwMDRs2JDw8nLy8PF544QXeeOMN+vfvT3x8PHfeeSe33XYbc+bM8br25MmT6devHxdccAH16tUr07dhGCxfvpwffviB0NBQAgIC+Pvf/86SJUtqbQ+rE53+DpEiInJadu/ezerVqxkyZAimaXqm9w4dOpR58+bxxhtvMG3aNADuvvtuRowYwY4dO2jTpg3z5s3Dbrfzpz/9yXO9X3/9ld27d1d4M3r48GGv540aNSrT5ptvvuHqq6+md+/evP7665417z/++GOmTp3qWcruyJEjQMkmy8fz8/Mr88X366+/8tlnn1U6rvIEBATQtWvXMsdzc3O54oorCAgIYMqUKbRu3ZqgoCD27t3LjTfeWGbpvaCgIMLCwsrEl5mZib+/f7XjExEREZGqUz5cflzVUd57OZmGDRt6PS+Nu/R9VVdpgaZx48bVvkZ57+WFF15g3LhxDB8+nKeffpr69etjtVp54oknql2UKn2v5fXXuHFjli9f7nUsKCiIgIAAr2N2u53CwsJq9S8icr5yuwtYuapDnffbu9cWrNagU7YrLV4ZhlHjMYwaNYr77ruPZcuW0bdvX4YMGUJCQkKF7bdt20ZhYSH9+vXzOl5cXEynTp28jpX3e7PjmabJ/fffT0xMDGvWrCEwMJB//etfXHfddXz77bdVziWqQ0UpEREfe+ONNzBNkw8//NBrLdhSb731FlOmTMFqtfKnP/2JsWPH8uabbzJ16lTefvttBg8e7DWys379+gQGBvLGG2+U21/9+vW9npf35fr+++9js9lYuHCh1w3Xxx9/7NWu9Eb7119/pUmTJp7jTqezzI1s/fr1SUhIYOrUqeXGdTo3rElJSRw4cICVK1d6ZkcBZdbxL1Xee65fvz716tXzrD9/otDQ0GrHJyIiIiIVUz5c4nTy4VJV/cVZenp6uXGXN7K6Kj799FMAevfu7TkWEBBAUVFRmbaHDx8u8zOB8t/LO++8Q+/evZk9e7bX8ZycnGrHWvpeDx48WOa1AwcOlBubiIic+1q1aoVhGGzfvp3BgwdX+jyLpWRxuuNnZJ24V+M999xD//79WbRoEcuWLWPatGnMnDmTkSNHlnvN0v3UFy1a5PW9DSUDI44XHBx80viSkpJYuHAhGRkZngHbs2bNYvny5bz11luMHz++Eu/y9KgoJSLiQy6Xi7feeosLLriAf/3rX2VeX7hwITNnzuTzzz/nuuuuIzIyksGDB/Pvf/+b7t27k56e7rVUCcB1113HM888Q7169YiLi6tWXIZh4Ofnh9Vq9RwrKCjg7bff9mp35ZVXAvDBBx/QuXNnz/EPP/wQp9NZJq7FixdzwQUXlLs8yukovWE98Yv4xCnMJ3Pdddfx/vvv43K5uPTSS2s0PhEREREpn/Jh33r33Xfp0qWL5/l///tfnE6nVzGpqjZt2sQzzzxDixYtvJY1bNGiBZs3b/Zq+9NPP7Fz585KF34MwyiT82/evJn169cTGxvrOVba5sQVE8rTvXt3AgMDeeedd7jppps8x/ft20dSUhJDhw6tVGwiIlI1FksgvXtt8Um/lREVFUX//v159dVXGTVqVJliT2ZmZrnL3UVHRwMlgx1Kv++Tk5PLtIuNjWX48OEMHz6cCRMm8PrrrzNy5EjPCj4ul8vTtl27dtjtdtLS0rwGY1dHfn4+8HvxrJTFYvEUv2qbilIiIj70+eefc+DAAZ577rlyb/wuuugiXnnlFebOnct1110HlCxZ8sEHH/DAAw/QtGlT+vbt63XO6NGjmT9/PldeeSVjxowhISEBt9tNWloay5YtY9y4cacsulx77bW88MIL3Hrrrfzf//0fR44cYcaMGWVuANu3b8+f/vQnZs6cidVqpU+fPmzdupWZM2cSHh7u9QU3efJkli9fTo8ePRg1ahQXXnghhYWFpKamsnjxYl577TWaNm1arc+xR48eREZGMnz4cJ566ilsNhvvvvsumzZtqvQ1brnlFt59910GDhzIgw8+SLdu3bDZbOzbt48VK1bwhz/8gRtuuKFa8YmIiIhI+ZQP10w+XF0LFizAz8+Pfv36sXXrVp544gk6duxYZo+sinz//feEh4fjcDg4cOAAX375JW+//TYxMTF89tlnXktj33777dx2223cf//9DBkyhD179jB9+nTPL+8q47rrruPpp5/mqaeeolevXuzcuZPJkycTFxfnVQQMDQ2lefPmfPLJJ1x11VVERUVRv359WrRoUeaaERERPPHEEzz66KPccccd/OlPf+LIkSNMmjSJgIAAnnrqqUrHJyIilWcYRqWW0fOlWbNm0aNHD7p168bkyZNJSEjA6XSyfPlyZs+eXe7SsS1btiQ2NpaJEycyZcoUdu3axcyZM73ajB49mgEDBtC6dWsyMjJISkqibdu2ADRv3hzDMFi4cCEDBw4kMDCQ0NBQHnroIcaMGYPb7aZnz55kZ2ezbt06QkJCGDZsWKXfU/fu3YmMjGTYsGE8+eSTBAYG8vrrr5OSksK11157eh9YZZkiIuIzgwcPNv39/c3ffvutwja33HKL6efnZ6anp5umaZoul8uMjY01AfOxxx4r95zc3Fzz8ccfNy+88ELT39/fDA8PNzt06GCOGTPGcx3TNE3AHDFiRLnXeOONN8wLL7zQtNvtZnx8vDlt2jRz7ty5JmCmpKR42hUWFppjx441Y2JizICAAPOyyy4z169fb4aHh5tjxozxuuahQ4fMUaNGmXFxcabNZjOjoqLMLl26mI899piZm5t70s+qV69eZvv27St8fd26dWb37t3NoKAgMzo62rznnnvMjRs3moA5b948T7thw4aZwcHB5V7D4XCYM2bMMDt27GgGBASYISEhZps2bcy//vWv5q5du04an4iIiIhUnfLhyufDxzsx7pSUFBMwn3/++TJtS187Pid+6qmnTMD8/vvvzUGDBpkhISFmaGio+ac//cn89ddfT9l/6fmlD7vdbjZq1Mi8+uqrzZdeesnMzs4uc47b7TanT59uxsfHmwEBAWbXrl3NpKQks1evXmavXr087VasWGEC5v/+978y1ygqKjIfeughs0mTJmZAQIDZuXNn8+OPPzaHDRtmNm/e3KvtF198YXbq1Mm02+0mYA4bNsw0TdOcN29emZ+haZrmv/71LzMhIcHz38sf/vAHc+vWrV5tKrqXKP08RESkfAUFBea2bdvMgoICX4dSZQcOHDBHjBhhNm/e3PT39zebNGliXn/99eaKFSs8bQDzo48+8jxfu3at2aFDBzMgIMC84oorzP/9739e3z0PPPCAecEFF5h2u92Mjo42b7/9dvPw4cOe8ydPnmw2bNjQNAzD8/3ldrvNl156ybzwwgtNm81mRkdHm/379zdXrVplmubv358ZGRmnfE/ffvutefXVV5tRUVFmaGioedlll5mLFy8+rc+pKj9jwzSPW9xQRESkBqxbt47LL7+cd999l1tvvdXX4YiIiIiI1KkzPR+eOHEikyZN4tChQ9ozSUREal1hYSEpKSnExcV57dUo546q/Iy1fJ+IiJyW5cuXs379erp06UJgYCCbNm3i2WefpVWrVtx4442+Dk9EREREpFYpHxYRERGpPBWlRETktISFhbFs2TJefPFFcnJyqF+/PgMGDGDatGka/SIiIiIi5zzlwyIiIiKVp+X7RERERERERERERESkVmj5vnNfVX7GljqKSURERERERERERERERM5jKkqJiIiIiEitW716NYMGDaJx48YYhsHHH3/sec3hcPDII4/QoUMHgoODady4MXfccQcHDhzwXcAiIiIiIiJS41SUEhERERGRWpeXl0fHjh155ZVXyryWn5/Pxo0beeKJJ9i4cSMLFizgp59+4vrrr/dBpCIiIiIiIlJb/HwdwNnK7XZz4MABQkNDMQzD1+GIiIiIyBnONE1ycnJo3LgxFsv5NzZswIABDBgwoNzXwsPDWb58udexf/zjH3Tr1o20tDSaNWtWqT6Uo4uIiIhIVZzvObqIL6goVU0HDhwgNjbW12GIiIiIyFlm7969NG3a1NdhnPGysrIwDIOIiIhKn6McXURERESqQzm6SN1RUaqaQkNDgZJ/sMLCwnwcjYiIiIic6bKzs4mNjfXkkVKxwsJCxo8fz6233nrSXLuoqIiioiLPc9M0AeXoIiIiIlI5ytFF6p6KUtVUuhxIWFiYbnhFREREpNK0rNzJORwObrnlFtxuN7NmzTpp22nTpjFp0qQyx5Wji4iIiEhVKEeX02EYBh999BGDBw/2dShnBS2UKSIiIiIiZwSHw8HNN99MSkoKy5cvP2VhacKECWRlZXkee/furaNIRURERETkfJCens7IkSOJj4/HbrcTGxvLoEGD+PLLL2ulv5UrV2IYBpmZmbVyfYCNGzfSr18/IiIiqFevHv/3f/9Hbm5urfV3IhWlRERERETE50oLUrt27eKLL76gXr16pzzHbrd7ZkVpdpSIiIiIiNSk1NRUunTpQlJSEtOnT2fLli0sWbKExMRERowY4evwTso0TZxOZ5njBw4coG/fvrRs2ZKvv/6aJUuWsHXrVu688846i01FKRERERERqXW5ubkkJyeTnJwMQEpKCsnJyaSlpeF0Ohk6dCjfffcd7777Li6Xi/T0dNLT0ykuLvZt4CIiIiIicl66//77MQyDb775hqFDh9K6dWvat2/P2LFj2bBhQ7nnlDfTKTk5GcMwSE1NBWDPnj0MGjSIyMhIgoODad++PYsXLyY1NZXExEQAIiMjMQzDUywyTZPp06cTHx9PYGAgHTt25MMPPyzT79KlS+natSt2u501a9aUiW/hwoXYbDZeffVVLrzwQi655BJeffVV5s+fz+7du2vmgzsF7SklIiIiIiK17rvvvvPcYAGMHTsWgGHDhjFx4kQ+/fRTAC6++GKv81asWEHv3r3rKkwRERERERGOHj3KkiVLmDp1KsHBwWVej4iIqPa1R4wYQXFxMatXryY4OJht27YREhJCbGws8+fPZ8iQIezcuZOwsDACAwMBePzxx1mwYAGzZ8+mVatWrF69mttuu43o6Gh69erlufbDDz/MjBkziI+PLzfGoqIi/P39sVh+n69U2sfatWtp2bJltd9XZakoJSIiIiIita53796Yplnh6yd7TUREREREzi2maZLvdtd5v0EWC4ZhnLLd7t27MU2TNm3a1HgMaWlpDBkyhA4dOgAQHx/veS0qKgqAmJgYT1EpLy+PF154gaSkJLp37+45Z+3atcyZM8erKDV58mT69etXYd99+vRh7NixPP/88zz44IPk5eXx6KOPAnDw4MEafZ8VUVFKRERERERERERERETqTL7bzQWrt9R5vz9f2YFgq/WU7UoHzVWmgFVVo0aN4r777mPZsmX07duXIUOGkJCQUGH7bdu2UVhYWKbYVFxcTKdOnbyOde3a9aR9t2/fnrfeeouxY8cyYcIErFYro0aNokGDBlgr8bnUBO0pJSIiIiIiIiIiIiIickyrVq0wDIPt27dX6bzSZfGOXwnC4XB4tbnnnnv45ZdfuP3229myZQtdu3blH//4R4XXdB+bUbZo0SLPPr3Jycls27bNa18poNylBk906623kp6ezv79+zly5AgTJ07k0KFDxMXFVfp9ng7NlBIRERERERERERERkToTZLHw85UdfNJvZURFRdG/f39effVVRo0aVabYk5mZWe6eTdHR0UDJUniRkZEAJCcnl2kXGxvL8OHDGT58OBMmTOD1119n5MiR+Pv7A+ByuTxt27Vrh91uJy0tzWupvtPVoEEDAN544w0CAgJOuuxfTVJRSkRERERERERERERE6oxhGJVaRs+XZs2aRY8ePejWrRuTJ08mISEBp9PJ8uXLmT17drmzqFq2bElsbCwTJ05kypQp7Nq1i5kzZ3q1GT16NAMGDKB169ZkZGSQlJRE27ZtAWjevDmGYbBw4UIGDhxIYGAgoaGhPPTQQ4wZMwa3203Pnj3Jzs5m3bp1hISEMGzYsCq9r1deeYUePXoQEhLC8uXL+dvf/sazzz5bbpGtNmj5PhERERERERERERERkePExcWxceNGEhMTGTduHBdddBH9+vXjyy+/ZPbs2eWeY7PZeO+999ixYwcdO3bkueeeY8qUKV5tXC4XI0aMoG3btlxzzTVceOGFzJo1C4AmTZowadIkxo8fT4MGDXjggQcAePrpp3nyySeZNm0abdu2pX///nz22WfVWnLvm2++oV+/fnTo0IF//vOfzJkzh1GjRlX5OtVlmMcvbiiVlp2dTXh4OFlZWYSFhfk6HBERERE5wyl/rH36jEVERESkKpQ/1o3CwkJSUlKIi4sjICDA1+FILajKz1gzpURERERERERERERERKTWqSglIiIiIiIiIiIiIiIitU5FKRERERE5rzjcDjb+utHXYYiIiIiIyDEHcg+wN3uvr8MQkTqgopSIiIiInFdmJ89m2JJhvJr8qq9DERERERE577ncLiasmcCQz4awau8qX4cjIrVMRSkREREROW8k/5bM3B/nAtAqopWPoxERERERkX9v+zcbf9uIgUF8RLyvwxGRWqailIiIiIicF/IceUxYMwG36WZQ/CCubnG1r0MSERERETmv7Ty6k3/88A8AHun2CLGhsT6OSERqm4pSIiIiInJeeP7b59mXu49GwY2YcOkEX4cjIiIiInJeK3YVM2HtBBxuB71je3NDyxt8HZKI1AEVpURERETknLcibQXzd83HwGBqz6mE+of6OiQRERERkfPaK8mvsCtjF1EBUUzsPhHDMHwdkojUARWlREREROScdrjgMBPXTwTgzvZ3cknDS3wbkIiIiIjIee679O9488c3AXiq+1PUC6zn24BEpM6oKCUiIiIi5yzTNJm4biJHC4/SOrI1D3R6wNchiYiIiIic13KLc3ls7WOYmNzQ8gb6NOvj65BETothGHz88ce+DuOsoaKUiIiIiJyz5u+az6p9q7BZbEy7Yhr+Vn9fhyQiIiIicl577tvnOJB3gCYhTXik2yO+DkfkpNLT0xk5ciTx8fHY7XZiY2MZNGgQX375Za30t3LlSgzDIDMzs1auDzB16lR69OhBUFAQERER5bZJS0tj0KBBBAcHU79+fUaNGkVxcXGN9O9XI1cRERERETnDpGWnMf3b6QA82PlBWke29nFEIiIiIiLnty/TvuTj3R979noNtgX7OiSRCqWmpnL55ZcTERHB9OnTSUhIwOFwsHTpUkaMGMGOHTt8HWKFTNPE5XLh51e2BFRcXMxNN91E9+7dmTt3bpnXXS4X1157LdHR0axdu5YjR44wbNgwTNPkH//4x2nHpplSIiIiInLOcbqdTFgzgQJnAd0aduP2drf7OiQRERERkfPa4YLDTFo3CYC7LrqLLg26+DgikZO7//77MQyDb775hqFDh9K6dWvat2/P2LFj2bBhQ7nnlDfTKTk5GcMwSE1NBWDPnj0MGjSIyMhIgoODad++PYsXLyY1NZXExEQAIiMjMQyDO++8EygpMk2fPp34+HgCAwPp2LEjH374YZl+ly5dSteuXbHb7axZs6bcGCdNmsSYMWPo0KFDua8vW7aMbdu28c4779CpUyf69u3LzJkzef3118nOzq7ip1jWOVGUatGiBYZhlHmMGDGiwnNWrVpFly5dCAgIID4+ntdee60OIxYRERGR2vSvLf9i8+HNhNpCmXL5FCzGOZH2ioiIiIiclUr3es0oyqB1ZGtGXFzx723l/GCaJvnFzjp/mKZZqfiOHj3KkiVLGDFiBMHBZWf0VbTsXWWMGDGCoqIiVq9ezZYtW3juuecICQkhNjaW+fPnA7Bz504OHjzISy+9BMDjjz/OvHnzmD17Nlu3bmXMmDHcdtttrFq1yuvaDz/8MNOmTWP79u0kJCRUK77169dz0UUX0bhxY8+x/v37U1RUxPfff1/Nd/27c2L5vm+//RaXy+V5/uOPP9KvXz9uuummctunpKQwcOBA7r33Xt555x2++uor7r//fqKjoxkyZEhdhS0iIiIiteDHwz/y2qaSAUePXvYojUIa+TgiEREREZHz24JdC7TXq3gpcLho9+TSOu932+T+BPmfuiyye/duTNOkTZs2NR5DWloaQ4YM8cxUio+P97wWFRUFQExMjKfwlZeXxwsvvEBSUhLdu3f3nLN27VrmzJlDr169POdPnjyZfv36nVZ86enpNGjQwOtYZGQk/v7+pKenn9a14RwpSkVHR3s9f/bZZ7ngggu8fhjHe+2112jWrBkvvvgiAG3btuW7775jxowZKkqJiIiInMUKnAVMWDMBl+nimhbXcG3ctb4OSURERETkvLY3ey/PffscAKM6jdJer3JWKJ1RZRhGjV971KhR3HfffSxbtoy+ffsyZMiQk85q2rZtG4WFhWWKTcXFxXTq1MnrWNeuXWskxvLet2maNfJ5nBNFqeMVFxfzzjvvMHbs2Ao/oPXr13P11Vd7Hevfvz9z587F4XBgs9nqItRqyXfks/XIVi5peImvQ6kRxa5iTEzsVruvQxEREZFzwMzvZpKanUpMUAyPX/Z4rdxAiIiIiIhI5bjcLh5d+ygFzgK6NuiqvV7FI9BmZdvk/j7ptzJatWqFYRhs376dwYMHV/r6FkvJ0vHHLxPocDi82txzzz3079+fRYsWsWzZMqZNm8bMmTMZOXJkudd0u90ALFq0iCZNmni9Zrd7/169vKUGq6phw4Z8/fXXXscyMjJwOBxlZlBVxzm3uP7HH39MZmamZwOw8pQ3/axBgwY4nU4OHz5c7jlFRUVkZ2d7PepaVlEWvT7oxV+W/oXDBeXHeTbJd+Rz7UfXcsMnN5wT70dERER8a82+NXyw8wMAnr78acLt4T6OSERERETk/DZv6zySDyUTbAtmas+pWC2VKwjIuc8wDIL8/er8UdmBi1FRUfTv359XX32VvLy8Mq9nZmaWe17pqm4HDx70HEtOTi7TLjY2luHDh7NgwQLGjRvH66+/DoC/f8nSlsdvV9SuXTvsdjtpaWm0bNnS6xEbG1up91MV3bt358cff/R6D8uWLcNut9OlS5fTvv45V5SaO3cuAwYM8NqEqzwn/sd3qul406ZNIzw83POojR/2qYTbw4mPiMfEZM2+NXXef01bf3A96Xnp7M3Zy0OrHsLhdpz6JBEREZFyZBRm8OS6JwH4c9s/06NxDx9HJCIiIiJyftt+ZDuvJr8KwIRuE2gccvLf14qcaWbNmoXL5aJbt27Mnz+fXbt2sX37dl5++WXP3k4nKi0UTZw4kZ9++olFixYxc+ZMrzajR49m6dKlpKSksHHjRpKSkmjbti0AzZs3xzAMFi5cyKFDh8jNzSU0NJSHHnqIMWPG8NZbb/Hzzz/zww8/8Oqrr/LWW29V+X2lpaWRnJxMWloaLpeL5ORkkpOTyc3NBeDqq6+mXbt23H777fzwww98+eWXPPTQQ9x7772EhYVVub8TnVNFqT179vDFF19wzz33nLRdw4YNy2zI9dtvv+Hn50e9evXKPWfChAlkZWV5Hnv37q2xuKuid2xvAJL2Jvmk/5q0Im2F5+/f//o9M7+beZLWIiIiIuUzTZPJ6ydzuOAw8eHxjO482tchiYiIiIic14pcRUxYMwGn28lVza7i+guu93VIIlUWFxfHxo0bSUxMZNy4cVx00UX069ePL7/8ktmzZ5d7js1m47333mPHjh107NiR5557jilTpni1cblcjBgxgrZt23LNNddw4YUXMmvWLACaNGnCpEmTGD9+PA0aNOCBBx4A4Omnn+bJJ59k2rRptG3blv79+/PZZ58RFxdX5ff15JNP0qlTJ5566ilyc3Pp1KkTnTp14rvvvgPAarWyaNEiAgICuPzyy7n55psZPHgwM2bMqHJf5THM4xc3PMtNnDiROXPmsHfvXvz8Kt4u65FHHuGzzz5j27ZtnmP33XcfycnJrF+/vlJ9ZWdnEx4eTlZWVo1UBytr59GdDP1sKAHWAFbfsppAv8A667smudwuEv+bSEZRBre3u523t70NwNSeU/UlJSIiIlXyye5PePyrx/Ez/Hj32ndpV6+dr0Mql6/yx/OJPmMRERGRM8Pz3z7Pv7f9m3oB9VjwhwVEBUT5OqRyKX+sG4WFhaSkpBAXF0dAQICvw5FaUJWf8TkzU8rtdjNv3jyGDRtWpiA1YcIE7rjjDs/z4cOHs2fPHsaOHcv27dt54403mDt3Lg899FBdh11lrSNb0zi4MYWuQtYfqFwB7UyUfCiZjKIMwvzDGNtlLMM7Dgdg8vrJbD2y1cfRiYiIyNliX84+pn0zDYARnUacsQUpEREREZHzxTcHv+Hf2/4NwOTLJ5+xBSkR8Y1zpij1xRdfkJaWxt13313mtYMHD5KWluZ5HhcXx+LFi1m5ciUXX3wxTz/9NC+//DJDhgypy5CrxTAMEpslArBy70qfxnI6SmO/sumV+Fn8uK/jffRq2osiVxFjVozhaOFRn8YnIiIiZz6X28Vjax8jz5FHp5hO3NX+Ll+HJCIiIiJyXsspzuGxrx4DYGjroVzZ9EofRyQiZ5qK17g7y1x99dVUtBLhm2++WeZYr1692LhxYy1HVTsSYxN5d/u7rNq3CpfbhdVi9XVIVWKaJiv2luwnVbpHlsWwMO2Kady66FZSs1P526q/MaffHPws58x/oiIiIlLD3tz6Jht/20iQXxBTe04963IiEREREZFzzbSvp5Gel05saCx/6/o3X4cjImegc2am1Pmkc4POhPqHcrTwKJsPb/Z1OFWWkpXCnuw92Cw2ejbp6Tke6h/Ki4kvEuQXxDfp3/DC9y/4MEoRERE5k+04uoNXkl8BYHy38cSGxvo4IhERERGR89uy1GV89stnWAwLz/R8hiBbkK9DEpEzkIpSZyGbxcYVTa4AYEXaCh9HU3VJe5MA6NaoG8G2YK/XLoi4gKk9pwLw9ra3WfjLwjqPT0RERM5sRa4iJqyZgNPtpE9sHwa3HOzrkEREREREzmuH8g8xecNkAP5y0V+4OOZi3wYkImcsFaXOUqX7SpUug3c2KY25T2yfcl/v27wv93a4F4BJ6yax/cj2OotNREREznwvbXyJ3Zm7qRdQj6d6PIVhGL4OSc5jeY48Zm+azdwtc30dioiIiIhPmKbJk+ueJKsoi7ZRbbmv432+DklEzmAqSp2lejbuiZ/Fj9TsVFKyUnwdTqUdLjjMlkNbAOjVtFeF7UZcPIKeTXpS6Cpk9IrRZBRm1FWIIiIicgbbcHADb297G4DJl08mKiDKxxHJ+W7DgQ3MSp7FnM1zOFxw2NfhiIiIiNS5//30P9buX4u/xZ9nej6DzWrzdUgicgZTUeosFeIfQreG3YCza7bUqr2rMDFpX689DYIbVNjOarFpWLvJAAEAAElEQVTy7BXPEhsay4G8A/xt9d9wup11GKmIiIicabKKsnh87eMA3Nz6Zq5seqWPIxKBPs36cFG9iyhwFvDPzf/0dTgiIiIidWpP9h5mfDcDgAc7P0jLyJY+jkhEznQqSp3FEmOPLeF3Fu0rVVpAK439ZMLt4byU+BKBfoF8ffBrXt74cm2HJyIiImewqV9P5df8X2ke1pxxXcf5OhwRAAzDYHSX0UDJKOG9OXt9G5CIiIhIHXG6nTy65lEKnAV0a9iN29rd5uuQROQsoKLUWax3bG8ANh3adFYsFZLvyGfDwQ3A73tinUqryFZMuXwKAPO2zmNJypJai09ERETOXIt/WcznKZ9jNaw80/MZgmxBvg5Jqmj16tUMGjSIxo0bYxgGH3/8sdfrpmkyceJEGjduTGBgIL1792br1q2+CbaKLm10KT0a98DpdvLKD6/4OhwRERGROjF3y1w2H95MiC2EKZdPwWLoV81yfirv/kYqpn8pzmINgxvSrl47TEzW7Fvj63BOaf3B9RS5imgS0oRWEa0qfd7VLa7mLxf9BYAn1z3JzqM7aytEEREROQOl56Uz5euSQSr/l/B/JEQn+DgiqY68vDw6duzIK6+UX7SZPn06L7zwAq+88grffvstDRs2pF+/fuTk5NRxpNXzYOcHAVicspgdR3f4OBoRERGR2rX1yFZe2/QaAI9e+iiNQhr5OCKR2pGens7IkSOJj4/HbrcTGxvLoEGD+PLLL2ulv5UrV2IYBpmZmbVyfYCpU6fSo0cPgoKCiIiIKLfNgw8+SJcuXbDb7Vx88cU12r+KUme50mXwkvYm+TiSUytdZjAxNhHDMKp07shOI+nRuAcFzgIeXPEgWUVZtRGiiIiInGHcppvH1z5OTnEOHep34N6Ee30dklTTgAEDmDJlCjfeeGOZ10zT5MUXX+Sxxx7jxhtv5KKLLuKtt94iPz+f//znPz6Itura1WvHNS2uAeCljS/5OBoRERE50br967jx0xtJ/i3Z16Gc9QqdhUxYMwGn6aRf835cF3+dr0MSqRWpqal06dKFpKQkpk+fzpYtW1iyZAmJiYmMGDHC1+GdlGmaOJ3Ocl8rLi7mpptu4r777jvp+XfffTd//OMfazw2FaXOcqVFqQ0HNlDgLPBxNBVzuV2s3rcaqNx+UieyWqxMv3I6TUKasD93Pw+vfhiX21XTYYqIiMgZ5t3t7/J1+tcE+gXyTM9nsFlsvg5JakFKSgrp6elcffXVnmN2u51evXqxbt26Cs8rKioiOzvb6+FLIzuNxM/wY+3+tXyb/q1PYznT/Zz5MwMXDORPC//Es988y+cpn3Mg9wCmafo6NBEROQc53U6mfD2FXRm7eHPrm74O56z34sYXSclKITowmicve7LKg89Fzhb3338/hmHwzTffMHToUFq3bk379u0ZO3YsGzZsKPec8mY6JScnYxgGqampAOzZs4dBgwYRGRlJcHAw7du3Z/HixaSmppKYWPK788jISAzD4M477wRKikTTp08nPj6ewMBAOnbsyIcfflim36VLl9K1a1fsdjtr1pS/utqkSZMYM2YMHTp0qPC9v/zyy4wYMYL4+PgqfGKV41fjV5Q61TqyNY2DG3Mg7wDrD6ynT7M+vg6pXMmHkskoyiDMP4zODTpX6xrh9nBeSnyJ2z+/nXUH1vGPH/7h2VRaREREzj27Mnbx4vcvAvBQ14doEd7Cp/FI7UlPTwegQYMGXscbNGjAnj17Kjxv2rRpTJo0qVZjq4pmYc0Y0noIH+z8gBe/f5F3Br6jX9JU4MOfPmRvzl72spcfj/zIu9vfBSA6MJqO0R1LHjEdaVevHXar3cfRiojI2e7zlM/Zm7MXgK/2f0WBs4BAv0AfR3V2Wn9gved7e1KPSUQERPg2IDl7mSY48uu+X1sQVCJHP3r0KEuWLGHq1KkEBweXeb2iZe8qY8SIERQXF7N69WqCg4PZtm0bISEhxMbGMn/+fIYMGcLOnTsJCwsjMLDk36rHH3+cBQsWMHv2bFq1asXq1au57bbbiI6OplevXp5rP/zww8yYMYP4+PjTirE2qSh1ljMMg8Rmiby7/V1W7l15xhalSpfuu7LplfhZqv+f3YVRFzKpxyQeXv0wc3+cS9t6benfon9NhSkiIiJniGJXMRPWTKDYXcwVTa7gptY3+TokqQMnFnBM0zxpUWfChAmMHTvW8zw7O5vY2Nhai68y/prwVz79+VM2H95M0t4krmp2lU/jOVN9deArAG5rexsu08WmQ5vYeXQnhwoO8UXaF3yR9gUAfhY/2ka1/b1QFd2RhsENVewTEZFKc7ld/HPzPz3PC12FbDiwgcRmVV/J53yXVZTF4189DsAfL/wjVzS9wscRyVnNkQ/PNK77fh89AP5li0wn2r17N6Zp0qZNmxoPIS0tjSFDhnhmKh0/GykqKgqAmJgYT1EpLy+PF154gaSkJLp37+45Z+3atcyZM8erKDV58mT69etX4zHXJBWlzgGJsSVFqVX7VuFyu7BarL4OyYtpmqzY+/t+UqdrQNwAth3Zxptb3+SJr54gPjyeVpGtTvu6IiIicuZ4NflVdmbsJMIeweTLJ+sX0Oe4hg0bAiUzpho1+n2T7N9++63M7Knj2e127PYzaxZNdFA0t7W9jde3vM7LG1+mV9NepzUo61y0P3c/KVkpWA0r9118H2H+YQAUOAvYengrmw5t8jyOFh5ly+EtbDm8hXe2vwNATGAMHWN+L1K1rddWs6lERKRCS1OXkpqdSrg9nMTYRD7e/TFJe5NUlKqGZ75+ht/yf6N5WHPGdhl76hNEzmKly0rXxr3oqFGjuO+++1i2bBl9+/ZlyJAhJCQkVNh+27ZtFBYWlik2FRcX06lTJ69jXbt2rfF4a5rujs4BnRt0JtQ/lKOFR9l8eDOdYjqd+qQ6lJKVQlpOGjaLjcubXF4j13yw84NsP7qdrw9+zYMrHuS9a98j3B5eI9cWERER3/r+1++Z9+M8ACZ2n0j9wPo+jkhqW1xcHA0bNmT58uWem6ri4mJWrVrFc8895+Poqu6ui+7ivz/9l1+yfuGznz/jhlY3+DqkM8pX+0tmSSVEJ3gKUgCBfoF0bdiVrg1LbqRN02Rf7r6SAtVvJUWqnzJ+4reC31i+ZznL9ywHwGax0TaqLQnRCXSM6cjF0RfTMLhh3b8xERE547hNt2eW1O1tb6dTTCc+3v0xK/euxOl2auBIFSxJWcLilMVYDSvP9HyGIFuQr0OSs50tqGTWki/6rYRWrVphGAbbt29n8ODBlb68xWIB8Nor1eFweLW555576N+/P4sWLWLZsmVMmzaNmTNnMnLkyHKv6Xa7AVi0aBFNmjTxeu3EQXrlLTV4ptG/vOcAm8XGFU2uYHHKYlakrTjjilJJe5MA6NaoG8G2mvk/hZ/FjxlXzuCWRbewN2cv49eM55U+r5xxs8RERESkanKLc3l0zaOYmAxuOZirmmvps3NFbm4uu3fv9jxPSUkhOTmZqKgomjVrxujRo3nmmWdo1aoVrVq14plnniEoKIhbb73Vh1FXT6h/KPd2uJcZ383g1eRXGRg/UDN5jlNalLq88ckHrBmGQWxoLLGhsVwXfx0A+Y58th75fTbV5kObPYPzNh/e/PtsqqAYryX/2tVrh7/Vv3bfmIiInHG+2PMFP2f9TKgtlFvb3kqgXyBh/mFkFmXyw28/cEnDS3wd4lnh17xfeXrD0wDc0+EeEqIrntEhUmmGUall9HwlKiqK/v378+qrrzJq1KgyxZ7MzMxy92yKjo4G4ODBg0RGRgKQnJxcpl1sbCzDhw9n+PDhTJgwgddff52RI0fi71+Ss7pcLk/bdu3aYbfbSUtL81qq72ylotQ5IrFZYklRau8KxnY9s6bPli7d1ye2Zve7igiI4MXEF7l98e2s3b+WWZtmMbJT+dVkEREROTtM+2YaB/IO0CSkCY9c8oivw5Ea9N1335GY+PsyOaV7QQ0bNow333yThx9+mIKCAu6//34yMjK49NJLWbZsGaGhob4K+bTc0uYW3t72Nr/m/8r7O95nWPthvg7pjOBwOfg6/WsAejbpWeXzg2xBXNLwEs8vEU3TZF/OPpIPJXuKVD9l/MRv+eXMpqpXdm8qERE5d7lNN3M2zwHgtna3EepfklP0ju3Npz9/SlJakopSlWCaJk+ue5Ls4mza1WvHXzv+1dchidSZWbNm0aNHD7p168bkyZNJSEjA6XSyfPlyZs+ezfbt28uc07JlS2JjY5k4cSJTpkxh165dzJw506vN6NGjGTBgAK1btyYjI4OkpCTatm0LQPPmzTEMg4ULFzJw4EACAwMJDQ3loYceYsyYMbjdbnr27El2djbr1q0jJCSEYcOqdq+RlpbG0aNHSUtLw+VyeYpmLVu2JCQkBCjZUys3N5f09HQKCgo8bdq1a+cpnFWXilLniJ6Ne+Jn8SM1O5WUrBTiwuN8HRIAhwsOs+XQFgB6Na35Km6bqDZM7DGR8WvG88/N/6RtVFv6Nu9b4/2IiIhI7UtKS+LTnz/FwOCZns8Q4h/i65CkBvXu3dtrCYsTGYbBxIkTmThxYt0FVYvsVjsjLh7Bk+ue5PUtr3Njqxs9vww7nyUfSibPkUekPZK29dqe9vUMwyA2LJbYsFgGXTAIOGE21bFl/zKKMth8aDObD23mbd4GoEFQg9+LVDEdaRvVVrOpRETOISv2ruCnjJ8ItgXz57Z/9hzv06wPn/78KSv2ruDhSx7W3qWnMG/rPNYdWIfdamfaFdOwWWy+DkmkzsTFxbFx40amTp3KuHHjOHjwINHR0XTp0oXZs2eXe47NZuO9997jvvvuo2PHjlxyySVMmTKFm266ydPG5XIxYsQI9u3bR1hYGNdccw1///vfAWjSpAmTJk1i/Pjx3HXXXdxxxx28+eabPP3008TExDBt2jR++eUXIiIi6Ny5M48++miV39eTTz7JW2+95XleuoT6ihUr6N27N1CyxOCqVavKtElJSaFFixZV7vN4hnmyO0OpUHZ2NuHh4WRlZREWFnbqE+rA8OXD+erAV4zpMoa7L7rb1+EAMP+n+UxcP5H29drz/nXv11o/07+dztvb3ibIL4j/XPsfLoi4oNb6EhERkZrncDsY/PFg0nLSuOuiu87JjZPPxPzxXHOmfcZOt5Mhnw7hl6xfuLfDvYzqPMrXIfnci9+/yNwf53Jt/LU8e8WzddKnaZrszdnrWfKvdG8qt+n2amez2GhXr53XbKoGwQ3qJEYREalZpmnyx4V/ZPvR7WW+gwucBVz5/pUUugr5cNCHXBh1oQ8jPXMVOgt55utn+Gj3RwCM7zbeq7h3rjjT8sdzVWFhISkpKcTFxREQEODrcKQWVOVnrJlS55Desb356sBXrEhbccYUpUqX7kuMTTxFy9MztstYdhzdwbfp3/Lgigd579r3NBJVRETkLPLRro9Iy0kjKiCKvyZoSRA5N/hZ/BjVaRSjV47mne3v8Kc2fyI6KNrXYfnUugPrgFPvJ1WTDMOgWVgzmoU185pN9ePhH732psooyvA8L9UwuKFXkaptVFtsVo0QFxE5063et5rtR7cT6BfIHe3u8Hot0C+Q7o27s2LvCpLSklSUKsee7D2MXTmWnzJ+wmJYuL/j/dza5uzb51NEzkwqSp1Desf2ZurXU9l0aBOHCw5TP7C+T+PJd+Sz4eAGoGTPq9rkZ/FjRq8Z/HHhH9mTvYcJaybwcp+XsRiWWu1XRERETl+Bs4DZm0qWPvi/hP8j2HbmbnYrUlV9mvUhITqBzYc2M2fzHB6/7HFfh+QzhwsOs/1oybr73Rt392ksQbYgujXqRrdG3YCSEfVpOWlsPrTZazZVel466XnpLE1dCoC/xf/32VQxJYWqmKAYX74VERE5gWmavLbpNQD+1OZPRARElGnTp1mfkqLU3iTuu/i+Oo7wzLZ8z3Ke+OoJ8hx5RAVE8dyVz3FZo8t8HZaInENUlDqHNAxuSLt67dh2ZBtr9q3hhlY3+DSe9QfWU+QqoklIE1pFtKr1/qICongx8UXuWHwHq/at4rVNr3H/xffXer8iIiJyet7d/i6HCw7TJKQJN7W+6dQniJxFDMNgdOfR3L30bub/NJ872t1Bs7Bmvg7LJ0pnSbWNauvzAXQnMgyD5mHNaR7WvMLZVJsObSKzKJPkQ8kkH0qGbSXnNgpu5DWbqk1UG82mEhHxoa8OfMWPR34kwBpQZpZUqV5Ne2ExLOw4uoP9uftpEtKkjqM88zhcDl74/gXe2f4OAJ1jOvN8r+c1+EJEapyKUueYxNhEth3ZRtLeJJ8XpY5fuq+uNo1sX689T/V4isfWPsbsTbNpG9W21mdpiYiISPVlFWXxxpY3ABhx8Qj8rf4+jkik5l3S8BJ6NunJ2v1reeWHV5jea7qvQ/KJtfvXAtCzSU8fR1I5Fc2m2nRoE5t+KylS7crcxcG8gxzMO8iS1CUA2K32MntTne/LNoqI1BXTND0z8G++8GbqBdYrt11kQCSdYzrz3a/fsSJtBbe1u60uwzzjpOel89CqhzxL2N7V/i5Gdh6JzaJBFiJS81SUOsckxibyavKrbDiwgQJnAYF+gT6Jw+V2sXrfak9Mden6C65n25FtvLv9XSasncB/rv0P8eHxdRqDiIiIVM7cLXPJceTQKrIVA+MG+jockVrzYOcHWbt/LZ+nfs6dF91Ju3rtfB1SnXK5Xaw/sB6Ay5vU3X5SNen42VTXX3A9AHmOvDKzqbKKsvjhtx/44bcfPOc2Dm5MQnSCZlOJiNSyDQc3sPnQZuxWO3e2v/Okbfs068N3v37Hl2lfntdFqa/2f8X4NePJLMok1BbKlJ5T6NOsj6/DEpFzmIpS55jWka1pHNyYA3kHWH9gvc++RJIPJZNRlEGYfxidG3Su8/7HdR3HjqM7+P7X7xm9YjT/GfgfQvxD6jwOERERqVh6Xjr/2fEfAB7s9CBWi9XHEYnUnjZRbRgYN5DFKYt5aeNLzOk3x9ch1altR7aRWZRJiC2EhOgEX4dTY4JtwVza6FIubXQpUDJCf0/2Hq8i1e7M3RzIO8CBvAOaTSUiUstK95Ia2nroKf9d7dOsD9O/nc7G3zaSUZhBZEBkXYR4xnC5XczZPIfXNr2GiUnbqLbM7D2T2NBYX4cmIuc4FaXOMYZhkNgskXe3v8vKvSt9VpRakVaydN+VTa/Ez1L3/5nZLDZm9JrBLQtvISUrhUfXPsqLiS9iMSx1HouIiIiU77VNr1HkKqJzTGeubHqlr8MRqXUPdHqAZanLWHdgHV8f/NpTyDgfrD1QsnTfZY0uO6eXAjIMgxbhLWgR3oI/tPwDUDKbasvhLZ4l/zYf3lzhbKqO0R3pGFNSpLow6sJz+rMSEalp36Z/y8bfNmKz2Lir/V2nbN8kpAltotqw4+gOVu1bxeCWg2s/yDPE0cKjPLL6ETYc3ACUFPHGdxuP3Wr3cWQicj5QUeoclBhbUpRatW8VLrerzkcdm6bptZ+Ur9QPrM+LiS8y7PNhrNi7gge+fICYoBishhWLYcHP4ofFsHieWy3W3/9uWL2eWwwLfoYfFovFu41h9RzzPD/FtU48z3PtY+d5tTnuWlbDWmd7c4mIiNS2X7J+4aPdHwEwusvo/2fvvuOjqNMHjn9m+6b3tqlAQgm9SlOKCPaCeOedYkURlEP0VGwnKno/PdQ7C1gQ7HqnYkMFlN5VSAJJ6OmF9L595/fHJgshCSSQZBP4vl+vvLLZnfnOdzbJZDLPPM8j/sYJF4Qo7yhuTLiRzw9+zr/3/JtPrvjkgvnZ35a3Dei+pfvOhafak4vCL+Ki8IsA5/9LmVWZjbOpyk9kU/2U+RPgzKZKDEw8kU0VMoggfZA7d0UQBKFLezvZmYV8Q/wNhHqGtmqdSVGTOFB2gPXZ6y+YoNTeor08vOlhiuqK0Kv0PHXRU1zd82p3T0sQhAuICEqdh4aGDsVb402ZqYyUkhSGhAzp1O1nVGaQXZ2NWqF2+z+d/YP68+RFT/L09qfZkrfFrXNpDxJS64JnLQW4mguQnbJcw9fnOtapgb+Tg2yNxm5tIO/UeZ4SEHSNpWg6tkJSXDAXfARBELqLN/a+gUN2MCFyQqefqwiCO9076F6+Pfot+0r28Uv2L0yJmeLuKXW4SnMl+0r2ATA24sILSp1KkiTifOOI841zXQCtsdQ4s6nqg1QpxSlUWarYU7SHPUV7XOsavAyu3lSDgweTEJAgsqkEQRCAPcf3sKtwFyqFirv639Xq9SZFT+Kt5LfYkb/Drb3ZO4Msy3yY9iGv/fEaNtlGrE8sr054lV7+vdw9NUEQLjAiKHUeUivUjDeM58eMH9mQvaHTL/Ssz1kPwMjwkXiqPTt12825Pv56Qj1CSStLw+6w45Ad2GQbDtmBXbbjcDg/2+X61xwnvSY7sDtOvNawXMN6ZxrLLtsbr9/MWA3PN4x1OjIyNocNG6dfTmjqtMGzk7LgzhTgOmMgrqWMOpGdJwiC4LK/ZD/rstYhITFv6Dx3T0cQOlWQPoiZ/Wbydsrb/GfPf5gYNdEt5a47046CHThkBz19exLuFe7u6XRJXhovRkeMZnTEaAAcssOZTVV0IpvqaMVR8mryyKvJ46cMZzaVTqlz9qYKOdGbSmRTCYJwIXo7xZkldV2v69r0tybBPwGDl4G8mjy2529ncvTkjpqiW1Vbqnlq21P8mv0rAJfHXs4/xvyjS1y3E4TzgSRJrFq1iuuuu87dU+kWzu//fi5gE6MnOoNSORtYMHxBp267oXTfpCj39LNqzhjDGMYYxrh7Gq1y2oBYM183Fyw7NTDmcJwSPDvbsZtZ7+RAXqeMdco+NrzmkB2nfV8blrViBXsnfTPPA+2enddMsKy9svOa+1pk511YHLKDaku166PKUtXocZWliipzFXW2OiZHT3Zb38ULnSzLvPbHawBc3fNq4v3j3TshQXCD2xNv54uDX5BZlcm3R75lesJ0d0+pQ23P2w5cmKX7zpZCUtDDtwc9fHtwffz1gPOC4qnZVNWW6mazqU4u+ZfgL7KpBEE4vyUXJ7M9fzsqScXdA+5u07qSJDExaiIfp3/M+uz152VQ6kDZARZsXEBOdQ4qhYpHRjzCn3v/WfzPKgitVFhYyOLFi1m9ejV5eXmEhIQwePBg5s+fz+TJ7X/M2LhxIxMnTqS8vBw/P792Hx9w7U9SUhIajYaKiopGrycnJ/PPf/6TrVu3UlJSQmxsLLNnz+Zvf/tbu2xfBKXOU+MixqFSqMisyiSjMoM437hO2W6JsYR9xc7SHBOiJnTKNs83DRe0AejcdmDdmizLLQa4WhOIa5T15mga8Dp1rFYFz07JgmsuSHeu2XlnM5bIzuscIjvv7LLzTHYTVeaqRkGlhoBSc4Em12NzFTXWGmTkVn1/vjv6HU+MeoI/9/lzB/8kCKfaUbCDXYW7UCvUzBk8x93TEQS38NJ4MWvALF7+/WXeSn6LK3tciU6lc/e0OoQsyyf6SYnSfefEW+PNmIgxjIlw3mznkB1kVjbuTXVyNtWPGT8CzmyqxKCTelMFDyJQH+jOXREEQWhXDb2krup5FQYvQ5vXnxQ9iY/TP2ZT7iZsDtt5k8EsyzKrjqxi8c7FWBwWwj3DWXLJEgYED3D31ASh28jMzGTs2LH4+fnx0ksvMXDgQKxWK2vWrGHu3LkcOHDA3VNskSzL2O12VKqmxzSLxcKMGTMYPXo0y5cvb/L6H3/8QXBwMB9//DFRUVFs376de+65B6VSyf3333/Oczs/jrJCE14aL0aFjWJb/jY25GzotKDUppxNyMj0D+xPiEdIp2xTEMB5d5NKEoe0s9FSEKstwbK2Zuc1GVtk5wntSKfU4a3xxkfjg7fG2/lY64O32vk5vyafH479wOJdi7E6rNza71Z3T/mC4ZAdriypP/X+01ldNBCE88Wf+vyJj9M/pqC2gE8PfMqd/e9095Q6xOGKwxQZi9ApdQwLG+bu6ZxXFJKCHn496OF3SjZV8SnZVNZq/jj+B38c/8O1bqRXZKOSfwn+CefNRVhBEC4sqSWpbMnbgkJSMGvArLMaY0jIEPy0flSYK9hbtJcRYSPaeZadz2gz8vzO5/nu6HcAjDeM54VxL+Cn83PvxAShm5kzZw6SJLF79248PU+Uu0xMTOTOO5s/f28u0ykpKYkhQ4aQkZFBbGwsWVlZ3H///WzduhWLxUJsbCwvv/wy/fr1Y+LEiQD4+/sDcNttt7Fy5UpkWebll19m2bJlFBQUkJCQwFNPPcWNN97YaLs///wzTzzxBCkpKaxZs8Y13skWLVoEwMqVK5vdh1P3rUePHuzYsYOvv/5aBKWE05sQNcEZlMre0Gn/5DaU7hNZUoLQfYjsvLNzrtl5zQXL2is7r7nedmebndceY7UlOw+cWWauYFJ9YOnkzw0BJlew6ZTXNUrNGb93oR6hLN+/nJd+ewmrw3reXgzuatZmrSW9LB0PlQezBp7dRQNBOF9olVrmDp7Lk9ue5L197zE9fjq+Wl93T6vdNWRJDQ8bjlapdfNszn/eGu9GpcsdsoOMyowT2VRFyRytPEpuTS65NbmsPrYaAL1KT2JgYqOyfwG6AHfuiiAIQqssS1kGwJVxVxLtE31WY6gUKi6JvIRvj37Lr9m/dvugVGZlJgs2LeBw+WEUkoIHhjzAnf3vPPF/vyB0EbIsY7QZO327epW+VeUry8rK+Pnnn1m8eHGjgFSDcymtN3fuXCwWC5s3b8bT05O0tDS8vLyIioriq6++Yvr06Rw8eBAfHx/0ej0ATz75JF9//TVLly4lPj6ezZs3c8sttxAcHMwll1ziGvuRRx7hX//6Fz169GjX8n+VlZUEBLTP+aEISp3HJkRNYPGuxSQXJ1NiLOnwhrd11jp2FuwEnD2tBEEQzmciO+/snS7ApVPp8FB5dGh9c0mS+NvQv6FRaliavJRX/3gVi93C7EGzO2ybAlgdVl7f8zrg7KcjLnYKAlzV4ypWpq7kSMURVuxfwfxh8909pXbXEJQaZxjn5plcmBSSgp5+Penp15Mb4m8AoMpS1Sibal/xPqqt1fx+/Hd+P/67a90o76hGJf/i/eNFNpUgCF1Kemk6G3M2IiGd8w1Pk6Mn8+3Rb1mfvZ5HRzzabfstrclcwz+2/4Naay2BukBeuvglRoaPdPe0BKFZRpuRUZ+O6vTt7vrLLjzUHmdc7siRI8iyTJ8+fdp9DtnZ2UyfPp0BA5zlNHv06OF6rSHwExIS4goq1dbW8sorr7B+/XpGjx7tWmfr1q28/fbbjYJSzz77LFOmTGnX+e7YsYP//ve/rF69ul3GE2eU57EwzzD6BfYjrTSNLblbXCUdOsqO/B2Y7WYMXgbi/UTTckEQBKF5Ddl57my6LkkScwbPQa1Q85+9/+HNpDexOqzcP/j+bvsPaFe36vAqsquzCdAFMDNxprunIwhdglKhZN6QeczbMI9P0j/hL33/cl6VwK6z1vFHkbNknOgn1XX4aHwYaxjLWIPze+KQHRyrONaoN9WxymPkVOeQU53DD8d+AJx3FfcP6u8KUg0MHihuMBAEwa3eSXkHgGlx0865bcXoiNHoVXoKags4UHaAvoF922OKncZqt7LkjyV8kv4JAMNDh/PSxS8R7BHs5pkJQvcly86e1R1xjWDevHncd999rF27lksvvZTp06czcODAFpdPS0vDZDI1CTZZLBaGDBnS6Lnhw4e361xTU1O59tprefrpp9st2CWCUue5iVETSStNY33O+g4PSjWU7psYNVFc0BMEQRC6hVkDZ6FWqFnyxxLeSXkHq8PKg0MfFH/H2pnRZmRZsrO0yj0D78FT3bT0gSBcqCZETWBw8GCSipNYlryMp0c/7e4ptZvdhbuxOWwYvAzE+MS4ezpCCxSSgl7+vejl34vpCdMBqDRXsq9kn6vk376SfdRYa/it8Dd+K/zNtW60d3Sjkn+9/HqJbCpBEDrFofJD/JL9CxIS9wy455zH06l0jIkYw6/Zv7I+Z323CkoV1BTw8KaHSSlJAeCu/ndx/5D7xfFY6PL0Kj27/rLLLdttjfj4eCRJIj09neuuu67V4ysUzlKZDUEtAKvV2miZu+++m6lTp7J69WrWrl3Liy++yJIlS3jggQeaHdPhcPY1X716NQZD497MWm3jEtnNlRo8W2lpaUyaNIlZs2bx5JNPttu44uh0npsYNZE3k95kZ/5OjDZjq3/p2srusLM5d7Nrm4IgCILQXdze/3bUSjX/3P1PVuxfgdVu5ZERj4jAVDv6JP0Tio3FGLwMzEiY4e7pCEKXIkkS84fN5/afb+frw18zs99MYn1j3T2tdrE1byvgLN0njqndi6/Wl3GGca6yiw7ZwdGKo42yqTIqM8iuzia7Opvvj30POC/yDAga0Cibyl/n785dEQThPPVuyrsATImZQi//Xu0y5qToSc6gVPZ65g6e2y5jdrSteVt5bMtjVJor8dZ48+K4F7kk6pIzrygIXYAkSa0qo+cuAQEBTJ06lTfffJN58+Y1CfZUVFQ027MpONiZoVhQUIC/v/M8KCkpqclyUVFRzJ49m9mzZ7Nw4ULeffddHnjgATQaZ59su93uWrZfv35otVqys7MblerrSKmpqUyaNInbbruNxYsXt+vYIih1nkvwTyDCM4L82nx25O9gUvSkDtlOUnES5eZyfDQ+DA0d2iHbEARBEISO8te+f0WtUPPczuf4OP1jrA4rj496XDQDbgeV5kre3/c+AHMHz0Wj1Lh5RoLQ9QwLHcbFkRezOXczr+99nSUTlrh7SudMlmVXUEqU7uv+FJKCeP944v3juTHhRsB5fE8pTjnRm6pkH7XWWnYX7mZ34W7XujE+Mc4AVdBAkU0lCEK7OFZxjDWZawBnFn57udhwMUpJyaHyQ+RU5xDlHdVuY3eE/x36H8/teA4ZmX6B/VhyyRIivSPdPS1BOK+89dZbjBkzhpEjR/Lss88ycOBAbDYb69atY+nSpaSnpzdZp1evXkRFRfHMM8/w/PPPc/jwYZYsaXx+P3/+fC6//HISEhIoLy9n/fr19O3rzNCMiYlBkiR++OEHrrjiCvR6Pd7e3jz88MM8+OCDOBwOxo0bR1VVFdu3b8fLy4vbbrutTfuVnZ1NWVkZ2dnZ2O12V9CsV69eeHl5kZqaysSJE7nssstYsGABhYWFACiVSlfQ7VyIM8HznCRJTIyeyCfpn7AxZ2OHBaU2ZDtL910cebH4B0MQBEHolm7qfRNqhZp/bP8HXxz8AqvDytMXPY1SoXT31Lq15fuXU22tJt4/nivirnD3dAShy5o3ZB5bcrewNmstqSWpJAYluntK5yS7Opu8mjxUCpVosH6e8tX6Mj5yPOMjxwPO6hlHK53ZVA3BqozKDLKqssiqyuK7o98BIptKEIRz986+d5CRmRw9md4BvdttXD+dH8NCh7G7cDcbsjd06T6oNZYaXv3jVWRkbky4kYUjF4qbvwShA8TFxbFnzx4WL17MQw89REFBAcHBwQwbNoylS5c2u45areazzz7jvvvuY9CgQYwYMYLnn3+eGTNOVA2x2+3MnTuX3NxcfHx8mDZtGq+++ioABoOBRYsW8dhjj3HHHXcwc+ZMVq5cyXPPPUdISAgvvvgix44dw8/Pj6FDh/L444+3eb+efvppPvjgA9fXDX2pNmzYwIQJE/jf//5HcXExn3zyCZ988olruZiYGDIzM9u8vVNJ8snFDbupvLw8Hn30UX766SeMRiMJCQksX76cYcOGNbv8xo0bmTixaYm59PR0+vTp06ptVlVV4evrS2VlJT4+Puc0/462q2AXd6+9mwBdAOtnrG/3i2uyLHPVqqvIrs5mySVLuCz2snYdXxAEQRA60/dHv+fJbU/ikB1c3eNqnhv7nAhMnaXC2kKuWnUVZruZNya9ccGXEulO54/dVXd/jxduWcgPx37govCLePeyd909nXPyafqnvLj7RUaGjWT51OXuno7gJi1lU52qIZuq4aOXXy/xt1cQhGZlVmZy7bfX4pAd/Peq/7Z776dP0j/hn7v/ybDQYayctrJdx25PK/av4JU/XiHWJ5Zvrv1GHDPPQXc/f+wuTCYTGRkZxMXFodPp3D0doQO05Xvc7VNaysvLGTt2LBMnTuSnn34iJCSEo0ePNlvP8VQHDx5sdLBpj9Szrmho6FC8Nd6UmcpIKUlhSMiQdh2/oZa4WqFmrEGU5hAEQRC6t6t7Xo1aoeaxLY/x/bHvsTlsLB6/GLVC7e6pdTvLkpdhtpsZGjKUiyMvdvd0BKHLmzt4Lj9n/szOgp3syN/B6IjR7p7SWduWvw1A/H9wgTtdNlVykTNQlVmV2SSbykPlwYCgAQwMHsjgkMEMDBqIn87PjXsiCEJX8e6+d3HIDi6JvKTdA1Lg7JP+z93/ZG/RXspMZQToAtp9G+fKbDfzYdqHANzZ/04RkBIEodvp9kGp//u//yMqKooVK1a4nouNjW3VuiEhIa0KXnV3aoWa8Ybx/JjxIxuyN7R7UGp9znoARoaPxFPteYalBUEQBKHrmxY3DbVCzcObH+anzJ+wOqy8dPFLqJUiMNVaGZUZfHPkGwDmD5uPJEnunZAgdAOR3pH8qfef+CT9E17b8xqjwkd1y952ZruZ3wp/A0Q/KaExpUJJgn8CCf4JzEhwlrCpMFWQUnJSNlXxPupsdewq3MWuwl2udWN9YhkYPFBkUwnCBSynKofVx1YDcO/AeztkGxFeEfQN6Et6WTqbcjZxffz1HbKdc/HtkW8pMZYQ6hHKVT2ucvd0BEEQ2qz7/Ydziu+++47hw4czY8YMQkJCGDJkCO++27pSF0OGDCE8PJzJkyezYcOGDp6pe02MdpYr3JDT/vvZMOakqI7pVyUIgiAI7jA5ZjKvTXgNtULNL9m/sGDjAix2i7un1W28vvd17LKdCZET2v2GGEE4n80aMAsPlQdppWmsy1rn7umclT3H92C0GQnWB5Pgn+Du6QhdnJ/Oj4sjL+aBIQ/w3mXvsf3m7Xx59Zc8ddFTXNPzGmJ9YgHIrMrku6Pf8dzO57jx+xsZ+/lY7l57N6/vfZ3NuZupNFe6d0cEQehw7+1/D7tsZ6xhLAOCB3TYdhr6sa/PXt9h2zhbNoeNFfudN+bfnni7uGlOEIRuqdtnSh07doylS5eyYMECHn/8cXbv3s28efPQarXMnNl8Q8Lw8HDeeecdhg0bhtls5qOPPmLy5Mls3LiRiy9uvrSM2WzGbDa7vq6qquqQ/eko4yLGoVKoyKzKJKMygzjfuHYZt8RYwr7ifQBMiJrQLmMKgiAIQldxSdQlvDHpDeZtmMfG3I3M2zCP1ya8hk4lamCfzv6S/azLWoeExLyh89w9HUHoVgL1gdyWeBtLk5fy+t7XmRQ9qduVD92W5yzdNyZijMiSFNpMqVDSO6A3vQN6c1Pvm4AT2VRJRUmkFKe4elPtKtjFroLG2VSDggcxKMSZTdXTt6fIphKE80ReTR7fHXGW+Jw9cHaHbmtS9CTeTHqT7fnbqbPW4aH26NDttcXazLXk1uTip/Xjhvgb3D0dQRCEs9Ltg1IOh4Phw4fzwgsvAM7sp9TUVJYuXdpiUKp379707t3b9fXo0aPJycnhX//6V4tBqRdffJFFixa1/w50Ei+NF6PCRrEtfxsbcja0W1BqU84mZGT6B/YnxCOkXcYUBEEQhK5kjGEMb05+kwfWP8C2vG3cv/5+/jPxP13qn9Ou5rU9rwHO/lzx/vHunYwgdEO3Jd7GFwe/IKsqi1WHV7kuzHcXDf2kxhnGuXkmwvmiIZuqoT+h3WHnSMURV8m/5OJksqqyyKzKJLMqk2+PfguAp9qTAUEDXCX/BgYPxFfr685dEQThLC3ftxybbOOi8IsYHDK4Q7cV7xdPpFckuTW5bM/fzqUxl3bo9lpLlmXe2/8eAH/t+1fx/4ggCN1Wty/fFx4eTr9+/Ro917dvX7Kzs9s0zkUXXcThw4dbfH3hwoVUVla6PnJycs5qvu7UkMm0Ibv9Svg1lO4TWVKCIAjC+WxU+CiWXroUD5UHuwp2MefXOdRaa909rS5pe/52dhXsQq1QM2fwHHdPRxC6JU+1J/cMvAeAZcnLMNqMbp5R6xXWFnKk4ggKScFF4Re5ezrCeaohm+qm3jexeNxifrj+Bzb/aTNvTHqDWQNmMTJsJHqVnlprLTsLdvJ2ytvM+XUO4z4fxzXfXMNT257iy0Nfcrj8MA7Z4e7dEQThDAprC1l1ZBUAswd1bJYUgCRJXbKE3+bczRwuP4yHyoOb+9zs7ukIgiCctW6fKTV27FgOHjzY6LlDhw4RExPTpnH27t1LeHh4i69rtVq0Wu1ZzbGrmBA1gcW7FpNcnEypsZRAfeA5jVdnrWNnwU7gRM8qQRAEQThfDQsdxttT3ua+X+7jj+N/cO+6e1l66VK8Nd7unlqX4ZAd/HvPvwH4U+8/YfAyuHlGgtB9zUiYwUdpH5FXk8cn6Z9w94C73T2lVmko3dc/qD9+Oj/3Tka4oPjr/Lkk6hIuiboEcPZdOVJxhOSiE9lU2dXZZFRmkFGZwTdHvgHAS+3lzKaqL/k3IGiAyKYShC5m+b7l2Bw2RoSNYFjosE7Z5qToSXyY9iGbcjdhdVjdXkpXlmXe2+fMkrqp903iOCUIQrfW7YNSDz74IGPGjOGFF17gpptuYvfu3bzzzju88847rmUWLlxIXl4eH374IQCvvfYasbGxJCYmYrFY+Pjjj/nqq6/46quv3LUbnSLMM4x+gf1IK01jc+5mro+//pzG25G/A7PdjMHLQLyfKM0jCIIgnP8Ghwzmvcve455195BcnMw9a+9h2ZRl4p/Cemuz1pJWmoaHyoNZA2e5ezqC0K1plBrmDp7L41sf5/197zMjYUa3ONa4SvdFiNJ9gnupFCr6BPShT0Af/tTnTwCUmcpIKU5xBan2l+ynxlrDjoId7CjY4Vq3h28PV8m/QcGD6OHXA4XU7QvNCEK3VFRXxNeHvwY6vpfUyQYHD8Zf60+5uZw9x/cwKnxUp227OX8c/4Ok4iTUCjW39rvVrXMRBEE4V90+KDVixAhWrVrFwoULefbZZ4mLi+O1117jr3/9q2uZgoKCRuX8LBYLDz/8MHl5eej1ehITE1m9ejVXXHGFO3ahU02MmkhaaRrrc9afc1Bqfc5615iigbEgCIJwoUgMSmT51OXMWjuL/aX7mbV2Fm9PeRt/nb+7p+ZWVoeVN/a+AcDtibcToAtw84wEofu7Iu4KVqSu4HD5YZbvX86CYQvcPaXTsjls7Mx3VlIYaxjr5tkIQlMBugAmRE1wlZ+3OWwcLj/cqDdVTnUOxyqPcazymKtcmLfamwHBJ3pTDQgegI/Gx417IggXjhX7V2BxWBgaMpQRYSM6bbtKhZIJURNYdWQV67PXuz0o1dBL6tpe14qe7oIgdHuSLMuyuyfRHVVVVeHr60tlZSU+Pt3nZPRg2UFu/P5GdEodm/+8Gb1Kf1bj2B12Jvx3AhXmCt6f+n6nnhgIgiAIQldwuPwwd6+9mzJTGfH+8bw75d1zLo3bnf334H95budzBOgC+PGGH/FUe7p7Sl1Odz1/7E7Ox/d4c+5m5v46F61Syw/X/0CYZ5i7p9SivUV7mfnTTHy1vmy6aRNKhdLdUxKENis1ljbKpkotTW3S101CcmZThZzIporzjRPZVILQzkqMJUz7ahpmu5m3L32bMYYxnbr9jTkbeWD9A4R5hrF2+lq33ZCdXprOTT/chEJS8MN1PxDlE+WWeZyvzsfzx67IZDKRkZFBXFwcOp3O3dNpd5IksWrVKq677jp3T8Vt2vI9FmdMF5gE/wQiPCMw2U3syN9x5hVakFScRIW5Ah+ND0NChrTjDAVBEAShe4j3j2fFtBUE64M5XH6YO9fcSXFdsbun5RZGm5FlycsAuGfgPSIgJQjtaLxhPENDhmK2m12/Z13V1rytAIwJHyMCUkK3FagPZGL0ROYPm8+KaSvYfvN2vrjqCx4f9ThX9riSSK9IZGSOVh7l68Nf84/t/+C6b69j3OfjmL1uNkuTlrI9bzvVlmp374ogdHsfpH6A2W5mYNBARkeM7vTtXxR+EXqVnsLaQtLK0jp9+w2W718OwNTYqSIgJQhuUFhYyAMPPECPHj3QarVERUVx9dVX8+uvv3bI9jZu3IgkSVRUVHTI+ACLFy9mzJgxeHh44Ofn1+T10tJSpk2bRkREhGuf77//fqqqqtpl+92+fJ/QNpIkMTF6Ip+kf8LGnI1Mip50VuNsyN4AwMWRF6NSiB8jQRAE4cLUw7cHK6at4K41d3Gs8hh3rLmD9y57r0tnMnSET9I/odhYjMHLwIyEGe6ejiCcVyRJ4sFhD3LrT7ey6sgqZibOpIdvD3dPq1nb8pz9pETpPuF8olKo6BfYj36B/bi5z82AM5vq5JJ/qSWpVFuq2Za/zdVXTUKip1/PRr2pYn1jRTaVILRSmamMLw5+AcC9g+51S5aSTqVjnGEc67LWsT57PYmBiZ0+h6yqLNZlrQPgrv53dfr2BeFCl5mZydixY/Hz8+Oll15i4MCBWK1W1qxZw9y5czlw4IC7p9giWZax2+2oVE2v3VssFmbMmMHo0aNZvnx5k9cVCgXXXnstzz//PMHBwRw5coS5c+dSVlbGp59+es5zE2dDF6CJURMB2JS7CbvD3ub1ZVlmQ86GRmMJgiAIwoUqxieGldNWEuEZQVZVFnf8fAf5NfnunlanqTRX8v7+9wGYO3guGqXGzTMShPPP4JDBTIiagEN2uHq3dTWlxlJSS1MBGBPRueWVBKGzBeoDmRQ9iQeHPcjKaSvZ/pftfH7V5ywcuZAr4q5wZVMdqTjCV4e/4untT3Ptt9c6s6l+mc3S5KVsz99OjaXG3bsiCF3Wh6kfYrQZ6RfYj/GG8W6bR8N1r/XZ692y/RX7V+CQHVwceTG9A3q7ZQ6CcCGbM2cOkiSxe/dubrzxRhISEkhMTGTBggXs3Lmz2XWay3RKSkpCkiQyMzMByMrK4uqrr8bf3x9PT08SExP58ccfyczMZOJE53HH398fSZK4/fbbAec1+ZdeeokePXqg1+sZNGgQX375ZZPtrlmzhuHDh6PVatmyZUuzc1y0aBEPPvggAwYMaPZ1f39/7rvvPoYPH05MTAyTJ09mzpw5LY7XViLF5QI0NHQo3hpvykxlpJSktLn83rHKY2RXZ6NWqMVdkIIgCIIARHpHsnLaSu5aexc51Tnc/vPtLL9s+QVRXmP5/uVUW6qJ94/nirgr3D0doRuz2Ww888wzfPLJJxQWFhIeHs7tt9/Ok08+iUIh7qWbN2Qem3I2sS5rHWmlafQL7OfuKTWyo8BZGry3f2+CPYLdPBtB6FxqhZrEwEQSAxP5S9+/AM5eOI16UzVkU+Vtc2UVNsmmChlErI/IphKEClMFnx34DIDZA2e7rZcTOCsEKSUlRyqOkF2VTbRPdKdt+3jtcb49+i0Adw+4u9O2KwidRZZlZKPxzAu2M0mvb9VxpaysjJ9//pnFixfj6dm0RH1zZe9aa+7cuVgsFjZv3oynpydpaWl4eXkRFRXFV199xfTp0zl48CA+Pj7o9XoAnnzySb7++muWLl1KfHw8mzdv5pZbbiE4OJhLLrnENfYjjzzCv/71L3r06HFOczxZfn4+X3/9daPtnAsRlLoAqRVqxhvG82PGj2zI3tDmoFRDltTI8JGiZ4QgCIIg1Av3CmfF1BXcvfZuMqsyuX3N7Tw39jmGhAxBr9K7e3od4njtcT5Nd6bu/23I30QPGeGc/N///R/Lli3jgw8+IDExkd9//5077rgDX19f/va3v7l7em4X7x/PFT2uYPWx1byZ9CZvTn7T3VNqRJTuE4TGgvRBTIqe5CqZb3VYOVR+iOSiE2X/8mryOFJxxJVRBeCj8WFg8EBXoGpA0AC8NF7u3BVB6HQfpX9Ena2O3v69mRA1wa1z8dX6MjxsOLsKdrEhZwO3Jd7Wadv+MO1DbA4bQ0OGin7uwnlJNho5OHRYp2+3954/kDw8zrjckSNHkGWZPn36tPscsrOzmT59uitTqUePE+W5AwICAAgJCXEFlWpra3nllVdYv349o0ePdq2zdetW3n777UbBomeffZYpU6a0yzxvvvlmvv32W4xGI1dffTXvvfdeu4wrglIXqInRE51BqZwNLBi+oE3rNgSlJkWdXT8qQRAEQThfhXqGsmLaCu5eczdHK49y77p7UUkqegf0ZnDIYAYHD2ZwyODzpufU0uSlmO1mhoYM5eLIi909HaGb27FjB9deey1XXnklALGxsXz22Wf8/vvvbp5Z13HfoPv4OeNnNuduJqkoicEhg909JQAcsoPt+dsBGGcY5+bZCELX1FI2las3VVEyqaWpVFmq2Jq3la15WwFnNlUv/16uINXA4IHE+cS5NXNEEDpSpbnSddPT7EHuzZJqMClqErsKdrE+e32nBaUqTBX879D/AJElJQjuIssyQIcch+bNm8d9993H2rVrufTSS5k+fToDBw5scfm0tDRMJlOTYJPFYmHIkMZB6+HDh7fbPF999VX+8Y9/cPDgQR5//HEWLFjAW2+9dc7jiqDUBWpcxDhUChWZVZlkVGYQ5xvXqvVKjCXsK94H4Pa7VQRBEAShKwrSB/H+tPdZ8vsSdubvpMhYRGppKqmlqXyS/gkAoR6hjYJUvQN6o1ao3TzztsmozOCbI98AMH/Y/C5xwUDo3saNG8eyZcs4dOgQCQkJJCcns3XrVl577bUW1zGbzZjNZtfXVVVVnTBT94nxieGantew6sgq3kh6g/cua587Fc9Velk6ZaYyPFQeDA4e7O7pCEK3EaQPYnL0ZCZHTwbqs6nKDpFUnERycTIpxSnk1eRxuPwwh8sP8+UhZ98IkU0lnM8+Tf+UGmsNvfx6uTIN3W1S9CRe3P0ie4v2UmosJVAf2OHb/OzAZxhtRvoE9BE3fAjnLUmvp/eeP9yy3daIj49HkiTS09O57rrrWj1+Q+nxhqAWgNVqbbTM3XffzdSpU1m9ejVr167lxRdfZMmSJTzwwAPNjulwOABYvXo1BoOh0WtarbbR182VGjxbYWFhhIWF0adPHwIDAxk/fjxPPfUU4eHh5zSuCEpdoLw0XowKG8W2/G1syNnQ6qDUxpyNyMj0D+xPiEdIx05SEARBELqpAF0Ai8ctRpZlCmsLSSpOIqkoiaTiJA6WHeR43XHWZK5hTeYaALRKLYmBia5A1aCQQQToAty8F6f3+t7Xsct2JkROEOVEhHbx6KOPUllZSZ8+fVAqldjtdhYvXszNN9/c4jovvvgiixYt6sRZut+9g+7l+2Pfs6tgF78V/saIsBHunpKrdN+o8FGold0rwC4IXYlaoSYxKJHEoET+2vevABTXFTfuTdWKbKpBwc7eVOKGEaG7qbHU8FH6R4Dz711X6a8W5hlGv8B+pJWmsSl3EzfE39Ch26uz1vHJAefNbHf1v0v8LgvnLUmSWlVGz10CAgKYOnUqb775JvPmzWsS7KmoqGi2Z1NwsLO/akFBAf7+/gAkJSU1WS4qKorZs2cze/ZsFi5cyLvvvssDDzyARqMBwG63u5bt168fWq2W7Ozsduvr1FYNQbaTbwo8WyIodQGbGDXRGZTK3sCd/e9s1TobczY6142e2HETEwRBEITzhCRJhHuFE+4VzuVxlwPOfzJTS1NJKnLeBZ1UnESluZI9RXvYU7THtW6MTwyDgge5AlU9/Xp2mX/M95fsZ13WOiQk5g2d5+7pCOeJL774go8//phPP/2UxMREkpKSmD9/PhEREdx2W/OlchYuXMiCBSdKUVdVVREVFdVZU3YLg5eB6fHT+eLgF7yx9w1WTlvp9otVDUEpcSe3ILS/YI9gJsdMZnJMfTaV3crB8oOukn/Jxcnk1+Y3yaby1foyMKg+myrEmU0lekILXd1nBz6j2lJND98eTIlun34o7WVy9GTSStP4NfvXDg9K/e/Q/6g0VxLtHc2UmK71PgjCheatt95izJgxjBw5kmeffZaBAwdis9lYt24dS5cuJT09vck6vXr1IioqimeeeYbnn3+ew4cPs2TJkkbLzJ8/n8svv5yEhATKy8tZv349ffv2BSAmJgZJkvjhhx+44oor0Ov1eHt78/DDD/Pggw/icDgYN24cVVVVbN++HS8vrxb/X2pJdnY2ZWVlZGdnY7fbXUGzXr164eXlxY8//sjx48cZMWIEXl5epKWl8cgjjzB27FhiY2PP6r08mQhKXcAuibqE53c9T3JxcqvSj+usdews2AmI0n2CIAiCcLY81B6MCBvhym6QZZnMqswTQaqiJI5WHiWrKousqiy+O/odAN5q7xOlekIGMTBooNtK9by25zUAru55NfH+8W6Zg3D++fvf/85jjz3Gn//8ZwAGDBhAVlYWL774Yov/ZGm12iblKi4E9wy8h2+OfMOeoj1sz9/OWMNYt82l2lJNcnEyAGMixrhtHoJwoVAr1fQP6k//oP6NsqlcvamKk0ktSaXSXMmWvC1sydsCgEJS0MuvcTZVjE+M24PagtCg1lrLB2kfADBr4CyUCqWbZ9TYpKhJvL73dXbm76TWWtthQV6L3cKHqR8CcEf/O7rc+yAIF5q4uDj27NnD4sWLeeihhygoKCA4OJhhw4axdOnSZtdRq9V89tln3HfffQwaNIgRI0bw/PPPM2PGDNcydruduXPnkpubi4+PD9OmTePVV18FwGAwsGjRIh577DHuuOMOZs6cycqVK3nuuecICQnhxRdf5NixY/j5+TF06FAef/zxNu/X008/zQcffOD6uqEv1YYNG5gwYQJ6vZ53332XBx98ELPZTFRUFDfccAOPPfZYm7fVHEk+ubih0GpVVVX4+vpSWVmJj4+Pu6dz1v70w59IK03j2THPcn389add9tesX5m/cT4GLwM/3fCTOHkVBEEQhA5Saa4kpTjF2VOiKJmUkhSMNmOjZSQk4v3jGRw8mP5B/UkMSqSHbw9Uio6952h7/nbuXXcvaoWa76//HoOX4cwrCcD5c/7YUQIDA3n++ee57777XM+9+OKLrFixgkOHDrVqjAvpPX75t5f5MO1DEgMT+ezKz9x2bv5L1i88uPFBYn1i+f76790yB0EQGrParRwoO9AoUFVQW9BkOT+tX5PeVB7qrltGSTi/vb//fV7941VifGL45tpvOvyctq1kWeaqVVeRXZ3NkkuWcFnsZR2yna8OfcUzO54hRB/CT9N/QqPUdMh2hBMupPNHdzKZTGRkZBAXF4dOp3P3dIQO0Jbvcdc6wgudbmLURNJK01ifs/6MQan1Oetd64iAlCAIgiB0HF+tL+MjxzM+cjwANoeNw+WHXb2pkouTyavJ41D5IQ6VH+K/h/4LgE6po3dAbxIDnf0o+gX0I843rt3usHTIDv69598A/Kn3n0RASmhXV199NYsXLyY6OprExET27t3LK6+8wp13tq7M9IXmzv538r9D/yO1NJUNORvc1gy+oaeNKN0nCF2HWqlmQPAABgQP4BZuAaCorqhRyb+00jQqzBVszt3M5tzNgDObKt4v3pWVPSh4ENHe0eL/f6HD1Vnr+CC1PktqwKwuF5ACZ1nuSdGTWJm6kvU56zskKGV32FmRugKAmYkzRUBKEITzVtc7ygudamLURN5MepOd+Tsx2ozoVfpml7M5bK4TVXf9wysIgiAIFyqVQkXfwL70DezLzX1uBhpfXEotTSWtNI06W53rjugGepWevgF96RfYj36B/UgMSiTWJ/as+lOtzVpLWmkaHioPZg2c1W77JwgAr7/+Ok899RRz5syhqKiIiIgI7r33Xp5++ml3T61LCtQH8te+f+W9fe/xZtKbTIia0Ol952RZZlu+s5+UO0sICoJwZiEeIUyJmeLqT2OxW5pkUxXWFnKw/CAHyw+6bnjx1/o3yqbqH9RfZFMJ7e6NpDcoM5UR6RXJFT2ucPd0WtQQlNqcsxmrw4paoW7X8ddlryOrKgtfrS8zEmaceQVBEIRuSgSlLnAJ/glEeEaQX5vPzvydTIye2OxyycXJVJgr8NH4MCRkSCfPUhAEQRCEU516cckhO8iqyiK1NJXUEmeQKr0sHaPNyJ6iPewp2uNa11PtSZ+APs6MqsBE+gX2I9on+rQXtK0OK2/sfQOA2xNvJ0AX0LE7KFxwvL29ee2113jttdfcPZVu4/bE2/n8wOccKj/E2qy1TIud1qnbP1Z5jMLaQrRKLcNDh3fqtgVBODcapYaBwQMZGDyQW7kVgOO1xxsFqdJK0yg3l7MpdxObcjcBzmyqBP+ERr2poryjRDaVcNY+SvuIj9I+AmDB8AXtHuhpTwODBhKgC6DMVMbvhb8zOmJ0u40tyzLL9y0H4C99/tKq4K+tpIS6vXvxnjQJSSl6TwmC0H2IoNQFTpIkJkZP5JP0T9iQs6HFoNSG7A0AXBx5cZdMoxYEQRCEC51CUhDnG0ecbxxX9bgKcJYAyazKJK00zRWsOlB2gFprLX8c/4M/jv/hWt9L7eXMpKoPUiUGJhLpHem6yLTq8CqyqrII0AUwM3GmW/ZREITGfLW+zEycyVtJb/Hm3je5NPrSTj1XbyjdNyx0GDqV6A0gCN1dqGcol3le5ipLZrFbSC9Ld5X8Sy5O5njdcQ6UHeBA2QG+OPgFAAG6AAYGDXSV/EsMTBTZVEKr/JzxMy/99hIA84fOd91s1VUpFUomRk3kq8NfsT57fbsGpbblb+NA2QH0Kj1/6fOXVq2T9+AC6n77jYC77iT0739vt7kIgiB0NBFdEJgY5QxKbcrdhN1hb9J3QpZlNuRscC0rCIIgCEL3oFQo6enXk55+Pbm659WAsyRvRmXGiYyqsjQOlh2kxlrD7sLd7C7c7VrfW+PtClB9f/R7AO4ZeA+eak+37I8gCE3d2vdWPkn/hMyqTH7M+JFrel7Tadvelldfui9ClO4ThPORRqlxZUM1KKwtbJRNlV6aTpmpjI25G9mYuxEApaQkwT/BVfZvcPDgRje6CALA7oLdPL71cQBu7nMzd/bvHj0kJ0VPcgalctbz+KjH2+3n+r197wFwY8KN+On8zri8MTmZut9+A6Bs+ft4jBiB94QJ7TIXQRCEjiaCUgJDQ4firfGmzFRGSklKk/J8xyqPkV2djVqhFrXiBUEQBKGbUylUxPvHE+8fz3W9rgOcpfmOVRxrlFF1sPwg1ZZqdhXsYlfBLgAMXgZR314QuhgvjRd3JN7Ba3teY2nSUi6Pu7xTSh/VWev4/fjvAIwzjOvw7QmC0DWEeYYR5hnG1NipgDObKq00rVGgqqiuiPSydNLL0htnU53Um0pkU13YDpUf4m8b/obVYWVKzBQeHfFotwlajgofhYfKg6K6IlJLU+kf1P+cx0wqSuKP43+gUqiY2a91FQlK318BgMLXF0dlJQWPPobum1Wow8PPeT6CIAgdTQSlBNQKNRdHXszqY6vZkL2hSVCqIUtqVPgocWe0IAiCIJyH1Ao1vQN60zugN9fHXw+A1W7lSMURUkud/amyq7OZNWAWGqXGzbMVBOFUN/e5mQ/TPiS3Jpdvj3zLjQk3dvg2fz/+O1aHlXDPcOJ8485qjAO1RtSSRJROg0bRck87QRC6Lo1Sw+CQwQwOGex6rrC2kKTiJJKLkkkpTiGtLM2ZTZWzkY05G4ET2VSDgge5yv5FeolsqgtBQU0B9627jxprDUNDhvLi+BebVOzpyrRKLeMM41ibtZb12evbJSjVkCV1Tc9rCPMMO+PyluxsqtetAyD6/eUUPv0PTKmp5D30MDEfrERSd92+XIIgCCCCUkK9CVETnEGpnA0sGL6g0WuidJ8gCIIgXHjUSjV9A/vSN7Cvu6ciCMIZeKg9mDVgFv/32/+xLHkZV/e8Gq1S26Hb3J6/HYCxhrFndRH55+JKbt+fAYACMOg0xOo1xOm1xOi1xOk1xOq1xOg1eIrm7YLQrYR5hjHNcxrTYqcBYLabSS9NP5FNVZRMkfFENtXnBz8HnNlUDZlUg4IHkRiUiF6ld+euCO2s0lzJ7F9mU2QsoqdvT/4z6T8d/veqI0yKnuQKSs0bOu+cxjpUfohNuZuQkLgj8Y5WrVP2wYfgcOB58Xj0iYkYXnuVjOtvwLhnD8X/eZ2QhxaceRBBEAQ3EkEpAYBxEeNQKVRkVmWSUZnhutuxxFjCvuJ9gDNwJQiCIAiCIAhC1zOj9wxWpK7geN1xvjz0JX/t+9cO3V5DP6lxEWdXuu/ronLAGZByADkmCzkmC1vKa5osG6JRuQJUcXotsXotsToNsR5a/FVKkVkhCF2cVqltlE0ly3LT3lRlzt5UG3I2uG6MVUkqEgISGgWqDF4G8TvfCWSHA1txCda8POwVFXiMHIHSy+ucxjTZTMxbP49jlccI8Qhh2ZRl+Gp922nGnWt85HhUkoqjlUfJrMwk1jf2rMdavm85AFNiprRqHFt5ORVffw1A4J3OPlyaqCjCn3+evPnzKX33XTxGDMfr4ovPek6CIAgdTQSlBMBZi35U2Ci25W9jQ84GV1BqY85GZGT6B/YnxCPEvZMUBEEQBEEQBKFZWqWWewfey3M7n+PdlHe5If6GDsswyKnOIbMqE5WkYmT4yDavb3E42FBaBcD3Q+OJ0mnIMJrJNFrINJrrPyxkmcyUWe0UWWwUWWzsrqxtMpaPSkGsTkusR32gqiFopdcQplWjEBevBaHLkSSJcK9wwr3CmRZ3IpsqrTSN5KITgapiYzFppWmklabx2YHPAAjUBTbuTSWyqc6KLMvYKyqw5uZhzcvDmpeLJTfX+XVuLta8PGSLxbW8Oiaa6HffRRMdfVbbszvsLNyykD1Fe/BWe7P00qWtKlPXVflofBgRNoIdBTvYkLOBO3xbl+F0qpzqHH7O/BmAuwfc3ap1Kj7/HNloRNuvLx6jRp2Y07Sp1P3lZso//Yz8Rx8j7ptVqENDz2pegiC0nSRJrFq1iuuuu87dU+kWRFBKcJkYNdEZlMrewJ39nXdbuEr3RYvSfYIgCIIgCILQlV3f63re3/8+eTV5fH7gc+7of3YXyc5ke56zdN+gkEF4a7zbvP6uilqq7Q6C1CqG+HigkCRCtGpG+TVdttJqI9NUH6yqs5BpOhG0KjBbqbI5SKkxklJjbLKuTiERrXMGqBoCVQ1BqyidBrVCBKwEoavQKrUMCRni6nHdUjZVqalUZFO1kqO2FktD0Ck3tz7wVP84NxdHbdNAfyMKBeqwMBwmE9asbDL/fDNRy5aiHziwTfOQZZl/7v4nv2T/glqh5t+T/k2Cf8I57FnXMCl6EjsKdrA+e/1Z/71duX8lDtnBWMPYVpXMdpjNlH38CQCBd9zZ5Oc85NFHqUtKwpyWTt5DDxGzciWSSlz6FYRzVVhYyOLFi1m9ejV5eXmEhIQwePBg5s+fz+TJk9t9exs3bmTixImUl5fj5+fX7uMDrv1JSkpCo9FQUVHR4rKlpaUMGjSIvLy8dpuTODIJLpdEXcLzu54nuTiZUmMpepWenfk7AVG6TxAEQRAEQRC6OrVSzexBs3lq21O8v/99bup9E55qz3bfztb8rQCMM5xd6b61pZUAXBroc8ZMJl+1ikFqFYO8PZq8ZrQ7yDY1zq5qeJxjsmByyByqM3GoztRkXaUEBq2mUaCqoadVtOhjJQhu11w2lclmIr0s/YzZVEH6IAYGDWRQSH02VWAiOpXOnbvTIRwWS33AqflsJ3t5+RnHUAYHoTFEoo6MRB1pQBPZ8DgSdWgoklqNrbiYnHtnY0pLI2vmbRheeQXvSa2/cXn5/uV8fvBzJCReGP8CI8JGnMtudxkToiaweNdikouTKTGWEKQPatP6xXXFrDqyCoC7+7cuS6ryu++wl5aiCg/HZ9rUJq8rtFoiX32VjBumY/z9D4pff4OQB+e3aV6CIDSWmZnJ2LFj8fPz46WXXmLgwIFYrVbWrFnD3LlzOXDggLun2CJZlrHb7aiaCU5bLBZmzJjB6NGjWb58+WnHueuuuxg4cCB5eXntNjcRlBJcwjzD6BfYj7TSNDbnbsZH44PFYcHgZSDeL97d0xMEQRAEQRAE4Qyu6nEVy/ctJ7Mqk4/TPubeQfe26/hWu5VdBbsAGBsxts3ry7LM2hJn6b7LgnzOaS56pYLenjp6eza92GxzyOSZLa5AVYbRTJbRUv/ZjNEhk22ykG2ysLmFPlZx9X2sYvXaRo9FHytBcA+dStckm6qgtuBENlVRMgfKDlBiLGF9znrW56wHnNlUvQN6n8imChlEhGdEl/89lu12bIWFLWY72YqKQJZPO4bC1xeNwXAi0HRy4CkiAoXuzME6VXAw0R9+SN6DD1K7ZQu5999P2NNP4f/nP59x3e+Ofse/9/wbgEdGPMK02Gmt2/luIMwzjP6B/dlfup+NORu5MeHGNq3/UdpHWB1WBgcPZljosDMuLzsclK1YCUDAzJlIanWzy2liYgh/7lnyFjxE6Tvv4DFiBF7j2v73WhAEpzlz5iBJErt378bT88TNXomJidxZ39ftVM1lOiUlJTFkyBAyMjKIjY0lKyuL+++/n61bt2KxWIiNjeXll1+mX79+TJzoDPz7+/sDcNttt7Fy5UpkWebll19m2bJlFBQUkJCQwFNPPcWNN97YaLs///wzTzzxBCkpKaxZs8Y13skWLVoEwMqVK0+7/0uXLqWiooKnn36an376qU3v3emIoJTQyMSoiaSVprE+Zz0+Gh/Xc139ZE0QBEEQBEEQBFApVMwZPIdHNj/CB6kf8Oc+f27XRvJ7i/ZitBkJ1AXSO6B3m9c/XGcmy2RBI0lc4t/20n+tpVJIxOi1xOi1XELj7ciyTJHFVt/H6kSwKtNoIctoptx2oo/Vrmb6WPmqlE2DVTotcR4aQjWij5UgdBZJkojwiiDCK4LL4y4HnNlUaaVpjcr+lRhLSC1NJbU0lU8PfAo4s6lOLvnXL7Bfp2dTybKMvaTkRHbTqdlOBQVgs512DEmvRxNpQN1ctpPBgNK7fY6zSi9Pot56k4JFi6j88isKn1mENb+A4Afnt3i9aFveNv6x7R8A3JF4B7f0u6Vd5tKVTIqexP7S/azPXt+moFSluZIvDn4BOHtJteaaW82mTViOHUPh7Y3fjBmnXdbniiuo3b2bis+/IP+RR4hbtQp1qOgTL3Q9sixjszg6fbsqjaJVv3dlZWX8/PPPLF68uFFAqsG5lLGbO3cuFouFzZs34+npSVpaGl5eXkRFRfHVV18xffp0Dh48iI+PD3q9s3fik08+yddff83SpUuJj49n8+bN3HLLLQQHB3PJJZe4xn7kkUf417/+RY8ePc5pjmlpaTz77LPs2rWLY8eOnfU4zRFBKaGRiVETeTPpTXbm70Sr0gLOP7KCIAiCIAiCIHQPU2On8k7KOxypOMIHqR8wb+i8dhu7oXTfmIgxKCRFm9dfW+Is3TfW3wtPlXtK5EmSRKhWTahWzUV+Xk1er7DaGpUCPPHYQqHFSqXNTkq1kZTqlvtYxXk4A1Ux9SUBY/VaIkUfK0HocDqVjqGhQxkaOhRwXvDMr81vVPLvYNlBSowl/Jr9K79m/wo4A/p9/Pu4Sv4NCh5EuGf4Od+ga6+sbBx0ys3Fknfia9nUtLxoI2o16ojwk0rsRTqDUPWPlf7+nXYTsaRWE/7cc6jDwyl5/Q1K33kHa2EBEc8/j6TRNFo2tTSVBzc+iE22cWWPK5k/bH6nzLGzTY6ezH/2/oedBTupsdTgpWn6N6U5nx/4nDpbHfH+8VwceXGr1il7fwUA/n+6CaXXmUvzhi5ciDEpGfOBA+Q//DDRK94X/aWELsdmcfDO3zZ1+nbv+fclqLVnPg89cuQIsizTp0+fdp9DdnY206dPZ8CAAQD06NHD9VpAQAAAISEhrqBSbW0tr7zyCuvXr2f06NGudbZu3crbb7/dKCj17LPPMmXKlHOan9ls5uabb+bll18mOjpaBKWEjpXgn4DBy0BeTR4muwkfjY8rNV4QBEEQBEEQhK5PISm4f8j9zN8wn4/TP+aWfrcQoAtol7G35W0DYKzh7EoB/VLqLN03JfDcSvd1JD+1isFqFYN9mvaxqrM7yDaZyayrD1SZLGTWmck0ta6PVaTWmWF1IljV8LUWD2Xbg3yCIJyeJEkYvAwYvAxc0eMKAIw244lsqvpgVamplP2l+9lfup9P0j8BIFgf3KjkX7/AfmiV2kbjO+rqsOblNZPt5AxAOaqrzzRBVGFhLZbYU4WEICm6zrFBkiSC585FHRZOwdNPU/Xd99iKi4n8z39cWVk51TnM+WUORpuRUeGjeG7Mc2d1E0N3EOcbR6xPLJlVmWzN39qq8oRGm9H1M3ZX/7taFVQ07ttH3W+/gUqF/623tmpuCq0Ww6uvkDn9Rup++42St94ieF773aQiCBcCub5EakcE/+fNm8d9993H2rVrufTSS5k+fToDBw5scfm0tDRMJlOTYJPFYmHIkMbX7ocPH37O81u4cCF9+/bllls6JstVBKWERiRJYkLUBNcfyIsjL0alED8mgiAIgiAIgtCdTIqa5OoXu2L/Ch4a/tA5j1lUV8Sh8kNISIyOGN3m9cusNnbXl8ObEtR+JQU7k4dSQR9PPX089U1es7r6WDmzqhr6VzWUBTQ6ZLJMFrJMFihvOnaoq4+VM1h18mN/tfifTBDai16lZ1joMFcfH1mWyavJa1Ty72DZQYqNxfyS/Qu/ZP8CgAoFvawB9KnwID7XTs+0KvyzyznTpUplUBBqQ8RJ2U4nldgLC2uSZdQVOBwyR4tr+COrnMNFNYyMC2BK31AU9dmeftNvQBUSQt7f/kbdjp1k/fUWot55m2o/DbPXzabMVEafgD68NuE11Mrmex+dDyRJYmL0RFbsX8H67PWtCkp9ffhrys3lRHpFMjV2aqu2U/r++wD4Xnkl6tDQVs9PGxdH2LPPkv/ww5QsXYbH8OF4jhnT6vUFoaOpNAru+fclZ16wA7bbGvHx8UiSRHp6Otddd12rx1fU30wgn9T3z2q1Nlrm7rvvZurUqaxevZq1a9fy4osvsmTJEh544IFmx3Q4nGUOV69ejcFgaPSaVtv4honmSg221fr169m3bx9ffvllo30JCgriiSeecPWkOlvizFZoYmLURFdQamJU00ZogiAIgiAIgiB0bZIkcf/g+5nz6xw+O/AZM/vNJNgj+JzG3J6/HYDEwMSzyrxaX1qFA+jnqSNK1/Uuwp4rtUIitr5U36lkWea4xUam0VwfrLI0elxhs3PcYuO4xcbOZvpY+TXXx6r+cahGJXoAC8JZku12bEVFBOQWMDbXyshcH6x5PajOV5FuySJdX86hCDhskKj0dHBAXcKBYCAYGAL+1Up6H1fR1+RPf2UUff364BkZcyLwZDCg0DcNYnc1NWYbyTkV/JFVzh9Z5ezNLqfKdKKf1fKtGfQM9mT2JT25drABjUqB1/hxRH/0ITmzZ2M+dIgDt/yZxfcFkF2TTYRnBG9NfqvV5ey6s0lRk1ixfwVbcrdgtVtPG4Sz2q2sTF0JwB3972jVTeCW3Fyq16wFIODOO9o8P9+rrqRu1y4q/vc/8h55lB6rvkYVfG7nA4LQXiRJalUZPXcJCAhg6tSpvPnmm8ybN69JsKeioqLZnk3B9b9jBQUF+Pv7A5CUlNRkuaioKGbPns3s2bNZuHAh7777Lg888ACa+psV7Ha7a9l+/fqh1WrJzs5uVKqvo3z11VcYjSdKVf/222/ceeedbNmyhZ49e57z+CIoJTQxNHQoMT4xGG3Gsy7LIQiCIAiCIAiCe40zjGNw8GCSipN4d9+7PD7q8XMa71xL961rKN3XTbOkzoUkSYRp1YS10MeqvL6PVVZ9H6sM12NnH6sKm52KaiPJzfSx0iskovVa4vSa+swq5+NYvZZIrQaV6GMlXMBkWcZeVubs5dRcb6f8Ajjl7vUGves/JJ0OVWQEpT2COBKj5kCAiXRNKUds+ZR7O9jpbWcnJUAJasV++vr3ZaDHQAapTAx2eBFG1wpKybJMTpmRP7LL2JPlDEQdKKzCITdeTq9WMijKl9hAT1bvK+BocS1//zKFV9Yd4u7xPfjziCg8ExOJ/exzMu+dxT+HZpFaU4qPwpNlU5ad840Q3cXA4IEE6gIpNZXyW+FvjDG0nIm0OmM1hbWFBOmDuLbXta0av+yDD8HhwHPsWHS9e5/VHEOfeBxjcjLmQ4fIe/jvRL+/HEnZdQMBgtCVvPXWW4wZM4aRI0fy7LPPMnDgQGw2G+vWrWPp0qWkp6c3WadXr15ERUXxzDPP8Pzzz3P48GGWLFnSaJn58+dz+eWXk5CQQHl5OevXr6dv374AxMTEIEkSP/zwA1dccQV6vR5vb28efvhhHnzwQRwOB+PGjaOqqort27fj5eXFbbfd1qb9ys7OpqysjOzsbOx2uyto1qtXL7y8vJoEnkpKSgDo27dvs4G4thJBKaEJtULNF1d9gUN24Kk+93Q/QRAEQRAEQRA6nyRJPDDkAe5aexf/O/Q/bk+8nQiviLMay+6wuzKlxhnGtXl9q0NmQ5kzKHVZF+4n5S7+ahX+ahVDWuhjlVWfUZVRH7RqeJxrtmB0yBysNXGwtvk+VlE6DbG6k/tYOR+LPlbC+cJeXd046JSbe6K3U14+cl3d6QdQqVBHRDhL7EVGoq4vs6eJdPZ5UgYGIkkSvYBRJ61WZ60jtTTVVfIvpTiFMlMZKSUppJSk8HH6xwCEeISc6E0V7OxNpVF2XraoyWpnf14le7LL6zOhKiipMTdZzuCnZ1iMv+ujT5g3qvpjxBNX9uXTXdm8tzWDgkoTz/2QxuvrD3Pb6FhuGx3Dxw8PZE92DmqrzCP/rSXALxWujuu0fXQnhaRgYvREvjz0Jetz1jPGMIadFTX8J+s4w3w8uTrEjwRPHQ7Zwfv7nWX4bu13a5P+ZM2xV1RQ8dVXAATedefZz1Gnw/Daq2TcOIO6XbsoWbqM4PvnnvV4gnAhiYuLY8+ePSxevJiHHnqIgoICgoODGTZsGEuXLm12HbVazWeffcZ9993HoEGDGDFiBM8//zwzZsxwLWO325k7dy65ubn4+Pgwbdo0Xn31VQAMBgOLFi3iscce44477mDmzJmsXLmS5557jpCQEF588UWOHTuGn58fQ4cO5fHH237j2dNPP80HH3zg+rqhL9WGDRuYMGFCm8drK0k+ubih0GpVVVX4+vpSWVmJj4/4p0oQBEEQBEE4PXH+2PHEe9y8u9fcza7CXUyPn84zY545qzGSi5O55cdb8NZ4s/lPm9vcd3ZreTU3Jh0lUK1i39hEFKLcXLto6GOVUWcm09TQz+pEHyvTqakPpwjTqImtz6o68dn52E/0sRK6CIfJdCK7qUm2Ux6OysrTDyBJqEJDURsMzkDTKb2dVKGh7ZI1IssyudW5JBUnuYJUh8oPYZftjZZTK9T0DezbKFAV5hl2zttvcLzKxJ76Mnx/ZJezP68Sq73xsUCtlOhv8GVYtDMANTTGn1Af3RnHNlntrNqbx9ubjpJZ6gz2eYb+giLgFxQoeOpofxL/uweA4IcWEHj33RdEedEtuVuY8+scQvQhrJuxjltTMvm1/kYMgN6eOgZK+9iY9izeGm/WTl/bqtKGJW+/Q/Grr6Lt04e4VV+f83tZ+d135D/yKEgS0Svex/Oii85pvPOFOH/sHCaTiYyMDOLi4tDpzny8EbqftnyPxVmmIAiCIAiCIAjCeez+Ifez66ddfHPkG+7sfyfRPtFtHqOhdN/o8NFtDkgBrCtxXpy7NNBHBKTa0en6WDlkmeMWK5n1WVWn9rGqtNkptFgptFhb7GPVOFh1Imgl+lgJ7Um2WrEWFjab7WTJy8VeXHLGMZQBAc5AUzPZTqqICBSajs9MkiSJKJ8oonyiuLrn1cAp2VRFzoyqcnM5KcUppBSn8BEfARDqEXoiSBUyiL4BfVuVTWWzOzhQWO3qBfVHVjl5FU3LfAZ5aRkW48fQ+iBUf4MvOnXbA3E6tZKbR0Zz0/Aoft5fyEvbV1Km/wUAU+G17Ey8ngE3fY/jv59RvOQVbAUFhD7xxHlfKm5U+Cg81Z4UGYtILUllf43z+DjMx4OUaiMHa4wcP/4RasDqfRlL86q5OkRJH8+WSzs6LBbKPnb+fATeeUe7HHN9r7mG2l27qPzqa/L+/nd6rFqFKijonMcVBEFoKxGUEgRBEARBEARBOI8NDhnMOMM4tuZtZVnyMl4Y/0Kbx2gISp1N6T5Zlllb6sxkuCzIeQey3epg/+Y8kMA7QId3gA6vAC06T7UIdrQThSQRrtUQrtUwuoU+Vs0FqzKNZo5bbFTY7CRV15FU3bT0mV6hIEavaZJdFafXYhB9rIRTyA4HtuJiZ6CpmWwna2EhOBynHUPh5VUfdGom28lgQOHZNVsPeKg9GBE2ghFhI4D6fk7VOa6Sf8nFyRwqP8TxuuOszVrL2qy1gDObql9gv0bZVKGeoVTUWVxl+PZkVZCUU4HR2jgTSyFBnzAfhsb4OUvxRQcQFaBv3bG1rgyKD0LJQSg57HxcXQiJ18HY+aB0XkZUKiQ8/A5Q4fE5yBBiv4qj5aP4sjyfLxnGo5cquOTXTyn/9DOsx4sw/OtlFPqu1VurPWmUGsYbxvNz5s/8kLmO45ZJSMB/B/XEJsssPbSeT3IykCUNubpJLMk8zpLM4yR46Lg6xJerQ/yaBKiqvv8ee3EJqtBQfC6/vN3mGvbkk5hSUjAfPkL+I48Q9e67bg8aVtvspNcYSa01kVZj5KmeEfiozu9ApiBc6ERQShAEQRAEQRAE4Tx3/5D72Zq3lR+O/cBdA+6ip1/PM69Ur8JUwb6SfQCMiWi5gXtLjtSZyTBa0EgSl/h7A5C2LZ+t/zvcZFmVWoFXgA4vf219oEqHd4AWL//6wJW/FpVGXKhqDw19rIb6NL2YX2u3k+0KVlka97EyWTA6HByoNXGgmT5WKgkidc4AVYxeS6xOQ5xHfR8rnRa96GN13pFlGXtFRdOgU0Nvp/x8ZIvltGNIWi1qgwF1pKE+8NQ420nh63teBKwlSSLaJ5pon+hG2VT7S/Y36k1Vbi53fd1AYffHXBuFvS4auzEahykCUOGtU7kyoIbF+DMoyg8v7Wku9zkcUJnjDDqVHISSQ1B8yPm4rhSH7IlVNmCTI7E5DNjlAXgW/A/toTVww9sQ0IOkoiQe2fwIDtnB9b2uZ9GYRSTnVrJs41HWpBXyf15D2DZcwaN7PqPm11/Juu12opYtRRUQ0MHvsPtMip7Ez5k/82v2egiYRA+9Fs/6wMqR3P8CMCN+On3j+vN9UQWbyqo5VGdiSaaJJZnHiffQcnWIH1cH+9Fbr6H0/RUABMyciaRWt9s8FXo9hldfJWPGTdRu30HpO+8QdN997Tb+6ThkmWyThbQaI6k1RtJqTKTWGMk2NT4+3Bjqz6hmbqYQBOH8IYJSgiAIgiAIgiAI57nEwEQmR0/m1+xfeSvpLZZMWNLqdXcU7EBGJt4/nlDP0DZve12ps3TfGD8vvOov0GWnlgIQFOWFQiFRXW7GWGXBZnVQcbyOiuNNs3Ma6L3VePmfGrg68bWHjwZJZOqcE0+lkr5eevp6Nc1ssDpkck3OANXJwapMo4Vsk7OPVabRQqbRAlQ3WT9cqyZG58ywcgauGh5r8BV9rLose00t1rzckwJPJwWdcnNx1LX8OwuAUok6PLxxiT1X4MmAKigISXFhBiw91B6MDB9JYsBQEj0qSJDL2J5zkNTSfVhUGSj1WSi0hTiU5ah9ylH7pACglNT08u3DqIghDA4ZzKDgWEI8TirFZjND6VFn0KnkUH0G1CEoPYJsMWGTw7A1BJ/kYVgd12CTDTjwbzJHo3Ukodl/Q7VsPBkT/84DWV9hspsYbxjPU6OfQpIkBkf5sezWYRwpquHtTUf5RinxmM6Hf+x8H1JSSL3hJhJWLkcfG9NZb22nGmcYh0qh4nhNFkrvfBJD+gGQUpzCrsJdqCQV9wy4g3CvAG4KC6DKZmdNSSXfF1Wwsayaw3VmXsk8ziuZx+mJnTF9hzARJfEzbmz3uWp79SLs6acpWLiQ4tffQD9sGJ4jR7brNmptdtLrM58aAlDptUZq7M1nRYZr1fTz1NPPS0ewpv2CcIIgdE3ijE8QBEEQBEEQBOECMGfwHNZnr2dt1loOlB2gT0CfVq23NW8rAGMjxp7VdteWOEv3TWko3Wd3kHeoAoBJt/YlONqZPWW3OqipMFFdZqamzER1mYma8hOPq8vN2Mx2jNVWjNVWirObBjwAFEoJL39ndpVXgBZv/5MCV/Vfa/TiX+GzpVZIxHloifNovo9VodnZxyrTZCazzkymyZlplWk0U2VzUGC2UmBuvo+V/yl9rGLqSwLG6rWEiD5WHcphNmPNy3cFnk7NdrJXVJxxDFVIiKuk3qnZTuqwUCSV+L1rIMsyueXGRr2gDhRW4ZAbllAAg9CphzAwyo8BIToCA4swKzM4XOnMqqowV3CwYh8HK/bxYdqHAIQr9QxyqBlUV8Og8kLiTRok2YDNEVmf/XR1fRAqDGj5wr/CR4M6SI8qWI8luxprAZRKi8H2APelvk2FWkV//z7865J/oVY0HqdXiBcvzxjEg1MSWL41lic8vXli09uEFuaRct2N5D+ymMtnTD6rnlZdmbfGm1Fho9iWvw2NcQ/9vYYB8N6+9wC4sseVhHuFu5b3USmZERbAjPoA1dqSSr4vrmBDaTVHZSVHr5zOR1dOp1d6HlcH13JNiB99PHXtdhz0u/466nbtovKbb8h/6GHivlmFKjCwzePIskyOyeLKekqrNZJWYyTTaEFuZnmNJNHbU0c/Lz2JXs7PfT31BGrE8UEQLiTiN14QBEEQBEEQBOECkOCfwLS4afyU8RNvJr3J65NeP+M6siyzPX87AGMNbQ9KlVtt/FblDD5MCXQGpYoyqrCa7ei81ARFnijPo1Qr8A32wDfYo8W5mOts1JSfEriqD15Vl5morTDjsMtUlZioKmlaWq6BRq9ylgUM0NUHrU4qERigxdNPi1KUmWszhSQRodMQodMwhsall2RZptxmrw9QnQhUNTwustgot9kpr65jbwt9rE70sGrcy0r0sToz2WbDWni8PsjUNOhkKyo64xhKP7/6oFMz2U6GCBTapoFKwclktZOaX+nqBfVHdjnF1eYmyxn89AyN8WdYtB/DYgLoE+6NWqkAWYbqAijWgF1CNmrINqWSXJ1FEhaStR4c0UgU2I0UYORnPaAPQeNQ08sURl9jFH2NcfQ19iDA5guApFagqg88qYI9UAfrXV8rTir/Z6s0U/SfvVQYfXksZgB5ykKirVbePJSER99tED+l2X2O8NPz1FX9KJ/Yi8/X9KXu5SeIK89Fs/hhHth8B0P/fA1/vSgaH935kxUzKXoS2/K3oa37g0SveRwpP8KGnA1ISNw54M4W1/NRKbkxLIAbwwIoStnP5y+/xqbho/l90DCO1Jl5Nes4r2Ydp5eHlquD/bg6xI++7RCgCnv6KYz79mE5epT8Rx4l6t13TpuxWGd3cKD2RNm99PogVJWt+eynUI2Kfl76+gCUMwuqp16HWhyvL2iy3Fy4UjgftOV7e14EpfLy8nj00Uf56aefMBqNJCQksHz5coYNG9biOps2bWLBggWkpqYSERHBI488wuzZsztx1oIgCIIgCILQdf3666/8+uuvFBUV4TilAf3777/vplkJ52rOoDmsyVzDxpyN7Cvex4DgAadd/lD5IUqMJehVeoaGDG3z9taXVmGXoY+njmi984J1TnoZAJF9/NtUZk+SJHSeanSeaoIivZtdxmF3UFtpqc+yMlFTZnYFrqrrs67MdTYsRhuleTZK85pm6zi3BR6+2hYDV94BOrSeInOnLSRJIkCtIqClPlY2O1mmE32ssuqDVhlGC3n1fazSa02kt9DHKkrXOFDV0NMqWqe5IPpYybKMrbjYGWhqLtupsBDs9tOOofDwOBF0ijSgMRhOCkIZUHqJHi+tVVRlYk/2iSyo/XlVWE4pW6ZWSiRG+Lp6QQ2N9ifMSwllGVCSChkH4bfDUHwQufgwDosSm2zA6ojEJkfiKV/GSDmSoXIooKROYeKQLot0/TEO6DNI12dQraolzeMoaR5HXdsN14YxIGgAg8OdZf/6BPRCrWw5MKTy1eL95548tm4OR5SF+Ct8WGaxEFBzCD65EUbcDVOeA03zNxT4e2q474aR1Ez8kn2z5uK3/w/+tvFd3iovYeyGi7lldAx3jI0lxFvXLu+9O42MGA+A2nKEcGUN7+9zni9Njp5MD98erRrDunIFU37bxvTwAHzm3n4ig6qsulGAqqfe2YNqUoA3KoWEzSFjkWWsDhmrLGNp8tnR6OuG5YzP/JPSn9ZgBVTf/YoiPr7ZcUotNjKMZpoLP6kliQRPrTMA5ekMQPUVZfiEU6jre6PV1dWh1zctDyx0f5b6/pFK5ZkzYbt9UKq8vJyxY8cyceJEfvrpJ0JCQjh69Ch+fn4trpORkcEVV1zBrFmz+Pjjj9m2bRtz5swhODiY6dOnd97kBUEQBEEQBKELWrRoEc8++yzDhw8nPDxcXHg/j8T6xnJ1j6v59ui3vJH0Bm9Pefu0yzeU7hsZNhKNUtPm7TX0k7qsPksKIPdAOQBRfdq/4b1CqXAFjVpiMdmcwaryxllWrsyrCjMOm0xthZnaCjMcq2p2HJVGUR+k0p7U1+rkkoFaVOdZeaqO5KlSuu6oP5XF4SDXZG2mj5WZbJMFs0Mmw2gho4U+VhFa9Um9q070sYrVdZ8+VrIs46isPKmX0ylBp/x8ZHPTzJuTSWo1aleg6aQSe/UfSj8/cbw/Cza7gwOF1Y2CULnlxibLBXlpGBrtDECNiNCQqDmOtuIolPwKqQdh02Hk0hxs9mCscqSz35MjEqs8HJtsQKbloKCkUeIbHMTo4CguDpqCKsQDZaCOPG0x+yr2kVycTHJxMkcqjlBgLqQgr5C1eesA0Cq19A3oSx/PRHoq+xBp7YGq0pOqUhPVpSaMtWY29v6UvZ4H0Dm0PJM5h5C/ToHDr8CupfDbe3BsE9zwDhhavnnBy9+Xiz5bQd4/nqH66695IPlrgo0VLDVdzvKtGcwYFskDk+IJ8+2+wakyhw9WTU/UlqMs27WCzcd/BODuAXe3an1Lbh5Va9YAEHjHHehUSqaHBTA9LIBqm511pVV8X1TB+rIqjhrNvJZ1nNeyjp/7xMdPPvG4qOK0iwapVa6sp8T6Y3YvDy2aC7QnnNB6SqUSPz8/iuozcz08PMTfnPOIw+GguLgYDw8PVK0o1yvJ3Txn7rHHHmPbtm1s2bKl1es8+uijfPfdd6Snp7uemz17NsnJyezYsaNVY1RVVeHr60tlZSU+Pj5nXkEQBEEQBEG4oHWn88fw8HBeeuklbr31VndPpU2603vsTrnVuVy96mpsso0VU1cwPGx4i8veueZOfiv8jcdHPc7NfW5u03asDpnEbfuosjn4YWg8w309sRhtvPfQFmSHzK3Pj8YnqOvdKSs7ZOqqLSeyrBoyrspPBK6M1dZWjaX3VjcqC9gocBWgw8Nb06ZsMaEphyxTYLaeEqxyZlplGM1U25svK9UgQK0kRufskRWjawhcOT8Hd3IfK0dtLZa8vJPK6uWeFITKw1FTc/oBFArUYWEtZjupgoNPW5pLaJ2KOgt7sytcAajk3ArqLI2z0BQS9A71ZnyEzDi/UhI1xwmoy0AqOeTMeqoyYnUYnIEnuaHfUyR2OQRnP6lmSKD0151UZs8DVbAedbAehbfmtD+rNqudmjIzhUWlJBUks79sH4eM6WRyCKOiacaolymAsJpYQqtjqdAXkxq2BYWs5Fn7www7HIPCW03oA0NQFm+Db+Y4SwsqVDDhMRi3ABQtB+RlWabkzbcoeeMNAPb2voine1+HTaHCQ6Pkb5PjuWNsHBpV9/tZfT+nmOf+WIZX5X9dz10UfhHvXvZuq9Y//uKLlH3wIZ5jRhN9mqz0mpMCVHur61BKoJEUqBUSGklq9Fl90meNQlH/+cTzGsn52LRuLbb9qWg99ITdfRc6T89G43grlfTx1BGiPf+yn8T5Y+eRZZnCwkIqWtGnUOh+FAoFcXFxaDRnvpGt2wel+vXrx9SpU8nNzWXTpk0YDAbmzJnDrFmzWlzn4osvZsiQIfz73/92Pbdq1Spuuukm6urqXOmEJzObzZhPuuuoqqqKqKgoccASBEEQBEEQWqU7/cMbGBjI7t276dmzp7un0ibd6T12t+d2PMd/D/2XYaHDWDF1RbMXM2uttYz7bBw22caP1/9IlE9Um7axtbyaG5OOEqhWkTI2EaUkkZlSwuq3UvAJ1nPrc6Pba3c6nc1qp6a8oa+VuT5wdaJEYHWZCZvl9MEQAIVSwsu/abDq5JKBGl33yOTpimRZpsxqdwWoMo0WMk1mMuucn4stttOu76FUEFsfqIqpLwnY8DhSp0HZxoCVw2LBlp/fYraTvbz8jGMog4PQGCKbz3YKC0Nq5nqGcPYcDpljJTWNekEdKWocHFTgoLe2jCkhlYzwLCZeWUCwKROpJAub0ROb7Cy35wxCRWKTI5BpvtQdgKRToq4POKmC9aiC6vs9BeqR1M0HamwWO9Vlzsymhgyn6lKj63FdlaXZ9WRkKnVFFHpnUuybRZFvJiXqfGSp6aXCiUf+SmLpKC4L06Gus6GJ9ib4noFIlgr4YT6kfetcMOoiuOFt8I897Xtb8dVXFDz9D7DbsQ0exosX3c72Qud1t14hXjx7TSJjegWddoyuZMvhYu7Ze4wqv1ICCh51Pf/eZe8xKnzUGde3V1ZyeOIk5Lo6ot59F6/x4zpyuk04amvJmHETlmPH8Lx4PFHLll0wQWxx/tj57HY7VmvrbvARug+NRoOilceNbn92e+zYMZYuXcqCBQt4/PHH2b17N/PmzUOr1TJz5sxm1yksLCQ0NLTRc6GhodhsNkpKSggPD2+yzosvvsiiRYs6ZB8EQRAEQRAEoSu5++67+fTTT3nqqafcPRWhg8waOItvjnzDH8f/YGfBTkZHNA0Q7SrYhU22Ee0d3eaAFJwo3Tc50Nt18T7ngLOfVFQf/3OYvfup1Er8QjzwC2n+wrIsy5hrbSdlV9UHq+qzrmrKTdRWmHHYZapKTFSVNO2T1EDroTpRJvDUwFWADk9fDYoLoGfS2ZAkiUCNikCNiqG+zfexyqzvY5VpbPjsfJxnslBnd5BWayKtmT5WakkiSqc5KVilIUarJqq2mrCiQhR5TbOdbEVFcIb7ghW+vo17OZ2c7WQwoNB139Jm3UGt2UZybgV76rOg9mRXUGl0XjjVYqGHVMDVijyGexYzSF9EjCMPz9o6HLZgbAWG+rJ7AylyXI6dkJY3JIEqsCHjyfmhDvJAFaJH4alucqOAzWKn4qQg08kBp6pSE8YWgk4nU2mV+ATq8A7U4ROgwztQ73wc5HxOV7/dGksN+0oal/y7uedfMViGc6S4iI2FRib6qCG7moofjuF/XS+Y8QEkfw4//h1ydsLSsXD5/8Hgvzqb9DXDb/p0VCEh5P1tPqqkP3iurpqUBxbx/M5ijhTV8Jf3dnH1oAieuKJvly7pl19h5PnVafy4rxDzqGBkdQSeagO11jzsxij8pL6tGqf8v/9FrqtDm5CA57ixHTzrphSenhhefZXMm26idvMWyt5/n8C7W1d2UBDaSqlUtqrvkHD+6vZBKYfDwfDhw3nhhRcAGDJkCKmpqSxdurTFoBTQ5A98Q8JYS+nOCxcuZMGCBa6vGzKlBEEQBEEQBOF8YzKZeOedd/jll18YOHBgk0oCr7zyiptmJrSXMM8wbup9Ex+nf8wbe9/govCLmvwvtC1vGwBjDWd3cWxdSUM/KV/Xcw39pCI7oJ9UVyJJEjovNTovNcFR3s0uY7c7qK0wn5RxdXKZQGfgylxnq/+ooTSv+dJtkgSeftpG/a1O7XWl9ejcMnTdhadKSaKXnsQW+ljlmCxk1pcEzKoPVmXU1JFttmGRZY4ZzRwzmtlwSh8ryaEiSPbBoAkgwttKRJCEQVYRodFjqKkiICgAdQvZTkrv5n9ehPYnyzK55cZGvaDSC6rwkavpJeXRU1HA/VIeCdp8eivL8bdpsMsGZ8ZTbQy2mrHUyRHU0nLAROGhalRmTxVUnwEVoEM6qTyd1WJ3BpsyqxsFnKrLWh90UmuVziBT4EkBp4YgVKAerWfrjgNeGi9GR4xuerPCEOgx5DibPzvEbzU2LvJUUruzAJXBE+8R4TD4ZogZA6vuhewd8O1cOPQzXPVv8AxsflvjxxP90YfkzJ6N5dAhhrz/Er++vZxXNxzlo51ZfJ+cz/r048y/NIHbx8ai7kIBeIvNwfKtGfzn18MYrXYkCZS+GmzAzAG38e6e/1BXdDnfJxfQO+z02TcOi4XyDz8CIODOO9x2vNb1TiD0yScofOppil59Df3QoXgMbblPmCAIwtnq9kGp8PBw+vXr1+i5vn378tVXX7W4TlhYGIWFhY2eKyoqQqVSERjY/B9KrVaLVqs99wkLgiAIgiAIQheXkpLC4MGDAdi/f3+j18SF7fPHXQPu4qvDX5FSksLm3M1cEnWJ6zVZltmW7wxKjTO0vYTQkToTx4xm1JLEhADnRfbaSjNl+bUgQWTv7p0p1R6USgU+gXp8Alvuq2Ux2hoFqVyBq4ZeV+XObKuacmdwq/BY8+OoNIqTygI2DVx5+WtRqcUdy+AsoWXNy8OSm4tfbh6JubnE59WX2MvLQzaZcEgSJX7+5AWHkR8cSn5QKHnBoeQHh5IXEkadTk9xQCDFAYEk9U5sso0AtZLY+lKAsfX9q2J1GuK0WoJkWRxnO4jZZmd/XhV7ssrZk1lKXvZh/Osy6Snl00fK40qpgDi1FW/Zt77XUxQ2xzisNgM2AiluaWBFfdZTcH2ZveD6fk9BepSezps6rGZn0Km01Eh1WlmjgFN1qbFVferUWmV9VlPjgJN3QNuCTucifngohgR/Nn12kANppfTVKyn/6ghGpZKQoSHgHwO3r4Zt/4YNL0D695CzG657C3pd2uyY+sREYj/+mIwbpmPcuxevTz9g0ezZzBgexdPf7mdPdgWLf0znv7/nsOjaRMb0dH9Jv62HS3j6u/0cK3b24xoR68/d0xK4LSMXvULBvf3/jMF+MX9LT+K75HweuizhtN+bqh9WYysuRhUSgu8VV3TWbjTL78Ybqdu1m6offiBvwUPErfoalb/4my0IQvvq9kGpsWPHcvDgwUbPHTp0iJiYmBbXGT16NN9//32j59auXcvw4cOb7SclCIIgCIIgCBeSDRs2uHsKQicI0gdxc5+beX//+7yR9AbjI8ejkJx3oWdWZZJXk4daoWZ46PA2j92QJTXGzwsvlTPY0ZAlFRzljc5L/N/VGhq9ikC9F4ERXs2+Ljtk6qotrmBVc4ErY7UVm8VBeWEd5YV1LW5L76NxBay8Ty4TWP/Yw1uDpOj+wRKH0Yg1NxdLXp6rl9PJJfYc1dWnH0CS0ISFEWswEN9QYs9gQBPpLLGnDA6mzEF9ZpWZjPqygFn1GVclVhtlVjtl1jr2VDX9fngqFa5AVYxOS5yHhlids4+V4Sz6WF3IiqpN7D12nMzD+6jKSUVddphY8hhDOX9CiZIQbFJDv6eLsMnhWNBQ2sJ4Ck8lqhBPZ7+n+rJ76mAPlP46rFZnT6fyhgynrCJXwKm6zNS6oJNOic+pAaf6LCfvwK6T8ejho2HaPf058ttxir48RIhCouLzA+TkVDPkqjgUSiWMXwA9J8HX90DJQfh4Ooy8B6Y8C+qmgXhNTAyhTz1JwWMLKX7jTTzHjqP/gP58OXsMX+7J5Z8/HeBwUQ1/eXcX1wyK4Ikr+xLq0/kl/fIrjCxenc7qfQUABHlpefyKPlw/xMC3RRUA9PPSoZQkpvQLRa9Wkl1WR3JuJYOj/JodU5Zlyla8D0DAzFuRNJrO2JUWSZJE2DPPYNq/H0tmJgWPLSRy6VsXTH8pQRA6R7cPSj344IOMGTOGF154gZtuuondu3fzzjvv8M4777iWWbhwIXl5eXz44YcAzJ49mzfeeIMFCxYwa9YsduzYwfLly/nss8/ctRuCIAiCIAiC0CXl5uYiSRIGg8HdU+myDh+vpmewF4pueMH+jsQ7+OLgFxwoO8AvWb9wWexlwInSfcNCh+Ghbr5v0umsLa0EYErQiZJFuen1/aT6nt+l+zqTpJDw9NXi6auFuOaXsVns1JSbG/e3OqXXlc3qwFhlwVhloSir+aCMQiU5s6v8T5QF9PJvHLjS6Nx/iUG2WLAWFLiynRoCT5b6bCd7aUshhxOUgYH1vZyaKbEXHn7Gi8ZBQJBGxbBm+ljV2OxkmSxk1Jkb97IymckzWam1O0itMZFa03wfq+hGfay0rsfReg3aC/iisa22nOzDyRQcScaUn46m4hgGq4mxso4xRNQHnoZhk6/BgT9VLQ2kBFWgDnWI50ll9zxweKmprbNRXVbfx6nYRPWBcldPJ1PNmYNOGp0S7yB9kwynhuBTVwk6tYYkScSPDKM6xpui15PwsDmo3ZzLl/tLmXx7PwINXhAxGO7dBOv+Abvfht3vwLFNcMM7ztdO4XvttdRs3ET1zz+T/8gjxH39FQq9npuGR3FZv1CWrD3Ex7uy+C45n1/Tj/PglARuG9M5Jf1OLdWnkOC2MbE8OCUBH53zJov9NUYAVzlQD42KKf1C+S45n++S8lsMStVu3Yr58BEUHh743XRTh+9Layi9PDG89iqZN/2Jmk2bKFuxksC77nT3tARBOI9IsnyGLpvdwA8//MDChQs5fPgwcXFxrmBTg9tvv53MzEw2btzoem7Tpk08+OCDpKamEhERwaOPPsrs2bNbvc2qqip8fX2prKzEx+f0tWEFQRAEQRAEoTudPzocDp5//nmWLFlCTY2zj423tzcPPfQQTzzxBIoueuHTHe9xcbWZkS/8Qqi3jssSQ7msXxijegR0qb4XZ/JW0lssTV5KT9+efHXNVygVSmb/Mpttedt4ePjD3JZ4W5vGq7DaSNy2H7sMuy7qS4xeiyzLfPDYNmorLVwzfzBR53lPqe5ElmVMtdZG2VWnBq5qK83QiisHWg9V04BVgLY+80qHp68GxTn+bsh2O7aioqbZTvVf244fB4fjtGMovL1RR0Y6s5saAk+GCGfQyWBA4dH2QGx7MJ/UxyrT2DholW20YDnN5RsJiNCqG5cEPOmxt+o8KM8oy1BdAMUHMRYcoDRrH/bCHDyrzOjtPljlyPqyewZscjinuw9b6aVAFeKFKsQTVZAefDWYlApqLQ6qys3ODKdSk6u3k6n2zEEnrYfKFWw6OcOpIfNJ63F+ZohaCmo4/kYSkl3msMnOAZvMyKviGDIl+sTv+5Ff4Ju5UFMIChVMfBzGzgdF459Le0UFx665FltREf5/uZmwp59u9Pq+3Eqe+nY/STkVACSEevHstf25qEfzrTjaQ3Ol+hZd059+EY3PM25OPsqGsmpeSohkpsFZYvCXtOPc/eHvBHtr2blwMspmbl7JuuMO6nbsJOC22whd+FiH7cfZKP/8CwqfeQZUKmI//gh9fWnn8013OkcXhPPFeRGUcgdxwBIEQRAEQRDaojudPy5cuJDly5ezaNEixo4d6+wvtG0bzzzzDLNmzWLx4sXunmKz3PEebztSwj0f/k6txe56zkenYnLfUKYmhnJxQjAeGvdnj5xOtaWaaV9No8pSxYvjX+TS6EsZ//l4THYTX1/zNfH+8W0ab9Xxcu5Ly6K3p45NI/sAUFZQy2eLdqFUK7j7lfGif1E3Y7c7qK3vW9UocHXSY4vRdsZxJAk8/bSu/lYnAlf1/a38dWj0Shzl5fVl9fJcZfVc2U75BWA9fYBA0ulQGwwtZjspfX3b663pNHZZpsBsbRSoyqgvC5hpNFNjP30gLlCtOilY1ThoFaTuYhk6dhuUZ0DxQSg5hOP4YeryipHLrci2IGfQyeEMQDk4zbFeJaMO1KIK9UHy02HVKalTSFRbHVRVWpxl9kpNVJUaMdee+ef35KBTo4BTkPO58zXo1Bp1KcWUfXoAgN21NgqsMiGxPky+rS8B4fUZg3Vl8P08Z58pgOjRcP3bzj5UJ6nZto2cu+4GIOrtZXhdckmj1x0Omf/9kcM/fzpAeZ3zWHDd4Agev6IvIe1Y0q+g0sjzP5xcqk/D41f05fohhia/L7IsM2BbKiVWGz8OjWdofZakxeZgxOJfqDRa+fTuUYzp1bgfljE1lczpN4JSSa91a1FHRLTb/NuDLMvkP/QQVT/+hCoinB6rVnXY8VOWZXZllLE6pYBnr03s1GNSdzpHF4TzhQhKnSVxwBIEQRAEQRDaojudP0ZERLBs2TKuueaaRs9/++23zJkzh7y8vA7Zbl5eHo8++ig//fQTRqORhIQEli9fzrBhw1q1vrveY5PVzvajJaxNPc66tOOU1lpcr2lVCsbHBzM1MZRL+4bi7+neXhEteW/fe/x7z7+J9o7m0ZGPMvfXuYR4hPDLjb+0+cLQfamZrCqq4IHoEJ7o6bzAlrIhhy1fHCayjz/Xzh/SEbsguJnZaKsPUtUHrspM9SUDG7KuzDgcZ778oLSb0ZrK0JnL0ZnK0JrL0ZnK0ZnL0JrK0ZkrUChBHR7uDDpFRjbJdlIGBXWtIEsHk2WZEqvNFaA6OViVYbRQaj19wOXkPlYNgao4vZYYvZYIrbrj+liZa6D0MBQfQi4+hKMwG9vxaqyVEjZ7eH3GUyQ2ORRoOZBt0TpQBHqgCfTCqlFSC1RaHFRUWagqc/ZZa1XQyVPVNOAUqMO7oaeTvmvfYOBuFT8eo2ZzHrJSYqvRQVmdDaVKwchr4hh8abSzxK0sQ9Kn8NOjYKkGjTdc8TIM+rMzal2v8IUXKP/wI5RBQfT47ltUAU2zayvqLPxr7UE+2ZWNLIOXVuUs6Tc6BtU5ZGQ2lOp7ff1h6izOUn0zRztL9fnqmw88HjdbGbQ9FQVw5OKBeJy0/YVfp/DZ7hz+PCKKf04f2Gi9vIf/TtUPP+Bz1VUY/vXyWc+5I9lrasiYPh1rVjb+t9xC2JNPtO/4Dpk1qYW8vfkYyfUZcCtuH8HEPiHtup3T6U7n6IJwvhBBqbMkDliCIAiCIAhCW3Sn80edTkdKSgoJCQmNnj948CCDBw/GaDS2+zbLy8sZMmQIEydO5L777iMkJISjR48SGxtLz549WzVGV3iP7Q6ZP7LKWZtayJq0QnLKTrxXSoXEiFh/piaGcVliGAa/ps3e3aXOWsflX19OmakMg5eBvJo8boi/gUVjFrVpHKtDpv+2/VTa7Hw/NJ4R9XeLr34rhcyUEkZf35OhU2POMIrQ3TlMJqx5eY1K7FlycqkpKKO61ESdTYNZ649J549J649ZF4BJ649V492q8T18NKdkWTmzrhoe673VF1RQ6kyqbXay6gNUmfUBq4z68oD5ZutpKzNqJIlovYYYXX2wykNLjM4ZwGpVHytZhtpiKDkExQeRi45gyy/BWmzCVqfD5oh0ld2TadqDq4EFGxVKGaOHFslDi0Kjos4mU1ptobLMjLmudUGn5gJOPvXZTxoRdDonsl2mZPk+zMcqUQTo2KtVkZleDkBYDx8mzeyLf1j997g8E76+F3J2Or/udy1c9Rp4OINPDpOJjBtvxHLkKF6TJxP5xust/k6n5Fbw1LeproBG71Bvnr02kVFnUdLv1FJ9w2P8efbapqX6TvVraRV/TTlGvIeWLaP6Nnpt+9ES/vLuLnx0Kn578lK09aU0rfn5HJlyGdjtxH71JfrExDbPt7PU7thB9h13glJJ3Kqv0Z1yfng2jBY7X/6Rw3tbM8gqrQOcN/LcOCyS2Zf0JCqg88qodoXzR0G40Iig1FkSByxBEARBEAShLbrT+eOoUaMYNWoU//nPfxo9/8ADD/Dbb7+xc+fOdt/mY489xrZt29iyZctZj+Gu99hWXo7K37/J87Isc6CwmjWphaxJPU56QVWj1/sbfJjazxmgSgj1cvtF9A9TP+Tl30/cqb3kkiVcFntZm8bYVl7N9KSjBKiV7BvbH6Uk4bA7eO+hLVhNdmYsHE5ITNf++RfOTLZasRYWOoNO9WX2Gno7WfJysReXnHEMpb+/q6xeQ7aTFGbA4h2CSeNHTZWNmnJzfV+rExlYduvpy9QBKFWK+iDViX5WDf2tvPydj9VaUUISnH2sshuCVSYLGXXO8oBZJmfwytrKPlZxejUx1BFrPk5s1VGiCg+jKyzDVmbHZgnAWt/ryS6HAM0HshyyTBVWihwylZISh1KFTYY6k4M6k73ZdU6m81SfFGw6KeBU/6HRiaBTR7PXWCh6PQl7pRldvwCKevix9csjWE12lGoFF13bg4GTopxZUw47bH0VNr4IDht4hcH4h2DAjeARgCk9nYyb/gRWK+HPP4ffjTe2uF2HQ+aL33N46ecTJf2uH2Jg4RV9CPE+c0m/gkojz69OZ3XKiVJ9Cy/vyw1Dm5bqa85/so7zwrECrg/xY2libOP3xCEz+sVfKao28+7M4UzpFwrA8X/+H2UrV+Jx0UXErFxxxm24W+4D86hetw6Piy4iesX7Z33OUlZr4cMdmXy4I4uy+sxyPw81M0fHMnN0DEFe2vacdqt0p3N0QThfiKDUWRIHLEEQBEEQBKEtutP546ZNm7jyyiuJjo5m9OjRSJLE9u3bycnJ4ccff2T8+PHtvs1+/foxdepUcnNz2bRpEwaDgTlz5jBr1qwW1zGbzZjNZtfXVVVVREVFdep7bK+q4vC48ej69sXnqqvwuXwaqqCgZpfNKatjTWoha9OO83tmGSdXMosN9KjPoAplSJS/84JdJzPZTFz59ZUUGYtQSko2/3kzPpq2vY/PHMljWU4xM8L8eb2vMyOq8FglX730B1pPFXe+PN4t+ya0jexwYCsuPqmX04mgkzU3F+vx42A/fZBA4elZH3SKRBNpOFFiL9KAxmBA4dlyVkyL85JlTLVWasqcAaqGMoEnlwysrbJw2tSfeg2l2rz8dXiflGXV0OvK01eD4hxKgJ0P7LJMvtlan2VV38uqto7MmhoyLQ5q5dO/P/5mB1F1Mgajg8g6B1F1zs8hdVZks51yu0StXcJilzHbodYBpws56rzUTQNOASLo1NVYcqopejsZbDI+l8UgDQ5hw0fp5NRnTYX38mXSzL74hdRnwuTvha/vcWbTASjUkDAVBv+F0s25FL3yGpKHBz1WfY0m5vSZtuW1Fl5ee5DPdjtL+nnXl/Sb2UJJP4vNwfvbMvjPr60v1dece1Iz+a6ogid7hHN/TGiT15/9Po33t2Vw9aAIXr95CPaqKo5MmIijro6od97G6+KLW70td7Hk5nLsiiuRLRYM//k3Ppe17aaVrNJa3tuSwf/+yMFUf3NBVICeu8f1YMbwSLf23+xO5+iCcL4QQamzJA5YgiAIgiAIQlt0t/PH/Px83nzzTQ4cOIAsy/Tr1485c+YQ0UFNuHU6553MCxYsYMaMGezevZv58+fz9ttvM3PmzGbXeeaZZ1i0qGl5uc58j6s3biT3vjnOElUACgWeF43C58or8Z4yBWUL8yipMfNr+nHWpB5n65ESLLYTl2KDvbVM6RfKZf1CGdMzCI2q8y6M//fgf3lu53OMDBvJ8qnL27z+2J3pHDWaeTcxlqtD/AD4bXUGu7/PoOfQYKbdM6CdZyycDVmWsVdUnAg6nZLtZM3PR7ZYTjuGpNGgNhiaZDs19HZS+vm5JfvPbnNQW+HsY1VdZm4SuKouM2FtRdaNpJDw9NOcCFydlGXlDGBp0ehVbs9w7DB1ZVByCLnoIPa8bGwFFdhKLVjrPLDJkVgdBko0IeR4SOTqFeR6nPShlyjXnv64pbHK+NfY8a9xEFD/OcwhEa1WE+Wtw++kMnveDeX1RNCp26j9rZDyrw6DBEG3J6JN8Cdtaz7bvjyC1WxHpVZw0fU9GTghEkkhgaUO9nwISZ9AYYprHFkXSPaWCOqOlqIfNIiYTz5GUp355yA5p4Knvt1PSm4lAH3CvHn22v6MjDvRm2rbkRKe/nY/R9tYqq85Y3amc8xo5vNBPZgQ0HT95JwKrn1zG3q1kt+fvBTTxx9Q9PK/0MbHE/fdt93mOFL0739TunQZaoOBHqt/QKE7cxZack4F72w+xk/7C1w34www+HLvJT2Ylhh2Tv2/2kt3O0cXhPOBCEqdJXHAEgRBEARBENpCnD+enkajYfjw4Wzfvt313Lx58/jtt9/YsWNHs+t0hUwpAGtREdU//0zl6tWYkk9cTJPUajwvvhjfK6/Aa+JEFPrme0jVmG1sOljM2rRC1qcXUW0+0RvFW6tiYp8QLksMZULvELy0HXtRVpZl1mevJzEokTDPsDate7TOxNhdB1BLEmnj+uNd3zdj1ZI95B+uYMJfe5M43tAR0xaaYa+pxZqX22K2k6Ou7vQDKJWow8IaB51cgScDqqAgpDP1E+qizEZbk7KAJ39dW27G4TjzpRK1VukKUHkF6OpLBZ4oGejlr0XZiUHlNnM4oCoXSg7hyD+CLbcQa1EttgqwWfyxyZHY5HBkWr7wbJEdVNuhxg41Dpkau0yNQ6ZMAaVeSsq9FJQ3fPZVUeGtpFIjIZ/mGnxDH6tYvbOPlfOz83GUrhV9rIQuoXzVYWp3FSLpVYTePxhVoJ6qEiPrPzpA3kFn1lREvB+TZvbFN1hPpbkSH40PUlEaJH0K+/4HNcex1io59nMwDquCoOtGEPzES+B95r9PdofMF7/l8NKaA1TUl/S7YYiBO8fFsXTT0Ual+h67vC83DDGcVSZvjc1O/JZ9yMC+sYkEa5pmWMmyzIR/bSSrtI5/35hIv4dux3b8OOEvvIDfDde3eZvu4qir4+gVV2IrLCRo3gMEz5nT/HIOmY2Hinh70zF2ZZS5np/QO5h7Lu7B6B6BXSoQJ87RBaHziaDUWRIHLEEQBEEQBKEtuvr5Y0pKCv3790ehUJCSknLaZQcOHNju24+JiWHKlCm89957rueWLl3K888/T15eXqvG6ArvsSU7m6off6Rq9WrMh4+4npc8PPCeNAmfq67Ea8wYJI2m+fVtDnYcK2VtfZm/4uoTQTeNUsEd42J5bFqfLnUxp8Gy7CKeOZrPxf5e/HdwLwAsJhvLH9qCwy5zy3Oj8Q1uPjAntJ3DbMaal+8KPDmznfJdQSd7RcUZx1AFB7tK7DXJdgoLbVVGwvnI4ZCpq7TUZ1uZnOUCyxsHrkw11jMPJIGHt6b5wFV9BpbeW93xv882C5QdRS46hD07C2tBKbZSM7ZqDTZ7KFaHAQeBLa7ukGVqHbgCTjUO2RmIcshYT7qiVCvJ1KhkVF5q/IL1REX50KenP6HhXo36eJnsDrJN9X2sjJb60oDOx9mm0/exUgAROjWxOi1xHlpidM6gVZyHllidBk+V6BXWVcg2B8Vvp2DJqUYd7knwfYNQaJTIDpn9m/PY/vURbBYHKq0Sj3HVvFT7OI+M/Du39rvVOYDdBsc2QNKnVP60jvzt3iDJxE4pQz9yPAy6GfpcCerT/10pq7Xw8poDfP5bDif/aJ1tqb5T/VZZy9V7DhOmUZM0NtGZZZi/B4wV0Pty0DhLlS5Ze5DX1x/hAeshrlj9DqrgYHr++guKFs4HuqrK1avJf+hhJJ2Onj/9iDo83PWaxebg26Q83t1yjEPHawBQKSSuGRzBPRf3oE9Y1zv/ha5x/igIFxoRlDpL4oAlCIIgCIIgtEVXP39UKBQUFhYSEhKCQqFAkiSa+1dBkiTsZ+glczb+8pe/kJOTw5YtW1zPPfjgg+zatatR9tTpdLX32HTwEFWrV1O1ejXWkwJrSl9fvKdOxefKK/EYPgxJ2fxFVIdDJim3wtmHKvU4GSXOEkNzJvTkkWl9OmUf2uKGvUfYXlHD8/EG7o4MBiBzXwmr30zBJ0jHrc+PcfMMuxfZZsNaeNwZZMprWmLPVlR0xjGUvr5Ng04NgSdDBApt5zeUP19YLXZnWcCTA1bl5kaBK7v1dB2SnJQqBV6u0oAnels1BK+8/E8Ec87IVAklh3HkHcKaU4DteDW2cgfWOk+schR2ORxoOdBoqg84nZr1VOdwtumqlWQqFTKVCgdVCudjnZ+G2GhfBiQEMLxnIPEh3ijPoW+cXZbJM1lOClZZyDKZyagzk2myUGc//XsapFYRp9cSU59hFVf/OUavJVCt7JIB/fOZrdJM0et7cdRY0Q8OJuBPvV3fg8piI+s/TCf/cAUAeT6HSB28jm9u/rLJ90muKyd/zp1U7TyAxttG3NRiFCoZtL6QeB0M/gtEjYLTfH/3Zpfz9Lep7MurZFiMP89em0hihO+57aC5mhUHU1lYqmOyJYNP0v8BFVknXg/qDTd9ACF9OVJUzaVLNvHWhleIqyogeMECgu5puW9mVyXLMlm33orx9z/wueIKDK8socpk5dNd2azYlsHxKufNNF5aFX8ZFc0dY2MJ9+3aN6R0tfNHQbgQiKDUWRIHLEEQBEEQBKEtuvr5Y1ZWFtHR0UiSRFZW1mmXjTlDo/Gz8dtvvzFmzBgWLVrETTfdxO7du5k1axbvvPMOf/3rX1s1Rld9j2VZxpScTOXqH6n66SfsJSWu11QhIfhcfjk+V12Jrn//Fi+YyrLMp7uzeWLVfgAWXt6Hey/p2Snzb40Kq43Ebfuxy7Dror7E6J3Bjq3/O0zyrzn0GxfBxFu6XiDNnWRZxlZc7AwyNZftVFAAZwgASx4eaFx9nSLRRJ54rDYYUHp5ddLeCKeSZRlTjfVEplWZydXnqiEDq67K4oz2nIHOU904cOVhxUtRjEdtAbqqIlSV1VirtFgsITgIQ8KzxbHsskzNyVlP9vqvHTIOvRKzRkGJw06OxUKF5KgPQslU/z975xkeR3W24XvKVu2udtV7d5N7AYzBxmCaAdNrqKZDEkiAkI8SSgKhht5raAm9GzAQMMZg4yo32XJT731X2j4z34+VJcuSbNnYlmXmvq65djRz5syZkTRz9jzneV9RQzKIjE1zMiHTxcRMF+MznMTZ9p2wqWkaDaFwp0BV0iFalXQ4rZpCO/5/sUtih0BlJLsjJODW9WSTAVEXrPYKgS0t1L+0GlSInpWD/bCuMK6aqvHo668hLk7CoBopda7l/BunMTZ+bI96lNZWtpxyKuGaGpyH55E8shhay7sKxORE3FNjzgFX7/0URdUoa/KSGWPd9VB9IT/UroHK5REnVOVyaNjATUNu5M2UWVxf+ga3lHS4vWNyIeCG9nqQLXDiv2D8+Vx/03Nc/fnjKCYzI+bPQ4r+laLYAOFft47iM84EVWX+7//Bkw122jpCDyc6TMw+LJvfHZKBw7xrDjTf+ibCjT5sU1L2qYC8v/YfdXQOZHRRajfRH1g6Ojo6Ojo6Ojq7wmDqP86fP58pU6Ygbxe6KxwO8/PPPzNt2rS9ct7PP/+cW265hY0bN5Kdnc0NN9zAFVf0fxbxYLjHmqLgXbyY1s8/x/P1N6geT+c+Q2YG0SeeiOPEEzHl9i44PTtvMw98tR6A+08fzbkHZ+yTdu+Mj2ububqwlKFWM/MP6RKf3v7HLzRWtnPs5SMZMilxAFu479E0DbW1leDWPE7bu50qK9G2yYnWG4LBgCElpXe3U1oaktOpOz8GMUpYpb1l25xWW11XAdqafHgafYSCOx+yEQCzAFZRwCKCRRSQBdA0UNAIqeDVIBwlY4wxExVjwW8SqA2H2eT1saKxjWJvAGW7P6Ukh5mJWS4mZkREqBHJDoz7cY4sd1jpIVRtXa8K7DjcokkUyDB35bHKtJg6hKtIHiujnsfqV+FZUEnr51tAFIi/fDSmnIgYU+ou5dRPTsXhSeDM1X9B1ETaZxZy8yl/6LWe9oULKZt9KQBpzzyNPVuGgv9C4ScQau8qmHk4jDsP8k8Bk33XG6yEoX5ddwGqrhDUcI+ix096hYKoXF4QV3NyWhqkjAOLC9rq4cMrIiEIAcadz8//bsS1fhWLxh/N7P8+uevt2k8oqvGw9qZbGbH0WzY7UrjuyD+Rm+jgimk5nDIuBdNuhNFUPEFqH1uO2h7CeVoetkOSd37QHmIw9B91dA40dFFqN9EfWDo6Ojo6Ojo6OrvCYOo/SpJEdXU1CQkJ3bY3NjaSkJCwV8L37QkG6h7XeesQBZE4S9wuHacGg7T/+CPuOXPwfPc9mt/fuc80fDiOE08g+oQTMKSmdjvuvi/X8fwPWxAFeOp3Ezhh9L4buOmLawtL+bC2mT9kJHB7bgoA7a0B/v3XnwC49OHDsdgGV96M/qB6vRGhqZvwVNkhPFWgtrXtuAJRRE5KxJjau+gkx8cj6IPhBzbBdtSa9bSvL8VT0kqgXiXsNUPIjowNkPFp4FU1fKqGT6Xz06tq+Po5oiMYRMJmkRZUqkIhWoiE4HOLGh5BwyfDiFQHEzJdTOgQoVKc+3fIrV1h2zxWW8Wq4s48VgHCO7iPIpBqNpJl2SpambrW9TxW/ULTNJreKcJXUI9oM5D4x/FI0Sb+9P2f+F/Z/5iaOpWpW86iablGg6OcW+/7HQapd5dN7f0P0PTvfyPFxpLz6SfIsbEQaIN1n8HK/0LxfDotiAYrjJgVcVBlTwOxl9+VqkLT5i4BqmoFVK+CsK9nWWsspEyA1AmQMoFw8jjyVtTiVzV+PmQEOVZTz7oX/Au+/yf+JpHiuQkogsBlx9zCJ/84i6Ro86+7sfsQTdNYuKWRF+ZvYV5RPY5AOy99ez/2kI/Wa27g4D9evuvus611qxoN/15LYEMzhqQoEn4/DsGw7959g6mPrqNzoKCLUruJ/sDS0dHR0dHZs6h+P4Is/2aTqusc+Aym/qMoitTW1hIfH99t+4YNG5g0aRJut3uAWrZjBuIeF9QVcP3315MTncOLx76ILO7eM0xtb8fz3fe458yhbcECCHfNxraMH4/jxBNxHH8cclwcmqZxy4ereWdxKRZB5YVzxzA5IxotFEILBnf8uYN9ajAIoRBaKIwhIx3r+PGYhg7d6XM5rGqM+mkNLWGFT8fncbAzEjJuw+IavnmlkLh0G+fcdvBu3ZeBRg0GCVdV9eJ2ioTYU5qadlqHFBfXLcReN+EpKQnBsGvhjXQGH5qq0l5djWf9ZrzFjQTqgqjtEkLIghELZkHeoePN2xFmzy+qqFEyQmwUxkQbUclR2FxmZKOIpoHXE8Td6Ke8wkNtTRvtzQHwKph2ntoKBLA6jNhjzN3zW3XktrLHmDHbDAekMy+salQGInmsSnyBTrEqsh7Ep+74BsYbZbLMJrKsxshnR0jATIuJGD2PVSdqUKH+mZWEatoxZtgpPTnIpf+7DEmQ+ODkD4hVE3nt9p+QVQM5ZxuYedTU3usJBCg562wCGzZgO/JI0p55uvs9bimHVe9EBKrGTV3bHanUp1/K6sZDGDeymRj/0ogAVVUQCbW3PSYHJI/tFKBInQDR6d3yVq1v9zF9cRFRksjGqaP7DgFZ/COVf7wc9yaRqIwAj006i/yZV3H51JzduJP7noLyFu74ZA2rKloBEAU4flQSVzctx/D0I0hOJ7lzv9rtcISdTjpZJPGP4zAk9h2CdG8wmProOjoHCvqoj46Ojo6Ojs4+R3G78Reuw19Y2LkEi4sRLBYsY8dgnTARy4TxWMaOQ7Lt2y8lOjq/ZU4//XQABEHgkksuwWTqmvGrKAqrVq1iypQpA9W8/ZJoUzT+sJ+ltUt5csWT/Hnin3erHjEqiuhZJxE96yTCzc14vv4G95w5eJcswbdiBb4VK6j95z8R7Xa0YJCLQyEu3ipcfQwb99wldUOwWrGMGoVl/Hgs48ZiGTcO2eXqVmaJu52WsEKMQWJidNczu3x9MwDpw2P2Uut+PZqiEK6t7dPtFK6tjcRA2wFidDSG1JTe3U4pKYiWA8dtotM7mqrh9QTx1LfjLqnAV1JHsM6H1iYghYyYNCNRkohBEDARR+eTdRsjQEjT8GkqQVlBs4pI8VEY02KJyogmIdFKrsuM1ItzoNUXYkVZM8vLWlhe2syKsmbagx1uVhlwgBEY7bQxOsZGbpSZBFlG9iuR/FZNftqaAyhhFW9rEG9rkNri3iceSAaxQ7TaKlh1fG6zzWAcfK4hWRTI7BCRptE91JumadQHw50CVYkvQKk/SLE3QKk/kseqPhimPhhmibu9R912SewUqLrEqojL6reWx0o0SsReOILaJwsIlnnY8v5qcMGZQ88k1xkJWRsaWYu8Oo2iuc0cN13r1XkjmkykPPQgJWeeRdv339Py7nu4zjm7q4AzHabdBFNvhIqlsPI/sOYDPM0BPtuUi08NUbnawzmxL2AUO9xQshmSxnQXoGJyYSdO1bWeyPEjbZYd/i5D5jzcxQZAIX64m0eMz/Htgs1wyOtgtKJpKpoW7vlJ5JPO7co2S2SbwRCDxZLa57l/LYGwwlVvLKXWHcAki5w9KZ3Lp2aTGRuFFh5L8defEti4ifonnyLp9tt2uf5gdTutXxYD4Dwxe58LUjo6OgOD7pTaTXQVXUdHR0dHp3+Em5vxry3sJkCFysr6d7AoYh4+HMvEiVgnTsAyfgKGxISdH6ejsx8yGPqPs2fPBuC1117j7LPPxrLNYLrRaCQrK4srrriCuLhdC1O3rxioezy3ZC43/XATAI8f+ThHZRy1x+oO1dbi/vJL3HO+wL969Y4LSxKCyYRgMEQWY+RTNBrBYEA0GDu27/gTQSCwYQO+lSt7DT9nzMrCMm5cZBk/ngdEK89WNHBmooun8iPJ5TVN4/Vbf6atOcCs68aSkR+7x+7JrqBpGkpjI6GKit7dTtXVENpxrhnBYtlOdNpGeEpNRdpP/5919hyaquF1B/E0+XE3+vDUevCW1xGu80K7hhwyYBVFbKKAVaRPZ4ymaQQIE5bDEAVSnAVzZgK2oUnY02zIhh0LOpqmsaWhneWlzSwva2ZZaTMb69p66KY2k8z4DGdnGL5xGU4c5r4deZqm4fOEaGv2d+S32prbyt8pXHndwX7dK7PNsJ1w1eW0srnMWKONux3ia3+kNRSmpCMsYGlHSMCt4QGrdyGP1VaxKrsjPGCa2XDA5rHyFTXR8OoaBASeSXuXmy6/mxhzZPLCktJlzH+wCrMSxdQL8hhzeN95ExtfeZW6Bx9EsFjI+ehDjFlZfZYNtbfz4f0/01Df9T+WkbqJQ44ugdhMVHsCGiqqGkTVQmhqCFUNoWpBtI5tqhrqXNfUEKoW4nnPRN73j+Mk4wquNn/VvawW7BSQFI8bNeAFo4xgFNDUIAigCQLaHvh3yMn+M9nZvefh+rW89Uspt320hiSHmTnXHU6srXuIws48X5JE9kcfYh46tN91ayGF2qcKCNd6MQ+PwX5BHsvrlnNoyqF7+jJ2yGDoo+voHGjootRuoj+wdHR0dHR0ehKqq+smPvnXFhKuru61rCElBfPIfMwjR2LOz8c0fDhKSwu+5cvxLluOb9kyQlVVPY9LS4sIVBMiQpUxJ0fPt6EzKBhM/ce7776bm266iaiowTVbdSDv8QOLH+DNdW9iN9h5+6S3yXD0PZC2u4RqalC93m4Ckh+RS98sYEmlhziHhQ+unkJGrHWPnE9TVYKbN+NdsQJfwUp8BQUEt2zpUe7iux+hLCGZh0sLOTU3HcuYMXj8Bt66cxGSLHL5I1OR96J7QnG7O0SnLrdTsLJjvbKyW66uXjEYMKQkR0Ls9eJ2kmJi9PBbBzhbRSd3ox9Po6/j0097rZtwQztCO0SJAratiwTyDv4mFMIokh+sCsY4GXNGLLb8bEypMQhy//ssvqDCyooWlpU2dwpRzd6eQkdWrLVbLqihiXakPSz8KCGVtpaIQNUpWDUHuglXocDO8w2KokCUq0OkijF1hAqMiFj2DteV0XJgBPXx9ZLHaut6uT+40zxWaX3kscq0GImSBp8jbSvekJcXn3mIM6qPQhFVkq+dgDEt4lBTNZU//OtORm46Etmhcdm90/sUazVVpWz2pXh/+QXzmDFkvfVmr+FQNU3j65fXsmlpHQaLn/ixr1H1y+WgSSRNeg1nzoLdvpb7uIM1wlgu157hSP632/XsCEGQEQQRQZABEUGQuhZEAsFaALIyryEn58Y9+r4KKSpHPjyPimYfd83K55LDsnstV/HH6/B88w3WyZPJePWVfreh5dPNtP1cRdgKbx72HRWtHzPC1MbJU74g2zVkj13HzhhMfXQdnQMFXZTaTfQHlo6Ojo7ObxlN0whXV+MvLMS3dm2nCKXUN/Ra3piZGRGg8iOLacSIHuGfeiNUU9MpUnmXLyewfn2PMEpSdHQkrNTECVgnTsQ8alTEFaCjs5+h9x/3PgN5j0NqiMvmXsaKuhUMcw3jzRPexCzvmwTmrd4Q57ywkPU1HtJjLLx/9RQSHXvn3EpLC76VK/EWFOArKGBTZQ3n33IfkhLmk5uuJMofCWVUPfZ01rlmkOgKMeuy3F81gUD1+QhVVvYZYk/dWY4zQUBOSurhdjKmRfI8yQkJCIN4gFdn52iqRntrsJvg1Lne4CPcEsAK2DsEp4jwJGDZgbCjaSqa1I5o8WOMAUuaA2NWKnJ2FqLdvMsDw5qmUdXq7yZAFVa5Cavd+z0mWWRMWjQTMl1MzHAxIdNF3HbOhYFA0zQC3jBtnUKVv8N5Feh0YLW3BNHUnQ9BGc1SV1jAboJVRMSKcpmQpME9IWlrHquSXvJYlfQjj1WCUe4mVG277pJ3L4+VqoYIhz2Ew+5un6oaJDb2CAyG3csXtD3PFjzLswXPcm/N9YxvGYoUbSLhj+OQbJH++2O/PE7grTRsQReHnZnHuKP7nuQRqq5my8mnoHo8xP3+98T/sadbaOmXJfzyyRYEUSH9iH8RlVBK66azqFo2HVEKMfLUj7DFtSEKBgTRiCgat1k3IAgGRNGAKBgj2zp+RjByzJYRtKoyb2XXMNoqbFPeiCDKCIKM+9M5NL/6GobUdNKffhZRkvlqbQPPzFnCfZY3GRMuRNBAGH02wjH3IpjsnSKUIOz877y07CU2bboPgPT02QzJu22PCVPvL6vgpvdWEmczsuCvR2HuQyAMVlSw5YQT0YJBUp94HMexx+6wXkVVWL1oMXGfRsIQ357+FPbklZzqjIjuhsRLmDbyb3vkGvqD3kfX0dn36KLUbqI/sHR0dHR0fitomkaorKyb+8lfWIjS0tKzsChizMnuFJ/M+fmYR4xAstt7lt0NFI8HX8FKvMuX4Vu+At/KlT1mwAtGI+bRo7FOmIBlwnis48cjOZ175Pw6Or+GwdZ/fP/993n33XcpKysjGOwetmn58uUD1KodM9D3uLa9lrM/P5smfxOn5J7CPw77xz5z2NS5/Zz53ELKmrwMS7TzzlWTcVr3vkD/XGktd22pZnKgnWe+/wxvwQpCpWWsGnkFDfHjyNnyCVllXyM6HFjGjsUybizW8eMxjxmDZLMBoIVChKqr+3Q7KY2NO22HFBsbcTf15nZKTkbQJysc0Kiqhrc10FNwavTjboy4ekRFwyYJ2EQ6PoXOn6Ud/p96kcxujNEhjPFm5NR45Ows5NQUhJ2E29sRwbDK2qrWzlxQy0qbqXH3dPUlOkxMyoyJiFCZLvKTHRh3wW21P6EqKu2twe7C1VbHVYdwFWgP77wiAaIcxm7ClX1b11WMCXOUYdA6HDVNo64zj1WXWFXsC1LqC9Ac3rEjzS5BhgnSDSFSZR+pchvJYguJQiNOrR5V2So4dYhPITdhxYOiePus02xOZeyYl7DZ+h+arTdq22uZ9fEsfGEfj0x+mNGfxRJu8GHKjSbu0tEIksCG5g3c9uJDTN9yHkarxEX3HoZpB+651s/nUHXTTSBJZL31JpZx4zr3Fa9q4ItnV4EGSRNfJ3boCsaOeR5n9CF8/tRKygqbcCVHcdYtk3Y5H1qVP8iEhYVIAmyeOgZzL0KpFgqx6ZhjCdfUkHzvPTjPOAMAjz/ExHu+JRwOs+iw5SQsexTQICEfznoN4nftPldUvEnRhjsBSE05j2HD/t4vQWtHKKrGMY/8wJaGdm6ZOZyrjsjdYfm6xx+n8dnnMKSkkPPFHERz98kxqqZSUFfAVyVfsWjjT9y77lpcioOPXd/RMvJDDrVGwgWnpV3C0CG3/er27woD3X/U0fktcmB4onV0dHR0dHT2CJqiECwp6SY++detQ/V4ehaWZUx5ed0cUOZhwxCteyZsVG9Idju2qYdjm3p4pL2hEP516yLh/pYvw7t8BUpjI75ly/AtW9Z5nGlIXme4P8uECRhSUwftQIWOzr7giSee4LbbbuPiiy/mk08+Yfbs2WzevJklS5bw+9//fqCbt9+SGJXIg9Me5MpvruSTzZ8wPmE8Zww9Y5+cO8Fh5s3LDuHM536mqNbD7H8v4c3LDiHKtHe/8n3TFHk/nDhyKCnH3w9AsL6RH/++EkKQkiwi1FtQ3W7af/yR9h9/jBwoCBhzclC9XsK1tbATV4Bot0eEpm5up668Tnvz3aMz8KiqRntLoFfBaauwoSqR+bZWMeJ0sksCsSJkSgK2KAnzDsPZhZHlRuQoLwaXiJzoQM5IwZCTh+hy7pFraGgLRMSnsogTalVFK4Fw9797SRQYmeLoDMM3IdNFSvSuu672V0RJ7AzRR27vrpugv8tt1dYc2Ea46nJdqeGI8629NUhtce9OSdkgdnNZ9RCuXKa9GlZ0V9E0DVX1EQq7CYfcmBQPuWE3mYKHsNFNWHQTNnkI2dw0B/2UByUqQ0Yqw1FUKQ6qtRhqtQSahVg8Cqz1wloMgAFwACkAGLQACdSRSA2J1JDQ8ZmIQBwBZBQkKQpZtiPLDmTZjt9fhd9fydJlZzF69NPExhy+29f55Ion8YV9jIsfx9FDjyV8oZe6pwsIbG6ldW4JzhOyGeoaijq0iebqGlzeJFZ8XcrkU/oWRKJPOpG2efNwf/45lTf/lZyPPkSMiqKpqp1vXl4DGjhzvyd++FrGjX0Th2M0ADMuyeedexbTXN3Ognc2cOSFI3bpWta0RZzBQ6zmXgUpAPeXXxKuqUGKi8Mxa1bndrvZwFHDEvhqbQ0vy2dzy0XT4YPLoa4QXpgOsx6DMWf3uy1paRcgimbWrf8/Kqv+i6L6GDH8AURx9/sAc1ZXs6WhHafVwPmTM3daPu6KK2j96GNCVVU0vvIK8ddei6ZprGlYw1clXzG3ZC613lrQ4O7yiCDV6Ghh1FGbUDwRQSov969kZFxxwDzzdHR0+kZ3Su0muoquo6OjozPY0UIhAlu24F/TFX7Pv349ms/Xo6xgNGIaNqybA8o0dAiiaeDDxWyLpmmESks7wv0tw7dsOcGSkh7loqZNJfWRR5Fsgytfjs7gZjD1H4cPH86dd97Jeeedh91uZ+XKleTk5HDHHXfQ1NTEU089NdBN7JWBuMeqqvLOO++Ql5fHqFGjsFgsvLT6JR5f/jhG0cgbJ7xBfmz+PmkLQFGNh7OfX0irL8TUIXG8dPEkTPLeGXhtDYUZ+dMawhosmjyCLEvknVBT3MoHDyzDZJW59OGpCEoY/4YN+FZEQv75CgoIVVR0q0swmbqEpl7cTlL0ngkbpbN/0iU6bSc4dYhQbU0B1G3CvhkEOnM7bZvnySYKiDsYzBSFFmRTMwZHGDnWhJwSiyErEykzd4+66RRVY0OtpzMU37KyZkobe7pQXFYDEzNdjO8QocakRWM16nOHd4SmavjaQp1iVTfhqsN15XMHd14RYLEbsLm2F64iTiu7y4zVYUToZ24uTVNRlHZCHa6jcMjd3Y3U8Rnq9vO2+z1oWj9cYjshgIkmKZsGMZM6MY1akqjR4qhWXdQqUSj07T6RgFSzgWyLmcyOUIDZFiMZxgC+TX+itXUxgiAxbOjdpKaet8ttK2ws5NzPz0VD4z8n/IfR8RFxyLuqnqb/rAcg9oIRWEbF8dLql/jkm+85fsNlyEaRC/5xKFHRfX/vUNxutpxyKuHqapxnnYXr//7Gu/ctxNMQxhJfxJBj/8uECf8mKiqn23Hl65v49PEC0OCYy/IZelBSv6/n0ZIaHiiu4cxEF0/l9xRtNE2j+LTTCaxfT/yf/kTc1Vd12//l6mqueWs5qU4LP958JGJ7HXx4ORTPjxSYcBHMfBAMln63qabmUwrX3YSmKSQknMDI/EcioQZ3EVXVmPn4jxTVerjhmKFcN6N/+Z1a58yh6sabwGTkh4fO4mPPAirbKjv3RxmiuF6ZzdS1+agmP/Un/JuW9kUIgsyI4feTnHzaLrd1TzCY+ug6OgcK+01vx+/3Yzbvm5jrOjo6Ojo6vzXUQIDAho1d4lNhIYGiIrRgzy/tgsWCefjwLgFqZD6m3NxeEwfvbwiCgDErC2NWFs4zTgcg3NiIb8WKTqHKv7aQ9vk/UnbRRaS/8DxyXNwAt1pHZ/+jrKyMKVOmAGCxWPB0uCUvvPBCJk+evN+KUgPBli1bKCoqoqioiLlz5zJixAiOHH8kK1NXMq9yHjfMu4F3TnqHaNO+EVWGJdl5dfZBXPDSL/y4sYE/vV3AU7+bgNTPgVXVH8a7qh5TVjSGhB27j75v8hDWYIjV1ClIAVSsawYgdZgLURRANGAZORLLyJFwwfkAhOvr8a9bh2i3R0SnuDh9ZvQBjKqotHU6nSLigbtDcPI0+nuITgACENXhekowRELtRcsqUYKAQdjRUEYAg1SPbG1DdgrICTYMaYnIuXmI8WmwF/7OWn0hCspbOkWogvIW2gLdBQZBgCEJtogDqkOEyo6L0v/udxFBFLA6jFgdRhKzeh88VkIqbS0dzqrO/FaBbsJVOKDg84TweULUl/USEQAQJA2LXcXiCGGy+zBGtWGMakW2NiJb6pHMNWhiY6ewBL9+zrcgSJ0Ope6fDgydP3dt27aMweBAkqL6DHu2NY9VcUfeqkj+qsh6qS+AT9Uo84co84egufuxN2Q+xImWR6mp+Zj1Rbfj9ZWQl/vXfodY0zSNh5c+jIbGiTkndgpSANYx8QTLPbT9WEnLZ1swDXUxM3smj8c8Tq2thMS2LJZ+UcIR5w3rs37J4SDlvvsomz2bpvc/YIF4CJ4GC7K1gbwZX3HQQW9jNqf0OC59eAyTZkbqn/dmEQmZDpw7efdtZatTaqStd9HIu3AhgfXrESwWXOee02P/kcMTsJlkKlt8LCtr5qCsRLjwY5j/EMy7H5a/DhXL4OzXIK5/olBS0slIkpnVa66jru4LVDXAqJFPIkm7NpHwm3W1FNV6sJtkLp6S1a9jtrRs4auUEjKzzOSU+JGf/Q+Vp0pYZAtHpB3B8dnHM1meQPMzawkbW6ie/jTe9g1IkpXRo54iNvaIXWqjjo7O4GZARSlVVbn33nt57rnnqK2tZcOGDeTk5PC3v/2NrKwsLrvssoFsno6Ojo6OzqBE9fnwr1+/jQC1jsDGjRDuOftStNkwjxiBeeTIzjB8xqysAyrhuxwbi/3oo7EffTQAvtVrKL/qKvyFhZT87nwyXnoRY0bfCZR1dH6LJCUl0djYSGZmJpmZmSxatIixY8dSXFyMHmihO8nJyRx33HEsX76c+vp6Vq9ezerVq8lx5uA1eVkdXs1tC27jiaOeQNyV/AiaBk1boLoAqgoin7WFkYGpSZdC/ikg9z7INCHDxQsXTuLSfy/hyzU13Prhau4/Y/QOB79Vf5i2BZV4FlSh+cMIBhHX2cOwju5buP+mMRI269i47oJbxfomANKHu/o8Vo6PxxYf3+d+ncGFqqgRx0ovgpO7MSIIaGrvzw6jAE5RwG4SiDGDQ1SwAgbNgNDD1SFts9aAbGxCtgeQYwwYkmOQM9OQskchWPv+2/u1aJpGcUM7y8u6RKgNdR62fzRGGSXGZ7g6c0GNS3cSbdn/J/gMVlQ12M11FJbcGFxu7DY3llQPMaEuh1Iw5CbQHsTrBl+rjN9jJthmI+xzEfLGEPLGEPa50BQRb4uEt0UCzIALSO92XtHgxWBtQrY2YbA2YrC6MTv8WBxBLA4Vi0PEaLJ1ikeGHmJSh8BkiIhOomjZa0KlLApkWkxkWnq+OzRNo7Yjj1XJNqLV2jYfG70BFrT4+Mv4h7FastlS/ChlZS/h85UxMv8RJGnnTp7vy79nSc0STJKJ68df32N/9LGZ+FY3oLQEaPuxktQZGYxPHM8v7s84ufCPFP5YxdgZ6TsUjKImH0LM7Nn8vKqZuloLghRg2LFfM3nKKxiNsX0ed9CJWVRuaKZ6Uytfv7SWM/4yEcmw8/f1Gk9ElBrVhyjV+MqrADjPOKPX/LZmg8SxIxP5cHklnxZUcVBWDIgSTP8/yJjcEc5vLTx/BMx6HMactdM2AcTHH8vYMc+zavU1NDT8j1Wrr2LM6Gf79XuCyN/CU99tAuCiKZk7fG6Vu8v5quQrviz5ko3NGwHIPErjgVfhsHUaubOv5pCZs7EarGghlbqnVxA01FA5+VGCWg0GQwzjxr6MwzGmX23T0dE5cBjQ8H1///vfee211/j73//OFVdcwZo1a8jJyeHdd9/l0UcfZeHChQPVtJ2iWzt1dHR0dPYHlLY2AuvW4S8sxLc2EoYvuKW419wcUnR0N/HJnJ+PIT0dQRycybJ/DcGSEsouv4JQRQVSbCzpLzwfmcGvo7MXGUz9x8svv5z09HTuvPNOnnvuOW644QYOO+wwli5dyumnn87LL7880E3slYG8x5qmUVlZyYoVK1i9ejXBDieqhkatpZb8Mflce8y1yHIv8wJ7E6CqVkKgtbOIX7XTHE7FJZdjFtvBGgfjL4BJs8GV1WubvlpTzbVvLUfV4MppOdwyc3iPwU7VH6btpyo8P1ai+SOTFwSzhOZXALDPyMAxI6NHCKuwqjHqpzW0hBU+GZ/HIU4bAKGAwks3zkcNa5x/92SciXqupwMBRVFp7xCdthecPI1+2lr6Fp0ARMBmEIi3y7iMCjbCWBQFQ1hG0PoOmyfgRxarkc0eZKeKId6KnJqAnJOLmJTbpzC7J/EFFVZVtHTmglpe1kJTe0+neWaslYkdItSEDBfDkuz9dij+1onkU/J3C2sX2lZg6iUUXmibkHjhsBtV9e+RtoiiBYPsQJKiUYNJKL5Ewr5Ygu1Ogm0OAm0W/B4TPrdMyLfz368ggDXaFMlnFWPG7jJ3y3VljzFjipL3W8fc2jYfM5YUEWOQKDw84m6qqfmUdev/iqoGsdtHM3bMC5hMCX3WEVJCnPrJqZR5yrhi9BVcN+G6Xst5V9bR9N8iBKNI0k2TeK/qI+795V7O3nQjMfUZDJmUwLGXj9phe3/58iuWfhJ5pmTnv84x1zyJwWDf6XW2Nft5554l+NtDjDkyjannDN1heXdYYeiPqwEoPHwUMYbu73b/unUUn3Y6iCK5X8/FmJbWaz0/bKjn4lcWExtlZNGtMzBsm5vKUxMRpko6cjFOuBhmPtDvcH5NTT+zavVVKIoXp/Ngxo55EVm27fS4eUV1XPLqEiwGiQV/PZJYW/fnbHVbNXNL5vJVyVesbVzbuV0WZKakTuH4rOMZ++9FtL/3Iabhw8n+4H0ESaLls800rP6JigmPohjdmM3pjB/3KlZrdr+uZ28ymProOjoHCgMqSuXl5fH8888zY8aMbrHq169fz6GHHkpzc/POKxkg9AeWjo6Ojs6+Jtzc3ClA+QsL8a8tJFha2mtZKS6um/hkyc9HTknZb7/wDgTh+nrKrryKwLp1iFYraU89SVRHuDIdnb3BYOo/qqqKqqqdAsq7777LggULyMvL4+qrr8a4B3Ov7En2l3scDAYpLCxkxYoVlG7znDaYDUwcO4FJubHEBct7FaBUTaRFSaEhlEWjkkuDOIrGQBrtgUio88TYNs6I+T8Ez9YcDQIMORYOugzyjo7Mst6Gd5eUc/MHqwC4+fhhXDs9L3KeXsQoOcGC4YgEPhLnMn3TWMzLAgBYRsbiOnsYoqmr7kUtbZy6YhMuWWL1YaOQOwbfy9Y28tmTK7HHmLnw3kP1984gYavotFVw6srn5Mfd6KO9OdDDCbQ9oiwQ6zIRazPglMPYVD+mQBA5AITM0GcuGxWJemS5DoPNjxwjIydGI2ekImUNQYhOh304gaaqxcey0uaIC6qsmcIqN+HtBDejLDI2LZoJ24hQ8fb9K8/mvkTTNBSlvVveJKUzf5I7Iip15lnybCc6uTvyKYX2SFskyRZxIxkcyJI98rldKDxDb06ljp93Jf9O0B+mrSmAp7mX/FbNAdqa/ajhnQ+5yUYRm8vcJVzFmCO5rjpyW9liTMiGgYli4FVUcuevQgPWHjaK2I6cZy0tS1m1+hpCoSZMpmTGjX0Zm6338HpvFL7Bg0seJNYcy5zT5xBl6D2nq6Zp1D+7kmCZB+vERJgVx1HvHoWzLYmzVt0MwNm3HkR8Ru8i05olHzH/VSuaaiAx9nPyP/mC5NvvwnXuuf261pLVDcx5OvK+nHn1aHLG9e3m3foOTDUZWDYlMrFN8Xho++473F98SdvPP0MohH3m8aQ9+mif9YQVlUP++T8a24P8e/ZBTB+2nbinKvDDA/DDg4AGiaPgrNcgLq9f19TSuoyCgktRlDYcjnGMG/sqBkPf/SNN0zjzuYUsK23miqnZ3HZiJCemN+Tlo00f8VXxVxTUF3SWFwWRg5MOZmb2TGZkzOgMVRxubmbzccejut0k3XUnlvHHUvrpO1SOfRJNDmC3jWTs2JcxmfYPx/T+0n/U0fktMaCilMViYf369WRmZnYTpQoLCzn44INpa2sbqKbtFP2BpaOjo6OzNwk3NHQTn/yFhYQqK3stKycnd4hPHWH48vMxJPQ9W1GnC6WtjYo//BHvokVgMJBy/31En3jiQDdL5wBlsPQfw+Ew9957L5deeinp6ek7P2A/YqDucVPTz0RHT+yZs0HTaN6ynG++eoiEhioytCZSqMNMROzxqzYaQ5k0hLNpUHJoZBhN/kQUtY/BRwHQ4LQ/jSFFWwRLX4bN33Xtd2bAxNkw/kKwdQ30vDh/C/d+sQ6A+0/K54SAhGdBJZqvS4xyzMikOTvIH77/A5taNmGSTLyS9AQx36ugaBiSooi9KB85JiKO/X1TFc+U1/VI8P7TB5so+KaMEYclc9SFI37lndXZUyjhreH1egpOnkY/7S39E53sMWaiY0zE2Iw4ZI2oQBsmXztiewi13Yim7sj15EUWKjGYmpEdCnK8BTklDjkzEzF5GET1HV5rbxEMqxRWuzvD8C0va6a6tafjJtFh6pYLamRKNEb5wHGaa5pCONzWzanUw620VVzaZltoG/cS9HTp7zridmHutopK3YUlw3a5lrqWKARh/wlBrakaXk8wIlw1+Wlr9ncTsTxNfnye/olxFruhu1jVsW6PifxstRt7OFr3FActLKTcH+zmigXwektZuepyvN4tSJKN0aOe6JEXqDXQygkfnoA76OauQ+/ijKFn7PBcgTI39c+sBAES/jCe69f9hQWVC7i6/u+wKZr0/BhOvm5cj+OK1r7G9y/aUfxO4nJrmBEfoP7+BxHMZrI//BBTTv/cOAve38jKb8sxWWXOuf1g7B3vvO15qaKe2zdWcowziqcqN+D+8kvaf/yxW75eU/4I0h5/HONO+lJ/+3gNbywq5fQJqTxyds9rA2Dz9/DhFdBeD0ZbJJzf6DP7dU1u92pWFFxCONyC3TaSceP+jdEY02vZhZsbOe/FRRhlkQU3H0mCI3L9V31zFT9X/QyAgMCExAnMzJrJ0ZlHE2vp/dnd9Mab1N57L1J8Ksr5x1OV9wKICi7XFMaMfgZZ3rmDbV8xWProOjoHEgOaU2rkyJH8+OOPZGZmdtv+3nvvMX78+AFqlY6Ojo6Ozr5D0zTCtbVd4lNHCL5wXV2v5Q0ZGZ3up61ClBzT+5cKnZ0j2Wykv/A8VX/9K54vv6LqxptQGpuIuejCgW6ajs6AIcsyDz30EBdffPFAN2VQ4PNVUrByNkY5htyYM0hU0hFr1nQ6oFyBVs7URFqVZBpCmRSEp1EfzqYulI1f7f35LZsk4lKjiE21EZdmIzbNTmxqFD99sInCH6tY9UM1KVedBCNOgsbNsPQVWPEmtJTB/+6GefdFck4ddDmkH8IV03Jo8/hp+bGSMZ+X4yYycBkRozKwjI5nTeMa/vjlH2n0NyIJEgElwGU11/PC6U+S+CWEatqpe3oFsefnY8qJ5pvGiLPrmLjugzfl67bmk9LfTfuSiOjk71Vw6q/oJMki9lhzZIkx4bQZsMsi1pAfQ2sTNLcTbg2h1ISArsFvDRMKWwVZBUmowyBWI1vbkV0CcqIDQ3oyYlouQtxUMA5cSMeGtkBnCL7lpc2srGghEO4upkiiQH6yIyJCdeSDSok279euP1UNbScoebZzJHV3JW0rLoXCbhRlz0wIFgTDdm6kbRxK24lLvbmVJClqv77Pu4ogCkRFm4iKNpGY3ftAdzik0NYc6BCpAh3CVYfTqkO4CgdVfJ4QPk+IulJPr/WIktAZErCbcNUZMtCE0bx7Q4B5VhPl/iCbvIFuopTVmsmkie+zevW1NLcsomDl5Qwbehdpaed3lnlu5XO4g26GuIZwat6pOz2XKcOBZVw8voJ6Wj7fzIlHn8iCygV8n/QeM4qvoLywiYr1TaR1vGM0TWNj0aMseCsaxe/EFufltD+cicEk0/7DfLwLF1F1881k/fc/CIadu+AOPTWX6o0t1JV6+PqltZx643gkqbsArfp8FKzfCJKV5Hf+Q9XHb3fuM+bk4Jg5E8fM4zHl9c/NdPK4FN5YVMrXa2vxhxTMvbnico+Eqxd0hfP74DIoWQDH37fTcH4Ox2gmTHiLFSsuwtO2luUrfsf4cW/06lJ66vtIXqhzD0rvFKQ2NG9gYeUizGoUfzzkWo7LOo7EqMSdXpfrvHNpefcd3FPjaBz6LACJ8SeRP/IhRHH/dNzr6OjsOwZUlLrzzju58MILqaysRFVVPvzwQ4qKinj99df5/PPPB7JpOjo6Ojo6exxN0whVVuJfs7bLBVVYiNLU1LOwIGDMzu4hQEn6zK09jmg0kvqvf1EbE0vzW29R+89/Eq6vJ/6GPx9QAyM6OrvC0Ucfzbx587jkkksGuin7PaGyeUxY7SGqtRaD8g8CqpXGcFYk/F74fBrC2TSFMwlrvQ+GKZKfsNxGWG7H7IQRE3I4+LBxRDuje5QdMz2Nwh+r2FJQj6fJH5nBHZsLx90LR90Oaz6MuKcql8Hq92D1e2jx+fijz+CcTeNRiQwwlaJgOiKNicflIogC35R+w60/3opf8TPUNZTHpj/G/UvuZ37FfK5afx3PnvMUaV/ZCFW2Uf/SalpmZbLRH0AW4MiYrveS1x2ksSIyuJ06zNXzYoPtULUCKpZCxRKoXQtmBzgzwZUZ+excz+h33ozfAkpIxdPcu+DkaYrkdKKfopNjq/AUa8YRbcImgTmsIjY0Eq5pItzoJlxjQFMjwwUqdHj7usQkgTYMQgWyXIdsD2GIMyGnxCBnZCIkTYr8HsWBdawoqsbGOk9XKL7SZkoavT3KOa2GbrmgxqZHYzXu26ESRQn0yJnUq1Npe9EpFCmjqr490g5RNG8nHHWISltD4W1d7xCSDNs5lUTRpPeddhHZIOFMsOJM6F2s1TSNgDfcFRawKdARKrBLxGpvCaAqGu4GP+6GvnNrmaxytzCBnSJWR8jAqGgjotTTAZhnNfF9k4eN3p51GwzRjBv3KuuL/kZ19fsUbbgDr6+EIXn/R6m7nLfXRwSbv0z6C1I/nwnRx2fhW9NIsNjN4Z7xmCUzRcpqzj/ITNUiHws/2syZ/+cCVNYX3cXSj8z4m8ZhMCucct1RGC0RwSPlvvvYcsqp+Nesof6ZZ0i4/vqdnluSRY69fBTv3ruYmi2tLP6smENPzUUNBGibPx/Pl1/hmTePldffBhk55JZsxpCZ0SFEnYBp6JBd/h+YmOEi1WmhssXH9+vrmDk6ufeC9iS46BOYdz/MfwiWvRp5n579WqQvsAPstuFMnPBfVqy4kPb2jSxbfi4Txr+B2ZzSWWZZaTM/bWpEFgWuOqKrvneL3mXGxgvJbR7HrBMOxRXVe/jFHkgibVdm0Bj1FQBJ8inkj3oYQThwXKY6Ojq7z4CKUrNmzeKdd97hn//8J4IgcMcddzBhwgQ+++wzjjnmmIFsmo6Ojo6Ozq9CU1WCJaXdxCd/YSGq292zsCRhys2NCE8jR0ZyQQ0bhtjfDr/Or0YQRRJvvw05Pp76xx6j8cUXCTc0kPz3u/s1q1JH50Bj5syZ3HLLLaxZs4aJEycStd3z6OSTTx6glu1/NCqjqSs9mYZwFg3hLNqU3sOnarJAe4zAZlM19XYfKblDiMvMwBPyUVdXR0NDI6qq8HlTPXz2DU6nk4SEBFwuF6IgQtiP0LSZ3DQZdwWs+aGCQ0/bZha2wQLjz48sVSvQFr0Ea95HqC/EUl+ISbPgsx/DZ/aTuLXKhvHnjbwx3MXq9k94dFkk38XU1Kk8dMRDRBmieGT6I1z//fX8VPkT1yz+A8+e9gxZP8bjW1nPFwWVMNzM5GgbDrlrkLGyKJITODbNhtUmQ916qOwQoCqWQd1a0HoJ8VW9svebG5XQJVZ1ilYZkfXodJAOnOezElLxNG0nOHX+7Ke9tR+ik0HcRnCyRNY7QntFySIGX5hwfRvhilrCtU2EN6oofhMK0N5VC7BVDFSQhWpkoRLZ3IohGuQEG3JaAmJqHkLCKRAVD/uJCOH2hygoa+nMBbWirIW2QLhHuaGJts5cUBMzXeTE/Tp3TiSfknebnEnbuZJ6uJW2EZ1CbhTFg6oGd36ifiBJNmTZ1ikS9c+tZO9cRPG3mxdrf0UQBMxRBsxRBuLTew93pigq7S2BbRxX24YJjAhXAW+4Y2mjsbJ3Z5wgQJTTtJ1wZSaLIHJYY5M30OtxomhkxPD7sVqy2LzlYcrLX8HnK+PfDRJhLcy0tGkcmnJov69ZdpqxT0vF8105vq+rOHrSDD4vn8PG7J+JXjGJulIPm5ZV4Tc/wLr5IdylZyEIGidcPbGbuGdISiL5rjup/PMNND7/Arap07BO2HlUpuh4C0deOIK5L65h+VelmOe/j/WH91DbI0/KsChRkpIBwPRbbyZ39Mhf9QwRRYGTxibz/A9b+KSgqm9RCiJi/1G3Qeah8MEVULsanp8WySt58FUQndrnoVFRuUyY8F9WFFyIz1fCsuXnMWH8G1gskWt5+vtNAJwxIY1UZ+Q94A15+Xnlck5s/AMAFeubcSXt/DuqqgZZs+IG6jsEKecPw7CVNsPU/eN9oaOjM/AMWE6pwRyrHvR4ozo6Ojo6XWjhMIEtW7rlgAqsW4fq7TkbVzAYMA0d2iFARRxQpqFDEc29xyvX2fe0fPAB1XfcCYpC1BHTSHv0UUTrwIUa0jlwGEz9R1HsexarIAgoirIPW9N/BuIeL1xTw/KnCrtta7GK1Dklap0StU6ZWqdEc5SItgfyfYwsb+f0nwOYTAoX33MwBnt3R5UaCNP2cxVtP1aieVuIkv6HzfglslbRWabINJqnPFNZkFxL2LEEgPOGn8fNB92MLHbNWwwoAa777jp+rvoZq2zluaOfJbcwnvMba1kSK3NzvcD1J+YjRRmgvYHvXl3BujUS41KWcZjhCQj0MhHDkQqpEyFtEiSPi7inWsqgpRSaS7s+g72HqOpEECN1bStUbSte2ZMG3KmzLeGQQltToJvDqSvUno/21p2LErJB7C44bet4irVgMggoDX5C9V7C1S2EqxoJN/gIeSToK08ZINKKLFQgi9UYbH7kGAk52YWcnoGQMATihoBp/8n9AREhqKTR2+mCWlHWTFGtp0eIwiijxLgMZ6cTany6i2irYbu6VBSlnVAPQWmrW8mD0i1/Uk+BSdP2xDNR2C5PUm9upK1upe3zKzmQJBuiOKDzjnX2Y4K+cESk2l642prrqjnituqLFqvIsinRfHjmjkWd2to5FK67CVUNUh4UeKXByr9P+pgcZ84utVcNKNQ8vBTVE6RhisqFzX8gzhLHfaYXWf71RrKOfIFQQKFiwXWgiUw9Zwhjjux9bLHy5ptxf/oZhvR0sj/6CMnWt6iihUK0L1qE+4svWbzBRmX8ZAxBNwcvvY+o2Cgcxx9P5THHcUKrhl0SKZo6GnEPCPNrq1o58YkFGGWRpbcfjcPcj0kX7upIOL/SBZGfRRlGngaTr4XUCX0e5vdXsXzFBfh8pZhMSYwf9wbFLbGc9OQCRAG+u3E6WXGRe/Ru0bsser2c3MbI7330EalMO2/YDpsVDrexatU1NLf8DKpEWs01aA++hhYMkPrE4ziOPbZ/N2UfMpj66Do6BwoDJkoB2Gw21qxZQ1ZW1kA1YbfRH1g6Ojo6v020YBD/xo3d3E+B9UVogZ4zBwWzGfOwYZ3ikzk/H1NeHoJRj6G9v+P57nsq//xntEAA89gxpD/3HLKrl1BUOjq7gN5/3PsMxD0u2dzEO6+uIWQVCVlFglESRMsEoytpN65D0SIzqyXJSrRjHFG24cwt/ZaqtmqcJien5J2MQew++OTz+agt30JtQyMhtUsgbI52UGpP5I9zmon2wvSYVxk5PRMOvhLVkkLbz9W0/ViB6o24Q+T4rTmj4hBK58OSl2H9HOgYQG8URT6w2zBMuJ7ZR9zU6/X5w37++N0fWVS9iChDFP868jkuLAwyrG0Tz64oIFHaiDlqM7SW8nr987SpCZzk+juZphVgsELK+A4R6qCIEOVI6fU83dA08DV3F6payrqvh/sOUQWAaABnei8uq6zIelTcHnX4hENKD3fTVsHJ3ejH2x/RySh2czhtKzjZY81Y7AZQQWn2E2rwEa7zEq5uJFTTSrhJQQ3sSJAIdbieKjDIdcjRKnKcFUNaPGJKHsQNhZjs/dZ95gsqrKpoYfk2Tqim9sg9FQUFi+zHKnvJjoUxKRLDEiA7RiMuKoSqePp0KkWWNnZqQ+sHgiB3CEW2biHtDNvlTeouLnXtj+RT0sNa6QwMmqrh9QQ7xapIeMDIeuXmZgKeyHsle2I8R5w9lKjovl11Tc3L+Hn577AIYQJCFFMnvYPdPmKX29S+tJbm9zcgmCQuy7uLSrWaZw9/lNYVDyEaPJR8eytqyMqIw5I58oLhfbqVFI+HLaecQriqmugzTifl3nu7X3s4jHfxYtxffonn629QWiM5ExXRwLKDb6HNnEhyqswptxyGJEu8W9PEdevKmBwdxccThuzydfWGpmkc8+h8NtW18fBZYzlzYlr/DlRV2Pg1LHwqkmtqKxlT4NDfw7CZvU7QCATqWFFwEe3tGzEYYvm84hbeXWnk1HEpPHbu+M42XfTfyzlk/nkIRJ5NqcOcnPrnvgWvQLCBlSsvxeNZixA2kVZ0PbkXz6bx1WdpfPY5DCkp5HwxZ7+bkKn30XV09j0DKkqdeuqpnHrqqYMyVr3+wNLR0dE58FH9fgJFRd0cUP6NGyEU6lFWtFox5Y/AnJ+PZeRIzPn5GLOzEWR9xupgxbt8BeXXXIPa2ooxJ4eMl17EkNKPwVQdnT7Q+497n4G4x+EGH20LqwhWtRGqakcLdDkmNCFMa8oCGnM+I2xpBMBADLH2c7l14zdsCVUyM3smD0x9IDKYpmmw6X/w02NQ8iMKApvIYkXUdDZ4XQQEkTljppBZY+XYAh8OQyW/c/2FdnUWbdrZqEpkkKdTjBoTj7CdO6uqahnzP7mUIxvKSexwvCmIhHKOxnzoVZB7FGzrlNM0/A1FvP71dVhqCxkTNjHc14pJ6/4ubAkn8VbDs4iCyuUXlmHIngQJ+SDthfegqkJ73TZCVUl3waq1AtSeYdu6YbD24bLKiKxbnN2Kh4NKn4KTp9GP190/0ckRZ+lVcHLEmjHbDJ2Dqqo3RKjeR7jeR7iujVB1Y0SE8gig9i1ciDQhC5UYxApksxvZJWJIciKlpiIkDIX4YWBP3m9C7gGoaqBTLAqF3YRDbho8jWypq6GyqZ6G1kba/S2YJB9Wgw+rHPm0yD5sRj9GcScCZT8RRWM3MWlbIcmwvZi0NRSeZO8UlkTRoudT0jmgaKmp5vvXXmDz8hWsOfhGJm4KIWqR3FSHnpZL/mEpPd4xAB9v+phHF93G1QkhEmQFSYpi1MjHiYs7cpfOr6kadU8XEKpsY11WBXdF3cvNaSYsgQAl395GqC2RxGwHp90wAcmwY0HXu2QJpRddDJpG6pNPYD/qKLxLl+H+6ks8c7/uluNXio3FcdyxOGbOxJcynPcfWEY4qHLIyTlMOiGLOzdW8nxFPZenxXHPkH6KR/3gif9t5JFvNjB1SBxvXHbIrldQvRIWPgNr3u96B7qyI86pcb8Dk61b8WCwkRUFl9DWVkhb0Mq/lv2ely8/nyGJEWdsQV0BLz01hxF1h2KLNdLWGMTiMHLpg4f3enqvt4SCgtn4/GVIQTtpy28g9dQTseTHonq9bD7hRMI1NcRd90fir712169vL6L30XV09j0DKko9//zz3HXXXZx//vmDLla9/sDS0dHRObBQ2toJFK2PCE+FhfjXriWwZQv0EqJKjI7G3CFAbV2MmZkIOwh3pTM4CWzaRNnlVxCuqUFOSCD9xRcxDxs60M3SGaQMpv7j3//+9x3uv+OOO/ZRS3aNgb7HmqqhNPsjAlVle4dQ1YbS7ushTkmBaAxl06loSic1K5eJ0QrGTc8hNi6K6AWCBKPPhCl/hKTRtLW18e2337JozVq+HHk4l3yrYFRgvEshQ+sQo4QKHHELscw4HGHUqSB3d+aurF/Jdd9dR5O/iWRzHE8kn0r7vPeZqK7qKuTKggkXR9xUFcsi+aC8DT2utc0YTVTawXjrM/A2ZlHkG8ZKn4GUIU5Ou7HvWdT7BCUMnqreXVbNpeCpZmfOmLBkxysm41YSaQnE0eSLw60k4A4n4lESCNPTJSCbpM6weo6YSJg9e6wZR1xkmznK0E200BSVcJOfcJ2PcIOXUK0nEnavKYQa2FGfIoBBqIrkehIrkW1BDHFm5NQ4xKQciBsWCbm3nbC2N9A0DVX1d+ZNUrYRlvrOq9TWzamkqr3nqdlVJMnaQ0zaVmAy9LJtq1tJluxIkp5PSUcHIOT388vH77H0sw9QwhFx483TrkIzJnPtqiChmogQnJwXzfTfDScmpWsszxvyctJHJ1Hvq+cvE/7AqPACmpt/BkSGDrmd9PSLd6ktgS2t1L+wioC1joKDbyVaVqj6+QY8VcMBmDgzk8mn5Parrrp//YvGF19CdDgQTSbC9fWd+ySnE/uxx+I4YSbWSZO6TSxc93M1372+DkGAU2+cwB89DfzU0sajw9M5Lzl2l65nR5Q0tDP94XlIosAvt84gzrabzyR3FSx+EZa+Av6WyDZzNEycDQdf2S3vVCjUyiffnY3LsImgamXKQa8RHR15h/9t7t+J/3gykiYz67qxfPZEJP/jZQ9PxWzr7qp1u1dRsPIyQqEmDP4E0pbciGvsOFynduW+bJ0zh6obb0Iwm8n98gsMyTvInbWPGej+o47Ob5EBFaUGa6x60B9YOjo6OoMZxe3GX7gO/9q1nS6oYEkJPRIRAFJMDOYO59PWPFCG1FR9JuxviFBNDWWXX05w02ZEu530Z5/BOmnSQDdLZxAymPqP48d3zxkRCoUoLi5GlmVyc3NZvnz5ALVsxwzEPdbCYYJl5RiSkxAtll7LKO4gwao2ApXN1LV8So31bUKmiNAjBRzEFJ+Is2I6ompCFFowuEIYh+VhyE7GmGpDijEjCAKapvHVF1/x7apVuMXJjCtWqE6QudwmkRD7M5bKfyGovshJbUlw8OUw8VKIimVuyVxuW3AbASXA8JjhPHXUUyRGJVLe5OXGZ9/leN+XnG34EVtHuMFuiAZIHkMgeSw3eeJYHD2OYPt/efOoW8h3jqB1TjHffVNGdUhjdKaNw2+ciGjcf/I5AYSCSmcup7b6VgI1JagNxQitZRi8FViUGhxSLXapFqvUSy6s7QhKMYQsaajR6YixWRiTcpETshFcmRCd3ikIapqG2h6KOJ7qfYQavISrWwnXtRF2a6D13Z+QaIiITkI5slSHwSUgJ9gjrqf4oZGQe7G5IO++mKJpGorS1t2ptG1epVDPsHfbh8LTtJ4O8t3BG7LgC5vxhi34wlYkyY7NEo3LFkuyKw5XVAwGQ3QfofDsiOL+GXpQR2ewoGkaGxb9xA9vvIynMSLYZI4Zz8gjZnD9ujJW5Y3h+A3L+UP6VJbNrSIcUBAlgQnHZTJxZiayQeLpgqd5buVzpNnS+OTUT5AFgaKiO6iqfheAtLSLGDrkdgSh/++Iiv9+wSbn7SimVkpXnI5v40xESUBVNExWmQv+cSjmqJ3//2vBIMXnnEtg3ToARIcD+zFH4zh+JlGTD0Ew9F6Hpml8++9CNvxSS5TLxKMzbNRKGt9MGspo+57NO3vyUwtYVdHK308ZyUWHZv26yoLtUPAfWPQMNG2JbBNlGHk6HHotpIynuKGdEx/7kj+Of4Ghrs1IkpWxY15EsAznlgcfZVTVETiyZC78v2m8dutPtDUFOO2mCaTkOTtP09j4I6vXXIuieLEEc0n5+TrMziQS/jC+W19A0zRKL7wQ39JlOE6YSeojj/y669uDDKY+uo7OgcKAilKDGf2BpaOjozM4CDc1dbmfOpZQeXmvZeXExG3Ep5GYR+YjJyToApQOSksL5df+Ht/y5QhGI6mP/Av70UcPdLN0BhmDvf/odru55JJLOO2007jwwgsHujm9MhD3OFhSwubjZwKRmdZycjKGpCQMyUnISckYkpMwJCdH1hMTEAwG1JYyqn65lRJlCQFzZBa6ELQRt+UknBVHIqrdRQbBJGFIicIQZ8W7pp5lwY38YG0jp3wEGrDqglSemTIU2dcIy16FxS9BWw0Ammzm5SGH8Li/GIAj0o7gwWkPYjV0DaRtrPVw1vMLCXg9/DlpNZfFFCBZYyB1UiQXVNJoMJj5paWNU1ZsQtb8OMuvItpo46VjX2KYazgv/+kHgkGVqTaJxAw7sRflIzv3Xc6IUEDpCK3n6xSf3J05nnz4PDsXTgzmiNPJ6dKIszcRY2nELtUSpdZgClQitpUjNJdBoHWH9WiIqHI8CvGEQwmElUTCahJhLRFFS0AhFogM1An4kYWKiOtJqMRgbkWONSInuxCT8rpcT9Hp3cMqbj2XpnRzHnVzK4U9EVFJ8XSKS6EeeZU8gLo7t3w7xK4wdwZ7Z1g7SXLgCZqo9RgoaxbZ1AClzWKH8GTBG7LgDVswGexMyIxlYqaLCRkuxqZHYzXqIZB1dPYVDeWlfP/v5ylbE3HOOuITmH7R5eQddCiCIPDPFYU80RJkxIYCLt6wmOP/cAfLvqyjZFVkgkV0goUxZyRw2epz8St+Hpn+CMdkHgNExIiyshfYtPlBAOJij2LkyMeQ5ajeG7MNLa3LWFlwOWHFTXvR8ZSvPAOAo2fns3xuKU1V7Yw/NoMpp+ftpKYIoepqmt95B8u4cdimTOl3rt+gP8x79y2lpdbLhhQDH0y1sfmIsZj2cKSMl37cwj1z1jEp08X710zZM5WqKmz4ChY+DaULurZnHs6/tRO4e0MGx4xwcc2YF2lqXoAomqg1n0XN65MxqCZO+sMYMkfF8dmTBZStbWL6+cMYOTXitqqu+Zh16/6KpoVxiJNI/OYyRKwk/H4cxhRbj6b4162j+IwzQVXJfON1rAcdtGeu8Vcy2PvoOjqDEV2U2k30B5aOjo7O/oWmaYTr6vEXbnU/RZxQ4ZqaXssb0tK6uZ/MI0Ygx8Xt41brDCZUv5/KG26k7bvvQBRJuvNOXOecPdDN0hlEHAj9xzVr1nDSSSdRUlIy0E3plYG4x76CAsouvQzV6915YUFAthmQje0YLGHkKAV3hoPS9BCmWBXFpSG5YkiWzyOm/hjCVWFC1e2gdP/KJsdZKMpqZuHPPuxeGwuHmUmamcZDw9IjEynCQSj8mNDCp/hHqJyP7JGBoQuI5qbJtyMNObaHwFFQ3sL5Ly6iPahwbH4iz5w/AVnqXuYfm6t4uqyOU+LteMvuoqC+gGhTNI/kP8uSZ+oxmiRmxhrBG0a0GYi9YASmrOhfdX+3EvSHO3M6bZ/XydPk3wXRqSuH07Y5neyxZkxWeYcTUTRNQ/WECFVUo5ZvRKvdAo0l4ClFDNUgC7VIQh2isONwdJomoInmSH4PRxyqKx0lLodwQh7B2GSCBjEiJHUKR27Cod5C4XlQlLZdvZW9IgiGbcLcObrC2m3nSjJsn1epY7skWREEAY8/REF5C8tKm1lW2kxBWQueQM/8XkMSbJ0C1IRMFzlxUYi95KbR0dHZuwS87fz83n9Y8dVnaKqKbDBy0ClncNDJZ2AwdU0s+LK+hdlrSkhuquGCd5/CmZTMmbfdQ0OFwPx3NuBtjeTVWx//C95Jxbx08vM9nqd1dV+xtvAGVDWAzZbP2DEvYDb3HcKtsXE+q1Zfi6r6oOFINnx3HioCq1O/56G/3kzD+gBfPLMKySBywd8nY3Pt3YkQ9eUe3ntgKVpYY+UhDl6Y3XfkBJ/XS0V5KblDhu0wStT21Lr9TL7vf2gaLPjrkaS59qwTi6oVkbxTaz/szDtVrCYiTfk9qdMvZE3RX2lo/A5FFan++Rr84VFcefcxCILAgvc3svLbcsYelc7hZw+htOxFNm26H4D46JnEfHIWBEWiT8zGPrXvXFvVd95FyzvvYBo+nOwP3keQBt5ZfSD00XV0BhsDLkq1t7fzww8/UFZWRjDYPTnsddddN0Ct2jn6A0tHR0dn4NA0jXBVFb6O3E9bRSiloWfOCwBjVlaX+JQfEaAkp3PfNlrngEALh6m5+25a3nsfgLg//oG4a6/V3XQ6/eJA6D8uWLCAWbNm0dzcPNBN6ZUBcUr5wyz+ZAsOm4JNc2MJtWDwNqLW1RGuqSZUXUOovJhwXQOasvOvXpqooThBjZWxpA3FkX0wki0R5GgQHFjH52Mdn4wgCXz70SKK5nrxGwQem+Xk+rxEbspJAaA10MoN8/7M4poliMD/NTZzntsTOUlsHhxyNYw9r1vi8583NXDJq0sIKiqnT0jloTPHIm0jFEz9ZR0bvQGey8/kaJeBq769ilX1qzi0ZhZji48me2wcx543lMbXCiNimiTgOjWPqIOS+nUfe3M4bf3Z37Zz0clolrDHWboLTjHmfotOW1GDCuEGX2Sp9xGu9xKqayNc72P7SHWqGESVvSiyF83QDHIpslyCJFYgC43IYhADYeSwgiEQxOAPIO7kK7gigt8s4TOL+MwSfrOIzyR1bgsbeg5wiqJ5G+HI3pknKSIsdQ9zZ+glr5Iomnb5XaZpGqWN3ogAVdbM8tJmimo9PaIhW40S4zOcnQLUhHQX0VY91J6OzkCiqSqFP37P/LdexdvaAkDeQZOZftHlRCf0fGZvbPczdfF6rILA/73/BJ76Wuyx8Zx5+z1EuRL54u0lVP7SjoCIwSpwxNnDGXpIUo/nSmtrAStXXUko1IjJmMiYsS/gsI/qcb7a2s9ZW3gTmhbCbj6Wwk9+R3triERZYHnOBxx88tGcknsKHz28nOrNreQfnsKRFwzfK/dqWx79oBDjNzVoIpx9/VAS7PWRvIWdSznhxi0ojSXIhCgadTP5Z96yS+c494WFLNrSxF+PH8410/uXL2uXaa1k/lv/ZGzth0QLHZNqzE7USRcxz7IWLbASTRVxWm5n0mGRPGCFP1Xx/RvrSc93Mnzml5SXvwJAeuqlOL46jnC1D9MQJ3GzRyHsYJJBuLmZzccdj+p2k3TXnbjOPXfvXOMucCD00XV0BhsDKkqtWLGCE044Aa/XS3t7OzExMTQ0NGC1WklISGDLli0D1bSdoj+wdHR0dPYNmqoSKivrFn7Pv7YQpbWX0DmiiCk3p1sIPtPw4Ui2nqEDdHR2F03TqH/iCRqffQ4A57nnkPS3v+0Xs/x09m8GU//xiSee6PazpmlUV1fzxhtvMG3aNP773/8OUMt2zEDc4/pyD+/eu6T7RgFs0SYc1nYc/jVEB9diF2uwh2uwJuYhph9BOGwnVFPTKVx5yrcgNrYi7uTbWdSUKaS//FIkx5Sq8eot8/G1KsyZaGV5npkH8pI5yhnk9//7PcWtxVhlKw8d8RDTojJh8Quw/HUIdORMMkfDhIsjic+d6QDMXVvDtW8tR1E1zp6Uxv2nj0EUBUp8ASYvWocswNrDRhFtkPEEPVz1zVVk/jCNNPdQhp/sZMYJE1CDCs3vbcC3OjJZxDYlhegTcxCkrkEqT5OfXz7dQlNVO55GP/72nYtOJqscEZhiujuctjqfTLsgdGiaRrglQLCuEX9jPcGmBgItTQTdDYSDHhSDt0Ns8qF2rns71j2ocjuKIYAm7mLoO03DFFCx+FXMfgWLX8HiV7EEwBxQMflD7EwaUo1RaNEpaM40BFc2QkweoisXXJngzADjzkNi7Q7+kMKqilaWlTazvEOEamwP9iiXHmNhYoYr4oTKdDEs0d7DdaejozNw1G7ZxP9eeZbqjUUAuJJTOeqSK8kaN7HPY0KqRvb8lYQ1mD88iQUP3kVzVQXWaCdn3PYPbl53NxWbGjmp/HIMrXYA0oa7OOJ3w3AmdHf7+HwVrFx1Oe3tGxFFC6NGPU68PBTmPwSijDtcSY37R8KygMk1mRVLf09tJUQ7JA4TFHxygOemzOGJE5+ielMLHz68HEEUOO+Og3El7aHnn6aBt3E7wamMFWXr2bjxaOq9Y3BINZwdeyMmsW+ndBADzP4fhvQxOxRqtuW/i8u45cPVjEh28OX1U/fM9WxHrdvP1Ae/Rw57mTOtjOyNr0FzJMzvXcI5jElvJzprESAyYsR9pCSfSc2WVj54+BcyDnsNa/IiAPLybiF6zVG0za9EtMok/mkCkmPneQ6b3niT2nvvRXI6yf3qywGfMDqY+ug6OgcKAypKTZ8+naFDh/Lss8/idDpZuXIlBoOBCy64gOuvv57TTz99oJq2U/QHlo6Ojs6eR1MUgsXFncKTv7AQ/7p1qG29hKYxGDANyesUoCz5+ZiGDeszybyOzp6m6a23qL3nXtA07MccQ8rDDyGadj/ZvM6Bz2DqP2ZnZ3f7WRRF4uPjOeqoo7jllluw2+0D1LIdMxD3uLXex5ofKnA3+Glt8OGu9xIK7FioMJglHHEWouMsOOItRMeZccRZeKvsZb7Z8BbpARM3J0zFv+VH1LoWpGYBuUXGUAEoKmnPPYt9+nQAVn5XzoJ3N+KxhHlsVjwCkNL8EsG2+SRaE3l6xtMMixnWdfKABwr+C78825X4XJBgxCyYfC2kH8xnq6q5/u0VqBqcd3AG9546ipcrG/jbpkoOc9r4YHxX7o6mtmbeunkpoirx5SFP8dipD5LnykPTNDzfleP+phQAU56T2N8NR7QaaK5p59PHC2hr7h7mbqvotL3DyREXEaK2F500Te3Ip7RNmLvOxUMo7CEUaCHU1kzI10oo2BrZp7ahiG2okg92VVTqFWG7cHb27cLc9QyFZ9jGqSRJNkSxI39SOAit5dBSCs2lHQOhW9dLob1+582xxnUIVJldQpUzE1xZEJ0Gcv/eVdWtPpaXtnQ6odZWthJWuw8fGCWR0WnR24Tic5Jg33e5xHR0dPqP193KT2+/warv5oKmYTBbOPSMc5lwwslI8s5F/cN/Wccmb4D3xuYyUVJ4/96/UV9ajGQx8fH4EtpiBT49+TOqfw6wZE4JSkhFMohMOiGL8cdkIMld4nQ47GH1mj/S1PQjggqHrbdgauie91fT4Hv371nnOxqj0M5ZsTfjlKtQNTPtogFLfBqyNY7qapGmZiOW+ARyDh0KFlfvi9HavfL2hq5nbEtZx7N3GxEq1LvY5FejeLfhETxqAnm2JRw77BsEVwb1YSuLi2po0mzIpnQO839ChlBKm5ZEa+BJMNoQTBKiSer1UzDJiCYJv6Bx7zcb8Ggqt502irREW+e+zvLyrxP67/m8kJcWFHNQlot3rzoUQYvknar+6UleX3kltqCD4VNug7TI5JJhQ+7CFX0S//v8QqKS1iEIMvkjHsTpmUbDy2sAiL0wH8vI2J4n0zRQgpH7GfJB0Ivm91B82V8IlFbiOuEwkmYfH9kX8kGoHcb+DuyJv+oad4XB1EfX0TlQGFBRyul08ssvvzBs2DCcTicLFy5kxIgR/PLLL1x88cWsX79+oJq2U/QHlo6Ojs6vQwuFCGzeHBGftobgKypC8/l6lBWMRkzDh2POH9EhQo3ENHQIYj8T0+ro7C3cX82l6i9/QQuFsE6aRNozTyPp/QKdPtD7j3ufAb3H7Q2w+EW0xS/ibw/RGk7ELeXiTjyBVssY3C0a7gZfDyFmezRU2kzNhG1+Jg8bgzVpISHDW4S1KhwfSti+lTAOySXn408QJImgL8y//+8nQgGFH8Z4mT8iDVENM7b9v7x29F9JsCb0fiJVhY1fw6JnoPiHzs2tiYfyacJVeB053P9dBZoGF07OZH2mmR9b2rg7L4Wr0rvqLC9s4tMnCvCb2/j3uNuIscTw6nGvkuPMAcC3poGmd4vQgipSrBnh6EzmvFWEvy2EK8nEQScnYnWGMNsDCJK3m8AU2iaHUnfhaet6G7AHvs6qInJYRg4LyGEVWRQxyFEYTLHIlkRkWxqyPRPZHL9NOLwu4UmSohCEfeQECrZDS3l3oaq5pGtg1d+Lk7wbAtiTtxOtMgk70tkYjOGXRjNLy9wsL22mqtXf4+h4u4lJ2+SCGpXqwCTrTmEdnf0ZVVFY+e2X/PzOm/jbI5P9Rhw+nWnnz8YW04uI0AeXrN7CVw1u/jkklUvT4vG3tfH+fXdQu2kDQVnFevYhXH/KnQC01nuZ91YRFesj4X5jUqI48oLhJOV05RlU1RAbNtyN+aeXyCr3ETbIlCcbkMMaTmMeW2qPYUHxNARUTkp8lAzhJ37VM18ydYlT7moI9/ze2QN7MkSngzMDvyON2+slys3J/DPjEL5+tRFV1Zh+/jDcchlz584FIMeRxrS6PEqkIiYa7sZOO+3KNJpDf4GdemH7ey1CRJwySog2A+Y8F+YRMRjT7Tt1ZDW2BTj8ge/xhRReu/Rgjhga37nvmbffQpuXTNDo5o8xV7I5V6YiNTLp04wNP22oIRPZbTPIFizUrpiBGrIS5VqNK2FOl/AUat9GZPKC1nMCSHuNkbJ5cSBoZB9Xj9m5Tf7By76B9IP3zL3qB3ofXUdn3yMP5MkNBkNnfNnExETKysoYMWIE0dHRlJWV9bueu+66i7vvvrvbtsTERGr6SG4/b948jjzyyB7b161bx/Dhez8GrY6Ojs5vDTUQILBhQ5f7qbCQQFERWqhnqB7BasU8fHj3EHw52QgGPfeAzv6H4/jjkJxOKv7wB7xLl1J6wYWkv/gihsQ+BoF1dHQOPFrK4KfHYcWbEPYjAJaYTCyHXknS+PN7hFILhxQ8jX5a6324G3y46zscVg0+3PU+wiGwB2IhAEU/NwJDQfgb0Zm/oB7xAdaf/AQ3bqb5k/eJOf0cjBaZ4YcmsXpeJXklFRQniJTHprDOei5V7TIJfeVIF0UYdnxkqV1L+08v8OoKDy+UHo+71IhMCX8wzWWyuoINKzJ4xfFXEESOEZtBcYEUeS+Xr28CIH9MJsNjh7O+aT2XfX0Zrxz3CtnR2VhGxZEQZ6HhtbUojX5Cb68n2q8QO34tzuEvU9bigZZf9ysQFANi2IoUtiCGrJH1rZ9hK1JYxBD2Y1C8mBQ3xnATJqENs9OOIWYoYtxwhNRhEDcMYrI7r22/xBgFCcMjS2/4Wrpm/XeKVqVd20Je8FRFlrKFnYfJwAggT5M4UoulXIun0pBAwJaGJSGHxMxh5A4ZSUpqBoKoh+LT0RksVKxfy3evPEd9aSQ0W3xGFkddejVpI3rmcdoZeVYz4GaTNzK5wmyzET5jJNUvriK5yQzvr6QkcxlZ4yYSHW/l5OvHsWFxLQve20hTVTsfPLSMUVNTmXxaLiaLjCgaGGY8BsqfAqAwz0J9vIkhebfR4j2Vn55YCWgcesZQMo6ZE5lMEWhl3fOfEVMbotyxiUknTQRfM5t/LsJTWUOMM0B6toDgawFfc9eihkEJQNu244QdIr0zIxLC1pmxzZIJjlQwdDk/lzV7eLNgM2lmA7kHjeSQplIWfrSZH/67nkbXMjDA2KThTCxJQRQExp9xMp/OXcO5gTeJkuZjPvI4lGGXoAUU1KCCFgij+pXIz4HIpxaMrFfXt1Nc5cYlSeRGW9CCHftDHeKOoqF6w+ANo7QECFW04ZlXjhhlwDw8JrIMdSKaeg77vrygGF9IYUxaNNOGxHVuD4ZDuBcbsQNJUyzIM5czdPHzSFVvUJoiRQSpgIWy+TeQpnxGs3woqmpFFsqJ9t4FpTuedBO55VLkPWawEjXCgr1cxbM5RO26TDIuzEUwWiP7La5d+tvU0dEZfAyoKDV+/HiWLl3K0KFDOfLII7njjjtoaGjgjTfeYPTo0btU18iRI/n22287f5b6kdehqKiomwIeHx+/g9I6Ojo6Ov1B9Xrxry/qlgMqsGkThMM9yop2e5f4lJ+PeWQ+xsxMPTePzqAiavIhZL7xOmVXXklgwwZKzzuP9JdewpSTvfODdxFNUVA9HhS3G6XVjeJuRfP5sEyYgBwTs8fPp/PbYldCZ3/44Yd7sSWDjJZyWPJSZD1lPEy5DkacDFLvX7Vkg4QrKarXvBeapuF1B1mwbjEvLHgVuz+WIxxHEx2Io7XhSEqWZBE14wFcnytU/+te7DOPB6OVbx3vkcgUUtx5nGYo5L02K9U2J2cv38DnE4YwNL7vmfD+kMKbGyw8s/YkmkKR/EBxoocG1c6TgROZLwznpISlKIJInreUnBcvAlGOhIKLzaNi1XmAg9zEFl485F4u+/kWNjRv4LK5EWEqKzoLQ1IU/iPTcb+3kVhJYETucmrynkNRIoNrqmpE08xomgU0C5pqRlNMEDKjBc1oASOazwgBE0LIAmELYsiCoFgQw2ZE1QSoiLQiCE0YaMIgNGIQajBaQsiuGMTYdETXKKSYTIjJJuxIwitJSJKEKIqdn6KiIaEgimLnBMpBhcUZWZLHdm5SVY2NdW0sK2liQ3ExdWVFSK1lpAv1pHUs6UIdaWIDBkEhU6gjkzpgLfiA0o5lPiCbtwkH2OG2cmZ0rVtcMBjvm47OAUZbUyPz33qVdQvmAWCKiuKwcy5k7NEzEXfzu1aeNRL6c5M34qJs8bfwQtHLeA9q48riKfg2VPDRg//gpOtvZsghUxAEgWGHJJE5MpafPtjI+oU1rJlfyZaV9Uw9eyi5wyWEj64GNHz5MwjkiOSnXYBVOo73Hl+CpmoMOySJcUdHch4iimBxEXv6DHzPbCSpdShlWgIZBw8jPtfH13cuQvVozDp1LBnbhpHTNAi2dQlUgTawJ+1SOFOAtW0RZ9VoW2S2x6jpySz9YR2hJiOOlhHkHywxfJ0NAQHnKXnYJiST5jmTb74v5Xh+QFxwF9KQQyDnoJ2eyxIMc9Y/vsUXUvjkvDGMTXdGLkXROoUrLRBGDSiEG/341zXi39CM2h7Cu6wW77JakARMOdFYRsRiHhGD7DLT6g3x+sJIWN0/HJnX7T0353/zsXtjCcg+Zs06EqKsCMf8g1z/zZiW3khT20pa1p2OvzmLYNoF+NsSQFCJmR5GTHgUDBYwWLt/Gq3dt2036SPhjAraTjgRb6kPT/wVOI47tt+/Dx0dncHNgIpS//znP/F4PAD84x//4OKLL+aaa64hLy+PV199dZfqkmWZpKSkXTomISEB5wAn09PR0dEZzCgeD/5167rlgAoWF0dmsW2H5HRiHjmyU3wy5+djSE8fnAM+OjrbYR4xgqz//pfyyy4nWFpK6e9+R/rzz2EZO7ZHWU1VUdvaOoSlVtTW1m4ik7p1vbU18nOrO7Lf7Ub1eCJfrLdDtFqJufRSYi65BMm2dxLc6xz4REd3hdTRNI2PPvqI6OhoJk2aBMCyZctoaWnZr/O+DgiZU2Dy72HYTMg6/FcNyAuCQFS0ieMmT2WLeQ3PrHyGtdI83jzhTYbFTKS+fCzfvqpgj34AuTHEyvtP59lD01hcv5wTnE4yWvKZGjies6ZFc8qKTTSZozh9yTo+P2g4WfFx3c4VDKu8s7Scp77bSK07Mrs5K9bKn48ZykljUvh86Wb+NmcDKwO5rK7PQSptYxxrCYoWjKoPGjfhq6+lvuUKANIWXYh1SSsvWqK5LCGGTb56LvvsbF4dfjm+hnH879M2UGHYmF/Qhr2MIGjU1uawccNkNG1XB0gDHUsLSESWbtg7lqxIsZqOhcaOZXm/ziKKYnfBapv1HmLWPt63ozK+sEphdRurKz0UVLopqGjF7VfQOsNGpQFp5CXYmJjhQs50kZLpQooxQ3tN3y4rdyWE/dCwIbL0hsnRU6jaNq+Vydb/X7OOjs4uo4RDLP/iUxZ+8DYhvw8EgdFHHcvh516E1RG98wp2wBBrxDW01Sn13Krn8AQ9DIsbxuUXPMbcpx9jw6IFfPbY/Rx/7Z/JnxqJUGS2GZhxcT7DJicz7631tNb5mPviGrJiy5gmBrEn5GE59Q0OMkYR9If54MFlBNrDJGQ5mH7BsB7fFxMyUvkw7QsOrhhO2xdlaKOG4oi1MHpaGiu/K2fhx5tJHxHTFcZOEMBkjyzOjN2+/jUdotRImwWv18vbb79NtVxNjDgBWYnCv0xAsAo4js3ENjkZgIMPPphHFxxCeqiKkepGeO9iuGo+RMXt6FRYjTJH5yfy2coqPimo6hSlBElAsMiIFhmICGqmDAdR4xPQFJVAiRv/uib86xoJN/oJbGwhsLEFPt2MIcnKarNAZkBDTbRz9IiunE2aprHp+2asxCCPbsUW1WWzFsx20g9/gXRgjbUS26YinO2RqBDRx+diPOKI3b6nxrQ0Yi67lMZnn6PugQewHTEN0aznJdTR+S2wz3NKffrpp8ycORPDHgzDdNddd/HQQw8RHR2NyWTikEMO4Z///Cc5OTm9lt8avi8rKwu/309+fj633357ryH9thIIBAgEuqyobreb9PR0Pd6ojo7Ob4Zwc3M395O/sJBQae+hVuX4+C7xqUOIkpOSdAFK54An3NRE+ZVX4V+zBsFiwXbEERGRaevS2hoRlnoRbncFwWpFcjiQHA60QIBgaWTGoxQTQ9w11+A652wEPefafsdgilf/17/+laamJp577rnOCASKonDttdficDh46KGHBriFvTOY7vHOUDWVa7+9lp+qfiLDnsHbJ72N3WjH6w7yy19vJen7OSg2jaV/dvICGrenP0Txf8IYzBKX3H8YG1qbOXXlFtoMJtI8zXx40AgykpMIKyofrajk8f9tpKI5MsCW6rRw8TkKxgABAABJREFU3Yw8zpiQhix1hWarafXzl/dX8uPGSKJzTRYQwir/N8XBVaNUNi+tZu53icRaGzk3856IcKGpNIoilyUnsNlo5NDKwxlbdhZhuQ3HkE9IG/kDoqhRV5ODofBsYtVoVEFDRUVDQ0VDJQRCK+AGwQ1CGwjtIAZQzXYUsxPVGI1itKMabCiyBVUDVVVRFKXXz53tG8BUy/sMDRCEiJAlyxLyLophsqASpbTgUJqxhRqxhRuxBhuICjZgDdZhCu0snxWEjdEEo1IIRaUQtqUQtqeiONJQ7Omo9hQkk3WX2qT3LXV0uigpWMZ3r71Ic1UFAMlDhnHU7KtJyh2yR+pvCYUZvmANAN+OdXDh52cQ1sK8eOyLTE6ejKoqfP3ck6z94VsQBI6+7BrGHnNCtzrCIYVlX5ay/KtiVFVAFvxMPsbF6FMnIwBfPr+a4pUNWKONnH3LQUQ5e3cyfb7mU3L/Y8KuWnGenoft4GR8bUHeuH0hIb/CMZflM/SgXZu4vjNmLFnP2jY/T2XHU/P5RzQ0NGAymTgi5xhWfO8GYMq4OMZdNbrbs2nu3LksXziPa+X3iA7XQ86RcMEHIO54QsY3hbVc8fpSEuwmFt4yA2knuaK2RdM0wvU+/Oua8K1vJFji7paOK2QSiR4Vj2VEDKYhTlas3sSil6oIiQFm3ZFPblJmr/VWrm+k+aW1OGUBU240cZeN3mkOq52her1sPuFEwjU1xF33R+KvvfZX1bc7HEj9Rx2dwcI+F6UkSaKmpob4+HgkSaK6upqEhF+Xd+HLL7/E6/UydOhQamtrueeee1i/fj1r164lNrZnqIqioiLmz5/PxIkTCQQCvPHGGzz33HPMmzePadOm9XqO3vJWAfoDS0dH54AkXF/fXYBaW0ioqqrXsnJKMpatDqj8fEwjRmD4lc91HZ3BjNreTsX1f6J9wYIdlhPM5oiwFO1AdEQjRUdv87MDyRGN5IxsEx2Orv0ORzfBSVNVPHPnUvfYY51CsSE9nfjrrsNx4gl67o/9iMH0hTc+Pp4FCxYwbNiwbtuLioqYMmUKjY2NA9SyHTOY7nF/aPY3c87n51DdXs2MjBk8Ov1RBEFgadli1LOvxd7SjmemQtORhzDjuJd595/Laan1MvWcoYw5Mo0ldY2cuaqYgCST21jNFbHpvL68gS317QDE20384cg8zj04HZPc++DYL80eTv90JYYNblC6vjpePyOPcbUahQuqGDsjncPPGgLhADQVQ+NG6qtXcd/CdjKrDsNrK8GWtozhI+YjihrhWhfj19khdBaCoCALFchCJQahElmoQIpSEeKHQNxQiB8W+YwbGkk2v5eeaX0JV7srdP3a4/vaF1YUfIEw3mCIQDBMKBxG0zREIovQ8SkJ+15kMxAiGjcu3Dhp7fx04sZFKxZ2nm/ETRQtRNOMgxaiacFBc8enGzsq3X//giDscyfa3t6nC206u0prXQ3zXn+JTUsWAWCNdjL1d5cwctpRe7wfOPqnNdQHwxytfszKig+YnjadJ2c82blfU1W++/cLFMz9HIBp58/moJPP6F5Jw0YanzqPHxpnUx0aAYDJqSHZgngrTEiyyKk3jicpu29nV1uwjX89cweX1ZyGahVIu3kyollmyZxiFn9WjCPOzO/umowk75nrD6gqufNXEdbgitULkJoacDgcnH3EKfBRDes9IYoCKgaTxNm3HoQzsctp1NrayuOPP06cWsfV8vuIYR8c8Vc48tYdnjMYVjno3m9p9YX4zxWHMCV3x+6qHaF6Q8z5eD2Nq+o5VJCJ0rZ5zkgCtVqQ2jaRdambufGvl/VZT8Mnm/AvrCaoaqT8ZRLm+L4SV+4arXPmUHXjTQhmM7lfzMGQkrJH6u0vB1r/UUdnMLDPRamkpCRefPFFZs2ahSiK1NbW7vFcTu3t7eTm5nLzzTdzww039OuYWbNmIQgCn376aa/7daeUjo7OgYimaYRrarrC761di7+wkHB9fa/lDZkZ3XNA5ecju/QkpDo626MFg7TO+QLV4+4SlKK7C0yiqf8x7Pt1zlCIlg8+oP7pp1HqI64G04gRJNzwZ6IOP1wf5NoPGExfeF0uF6+++iqnnnpqt+0ff/wxs2fPprm5eWAathMG4h5rmsbbS8o5JDuG7LioPf6/trp+NRd9dRFhNcyNE28kzhrHHT/dwfjCADd9pKIaNeruDuEPzSDBcSuLPt6CM9HK7+48BEEU+Laqnkvmb0Tc3IboCQHgtBq45ohcLjo0C4txxzO179lcxVNldRxnseJZXs/yspbOfTcGbYhehRN/P4as0V2DZZqq8c1/VrJ81SL8lhpi48o6BSmnMIoJyjiExs2R0HC2BIgbBvEdwlPcMIjqOwfWb42aVj/LSptZXtbMstJm1la1ElK6f4U3SiKjUh1MzHQxMdPFhAwX8XZTD3FrIES0bfdJoXYsgboOd1U9tnBjxHGlNOEIN2MguMN7oSLQir2baLWteNVG1DYhCgcvfQlX+6uI1p99OnuHUDDAkk/eZ8knHxAOBRFEkfHHz2LKWb/DZN074ZxPW7GRhS3t2BuexeZbzIenfEh2dPc8qpqmseDt11n88XtookT+8SeTOm4STU1NNNXXMm3j34kPVbJZy+A93++J8uQgal3ZRQw59cw8bwrp6ek7bMtfvruJM+ZNJi2YiH16GtHHZxP0h3nzjkX43EGmnTuU0dPT9sh1r/Z4OWbpBkyhIJf8/AVJiYmcPeNU/G8VowUUjMNd/NQYpGpjC3HpNs68eRKSoetv/+OPP6agoIDjkls4tPpVQIDz34Mhx+zwvP/3wSreXlLOuQelc/8ZY3a7/b6gwtQHv6OhLcgjZ4zhBJcd/7pGfOubUBr93coakqyYO/JQGdPsnU4o/6YWGl5eDRosbg9z+E0TScjcM30tTdMovfBCfEuX4ThhJqmPPLJH6u0vg6mPrqNzoLDPc0pdffXVnHLKKQiCgCAIO8wDpSjKbp0jKiqK0aNHs3Hjxn4fM3nyZN58880+95tMJkx7ePBIR0dHZ1+iaRqhioqI8LS2ywWl9DawKAgYc3K6xKeR+ZhHjECy2/d9w3V0BiGC0YjztFP37TkNBlznnkv0ySfT9PobNL70EoF16yi/4kqsBx9Mwo039JrjSkenN2bPns2ll17Kpk2bmDx5MgCLFi3i/vvvZ/bs2QPcuv2LLQ3t3PLhagDSXBamDY1n2pB4DsuLxW7+9SHLR8eP5v8O+j/u+eUeHl3+KKoWCf9pP+ZojJurCK5ag+1LCfXc/1FWbMJgOpOWWi9lhY2Um+Cprzcgl7cAkfB7yU4/z83MZdzI3H6d/+uGSEii07LjmXXwEJ6fv5mH5xZhDwuIXgVNgJQhzs7yHk8b/33xU6paN4JVIza2jOH58xEFjcKAndMPfwrBvuOBxt8qIUVlfbWHZaVNLCtrYXlpM5Utvh7l4mwmJm0VoDJdjEp19Op0kyQJSZL2aOj8vYamgbexI4dVSc+8Vq3liEoQV4cTK7u3KiQjij2VsD2NsC0SIjAYlUwoKgW/JZGwbEfpEMkGSpjb/rM3tpYPh8N79ZbvS/ZHoezXiH4DPdFH0zQ2LVnIvNdfwl1fB0D6yDEcNfsq4tJ7D7u2p8i1mFjY0o5iSObsjLPJjs4mFArR3NxMY2Nj1+JTCIw+hGBYYXFxORSXA3A0PxJPJV7MfCIchyU1QLS9AbUynvZKCZ+9gnrvFl5+eR0jRoxgxowZxMX17hA6Pm8mLxW+zF0V1+BZUEnUwckYY8wcdEIW89/ewJIvShg2OQmj+dcPfc5Zux4QiW1rJTcnh9NnzML9SlFEkMqOJv78fI5pC/HOvYtpKG/jpw83Me2coZ3HH3bYYRQUFDC32sm4Ub/DsuY/8OEVkfxSO8hzdfLYFN5eUs6Xa2r4+ymjMO6m8+vtJWU0tAVJj7Ewa0IqBknEnOck+qQc3nngW1zVBpxRXlI1O6EaL6EaL57vyxGjDJiHx2Ae6qJ1zhbQoN4sU90Sorm6fY+JUoIgkHTbbRSfcSbuL77Edd55WA86aI/UraOjs3+yz0Wpu+66i3PPPZdNmzZx8skn8+qrr+J0OvfoOQKBAOvWrWPq1Kn9PmbFihUkJyfv0Xbo6OjoDBSaohAsLe0mPvkLCyO5bLZHkjDl5XXmfjLn52MeNhQxau/MrtPR0dm7iFYrcVdfhfOcs2l8/gWa33oL7+LFlJxzLvZjjiH+z3/C1EfeTR2drTz88MMkJSXx6KOPUl1dDUBycjI333wzN9544wC3bv/CG1CYkhvL0pJmKpp9/OeXMv7zSxmyKDAhw8W0oXEcMTSBkSkOxN3Mu3D2sLNZUb+COVvmAHDJyEv488Q/44taStnFF2P7yUD7UQqO7C9oKR5NKJDH66+t4WUpEqbPYpAYNyqe750CJUaRBxYs5HYURo4cucPzlvoCbPD6kQSYHmNHEgWunZ7H9KEJ3PvEYgAqRIUzXlzEyxeMZc3yJSxY8DOqFgYBsjM9pGUuADTWBx28VBdiztdX8O/j/01S1J7N9TEYaWoPsqLDAbWstJmVFS34Q91zDooCjEh2dDqgJma6SHNZBnxQfI8jCBAVF1nSJvbcr6rQVtNdqGop61p3VyAoQeSWYuSW4t7PYbRHBn9dmeDM7PjM6Fo37fvJVwMlhu2t0JRqHzkzFUVBURRCodA+vsN7B0EQBkwo83la2fDzjzSWlYCmYU7JYMz0Y0jPH4U7pNBWUrLLdfcnbKSqqrS2ttJSsxpIxaGNJHG9h8cWPkZLS8uO71coiBgMMCamjcMCywAIzXyE6yaegyx3DUuGAgq+QDvff/89BQUFrFu3jvXr1zNp0iSOOOIIbDZbt3qnpk7lb66/UdC0nnHe4bR+VUzs70aQf3gKBd+W4W7ws+q7ciad0JuM3T80TWPevHl8W9EEabkMtxg4Z/qZNL2wBrU9hCHVRtzF+QgGEZvLxIyLRzDn6VWs/r6CtKEucsZHIkPFx8czbNgwioqK+FaawayU9VC1HN69CC6dC3Lvk+APyYklwW6izhNg/oZ6js5P3OVrCIQVnv9hCwDXHJGHYZvckc3VXhpLJBoII59Ww6SDjsG/oRn/ukb8Rc2o7SG8y2rxLqsFQI6z4EmyQY2PpmrvLrdlR5hHjMB51lkEiooQ9cmwOjoHPPs8fN+23H333fzlL3/Bat1xDNKffvqJSZMm9elUuummm5g1axYZGRnU1dVxzz338MMPP7B69WoyMzO55ZZbqKys5PXXXwfgscceIysri5EjRxIMBnnzzTe5//77+eCDDzj99NP71Xbd2qmjo7O/oIXDBDZv6Z4Dat06NG/PTqJgMGAaNqybA8o0dOgeDyOmo7Or+EMKa6vcJNhNpMfsmdjkOhFCVVXUP/kUrZ98EhnUkyScp59G3B/+gCFx17/Y6uw+g7X/6HZHnDK9tXln/fRfw3333cett97K9ddfz2OPPdavYwbyHnuDYRZtaeSHonrmb2yguKG92/7YKCOHD4lj2pB4pg6NI8Fu3rX6Q15eWPUCw2OGc3z28Z3by664kvYff0Q8YgQLZjYxd91pTCsdhYDAa84gJx6WzjXTc0mwm7lnUyVPldcjaCrHr13MdYcfwvjx4/s850sV9dy+sZIpThsfjs/rtu+L51dTvKKeBeYgC80KUUKQw+RiUiQ3ctjG1CNsKPKjaFqYxMRZxGbexGVfX0m5p5x0ezqvHPfKb0qYUlWNTfVtnQLU8tJmtmz3NwLgMMtMyHQxsUOAGpvuJMq0z+eSDj6UELRWdBeqthWv2mp2XoclpqdQ5cyKfEang2HX/md/i2iaNqhEtP7sG8Ahs33KjsQwiLxfFUWhzJXAF2OmENPWytnLvu883mQyERsb22OJiYlh08Ifmf/iI1yYvRS7IYg6/mLEU57YYXtqa2v59ttvOyMgGY1GpkyZwqGHHtqtz3Hnz3eyYvUvPF18KwIC8VePwZQVzYbFNXzzSiEGs8SF9xyKxWbs61R9oigKn332GQUFBXwy9nCqnXE8lp3C9A/LCdd5keMsxF89Bmm7un/6YBMF35Rhssqcc/vB2GMiz47y8nJefvllRFHkz5eeif2tE8DXDJMuhZMe7bMdf/+skFd+KubksSk8cV7f7+y++M8vZdz60WqSHGZ+uHl6N2fth88vpHqFj+KYVfzf3y4gzrJNKF5FJVDs7gzzp/nCxF06ivUbW/nxnQ1kj43jhGt2P6Rgb6h+P4LRuM9z4g7WPrqOzmBmQHu3d955Z7/KzZw5k4KCAnL6mNVbUVHBeeedR0NDA/Hx8UyePJlFixaRmRmxLVdXV1NWVtZZPhgMctNNN1FZWYnFYmHkyJHMmTOHE0444ddflI6Ojs5eRA0GCWzc2Jn7yV+4jkBREVqgZ+JowWzGPHx4V/i9/HxMubkIxl3vkOvo7GlavSGWljaxuKSJpSXNrKpo6cyRMXVIHOcfksmMEQndZvLp7B6GlBRS7vsnsZfOpu7Rx2j77jta3nuf1k8/I+aiC4m9/HKk6L4TSevo7OjL+c766bvLkiVLeOGFFxgzZs8OduxNrEaZo4YnctTwiNhb1ujlh431zN9Qz8+bGmhsD/JJQRWfFFQBkJ/sYNrQeI4YGs/ETNdOQ/JYDVb+NPFPPbYn3HgDxQsWoP6wjv8If2KzM400g0JuSOYq2cHFxw1H7sgbdVtuCrXBMO/VNvPNiEmYv5vPxYFAZ4jG7fm6oRWAY2O7/w1oqkbVhkj43xRbOXYlBo9m5uvQMMYFQtx1tkaT55aIIJVwEvkjHkYUZV457hUu+eoSyj3lXP715bxy3CskWBP6f5MHEW2BMAVlLZ35oJaXNePx9wzHlhsf1ZkLamKmi5w422476n7TSAaIyY4svRHyQUt5h1BV0lO88jWDrymyVK3ovQ5bUpfLanvHlSMNJF083OogGjRhI/vBVtFqoAQ2RVForqmmtngz4VAQBAFLtAtXSiqibNitund0nTtEBCkUeYe5oxycOOtkEuIi4lNUVN85FUdNP5rMdQ9jrwvSFLDwU5GTmcEg8g6+lyYmJnL++edTXFzMN998Q1VVFfPmzWPp0qVMnz6d8ePHI0kSJ2SfwIcbP+S7mCXMaDqYls+3kHDtOIZMSmTFN2U0lLex7MtSDj9rSP9+4R0EAgHeffddNm/eDIJAqzOS6zD12yrCdV6kaCNxl43qIUgBTD4lh/INjTSWtrPkiy0cdUE+AOnp6WRkZFBWVsbCwgqOPf0leOtMWPoKpE+Gsef02paTx6Xwyk/FfFNYizcYxmrs/7MmpKg8M28TAFcdkdNNkHI3+qgqaEdAxDjR3U2QAhA6QvyZ85w4Z3WF/I1pizgem6p7Tqz4tYhmXfzX0fmtMKBOqf5it9tZuXLlHv+y+2vQVXQdHZ29jerzESgqwreNAyqwcRP0EvZCjIrCPGJEJARfhwBlzM5GkHacvFxHZ19R0+pncUkTS4qbWFLSRFGth+17ILFRRpq8wc7tiQ4T5xyUwbkHpZPitOz7Rh+geJcvp+7hf+FbvhwA0eEg7sorcF1wgf5FcC9zIPYf90Y/va2tjQkTJvDMM89wzz33MG7cuEHhlNoRIUVleWkzP2yoZ/7GetZUurvtjzJKHJobyxFD45k2NJ7M2P6F0C1paOexbzcw5OWHOap8OcsThjLv4nOZKn2GZ9HlIISJS3dx0u/HEBUdmVkeUjUuWr2F75s8mEJBTl0xnzMOPZipU6d2G1D0hBXyF6whpGn8dMhwcq2R54OqqiyaV8CKd1tQhTCNCT+jqGYK/ENZLUXOkWit4/JRb3Do0NHk5/8LUewaQKtqq+LSuZdS2VZJliOLK8dciSiIiEIkfJQkSIhE1rduFwURkcjs/a37JEHqdowgCJEy2xyzfX2d5fqot6/6dhbWStM0ypt8LCtr6nBCtVBU40bd7j1nMUiMS3d25IJyMj7dhStKnyy0X+B39xSqts1rFWzb8fGCBI7U7UIDbiNe2ZJgH8/81xn81JVs4X+vPEdVUSEAzqRkjrz4SnIm/LpcO7sjlAUMAc7/3/n41ACtma8R0gQWTR5BlqUfTumlr8Lnf0ITZP5TOp6adjOZY/6fvfOObuLK2/Az6rIs995www3TwZQQSqjphPRKet/03Ww2ZVM2m02yu3xpm0oKKaSQ3kiAAKHbdHDBvfcqWbLqzPeHjI2xqQFsYJ5zdGRr7oyuxtbo6r73fX8jufDBR1EfxthTkiSys7NZsWIFLZ31kIOCgpgxYwaJgxOZ/eVsHOYOPir9F0qngP/lyRhGhlCW3cQPr+xAoRK4+qnx+AQe3vcJs9nMxx9/TG1tLWq1molz53FlvR21BGuWmdHoVQTfPhx1SN/pDlanlbs//gujN85DUrq56V9T0Bs91/r8/Hw++eQTNBoN999/P/qNC2D186DSwy0rILR3rK4kSUz99yrKmqy8dMUILhwReVivA2DJlkoe+mIHQd4a1j58Fjp19/zAik+yyfu9jkrfPVx032gywjMO65iWNjvvP7wOQYBbX56CSn3yzzkM1PGjjMypjCxKHSXyBUtGRuZY4m63YM/L9YhP2TnYcrKxFxV7orb2Q+Hri75TeNp7U8fEnHCLu4zMgZAkiaIGC1l7RaiyZiqaexdqjw8yMDY2gLFxAWTEBhAdoKeypYPFmeV8vrmCxnYH4KmncVZKKFePj2Hy4GCU8gryP4wkSbSvXEXDgv96xG5AFRpK8J/uxnfuXASVvNr7eHAqjh+Pxzh9/vz5BAQEsGDBAqZOnXpKiFL709huZ21BI6vzG1hT0NB1vdvLoEAvj0A1OJgJCYG94tuqWjt4ZUUBX2ypxC1KhFqaWLjiBZSim+h3F1IdtIrV78TgMEWg9StDRRLn3DG0qyC5xeXm4u2FbDd34G2zctG235k5ZhQzZ87sEmC+r2/lluxSEvRa1o1PRZIkCgoKWLFiBaYiNd7t8bj0LQgGO4rGECSdip+Ds6l2+NFq90MhSNwxJYF7ZyT3coFVtVdxw9IbqLHUHMezfOwQ6ClkCQiAAlEEtyTgdoMoCYAA+9wrFUp0ahU6lQq92nPbVwDbXzzb+zwHFM/2aX+gbfv3U6no+7h7t/Ul2O3bl4P1s8/b0fTzYK+/DzGyRz8PIkYKCMem9pYkgbUZWkt7ClVd4lUFuHunFvRAqQW/6L5dVn6x4BXgqaslIwN0tJtZ99lH7Fz2M5IkotJqGX/R5Yw+7yJU/eRA+9uav/F98feMDh1NecBfybHY+HBoHDODDuG2b8iHNyeDqwNmPkO571S+eeFpnHYbEclpzPvr39F6Hd5CDJfLxZYtW1i9ejXWzqj66OhoGqIb+LjmYx5z380Z+WkofTSEPjQGQa3g2wXbqMpvJWVCGNPnpx3yORoaGvjoo49oa2vDy8uLq6++mm0qL27OKSOlzc3HW+0E3zIUTXTfNY8kSeLB1Q+yrHQZ83Y9SIglhvApKuZdOblr++uvv059fT1nnXUWkyed4XFLFf0GAQlw6yrQ9R6//OfXPbzyWyEzUkN4Z/7hiZJuUWLmf1dT3GjhkbNTuG1Kt9vJanLw3iNrwC2QOWYJ79/02kGvl6IoIbpFVGolkiSx8ME12K0uLn8sg6Ao7wPud7JwsowfZWROJWRR6iiRL1gyMjJHi7utDVturieCL9vjgHKUldHLNgIoAwO7nE+6tDT0Q4agiog49Ypby5zUuNwiOTUmMjtdUJtLW2iy9JxgVQiQFuHD2FiPADUmNoBg44FXVjpcIr/m1PLxxnI2FDd1PR7lr+fKjBguGxN90P1lDg/J7abtu+9peOVlXNWeyWFNfDzB99+HccaME36tkSQJ0WJBUCoRtNpTTmw/FcePx3qc/umnn/Lss8+SlZWFTqc7pChlt9ux7xNhazKZiI6OPuHnuL25Ce+AwKPaVxQlcmpMHhdVfgNbylpw7WOxUSsFRg/yZ0pSCGNj/flhZw2fbCrH4fYsXDkrJYQHZiYR9P5rtHz4Ibr0dAZ9/hm/ffkme1YkozY0oPGpwtY4iunzUxk8xhMv2Ohwcf7WfEo6HAS2t3HB9jWcMXIE55xzDgqFgj/llvFFbQu3RwdzvcrJihUrqKioAMC/dTgqmy9KDbgd4BfqxZnXt7Cn+D46XGpe2XYrBa2eya+0cB/+e/lwUsJ6/j0qzZW8tv01mjqaEPHUbXFLbs91QBK7b/tsE6V92rFfu31ue7cd6Hh7f5Y59RE4tEOul4vuCMUzJQJ+TjuhDhsh9g6C7FaC7VaC7BYCbe34260oOfi0i12pplXvQ6velzYvP9r0fpi8/Gnz8qPdKxCXRn/QfvZwD+4nRh6uUNnXa9//uAcSI/ee515uw4P18yBi5DETFE8yRNHNrhW/svazD7GZPY7a5AlnMvmaG/EJCu63fmU3ZnPFj1cA8Ol5n/JSrYHv6lv5e0IEd8QcJILVZYd3ZkDtToifCtd8DQoF1fl5fPWvv2O3WAiNT2TeI0/h5XP4UdI2m41169axYcMGXC5PLGqVVxUlAcUsavwnYqsDnxkx+MwYRG1JG18+vwVBgMsfzyAw4sACSllZGYsXL8ZmsxEQEMA111yDv78/T/+cw+t6JxdUOXl5fCK6RP8DHuOtnW/xyrZXUClUzHJeQkzmBGwaCzc/NwVfg+dzcMeOHXz99dcYDAbuu+8+1A6TR7gzVULqBXDZol4idUGdmZkLfketFMh6dAZ+Xod22X6/o5o/Ld6Gn5eatQ+fhfc+C1w2flPElqVl1BvKSLhRxXVDrj3osZa/n0PRlnoue3Qs/mEGvnpxCzVFbcy6aQiDx578NWpPxTG6jMxAR14GKyMjI3MccTU17eN+8tyclZV9tlWFhXni99JSO0WoIahCgk/LL2QyA5sOh5ttFS1klbSQVdrM1vIWrI6e+fRalYIR0X5kxAUwNjaAUYP8e3wROhQalYLzhkVw3rAICuvbWZxZzpItlVS2dPDiL3tYsCyf2elhXD0uhgnxgfL75CgRlEr8LpqLzzln07J4MU2vv4GjuJiqP92Dfvhwgh98AEPG4UV5HAxJkhBNJlz19Tjr63E1NOCqb8BVX9/z1tCAtE9EqaBWI+h0CFotCq3WI1TptCg0+/2s0yFoNSi0nW11WgRN53btfj9rO9vqdKjDw1EF998kj0xPKioquPfee/n111/RHWaU5HPPPcdTTz11nHt2cGyWdt5/8E7CEpOYeOnVRCSlHNH+CoVAeqQv6ZG+3DUtEbPNyYaiJn4vaGB1fgMVzR1sLG5mY3Fzj/0mxAfy0OwkRg8KAMB1+220ffkltt27af/1VyaffzNFa3/DaQkmZPjntIgafn1HpLnaQsZ5cQRpVHw6PIHzthbQ4O3LL+njUG3ZgN1u5/wLL2RFU2fE4NZNvJ+zEwCVSsWY0RmU/KBGRMLtgOAYI2dc28yewgdQCC4sjKOoLRbwxBLm1Ji44JV1PDgriZvPjO9yu0YZo3juzOf+wJn/4/QQwjrFKrvLxZ5aE9vKm9le2cKOyhZq2zpAEAHJcxNEAgxqhkQYSYswkhbhTXywAbVS6CGEHUg8219YO5R4tr8ot++2/cU4t+juW+Sjsy7OEYh8R9PPA23rq599Pid99G3f43JkgqKEhEtycQhN6Nii6rwZtIAWpRRAqMtNpMtFpMtFlMtFpNNFROdjoW43WreT0PYmQtub+jxkq0JBtUpJpUpFlVpFlar7Vq1SYj/FFnEAXYLWQaM3j7N4tteJd7gi38Gcg4eKG3VXtmBZug1XjSeeThXih/85GdgSIljRshahVTj4azhIP/ft79GIkS9kvQDABQkXMCRwCIkmz0KmQqvt4H/E357xCFL6AJj7RleEZURSCpc98RxLnn2cuuJCPn/qES557B94+wcc1v+GTqdj+vTpjB07lpUrV7J9+3YirZGEW8P5MWwrU1oHI6yuxDA2jLA4X+JHBlO8rYGN3xRz7p1916rMzs7mq6++wu12ExUVxZVXXonBYKDt5xJ2mztAr2JkcvBBBamV5St5ZdsrADw67lHmxMzhjZ3L0dt8eH3JJ/x1/u0ApKen89tvv9HW1sb27dsZO3YsXPYBvDsHcr+Djf+DCXf1OPbgUCMpYUbyas38vLuWKzNiDnqORFHi1d88aQg3nhHX43uYo8PF9lXlAOyOXs0DiS8d9FiNlWb2bKwFID+zjnEXxOMf5kVNUdtxqSslIyNzenBSOKV8fHyOSwHlP4KsosvIyOyLJEm46ut7iE+2nBxctbV9tldHR/eI39OlpaIKPLoV1jIyx5tWq4PNpR4BKrO0md1VbTjdPYcPPjoVY2I9AlRGnD/pkb49CukeC2xONz/urOHjTWVsLW/tejw+yMBV42K4ZHTUYa0alDkwbrOZpoULaf5gEVKHJ3LRMPlMQh54AF1K74l2SZIQ29t7iEpdwtNe0anzMcl+iGijfiD43nsIuuOOE/Z8p+L48ViO07/55hsuuugilPvUQ3S73Z6JM4UCu93eYxsMDKdU4eZNfP/ffyJ2Fo+PGzmGiZdeTVjCkRVV7wtJkihtsvJ7p4sqq7SZ5DAj989IYmJiUK/2Da++RuOrr6IeFEPCDz+w/tsSti+vxCs0m5jJr1O28h46GpOIHxHM9OtT0ehU7DJbuWhbIe1ukYSGKmbkZKEZMpxXguLQOB3M3/AzakFg1KhRTJ48mfy1TWz6rgSA8ERfJl7VQs6ePyFJDkKCzyY19b888f0ePtlUjoDHJZtd7RG4xsb68+9Lhx92zawTQYvFwbaKls5aUC3sqGijw9lzoYVCgJQwn65aUKNjPJGz8oKI/mN/QfFAIteBxK7DEgAPJZ4dQADcV8g7HAFQcNnxsjThbWnCYG3CaGnGaGnGx9qCj6UFvdN6yPNh1njRrPehRWekWedNk85Ik85Ao86bJrUel4K+hcr9BchDCKqHdCPuJ0T2JfzK9ERvVzA6z5/EKo+Dx6ES2ZbUSl6MGWkAaY06pY7vL/qeMEMYX9e1cEdOGeN8DXw76gCfdUUr4cO5np+v+ARSzu3VpKmqgiX/eIz25ib8QsO59PFn8Qk+iPPqANTX1/POl+/gqPMkNagFFUMd0WQMHU3YFem01FpY/NQmJAnmPTSK8ES/rn0lSWLDhg38+uuvAKSkpHDxxRejVqsxr66k7ecSzp1soE6v4JuRiYz369tpVdRaxNU/XY3FaeGK5Ct4dPyjAHz/1TrKf7XTrK9hygPRTI72xPht3LiRpUuX4u/vz9133+0Z32S+DT895KlRd/2PMGhCj+d4fVURzy/NY0J8IItvHX/Qc/Jrdi23frgFo1bF2r+eha++O/Zx6y9lbPi6iBZ9LfaLc3lm0jMHP9Y7uynYXA9AULQ3lz+awfbl5axbUkjCyGDm3Db0oPufDJyKY3QZmYHOSSFKyfF9MjIyAwlJknBWVWPLye4hQrmb+ljZKAhoYmO7xachaehSU1H6Hn48gYzMiaa6tcNTD6q0maySFvbUmXu1CfPRddaC8mdsXABJIUYUJ7DWU061iU8yy/h6axWWTpeWx10VztXjBjEqxk+eLPwDOOvraXz9dVo//wLcbhAEfM4+G1VwMK4Gj+Dk7LzfK14dDgpfX9QhwaiCQ1CFhKAKDvbch4Sg2vt4YACSW0Ry2JFsNkS7Hanz1uNn297HbEh2B5J9b1uHZz+HHalXm32OYbMReMvN+F955XE8kz05FcePx3KcbjabKSsr6/HYDTfcQEpKCg8//DDp6emHPEZ/neO2+lo2fvUZ2atXIHXWg0wYM44Jl1xFaFzCIfY+drjbLRTNmoW7uZmwJ/+OcsaFfPT4BiQJ4mY/gc63jdLfHqCjcRCBkd6cc+dQfAL1/N5s5uqdxTgliaHVxahcLrbFJJFYV8H9agdTp04lMDCQPZtqWf5eDgAGfy1n32sjO/fuLkFqyJAFKBRqRFHika928dnmChQCXDUuput67aVR8ui5qVyVEXPCr9OiKFHU0N4lQG0pb6G4ofcqbx+dilGD/BkV48/oQf4Mj/Y7IrevjMwxxW7uWctq/7pWjt7jtB4ICvCJ3KeG1X51rYzhXQ6WE8EBBcD9RbHOnw/mnjugy28/QfFwXX6HI8YdUAA9UpHP5UK9ox7txmoEp+dzoyPVD/O4YFx6xaHdiAcQAPs6n4flRtzHTbn/NkEQuH/0/Vyb5ol422W2MnNzPgFqJTmT+hAkLE3w+kRor4UxN8J5Cw74/9BWX8sXzzxKW30d3oFBXPrYPwiIiDri/6syUxnXf3I9w1qG4W/3uJn0koYpkyYz9qwJrP4kn9x1NYQn+nLRg6MQBAFRFPnll1/YtGkTABkZGcyZMweFQoElq5aWLwtoVcOMszz1o/LPHIpPH4vu2uxtXPXjVZSbyxkTOoa3Zr2FWuERgewdLt7+y0oEp5J1wxfz+o3/xlfri8PhYMGCBXR0dHDJJZd4xjiSBF/eDLuXgHcY3L4GvLtFusoWK5OeX4kgwMZHphPq07erXJIkLnxtHTsr27hrWgJ/nt29sMzldPPBo+uwmVysTPiYJ2+4n/SgdESr1bOQrLGxO9GgsZHW2naWtU3wXEckCQSB+c+dQXN1O9+/sgP/MC+uevLgAtnJwKk4RpeRGej0uyjlcrlYtWoVRUVFXHXVVRiNRqqrq/Hx8cHbe+AWy5MvWDIypweSKOIoK+vhfrLl5CK2tfVurFCgTUjoFJ+GoBuShjY5BaX3wFkNLCOzP5LkmaDL7Iziyyxppqq1t8gQH2wgo8sJFUCU/8BYId5ud/Hd9mo+2lhGTo2p6/GUMCNXjx/E3BERGHX9UxD6VMBRWkr9Sy9h/nnpQdspjMYuYUndS2zqvAUFoTjMSLZTlZNx/FhfX8+ePXsQBIGkpCRCQo58BfMf4VA1pfanv89xS201G7/8lNw1q5A6HQGDMyYy4dKrCI6JPSF9aP7oY+r+8Q+UwUEk/vILvywqonh7AyGpuQQM/S9KhS8Vv/8ZU3UoeqOas28bSniiX9fKdwCV6MalUPKvSD+uT/L0e+fKStZ8lt/1PBnzwKy+C0lyEBw8h/Qh/4dC0X29FUWJPy/ZyZdbK1EpBJ66YAjf7ahmU4knhnBKUjAvXDLsgJNqx4J2u4sdFa1dItS28hZMNlevdvHBBkZ3ClCjB/mTEOx9QhdayMgcNZIEHS3dAtW+963lnpvrEBFrSg34RvcUqvwHgV+s5zFDUK/6NjJ/jLJd21n5/ls0VXoi1ELjBzP9xtsJH5zczz07PCxuNwm/7wIg+4x0AjX7iPaSBJ9eDXt+hKBkuHUVaLwOejxzcyNLnnmM5upK9D6+XPy3p49qQceVP1zJ7sbd/CniT1iyTLQ52wEIDAxk0oQpbPygCdEpce6dw4hM9eWrr74iNzcXgFmzZjFhwgQEQaBjdyNNH+eCBLunhXG9xsIgnYZNE9J6PadLdHHXirtYX72eCEMEi89bTICuZwzhqs9yyV5ZQ4VvHsrzq3h20rOex1etYtWqVYSFhXHbbbd5vlvZ2+Gd6dCQB7FnwrXfgLL7/F78+nq2lLXw2Lmp3Hxm3wuCVuc3MP/dTPQqBb/fPhKj1eQRmhoaqMosojKzCIWrEZe+mCQpGFdDA6Kl7xi+3KSrqIk4g8CmXThVBky+8Uy9OpmYIYEs+tt6FAqBW1+eglI1gGx9R0F/jx9lZE5H+lWUKisrY86cOZSXl2O328nPzyc+Pp777rsPm83GG2+80V9dOyTyBUtG5tRDcrlwlJR0i0/ZOdhyc/seoKnV6AYP9jifOl1Q2qQkFHr9ie+4jMwR4HSLZFebyCrxOKE2l7XQbHH0aKNUCAyJ8GFspwg1NtafQG9tP/X48JAkiR2VbXy8sYzvd1Zj61xx6qVRcuGISK4eF0N6pOxQPFo6dmfT9vXXCFptt/AU0u12kq99h8fJNH40mUzcddddfPrpp7g7Y+mUSiWXX345r732Gr4nyPF7solSe2murmTDksXkrf/dM0EHJE04k4mXXElg1MHrQPxRJIeDonPPw1lRQfB992KfdjnfLNiGSqNg2OVvY7VvRK0KpC7rUeoLjCiUAlOuSibtjAjerKjn74XVACgFz2Sjr0rJ5p9Kyfy+pMfzJF7wN1S6hj4Fqb24RYkHP9/ON9urUSsFXrtqFOXNVl74ZQ8Ol4ivXs3cERGkhvuQEu5DUqg3XpqjcyRJkkRFcwdbypvZWuYRovJqTYj7fdvVq5UMj/btEqBGRvvjb5CjX2VOUUQRLPWdQlU5tJb2FK/aKkFyH/wYasM+glVMT8eV/yDQyeOrw8XUWM/qRQvJ37QOAL3Rh0lXzmfotJkIJ1ldsNHrs6myO/luZCIZ+0baZS2EHx/wiJ03r4Dwvms47Y/V1MaX/3yC+pIiNHovLvrr34lKGXJEffow50NeyHqBEcEjeGf8m6z6v2/ZJhRjEzz1Sv28gqEikqCgQOxR+VRUVKBUKpk7dy5Dh3ocX7bCFhrfywa3hGFsGJ+O9eGpohrODfZlYXpcr+f8d9a/+SDnA/QqPYvOXkRKQO+4a1NjBx8+vgEk+HzY8zx53l+ZFjMNq9XKggULcDqdXHvttSQkdApxDfnw9jRwtMOk+2HGk13H+mB9KX//LpvhUb58e/ckXC0tmJct8zibGhpwNdSTm12K1tRCkKMdhbv3QowDIeh0noVlnTeHfwS/1I1GlARmDG+i+Ot1FMdfwKAkb869fyxv3/c7TrubK58YR0DEyb0Qd6CMH2VkTif6VZSaO3cuRqORhQsXEhgY2BX9sXr1am6++WYKCgr6q2uHRL5gycic3EgOB/aiom7xKTsb2549SLbeKwkFrRZtSnLPGlCDByNo5AkMmYFPh8PNtvIWMjvj+LaVt2J19Jx80KkVjIj28zih4gIYGeN/UscUtVmdfLWtko83lVNY3971+PBoP64eF8P5wyLQa45tvSsZmcPhZBo/XnbZZWzfvp1XXnmla+Xw+vXruffeexk2bBiff/55f3exTwbaOW6qLGf9ksXkb1jjeUAQSJk4mQmXXHlU8USHS9v3P1D95z+j8PYm/tdf+PK1Qpqq2hk/NwpXwIO0t+eg0YRhyX+KokzPROjwGdFMnJfIM8XVvF7RwFR/I4uHxbN2SQE7f6sEIGF0CEVb6tH6VhM3++8EB88mfchLfQpSe3G5Re7/fAff76hGo1Tw5rWjifLX88DnO9hV1dN5LggQG2ggJczoEao67yP99L2cSzanm+zqtu4ovrJWGtt7166L9NN3CVCjYvxJCTeiVp5ck78yMscNtwvM1fu5rMq7fzbXAIeYMtL57idUxXaLV34xh3TJnA64HA42f/8Vm775ApfDjiAoGD7rHM647Bp0Azgh6GBcsb2IVS1m/psczVURnbWRG/bAm1PA1QGznoWJdx/RMe1WC9+88AyVubtRabRc8MAjxI0cc9j7N1gbmP7FdCQkfp73M8aNbppWFLPLu5JdlOFyeQQaQVQhKVwoJBXhjMJPF4xap8QHSKi3oJTA6q/DlB7IAr2NFYKDm7VGbvX1Q61TodEpUeuU/FaznL9nPYaoEPn3lH8zO3b2Afu29K3dFG2tJy94E7uH/srXF3yNn86Pn3/+mU2bNhEXF8f8+fO7d9j9FSy5ofNkL4aUczyv0Wxn/HMrcIsSqx6aiuLhe7GsW3fQ86L09UUVEoxd40tNoxKrTs+WwVu4c9bf8AqN7Ew4CEZhMPRIwlj7eQE7fqsgYrAfFz04il03PsDvmvNQ4ubmV87i6/9so77UxOxb0kkcfWKd9MeagTZ+lJE5HehXUSooKIh169aRnJzcI4++tLSUtLQ0rNZDF/TsL+QLlozMyYNot2Pfs6dbgMrJwZ6fj+R09moreHmhS03trv+UloY2Ph5BdfJO0MucXrRYHN31oEpb2F3Vhmu/ZeK+ejVjY/09Lqi4ANIjfNGc5JELfSFJEpklzXy0qZylu2twuj3nwahTMTkpmLR9JjzDfXUDIo5Q5tTmZBo/GgwGfvnlFyZNmtTj8TVr1jBnzhwsB4h56W8G6jluKCthw5LFFGSuB0AQFKSeOZUJF1+JX1j4MX8+SRQpufgS7Lm5BFx/PU1nXsvKD/MwBuq47PEktm2/Gqu1EJ0uGmXLi2z53lOTJmZIADNvGkKWzUayXsvOzwrZs7EWgEmXDaa2tJDCTAn/wctJn9VC+pCXDypI7cXlFrnn0238tKsWjUrBO9eNYUJCID/vrmVXZSt5tWZya8x9ikoA3loV8cEG/PRq3KJEfbud0gYLzv0+39RKgSERvj1EqDDf0zs2VEbmD+GyQ2tFZxxgWe+6VtbGQx/DEHJgl5VPFKhO3YV+kiRRvDWTlR+8TVud51oamTKEs264jZDYgVMz/Wh4rKCSdyobuSM6mL8nRnr+V96eDnW7IOEsuPrLo6pV5nTY+WHBvyjemoVCqeTsux8kZeLkw97/5l9vZlPNJu4ZeQ83pdxI7b83I5ocCNOC2WLPZ+vWbYCEwq3Ftzkdldvj8PFWwCRvFVqFQINTZKPFjQi8MduHBj8Vl/9uJqmm9/wBgKQU8fLSotYqu0UrrQpvPw2j5sTiG6yntqSNL5/fgii4+WjUk0xJPoMXJr9Aa2srL730EpIkccsttxAZGdl94J//CpteB60v3LYaAjxOrWsXbmJNQSOPD9Ex8dm7QaHA7+J5qIJD+DC/nUyzggljkrjz4nEog4JQaDRIksRn/8iiqaqdzOgfSZkRxCPjHjngeewwO1j06HpcDpHz7xlOTFogli1bWPxKKXadP3OujKS01E3ehloyzo9j7Lm9XWQnEwN1/CgjcyrTr7Osoih2xYHsS2VlJUajsR96JCMjc7IjWizY9uzpEp9sOTnYCwuhj2uNwsenp/spLQ1N7KCTLjpB5vSmqrWDrJJmjxOqpJmCfZxBewn31XUJUBmxAQwOOT1qZQiCwLj4QMbFB9LYnsYXmyv5JLOMiuYOftxZw487a7ra+uhUpIT79BCqkkKNA95RZXG5ebeqkbMCfRjiLUfoyRw7AgMD+4zo8/X1xd/fvx96dHITPCiOCx78G3UlRWxY8glFmzeR8/tv5K5dxZApMxg/73J8Q0KP2fMJCgUhDzxAxS230PLxx8RdcRXrDSrMTTaq8yRGjvyArVuupMNWjlfgY8y46WVWLaqhPLuZr17Ywuxb0tn4aR6lOxsRFALTr0shaHABmT/VASGED9Ye0iG1LyqlgpeuGIlb3Mov2XXcsmgz714/lguGR3DB8Iiudg1mO3m1JrKrTWSWNJNTbaLebKPd7mJnZe96ngoBgry1DA71ZkJ8IDPSQkkKMZ4Wn3EyMicElRaCEj23vrC3dzur9gpV+4pXdpMnPtBSD5VZvfcXFGCM6Baq9q9rZQwHxcAeix2IlpoqVr7/FiXbtwDg7R/A5GtvImXi5FNiIVSil0fwL7R2LiZY8bRHkPIKhLmvH5UgBaDWaLngwUdZ+r8F5K1bzY8vv4ijw8qw6XMOa/9z485lU80mfiz+kZuH3ozv7FhavsiH9c2c+9Acxo8fT87uPAbHpaBR6nHYXDibbCh+LUXR4cLpo8GZGshQl4TF5qTJ1xNzPszPC4PSjdPmwm5zYrXaUYqeKVXBraDD7KTD3Fu0Kt7RyLl3DiMs3peweF9qi9sYWjeZnzU/MHPQTGYOmsnQoUPZuXMn69at47LLLuveeebTULUFKjPh82vhpmWg1nPB8AjWFDQifvkZAMYZMwh/5hm2lrfw8v/Wo/IR+M+101D7dX83KNvdRFNVOw6Fjd1ha3giefFBz+POlZW4HCLBMUaiUz01sgyjRxOm3kwZ/uR/tZHQc6cC0FwzMBcqycjIDGz61Sl1+eWX4+vry1tvvYXRaGTnzp0EBwdz4YUXEhMTw3vvvddfXTsksoouI9P/uE0mbLl5nQ6obGw5OThKSrpqN+yL0t8f3ZAh3QLUkDTUUVGnxBcCmdMHUZQobGgns6SZzZ1OqKrWjl7tEkO8GRsbQEacxw0V5S/HpuxFFCU2lTSzo7KVvBoTuTVmihrae7nJwBMjFRdo6BEhlRJuJNJPP2CuHffllvNpbTPeSgVfjEhkpI/8tx7InEzjx7feeosvvviCRYsWER7ucfLU1tYyf/585s2bx2233dbPPeybk+Uc1xbms37JJ5Rs2wyAQqkkfdpMxl10GT5BxyYCR5Ikyq+/AeumTfjOnUvZuJvZ+ksZkcl+zL1/FB0dlWzZejl2ey3e3mkMCn6DX94qpb2l262kVCmYfcsQfKLy2LzhrxT+8AwIIjf9ZyI6ryO/3jhcInd+vIXlufXo1Areuz6DCQmBtFodbC33xPBtLWtle0UrHc6eC4oEIMCgQatWYLG7aevoe8W6Xq0kOcxIariRlDDP9TslzAdfr8MT0GRkZI4RkgS21t5CVZd4Ve6JeTsYCjX4RvUUqvz2+dkQ7BmwDSActg42ffUZW378BrfLhUKpYvR5cxk/73I0ulNnAdHaFjOXbC8iTq9hQ1ANfDTPs2GfqLk/gii6+e3dN9ix7GcAzrzqejIuvOSQ+5kcJqZ+NhWn6GTJ+UtI8kui/n/bcVa2Y8gIw3/e4B7t3e0OGt7YiauxA1WInuDbhqM0eD4vtpuszNmST4BaSfYZ6QiCgMPt4MZfbmRHww4SjIksnPYealGL0+bGYfOIVg6bG3NzCzuWbaS9LQyVRsvMG9JAgKVv7kbSulg4/K/4GIx8feHXONucvP766wD86U9/IjAwsLuDbVXw5mSPK3HktXDhq5hsTqY+8S0Lf3wanduJ+flXGXvBWdz0wWZ+y6vn8jHRPH9Jz1peX/17CzWFbWwPX4FzXBXvz3n/gOfQ0eHig7+tx9HhYs5t6SSM7B6X7Pkmk+VL29HZmph61WCWftVMYKSBKx4fd8i/zUDmZBk/ysicSvSrU2rBggVMmzaNtLQ0bDYbV111FQUFBQQFBbF48cFVexkZmdMLV0tLD/eTLScHZ3l5n21VISGdwtOQrgg+VWjogJlElpE5XJxukd1VbWSVNpNZ0sLmsmZarT0n4ZQKgfQIny4n1NjYAALkgu0HRKEQmJAQyISE7i97dpebwvp28mrM5NV6hKrcGhNNFgfFjRaKGy38uKvbVWXUqUgN8whUewWr5DAjXpoTO6xa22Lm09pmANrdIlftKOKrkYmkyo4pmWPA66+/TmFhIYMGDSImJgaA8vJytFotDQ0NvPnmm11tt27d2l/dPGkJS0xi3l+fpDo/l/VffELZzm3sXL6U7FXLGTp9NhlzL8UYEPSHnkMQBEIefIDSyy6n7dtvGXzptWxTCFTtaaWpqp3AyChGjfyILVuvoL09hwrFvVz057f49e1i6kpMqHVKzr1jGLqg3ezcdSvttRmevsf7HZUgBaBRKXjt6lHc/uEWVu5p4Mb3s4jw01HU0HuVtVGnYlRMdwzf8GhfjLpuYanZ4iCv1tR17c6rNbOn1kyH0832Co+wtS+RfnqPQNUpVqWGG4kNNKCS60vJyBwfBAH0/p5bxIje2yUJ2uv3qWFV2rOuVVsFiE5oKfHc+kLt1bN+VQ/xKsbz3CcISZLYs/53Vn/0Lu3NTQDEjhjNtPm3EhAReYi9Tz4GdzqlzG31SGvvQAAYe/MxEaQAFAol02+6E63Bm8xvvmDNJ+9jt7Qz6cr5B/1e76PxYXLUZFaUr+Cnkp9IHp2M37nxNLy5E0tWLd4TI1CHeSL7RJuLxveycTV2oPTTEnTT0C5BCiC73SOapnt7FqRJksSzm55lR8MOjBojL834PwJ9/Hr1oSBrAxs+e4UOswm11h+HawpL3xaZcFECPkE6TI02JlnOY5Xya/6x8R/8Z8p/GDx4MAUFBaxfv57zzz+/+2C+kXDJQvjwItj2IUSPw2fUtdzRno3O7aTUP5I71nfwoHchv+XVoxDgjqkJPfpTXdhKTWEbbsHFzohVPJn82EHP/e7fq3B0uPAP8yJ+eHCPbfHnjEbx8wpsukA6fvoOmERrXQeiW0Qhf57KyMgcAf0qSkVERLB9+3YWL17M1q1bEUWRm266iauvvhq9Xp5QkZE5XXHW1/cQn2w5Obiqa/psq46M7FH/SZeaiio4uM+2MjIDHavDxday1q6aUNvKe68U16uVjIzx63RCBTAi2g+DVq559kfQqpQMifBlSETPqLIGs53cGlMPoaqooR2zzUVmqScycS+CALGBhm5HVed9lP/xcVV1uEX+vKcCgCvCAsi32thqsnL5jiK+GTmYeC/tMX/OUwlJkijusOOvVhGglt8/fTF37tz+7sJpQURSKpc86inqvv6LT6jI3sn2X35k12+/MnzG2WTMvRSD39FPquqHDcM4ezbmX36h451XiR95J0Vb69m5spJp16Tg5RXHyBGL2LL1SkymbRSU3s35975N0eY2whN9ETXb2LnzNkTRgat1GgDRKQF/6DVrVUpev2Y0tyzazJqCxi5BKj7Y0CVCjR7kT2LwwaNmAwwaJiYEMTGhW7xzuUVKm6w9xKrcGjNVrR1dtxV59fv0RUFSqLFTrPIhtfNeXtwhI3MCEAQwhnpu0WN7bxfdYKruKVTt67gyVYPTCg15nltfaH3Bf28tq9j96lrFgMZwTF5KQ3kpv733BpU5uwHwDQll6vxbSRidccoujAzRqDAqBP6T/zxCex0Ep8CsfxzT5xAEgTOvnI/O4M3vH79H5rdLsFstnHXj7SgOEut4bvy5rChfwc8lP3PvqHvRxvmiHxpEx65GWn8oJuimdHBJNC3KwVnVjsKgJuimdFS+PcfPuztFqb0R2YvzFvNVwVcoBAUvTn6RQT6DerR3dFhZ+cHb7F65DPC4oJ32FrB/g1udyPol04gYHIWp0cbI2ums9fmBZWXLWFq6lEmTJlFQUMD27duZOnVqz5Im8VNh2t/gt3/ATw8hhaSTsWMFAF/FngGCwFtrigG4YHgEsUE9/6+3Li0DYE9wJjofFTNiZhzw3Lkcbrav8HzHGDVnEMJ+n8NqjZKIQXoqy51U5jbhHdlIO0GYGm34hcqJDTIyModPv8b3nczI1k4ZmT+OJEm4amq6xafsHDpysnE39F0wVzNoULf4lJaGNjUVlVzXQuYkptni8AhQJR4Rane1Cfd+MXJ+XmrGDOqO4kuP9EUtr0LrNxwukaKG9h5CVV6tmQazvc/2o2L8ePrCdNIje9fm+SP8q7iG/yurI1yr5veMFNySxLxtheRYbERq1Xw7ajBROnlSdS8Wl5ttZitb2qxsNlnYYrLQ7HTzQlIU10X+MTfKkSCPH48/J/s5Lt+9k/VffERVXg4AKo2W4bPOIeOCi/Hy9TuqY9pLSig+73xwu9H9531++t6CUq3g+ufOQOftWRFuMu1k67ZrcbvbCQycwrChb9DamsWOnbcginYCA2ew5cOrsbW7uOihUUQkHl1f9sXmdPP1tipCjFpGxvgfVyGorcPJntpukSqv1sSeWjNWR++aowChPlpP9F+4kdQwH1LDfYgPNsifvzIyAwmXw+Om6jMasAwsDYc+hiF4P6Fqn3vfaFAd/Lpks7Sz/vOP2f7rj0iiiEqtIeOiSxlz/jzUmlN/gdCrS/7J3bufx63QoLx1JYSlH7fn2rliKcvefg0kieSJkzn7rvtRqvqOZbW5bEz7fBrtznben/M+o0NH42q2UfufzeCWCLw2FcvmOmy5zQhaJcG3DkMT6d3rOBdsLSCzzcJrqTFES4XcuuxW3JKbB0c/yPXp1/doW5mXzdLX/ktbfR0IAmPPn8fYCy8h85sv2PLjN0iiCKhR6Seh9hqFJEowp5I32l7EV+vL1xd8zbeffEtlZSWTJk1ixoz9hCNRhMVXQMEvtDXHUP2rizaNgWtnPwYaDU635zvksvsnMzi0W9BqrGzns39kIiGyeMSzXJYxl3tH3XvA87xrVSW/f5qPMUDH1c+MR9n5uedwOGhtbSUkJKSrjW9rIfGmTLbFXMXZtw8lfsTJuzj4ZB8/ysicjPTr0tDvvvuuz8cFQUCn05GYmEhcXNwJ7pWMjMzxQJIknBUVXbWf9kbxuVtbezdWKNDEx6FLS0PfWQdKm5qK0rv3QFFG5mRBkiQqWzo6XVAtZJU2U1jf3qtdpJ+esbH+jI0LICM2gIRDrBSXObFoVApSwz0TlBeN7H68sd3etSo/p8azQr+g3szW8lYueHUt14wfxIMzk49JTZPc9g5eLa8D4J+DIzGqPCtFPxuRwNythRR12LlsexHfjEwkRHv61VCRJIkym4PNbRY2m6xsabOQY+nAvd8yLK1CoMnp6p9OysgcgJj0YUQPeZ7yXTtY9/mH1BTsYcsPX7Nj2U+MnHM+Y867CC+fIxO5tXFx+F18Ma2ffw4fvURQ+n00VrSTs66aUbM9q7x9fIYxfPg7bN9+PU1Nq9m2/XpMpu2Iop2goOmE+z7HuvbtqLVKQuOOzWSNTq3kyoyYY3KsQ+GrV5MR53EY70UUJcqbrb0WGZQ3W6kz2akzNbA6v3tSW60USAwxdrqp9kYA+hBsPPUnnmVkBiQqDQQmeG594bB0uqv2Ear2RgS2loOtzSNcWRqgaksfBxDAJ6Kns6rzZ8k3mt1bc1jz6Ud0mNoAGDxuIlOvvRmf4GNTF3DAU5/Lrbn/B8Da0Q8x5TgKUgDDps9B6+XNT6/8mz3rf8dhtXD+A4+g1up6tdWpdEyPmc63Rd/yU/FPjA4djSpAh3FSJObVlTR9nAeiBCoFQfPT+hSkREnqiu8LUph48LcHcUtuzo0/l/lD5ne1c7ucrP/8YzK/+xIkCZ/gEM6+8wGi0jznY8o1N5J25jSWv/M/qvNzcXWsBEGNSptOyJ5UUtJSyGvO4+mNT3PXpLv49NNPycrKYtKkSeh0+7w2hQLmvYn4xmRaVlgALb/Ej8epVKPoXNQY6qPtIUgBbP3F45IqCtyOWd/EJUkHrsvldots+9VTImHkrJguQcpsNvP+++/T1NTEzTffzKChgfApmHzjMGS/jVfQdFpq44GTV5SSkZE58fSrU0qhUHTlsu7L3scEQWDSpEl88803+A8wN4SsosvIHBjJ7cZRWtpDfLLl5iKazb0bq1RoBw9Gl5ba5YDSJSejOMpaBTIyAwVRlCiobydzHydUTZutV7vBId5dAtTYuAAi/eT42lOF2jYbz/6Uy/c7qgEINGh4+OwULhkVddRCoyhJnL+1gC0mK+cE+fLu0J6Ld6psDi7cVkClzUmqQcdXIxPxP8Xj6axukR1mK5vbPA6ozW1WGvsQmyK1akb7GhjrY2C0rxfp3no0ihPrehjo48eAgADy8/MJCgrC39//oJFDzc3NB9zWnwz0c3wkSJJE6Y6trP/8I2qLCgBQ6/RkXHAxYy+8+IArxPvCWVdP0ezZSDYbtj+/xvos8PbXcu0/JvSoAdHUtIYdO29FkhwABAWexdChr7JjeR3rvyokdmgg5941/Ni+0AFGu921j6tqbwygmXZ73yJ2kLfG46raG98abiQxxBut6sDRUjIyMgOAjtYDu6xaysDVcdDd3ZKA2anFqvDFmDgGY/yonk4r7xBPROGpiNMG70yHut385p/B1zPe4pUhJ2ZBecn2LXz3n3/ictiJTBnCRQ8/gdardwzj+ur13LbsNny1vqy8dCVqpRrR5qL235sR252ggMBr0tCnBfbxLFBstTNxUy4aQWCM6RkKWvaQFpjGB3M+QKfyiEWNFWX89Op/aCj1ROcNmTKDadffiraPuQxJFNm9ajmrPnwXRwdofW9CEJSkXOTFQ/V34BJdPHvGs1T8UkFDQwMzZsxg0qRJPY7hdIu88dwCZnz0DggSlnvO45KyaV3bFQL8/pdpRPl7nr+twcrHT2xEkuCLYS+QlhTP/2b874DnNm9jDSvez0VvVHPdsxNRaZS0t7fz/vvv09joSbOZOHEis2bNYvHTm2iutpCW8y6gwHXDw8y8YchB/nIDm1Np/Cgjc7LQr6LUihUrePTRR3n22WfJyPAUzs3MzOSxxx7j8ccfx9fXl9tuu41x48axcOHC/upmn8gXLBkZD5LTib24uFt8ysnBlpeHZLX2aitoNGiTk7vFp7Q0tEmDUWjlFaYyJz8Ol8iuqjaySpvZ3OmGautw9mijUgikR/qSERfA2NgAxgzyx1+uW3HKs76wkSe+y+5yxo2M8eOZo4z0e6+qkUfyK/FWKlgzLoVwbe//nxKrnQu3FVDvcDHS6MUXIxLwPkUmRyVJosLmYIvJSlabhc0mCzntHbj2G81qBIGhRj1jfAyM8TUwxterz3N1ohno48cPPviAK664Aq1WywcffHDQtvPnzz/o9v5ioJ/jo0GSJIq3ZrH+84+pLy0CICgmltm33UNYYtJhH6f+vwtoeustVIOTWZP8IB3tTubcmk7CqJ6r+hsalpGd8xCBAWcyZMh/UCi0fP/ydspzmpl06WCGT48+pq/vZGCv2zmv1kxejYnczppVJU0W+vo2rVQIJAQbutxUe2MAQ320p2x9GRmZUwpJAktjD3eVq66A1vxMlO1V+KjtKIVDTKWp9J3uqpje0YB+MaD3P3lFq6WPwMb/YdcHMmbE20QGRrN0zOF/Hv1RqvJy+Pr5p7BbLYTEJnDx357qFXHrEl3M+GIGTbYmXpv+GpOjJgNg3dVA2/fF+J4Th9eIA7vavqtv5dbsUgJoRFl+P4G6QD4971PCDGFIosjWn79jzeIPcDud6Iw+zLrlbgaPm3jIvltNbSx/521Kd+lQatNwOwpQjKjnTZ/PMWqMPJfwHCt/Xom3tzf33XcfKpVncZlblLjvs+0kvvdfZpVvxifGSsQZJm4VnmCZNQl/LzUtVie3TY7nkXNSAVj1cR7Za6qpDijgu+RXefWsV5kSPaXPfkmixOKnN9FSa2XCRQmMmj0Ii8XCBx98QH19PUqlErfbTUhICHfeeScbvi5k6y/lhNZlkpa7iIILn+PC5y88nD/fgORUHD/KyAx0+lWUSk9P56233mLixJ4X7nXr1nHrrbeSnZ3N8uXLufHGGykvL++nXvaNfMGSOR0RHQ7s+QXYcrK7RCj7nj1IDkevtoJejy4lpVuASh+CNj4eQX36RUnJnJpY7C62lreQVdJMZmkz2ytasTnFHm30aiWjBvkxNtbjhBoR44eX5tR2rcj0jcMl8v76Ev5veQFWhxuFwBFH+tXYHZy5KY92t8hzSVHccJBaSHmWDuZtK6TZ6WaCn4GPhyXgdRLWQrG5RXaarWw2WTvj+CzUO3q7FcI0akb7ejG2U4QaatSjPcEuqMPhZBk/ulwuPv74Y2bPnk1YWFh/d+eIOFnO8dEgSRJ5a1ex8oO36TCbEAQFo8+by8RLr+ozvmh/3CYThTNnIba1UX/jf9hdrCM80Zd5D43u1VYUnSgUnmuT2ynyzgO/43KKXPFEBoERcpzyXjocbvLrzL0iAPdflLIXPy81KWGe6L+0TrEqKdSITn1qLByQkTkVEd1utv/6I+s//xi71QJA2plTmXzBHAxiW2dEYFlPl5WpCjjEVJvWp89owC7RSjtAr7UFy+HjiwGomvcho5ti8FYqKDhz6AkV3etLi/nyn09gbWvFPzySSx57Bp+gniLTvzL/xce5H3NO3Dk8P/n5Izr+c8U1vFRWh659Jf6ti3h39ruMDBmJqbGeX17/P8p37wQgbuQYZt9+Lwa/I0t32vbrZtZ/ZUKSROxt72DzEfh5eB5DB49n8O7BmEwmzj//fEaPHo0kSTzy1S5+XpvDh7/8A7XoJvaOkehbfqRDHcAVyheZe+Zonvo+Bx+dio1/m47U4WbRo+sRXRLfDnkZIbyDn+b9hFLR9+dN0bZ6lr65G41exfx/TsQlOVi0aBG1tbV4e3tzxRVXsHDhQiRJ4oEHHqC9XuTrf29FLdmZtPpBGsJGM/m3RQgnaez8qTx+lJEZqPTrzFhRUVGfb3YfHx+Kiz3218GDB3fZRGVkZE4cYkcHtry8bvdTTi72ggJw9Z4MVHh7d4tPQzz3mthYBKX8BVvm1KGx3c7m0mYyS1rYXNZMdrUJt9jzy2aAQcOYQf5dTqi0CB+5KLoM4KlFdevkBC4YHtkV6bdoQxk/7qw57Ei/R/OraHeLjPHxYn5E31Eje0kx6Fk8PIGLtxWyodXCzbtLeH9o3AmPqztS7KLIr40mMtva2dxmZXd7B8791k+pBEj39mKsrxejO0WoSK1adh8cQ1QqFXfccQe5ubn93RWZfRAEgdQzpzFo+ChWvv8WeetWs/n7ryjM2sCs2+4hOm3oQfdX+vgQdOut1L/4IgHL3kQx+D5qCttoKDcTHNOzBsVeQQqgtrgNl1PEy0dDQHjviKTTGb1GyfBoP4ZH+3U9JkkStSYbeTVmT43BTndVcaOFVquTjcXNbCzujr9UCBAbZCA1zIfUzlpVKeFGIv308nVNRqafqcjZxW/vvUljeSkAIbEJnHXj7UQmp+7T6ozeO7ocYKo8cDSgpR7sJqjb5bn1hVdgT6GqS7yKBb9oUPVD2kh7A3xzh+fnsbcQnH4eyt930u4WqXO4CDuBtUxDYuO5/MnnWfLsY7TUVPHpEw9zyWP/ICAisqvNuXHn8nHux6ysWInVacVLffglAlY3VAAaVI4yHh//OCOCR5C7ZiUr3n0Du9WCSqtl6rU3M2zGnKO6Vo+cNYaSnVuoKWxDpRuNrm01c9dEsbNqN4axwzDtMLFu3TpGjBjBsz/t4dOsCq4s3YRadKMbNgz9He/Awpno63bzbfg7uDMu4L11pZQ3W/l6WxVxVU5El4TJv44aYxH3JN1zQEFKkiS2/OypPTVsWhSi4OKjDz+itrYWg8HA/PnzCQ4OJjIyksrKSgoLCxkxfARaLxV2K7T5xBFcu4XmzdkEZhzf2mIyMjKnDv3qlJo0aRJGo5FFixYRHOwpiNfQ0MB1112HxWLh999/Z/ny5dx5553k5+f3Vzf7RFbRZU4l3O3t2HNzuwSojuxsHMUlIIq92ip9fdENGdIlPunS0lBHRyMM8IlOGZkjYW9MT2ZnLajM0maKGyy92kX66bsEqIw4fxKCveUJJJnDYv9Iv1Exfjx9kEi/nxpauXF3KSoBlo1JJtX78GqPbWxt58odRXSIEucF+/JGWiyqAbqCMbe9g7tyysix9Ky9FqxRddaBMjDGx4thRi/0J6nYezKNH6dNm8a9997L3Llz+7srR8TJdI7/KEVbNrH8nf/R3twEwPCZZ3PmVTf0WctiL6LdTtGcs3HV1FA47wXKmw2kTAxn+nWpB9xn4zdFbFlaRtK40JO6XkR/Y3O6Kaxv73JT7XVXNVt6Jw4AGHWq7jpVnUJVcqgRg1Z2XMvIHG/MTY2s/uhd9qz/HQCdt5FJV1zL0OmzURxgYv+IcFihrWIfoaq0p3hlaz3EAQQwhvftsvIfBMYIUB7ja4UkweIrIH8pBKfCrStBreeMjbkUddhZMiKBSf7GQx/nGGNqbGDJs4/TUl2J3seXi//2NKFxCZ1dljj363OpMFfw/JnPc078OYd1zMKWQqZsqcCt9OdS7XpeGHYty9/5H/kb1gAQnpjM2Xc/gH945CGOdHBKdzby4/92olCCre17RKenfqTZIKGOn4DT5cKeNJPFO1tRim6+/v151K3NRLz4Ar7nnw9NRfDWVI/AOeo6FvrfzzM/5pIYbODSCnDZRH5OfouqwD0su3QZQfq+UxbKc5r4/uUdqDQKrvj7GL74+lMqKyvx8vJi/vz5hIaGArBq1SpWrVpFWloal112Gb8uzKYgq47Qlh0M2fEWyglnkfTea3/onPQXp9P4UUZmoNCvI9qFCxdy4YUXEhUVRXR0NIIgUF5eTnx8PN9++y0A7e3tPP744/3ZTRmZUwp3ayu23Fxs2dkeESo7B0dZWZ9tlUFBXeKTfsgQdGlpqMLD5Ul3mVMOUZTYU2f2OKFKPZF8tSZbr3bJoUbGxvkzNtYjREX4HZ4wICOzPxMTg/jpnjO7Iv22lrdywatr+4z0M7vc/C2/CoC7YkIPW5ACGO/nzXtD47huZwk/NLTxwJ5y/i8lBsUAuo6LksSbFQ08V1yDQ5IIUCuZG+LPGF8Do328iNFp5M+dfuDOO+/kwQcfpLKyktGjR2Mw9HTIDBs2rJ96JrOXhNHjiEpN5/eP32Pn8qXsWPYzRVuzmHnzXcSPGtvnPgqtluC776bm0UcJ3bCI8uQ7KMisY+JFCeiNfdddq8hrASA6JeC4vZbTAZ1aSXqkb4/FB5Ik0dBuJ7fG46bKq/VEABY1tGO2ucgqbSGrtKXHcQYFepHaKVKldLqrov29Dum2lZGROTQup5MtP37Dpq8+w2m3gSAwfMYczrj8WvTGYzhRrfGC4GTPrS9sbZ2CVR/RgK1l4LSCudpzK9/Qe3+FCnwi94kD3E+08g498npWWe94BCmlFi5ZCGrPeDTRoKWow06B1d4vopRPUDBXPPU8X/7zCepLivj8qUe46OEniEpNRxAEzok7hzd3vsmPJT8elijVZm/jjlWP4PZ7FCSJW/RjWfTQXbS3NCMoFEy45ErGzb0MxTFIhRmUHohfqBetdVbSpt5E/ob1OCy/YbS0Y68tZ7ffKDbvbAXgpfBm1K3NKIOD8Jk923OAwASY9zZ8eiVsXcTVk6P4r2Y4hQ0WCl0aovxslPnnMHvQrAMKUkCXSyplYhhffvs5lZWV6HQ6rrvuui5BCiAhIYFVq1ZRXFyM2+0mdlggBVl1tIZ4nNqujSux5eejSzpx9cVkZGROXvrVKQWegfgvv/xCfn4+kiSRkpLCzJkzUQxw14WsosucDLgaG7vj9zprQDmrqvpsqwoP7+F+0qWloQ45cOFPGZmTGYdLZFdVK5klLWSVNrO5tBmTrWc0pUohMDTKl4xOAWpMrD9+Xn1P2MnI/BFq22xdkX4AgQZNj0i/R/Irea+qkTi9ht/GphyVS+inhlZuyS7FLcENkUH8c3DkgBB6KmwO7s0tZ32rxzE2M9CH/6ZEE6w5NesPnkzjx77G4oIgIEkSgiDgdrv7oVeH5mQ6x8eS8t07WfbWK7TW1QCQOmkqU+ffgpdPb/el5HZTfOGF2AuL2D7nRVpsXoy7IJ4x58T2amuzOHn3oTVIEsx/biLe/oeuXSXzx3G4RIoa2smrNZFXYya3MwKw3mzvs71BoyQ5zEhKuA+pnffJYUZ8dKfmtVRG5nhQvC2LVR+8TUuNZzwWkZTKWTfe3uW6GTBIElibOgWq0t7iVVsFuPt2YHah0oFv9H7RgJ2uK/9Y0Pv3FK3qcjyOHLcd5jwP42/v2vRMUTWvlddzU2QQzyZFHY9XfFjYrRa+eeEZKnN3o9JoueCBR4gbOYbi1mIu/PZCVIKK3y77DX/dgWs/uUQXdy6/k9UtZtpCHibUYeW6d/8JgH94JOfc/SBhicdWcNn9exWrP9mDMVDHlKuT+fmNLdha17FV5+T3AE805EXhVu5Z/yW2HTsI+tPdBN91V8+DZL4NPz0EwJKYx3koP5UEp4KgqK/JCdjAu7PfZWxY34tVagpb+erfW1EoBbTDKimvKUKr1TJ//nwiIiJ6tBVFkRdeeAGbzcaNN95ISGB41xghKf9ToqrXYJw9m6iX/u+YnqMTwek6fpSR6U/63fsvCAJz5sxhzpw5/d0VGZmTFkmScNXV9RCfbDk5uOrq+myvjonpIT7p0lJRBcirX2VOXdrtLraUtXTWhGpme0UrdlfPeEovjZLRg/y7BKiR0f7oNXJdNJnjT5ivjleuHMmVGdE88a0n0u8vS3byaWY5V8xK5P0qT23NF5Ojjzq27pxgP15KieFPueW8V9WIUangbwkRh97xOCFJEkvqWvhbfiVmt4iXUsHTiZFcHR4wIMQyGSgpKenvLsgcATHpw7juxVdY/8UnbPnhG3LXrqJ0x1bOuuE2kidO7vG+EpRKQu6/n8q77iZ899e0JF7N7tWVjJwdg3K/a0x1fiuSBP5hXrIgdQLRqBSkhvuQGu4DI7sfb2q3d7mp9kYA5te1Y3G42Vreytby1h7HifLXd7mp9kYAxgYaUMquKhmZLlpra1i56G2Kt2QCYPDzZ/LVN5B65rSBOSYRBDAEeW5Ro3tvF0Uw1/R2We2NBjRVgssGTQWeW19ojD2jAYt+8whSiTNh3G09miZ6eWpbFVr7Fs1PFFovA/P+9hQ/LPgXxVuz+ObFZzj77gdJmTiZ1IBUcptzWVa2jMuSLzvgMRZsWcCGmg14aefRBviVFwEwYva5TL76BtTaY/85mDI+jE3fFmNusuHscHPpXyfyxP+J/K7wLP4ZqqwmYed6bDt2gEqF/+WX9z5Ixi0eMXLdS8yreI4vFQ+zQTWEOkMBCb7xjAkdc8Dn3/KLxyWlDDRTXlOERqPh2muv7SVIgWfBUkJCAtnZ2RQWFhITE0NYgi81hW2Uxswhsnot5l9+wbZnD7rkA7gAZWRkZDrpd1HKYrGwevVqysvLcTh6rua45557+qlXMjIDF0mScFZVecSnvRF8OTm4m5t7NxYENHFx3eLTkCHoUlNQyis/ZE5xGsz2zig+T02onGoT4n6+4ECDhjGx/p31oAJIC/dBdZLWqZE5NZiY0DPSb0tFKxtyypGMauYF+f3hSJRLwgKwukX+kl/Jy+X1eKuU3DMo9NA7HmOanS4e3lPJ9w2tAIz28eLV1EHEefVDwW6ZA1JWVsbEiRNRqXp+XXC5XKxfv55Bgwb1U89kDoRaq2PKNTeSNP4Mfn3jZRoryvjx5RfJW/8702+6A2NAd3SP91lnoR85kpDtmRQlXYqlDYq3NTB4TM9rQkWeZ3wZJUf3DQgCvbWckajljMTuv6XLLVLSaOlyU+0VrWrabFS2dFDZ0sHy3O6Fajq1guTQbpFqr2glu8FlTjecdhuZ33xB1vdf4XY6USiVjDz7AiZcfOVBa/MNeBQK8I303AZN6L3d7YS2yp5C1b7iVXsdOMxQt9tz24shGOb+r1fs32Avj1BTaO0dfX6iUWu0XPDgoyz93wLy1q3mx5dfxGG1ck7cOeQ25/Jj8Y8HFKW+K/qOD3cvYlixL9UxCdSEQpS1lYsfeYrYEX2If8cIlUZJ+pRINv9Uyvbl5XifG8VSpQgSjLDDcGMVCZUeF3SlUU/VN58z6crr0Bm8ex5o+pOIrRUosr/ibfV/mSc9SUnLeC47M/2A4mpjpZmyXU2ARJ2Yg1qr5pprriEq6sCOt8TERLKzsykqKuKss84idmgQNYVtOHR+NIaNIrh2C42vvkrUK68cq1MkIyNzitKv8X3btm3jnHPOwWq1YrFYCAgIoLGxES8vL0JCQiguLu6vrh2SU9XaKUoS9Q4XlTYHoVo10Tr5y0l/IokijtKy7gi+zptoMvVurFSiTUjwCE9paZ4ovuRkFPvVgJCROdWQJInyZiuZJc1sLvXE8RU3Wnq1iw7QewSo2ADGxAaQEGwYmKsfZWTwRPpdszqX3UYBHG7Ctrbwt5nJXZF+f4T/ldfzdJEnmuYfgyO5OSr4WHT5sFjZZOK+vHLqHC5UAjwYG8afYkJRnSar9k+m8aNSqaSmpoaQ/aJ8m5qaCAkJkeP7Bjhul5PMb5aw8avPEN0uNHovplx7I0PPmt312WfdsoWyq6+hJO5cSgadQ1i8Lxf/pefE28d/30hrnZVz7hhK3PATd62Q+eO0Wh0eN9VeoarWzJ5aEzan2Gf7cF8dKZ3RfylhRtLCfYgLMsgLdmROOSRJomDTOlYtWoi5qQGAmKEjOOv62wiMiu7n3g0AnB3QWtEpVJV2ClX1MOYmiBnXq3mL00XqWo94VXTmUAyq/k+akESRFe++wY5lPwEw4pKLud+6AAmJXy/+lXDv8B7tdzXs4u4vb2L8Nl9CWrW8e9k9NAWE8N7gMM6OCjvu/bW02Vn06HpEl8RnPnbKFSJzhvjhk7ONMKuVWcs+QCmKrB0chclLi5evH1OvvYmUSVN7fJ/ds74M7x+uIFKTQ7UUwDznY3z9yEWEG/teWLL07V0UbWnApqunI6iQa665htjY2IP21Ww285///AeAP//5z9jaJD592uMy1FtqmLD5WZAk4r7+Cl1q6rE5QScAefwoI3Pi6Ven1P3338/555/P66+/jp+fHxs3bkSt9ijz9957b3927ZTFIYrU2J1U2BxU2hxU2pyd9w4q7Q6qbU4cnTqlArglOpi/xIYNiIHFqY7kcmEvLu4hPtlzchGt1l5tBbUabVJSt/iUloY2KQmFTo5VkTn1cYsSe2rNZO11QpU096qxIAiQHGpkbGwAY+M8QlSYr/z+GIi4HA7Kdm2nMGsDJds2Exg9iHP/9BBevn793bV+xaoWKPBVgCgRVW2nsc3eFen39IXppEf2rhNzuNwZE0K7281/S+t4rKAKg1LBleGBx7D3vbG6RZ4pqua9zijCRC8tr6YOYoTPSbwS+RRnb+2o/WlqasIgL3gZ8ChVaiZcciWDMybwy5svU1uYz7K3XiVv3e/MuvVP+IWF4zV6NN5TpxKxfg2lg+ZQW9xGfZmJkEGeyRhzs43WOiuCQiAi6cA1OGQGJn5eGsbHBzI+vvv67hYlyposXWJVbqerqrKlg5o2GzVtNlbuaehqr1EpGBzi3SMCMDXcSKC37GyVOTlpqiznt/feoHz3TgB8gkOYeu3NJGZMkBer7UWth+Akz+0w8FerCFSraHK6KOqwM8zY/2M7QaFg+k13oDUYyPzmC7Yv+ZJzhqbwY1QuP5f+zI3pN3a1rbfU85+FD3L2ziDUbgUKoy8tAZ5FGKOCj+/4eC8GXy0Bqf407mpmRIeKoeMDefnKkXyeV4Hz8S9QiiINQUH4n3U7qvJlNFdX8tOr/2H3qmVMv+lOAiKikESJLctqsbb8lbkRDxLhbuBd1Uus2DqOa6b0FqWaaswUbakHBBw+1Vx11VWHFKQAjEYjoaGh1NXVUVxcTHp6OsYAHeZmGx2GcJSTpuNes5yGV18j+rVXj/3JkpGROWXoV6eUn58fmzZtIjk5GT8/PzZs2EBqaiqbNm1i/vz55OXl9VfXDslAVdEtbjdVtn1Fp33EJ7uDWruTQ/3BlQKEaNTU2J0ARGrVPJcUxaygo58Ak+mJ5HBgLyzsEp86srOx5+1BsvfOYRZ0OnTJyV3ik27IELQJCQga2cUmc3pgd7nZWdlGVqcAtbmsBbPN1aONWikwLMqPMbH+HifUoAB8veTi3gMVm6Wdkq1ZFGRtoHT7Vpz2nnEfPsEhXPjQY4TExvdTD/sXSZK4ZHsR61rbmepvZFF6LO+vL+Wl5QVYHG4UAlwzfhAPzkw+6v9zSZL4e2E1b1U2oADeGBLLBSF+x/R17GW7ycrduWVdtQZuigzi0YQIvE7D1fcDdfy4L/PmzQPg22+/Zc6cOWi13ZPPbrebnTt3kpyczNKlS/uriwflZDjHJxpRdLPt5+9Z++mHuBx2VBotZ1x+DaPOuQBHQRElc+eSnXwddWEZJI8LY8YNaQDkrq/mt0V5hMX7cPFfDlyPQubkx2Rzkt/ppsqrMZFbY2JPrRmLo29HZLBRS0qYkdROV1VquA8Jwd5oVKffdV3m5MButbBhySdsW/oDotuNUq1m7AWXkHHhxcelTtDpxtytBWxss/C/tEHMCx1YixiyvvuS3z9+D4A90WaaJgXy5dyvAGhpqmPBs7fhW+X5bhmROoSoG//EpUWNBKlV7DpjyAkRK3dUtPKnNzZxeZMaCbjiyXEEhRlw2W1sPyMDQ7uTdRMn0hiYQVrUGAIj8tn87Re4nA6UKhVjL7yUkPhp/PpOHmqdgp/SHuLtmgqCJRtZyhGM/usyFOru+SO3280Hz/5CR7UOh7aZ8+4ezuDBgw+7v8uWLWPdunUMHz6ciy66iN8X72HX6ioAJp2pRfPsrSCKxH65BP2QIcf6dB0X5PGjjMyJp1+dUmq1uusCHxoaSnl5Oampqfj6+lJeXt6fXRuQSJJEq8vdU2jqdDjtFaGanYeOUtEpBCK1GqJ0GqJ0aqJ0GqJ1e3/XEKZRo1IIrGgy8df8SipsDq7bVcJ5wb78Y3AUYVp5ovdIEG027Hv2dDugsnOwFRSA09mrrcJgQJea2i1ApaWhiYtDUPV7+TcZmROG2eZkS1lLpwjVwvbKVhyunlEzBo2SUYM8AtTYuABGRPuhU8uOzoGMubmRoqxNFG7eSEX2TsR9or+0Bn90Psl0WIIQbesxNdTz6RN/4ey7HmDwuIn92Ov+4fPaFta1tqNXCDyfHIVGpeTWyQlcMDySZ3/K5fsd1SzaUMaPO2t4+OyUo4r0kyR4OCaEZruTJQ2t3JFdSkNLKMO1WjqcbjocbmwuEZvD7fnd6UaSYE56GHFBh+eScYkSL5fX8d/SWlwShGpU/F9KDNMC5S96AxlfX88iJEmSMBqN6PX6rm0ajYbx48dzyy239Ff3ZI4ChULJ6HPnkjB6HL++9QoV2TtZ/eFC9mxYw+zb7sH3wguJXrGSurAMCjbXMWFeAgZfLRW5LYBcT+p0wEenZkxnvPFeRFGisqWD3FoTeTUeR1VerYmyZisNZjsNZjtrChq72qsUAokh3t1iVbgPqWFGgo1a2YEi029IokjOmpX8/vF7WNtaAUgYM56p192MX+jxj2U7XUj00rGxzUKBpf/rSu3P2AsuRmvwZtnbr5JcYaRkVQt7zshFKG7h2/89j6/NjVshMfLii5kx73o+rPHUUhxq1J+Qa9eeWjPz38uk1e2i2UdLgEkkd3UVZ16eRPtPSzG0O2nxVlIVFYkk1FG2pwGrOYFLn1jAxi/fpWT7FjZ+uRi1/jcE1SykNDVFWjv/ThrL3/dkMta9nepP7iDiundAEBBFka8++w5rtREBmDg36YgEKfDUlVq3bh2FhYWIosigoUFdolSTGEDyuedi+v57Gl99jejX/3dkJyTnO9j5GVz6ASjleTAZmVOZfn2Hjxw5ks2bN5OUlMS0adN44oknaGxs5MMPP2To0KH92bUBiQikr9uN+xBWJ6NS0Uto2itARes0BKlVh/XhOj3Qh1UZyfy3tI43Kur5oaGN1c1m/pYQwXURgSjlLxe9EC0WbHl5HuFpbwRfURH0UXdB4euLLi21S3zSpaWhGTQIQSGvMJQ5vag329hc2kJmSTNZpc3k1pgQ97vOBXlrGNs5WZIRG0BquFGucXAS0FRVwZ6sjeRtzaKqrBSXUo1LpcLlF4zSJxRRN4gOMQy3yh+XSsCtBIN1MGF1S6Ell+/++08mXno14y++4rSZ0Gp0uHiy0POl7qG4cAbpu10qYb46XrlyJFdmRPPEt9kU1rd3RfqNHuTfKSaJ2FzuHmKSzSli6xKaPPf2TqFXAhTD/HGHe/FoRS3qLY0oWxwH7N+CZfncPiWeO6clHlQILrbauTu3jK0mTwTt+cF+PJ8cRYBa/nI50HnvPc9q4tjYWB566KFDRvWtW7eOMWPG9HBUyQxM/MLCufTxZ9n126+s/nAhtYX5fPjX+5gwbRZ+P/6IT1sxJt94ctZWM+bsWCrzPBNz0akDa9W7zIlBoRCICfQiJtCL2UO6J+8tdhf5dWZPnaqaTsGq1oTZ5vLEAtaa+WZ7dVf7AIPGU6uqM/ovNdyHxBBveTGRzHGnrriQFe+9QU2+J4HHPzySadffStyI0YfYU+ZISfTyjAH2uuIHGsOmz0brZeD7l/9FXI2BHx57Alo7UADNPg6m3nYnM8fMBWB3ewcAQ7z1Bz7gMaKk0cLV72yi1epkRLQfl00azPLXd5Ozvoax58XS/OEiAOwXTaNJ0UqAPQCHXzVNlRp+fdfJuXc9SPq0nfz61mvYLXXAx+TVCAiDYPyYm/jOfSGXFvyZiJIl8Hsy4pkP8f3331O62YwXvvhFahg3bdgR9zs6OhqNRoPFYqGuro7I5BAUKgHRJdFQZuaMO+/A9OOPtK9cSceuXegPZ35XdMPKZ2GNp14VWz+AsTcdcd9kZGROHvo1vm/z5s2YzWamTZtGQ0MD8+fPZ+3atSQmJvLee+8xfPjw/uraIekva+fYDTl0uMUeLqceApRWje9xmPDJbu/gobwKtpk9k0ujfLz4d3I0aSfgg3qg4jaZsOXk7uOAysZRWupZfr4fyoAAdEOGdAtQQ4agjow4bSZZZWT2IkkSZU3WrlpQWaXNlDb1rpsWE+DF2NgAMuL8GRsbQFyQQX6//EEkScIpSdhECbso0uEWu362iRI2t0iHKGIXJWyi6Lm59/l5b9vOx7rauru320QRi92B1eHAJoo4FUrEo1zh5tduIaymiPCGSjKCA7jp6uvwMfR/Rv3x5u6cMpbUtZDurWfp6CRUB3BAOd0i760r6Yr0+yOo1QrswwNwBGpRuCUSiq0EuUCnUqLXKNGrlejUSipbrGwq8UxSxwR48dSFQ5iWHNLjWJIk8VFNE08UVNMhivioFDw3OIp5of7ye5hTMxrEx8eH7du3Ex8/MOI2T8VzfDwwNzey/J3/UbzFU5x8lMmBYAkhO+1GvHw0nHvXML54bjMqjYKb/zsZpRzLJnMQJEmius3WFf23NwawpNHSa6ERgFIhEBdk2Cf+zyNahfvq5M8KmT9Mh9nE2k8XsXPFLyBJqLU6xl98BaPPvRClSk59OR4sbzJxzc5iUg06Vmak9Hd3DsgXS9+k+INvUYkKJCR2x5uYesUNXD+8u8bUuVvy2WKy8kbaIOYexyjCqtYOLntjA1WtHaSEGfns1gn46FV8+kwmzdUWxmTo8HnhJgStlsSVK3nw1yfxz/PHrRBJEmdhqnWg1iqZfWs6W37KoWzHEkRnEQCNAU7uffxNnLoQXv/PY/xTvRCAbbG38l2xH4ENGQiSkvPvGU5M2tHVzVq8eDF79uxh+vTpnHnmmXz9n61UF7SiVCu47eUp1Pz1Edq+/RbDlMnEvPnmwQ/W0Qpf3gyFyzy/T7gbZjx1Qp1S8vhRRubE02+ilCRJlJeXExIS0iMW5GShvy5YDlFE009OGrck8UFVI/8srqHdLaIU4PboEB6MDTvl60K4mps9AlR2dpcI5ayo6LOtKjR0PwEqDVVIiPwFS+a0xC1K5NaY2FzaTFZpC5mlzTSYe66gEwRICfMhI9bf44SKCyDU59TOdpf2EYf2ijkd7qMQhESxUxTqud++x7XtIzqJh+7acUXpllC5JdQi6JQKDBoV3noVXiolOqWARlBQYrFRbO/t1FGIIileWsYE+DDCx4uRRi+SDLpTyrW7qtnEFTuKUQA/jk5ipM+hRbjaNhufZJZjd7rRqT0ikk6l8NyruwWlbnFJ0fW4XqNEq1KiVAjY3CLX7ipmTUs7violX49M7LXwRJIkft5dy9Pf51Br8sSzzBkSxhPnpxHhp6fe7uSBPRUsbzIBcIafNy+lxhClk2sg7uVU/MJrNBrZsWOHLEqdhEiSxJ4Na/jtvTdxNTczOa+SrIyncGj9CIn1ob7URMyQQM7/08BdKCgzsLE53RTUtXcKVd2uqlZr7xhzAB+dipRwH9I6xaqUcB+SQr3x0sguW5lDI4pudi7/hXWfLsJmaQcg5YwpTL7mBowBQf3cu1Obsg474zbmolUIFE8eNmDH5x2uDua9MYPYYjX50e1kjJnJPyf9s2uuxi1JJP6+iw5RZE1GCoMNx+c7ab3ZxuVvbqSk0UJ8kIHPbptAsNHjNttbz1FHB+NX/4WAS+YR/swzVJurWfDyAgxOAz5pfsRXTaZqTyuCQkASJRCgJukzDJsr0LgUqHV6pl53M69UBTIy/yXuVH2HGwXvmv+OwzKM4Bgjlz4y5qjnqbKysvjxxx8ZNGgQN9xwAztXVbDm0wIArn/+DNSttRSdcy643cR+9in6A5kO6nPh06uguRhUesTzX0YYdukJnz+Tx48yMieefhvdSZLE4MGDyc7OPuL80tOZ/hKkAJSCwI1RwZwd7MtjBVX82NDGa+X1fFffyvNJUZx1itSIcNbVY8vZKz55nFCumpo+26qjonqIT7rUVFRB8oBX5vTF5nSzs7KNrNJmMkua2VrWgtnu6tFGo1QwLMqXsXGeKL5Rg/zx1fffqkW3JPUSduz7OIcO6ibaXxA6DDfR3mP1N3qFgFahQKdQoFMK6BQKtAoB/T6PdW1XCJ2PeX5Wi27aqytpLSmktbgQrO2o3C5ULidqBHSqcJTOMDRCJGpRg8otERJqIH5oIIOGBhEW54NCqUDscOGobsdZY8FZ3Y6zxoTkEjGpBTY6Hez2EtjjB3v8lLTq1OTYnORUN7GougkAAwJDVWqGa7SM0OsY4a0nUq9BoVEiaJQIGgWCWolwhPWW+gOrW+QveyoBuCkq6LAEKfBE+j0wM+kPP79OqeD99Diu2FFMlsnCZduL+GZUIole3V/GBUHgnKHhTE4K5qXl+by7rpSl2bX8XtDA7Omx/KJ00ux0oxEE/hYfzq3RwSgG6KSEjIyM5z2dMnEyMenDWfXB25Q2fU1k9RpK4s6nvtQjLsvRfTJ/BJ1aydAoX4ZG+XY9JkkS9Wa7R6iqMZPXKVYVNbRjsrnILPGMIfciCBAbaOhyU+2tWRXlf2LqvcicHFTmZfPbe2/SUFoMQHBMLGfdcDtRaen93LPTgyidBq1CwC5KVNocPeKnBxJ6lZ5RI6bynfE7hgQO4e8T/t7jOlJstdMhiugVAvFex+c1tFodXLcwk5JGC5F+ej66eVyXIAWQNDaMDV8W0GHRUx88ioRrrgUgwhhByugUKjZWULenhjm36PFeqmPPxloAokf68pZuI16TBG6rmkJTQRHL3nqFxKFn8aLrMiKFBs4WtoM1AYDRZw/6Q9fQhATPcSoqKrDZbMQPD+4SpWqL20gYOQjfCy6g7euvaXj1NWLefqv3QXK+ha/vAKcFfGPgio94abeevI+28MzcdEKMp/ZCVRmZ051+E6UUCgWDBw+mqalJFqVOMsK1Ghamx/FrYxuP5FdSYXNw1c5i5ob48XRiJCHak8MSL0kSrupqOnK66z/ZcnJwNzT22V4TG9stPqV5BCiln9+J7bSMzADDZHOypbSFrFJPFN+OijYc7p5+HG+titGD/Bkb64niGx7t12cdgb3xcvZ9nEOHipezi1Jnu0MLQl3H3c9N5Oy/FFsAFNAl9uwVhLQKofOx3oJQ13aFAr2y++d9xaWu/ZQ9hSbtPvsf6ZcQa1srRVsyKczaQNmu7aidToKBYECl8UZQxYMiHYUqGkFQoVAJRCX5M2hoEIPSAzColR7hqbSN5g3VOKvbcbf0nTvvBZzVeaMMJJzU6exk+yrJ9lWw21dJro8Siwo2uhxsdDnAaoYmCLSLpLe6GdImMqTNTZrJjREFir0ClUaBoFGiMKhRGjUofTpvRg0KHw1KHy1KoxrhBDuA/1NaS7nNQaRWzcNx4Sf0ufdiUCn5aFgcF28vYnd7h0eYGplIzH4TC95aFY+em8a8UVH89bvdbPaSWCzaQIRYtZr3RsSTehrH+8rInGx4+fhyzp8eomj0eJrv/jNlg+YgKjzj+ejUgH7uncyphiAIhProCPXRMXWfCFi7y01RvcVTp6rW1Fmzykxju52SRgsljRZ+2lXb1d5bq+p0U3XXq0oO88FbK7uqTifaW5r5/eP3yF2zEgCtwcAZl1/L8Blno1DKdctOFEpBIF6vJddio8BqH7CilKulhdsrkpi+fShD//QYOlVP0SO7s55Uqrf+uLi9zDYn89/NJK/WTIhRyye3jCPCr+eYWalWEK+rJNsSTlXKBWiTuudLr5t+HU9vfRq9Q8+Cn//La9e9RkCEgYqcZspTMhFLRFLjxzL/tgVs+fEb1ny6CFftHvyM0fzZeTsGYSMOyYC/upb42D+2qC0gIIDAwECampooKSkhNTUVjU6Jw+ameHsjCSNDCLrjdtq++w7LmjVYt23Da+RIz87714+KmwyXvE9Om5rXVq7FJUqcPzyC84ZF/KE+ysjIDGz6dcT2wgsv8Oc//5nXX3+d9HR5Bcvh0PLpZyh9jHhlZPS7I2dWkC9n+HnzQkktb1c28E19KyubzTyWEM7V4YEDanW0JIo4Kyp6xO/ZsnNwt7X1bqxQoE2I76r9pEtLQ5uSgtLb+8R3XEamnzhQvFyt2ca26jZ215jIa2inos2GpBBAKXjUlRgv9Ho1Yf46An10+Hlr0OlUOESJdaLIirZmbM1NAzZeTiMIfQtCPZxDBxCE9ttvb1u9sqcgtK+4pFMoUA9gF09rXS2FWRsozNpI9Z5cJKn7L6TS+iMJ8SjVgxGUYQiCAr2PhtghAcQO8iHIS4nY2IGzqAXLmgrMVlefz6H006KO8EYTYUAd7o1Cr0R0ikgONy6ri+zfKmirtaKyuUlyVBNT0MT5ggb/yEGYYmLYrRLZqZbYpZMo1EOTVsHqUAWrQ7ufI7a9W6Qa0uYkqVFEfTAtUmA/0UqLwqj2CFY+3UKWwqBBUP7xv99us5U3KuoBeC4pCm9V/02i+KpVfDo8gYu2FVBgtXPZjiK+HTmY0D4WnJj0CmqG+eG2OUCSUJa2U1Ng4p1qF387J4VA74E5ISEjI9M3CRMn4XPv7ZR/tZna8AkI2AiIMPR3t2ROE7QqJWkRPqRF9EzfaDDbu9xUeyMAC+vbabe72FzWwuaylh7tYwK8uqL/UjvvBwV4oRjA4y2ZI8ftcrL15+/ZsGQxTlsHCAJDz5rFpCuuw8vH99AHkDnmJHrpyLXYKLTYmDGAUnScdXWYly3HvGwZ1qwsEEXCAXPRIwR+/hkKXbcwtbtTlEo/DourOhxubvpgMzsq2/D3UvPRzeMYFNj7M1bs6CBo5UIUQ/5CmzKQ6oJWIpM8rmW1Ws2kCZPYsHoDxmojC3ct5I5ZdzB0RgSzlzwIwGXJlyEoFIw5fx51boGs7TtIddWR6YxjR9t0dMAor88QFr8KN/4MuqN/vyQmJtLU1ERhYSGpqakERBioLTZRV+yZZ9PExOB70VzalnxJ4yuvEvPuwgPWj3Ki4M8L1+ESJWYPCeXcof2zSE9GRubE0a+i1DXXXIPVamX48OFoNJpetaWam5sPsOfpiSSKNCxY0CWkaBITMGSMw2vcOLwyxqLyP/HxGgaVkqcGR3JxmD8P7algp7mDP++p5IvaFl5IjiLF0H8rpZ319VjWrceyZg2Wdev6FqDUarSDE7si+PRpaWiTk1GchHXOZE5d/mi8nF2UOtsdvpvokPFyBsDghcfT0hNz561AdIDJAaaje90HEoS6XD/7uIK63EDKnoKQTqlArzgM8ajzWAM1//xEIUkSDWUlHiEqcwMN5aU9tis1YQiKeBSaRARFICpBICbCQHSYF4FaBUqzA2dBC+Q29f6zK0Ad4oU63Bt1hDfqCAOacAOSWonN4qSj3YnZ4iQwxIDeu1sAyRgdyrJ3c9iztR5sEUQlWSjc9AM0QiyjuO7ev6AzeBYNWN0iu81WtpmtbG2zss1kodzupNRbSam3kh8jPcfVAGerdPzFpSPA5EI0OXCbHbg773FLiO1OxHYnzhrLgU+YAArvnm4rpc++jisN6lAvBNWBXVduSeLBPRW4JTg/2I9ZQf0/kRKkUfH5iAQu3FpIaYeDS7cX8fXIRAI7a3o4RJEXS2p5tbweCYjSqflnbAQrWytYLJn4cmsly3Pr+MucZK4cGyNPBJ7iyPFZpxZBV11F/OKrae0YTGDDJspv/AKFTo+g06LQ6jz3e3/X6RC0OhQ6LYJO77nv+l3n2a7TodB6fu/appKdLDKHT7BRS7AxmDMHB3c95nSLFDdYyKvtGQFYa7JR3mylvNnKrzl1Xe31aiXJYcYeEYAp4T79Gh8tc/SU7tjKb++/RUu1J/Y4PDGZs264jbDEPx5nLHP0JHbG3RVa+05COJE4ysowL1+O+ddldOzY0WObNjUVV10d9vx8av/xDyL+8Y+ubdnHSZRyuERu/2gLmSXNGLUqFt04jqRQY59t2374AWVzDZHtu6nwHcX25RVdohTAlAlTyFyfiY/Th+82fMe0mGlUmCto6GggUBfI9OjpAKxevZqs7Z7XPitUwlkooZOUuAUL8X7ZUN8An18HVy8B5dFdCxMTE9m0aROFhYVIkkR0SgC1xSZMTR243SJKpYKg2++g7Ztvsaxfj3XFV3hlP9NVP4oLXoFhlwLw1spCsqtN+OrVPDM3XR5fysicBgiS1H+5RR988MFBt8+fP/8E9eTI6Y8ieKLFQv1LL2HdlIl9z55e27VJSXiNG4dhXAZeY8ei9D2xE1suUeLdqgb+VVKL1S2iEuCumFDuGxSK/gTEIEkOB9Zt27GsXUP72nXYc3N7bBc0GrQpKejSUrtcUNrBg1Fo5ALsMofH4cTL2cTe4tGB4uVs++03UOPlkCRwSyBKCG4JjUKBt0qBr1ZNoE6Nt0bZtyDUR6Scdh/n0L6CkEc46hlPJw9ETwyi6KYqL4fCrI0UZm3E1FC3z1YFSnUkgioRvTYRP7UP/hoFYX5afARQWp2wz7+nJEk4JHCqBNz+etw+GtxeapwaBQ4EbB0ubO0eAcrW7qCj3YnT5u7RH61OwcybhzIoPXCfPkqs+jiP3HWe+n6DR5vJXbMIl92Of3gkc//yOAERUX2+vkaHi+1mj0C11WRlu8lKi8vznL4qZS93ryRKiFZnl0AlmrrFKrfJgdtk9zzW7uBwrH0KLxX64cEYRoWijvLu9X/9dkUDjxdW4aNSsCYjtU9HUn9R1mHnwq2F1DqcDDPqWTIikWq7g7tzyrtWkl4W5s+zg6Mwdrq7tpa38OjXu8mt8ciSw6P9eHZuOumR/S+2DQROxSLKRqORHTt2EB8f399dAU7Nc3yiaVu6lOr77j9+T6BWdwlVCr0eTXQ02sGD0SYN9twnJKAwyA4tmSOn2eLoEqj2RgDuqTVjd/X9gR3pp98vAtCH2EAvVCc4wlfm8Girr2PVoncozNoAgJevH2deOZ8hU6Yj9GPtbRkPX9W1cGdOGeN9DXwz6sSW6JAkCXt+AeZlyzAvW9Zrvkw/ciTGmTMxzpyBJjoay4YNlN94E0gS4f96Dr+5cwEYum43DQ4XP40azCjfY/M55HKL/GnxNn7eXYtOreDDm8YxNrbvaFxJkii54ELsBQXo7nmUn3Z64uuufmo8fqHdi0GXLVvGunXraNI2UZ1WjY/Wh811m7ll6C3cM+oe1q5dy/LlywGYOXMm48dP4NUHVqGyQ5aqnunmN7gqPhul5IDhV8Hc/3kK+B0hDoeD559/HrfbzV133YXYrmHJ81sAmPvAyC4xrebxJ2j94gu8wlwMmlrfVT+K8OEA5NeZOe/ltTjcIv+9bDjzRvX9ve54Io8fZWROPP0qSp3M9PcFy9XSgjUrC+umTKyZm7AXFPZsIAhoU1M6nVQZeI0Zg9LY90qMY02VzcHfCir5pdEzIRWn1/B8UjSTA4798zsqK7GsXUv7mrVYN2xAtFp7bNelp2M4cxLeZ56JfuhQBPXAmeyT+WP0FS9n20/wOSxBqC83kbuP4w6QeDm1IPRZK6hnHaJDC0JahYBSgpomK8X17RTUmMmvNmG1uRA6BSjcEhqFwIhIP089qLgARg/yx0cnv49OdpwOO+W7tlOQuYHiLZl0mLt9TYKgwlubhr8+BV9NBF5KFTqlABI4RLB3Ck8OScIhgkMh4FQI2N0SDufRvUMERHQKEwIiVjEAkMgY3caYq89C8PIDPO/5dV8WsmN5BQBpZ6gp2LAQc1MjWi8D5937F2JHjD7kc0mSxDaTlb8WVLLT7BFWMnwNvJgcTbLh8IvpSqKEaHF2CVU9BKxOEcvVbEPq6I4tVAXr8RoVitfIEFR+WiptDiZn5mF1i7yYHMW1Ef0by9sX+RYbc7cV0Ox0k+Slo8xmxy5KBKiVvJAUzXkhfr32cblFFm0o47/L8mm3u1AIcN2EWB6YlXTaXz/6e/x4pLhcLlatWkVRURFXXXUVRqOR6upqfHx88B6gscYn2zkeqHx5y3V0lJeTcfaFBEdEItnsiHYbks2OZLchdth6/m6zI9lsiDab595u73Ev2Y9s5bw6KsojUO29JQ1GExcnLyaTOWJcbpHSJmsPsSq3xkxVa0ef7bUqBUmhxu4IwHAjqWE++Bvk/73+wumwk/Xtl2R9uwSX04GgUDByzvlMuOTKLre8TP+z02xl1uZ8AtUqsicd//Ickihi27UL87JlmJYtw1lW3r1RqcQwLgPjzJl4nzUddWhIr/0bXnuNxldeRdDrifvic1qjBzF8fTYKoHDyMLyOgTgtihIPLdnBV1ur0CgVLLx+TA/X5/5YNm6i/PrrEby8GLxqJUs/KqV0ZyNDJkcy9arkrnZms5n/+7//w+12syp8FU26JgQEll68lLJdZfzyyy8AnHXWWUyePJm8jTWseD8XiyDxlo+NS6s+Y4ymkIuic1AIEkz5K0x75Khe44cffkhRURGzZ89mzKgM3rp3NQDpUyKZcmUyiG6cS/5G4ZPfgigw6JpIvO7/DAyeBYhuUWLe6+vZUdHKWSkhLJw/pl8Wp8rjRxmZE0+/i1JFRUW89957FBUV8dJLLxESEsLSpUuJjo5myJAh/dm1gzLQLliupiasmZlYNm3CmpmFo7i4ZwOFAl1aGl7jMjCMG4d+1GiU3sdvBaIkSfzc2Mbf8quodTgBuCTUnycTIwnSHH1kh2izYc3Kon3NGixr1uIoKemxXRkYiPekMzBMmoRh4kRUgYEHOJLMscQtSX0KQgeKlzuoIHSYbqJDxsudAPYVf/YVhLpcP8pu149OoehyE3VHyfWuXdQzhm7fOkR/PF6urcPJlrJmMktayCptZldlGw53TxHBqFUxOtafsbEBZMQFMDTSF51aLhJ8siNJEu3NJvIzt1CydRfVBaW43SoUghdaVQBaVQBKpT+CoENEgVMCh9TDBHVEaL1U6LzV6A1qdBoHOqENvbsOnaMcnaUAvasGncKEXmFGpzChFSwIgoTbO5Y11XPIts4GIE6XxfTxJWjHXArxU5EEBVt+LmXTd55rf9oZftQWLKZ6Ty6CoGDyNTcw+ty5h/VFZn93r1oQuDsmhHsHhaI7RiukJVHCXtiKZWsdtuwmpL2inQCaeB/uTdGw0mVnnK+Br0cmDqhajPuyy2zl4u2FmDpXmp8VYGRBSswhXV11JhvP/JDDDzs9Drdgo5bHzk3lguERvf5GToeb5ioLjZVm2lvspE+OxOB36tWkGmjjx4NRVlbGnDlzKC8vx263k5+fT3x8PPfddx82m4033nijv7vYJyfTOR7I/Pjyi+StW82ZV11PxoWX/OHjSaKIZLd7RKt9BCuxvR1HaSn2/ALsBZ6bq6Gh74MolWhiYzuFqsQuwUoTE4OglMcqMkdGW4eTPbXmHhGAe2rNWB3uPtuH+mg90X/hRtLCfUgJ8yE+2IBadlUdNyRJonDzRlZ98E6Xkz96yDDOuv5WgmJi+7dzMr2wuNwkrNkFQO6kdPzVxz6qVXK5sG7e4nFELV+Oq6474UHQaDBMmuRxRE2bitLP7+DHcrupuOUWLOs3oElMoOyNhVxVUMNgLy1rxqX+8b5KEk98m82HG8tQKgRev3oUs4aEHXSfirvupn3FCvyvupKwJ56gKr+Fb/67DZVawXXPTUTv3S2Of//992zZsoUafQ3rw9YzJWoK1xmv46effgJgypQpTJs2DUmUWPz0JlpqrdTF6VjU0sI5cTqGbnmPBCGXWeGeBe7i+a+gGH3dEb/O9evX8+uvv5KQkMC1117LwofWYGt3YgzQcd3jaV31o2qyfGktMuCVkcGgRd2pWW/9XsQ/f8rDqFWx7IEphPke/iLBY4k8fpSROfH0qyi1evVqzj77bM444wx+//13cnNziY+P54UXXiAzM5MlS5Yc1nGefPJJnnrqqR6PhYaGUltbe9DnfuCBB8jOziYiIoK//OUv3H777Yfd94F+wXLW12PNzMK6aROWzE09V40AKJXo09Pxysjw1KQaNRKFV+/aMH8Us8vNc8U1vFfViAT4q5Q8kRjBFWEBhzVpKEkSjuLiLhHKmpWF5HD0fB0jR+A96UwMZ05Cl5p6Wlv3+4qX21fEOVXj5RTQ2yG0j5vogILQfm6irrYHEIT2F48GerxcbZuNrNJmskqbySxpZk+dmf3/VMFGLRmxAV1OqJQwH5Ry/ZcBj9speiLwLI7OKDznPrF43dF4lrYOLK1WHB0ScHQTdiqVAp1Bhd5Hg95H0yk2dd4b1Z57bzU6rYTOVoyubTeKup1QuxPqssFp7X1QQQnBKRA+DMKGee5D00HvB+Zacr76ldUbwxAlFX7KKs72/xcB/iIMvxyGX8WOXXrWfl4AQPK4YFy238he5SmWO2TKDGbccheqw3TGVtoc/C2/kl+bPG6xeL2WF5KjmOR/bN29os1Fx+5GrFvrsRe3sTxUxV9H6FGJEl+36Bg6PAxtgh/CAH3/bW2z8HxJLecE+3JdROARXf/WFDTwxLfZlDRaQIJpg/y5dVg0apObpqp2Givbaau39rg+BUV7c/FfRqM6xUTxgT5+3Je5c+diNBpZuHAhgYGBXRF9q1ev5uabb6agoKC/u9gnJ9M5Hshs+HIx6z//mCFTpjPnzuMY5dcHrpYWHIWF2AoKsOfnYy8oxF5QgGjqu0iloNWiTUjoGQE4eDCqsLABP1aTGViIokR5s7VLqMqt8UQAljf3MZYB1EqBxBAjqZ0RgKmdYlWw8dRbVHGiaa6u5Lf33qRs5zYAvAODmHrtTSSNnyS/rwcwo9dnU2V38sOowYw5RvF3osOBZf16zMuW0b7iN9ytrV3bFF5eeE+dinHWTLzPPPOIo19dTU2UzL0IV0MD1dNncfXF13NRqD+vD4n9Q30uqDPzwi97WJZThyDAgstGMHdk5EH3cVRWUjRzFkgS8T/9iDY+HkmS+OK5zTSUmxl3QRxjzonrat/U1MSrr76KJEn8FvUb98bfy67fPaLgpEmTmD59OoIgULStnqVv7kbrpSL9tlSueC8TrUrBb3ePZcsnbxFS/AnjgyoQJQHLuW9hzLjsiF5rfX09//vf/1CpVDz88MP8/L/dVOS2AHBN4rP4tm8GlR7nxGcouvcVJKeTmA8+wDAug+KGds5+aQ12l8jzFw/l8rExR3imjx3y+FFG5sTTr6LUhAkTuPTSS3nggQd65NFnZWUxd+5cqqqqDus4Tz75JEuWLOnKTAVQKpUEB/dtiy0pKSE9PZ1bbrmF2267jXXr1nHnnXeyePFiLr744sN6zv66YNmc7qNyLThra7udVJsycVZW9mygVqMfOrTbSTViBArdsVuhsNVk4c97KshutwEwwc8TlZTo1fs53GYzlo0bsaxZS/vaNbiqa3psV4WH4z1pEoYzJ2GYMOGExRIeKdI+4tDhxMt1tT2MeDl7l1A0cOPl9q0V1FPgObQgpN1fXNpvv/1j6NTCwBeIjjeSJFHcaCGrpJnMTiGqorl3LElckMEjQHU6oWICvE77c9ffiG4Rm8VTa2lfkamj3YnN7KTD4uglOjntfa/iPRQKQCOAVgEaQUAjeCZUtAY1xlAvDGEGDJHeeEd5o/fRovNW9S0KdLRC3W6o6RSfanZC4x4QXb3bqr0gdEi3+BQ2DELSQH3wz5i6kjaWvr6VdpOEWrAx3fclEnQbPRsjx5BnuJXf1gQjSRA/MojgiGJ+//hdJEkkPCmFCx98FIOf/0GfYy+SJPFTYxuP7uPuvTTMnycTIgn8A+7eA9FYb2Hq7kIaBYlbCu3cVuRZbKH01eA1MgSvUaGoQ479QpETjcvpprnaQmNlO/UVZnZnN2JvtKGT+r7m6I1qAiO9aaxox2ZxknZGONOu/eMrVQcSJ9MX3qCgINatW0dycnKPcXppaSlpaWlYrX1P0vY3J9M5Hsjkb1zL9wv+RVhiElc/+9/+7g6SJOGqr+/hqLIXFGAvLESy2frcR+Ht3TMCsFO0UgX0XctDRuZAtNtd+7iq9sYAmmm39zHuAYK8NR5XVVinUBVuJDHEG63q1FpocTxwdFjZ8OWnbP3pO0S3C6VKxZjz5zFu7mWoj+H8hMzx4fLtRaxuMbMgJZorw48+tUa0WGhfswbzr8toX70a0WLp2qb088N7+lkYZ87EMGECCu0fE4GtWVmUzb8eRJEXr7mVUddexd2DQo/qWBXNVv5veQFfb6tElDxlmp6dO5Srxh1abKn71/M0v/8+hkmTiHnn7a7H8zNrWfZuDnofDfOfnYhS3b0I+/PPPycnJ4fAoECaGpsAzzzrrFmzEAShh6g15pxYMs6P44JX17Grqo0/z07mzqkJ5K5ZieK7u0jxrsYhKikZ+Q+S5t5x2HMEkiSxYMECTCYTV199NfU7BfKW78Im+XKm8W2GRezuqh9V+/TTtHyyGK8xY4j64AMuf2sjm8taOHNwEItuzOjXeQl5/Cgjc+LpV1HK29ubXbt2ERcX1+vLbkpKCrYDfMHYnyeffJJvvvmG7du3H1b7hx9+mO+++47c3Nyux26//XZ27NjBhg0bDusY/XXBuuuTrbTbXDx6bipJoUcvxjirqrBsyux0UmXiqukp/AhqtSe3Xa9H8NKj0Huh0OtReOkR9Af43UvveUyvR+j1ux4XAm9XNvBiSS0doohGEPjToBDujArGvScPy9r1WNatpWP7DnB3T7gKGg1eY8bgNWki3pMmoYmLP+IPKwmPm+dA8XIHdRP1JQidZPFyBxOEtPsIP/oeMXS9BaG9bXu7jo5NvJzM4eNyi+TUmMgqbSGrpJnNZc00tjt6tFEIkBru0yVAjYn1J8Qof5k7nkiihL3DtY+AtJ+TydLTyWRrd2K39j2hcSgEhYDOW41Oq0QhOhHsNpR2JwZBg5dCjUbhEZ00AmgFAY0CHKKEQ69GE+lNQHogfqmBKP21B76mShKYa7uFp9odnvvWsr7b6wP2cT8N99wHJoDi6CZhrCYHv76zm6r8VgBGRW9jnPM5FHiEoyLHJH5tuQ9RUhKT6k/qJDdLX3sRu8WCd2AQcx96jND4xMN+PlOnu/f9TndvgFrJ3xMiuSzM/5h+Sfrzngo+rG4iQa/l5/AI3Fvrse5oRLJ1/y+oo7wxjApFPzwYpWFg12GSJAlrm4PGynYaK800VXrcT631HUh9fBZKQKNCpEEp4vBWcd6UQcyYEIXB1zOpUJHbzHcvb/e4qq5NIe2MiBP7go4jJ9MX3oCAANauXUtaWlqPcfratWu5+OKLqdsnMmcgcTKd44FMY0UZHzx0Fxq9F3e/99mAXcAiiSLOyspukWqvaFVSAq6+P1+VgYH7CFXdMYDKAVonTWZgIkkSlS0d5NWayasxkdtZs6qkydIrmQBAqRBICDZ0ualSOmtVhfocZBx2GiFJEnlrV7H64/ewtDQDED9qLFPn34J/2KkzDjjVeTS/koVVjdwVE8LjCUf2d5MkCdMPP2D6eSmWtWt7JOSoQkI8sXwzZ+I1ZjSC6tguGmt88y0aFizArlbTvvA9JmUcuk7tvtSbbLy6spDFmeU43Z4LwOwhoTw4K/mw5u1Ei4WCqdMQzWai33wD7ylTura53SIfPbaB9hY7Z12XQurE7vNaXV3NW2+91fV7RkYGZ599dtc1pTynie9f/n/2zjtOqup+w8+dXna2994LvS5FioBixV5RsSVqEhNjNOZnS2K60cSYZjQq9t67UUBAWDrsLmV7732n13t/f8xWdoAFli04j+5nhzt37py5O3Pm3POe9/3mo1DJWPMHb/zfu7vruOftfKIDNWz+xTKUchnG5nrsT51NJPWYXCo2629gyR0PEhA6PGHxo48+Ys+ePczLncvc1o3U7m9kq+lmEoKquOiXF/fVj3I1NVF+9kokl4uD9/6Be8pU6FVyvvjpEoJEC50N9XQ01NLRUM/Cq65DGzB6C9D940c/fkafMRWl4uPjeeutt1i4cOGgi93333+fe++9l/Ly8mEd59e//jWPPfYYQUFBqNVq5s2bxx/+8AdSU1N97r9kyRJmzpzJk08+2bft/fff56qrrsJqtaL0EfnjcDhwDCjQazQaSUhIGNUOq6HLxpmPfYPTIyIT4NrcRO4+O5PwgJNbGSJJEq66Oq9A1SNUuVtaRqjV/QgaDTKtluboWP5y4ZVsS8069oNOE44ULzew7tDhglBfbSFf4tFhgtBA59BA8ch/gXP6YHd52FvT1RfHt6e6E8thmfcqhYwZCcHeOL6UUGYlBmPQjO/J7PGMJEm4HB6fsXiDBaZ+AcpucfuchB8Oar0CbYAKjX5AJF7AgNtaBQqHB7nJiazDhrO6DTo9yKShkaWSJGLyOOj2yLEolGiTAomcGUnizAjUuiO8J0QROiuhMX+ACFUAliPU9ghKGOx+ipkGgXHeJYEjiOgR2fpeOfnragFIyAxg5YzdaIpehpYD1Dqm81nX/+GWNMSEdbHwslA+e+UNOhvqUKjUnPvDn5K1YPFxPefubgv3FtdyyOJdHLMoOIA/ZyWQqjv5OJ5tXWYu2evNbn9vRjoLQ7yToJJbxHaoA+ueZuzFndD7PpIJaLJD0c+KRJMdiqAY24haj0uko9HSF7vXVmemvc7rbPKFRq8kLD6A8PgAwuK8v0OidXxd0sIjHx+ksdt7jldOiuJXF00mLlgLwK7Pqtj+UQVyhYzL75tNROL4dEUfLxPpgvfqq68mKCiIZ555BoPBQEFBAREREVx88cUkJiaydu3asW6iTybSOR7PuF0u/n7D5UiSyO1PvTjsianxguR04qyuxlFa6o0B7Plx1dTiUzEAFLExaDIyB0UAqlJTT3oVvp/vFjanh5Jm05AIwG6b7+/JYJ2yz1GV0yNWZUYZvlM1XVuqKli/9mnqiw4AEBwVw5k3fp+02blj3DI/x8va+jbuL6njnPBAXpzqez7uSLT952la//a3vn8rExMJXOkVojRTp57SMg1mp4t3rl3DvAP7kCclkfbuu8Oqwd5ldfKfjRW8sLUSe0/t2MUZ4dy7MovpCcHDfv6O116j+Te/RZWUROrnnw15rXv+V03ee+WExuq55uHBjqJXXnmFsrIy5syZwwUXXDDovvf/soeG0i6mL09g0VUZADjcHs740wbazA7+ce1MVk33ilyStRP7P85Aa6un1a7jg7YzWHLrXcO6jjp48CAfvfUS1yjXkewqodMdy2tt/0KmELj18cWoNF4R0eWwU/fww9g/+oSDYSncs+iHrOIQGY3bcTkGmxKueeTPxGVPGvY5PFn840c/fkafMRWl7rvvPvLy8nj77bfJzMxkz549NDc3s2bNGtasWcOvfvWrYR3n888/x2q1kpmZSXNzM7/73e8oKiriwIEDhIUNvYDKzMzkpptu4oEHHujbtnXrVs444wwaGhqIiYkZ8hhfdauAUe+wqtos/OnzIr444K2XFaBW8MNladxyRsqIDVwlScJVXY2zrh7RZkWy2RCtNkSbzfe/+27bkOwD77Mh2YbGh4F3lfQ3s+bz7ytvoC14dCM0lIIwqFaQVwwa7Ao6miB0eI0h9QDn0CA3kbz/uP54OT/HS7fVxa7qnii+yg4K67v7Vl31YtAomJPkrQWVmxzK1PggfyzIUXC7DheYhrqZBolPFhei+8S+IpUaeY+opBoqLumVXvFpwDa1ToFsQKFs0erC2WDG1WDB1WDG2WjB3WL1dp6Hvy7RRbezjS63HaOoopsQlFFBJE6LIHlqGFGpQcgOr1PkdkLrocHxe837wWke+gSCDMIzBwtQ0VNBN7p9d8nOJja8VITbJWII03De7VOIUFbCvtdp3LmbTxt/jEMKIFxRzsqM91nfEE1VlXeBxfzLr2HhFauP62LWJUr8p7aFv1Y1YRMl1DKBnyZF8aPESFQneFHsEEXO2llMqdXBdTGh/CXbd5SHx+zEmt+KdU8Lrvr+v4lMp0A7LQLdrEhUCYZT/r0iSRLdLTaaKrppLO+mubKbzkYrog/hVRAgOErnFZ/6BCgD+mDVEdtpcbj5+7pSnvu2ErcooVXK+cmKDG5dlIJSJvDZUwVUFbYTGK7hyvvnohnnjrHhMJEueBsaGli2bBlyuZzS0lLmzJlDaWkp4eHhbNq0icjIyLFuok8m0jke7zz/09vobGzgiod+R9LUGWPdnBFBtNlwlJUPjgAsLcV9JOefTIYqKWlIBKAqMXHEV+r7OX2RJIkmo52iRhMHe0SqokYjFW0WPD6+U2WCN3I7OybQW6+qR6yKC9aeVteUNrOJLW++QsFXnyNJIgq1mvmXXs3sCy5BoVKNdfP8nADfdpq4Yl85aVo1W+YPP4JZtNkoW7YcT1cXIdddR/BVV6HOzBi19/vObgvXbdrN8394gLDOdgLPP5/Yvzx+xOc3O9ys/baSZzZVYOqJ8ZyVGMy952SxMC38uJ5bEkUqLlyFs6KCqAcfJPSG64fs47C6eOH+rbgdHlb9ZDqJk/rnOW02G01NTSQlJSEbcI3SWNbFe4/vQSYXuOF3CwgI6U9MeeKrEp5cV8rspBDe/cHC/ifqqkV8ZhkyayvVliDeq5lC5hnLWHHLD9AcxU3sqN2L5bmLCaUbSaHhfy03UepYjiAoic9owGUvpqOhDlNbKyqXm6VFdShFD3+ZcxnZrnwEQCaXExQVQ2hsHKGx8UxZtpLQ2KPX4RpJ/ONHP35GnzEVpVwuFzfddBNvvPEGkiShUCjweDysXr2aF154Abn8xCZXLRYLaWlp3HffffzsZz8bcn9mZiY333wz999/f9+2LVu2sGjRIhobG4mOjh7ymPHglBrI9op2fvfpIQrruwGIC9byi/OyWTUtZlwNVCVRRLLb+0Qq0dojavUIWy6bFXtYBNppUxGGWZT+RFEKXheSP17Oz3iksdvGjkqvC2pnZSfFzaYh+0QFqvui+OYmh5IVZRgqNnxH8HhEHBY3NpOzX0yy+IjLG+Bqcp9gHSa5UtYnLPUKTQMFpoHbe7cNzPo+GpIk4elyeIWnHgHK1WjB0+Xwub/dY6XL2Uyno4UuVxdGUYtFFo1Ck0hCdgTJU8NJmhJGYLi2/0EOEzTtHxzB11IEoo8VuwqNt97TwAi+yEmgGh/1jdrqzHz+nwKMbXYUShlnXp9N1rxocDtp2/oVH70NNpeWYHkdF4b8mr0dwexu967+S587j/PuvBeVRnuMZxlMtc3BL4rr+KbT+5nM1Gl4LCueecHHH/P0eGUTj1c1EaFSsDk3m2DlsSc0XU0WLHtbsO5tQTQOiDGJ0KKbFYluZiSK4JGJ5fS4RFpqTDSWd9FU3k1TRTc209D3iVqn6HM99bqgQmP0KFQnNm4rbjLx8Af72VHljetJi9AzLzWMMKUC7TetSGY3hlQDs6/LJNygJkSnQjXGjrETZaJd8NpsNl5//XX27NmDKIrMmjWL6667Dq32+D5Hw+WPf/wj7733HkVFRWi1WhYuXMijjz5KVtbw3fUT7RyPZz547LeU79rO8ptvZ+a5q8a6OacUT3c3jrKywRGAJSV4urt97i8olajS0g6LAcxEGRtzSlfz+zm9sLs8lLWY+9xUve6qDovT5/4GjaLPTdUrVGVFGdCrJ5ZAKooe9q//is1vvITdZAQgc8Fill5/C4HhvuuC+5kYNDlczNh6ALkAlUumDXshV69TSBkfT9qXXyCc4FzgidLr8FrTWsfNv7kf3G6if/VLQq69dtB+dpeHV7fX8O8NZbT3fE6zow38/JwslmdHntBcnHnzt9R+//vI9HrSN248okNr85slFGyoI3FSKKt+MuOYx/3kX/lUF7b7rNHaYrJzxp/W4/JIfHTnGUyLD+6/s7EAae25CE4LB7uj+Lwhg4DQcM75wU9JnjazbzeXw05nYwOuvW8SXfgEctFBF4F80Dmf9iYbCu2ZKDSzcDsKcVu/6ntcUcRsUisauaRiM7aEBAx/+A1hcfEERUYjH8PFHv7xox8/o8+YilK9lJeXs3fvXkRRZObMmWRkZJz0Mc8++2zS09N56qmnhtx3IvF9hzMeOixRlPgwv54/f1HcF38zMzGYhy6YxOyk4RV39+PHz+gjSRLlrZYeAcrrhqrrHOoqTI3QMzcptM8JlRB6eq2O7EUSJRxWNzbz4QLTgFi8gS4my4nXYZL11mEaFI+nGiwwGQY7mZQnONE+5HV6RNyttiEOKMnm+7XYsNBmqesXoZzN2CUFMmU6clU6+pAkkqeFkzw1nPjsEG8sgrllcO2npgLoqPDdIE3Q4NpP0VO9jij5+J7YsFtcfPX8AWoOeAWMacvjWXh5OnK5jK5mKx8+sRtzl4sAZRcXBz1AvdnDV00ZeCQZ4SEaLvnxTwiavOS4nlOSJN5v6eKXpfW0ubx/rxtiw3gwNWZYwhJAqcXOip3FOCWJ/0xK4pKo4/uelkQJR1kX1j3N2A60I/VEhCCAOiUI3cxItJPDkB0pntEHVqOTpopumsq9TqiWGuMQd6BMIRCZGEhMWhDRqUFEJBkIOFodshNEkiTe3VPPHz47NGgyLtItsNqsRonAZo2LbRrv+TdoFITpVYTqVYTq1d7bAaq+bWEB6gH3q8ZNDNJ4GD+OZ84991yuueYa5s6di9vt5sEHH6SwsJCDBw+i1x87Rgf853gk2fTaC+z88B2mr7yAs279wVg3Z9SRJAlPW1ufm6o/BrAMyWr1+RiZToeqp06Vps9ZlYk8LOy0HMP5GXkkSaLV7KBoQPTfoUYj5a3mIakJ4HUqJ4Xq+kSq7OhAcmIMJIToxuXitYaSItav/Q/NFd4o47D4RJbffAeJU6aNccv8jASSJJGxuRCzR2RTbjaZ+mMvnJI8HsrPOx9XTQ1RDz1E6PXXjUJLB3NvUS2vNLZzV1IUt33zBS1//jOCUknSG6+jnTwZt0fk3T11PPl1KQ09c2/JYTp+tjKLC6fGnNRnrea227Bs2kzImhuIHpDmdDjdrTZe/WUekgTXPJxLWNyRF8i11pp46/c7EQRY/ev5BEcNXWB495v7eH9vPZfOjOOJq2cMvrPsa3j1KpA87LVPYn2l15mVkbsQp91GZ2M9ptZmzoioZl64N2K9yhnJW6rLcJrsaOsqkalyUOnPQaFys+ASCIuNx6oP45L/7kVl7OSVdX9C5nKS8N//ErB40XGft5HGP37042f0GVNRauPGjSwdUMBvpHA4HKSlpXHbbbfxy1/+csj9v/jFL/j44485ePBg37Yf/OAH7Nu3j7y8vGE9x3jqsGxOD89uruCpjeVYe2rMXDgthl+cm01C6PhY3e7Hz3cZt0fkQIORnVUd7KjsYFd155AVkDIBJscG9TihQpiTHHrS9eLGAkmScNk9A+LwnIcJTC6vu2nANofFdaTyDkdHAI1usMA0xMl02HaVRj4qk0Kiw4Orqcf51GDxClHNFvAVBygTIESOWeqivrWE+pZDdDlacEne94ggj0KuTEemSicyOYmUaeEkTw0jIqAdoaVwcASfucl3gwyxg2s/RU+D4MQRr/80WoiixI6PK9j9eTUAsRnBnPP9KegCVZg67Hz05D66mq1o9QIX5ebhPPgaH5bGYvWo0MpdXDTNQfzSq2DqFRAw/AiyTpeb35U38GqjVxCLUCn4bXocF0cGH/V9JUoSl+0tY1u3hRWhgbwyLeWk3oeiw42tsA3rnhYcFQNW8csFNBkh6KZHoJkUimzAymlJlOhosngdUD0iVHfrUDFca1ASnRpEdFoQMWnBRCQGoBhFQafL6uSzwiaajHY6LA46LE4U1VayalxISLwb4KRSIR73cfUqOaEBAwQsvVfAWpoZwcL044tZORnG0/jxWHz00Uc+twuCgEajIT09nZSUlFPahtbWViIjI9m4cSNLlgxPTJ5I53i8c2DjOr749xMkTJ7GVb/8w1g3Z9wgiSKuhkYcpSX9rqrSUpwVFUgu33WD5CEhQyIA1enpyP3vUT/DxOkWqWjrcVU1mjjUEwHYYvLtrter5GRFG/ojAGMCyY42jFm9WUtXJ5tfe5EDG78GQKXVsfDK65hxzgVj6o7wM/Kcu6uEfSYrz09J5vyI4GPub/zyf9TfdRfyoCDSN6xHphv9OazeNj8zOZlVEUHU/ehOzOvXo0xIoPg3/+TxLQ1UtlkAiAnScNeKDC6fHY9SfnLOWEdlJRXnnQ+CQNqXX6BK9B3t3csXTxdSvreVnIUxLF9z5HjEL5/dT9muFjLmRLLye1N87pNf28XF/9qCUi6w5f+WE2k4TEDc8xJ89GMADoVexmdb+usMq2Uuzo8rJjWgE4BK3QLK46/h25IqlEolZ6RewoGNzcjkAqJH4sr75xCRaGDN8zvYXNrGnKQQ/tm1ic4XX0QzfRrJb7wx5gs3/ONHP35GnzEVpVQqFdHR0axevZrrr7+eKVN8d5bH4t5772XVqlUkJibS0tLC7373OzZu3EhhYSFJSUncf//91NfX89JLLwFQWVnJlClTuP322/n+979PXl4ed9xxB6+//jqXX375sJ5zPHZYLUY7f/lfCW/trkWSQCWXcfOiZH60LJ3AMRp8+vHzXcTm9LC3tpOdlZ3srOpgT01nn2Dci1ohY0ZCcF8U36ykEALGYfSG23mYwOSrJpNl8HbRxyrO4aDSKgYLTPqBopJqiMNJrVOOixWgHpOzz/XUK0K5220+6z8JajnKGD3KGB1muqltPMCB/E0YOwbWshCQKeKRKdNR6TNImpxEcpKTpOBy9MZ9XgGqqRAcRh+tESAsfagApR+9Sfcj4fK4MLlMmJzeH6PTiNFp7Pt3709GcAar0lahUx77grRiXytfv3AQl92DPljNubdPITolCKvRyUd/30d7nRm1TsGFP5yMvmM9Hzz3Ci1dHmSILI8uZ3poK6Qth+nXQNb5w44pzOsyc19xLaVW70TQslADf8qMJ0nrW0h+taGde4pr0cpkbJqXTYJm5OokuDvtWPe1YMtvxdXUv3LfLRewxgbQrVPSZnLRXGX06TAMidETkxbU54QKihyfjswNLx/i4JZGNHolK++ejkMl0G520mFx0m7x/u6/7ei7r8PixO2jXkcv967M5M7lJ+/QHy7jcfx4JGQyGYIgcPilQu82QRBYtGgRH3zwASEhp8ahX1ZWRkZGBoWFhcO+TphI53i801hWzGsP3oM+OIQ7nn55rJsz7pFcLpw1NYMjAEtLcdbUgOhbTFdERw8WqzIyUKelIjtFEZl+Tj/azY4+N1VvBGBJsxmn2/d7Lj5E2+em6v2dFKZHforG1B63m31ffsLWt1/DafOOUyafeRaLr70RfbA/3eV05M6D1bzT3MkDqTH8JCnqqPtKkkTVNddgzy8g7Ad3EHnXXaPUyn7cokT65gLsosTWeTmk6tS4u7o4dNGlKFqa+DZmKr/PXUNogJofLUvnunmJI+bAb/rt7+h89VUCli0j4al/H3v/im7e/fNuZAqBG/9wBrrAodcUXc1WXvv1NiQJrn4ol/D4IzuqLvv3FvbUdHHXigzuPjtz6A7rfw+b/gyCnNZFj1LSriVCaye1+K8ozPWg0MJF/4BpVyKKIo8//jhWq5UzZ13Igc+MaA1KbCYXuatSqIxUcN+7BagVMj6/azGJgp2ys85GsttJeOZpAoa5+OhU4R8/+vEz+oypKNXW1sYbb7zB66+/Tl5eHlOmTOH6669n9erVxMfHD/s411xzDZs2baKtrY2IiAjmz5/Pb3/7WyZNmgTATTfdRFVVFd98803fYzZu3Mjdd9/NgQMHiI2N5Re/+AV33HHHsJ9zPHdYBxuM/P6zg2wpawcgVK/i7rMyuDY3EcVJruTw48fPULqsTnZWdfY5ofbXdw+ZBA3UKJib7I3im5scytS4oFGvieJxi0NcSwNrMA2OzfMKTW7n8TsSABQq2WAxSX8MN5NeiXyc14iRRAl3h71PeHI1mnE2mBF91NwBkAWqUMXoUcYGoIzVI0SoqK85SNmubZTt3I7Dah6wtwKZMhm5Mh1DaCppiQ6SAvYT59yAom0/eHysgpWrIDJncARf1GRQH3+to+HgS1Q6XFDytc3kNGFymbC5h7pyjoRBZeDKzCu5NvtaovVD6zwOpLPJwuf/KaSzyYpMIbDk6kwmL47DYXXxyT8LaKroRqGWc/4dU4lO1fHlPx+jeMd2AKYGN7I8qhyFTAJVAORcBNOvhuTFIDv6xaZDFPlndQtPVjfjlCS0MoF7U2K4PT4CxYCJnRaHi8U7iuh2e3gkPZbbE4bvzDoezJ0O6vY0U7enhZY6M10OcYguKlcIRKX0CFA9IpRGPzEWrbhdHt57bA+tNSYikwO57J5Zw6rdJkkSRru7R6ByDBGyVuREHndB6pNhPI8fD2fdunU8+OCD/P73vyc3NxeAHTt28NBDD/Hwww8TFBTE7bffzrx583juuedG/PklSeLiiy+ms7OTzZs3H3G/8Vb39XTCYbXyz5uvAuBHz7+BRn9qvl9Od0S7HWdFxZAYQHdDo+8HCALKxIQ+kao3BlCVnHzKa/D6OT1we0Qq2yx9bqqint+9sWOHo1HKyIrqr1OV0+OqCtad3CKamv35rF/7NO11NQBEpWaw/Obbic3MPqnj+hnfPFnVzB8rG7kyOoR/5CQddV/r7t1UX3c9gkpF+vp1KMJHfyFdkcXGmTuK0clllC2eyo7KDh77shjTvnwe3/QvlJKH4iu+z1kP/2REF5F6TCbKlp6JaLWS+Pxz6BcuHNbj3nl0F82VRuacn8y8i1KH3N+7kCt5ahgX/Gj6UY/1cX4DP359L+EBarb83zLUisOufyQJPvgB5L/uvVZa8nPY+GdwWSAoEa55xXsd2sN7771HQUEBMybPoX6dDrVegcPiJiQ+gD+6OzHZ3dx/Xja3L00DoPnRP9Oxdi2aqVNJfuvNMV0YN5HG6H78nC6Mi5pS4HUvvfbaa7z++usUFRWxZMkS1q9fP9bNOiLjvcOSJIkNxS38/tNDlLd6bcbpkQE8eH4OZ2ZFjMtV0H78TBTqu2zs6hGgdlZ1UNJsHrJPdKCmpxZUCHNTQsmMNIyoq0cUJRzWwwWmfjHJbnZhs7iwmfprMjntnmMf2AcyuXCYgKRCazgsNk/f72QayTpMY4XkFnE1W70OqD4RyoLk9HEOBVCEa73iU4weVY8IJQ9QYTObqNyzk+JtW6ku2IPHNSC2UdAgV6YhU6YRE6YjVZdPsvtLQhXVQ1P11IHemk997qepEJEN8uFPTrlE1zEFpJESlY6GXqnHoDJgUBkIVAUO+q2Sq1hXvY4ak3fyQiEoWJm8kjWT1jA5fPIRj+m0uVn34iEq9nljJSYtimXJ1ZmIosTn/ymg9lAnMoXAOd+bQsr0cHZ88DbfvvkySBIxkQGsii/GYBtQe8sQC9OuhGlXe4W+o1BmtXNfcR1bu7z9wOQADY9lJTAr0Fv/5vYDVXzY0sU0g5bPZmUOEqxGgrLdLeR9UI7RVxSfRk6oTCBEEgmVCwTJBeQ6Jbop4Winh6NODUYYB27D4WJss/HWH3bisLqZsjSOpddmjXWTjpvxPn4cyJQpU3jmmWdYeNgkyZYtW7jttts4cOAAX3/9Nbfccgs1NTUj/vw/+tGP+PTTT/n222+Puljt17/+NY888siQ7RPhHE8Enr5jDebODq797eP+ieQRxmMy4SgrG+ysKinB09np+wFKJeqUlMERgBkZKOPiEGTje2GPn/FBl9XZJ1AVNXkjAIubjNhdvhehxQRpyO6NAOyJAUwJ1x9zoauxrYWNLz9PybZvAdAYAll87Y1MXXa2/736HeCTli6+d6CKmQYdn8/x4b4ZQO0Pf4R5/XqCr7ySmN/+ZpRaOJh3mzr40aEaJrvlxNZY2VzaBnjF2kfcB5n2/rOgVJL86itop41c7bOOF1+k+Y9/QpWeRurHHw97jq5sdwtf/nc/Gr2SG/+4EMWA625zp52XH8pD9Ehcft9solODjnosl0dk8aMbaDLa+etV07lslo/xltsJr14BlRv7t6UsgSteAH3YoF0LCgp47733iIyMQioYPE7/V6CNjKRg3vvBwj5npru93euWstmIf+rfGJYtG9Y5OBVMpDG6Hz+nC+NGlALweDx8/vnnPPzwwxQUFODxnNgE6mgwUTosl0fk9R01PPFVCZ1W72r+xRnhPHhBDtnR47fdfvyMFyRJoqzFzI6qDnZWdrCzqpP6rqGTv2kR+r4ovrnJocSHDD8CS5IknHbPYNeSqUdosjiHxuWZXditLp/xcMdCEOhzJh0pFs/raup3MilHqQ7TWCHa3F7haUD8nqvFCr4ivxQylNG6PuFJGeMVomQDLgZM7W2U7cyjaMsWGksPIkkDLvRlBuTKdNTqBFJ0jaRodpOo3oNWZurfJyBqcPRezDQITsaFB7PTfEQBqe/fLt9C06kQlQzKfkFp4M+RtumVehSyASsM3U5vHSxjAxjrwdiIqNKzFwfPNn/Lt235fbvOjprNDZNu4Mz4M5H7cDFJosTuL6vZ/lEFSBCVEsi5t01BG6Dif88foGJvK4JMYMWabLLmx1C5bzef/v3POCwWdEHBrFp9EfGmLXDgfbAPqNMUNdXrnpp6JRh8u7YkSeLNpg4eKWug0+1BAG6JC2dukJ47DlYjF+CL2ZlMNYxcRr7V6GTTGyWU72kBvJ/tsPgAYnrqQUWnBWEI1YAEzloTtvxWrIWtg5x9sgAl2qnh6KZHoEoMnBACVfX+dj75Vz5IcNbNk8iad3Qn3XhjoowfAbRaLTt37hwSm1dYWEhubi42m43q6mpycnKwWq1HOMqJ8eMf/5gPPviATZs2HbNuld8pdWp5+7cPUrM/n3PuuIspy84e6+Z8J3C3tw+JAHSUliJaLD73F7Ra1OnpQ2IAFZH+hYh+jo1HlKhut/SJVYd6ogDrOn2PG1UKGRmRAX3Rf72uqrAANW6nk12fvM/299/C7XQgCDKmrzyPhVddjzbAMMqvzM9Y0es8MshllCyeesR+yFFRScX53npKqZ9+ijr11NapPBJ37yznnc1VyFu8TkKlXODa3ETuXJZOhEFN/U/vxvTllyhjY0l5713kwcEn/ZySx0P5uefhqq0l+te/JuSaq4f9WNEj8sovt2Fqt7N0dRZTlsT13fftW6Xkr68lNiOYS++ZNazj/WtDGY99WczUuCA+uvMM338vezesPR+a98OCO+GsR0A+1DVmsVh47LHHAIizLsZpFJAFqxC7nHyld/Hn+xaSGTW4L2h5/HHan30OzeTJJL/z9ph9b02kMbofP6cL40KU2rJlC6+++irvvPMOdrudiy66iOuuu47zzjtvrJt2RCZah9Vtc/GvDWW8sKUKp0dEJsDVcxO4++zMIQUNje029nxZg9PqIn12FElTwoYVkePHz+mAyyNyoMHIzsoOdlR1sKuqo0/Q7UUuE5gcG9gnQM1NDiEswFtLRpIk3E5xsGOpV0iy9N4eWptJPErNk6Oh1ikGCEy9TiXVYQJTz/0GFWqtYkJMPJ8KJEnC0+3sEZ76a0B5On0XiBa0ClSxvfF7Aahi9SjCdQhyYchxO+prKdm+laJvt9DRUDn4OPJwZMo0gjRBJOjLCdXtRaktwSwXMQXGYAqOx2SIxKgLxqTSY8I9cUSlo+Gy9YhNDQNEp57bJu9vydyCcBR11WmIpkKlJs/dRbFKQalSiSs0hasn38Cl6Zf6rDtVc6Cd/z13AIfVjdag5NzbphCdGsSGV4ooymsCYPHVmUxbFk9XUyMf/uX3tNVUIZPLWXbjbUxfvgKh9H9Q8CaUfAliz+dfkEHqmV73VPaFPmMS25xufl1WzzvNg1e535EQwa/T44bsfyJIkkTZ7hY2vVGC3exCkAnMPjeJmWcnotIe/W8jiRKOym5s+a3Y9rchDqgxJQ9So50ejm5aBMq4gHE9kbn94wp2fVqFQinjiv+bQ1jcxIkUm0jjx0WLFmEwGHjppZeIiIgAoLW1lTVr1mCxWNi0aRNff/01P/zhDykpKRmR55QkiR//+Me8//77fPPNN2RkHH+9r4l0jicC657/D/u+/IQ5qy5j6fW3jHVzvrNIkoS7sXGQSGUvLcVZVo7kdPp8jCwoCHVG+pAYwJGYUPVz+mO0uyjpcVMVNRo51GikuMmExVdqABCqkRFsaSTY1ECYs51JcSFcddN1xKWljXLL/Yw1DlEkZWMBIpC/cDJRat/JDo0P/5Kut98mYMUKEv71z9FtJFDbYeWJr0t4b0894F3gddnMeH56VgYJof3XGB6TicrLr8BVU0PAsmXE//tfJz1ONq3fQN0Pf4gsKIiMDeuR6Y5v4Vr+ulq+fbuU4Cgdq381D0EmYDM5eenBrbidIqt+Mp3ESWHHPhDeunQL/rQep1vk3R8sYHZSqO8d3Q7oroOwo3+mn3nmGRoaGkjUzqC1ysAhrchcqxwpXsudDy0YetjOTspWnIVktRL/739hWL58WO0eafzjRz9+Rp8xFaUeeOABXn/9derr6zn77LO57rrruOSSS9AdZ4c8FkzUDqum3cqjXxTxaaE3w1yvkvODM9P43uJUBJfI7s+rKdhQh2dAYVS1XkHGnCiy5kcTlRw4rieq/Pg5XqxON3truvqi+PbWdGFz9V9sySUIlsuYERnElIgAMoJ0xGhUiA7PEesyeY4QgXEsFGo52iEC02DX0sBtar0Cub9OnE8kj4S7zYqrwYKzscf91GAeNAk/EHmwuk946q0BJQ9SD+rv3KK7z6nU7eiioaiQhrwddB2qx2MdLBgJijhkylTMwXJqIyooDzlIs759RF6bTqE7png0ZJsykED1cYpKR8NhHio0DbgtGesRbB3DOpQogF0tw6GW4VDJULol9BYPmiPUM3MDNUoFlRod2thZ5GRfTkjCQghN6asD1d1q4/OnC2mvMyOTCSy8Ip2pS+PY8k4ZBRvqAJh1bhK5q1IQXU6+/M+TFOd5a9ZMPvMszrr1hyhUKrB2eJ1TBW9C7fb+Rij1kHOhV6BKPXNI/alNHSbuK6mlyuYkXqNkY242evnJR1pajU42vl5MxV5vTGFYXAArbswhIvH4Vx9LHhF7WZdXoDrQjuTo7/cUYRq00yPQTY9AGaU/6XaPNKIo8ck/86k92EFQpJYr75+L+hiC3HhhIo0fi4uLufjii6msrCQhIQFBEKipqSE1NZUPP/yQzMxMPvjgA0wmEzfccMOIPOcPf/hDXnvtNT788EOysvpjX4KCgtBqtcM6xkQ6xxOBfV9+yrrnnyJ11lwu/cWvxro5fg5Dcrtx1tYOEKvKcJSU4KyuhiOkjigiIgZEAGZ6YwDT0o57UtTPdw9RlKjrtHGoyUhRo9dRdaCug7puBxJD5wgUMoH0yACyo3scVT0RgBEGtX9O4TRnwbaDVNqcvDMjjUUhQ8ep7rY2ypavQHI6SXr1FXSzZ5/0c0qShNMjYnN6sLk8WJ2evtuH/y6s7+btXbW4PN7pUE+Uhn9fNI1VaRE+j207cIDqa1cjOZ1E/vznhN16cos0am65BcvWPEJvvYWon//8uB/vtLt58f6tOG1uLvjhNJKnhbP9owp2fVZFRKKBK++fc1yfsfveyeetXXVcMC2Gf60ensPqSKxfv55NmzYRGZDE+w3RGGUSa8walBo5tz6+2Gcd6Za//JX2//4X9aQcUt59d0z6B//40Y+f0WdMRamFCxdy3XXXcfXVVxM+BgUNT4aJ3mHtqurgt58cJL+uG5kES2Ua7+oFh3cSMC4rmIjEQEp3NGHp7l99FxylI2teNJnzoggMG97kgB8/4wVRlGhqtbKnpI39lZ2U1xlpa7OhEkEnCWhF0EoCAYKMIJkMtQdwn1gXKVMIQ8SkXsFpkJOp9369clAetJ/hIzo9uJosfcKTs9Fb/wm3D1FDAClciStCwBrmpjvETlugkS7BeIwaS0bsThsxbRrS68OIb1WjdA+c7JEjUyTi0SRQF2GnKqKU2uBinIqh7qYTFZUMKgMBqoCREZWOhCR54xmGCE2HCU4O47AO55GBXS3vE5z6xCe1zLtdJcMh12B3aHE4dDidWrQaE4bANpRuDwFWD3qLmwCLh0C7Cr3Zgdzl29kmylXIInMgchJE5uAKmcSGTcGU7vNGI2bOi2Lp6iz2/a+GnZ9WARCeEMCKGycRFqdn1yfvs/nVF5AkkajUDC665wECwwdcmHZUQMFbkP8GdA5wwwVEw9QrvAJV9FR6C4LZPCKftHYxL0hPolZ9/H+LAUiSROnOZja9WYLD4kYmE5h9XhKzz0v2eWF33Md3idiLO7AWtGI/1IE0QFhXROnQTY9ANy0CRfj4+d63mZ289YedmDscpM6I4Nzbp0yICa6JNn6UJIkvv/ySkpISJEkiOzubs88+G9kpqglypL/h2rVruemmm4Z1jIl2jsc7NfsLePu3DxAcFcOtf//vWDfHzzARHQ6clZVDYgBd9fVHfIwyIWFIBKA6JRlBpRrFlvuZKLjsdra9/ya7P3kfmwe6NBHoZi/HGZtDaatXuDLZfS8GC9Wr+oWqnt/pkQFolP5rodOFGwoq+KrdyJ8y47kpbuhcX8uTT9L+1H/QTp9O0huvIwgCdpeHrw8102lxegWlASJS77/tTo/P++wuD1an22f6+tGYlxbGpggZsmAVZYunoT3Kgs/ON96g6dePgFxO0ssvoZt1YuKNo7SUilUXgUxG+lf/Qxl3YmkKW98tY+9XNcRlBXP+HdN48QGvSHXu7VNImxl5XMc62GDk/L9vRi4T+PYXy4gJOvExf01NDc8//zy1UiTrHEnIJLjfbcBpcXPRT2eQkD3UieXu7KR8xVmIVivx//wHhrPOOuHnP1H840c/fkafcRHfd/DgQWpqanAeFj1w0UUXjVGLjs3p0GF5PCJvvV9M9TcNGNzeSQCzWmDWqmTOWpGMIAiIokR9USdF2xup2NuKe8DK9bjMYLLmR5M2M/KYkUF+/Iw0kijhsLmHxOIdXn/J2G2nu8uB0+pG5vK1hu/YCDIBjV4xVEwa5GoaLEAp1ad3HaaxwC26MXV1Y65tx1FvQmyyI29xo+oWEKSh59ohc1Gvb6FS00CxqpJDynKq1Y24ZL4vkH2hdAnEt+jJqo8gogPk4kChS4VMmYIYEI4z3o2QbEKXpCcwOBGDul9YClQH9olKepUepcx3hMUpR5K8zh8fQlPvbclYj+AaXm0Yt1wY5HDy3pb3CE7ebYI2DLUmBrU6Co06GrU6Go/HQHWNiUMHG+nslPB4vJNdSUlJTJ8+nYMHD1JZeZCgoBaiY7qIienG6azoew0qp4jBKqF3BOLsMqMymoh3uNH6GM5IEhQ4r2RL5zVIyAgPdXDelXparRFseK/VK/DIBeZekMzMc5KoO1DAJ08+it1sQhsYxKq7/4+ESVOHHrRuFxS8AfvfBduAqL7ISV5xauqVEDQycX2WbgffvFpMVYG36HJ4QgDL1+QQkXBqajOIDg/2Q+1Y81uxl3SCp/+8KuMDCJgXg25mJMIIiGEnS3OVkfce343ollhwWRqzViaNdZOOyekwfhzv+M/xyGLp6uQ/t9+AIMj4yUvveF2kfiYsHrMFZ3nZkBhAT2ub7wcoFKiSkwYJVZqMDJQJCQgj4AD2M/GQJInivM1sfOV5zO3e903y9Fksu+k2QmPjB+3X0G2nqNFIUZOJg41GihqNVLZZfAoHcplAarie7D6hykB2dCAxQRr/NdUE5JGyep6qbeV78eH8LiN+0H2i1UrZsuV4uruJe/JJAs9ZSVmLiTtf20tRk+kIRzw+lHIBrVKOViVHp1KgUcrRqeR92wI1Sq6cE48xUMGawkqy9Bo25mYf9ZiSJNFw788xfvopiqgoUj54H0VIyHG3rfFXv6brzTcxnH028f/4+4m+REwddl55KA9RlMiYG0XpzmZConVc+8t5JxTXf/XTeWyv7OCHZ6Zx37lHPxdHw+Px8Mif/sKbpkwcKFkm03BDdiyHtjYyfXkCi67yHc3c8re/0f6fp1FnZZHy/nsIp2gB1JHwjx/9+Bl9xlSUqqys5NJLL6WgoABBEOhtSu+gw3OEyIHxwETvsBrKutj6bhnNlT2r3TUyNiid7Ja5kAQ4b0o0Pzs7k/TI/roSTrubir2tFG1ror6kk94yIAqljJQZEWTPjyY+JxTZd7RejZ8TR5IkXA7PYQJTr7B0WG2mAfdLJ1iHySkDQSNHZ1ASFqolOETTLzAZBjiZerZ9l+swjSQe0YPZZT6GI6nnx2FCbpQI6dYRYQwizhxOki2GcLfvgX+n3Ei5ppZyTR0VmjrK1bU0qloRhaHvEa1C2+M+MmCQKTF4PBicNgx2IwZzGwFmB7RGYmuPwW4VYWDNI0GPQpVKVHwaOWfMJWVeJoHjwT0iimBpPWKcHsZ6JGMDgse3y+hwnAqhz9HkUMkPczjJcKgUKPTRqNVRqHvEJo06CrU6xntbE41KFYVc7nUIud1uSkpK2L17N+Xl5X3Po9PpmDFjBrNmzSI8PByr041CJlB86CBffPEFlp6i7rNmZzBjuhaLdRedHXnY7DWD2uuRZLR0e3B0iygtbpJcKqZLKoLMrQiim3rHZL7s/jk2MQi1YGJl8F+IS5A4YD+frSUz8KAmItHAihtzUCgtfPiX39NaVYEgk3HmDbcy87yLfE+IuJ1Q9pU33q/4c/D0Lq4RIGUxTLsGJl0E6hOI15MkSrY3sfmtUhxWr3g25/xkZp2bNGqxnaLVhe2gV6BylHdBjyYrD1IRsCQe/dxoZGPs8Ny/qZ6NrxUjCHDxT2cSl3X8kwOjyUQbP1osFjZu3Ohz8dhPfvKTMWrV0Zlo53i8I0kS/7r1GhwWC2v+/A8iksamEL2fU4u7s3OQUNUbAyiafE8QC2o16rS0ngjAnhjAjAwUUVF+AeE0prWmig1rn6b2YCEAQZFRnLnm+6TNmTfsv7vd5aG02cyhJm+dqqJGE4eajHQdVsO3lyCtcpCrKjsmkKwoA1p/wsS45rWGdn5WXMuZIQbemDG4BlHHK6/S/LvfoUxMJPWzT3l3XyO//PAANpeH8AAVc5ND0fYISP1CkgKtUuYVmFRydD3iUu9+vftqev6tHOZY+YmqJh6tbOKKqBD+OenYi5s8ZgtVV1yBs6oK/eLFJDz9n+MSTzxdXZSeuQzJbve6rebOHfZjffG/5w5QurO5798rbsohe37MCR3ri/1N3PHKbkJ0SvLuX3FSzsWL//QB+V1KQiU3NxkDOPeWyXz13EGCIrVc/5uhdaXAe27Kzjob0WzuEytHE//40Y+f0WdMRalVq1Yhl8v573//S2pqKjt27KC9vZ177rmHxx9/nMWLF49V047JRO2wOpss5L1fTmW+d1WTQi1n5tmJzDgrgS6Xmye+KuXNnTV9q5ciDWrmpoSSmxzK3ORQsqMNyGQCpg47JTuaKMproqu5f1W9LkhFZm402fOjJ1ThcT8ji9vlwW52Y7cc5lwyeQUmm2WAyNTz4/EVtTYMZCoZolKGBZF2txuTKGKTgVWQsAkSDjnEROrJSgxieloouVkRhAeeXJTWd5VeUcmXoHREocnV/2+Ly+LzuApJTqIjhlR7PGn2BNIc8aTa49GLvsWeBlUrdboWmgwdtAeZMYbYkRmUfdF3h8ffBaoCMcjVGLobCGgrQ9l8ABoLoPkA9LSpw6GhoDuDUlMERufgi2JBFow6IIukablMWjyDhJxwlOpRvBD2uMHcfNQ4PUyNCOLwHGAOpTDE0dR3Wy3HqVaj1MV4nU2a6B7RKQpNj+CkVkehUkUgG0aMYHt7O3v27GHfvn19AhNAamoqs2bNIisri+pOB+sONbOuqIXd1Z1kRhl49Xvz0Mo8fP311+zevRsAvV7POeecw9SpU7Hb6+nszKOjcyudnVtxOgev8LaKUGaXU+/UMjtwAecGzUbZ1M7nm5JpMUUi4GGq7jOm6L4kUGvhgHk5+4wrsQjR5F6YwpQlUax77l8c+vYbACYtXsZZt92JUnWUvsPWBQc/gPw3oWZr/3alHqZcBrNvgrjZffF+R8Pc6eCb14qoLvTWIesVzMbye9VjdmLd04Jpcz2iyStOyPQKAs6II2BBLLIxckxLksS6Fw9RvK0JbaCKqx+Yiz54/PbxE2n8uHfvXs4//3ysVisWi4XQ0FDa2trQ6XRERkZSUVEx1k30yUQ6xxOF1x66h8bSYi786S/IWjB+r8/8jCySJOFubh4SAegoL0ey230+RmYwDI0AzMw4ITeBn/GD3WJm69uvsu/LT5FEEYVSRe4lVzLnosuOPjYaJpIk0WJycKjRyKFGE0U9NavKW824fSxCFARICdOT3eOm6hWt4kO0flF0nLCjy8xFe8uIUyvZvXBy33bJ7ab83PNw1dUR/MCD/Fk9hff3emNFF6WH89erpxNp0IxaO2/dX8mnrd38Ki2WHyQOL/LOXlxM1VVXIzkcRPz0p4Tfcfuwn6/9uedoeexx1NnZXjfQSb5fW6qNvP3HXQAYQjVc99v5J7x4zSNKLPnzBuq7bDx6+VSunpt4Qsf58kATt7+8GwGJSxQ1pLdlc+m9s/jwib2IHonrHplPcJTvGoatf/87bf9+CnVGBikffjCqbin/+NGPn9FnTEWp8PBw1q9fz7Rp0wgKCmLHjh1kZWWxfv167rnnHvbu3TtWTTsmE63Dshqd7PykkgPfNiCJEoIAOYtiyb0wBX3Q4IFkUZORP39RzObS1r7Cj70YNArmJIUwNyWUeSmhTIkNoqvOQvG2Rkp2NeOw9E+KhicEkD0/hoy5UegC/VEfExXRI2K3uIc6lnpvW4ZudzlOzOUoV8h6nEpel9LhsXiCWkatxUFRp4V9zUZ2NXVjOUzM0irlzEwMZm5yKLkpocxMDEan8sdLwtFFJZPTNEhA8iUymV3mk26DzqMh251KjjONNEcCSdZooqwhyKWhIo8ok3CHCUjRKpQxerTxwQTGh6PWHeNCxd4NTYVe4ampEJoKoLUIBog2kgQN9mD2dk+h2hKA3TlYMBPkUQRGTiZ97gJyzphEZGLgqXHLuR1gahzgaDo8Tq8BzE0I0rFFWwn6BKbBglO/08mtNaDSxvRF6anVUag1vf/2up6UytCTukByuVwUFRWxe/duqqqq+rYHBAQwc+ZMpkybTmkXrCtqZn1RC9XtQ+MCp8QF8ur35hOkVVJdXc0nn3xCa2srAGlpaVxwwQWEhnrzyCVJwmIppbNzKx2deXR2bsPjGfxe7fYIWBTxZEZdinHHIkq2dffdF608RI52HemardQ7J1NoPR9H9CKW3ziZqn3r2PjKc0iiSGRyGhfd8wBBkVHHPgmdVVD4trf+VHtZ//bISTBrjTfiTzc0T12SJIryGvn27TKcNjcyhcDcC1KYuTJx1NxRx0JyiVj2NGPaWIenwzspKajlBCyIIeCMOOSG0f++dzk9vPvobtrrzcSkBXHxz2Ye83yJdje2g+1o0oORj+JChYk0fjzzzDPJzMzkqaeeIjg4mPz8fJRKJddffz133XUXl1122Vg30ScT6RxPFL546m8c+OZrFlyxmoVXrh7r5vgZYySPB1dd3WHOqlIclVXg9r1ARh4ejjojfVAEoCo9A3mAfnQb7+e4kESR/Ru/ZvNrL2IzesdOGbkLWXrDrcMbD50kDreH8haL11HV5I0BPNRoos3s2/kfoFb0uKm8YlVOjIGs6EAC1P5rwdGmw+Vm0rf7AShfMhV9T9yn8YsvqP/p3UhBwfz00kco6XIhlwn87OxMfrA0bdRTd+ZvO0iVzcnb09NYHDr8ZIOud9+l8cGHQCYj8YW16HNzj/kYye2mbOVK3A2NxPz+9wRfPjLjqA+e2Et9cSdLV2cxZcnJxYc/s6mcP3xWRHa0gc/vWnzc14RdVidn/XUTbWYHU+UNzFbWE9a8gHNuns6hrY3UFXVyxhXpzDjLt+Dl6e72uqVMJuL+9gSB5557Uq/nePCPH/34GX3GVJQKCQlh9+7dpKamkpaWxrPPPsuyZcsoLy9n6tSpWK3Dq2sxFkyUDsvl9JD/dS17vqzuEwqSp4ax4NJ0QmOPfhFgc3rYV9vFzqoOdlZ1sLu6E6tzsNigVsiYkRBMbkoosxOCiTRLVO9upaqwDbFH0BJkAomTQ8maF03K9HAU/gKmY8bAOkw+azBZem/3b3dYh19/ZyCCTOivsaRXDq7FdFj9pd5tCpVs0MCn3exgZ1Vn33vwQIMRz2Gr5UJ0SuYk97j5UkKZHBs4bLv+REOUxEGiktFhHHVRCUAj1wx2IR3uSlIZMCgNhLgDCenSY+hUoWkVkLV4kDqdPo8paOQoYwJQxepRxgZ4fyK1CMf6W5qaesSn/J7fBV5BwAeiJoRS5lHQGkFDcztu18BIGgG5KoHwpOnkLDqD7AUZQwT748Zp7RGcfNdwkowNCJbWYR1KFA4XnOSHOZxkiLow1NqYAc6m6J44vSjUmmg06mgUilNThwigpaWFPXv2kJ+fj81mA7xxvOnp6aTmTKfWE8g3Ja1sKmnD7OjvV1RyGfPTwliRHUlGZAA/fn0v7RYns5NCeOmWXPRqBW63m61bt7Jx40Y8Hg8KhYKlS5eycOFC5IfVtBBFNybzATo6tlDR+BluazEKYbCoZ25ZhK36PDqqIpB66pEpBRsZmm/J0X6NWjBx0HEeActuIThR5NMnH8VmMqIxBHLhXfeRNHXG8E6KJEFNHux5CQ68D+6eleVyFeSsglk3QvJikMkwddj55tUiag50ABCZZGD5jTmExY5P17HkkbAVtmLcUIu71zGtkKGfG4VhSTyKkNFb5QrQ1WLl7T/sxGn3MH1FAouuHJpXLzo92Is6sOW3YivuALdE0AUpGBbH+zjiqWGijB8BgoOD2b59O1lZWQQHB5OXl0dOTg7bt2/nxhtvpKioaKyb6JOJdI4nCjs/epdNr64la8FiLvzpL8a6OX7GKZLTiaOqanAEYGkprtpa7/ehD5Sxsf0RgD2ClSo1FZl6/Dpevys0lZWwbu1/aCorASA0Np5lN99O8rSZY9wyaDU5+txUh3p+l7WYcXp8L+JKDNX1Rf/l9LiqEkN1/rIDp5hJ3xbS4fLw1ZxMphp0SJJE1VVXYy8s5PWclbyUtZLYIA1/v3Ymc5KHLtY61RjdHjI3e6MoD5wxhbDjWMgqSRKN/3c/3R9+iDwinNT330cRHn705/vf/6j/yV3IQ0JI/2bDiPVzNrOT5kojSVPCTtp51W11Mf+P67C5PLz+/fksSAs7rsf/7K19vLennvTIAFapDtDZ1oKhK4czls1BG6Di27dLicsK4ZK7j9yPtD/7LO7OTsJuvRVF6Oi9L/zjRz9+Rp8xFaUWL17MPffcwyWXXMLq1avp7OzkoYce4plnnmH37t3s379/rJp2TMZ7hyWKEsXbGtn+USWWLu9KoohEA2dcnn7C9RbcHpGDjUZ2VHawo7KDXdWddFgGTzDLZQKTYgLJjQ0m0ykgVlroqOmfCFdpFaTPjiRrfjQxaUF+e/1JMLAOU7+w1C8m9UXk9UTm2Xv+fUKfeAHUOgXa3lpLfUKSEo3el8CkRKVVHNffV5Ik6jptfQLUjsoOyluHxr3FBWuZmxzSFyuZFhEwYS4oDheVjiQe+drWKypJnHyXPVBU8ikoDdymHLpNJR/shJBECXebDVejGWeDBVeDGVeDBdHiOxteHqTyik4xelQ9ApQ8RH3094soQmclNOb3u58aC8DS4nv/oASInoYjdDIFdcEUFTXRWl+E5LEN2EmBSp9GXPZspi1fRPL0uOGL5g6TT6FpYKSeYOsc1qE8AoPFph6HU38dJwWCPqpHcIrqqd8U3VfLqVeEkstHVwQAcDqdHDx4kN27d1NbW9u33WAIJDJzBs3ySLZUdbOvtmtQ3xMeoGZ5dgTLs6NYlBE+aAXrwQYj1zyTh9HuZmFaGM/fNLcv07y9vZ1PPvmEyspKACIjI1m1ahUJCQlHbKPH46Cw7gN2Vb6CYCsmQeVB3vNWc9mCMFYtoKtyMS5zf2RHiKKGSdp1pKq30qaeh27FzXz98ac0V5QhCDKWXHcTsy+89Pi+w2xdXvfUnhe97+EepOBkDgX9lC35KTjtInKFjNxVKcw4KwHZBBDYJVHCXtSBcUMtrtoeoVcmoJsRgeHMBJSRvuM5TgUV+1r5/D/ec7vye5PJmBOF5Baxl3RiLWjFfrAdydk/YaWI0GJYGo9+TvSotXG8jx8HEhERwZYtW8jMzCQrK4u///3vnHPOORQVFTFr1qxxu3hsIp3jiUL57h188OffEJGYzJrH/jnWzfEzwRCtVhzlFT0xgCV9opW75QhjOJkMVVJSX52qPrEqMQFB4Xe8nGqsxm42v/Yi+7/5CiQJlVbLgsuvZeZ5q5ArlGPdvCPi8ohUtFooahocAdhk9B01qVXKyYo2kNPnqgokK9pAkHb8vsaJxsV7StnebeGpSUlcGhVCy+Y82r9/Cw6ZghvPeYi5M9J4/MppBOvGJlVnW5eZS/aWEatWsmdAxOBwEa1WKq+6CmdZOboF80l89lkE+ZGvJauvvwHrrl2E3XE7kT/96Um0/NTy4PuFvLq9hpWTonhmzZxhP259UTO3vLALmQDv/GAhrYd2kJeXh8YaxfTURSy8PI1XHt6GTCZw618Woxqj6O8j4R8/+vEz+oypKPXll19isVi47LLLqKio4MILL6SoqIiwsDDefPNNli9fPlZNOybjucOqOdDO1vfKaK/3TugbQjXMvySVjDlRIxo/JUkS5a1mdlR29okI9V22IftNC9IxX6YhpNWFaO5fHR8YriFrXjRJU8MJitCi0X+3B4Bupwe7pUdgMvXH4g1yMg0UnywuRPeJfXxVGnmPgORLZOp3MvVuU+sUIz45KooSJS0mdlZ2sKOqk11VHTR2D71oyIwK6Ivim5McSlyw7zpDo8HpKiodD5LLg6vJirPBjKuxR4BqtCC5fKxMFEARoUMZ2yM+xXhdUPJjfdbdTm/cXq/w1FQATfvB6aPYtiCDsAyImQbR0yBmGkZlErvW76N89zaMLcUgDXD7CRoCwnJImZHL9LPPIDIpZLCwIElg7/IhNA2I0zPWIzh8F/4+HI+MPqFpcP0m7zanRo1MH9PnZOqv4RTdF6nnrd80vvrHxsZG9uzZQ0FBAQ6Hd+GDBxny2BzaVDHsbnQM+TxPjg1kRU4UK7IjmRoXdFQxeW9NJ9c/ux2L08OyrAievmEOKoW3D5Ikifz8fL788ss+R9acOXM466yz0GiOLsy1WFt469CL7K1+iwiZkRSVSIJKRCWArS2DropFmOpmI3m8KxdluEhR7yRHt46gMIFKIYVvdjQiIiNr4RLOuf0nKI/xnD5p2Ad7XsS0dz0bWtdQ6/SuFowyNLP80hBC550F8vF1oXYsJEnCUd6N6ZtaHGVd3o0CaCeFYViWgCr+1Ln0BpL3fjl7vqxGqZRx9pwIVJVGJHt/HyAPUaObHoF2WgTKGP2oL44Zz+PHw1m5ciU33XQTq1ev5o477mDv3r385Cc/4eWXX6azs5Pt27ePdRN9MpHO8UShq6mR5+76PnKlkp+89A4ymT/1wM/J4+nqwlFW1u+sKinFXlqK2N3tc39BpUKVljYkBlARG+tf6DgCiB4P+V99xpa3XsHRUwd00uJlLL7uZgJCRt/FMlJ0WJx9AlVvBGBxkwnHEeoZxwVr+yIAc2ICyY4OJDlMh2ICLBQab9xTVMOrjR38LDmKFTINpbfexvS6/XyesoDgBx/m5jOSx/Sz+2xdKw+V1nN2WCAvT0s9oWM4ysqovPIqJJuN8DvvJOLOH/ncz37oEJWXXgYKBenrvkYZderjL0+U0mYTZz+xCUGATT9fRkLosReYGe0uVv51E01GO99fnMKDF0yivLycl19+GZlHRapsGdc/soBXf7WNrmYr53x/Cumzh1fDa7Twjx/9+Bl9xlSU8kVHRwchISHjfmA5Hjus1loTee+VUXvIuzpfrVMw+9xkpi47jtX/J0lDl61PoNpZ1UFJ84C4MAkS3DLmoiLFLiA7rOyQSqsgMFxDULgWQ7iWoHANgeFaAsO1GMI0yBUTZyDo8Yh9QlKfmGTxEZc3wNXkPtE6TEpZn7B0eA0mjb5nu2GA+KRXjsm5dLpFCuu7vU6oHqddt22wk0YhE5gSF0RuSihzk0OZkxRCiH7kVk6JkojFZRm+oHRYHJ7ZOTKiklquHpZ45EtkMqgMqOWjE2kiWl1e8anH/eRstOButYIv/UkpQxmtR9kTv6eKDUARpUOmOkbf4zB5Baemgn4RquUQiD5cVnI1RE3uF6Cip3n/rdJRV1TD3i+/oXb/LmzGShjwdxLkgYTGTSUzdwHTF6Whp+OIcXoY6xFcQ8V1X7jkwjHqNwUg18ccVrNpgACljuqp3zQx+jaHw8H+/fvZvXs3DQ0NAFglJR2aWDo0sRzqELENECc1ShmL0sNZnh3F8uxIooOOT7zZVtHOTWt3YHeJnD81mr9fM3PQhIDFYuGrr75i3759gLdm1XnnncekSZOOOYbwiB6qTdUUtRdxqH0/TR27cduKiZZbSZKpUdTPpbvyDOydKX2PCZC1ka1dT4rhW6odHvbUx6GNyuaiex8iOOr4nDaSJHFgcwNb3y3F5RCRCy7mBbzKdN3HyAQRAqJh5nUw8wYITTn2AccZzloTxg212A+2921TZwQTuCwBVcqpcUlLooSzyoh5Xwtff1NPm1MkQAZLDQpUQWp00yLQTY9AGR8wpmPM8Th+PBK7du3CZDKxbNkyWltbufHGG/n2229JT09n7dq1TJ8+fayb6JOJdI4nCqLo4e9rrsDjcnHrk/8lODpmrJvk5zRFkiTcra2H1asqw1FWhnQEd6ZMr0ednj4oAlCdkYE87OSjrL4r1B3cz7q1/6GtpgqAiORUVtx8B3HZk8a2YacIjyhR2WYZJFYdajT5XGAL3pIFmVEGsnui/7JjDOREB47oderpyFM1LTxSVs/UNg+uTQU89fVjiAiIL7zJ1PlTx7p53F1Uw+uNHdydFMUvUk/8e637ww9p+MX/gSCQ+Nyz6BcuHLJPwwMP0v3eewSefz5xf/3LyTR7VLjhue1sLm3rE5iOxf+9W8AbO2tJDtPx+V1L0KrkuFwuHn30z7jdLkLbZ/Ojv17Atg/L2fd1LdkLollx4/jqX/zjRz9+Rp9xJ0pNFMZTh2XqsLP9owqKtzeBBDK5wNQz45lzXjKagLFdXd9pcbKrupMdle3sqOrkQH03blFCKUG6S84kp5xYSY7mWHqMAAHB6h6Rql+s6v23LlB1yi46JFHCYXVjMzsPE5j66zL13u4VmZy2E6vDJOupwzRQYBriZAoY7GRSHmvSf4wwO9zsqe530e2r7RqyIk2nkjMrMYS5yaHMTQ5hRmIwuqNkOftFpVODJEl4uhxe4amh3/3k6fJdRFimV/TE7/XXgFKEa4/txDS3Dq791FgAHRXg62+iCeoXnnpFqPDMPveI2+2hJO8ghRs20VS+D4+9AZ3CRYDCgUHpIEijIircQEykhiCNFUw9gpPHd6Tg4TgVwlHrN3l0oSgDYvui89TqmAGRelFoNDHI5WM7+T0SSJJEfX09e/bsobCwEKfTRbuko04MoVUVTb11sKAWE6RheXYkK3IiWZgW3he7d6JsLGnley/uxOWRuGxmHI9fOX2Iw6qyspKPP/6Yjg5vLaaMjAwuuOACgoODj/u1NlgaONR+iJLWnXR07ULWYiWkdhZC3Tw8rv7aTvGqfLJ1X6MNL6BUEYRz6rlMn7WGmOCpx/ybG9tsbHiliLoi7wKS6NQglq/JJkRe5609lf86WPvFHFKWwqw1kH0hKEc/ovFkcDVbMH1ThzW/pU/MViUaMCxLQJMdetKfD0mScNWZsea3YitoxWP0Rgo7RIlvzG7sIqRmh3DOj6ePmyjE8TR+PBqSJFFTU0NkZCRa7dg5lE+EiXKOJxov/fxOWmuquOS+X5I2+9gF3f34GUkkUcTV0ICjZIBYVVKCo7ISXEeIiw4J6Rep+qIA05EbRse5OxEwdbSx6ZW1FG3ZCIAmwMCia25g6opzvpOOyG6bi+Im06AIwOIm05C62r1EBar7ov96YwBTI/SnbX3j4+Xd6lZ++lY+8nYHd+19i3Ord6BZvoKUf4+PGNiVO4spMNt4bkoyF0QEn9SxGh9+mK6330EeFkbKe++hjOp3Abk7Oig7cxmS00nyG6+jnTHj5Bo+CvRG8Rk0CrbdvwK9+shzNJtLW7nhuR0IArx52wJyU/qdla+++iqlpaXojSnccs/l2MwuPnxiL1qDkpsfXTSiSU4ni3/86MfP6OMXpU6Q8dBhOWxu9nxRTf76Wjw9q9PT50Qy/+I0giLG5wSC1elmb01Xn5NqT00ndpdIXICav104lXCZHGObrefH3nfb7fRtr+9FoZQNcVcNFK+Uau+gWpIkXHZPv0PJfHhEnnOI6OSwnHgdJm8UXr9DaYiT6TABSqWRT9hJ7Dazg11VHX1xjgcbjXjEwScuRK9gZqKOKYkqMqLlRARJ2NzmPvHoSLF3RqdxREUlpUzZJxgdSTgauP3wfcabqHQ8SB4Rd6ttiANKOoKQKg/VoOqJ3euN4ZMdSwSWJOis6nE/FfaLUKZG3/sbYge4n6Z6bwcnQe9zeFxgbsbRWEVV3maMpbuQmSsIUBgJUDgxKB3oFU7kwvDeGw6VgEPV72gaLDgpkAIiUelivWKTJnqA4BTVF603FvWbRhObzUZhYSG7d++mrqmVBjGQOjGYBikEi9h/USIIMD0+mLNyIlmeHUVOjGHE+7AvDzTxw1f34BElrpuXyO8umTLkOVwuF99++y2bN29GFEWUSiXLli1j3rx5yI+S7T4cWq2t7G8qoGxLMZ6CEDymCMA72aAWTGRqN5EUugFrSjPl4Vo6FZEodFlEhs4nJ/ZcYgISEQQBSZTYv6mere+X43Z4UChlzL8kjanL4gcLbW4nFH/qFajKN9An2mpDYPq1XvdU1PhaWXgs3B12TJvqsOxqgp7YWWW0HsOZ8WinRiDIh/+ekSQJV6MFW0Er1oI2PB39MZGCRo52cji66RF0CAIfPrEXUZRYdFUG05cfue7YaDIexo/DQRRFNBoNBw4cICMjY6ybc1xMlHM80fj4b49SkreZJdffwtxVl411c/z4AUByuXBWVw92VpWU4qyp4UgXcIqYmEERgOqMDNRpachOJI53guJ2udjz2Ydse/cNXA47CALTzzqXM66+Aa3B328ORBQlajqsg4SqQ40majp8O/eUcoH0SG+tqpxor6sqOzqQCMPEvX48EbaWtXHnG3vpMDsJcZh45as/IHO7SHrtNXSzZo5183CJEmmbCnBKEtvn55CkPbm/j2i3U3X1NTiKi9HNmUPiC2v7auC1/ec/tP7tSTRTp5L81psTYr5HFCWW/+Ubqtqt/PbiydywINnnfmaHm3Oe2ER9l42bFibz64sG1+bavn07n3/+OUpHMFddfi2pMyN4/p7NOO0eLv/FbKJTgkbh1QwP//jRj5/Rxy9KnSBj2WF53CIHNtez89Mq7GbvyrCY9CDOuDyDqJSJ1Xk2dNm4ae0OSprNBKgVPH3DbM5IDx+0jyRJ2EyuAWKVje42O6Y2G91tNsydDp9Gi4FoDUoEmYDd7EL0nGAdJq1isFtJP1BUGlyDSRugQqVTHLVmykREkiQsLgtGh5HStlZ21TZQ2NBESWsLrdZuBLkNQWZHkNtAZkejdqLTOJEr7LixYnVbEKWjC4zD4XhFpcO3TWRR6XgQHR5cTT3OpwaLV4hqtvRNCg9CJqCM0vU4oHpqQMXqkWmOUdfG44K2ksHup6ZCcPiqByBAWNph7qcsb1SfjxpOkrEBsbMWma0NYRhipARDHE0OtQy7qrd+kwoMMai0XsHJW8Mppv+2Onpc1m8aLXqdEXv27GFbYQlVTgN1YhBNYiAe+ld86lVylmRGsDw7kjOzIkflIvvDffX89M19SBJ8f3EKD5yf4/OCrrW1lY8//piamhoAoqOjWbVqFXFxcSPSDkmS2P1FNTs+qUAQnYhSf2xLhKKczIB1BCTvoCVBxKaV45ag2aNHLTsbdl9MW6VX/I1JD2L5mhyCI4+R0d5ZDftehb2veD8bvcTP9bqnJl8G6oAjP36c4TE6MX1bj2VbI1LPqmN5mAbD0nj0s6IQjhIt62q1YstvxZrfiru1P15HUMnQ5IShmx6BJjNk0DHy19fy7VulyGQCl/xsJjHpwafstQ2XiXTBO3nyZJ577jnmz58/1k05LibSOZ5IbH37VfLeeZ0py87mnDvuGuvm+PFzVESbDUdFxZAYQHfjERZIyWSoEhKGRACqkpIQlKfXuLBy3242vPA0nY3eKOaYzGxW3HwHUanpY9yyiYXZ4e5zVRU1mjjU6K1XZXb4XugXHqDqqVHlFamyYwykRwagVpxejjS3R+Tv60r5x4YyJAmkAAXXN6zj+vUfo505k+TXXxvrJgJw0Gxj+c5iDHIZxYunIhsBochRWUnV5VcgWq2E3X47kXf/FMnlomzFWbhbWoh97M8ErVo1Aq0fHdZuqeSRjw+SFqHnq7uX+pzbeviD/by8rZqEUC1f3LVkiKOqvb2df/zjHyAJrJx5DQsvyeKLZ/ZTvqeFOecnM++iE6vldSrwjx/9+Bl9/KLUCTIWHZYkSVTsbSXv/XK6eyZkgqN0LLg0jZTp4RNixYUvum0ubntpF9srO1DKBR6/cjoXzxj+BKLHLWJqt2Ns73FXtdr6b7fZcFiHDgwVKtlgMUmvRGsY4GTSD3YyjVUdppFGkiSsbqtPV9LAf/u6r8tuxOq2IPkqKHScKGQKAlWBRxWO/KLS8eExOftcT70ilLvd5lOwFdTyQcKTMiYAZZTuqBPCADgt0HxggPhUAM0HweMj5k+ugogsCEkFQzSoDSCTg6UNjA1Ixnow1iFYO4b1+kThcMFJ3iM4ebc5tTpkhnjUWq+41B+lF91Xw2ki1W8aTaxWK3v37eOTvAPs7xCoFYPokgaLJQmhWlZkR7EiJ5LclNAxuYB+Y0cN//deIQB3rcjg7rMzfe4niiL79u3jf//7H3a7HUEQyM3NZfny5ajVI9N3GNttrH/pEPXFXchwISFDwntO5DhI1WwjJnIj7owKytpX0lp4OZJHjSB3EDHvIEvPn0946DxksmOIvn0vygNl62DPi1DyBYg932uqAJhyGcy6CeJm9bsLxzmi1YU5rxHzlnrEnu9oWaAKw+J49LnRyHrcze4OO9aCVmz5rbgaLf0HUAhos0LRTo9Akx16xNp1kiTx1XMHKN3Vgj5IxVUP5qILHNv6DxPpgvfTTz/lT3/6E0899RRTpkwZ6+YMm4l0jicSRVs38emTfyYmM5vVv318rJvjx88J4TGZvDWqSgfHAHo6O30/QKlEnZIyIAbQ+1sZF4cgm1hjyq7mJr556b+U79oOgC4omCXX3cykxcsm3GsZr0iSRF2njaImE0WNRg71CFaV7Rafxj2FTCAtIqDPTdVbqyoqUD0h53Yau23c9cY+dlR6r++umZvA7hAXv7v3dgKtFuL/+Q8MZ501xq308lZTBz85VMP8ID0fzBo5R7jxs8+o/9k9ACQ88zQek4mGe+5FHhFOxrp1CKqJU4fMZHex4I/rMTvcvHhLLkszIwbdn1fezrX/3QbAa9+bx8LDFpeD9zPx2KN/xWo3kRW6kGt/spKibY2se+EQ4QkBXP3g+IkD9o8f/fgZffyi1AkyFh2WudPOyw/nIboltAYluRemkLMoFvlpkFnscHv42Vv5fFrgXb12/3nZ3LYkdUQGY3aLC1O7N95nvNdhOhbDFZV8bu+JyBsJp5IkycGjRSXTE6gyEK4LIi4wlFBdUL94pDyyc0ktn5gD7fGAJEq4O+x9wpOr0YyzwYxo8p2nLwtUDYnfk4dojp3fbO2AxvzBAlR7Gfh6/8g1EBDhnSAXZEhuG1jbEOzGYb0mj6xXcJIf5nDybrOgwCmEoDckEhqViUYbO1h0UkejUIx8bNzpjCiK7C8p561N+9lWY6LWHYiD/pXAMgFmJ4VwVo5XiEqLGB/1sXpX7IH3e+L2pWlH3NdsNvPll19SWOgVsgIDAzn//PPJzs4ekbZIksSBzQ1sebcMt8ODQDcKHLjoz5BXCRackh4AbUQRMXNfQhXQCoAbNYEhC0mNvYSwsKUoFMOscWFqhvzXvPF+HRX924MSIeNs70/KElDpR+R1nkpEhwfLjiZMm+sQe+pByXQKdDMicdaZcNaY+neWCWgygtFOj0A7KezYLs4enHY37zy6m85GC3GZwVx014wxrS81kS54Q0JCsFqtuN1uVCrVkNpSvXXcxhsT6RxPJFqrK3npvh+j1uv50XNvjIvvBD9+RgJJkvC0tw+JAHSUliJafUe0CTod6vT0ITGAioiIcffZcDns7PjwHXZ+9C4elwuZXM7Mc1ex4IrVqHXHcGz7GRFsTg8lzf3Rf72uqm6b7+u3EJ1ykEiVHWMgM8pw0rVaTyXri5q55618Oq0uAtQKfn/pFC6eEce/Hn2C5WufwRoXz6z/fYFwkrHaI8WvSut5uq6V78WH87uM+BE9duMjj9D1+hvIg4NRREbiKCkh/Md3EvGjH43o84wGv/7oAC9srWJZVgRrb+4XkKxON+f+bTM1HVZWz0vkD5dOPeIx3nj5XYrKCwkmkZ/++hZsJifP3/ctSHDjH88gIGR8LDj2jx/9+Bl9/KLUCTJWHdb2j7wTUDNXJqIa5oTMREEUJX7/2SGe+7YSgJsWJvPwhZOQn0YReJIkYXPbfApKwxGVzE4zHsl3odXjodepZFAZMCgNaBUBeNwazFYl7SYZzV0CbpcGSdQgebRIogatTM/U2Ghyk+KYnxzNzMQQtBNU3JsoSG4RV7PV64DqE6EsfbFXgxBAEa4dHL8Xo0duOMZqLEmC7tr+2k+N+d4fU4Pv3XuKHgvi8N6HbhlDxCaHSoZdLcehkmNBh8WmxGkBl0WJy6LAZVGCJ5zIxLlMXXIuiTkz/Cs4R4gDNS289k0hm8o6qHNqkAbG8ikFzsyKZOWUGJZmRhCsG58r+f61oYzHviwGOGrGeS9lZWV8+umndPasgs7Ozub8888fse9uY5uN9S97XVOSaAZxGwopFEmZg4gWhWBjoeElkidZ+CI+iHpnAalKK/oB3aeEjMCg2URHnkN42HJ0uqRjP7EkQfUWrzh18ENw99dWQq6CpDMgY6VXpApLH9cuKsktYt3TgnFjLZ72Aa9DAHVqkFeImhyOXH/kCCWX6Br83ekwYnR5vz+7m+3Y34pGcMnpzqmgZvIuTA7v9+vNU27msozRq48zkS54X3zxxaPef+ONN45SS46PiXSOJxJup5O/r7kCSRK54+mX0QeHjHWT/Pg5pUiShLuhAfthEYDO8nIkp9PnY+RBQYMcVb0/8qDRr5siSRKlO7byzUvPYmrzLohJnDKd5TffTlh84qi3x89gJEmiyWinqNHEwR6RqqjRSEWbZUhdZvAuGEsJ15MdE0jOgAjAuGDtmAqhTrfIn78o4tmeOZwpcYH889pZJIfrkdxu9iw/C11LM1t/8BNuvesHY9bOw7l8bxlbusw8kZ3AtTFhI3ps0eGg+trV2A96F9IJSiXpG9ajCB/qJBrvVLVZWPaXb5AkWH/PUlIjvLHhv/n4IM9vqSQ2SMOXdy/BoDnyGH3vrkI+/ORd5B4ND/zq58gVct55dBfNlUbOvC6LyYtHJmb9ZPGPH/34GX38otQJ4u+wTh3Pbq7gd58eAuC8KdE8cfWMcbMq6Gii0iAxyXVk99KIiEqCgkB1v6g03FpKvT8mq8Cu6k52VHaws6qDQ41GDh/7hulVzE0OZW5KKHOTQ5gUE4jiNHDljVdEm9srPA2I33O1WBnyhwFQCCijD4vfi9EfMcKqD48Land6J7Ib9kJbMXTXgds+KOVvuJc1LoXQIzD1Ck7y/jg9jRLJEINCH4taE4NSEYmty0BTsZ3GogYsrU04LWZvLl8PhvAk0ufOZ/pZS/0XyyOEyyOyo6Kd97aXsrG0nTbH4M9wlFZiRU4UF81JZXZSCMoJ8hl/7Msi/rWh3Hv7imlcOSfhqPs7nU42bdrE1q1bEUURlUrF0qVLmTt3LqoRiNGQRIn9m+rZ+l4ZLocLj2Mjbtt+NOp4FsWXME21EwERZArEud8jL2MRG2rfxmHcSY7GRZRy8Odcp0sjIvwswsOXExQ0E0E4xmfbaYHKzVD6Pyj9CrprBt8fkgzpZ3tFquRFoDqxldEmpwmnx4nU02NIkoSENPT3gNve/4fejwSiJA66D1FCXmxHVuHAFi7SkmShS9n/XXq0BR02t+2obU9tn87KklsA+CLrWapCvQ66H07/IT+YMXqTJP7x46nHf45PHc/95Pt0NTdy5cN/IHHKtLFujh8/Y4LkduOsqT2sXlUpzqoqEH0nUigiIweJVOrMDNRpachOkVOpva6G9WufpmZ/PgCG8AjOXPM9MnIXjjsnl5/B2F0eylrMfW6qXndVh8W3EGrQKPrcVNnRgeTEGMiKNqBTnfoFzDXtVn78+h7y67y1hG8+I5n/Oy+7L+a7+9NPabjnXjoDAnniX8/x9rzxEQUsSRI53+6ny+3hqzmZTDWM/OfQWVND5WWXI5rNBF18MbGP/mnEn2O0uPWFnawrauHGBUk8cvEUdlV1cOXTeUgSPmP9Dsdhd/DHP/4JBIk113yP1Ox4dn1WyfaPKkmZHs75Pxgf4wn/+NGPn9HHL0qdIP4O69TyUX4D976Vj9MjkpscyjNrZo/Iqv1eUelwMWmiiUoauWbYFxSSJFHTYe0ToHZWdVLZZhmyX0KolrnJoeT2CFGp4Xr/RcspQJIkPN3OHuGpvwaUp9NHXSZA0CpQxfbG7wWgitWjCNchyA/724geMLeAsQGM9dBV7XU/tZV66zfZOsHjHLbg5FQOFJyG1m8SAmNR6uNQq6NQq2N64vSiemo4xaBShmLqcFC5r4WirbtpKt+L214G0oA4LkFGWHwWOYsXMWnRGRjCJt7qsfFIp8XJNyUtfFFQz+bSNgaW1RMQSdK6WJYVweqlU8mICR6zdp4MkiTxm08OsnZLFTIB/n7tTC6cFnvMxzU3N/Pxxx9TV1cHgE6n44wzzhgxcaq71cr6l4poKO3C7SjEY9uAJLkJVVk4M6aGFF2bt/3aEIQz76dzyqV8VvMVG8rfQOsoZbLWQ6paZODHW6kMJSxsKeHhKwgLXXTsmD9JgraSfoGqeiuIA+JhFBqvMJXeE/UXNjQC0SN6qDHVUNxRTFFHEcWdxRR3FNNqaz3pc3SqCVAGHLFOYcCuNCgIRVBJpN4iEBZtINGQSJQ+atTaN9HGj+Xl5axdu5by8nKefPJJIiMj+eKLL0hISGDy5Mlj3TyfTLRzPJF4/9FHqNizkxW3/IAZ51ww1s3x42dcITocOCsqhkQAuhp8pw8gCCjj44c6q5KTT7jujMNqJe+d19j7xceIHg9ypZK5F11O7sVXoFRrTuLV+RlLJEmi1eygaED036FGI+WtZlyeodN5ggBJobo+N1V2dCCTYgKJD9EiG6EUmk8KGrj/3UJMDjdBWiWPXzmdsyf1j6ckSaLq8iuwHzzI2guv4PNLr6bwjPEhStXanczNO4hCgPIl01CfokQOy7ZtdL76GlH/9wuUcePDDXQibC5t5YbndqBXyfnm58u4+uk8KtosXDk7nseunD6sYzz2yD+wSO3MnbqYCy5fQWutibd+vxOFSsatf1mMYhwsQvePH/34GX38otQJ4u+wTj155e3c9vIuTHY36ZEBvHhLLnHB2mM/sAe7286elj1sa9jGtsZtNFmaMDlNuCX3sR98DBSCYohwdExBaYD4pFWcOpu9R5QoajKys9IrQO2s6qDFNFjwEATIijKQmxLKnB4hKjrIf6Ey0kgeCXebFVeDBWdjj/upwYxo9f0elAer+4Sn3hpQ8iA1gugGU2O/4GRsAGMjGOu9glN3DZhbEYZRL0wCnL1ik2po/Sa3LgghMA6VLqZPYFKrowbVcFIoAn2+f0VRornSSPneBkq376Cr6QCiqxyk/vefTK4iJnMaU89cQtqcXDQBASd8fv14kSSJ0hYz6w618PWhJvbWdA0y2KlxkaQ0szQjlGvOnE5a4sS9KBqIJEnc/14hb+ysRSET+M/1szlr0rHFBVEUyc/PZ9OmTX2RfjqdjoULFzJ37lzU6pPLNZdEiYJv6tj2fjkuhxmkIpSKIswdTSTpOzkzsoJwjbdGhRiajuzcP0DGSoo6i/mg7APWVX5MrKyDyRoPOVoPugHXyYKgJCR4HuHhywkPX4FWO4wMfIcJKjf1iFRfg7Fu0N3W0BRKk3MpDo2nWBAp6i6ltLP0mM4jAQFBEOj9DwFkyPq39fQRvvYbuE0myIbuJwiDvjMD1f11CoPUQUcUnfRKPQrZkVcGezwiHz6xl8aybsLi9Fz+izmjXmNyIo0fN27cyHnnnccZZ5zBpk2bOHToEKmpqfz5z39mx44dvPPOO2PdRJ9MpHM80dj4yvPs+vg9Zp67iuU33z7WzfHjZ0LgMZtxlpUNiQH0tLX5foBCgTolebCzKiMDZXz8EevxSKLIwc0b2PTqWqzdXQCkzZnHmWu+T3BU9Cl6ZX7GGqdbpKKtx1XVaOJQTwTg4df+vehVcrKiDX0RgDkxgWRFG44avXY4dpeH33xykNe2e135c5JCePLamUPmaSzbtlNz000IGg0X/fZJjAGBFC2aQrBy7EtQfNHazU37K5mk17A+d2RqzZ7OSJLE2U9soqzFTEq4nso2C5EGNV/dvZQg3fDeOy88+R5VnQVEBsXzw7u/hyRJvHj/VixdDlb9eDqJk0c2QvFE8I8f/fgZffyi1Ani77BGh6ImIzc9v5Mmo52oQDUv3JxLTozv8y1KIsUdxeQ15pHXkMee5j04xSPkfQvyYTmSxkJUOl4cbg8Fdd19Tqjd1Z2Y7INFD6VcYFp8sNcJlRLC7MTQYQ8g/AwP0enB1WTpE56cjd76T7h9CEUyUEbqvLF7UUpUwSaUmk5kzpYBolMDUneddwLZ0o7AsbtqEXCqBwtO9h6Xk0MlR9QHIwQmotLFolHHDHA2Rfc5neTy44svcNjc1B7soGx3NRV7d+IwFSO6qoH+96BSE0Dy9LlMWrKIpGkzUKrGRzHTiYzD7WFbRQfrDzWzrqiFus7BAkKIYCVB1sWcOA2rFk5jyuRJKJWn32feI0r87K19fLivAZVCxvM3zmVRxvAcdx6Ph4KCgkHilFarZeHCheTm5p60ONXVYuXrtQdprjQiSRKJ2XZkskNU7PyWHH0tZ0RUo1N4HUz2qDmoL30SIXoKLo+LjXUb+aDsA7bWbyZJ5WKy1sMUrUiEYnB/otdnEh6+gojw5QQGzjzm91KbtZWiiq8oqvqa4rYDFLm7qVYokHw8TiNXkRmSTWZoJtkh2WSFZpEZkolOObGLolu6Hbz5+53YjE6y5kWz4qacUf0+n0jjxwULFnDllVfys5/9DIPBQH5+PqmpqezcuZNLLrmE+vr6sW6iTybSOZ5oFG74H//7z99JnDqDKx/63Vg3x4+fCY27owNHaVfS72IAANiZSURBVNmQGEDRZPK5v6DRoE5LGxwBmJFBu8XE+heeprGkCICQmFiW3XgbKTPnjObL8TOOaDc7+txUvRGAJc1mnL6uS4H4EG1f9F9OTCDZ0QaSwvRDanuXtZi487W9FDWZEAT44Zlp3H1Wps+I/5rbb8eycRMhq6/l/LMup8Hh4tNZGcwO0p+S13w8PFrRyBPVzVwZHcI/coZRx9UPr2yr5qEP9vf9+9k1c4a1GLCXDe/tZWPBh8gEOfc/8H8olUo2vFrEwc0NTD0zniXXZJ6KZh8X/vGjHz+jj1+UOkHGqsPq+qwCQSFDPy8GRdB3Y2K3ocvGTWt3UNJsxqBW8PQNs1mY7p10bLI0kdeQR15jHtsbt9Nh7xj02EhdJAtiFrAgdgGZIZl9AtN4EpWOF6Pdxe7qzh4nVAf5dd1DBpgBagWzkkKYmxTC3JRQZiQEj5u6XKcDHrOzr/aTs0eEcrfZOFw3ErCjUHWgCrWgCuxGqelCLmtH5m4BUx0Y6xFsXcN6TlFgkKPJoR5Qy0kpgFyBoDSg1kSh1iWjCclBHZTpdTqpolGrI5DJTj6eDKCr2UpVYRulu8ppLN6Dx1mK6K5n4AnQBoaTOW8B2QvPIDY7B5nM//47WVpMdr4pamVdUbM3ls/ZHyUqQyRGZiRB1kWG3sni2ZOZNWsW4ROwoO7x4vKI/OjVPfzvYDNapZyXbs1lbnLosB/v8XgoLCxk06ZNdHR4v0O0Wi0LFiwgNzcXjebEXaQej8jOTyrZ/UU1SBAcpWPptUm0Vu2iaN3HpNm2MCu0HoVMQpQE2iKWEHD5X9HFpAPQam3lk4pP+KDsAyq6K4hUiEzWepillxOvdAwSq4ODc5mU8xhabTwe0UO1sZqijiKKOov6YvgO/47sJVxQkeWwk2U1ke10keV0kuRyIw/L8NahyjgLks4Axekx7mgo7eSDJ/YiibD0kgimnDt11J57Il3wBgQEUFhYSEpKyiBRqqqqiuzsbOx2+1g30ScT6RxPNBpKDvH6wz8nIDSM2596cayb48fPaYckSbibm3vi/0r6IgAd5eVIDt/uF5dMhkmjwqrXEr5wIWkXX44uJxtFSMgot97PeMbtEalss/S5qYp6fjd0+/4u1yhlZEX116kSJXjsy2JsLg/hASqeuHoGizN81xJylJZSseoiEATSvvyC6zucbOo087fsBK6JGVtHjCRJLNpeRLnNwV+zElgdO/YOnYmA1elm/h/WYbS7uWRGLH+7ZuZxPb4iv5VX3vkvotzJDTfcQFpaGpX5rXz2VCGB4Rqu/+2CMZ+f848f/fgZffyi1AkyFh2Wx+Ki8Y/bwS2BDLSTwwlYEIMqJWjMO/BTTbfNxW0v7WJ7dSPqgAqWTO+k2VVIZXfloP20Ci250bksiF3AgpgFpASlTPhz02Kys7PSG8O3o7KDoibjoGgugPAAFXOTQ3ucUKFkRxt8rljyc3xIkoSnw+4VngbE73mMDgSsyIW2np925LShUHWgUHciF1qQuVuQuYbW7vKFR9YrOMn74/R6fjsV3r+jXBRROyXvjzICTUAq6tDJqKPmoYpbiKA7dQNqj0eksaybyoJWyncX0d24H4+rDMnTMmi/4OhEshYuJHPeQiKSJv5nb6yRJIkDDUbWF7Ww7lBzXxHhXnSCi3hZJ/GybmJkRrLSkpk9ezZZWVkoFGMfjTGaONwevv/SbjaVtGJQK3j1+/OYFh98XMfweDzs37+fTZs20d7eDoBGo2HBggXMmzfvpMSp+uJOvlp7EEuXA5lCYOGl6UxdFkdzRSllX75OdOWrZAR4P08Oj5wK3SJ05zxA4oxcBJkMSZIobCvkg7IP+KLyC0wuEzqZRI7Gw5KQIBLlXQiSCzdKtjgT+LytE7tn6OSVTJCRFJjU53zKDvX+DteGe2tRNR/wxvyVfQ0122BgDUWlHlKWQEIuxM6AmBmgG774N2ZIEnTXQVMBNOZDYwE0FbC3cQ7bTNdzRm4b025ZPWrNmUgXvPHx8bz11lssXLhwkCj1/vvvc++991JeXj7WTfTJRDrHEw27xcy/brkGgDvXvoVaN7Gdk378TBQkjwdXbS320lLsJSW0fLsZW1ExOpudI13xySPC0RwWAahKS0ceMPZOFT/jhy6rs0+gKmryRgAWNxmxu3y7qhalh/PXq6cTaTjyuLjh/gfofv99DCtXEv/3J7m/pI619W3cmRjJQ2nHrgF7KsnrMnPp3jJ0chkFCycToPAvnBwunxU2su5QCw9fmHPc9d67W6089diL2HXNzJ+/gHPPPQeXw8Nz92zG4xa59pfzCI0d277JP37042f08YtSJ8hYdFiSR8J2sB1LXgOOiv7JSUWUjoCFsehmRCJTn15fqm7RzYH2A+Q15LG1Po99rflIDHAHCDKmhE1hfux8FsQsYHrEdJTyiRtRJUkSVe1WdlZ2sKPK64SqbrcO2S8pTNcjQoUwNzmUlHC9XwA4SSS3iKvFiqvejLu2Hk9DFWJrLXJ3i1d4oh25rBWZ0IJC6ECG79WKh+OWCwMcToMj9dwqJZIgR2m3o3aK3h+HB7VDROMQUXtUKMInIcRMh+hpEDMNIieBcvi11U4Um9lJzf52Kgtaqdy3H4e5GNFVhiQOEEYEgei0bLIXnkH63PkERfoz608Wm9PDlrI21hW1sKGohSbj4NWLsRoXke4W4mVdhAlWDIYAZs6cycyZMwkNnQACwSnE5vRw49od7KjsIFin5I3b5pMdffzfz6Iosn//fjZu3DhInJo/fz7z5s1Dqz2xz5/d7GL9y4eozPfWkEicHMaKG3PQBapw2qzUfP40Ifv+SZjMe3+3U80u+wz0C29m8vKzMYR6XW92t531Nev5oOwDtjVuQ0IiTC5yfZiTFLV3AmGvVc7HxkASgrP7hKfskGzSQ9LRKobZflsXVHwDpV9B2Vdgbh66T3CiV5zqFaliZ46tUCV6oL18gACV771t6xyyqyRBh34BYWdeDrnfH7UmTqQL3vvuu4+8vDzefvttMjMz2bNnD83NzaxZs4Y1a9bwq1/9aqyb6JOJdI4nIv+5/QYsXZ2s/v1fiEnPGuvm+PHznaK+6CDr1v6H1qoKACLiElly9gWEeBgUAeiqrT3iMZRxcUMiAFWpqchUI5Oo4Gfi4xElqtstfWLVoSYTDV02LpwWy+1LUpHJjjzv4Gpuoeyss8DlIvnNN9BOn85zda08WFrPueGBvDA1dRRfyVDuPFjNO82drI4J5a/ZiWPalu8Soijx5M/fpttwkLDQcH78kzsB+Pgf+6g50MGCy9KYtXJsoxT940c/fkYfvyh1gox1h+VqsmDOa8C6pwWpZxWLoJGjnx2FfkEsyvBTP2l9qqg11rK1YSt5jXnsaNyByTU4V1svi6KzPRmPJYOrJp/Jby/KHZJ3PFHwiBKHGo3s7BGgdlZ10npYYVJBgOzoQHKTvVF8c5NDiQo88RX732lEEaxtiG01eKor8TRWIbXVgrEBwdGIXGhBTgcy3Mc+FuBSCIPqNznU8r5/iwFhSAFRKGU61A4PGrMZdUcz6s5mND3Ck3zgAjRNsFd0ip4GvSJUWDrIR8fxIkkSHQ0WqgrbqMpvpqGkEI+zHI+rHKR+YVQmV5A4ZQaZCxaSNnseusCgUWnf6UxDl431RS2sL2phS1kbjgFxnBqFjKwgkWBbPVGeVnSCC0EQSE9PZ/bs2WRkZCA/QtHr7yJmh5vrn93OvtouwgPUvHX7fFIjAk7oWKIocuDAATZu3EhbTzFytVrN/PnzmT9//gmJU5IksX9jPVveLcPjEtEGqjjrphwSJ4X1PinGDf9EtfUxNB4jAPXWQDa2pKGdtJypy88hdeYcZD1/80ZzIx+Vf8Q3td8Qqglikc5EhH0HAiIqVRSTJz1GaOgZJ/T6DzsZ0FwI5RugcR807IPOSt/7BiVC7PQBYtVM0A/fySlJEi5XB0plMIJwlPe22wEth3oEKK/7iab94MuhKlNARHZ//xozDaKmgGb0x29jPX48HlwuFzfddBNvvPEGkiShUCjweDysXr2aF154Ydz2PRPpHE9E3vrNA9QeKODcH97N5KUrxro5fvx8JzB3drD51bUc3LwBALVez8Irr2fGyvP7xgQDES0WHBUV/fF/PXGA7tZW308gl6NKShrkqlJnZKBKSkQYp329n/FJy1/+Qvt/n0U7ezbJr74CwKYOE1fll5OuU/PtvJwxa1uXy82MrQewixKfzcpg1jiob/Vd4tXffkup+2sQ4O677yYoKIjCb+rY9EYJsRnBXHrPrDFtn3/86MfP6OMXpU6Q8dJhiTY3lt3NWLY1emva9KDODCFgQQyarFCEcS7YdDu62d64nbzGPPIa8qg3Dy6cbVAZmB8zn/kx81kQu4AEQwLPbq7gd58eAuD8qdH89aoZE6Jmkt3lIb+2q0+A2lPdickxWABRyWVMiw9ibkooucmhzEoKIUg7cd1fo4bH7V3Jb2oEYz0YG5C665E66pDaq8FUj8zZhjAwjuooOJW9gtPg+k1OtRIxIBIhMA5lQDxqdTRqVSQalwy1qRt1eyPqpjJkjfvB0uL74IHxAwSont9B8V4FchRxuzzUl3RRXdBGxb56jK1FeJxliK5KwNW3n1KjI212Lhm580meMRuVZuKK3uMBUZTIr+vqieVr4WCjcdD9sUEapkfICLbWIW+vQCF4v6YDAwOZNWsWM2fOJCjILwYeiW6ri2v+u41DjUZigjS8dfsCEkJPPGJKFEUOHjzIxo0bae2ZzFGr1cybN4/58+ejO4H4qvZ6M/977gAdDV4BZebZicy7OBV5T1wnTguezU8gbPk7MtG7UOFgdwTftqQgGWKYfObZTF1+tk93YrcxnwMHfobNVgVAQsItpKXei1w+wvWgbJ1eMahXpGrcBx0VvvcNSvCKQb0iVewM0A+td2Y0FlBa9ie6urYjl+sJDJxGUOAMgrTZBNkUKNuqewSofGgpAtE15BgotBA9ZbAAFZEDyvGxmGO8jB+Ph/Lycvbu3YsoisycOZOMjIyxbtJRmYjneCLx9XNPkf+/T5l78RUsWX3TWDfHj5/TGo/bxZ7PP2bbu6/jtNlAEJi67GwWXXvjCS0Mc3d24iwrwz7AVeUoLUPs7va5v6BSoUpPGxIDqIiJ8ad0+BmCx2yhbNkyRJOJ+H//C8Py5QA02J3MyjuIQoDKJdNRjtH81PN1rTxQWk+2XsOGuVn+9/Ao87/nDrCj/EvcKiOrVq1i9uzZGNtsvPxQHoJM4JbHFqHRj928l3/86MfP6OMXpU6Q8dZhSaKEo6wL89YG7MUd9NY+l4dqCJgfg35OFDLd+BI2djfv5t/7/s3Opp1IA4q1K2QKZkTM6KsLNSlsEnLZUMHpo/wG7n0rH6dHJDc5lP+umUPQOHuN3TYXe6o7vVF8lR0U1HXj9AzOZzaoFcxKCiG3xwU1LT5oQghso4rb2SM2NfQJThgbkIz1SN01YKxHsLQjSL6zrwciQb+zSXVY/SaNFskQhRAYj1oXj1odhVoTjUYd7RWf1NGo5IEIbaX9K/MbC6CpEJymoU8myCAsA6Kn9otP0dOOyzUw0li6HVQXtlNV2Eb1/hqc1jJEZymiuxboP3+6oFAy5i0gfe58EiZNQa4YX5+tiYbZ4ebb0la+PtTCN8UttJmdffcJAsxKDGFunJZQewNtZQU4nY6e+wSysrKYPXs2aWlpyGT+WnHDoc3s4Oqn8yhvtZAYquOt2xcQHXRyooQoihw6dIiNGzfS0uIVnFUqFfPmzWPBggXHLU65nR62vFPG/k3ehRiRSQbOvmUywVEDjmNsgHW/hfzXvI+RZOxsj2NnWwIuFCRNncHU5eeQPnfeoM+ox2OltOyP1Nd7H6fXZzJ58hMYArJP5hQcG1uXt1/sFaka9kHHEeoOBcb1ualsEfGUOzfR3PEVgigR3O0i0OzGYHYTYPags3nwNW0gaYIGxJtO9/6EpYOPMcN4YbyNH4/Gxo0bWbp06Vg347iZSOd4IrLn84/Z8MLTpM2ZzyU/f2ism+PHz2lLVcFeNqx9mo6GOgCi0zNZcfMdRKdnjujzSJKEu6V1UPyfo7QUR1kZks3m8zEyvX6wq6onBlARNnbXOH7GnvYXXqDlT4+iSkkh9dNPEHquWyRJIm1zIVaPyObcbDL0o79QSJIkztpVzAGznd9lxPG9+IhRb8N3nV2fVbJ+3TdYDdXk5ORw9dVXA/D6b7bT0WBh5a2TyZgbNWbt848f/fgZffyi1Akynjssd7sN8/ZGLDubkWw9LhyFDN2MCAIWxKKKO7Eoo5GiqKOIv+/5O5vrN/dtSwtK84pQsQuYEzUHnXJ4k3t55e3c9vIuTHY3GZEBvHBLLnHBY+fiaDba2VHZH8VX1GTk8E9YeICa3JSQnppQoeTEBE7Y+MERwWXrE5kGik5ewakajI3IrB3DOpQIfXWb+us4eZ1OTqUeSROJEJiAJigerT7WKzRpvGKTRh2NQhE0eMWUwwzN+/tX5jcWQGsReJxDn1yuhqhJA9xP073/Vo1tLIAkSrTWmqgqaKOqsJ3myhpEVxkeZxmSp3HQviGx8WTkeoWo6NSMvgsJPydGTbuVdUXNrC9qYVtFOy5Pf2dgUCtYkhnBkvQQwt2tlB/YR0NDQ9/9ISEhzJo1ixkzZmAwGMai+aOC6HTibmzEVV+Pq6EBV1Mzurlz0c/LPeljN3XbuerpPGo6rKRF6Hnr9gWEBZy8W0gURYqKiti4cSPNzd46SyqVitzcXBYsWIBef3yf+Yp9rax/+RAOixuFWs7SazPJmhc9uC9q2AtfPAA1WwGwoWdjQywHuqMAAa0hkNisSYTExBISHUtITCzBMbHYPfkcKrofl6sdQVCRlnYPiQm3IAij+Nm2G4cKVe1lgIRLIVCZqKMuRo3B4iGm2UF0ixOFZ+gCA7tKhjlAjilA0ffj1GoxBE4lKHAGgUEzCQqcgUYTM3qv7QQYz+PHw1GpVERHR7N69Wquv/56pkyZMtZNGhYT6RxPRKoL9vHO7x8iJCaOW/729Fg3x4+f0w5jawvfvPQspTu83/nawCCWrL6JyUtXjOrYXBJFXPX1PdF/A8Sqykpw+XAqA/LQ0CERgOqMdOSn8VjWjxfJ5aJs5Tm4GxuJ/s0jhFx11aD7V+4qpsBkY+2UZM6LCB719u0zWjl3dwlqmcC+hZMJUY5ORL6ffsr3tvDx81vpCtuHWq3mvvvuQy6Xk/d+GXu+rCFzXhRn3zx5zNrnHz/68TP6+EWpE2QidFii04MtvxXz1gZcjf01FlRJgQQsjEE7ORxBMXoD2xpjDf/c908+r/wcALkg57KMy/je1O8RGxB7wsctajJy0/M7aTLaiQpU88LNueTEnPq/iSRJVLZZ2FnVwY7KTnZWdVDTYR2yX3KYzitA9cTxJYXpvjtWcYd5iLsJYz2Ssa7H4dSIzG489nEAUaDP0eRQyftvq2W4BANuwkGMRKWIQqONQRMYhy4iEX1UEpqAWBSKY0wUW9qgMX9wfZL2csBHF6kOGux+ipkG4ZkgHx9uIpfDQ+2hDqoL26gsbMPSUYvHVYboLEcS2wftG52eRfrc+aTPnU9YXMIYtfj0wO0R2VPT5RWiDrVQ2mIedH9ymI4VOVEsz44gVmmjMH8fhYWFuHou7GUyGTk5OcyePZvk5OTTwhUl2u24GnpEp17hacBvd2srQ5R7QSDqwQcJvf66k37+2g4rVz2dR2O3nZyYQN74/vwRc9SKokhxcTEbN26kqakJAKVSSW5uLgsXLjwuccrcaeer5w/SUNoFQMbcKM5cnYVKO+CCWZLg0Efw1S+hs8r7OHU86xuTKG32/V5RqNWEJYQSMacMRVANADrVVLKz/kRw+NjFlnhsbdQV/5XGhncIbzER0+xAbztCtKpcDeEZuGImYwwLwqjz0E0L3ZZDuN1dQ3ZXq6MJDJxBUI9IZTBMQS4fH9F9MDHGj720tbXxxhtv8Prrr5OXl8eUKVO4/vrrWb16NfHx8WPdvCMykc7xRMTU0cYzP7gJQSbjrpff9Tup/fgZIVxOB7s+eo8dH7yN2+VEkMmYcc4FLLzyOjT6sV1UOhDJ5cJZVYWjtHRQDKCrpnbomK4HRUwM6ox0NJmZ/fWqUlORacbP97Ofk6P7409o+PnPkYeFkb5+HTL14IVgPzpYzbvNnTyYGsOPk0bfDfPz4lpebmjnsqgQ/j0padSf3w90Nll49dfbaI/MQ5K5ufnmm0lKSqKhtIv3/7IHjV7JzY8tQjZGC7b940c/fkYfvyh1gkykDkuSJJzVRsx5jdgK20D0/sllBiX63BgC5kUjDxzhWhMDaLG28HT+07xX+h5uyevcOi/lPO6ccSeJgYkj8hwNXTZuWruDkmYzBrWCp2+YzcL0ofUqTga3R+RQo6kvim9XdcegCC4AmQA5MYF9Lqi5ySFEBp6Gg21JAnv3EHcTxnrE7low1oKxCZnTR8F5H3hkYO9xNDlUsgHikwI3QbiJAFc4SmcYCnsICkcIKiLQhsSjjUhAExuCMjYARbj22DXUJAm6qofG75kafO9viBlc+ylmGgQnjXr9p2NhbLf1xfLVFbXjstciukrxOMtB6hdHZHI5CZOnkT53AWlzcjGEjuzn5LtGt9XFxtJW1h1q5pviVrpt/StH5TKBuckhrMiOYnlOJDF6GYWFhezZs6fPYQMQFhbG7NmzmT59+nG7bMYa0WrtE5ic9fW4Gxpw1tfjqm/A1dCAp63tmMf4f/bOO7yt8m7/H21ZkmVb3tvxiGecxM4OISSBUvZqacsohRa6obtv59u35ffStwu6KKNAaSmUtkDZMwsSMu0kdhLvbctLlizZkjXP+f0hx4M4iRMSO06ez3XpknzO0dGjI/noOc/93PdXodejSU1FkxKenOB+L+yijfvyl4n7ypc/tHDS1D/MJx7egW3Yz6L0aJ763HJMutM3O1KWZerq6tiyZcskcWrp0qWsWrUKk2l6A0mSJFP5Riu7X2lFlmTMcXou+WwxSfM+UDMi6INdD8O7vwRfWNT3pKyhK3oN1mETA719OHqsOPt6kaUjjiMZS8Egqat6UWlkgj4lPbsyUflKiElOJXrUXRV2WaWin2abTxZZlujt/CeunfcS19VDzGBgPJZPrYeMFWDJBr877Ertr4Ogd+p9RVgYScnFGR+D0yjjUtoZ9nUgM1ncUijUmEyFREUtIsq8GLN5ERERGbMmyM2l/uNEWlpaePrpp3nmmWeora3lwgsvZNOmTbPdrCmZq8d4riDLMn+4/Ub8IyPc9qs/EpcuBvcEgg+DLMs07d3F5icfxdUf7h+mFy1g3e2fJz4ja3YbdxJIIyP4mpqPigEMjvaNjkKpRJuRcVQEoDYzE4VauFjmErIs03L9Dfhqaoi/527ivvjFo7a5v7WH/2vp4cakGH5XOLO/G+5giNL3D+EOSfx7UQ4XxAjn3mwQCkk8cvdWBk2H8UX0c+GFF7J+/XqkkMTj396GzxPk+m+Xk5wzO7WTRf9RIJh5hCh1iszVE1bI5ce9u5vhXT1IQ6OCilJBREksplUpaDPNp22gxulz8vjBx3m65mm8ofCg0prUNdxddjcFltNf18I5EuCuv+5lV4sdjUrBrz6+kGsWpZ7y/ryBEPs7BtnTYmd3q53KNgdu/+TBLq1ayaK0aJaOxvGVZcZg1s/xGaOyDB77JKFpYv0m2dmJcrgXRWDqgcIPElQpJohMRwQnFX6dDkkfR0iVgMIXh9IZhXo4CrXPgtobg8YXg8oXhQIlKosebbIRTYoJTYoRbYoJpVl74u9qKAi2+snup56qsKA2FZacyeJT0kIwnZ1505Ik09vspHVUiBroGkQKtIYdUYFmkH1j22p0euYtKid32UrmLV5yVs22nGvIskxTv5tNtb1srOljb5uDkDT+MxoVoWFdfjzrCxNZmxePOUJNe3s7lZWVHDp0iGAwLMyr1WqKioooKysjMzPzrHVPhoaHR11Okx1ORx6HHI4T7kNpMIyJTprUVDSpR+7Dy1QWy9j7l2UZ24MPYvv9HwCIuekmEn/4gw8dV1Pb4+ITD+/EORJg+TwLf7l9GRHa01t3SJZl6uvr2bJlC93d4WhMjUZDcXEx+fn55OTkoNVqT7ifnmYnb/35EEN2L0qlgmVXz6PsI5lHC+5uG2z+X6h4Ao7U01PrIX05ZK8llLEapyqZwb4+HN3WsFDlqEWftRW9JVwDz95gpmtbEiH/5GOhjzQTk5Q8JlJFT4gF1EacXO0sACQJV/Wf8O3+LTHdvagnpPPJmatQLLwJiq4B/Qf6U1II7M3Qdxj6aqD3UPje3jT+nicQUoIrKQVnQhyuSBVOpQO/PHzUdhqNhahRN5Ul9kLMkTMXSzdX+48AoVCI119/nR/96EdUVVURCh3D3TbLzOVjPFf4+w++QU9jPVd9/b+Yv+KC2W6OQDBnsVs72fyXR2g9UAmAKTaOtbfcQf7KNWdt3/BkCblc+BobJ0cA1tcTGhyccnuFRoM2O/uomlWalBQRLX6W4t6xg/bb70AREUHupo2oY2KO2ublvkHuPNRKmdnAa+Wnty7aiXi6e4Bv1HYwL0LL+8sLz5n/rbnIMz/dhdXexFB0PSkpKdx1110AvPXYIRr29FL20UxWXpszK20T/UeBYOYRotQpMtdPWHJIYuTQAMPvW/G3jsenaZKNmFamELEoHuUpDth5Ah6ern2ax6sfZygQHvhaFL+Ie8ruYUnSktPS/mPhC4b4xj8P8GpVeEDw+5cXcOea7Gl1PJyeAHvb7GNOqOou56QaMBCuA1OeFRagls2zsCA1Cr3m7C2ofhSSBO7+KeL0wvWbZGcXyuE+FKGpc8I/SECtmDJSL2gwIUUmojCno4lIQx2IQT0cjdIeCb0GFNYIlF4Dig+Wrlcq0CQawuJTclh80iQbUUZMY7ac3xMesDxS+6mnCnoPQ8h39LZKDSQUjgtPyaWQWAy6s3vWlM8ToP2wndZqG+0H7YwMuQgFmpACTUiBNiA4tm2EOYqc8uXkLl1B5oJFqKcxGC6YGn9QYk+rnY01fWyq7aV1YHJMZ16CifWFCVxcmMji9GjUKiVut5sDBw5QWVmJbYJbKCEhgfLyckpLS4mImL36dxAWUSSX6yihaaLTSXIeQ8CdgDIy8mjR6cjjlBRU0dEnffFnf/ppen92L8gy5ssvJ+Xn96H4kN/hAx2D3PznXQz7gqydH88jny5Hpz79529ZlmloaGDLli2T6oSp1Wqys7MpKChg/vz5x3VQ+TwBtjxdR+PePgBS82O45PYijNFTuJr7amD7b6FpEwz3Tl6nM0PWBTBvLWSvhfgCJDlIc9Pvaev4EyChkKIJdm/A0axksNvKsOPYNfwUCiWlF3+UtZ/+LBrtNBzWtgZ8e/6AoupZtBOKpQciY1GVfRblopshJuvE+/kggZGwi6qvBvpGharew0c5XmXCsa8usxZnQixOs5YhjRuZcUErK/NL5OR88+TbcIrMxf7j9u3b+fvf/86///1vvF4vV199NTfffDOXXXbZbDdtSubiMZ5rvPHg/RzaupFVN97Myhs+NdvNEQjmHP4RDzuff5aKV19ECgVRqdWUX3kdy6+7Ea1+dvuHM4Esy4QGBsYEqiMxgP6GRiTP0XH4AAqDAV1uLrq8XHR5eWNRgKq4OCEyzDLtn7sT97ZtxNx8M0k/+uGU29QMj7BuTx1mtZK6CxbM6Gd2RUU9FS7PrEUHCsZ545GD1O/vwJ6wC4BvfetbmEwm6nf38Pbjh4lNNfHJH3342sKngug/CgQzjxClTpFz6YTltw7j3tmNZ18fciA8UKPQqzEsjEOXHY1unnla8X6BUIDnGp7j4aqHsY2EB2HzYvK4Z/E9XJh24Yx1PCRJ5v+9VsNj21oA+MyqLH50ZRGqD8wy73F6xwSoPa126nqHjorBTojUjdWCWpplIT8p8qj9nDWEgjDcc1QNJ9nZgeRsR+GyonDbUEjTm9ns1yjGXE0TI/WChmgwJ6OIykBrTEWnS0KvS0KnS0IdjEU5YETqhYB1mIDVTXBgZMqyTAqdalx4SjGiSTahSTRMr86Zxz7Z/dRdBQMNU86cR2sK13+aGMEXXwDquSHSDPZ6aK220Vpto7vBSTAwiBRoIhRoRA52MfHgRiUkkrt0JblLV5CSX4hSOYcE07OMgWEfW+r62Vjby7v1NoZ944KfVqVkebaFDQUJrC9IJCM27ByRJInW1lYqKyupqakZcxFoNBpKSkooKysjLS1txs6FsiwTGhwk0Hl0Lacjj6Xho10kH0QVFTVBbEqd7HZKSUF1hn4DXa+9Rtd3/wsCAYwXXEDa736L0nAKLp0J7Gm18+nHdjMSCJETb+SSoiTW5cdTlhmDRnV6Z9/KskxbWxs1NTXU1dUx+IEZwWlpaRQUFJCfn098/NGOTFmWqXm/m/eerSfol9AbNWy4rZCs0mNEbspyWKhp2Qot70LLe+D7gKhoTIB5F0L2WlxxcRzs+iUjI+2AgoyMz5GT/XWCfonBnm4c3VYGe6xhl1V3F44eKyOu8P7iM7K48uv/hSVlirpCHjsceh5p319RWg+MLQ6oFLjnLcC48kdosi85MxGoI45RoepwWKQ6IlpNcMdKChgyqXGa1Tij9KQmXI/lovtPf1uOwVzqP37/+9/nmWeeoauri0suuYSbb76Za6+9FsOH/D8808ylYzxX2f3iv3nv6b9QsHotV9z97dlujkAwZ5BlmdrtW3n3qcfHJoHMW7yEdbfdSUzyqSd8nCvIkkTA2o2voR5fQ+OYs8rf1IQcmHrSpCo6+qgIQF1uLqqo2YkAO9/w1tXRcs21oFSS89abaI9Rc9Ibksh+twoJqFpVTIJuZtJljohhagVUrpy51xVMze6Xm9nzaiuejCrc/kGuv/56SktL8boDPP6t95Bl+PT/riLSMvMlMET/USCYeYQodYqciycsyRPAXdHL8I5uQvbJ0Wwqix5dlhndvCi0WeZw7Z7RASVJlnit5TX+uO+PdA53ApBqSuUri7/CZVmXoZqlgfE/v9fMva/WAHD5giTu2TCfynZHWIRqs9NhHznqOdlxRpZMcEJlWAxnx8yroA+Guo+q4SQ525Gd7Shc3Sg8dhTT+HeWAZ921N00IVLPr1cTMsYim1NRmtPRGVLR6cNi07jwlIBSqUOWZIJ275jwFOgexm8dRhqa+mJBadYeFb+nitFPr/6Ts/MD8XvV4OyYentjwgfi90ohZh7MoaiHUFCiu3FwLJZvsNeDHLIhBRoJBZqQQ32Tto/PyiZ3yQrylq0kLiPr7Pi+zkFkWaa2Z4hNtX1srOllX8fgJJE6zqRlXX4CGwoTuSAvblJNoqGhIfbv309lZSWOCXF2ycnJlJeXU1JSgv4MFHI+Mst0otjknyg8WbuRjzHbdCIqi+U4TqdUVKbZq3M1/N42Ou++G3lkBP3CUtIfemjKSJCTYVuDjbv+thfPhDjWSJ2aNfPjuGh+Amvz40k8zbUAZVmmt7eXuro66urqJjmoIFxXLD8/n/z8fNLT01FOOGc5ety89dghbB1hAXHBujRWXZ+D+kQuXSkE3fuheVSkat9xVH0mOTqDQYuRLm0n9mgNOksxxUW/xmTKn3KXrVX7eO33v2LE5USj03PJnV+mcM06CAWg4W048DRy/ZsoQuF4YAmwWzR48lYSt+pXGKKm3u8ZRZbDv5+9h0djAEdvR+pVXf4rWHbnjDVnLvUfV61axc0338wnPvEJ4uLmTv3BuXSM5yqNe3by4q/uJSErh1v/77ez3RyBYE7Q19rMpicepqv2EADRiclcdNud5JTPjitgLiEHg/jb2ydHADY04G9rCyeBTIE6MXFyBGBeHrrcHJSznFRwrmH97n/hfPFFIi/7KGn3H3+Sz4qdh2kd8fPcohxWz1Bdpx81dPJop43L46J4fMG8GXlNwbFp2NvLW38+BGld9AebKC0t5frrrwfg+V9V0N3oZO1N+ZRcOPMiveg/CgQzjxClTpHZOmE9Vv0YEeoISuJKyLfko1NNIz7nJJElGW+DA1+dA1+rk0C3+yini9KkQZtppjOmnydc/2CL/30khUSsPpYvLPwCN+TdgEZ1glkozk7Y+0S4UHtiSdjNklAImtPXUXzpgJVv/fMA/tDRnVWlAopSzGEBKsvCkiwL8ZGn/3ieEL9nVHAar+EkO63IzlZkVwcKVw/KkRNHaEF4BvhEwcmrHa3fpNciRcaDOQ2lOQN9RMqY2KTThwUnrTYOheLoQU45KBHo9RCwhoWnsAjlRvZP4bhSgDou4qj4PVXkNFxJUggGGkfFpyMRfNUwcowoqZh54e/MxAi+yKRpHaezjZEhP22HBmitGqDj8AC+kQByqJuQvxEp0IgsjX/+CoWS1MIicpeEHVFRCSKC4FTxBkLsaB5gU00fm2r76BqcLFQXp5jDbqjCREpTo1BOEFElSaKpqYnKykrq6uqQRi+ItVotpaWllJWVkZKS8qHaJ0sSwX7blA6nI/eyb4p4yg+gio9Dm3J0LSdNaiqa5OQP7T4604zs30/H579AyOlEm5tDxmOPoUn8cN97h9vPuw39bK7t490GG3a3f9L6omQz6wriuSg/YSyS8XTidDqpr6+ntraWlpaWse8PgMFgYP78+ZPqUIUCEjv+08SBjWFBPjbVxEc+W4wl5SQEw6APOnaPO6k694I8+Tw+bFDhiNGjL/oUceU/QqGPPmo3ww47r/3ul3QcriJB7+bCYh0ZcgOKkYGxbYaMKroT9YzkLCer5L+Jilp0UsdnRpBCYG+BiGgwzpzgMhcveA8fPkx7ezt+/+T/k6uvvnqWWnR85uIxnmvYrV088fXPo9bquPvJf4k6LwLBcfAOD7P9n3/jwFuvI8sSaq2O5dfdyJIrrxPx2h8SyefD39w8JlJ56+vxNTQQtHZP/QSFAk16+qhIlTsuVmVlfeiY6PORQE8PjRdfAsEgWf/6JxELFhx3+1uqmnlnwMX/zU/jttQz3/fyhiQWv38IRzDEU6XZXBwr+gSzzUDXMP/42W5k0xA20z4MBgPf+ta3UCqVVLzRys7/NJO5IJYrv7xwxtsm+o8CwcwjRKlTZDZOWJIssfqZ1QwHwrOl1Qo1eTF5FMcVUxJbQnFcMTnROWiUp9eSLHmD+Ntc+Fpd+Fqd+DuGIDj5azOi9OFODJJemIcxJxZdRiSKY83i7q8L17+oehak4OR1ChXEzR+NW1sASSVht8uHGDDa0TTAF56qYCQQYlF6dDiKb56FsoxoIvVn2L7tG5oiTq8TydkKzk4UQ70ofSeOzwIIKRgXm3SqMZdTIMKAbE6CyFRUUZno9MnodInodcmjwlMiGk3MtBw00kgwLDx1u8ddUH0ekKY4TagVaJI+EL+XbJxeLbKANxypNNH91HsIAlO4OpTqcNzeRPdTUgno524kgyzL2K3ucCxf1QA9LU5kKYgUbEfyNyIFm5Gl8WOh1mjJXLiY3CUryC5fhsE8d9/7bNPr8rK5to93avrY3mhjJDA+KK9TK7kgN471hQmsL0ggOepogdzpdI65opwT6i2lpaVRXl5OcXEx2mle1MqhEMG+vqOcTsHRuk5Ba/cxo0rGUChQJyR8QGw6ErMXdjwpdbMgtp9mfI2NtH/2cwR7e1GnJJPx2GPo5p2e2Y4hSaaqc5Atdf1sqeujqss5ySVn1qtZMz+edfkJrJ0ff9onL3i9XpqamqitraWhoQGvd9zNdKQO1REX1UCrj41PHmZkKIBao+SCG/MouiDl1BySviFoe3/USbUVeg9OWi0rFMjJpShzLg7XpEpfDho9uLqRqv6B972HMfjGB338WjXd8Wp6EvVICfnk5nyHuLgNwr35AebSBW9LSwvXXXcdVVVVKBQKjlwyHPlMj0SUnm3MpWM8V5FCIX736RsIBYN87vePiQkyAsEUSFKIg5vfZtszf2VkKFzDef6KC1h76x2Y4xJmuXXnNqHh4QmOqvEYwNDAwNRP0GjQZWVNjgDMy0OTliZE9+PQ+8tfYn/scQxLl5L5t7+ecPufNHbxUEc/d6bF8bO8qWP+Ticv9Dr44uE2UnQa9qwsQiX6pLNOKCDx8D1bkaQQrozd+P1+7rrrLlJSUsYEK5VGyWd/vQbNKda4P1VE/1EgmHnOOVHqvvvu4/vf/z733HMPDzzwwJTbbNmyhXXr1h21vKamhoKCgmm9zmycsLxBL48dfIxDtkMcGjiE3Xu0g0Sn0lFgKaA4tpiSuBKKY4vJispCqTg9nalaey1/3PsH+po6KPbkUjoyn1LffLQB9eQNVQq0qSa086LCsX+ZZpQD+2Db/VD32vh2mRdAyqLwYFhPNXiO0VGMTJ4gVC046Vg2byCEUqFAO516RdNBlsE7eFScnuzsQBpsBVcXiuE+lP6jIwKnIqRkTGjyjopNPp2SoDEKOTIJhTkdtTljgrMpLDzpdImo1SdvfZdlmZDTPyo8DeMfFaFCjqldF4oINdojwlOqCW2yEXW8AYVqGh27kcHwZzsxgq+/7qgZ+gBojKNC5IQaUPGF4YHQOU4wEKKrbnCsPtSw3YcseZGCLYT8TcihVmRpfBa6zmgku2wZeUtXkrlw8XlR9PhMIEkyB61ONo66oaq7JrsOk8x61hcmsKEggVU5cURM0fkNhUI0NDRQWVlJQ0PD2MCsXq9n4cKFlJWVkTiFc0cOBgn09E7pcAp0dRHo6YFg8KjnTUKpRJ2UOOp0mlzLSZOaiiYp6byZ2Rno6qL9s5/D39qKymIh/ZFHiCgpPu2vYxv28W59P1vq+nm3oZ9Bz2RhsCTVzLr8BC7Kj2dResxprTMYCoVob2+ntrb2mHWosrNy6a9W0V/nR4GCnMXxXHRLAXrjh5xk4bYht7yL++CfUbbuxOD9wDlapYP4+eEJBKP1+ySlmh6Tlr4MNfYYDQpFFHn53yYl+UaUSvUULyKYSxe8V111FSqVikcffZTs7Gx2797NwMAA3/zmN/nVr37FmjVrZruJUzKXjvFc5i/f/BIDne1c/18/Yd7iJbPdHIHgrKK7oY6Njz9Eb3MDALFpGay//fNklMz87H/BOMGBgUki1ZHbsWqsKiIi0OXkTI4AnJ+HOiHhvJ90ExoepvGidUjDw6T96UEipxhf+yB/tw7wzboO1lkieWZhzhlv48f2NbJtcJhvZCXynXnJZ/z1BNPj7/+9k8FeD4byTtq6mlm/fj0XXnghsizz1x+8z7DdxxVfLiVrwcxGR4v+o0Aw85xTotSePXu48cYbMZvNrFu37oSiVF1d3aSTTXx8PCrV9NT42T5hybJMj7uHgwMHOWg7yKGBQxy2HWYoMHTUtkaNkaLYIopji8dcVamm1JPqSLW72vnD/j/wesvrAKgUKm7Iu4HPL/w88fp4Aj3usJuqxYmv1YXkOjK4LqNX7iVS/W90ykOjSxTIuZehvOibkDbhIlaWYahnXMDoqQ7f7E1TN2qSgLEAEkfj/7QfMopKlsPi2IQ4vbH6TYNto4JTP8qg/8T7IlzcfdzhdERwUhMyWcJiW1QGGlMaen3yeP0mfRJabSKq0xDPKIdkgjYPAasbf/eo+8k6jOSZejBcFa1Dk2KaIEIZUUXpTvx9OVK3Y8z9NCpCDbZNvb0hdrL7KXkhWLJhlmqQnQncg75REWqAzlo7Qb+ELA2Ha0MFmwgFOiaJcyZLLLlLV5C7ZCVpRSWo1GJQ91Tw+INsa7CxqTYsRPUNTRZbF6ZHc3FBAusLEyhKNh/zu+1wONi3bx/79u1jaGj83JqZmUl5eTkFublgsx0tOnVZ8Vu7CPb0HjPnfgy1Gk1y8oQaThPrOqWiSUxAoREFeY8QtNvpuPMuvIcOoTQaSfvjHzGuWH7GXi8kyezvGGRrXR+b6/qPEjWjDRrW5MWzLj+eC+fHE2c6fS6qI3Woqg7Vsq+2ibZeO15Zw4iswYuaoNKIx6fHK+kIqNSsSIvhM0szyJ4XjTkuYlLc5MnidjfRsPdLaLsOEjMYIM6lROMdn2QRSl2ENUFNc0QzQbUSOaSmZ180/QdiKVz9ETbc8QU0J1lHTZZlPE4/jh43I0MB0gst6E3n3nd/tvuPJ0NcXBybNm2itLSUqKgodu/eTX5+Pps2beKb3/wm+/btm+0mTslcOsZzmZd/cx/1u7az9tbPsuTK62a7OQLBWYF70MF7Tz/Joa3vAKCNMLDq4zez6NIrRL/+LEWWZYI9PeMi1ZG6VU1Nx4zJVprNR0cA5uV96Lqnc4mBx5+g7xe/QJuTQ/bLL03LUbZrcJhr9jWSrteyZ2XRGW1f64iPFTtrUAC7VxaRrj8/JvHNBV5/qJrm/f2kXhBkf+P7ZGRkcMcddwCw9Zk6Dm7tovjCVC66aWZr0Yr+o0Aw85wzPaPh4WFuvvlmHn30Ue69995pPSchIYHo6Ogz27AzhEKhINmUTLIpmUsyLwHC8X7trnYODRzioO0ghwcOU2OvwR1ws6dnD3t69ow9P1oXPSZSHXFVJRiOjhHo8/Tx8IGHeb7heYJyWMS4bN5lfGXRV8gwZ4xtp00xoU0xYVqZEnbh9A8R3PEP1IcfRu1rBECW1XhC6xgKXU/wYDqqLgldVh36ghgiiuNQqJVgTg7f5n9kvBG+oXCB8olCVd9hCLihY1f4NnZglBCbd7SryhQfXi+FYLhvXGwa6kZ2doXrNznbwdWNctiG4oOxgsBU3Sy/WjE5Uk+rxKfXIpvikM0pKKMy0JjS0Y+KTSZdErH6JLSauDMyi1zyhwj0uMeEJ393uP4TwSkGxpWgjjeMx++lhB1QSsM0BgElCezNE2o/jQpQHtvU20dnjMbuTRChzClwjs0wkyWZvvYhWqtttFUP0N8eFjKkkB0p0AhSM0GfddJzLKnp5C5dQd7SlSRm54qIiFOk0+FhU20fG2v62NE8gH/Cd96oVbEmL571hQmsy084bvxaMBikrq6OyspKWurrMbg9GN1uUgMB5pmMxMugrKsn8JcnaerrgxPM61BoNOORepNEp/BjdUICimlOhhCA2mIh48m/0Pnlr+DZtYuOO+8k5de/wvyRj5z4yaeASqmgPDOG8swYvvGRfPqHfGytD8f8vddgY9AT4OUDVl4+YEWhgNLUKNbmJ7AuP57StOgpXVSyLDPkC2Ib8mEb9mMb9jEw7KN/9HF4+fg6jz8EJI3ePoACUAFIvNQ5wGsdA5T51KwIaklJNGJJNhCTbMSSbCQm2UhUQgSqadTHMhpzKF3zMi0tv+dw20Mgh4gJZZBrvIx+nZ22oTeR5RAKhYbU5BvJzPwy+11b6Kt8hkNb36GnqZ4rv/Zd4tIzj9p3KCjh7BvB0evG0eNhsMeDo8eNo9dDYII7S6tXsfgjmSzckI5GJ/5HZoNQKITJZALCApXVaiU/P5/MzEzq6upmuXWC2caSlg67wN7VMdtNEQhmnVAwyIG3XmX7P/+OfyQcwV289mLW3HQbxujzR6iYiygUivAEseRkTBdeOLZcDoXwt7cfFQPob21FcrkYqahgpKJi0r5U8XHo8+ZPjgHMyUFpPIkaoHMAORDA/tdwXF/s7Z+Z9vVrriE8YanT68cTkjCc5pqtE3naGk7gucgSKQSps4yYZAPsB13QAkBHRwderxe9Xk9mSSwHt3bRVm1Dluef945EgeBc55xxSt12221YLBbuv/9+LrroIhYtWnRCp1RWVhZer5eioiJ++MMfThnpdyzmiooelII0O5vHIv8O2Q5R56gjIB1dpyQhIoGiuCJKYksoii1ib+9enq55Gm8oXN9iTeoa7i67mwLLcSIO/W7Y9xS8/3twjl6kak1IpbfhS7gJX28EvlYXAeswTPjmKc1aTCtTMC5LQjWdCKJQEAYaj3ZVHUMUkYzxyAoJpduBQj6Bc2EUn0aB7wOReoGICCRTAphTUEZloTWlhZ1No6KTTpc07fpNH5bQsH+s9pN/VIQK2kYmHdcjKLTKsZpPYyJUohGFZhodwaAP+mrGj3N3VThu0T9FzIFCCXH5E9xPpWFhMOLcvRjze4N01jrGhCiPy48sy8ihXkKBRpQ0E/BO/l4m5+WTu3QluUtXYEk583na5yJhB4tjLJavtmeySzQtJoKLCxNZX5DA8mwLOvXRg9rSyMiYu8lRV4f1wAGGmprRu5wY3B4iJtT2ORYKnW5KsemI00kdHyeExjOA5PNh/da3GXr7bVAqSf7p/xD9sY/NaBuCIYn9HeFaVJvr+jhkdU1aHzPqoorQqEZFprDQ1D/smySaTgedWkmcSUdcpI54k5aYCDVKvxufy8ZwfzeBYIBDwURsclhA0MhQ7lOzxKcmQh7/PVIqFUQlGsbFqqSwWBWdGIH6GHUgBwf3cujwt/B6Jw88x8VdTG7OtzEac8eWdRyu5tXf/RK3w45aq6X8ytuISV2Cs3cER29YfHLZvMhT1SkkPE/BHB+OKnX2hZ1ZEWYtSy/PouiCFFSnK4J3Fpkr/UeANWvW8M1vfpNrr72Wm266CYfDwQ9/+EMeeeQRKioqOHjw4Il3coo8+OCD/PKXv6S7u5vi4mIeeOCBaccFzqVjPJep2b6V1373S1Lyi/jUT38x280RCGaN9oNVbHriIQY62wFIzM5l/e2fJ2V+4Sy3THAmkPx+/C0t446q0Vugs/OYz9GkpR0VAaidNw/lHI3gdr70EtbvfBdVfBy5Gzee1Pso2laNPRBi49J8ik1nJp4+IMmU7zhEnz/In4uzuDIh+oy8juDUqNvVwztPHCY5N4ou3fsMDAxw4403UlRURNAf4rFvvkcwIPGJHy4jLs00Y+0S/UeBYOY5J5xS//jHP6isrGTPnj0n3hhITk7mkUceoby8HJ/Px9/+9jc2bNjAli1buHDC7JiJ+Hw+fBPs2y6Xa8rtzjbUSjXzY+YzP2Y+1+WFozX8IT8NjoYxR9XBgYM0DTbRN9JHX0cfWzq2TNrHovhF3FN2D0uSjpMX77HD7kdg18MwMlrryhgPy78ASz+LMiKGCOBIt0PyBfG3DeFrHsRd0Yvk8uN6s5WhTe0YyhIwrU5Fk3CcGD6VGhIKwrfSj4eXHYn/6z0IPVVI3fuRunajcvagdPePPVWGsZpNEwWnoMGMFJmAwpyGMioLnSF1rIaTRZd0yvWbPiyyLBOye8PC04T4vZBr6vhApUkzOX4vxYg6NgLFdKKcvK7w8ZvofuqvhSlETNR6SCyeID4thMQi0Jz7tY9cthFaqwdoq7bRWe9ACsrIcggp2AlSE3KomaAvfI4IAUqVmoySUnKXriCnfDkmS+zsvoE5issb4L16Gxtre9lS14/dPf4/oFRAeWYMGwoT2VCQQG6CCcntIdDVhf+9g7i7rBPi9cJReyH75Lp85tHbRBQGA9rUFNQpKWgniU7he1VsrJjBNQsodTpSH7ifnp/8hMF//ZvuH/6IoMNB7Oc+N2Ofh1qlZEmWhSVZFr51aT59Li9b6vvZOlqLyuEJ8NIB6zGfb9SqiIvUhcUmk3b0Piw8xRm1k9aZdOpjvq9QKMSBAwd4/fU3aPZGcCCUhk0ysFMfpMoosSHazNKABm/vCAFfCEe3G0e3Gxj/XTwiBh1xVFlGb9FJBqKjl7B82cvU1/+M7p7nMJsXkpvzX8TELEOSZJz9Izh63Az2enD0aIjN/Cy+kX8R9Lay6/lHUWq3oTFsQKEYH7DQ6FXEJBqISQq/RkySgZhEI1HxEag0SmRJpmFvL7teasZl8/LuP+rZ/047y6/OJm9J4vR+zwQfmh/+8Ie43W4A7r33Xq688krWrFlDbGwszz777Bl73WeffZavfe1rPPjgg6xevZqHH36Yyy67jMOHD5ORkXHiHQhmhNjUdADs1mMPxAoE5zIuWz9bn3qc+h3vAaCPNLPmk5+mZP0lKM+hOHLBZJRaLfr8fPT5k6PFJLcbX1PT5AjAhgaC/f0EOjsJdHYyvHnz+BNUKrRZWUfFAGozMs7qFAVZlhl47HEALLfcetLCWq5Bz26nmwa394yJUhsHXPT5g8Rq1HwkTogLZxuW5LBz0N7tJvfiXAYGBmhsbKSoqAi1VkVaoQWP04d/5AS1lwUCwZxnzjulOjo6WLJkCW+99RYLF4YLh57IKTUVV111FQqFgpdeemnK9T/5yU/4n//5n6OWnysq+khwhFp7LYdshzg4cJBDtkOYdWbuWnAXF6ZdeOxBvsEO2PFHqHwSAuGoAmKyYNVXYdHN0xIo5KCEp6qf4W1dBKzuseW6+TFEXpCKLi/6pAYZh90NWLv+QXfPCwSDTlQhGZNHwhCRjSIqA2VUFvqIZHS6IzWcEtHpkk5L/aYPixyUCPR5JsTvhUUo2Reacnt1rB7NpPg9EyrzNDuGQ72jwtOBcceZvXnqbfXRk2s/JZVCbG5YHDwPkEISPS0u2kbrQ9lHv6ey7EcKtKJUthL0NhEKjNdc0egjmLeonNxlK5m3qBy9ceZm+ZxLtNrcvFPTy6baPna32AlOcFgkKv1cFg8XmAIU4EZj6yVg7cLf1UWwy0rI6TzOnsP4NRo8RgNuoxFNSioJJcUkly5El56OJjUFVfTJnX8EM4ssy/T/5n4GHn0UAMvtt5PwnW/P+mcWCEnsax/k/SYbKoViTGCKNWmJHxWfIrSnd8DB4XDwn//8h9bWNjqkaA6rsunxhl8jUq/mcxfM48biFAJ2H/ZRYcreHXYv+Y5RYxAFRFr0Y2JVZJwfj1PHYM8Ig71uBntHCE3h+pJlmZB3D0HvdkBGb0pg8eV3kVE8n5gkI4Yo7bQ+o1BQ4vA2K3tea2VkdCJGbJqJldfmkFFsmfXP+VSY67Mw7XY7MTFn1hG+fPlyysrK+NOf/jS2rLCwkGuvvZb77rvvhM+f68d4rhDwefndbR8HWeaLj/4dgzlqtpskEMwIQb+fva+8wK7//JOgz4dCoWThRy5j1Y23EGGa+QmMgrOboMOBv7ERb339pBhA6RiTnBU6HdqcbPRjrqpwHKA6Kems6PcMb9tOx+c+h8JgIG/zJlRRJ3fu/0ZtO0932/lWVhLfmjdFNPVp4JaqZt4ZcPGl9AR+nJtyRl5DcOoE/CEeuWcryLD2i8n8+4VnMZvNfP3rX0ehUBAKSdOKGz/diP6jQDDzzHlR6j//+Q/XXXcdqgmzSUKhEAqFAqVSic/nm7TuWPy///f/eOqpp6ipqZly/VROqfT09PP3hNVXA9t/C9X/giP1l5IWwAVfh8JrTkmskGUZf4uLoW1deGsGxmLo1AkGTKtTMJYloDhGvFAo5KWv/w26up7B6dw7tlyvTyUl5ROkJH8MnS7xpNt0JpG8QQLdbvzWcfdToM8DoSn+JVUKNEnGyfF7yUaUumkcZ1kGR8tk91NPFQz3Tr29OXVy7afkUohKP+fqP50IrztAx2F7OJbv0AA+d/h7LksepGAzGk0b3qFmpNC4iyzCHEXukuXkLltJRvFC1HM0kmE2CYQk9rY62FTTw84DLYx0dJHgcZDosZPocTAv5CLD7yTKNYDCPUWE5AdQRkWhSU1BnZyMU6ujw+ely+/HbTTiNhqJiIujrKyMxYsXE3WSF1WCs4cjxZYBoq67juSf/RTFeVhQXJIkduzYwaZNmwgGQ/RoEqlV59A2GD5PRRs03Lkmm8+sysI4+vshyzIel39cpOp2h0WrHjcjQ1O4ZD+ASq0kOjHsdproeopONNDbUsurv/0Fw/YB1Bot6z5zFws2XHrSgyp+b5CqTZ3se6sN/2jdqZS8aFZcm0Nyztz6vxUXvMfH7/djMBj417/+xXXXXTe2/J577mH//v1s3br1hPsQx3jmePQrn8XV38sn/vvnpBWVzHZzBIIzTnPlHjb/5REGe7sBSC0oYv3tXyAhK3uWWyaYS8iyTLCv76gIQF9jI/Ix4sOVJtPkCMDRGEC1xTKjbW+/47O433+fmE/fStL3v3/Sz3+wvY+fNlm5NiGah4qzTnv7rF4/S3YcRgK2LS8Yq2MlOLv42w/fx2XzcuVXF/C3Fx4mGAzypS99iYSEo+vczxSi/ygQzDxzfsRmw4YNVFdXT1p2++23U1BQwHe/+91pCVIA+/btIzk5+ZjrdTodOt3sO2lmnfadsO0BqH99fFnWmrAYlbP+QwkXCoUCXXYUuuwoggMjDL9vxb2nl2Cfh8EXGnG92YpxeTKmlcmozOHPwu1upMv6D7q7nycYdI7uR0Vc7HpSUj9JrGUNCsXs2t9lWUYa8o/VfToiRIUGpu5wKvQqNMmj8XsppvAtPgLFdGpphALhuL3uqsn1tnxTzcRSQFzeZAEqqRSM52e0nCzLDPZ6xmL5rI3OsbonUsiJUtGMStmK29UKssyRodqoxKSx+lAp8wtEXMc0CcdS2gl0dTHY3E59VT299a34rV3EDg3w0ZFBrg/6TrgfVUzMB2o5TazvlELf0BCVlZVUVVWNTiwwo1AoyM/Pp7y8nJycHJSi5tOcJ/aO21HFxND9wx/ifOEFQk4nqb/5NUr9+XUhqlQqWb16NTk5ObzwwgsoentJCvRCXhnvOSJptnn45Zt1PLathc9fmM2tKzMxaNUYo3QYo3SkFUwe2BgZ8uPoGRerXLYRDNG6sei9mCQDJose5THi9NIKirn1/37HGw/eT8u+vbz96B9oP1TFJXd+BZ3hOBG9H0CrV7Pk8ixKLkyl4s02qjd3Ym0Y5PlfVpBVGseKa7KJTRVu1HMBm81GKBQiMXHyRKLExER6enqmfM5cjdg+F4hNTcPV38tAV4cQpQTnNI4eK1uefJTmynC5AGOMhbU3307BBRedFe4VwdxCoVCgSUxEk5iIac0FY8tlSSLQ2TkuUh0RrVpakIaHGdm3j5F9+ybtSxUbO0GoGo8BVJlOf7/IW1OD+/33QaXC8unbTmkfuYbwOE6j58TXeafCP3rsSMCKKKMQpM5iLMlGXDYvQzYfmZmZNDU10djYOKuilEAgmHnmvCgVGRlJScnkiyCj0UhsbOzY8u9973t0dXXx17/+FYAHHniArKwsiouL8fv9PPXUUzz33HM899xzM97+OYEkQcNbsO1+6Ng5ulABhVfBBV+D1PLT/pLq2Aiir8rBfEkm7j29DL/fRcjhY2hzB85tzfjL63EkbsQ1Ujn2HL0uhZSUT5Cc8jH0ujNjBT8RsiQTHBgJi0/WURdUtxtpeOrZ5qoobVh0GnNAmVDF6KZ3ceMbht5DEyL4qsIOttAUtaZUWkgomhzBl1gMWuOHfMdzm1BQwto4SFvVAK3VNpz94fg9WZaRQza0+jakQCNe1+S6MAlZOeQuXUHuspXEpWeKi9EpkCWJoM02Vr8p0GWd8DgcsceEQcSE0dsHUcbFoU0drec0JjaNPk5JQTnFwLbP56O6uprKp7dgtY5/djExMZSVlbFo0SIiI0W8yrlG9HXXoooy0/X1bzC8aRMdn7uTtD89iOo8/KyTkpK488472bx5M9u3b4eOSq6Misa8YR1/P+CgxebmvtdrefS9Zr6wNodbVmSin8KJHBGpJSJSS0pezCm3xWCO4rrv/Ji9r7zAe888Sd3779Lb3MCVX/svEuflnNS+9CYNq2/IpXRdGntebaH2/W5aq2y0VtsoWJ7E0qvmYY499+sang988HdVluVj/tbed999U0ZsC848ltR0WvZXYO/qmO2mCARnhIDXy67//JO9Lz9PKBhEqVJTdvnVrLzhk2gjpj+5QiCYDgqlEm1GBtqMDCI3bBhbLvv9+Nva8DU04J0gVgU6OggNDOAZGMCzc+ekfalTktHl5Y3HAObloc3JQfkhJloPPPEEAOZLL0WblnpK+8gbFYqaPF4kWUZ5Gq+jJVnm6e4BAG5JOT8n2s4VYpKN4bII3R5yc3PHRKlVq1bNdtMEAsEMMudFqenQ3d1Ne3v72N9+v59vfetbdHV1ERERQXFxMa+++iqXX375LLZymhx8HpBBrQeVDtS68GO1dvRe94HlOjhV50YoANX/Dsf09Y/GGqq0sPCTsOoeiMs9bW/rWCj1aiLXpGJalYK9uoKOpqdwGDchad0wAshKLLoLSM+/jdi4mXVFyYEQgR7PWN2nIy4oOXB0fQ0UoI43oEkZFZ+Swy4olVEzvRdz28aFpyMuqIFGxjIOJ6KLCkcpTozfi5sPqmm+1jmOx+Wn/VBYhGo/bCcwGgUlyxLI3UQYO/AN1TEyNIB/KPwchUJJWmFxWIhauhJzvJjBI4dC4cK9XV2TxKaJ4pMcOH70l4QCuz6SXoMFryUBc1Y6GcU5ZJfkoUtNRZOSPG2niyzLdHV1UVlZSXV1NYHR11YqlRQWFlJeXk5WVpZwRZ3jRK5fT8afH6Xji1/Cs3cvbZ++jYxHH0EdFzfbTZtx1Go1l1xyCXl5efznP/9hcHAQ1/YX+O7KVbhiSvjDlmba7R7ufbWGh99t5ssX5fDJZRlTilMfFoVSydKrbyC1oIhXHvgFgz3dPPOjb3HRp+9k4SWXnbSwH2nRs/7WQhZfksGuF5tp2tdP7c4e6vf2UnJhKksuyyIi8vjxqQGfl4HODkyWWEwxMxt9Izg2cXFxqFSqo1xRfX19R7mnjvC9732Pb3zjG2N/H4nYFpx5LKnh4zwgRCnBOYYsy9Tv3MaWvz3G8IANgMzSxaz7zF3Eporzi2BmUWi1Y8LSxFAxyePB19Q8OQKwoYFgby9BazdBazfure+OP0GpRJuZeVQEoDYj44Sx14HublyvhdNyLHfcccrvJV2vRatQMCLJdPkCpOtPX9z9u44hOr0BotQqroiPPm37FZx+LMnhydH2bjerN+Ty5ptv0tbWht/vRytKIAgE5w1zvqbUbDFbeaOh/01E5Z869u2YKNXHEKyOI2SpNNC4EZyjF5naSFh6Byz/IpiPHXN4ugmFfPT3v0mX9RkGB3ePLdeE4jG3riGqcw0aXwyqGB2mVakYlyai1J9+rVXyBCbVfvJ3uwn2e2Aq/UmjDNd/Go3f06aYUCcaUE6nqL0sw2D75NpP3VUwZJ16e1PSZPEpqRRiss67+k/HQ5ZlBrrctFbbaK2y0dvqGtPyZDmIWmNFp2tj2F6L3zM09jy1RkvmwsXkLl1JdtnS866AtxwMEuztxX9EaLIeuR8Vnbq7IRg8/k6USvwxcfQbYmhURtKli6bXEEOf0YLdZCG3OId1C1JZV5BAWsypzTYdGRmhqqqKyspKenvH66TFxsZSXl7OwoULMRrPb0fg+Yi3pob2O+8iZLOhycgg4/HH0KalzXazZg2v18sbb7zB/v37gXAU2tXXXMu2rgC/29hI12DYJZpk1vPl9bncuCQNnfrMTPIYGR7ijQfvp7ki/Js+f8UFfOTzX0VnOPX/094WFzv+00RXnQMAjU7FoksyWHRxOmqNAke3FVtHK7aONmzt4fvB3h6QZdZ95vOUXXbVaXlv00Hk1Z+Y5cuXU15ezoMPPji2rKioiGuuuYb77rvvhM8Xx3jm6Ko9zD/++ztExsZz14NPzHZzBILTgq29lU1/eYSOQ1UAmOMTuei2z5G7ZIVIRxDMCUJOJ77GxskRgPX1hJzOKbdXaDRoc3I+EAM4H01KMorRCX29//cL7E88gWH5cjKf/MuHat+Fu2qp93h5pjSbdbGn73f6cwdbeKXfyR2pcfzv/PO33z8X6G118e+f78Vg1vKZ/1vNAw88gNPp5KabbmL+/Pmz0ibRfxQIZh4hSp0is3HC8nqtDD26CHVQQiWr0GsS0Cj0KIK+cGRb0AtBX/henkItORWMCbDii7DkDoiIPj37nAZudzNW6z/o7nmeQMAxulRJXNx6UlM+SWzshUiuIMM7u3Hv6kbyhAfHFToVxiWJmFaloD6FCB9ZlgkN+sLC0wT3U2hw6sxjpVE9Gr83XgNKHReB4hj1NSYRCoKtfrIA1VMN3sGpt7fkHC1AmYRjZyqC/hCddQ7aqsOOqGHH+OcnS16MUd0oaMHZU0PQP75ObzSRXbaU3GUrySotQ3MO16OR/X4Cvb3jTqcPxOsFenshFDr+TlQqNMnJY7F66pRk+o0W9vkieMeh5L1BJaEJTs34SB0bChJYX5DA6tw4jLpTE5BlWaa9vZ3KykoOHTpEcFQcU6vVFBUVUV5eTkZGhhg4OM/xt7fTfsdnCXR2oo6PJ/3Pf0afPzsXOWcLNTU1vPzyy3g8HlQqFevXr6d86XKe29fFHzY10u0MT3pJjY7gK+tz+Vh5GhrV6XcXyrJM5Wsv8u7fn0AKhYhKTOKqr/0Xidm54eLfwSAazcm5eyVJon5XI7te3MNgTwdSyAayHTlkR5amFtANUdEsvfoGllx53el4W9NCXPCemGeffZZbb72Vhx56iJUrV/LII4/w6KOPcujQITIzM0/4fHGMZ46RIRcPfu4mAL765L/Q6kV8pmDu4nUPs+NfT7PvzVeQJQm1RsvSaz7G0mtuQKMVtaUFcxtZlgnZbGNuKu+Ys6oR2eOZ8jlKgwHtaJ2qodffQHK7SX/kYUwXXvih2vLZgy282u/kZ7mp3Jke/6H2dYR+f4Cy9w8TkGU2Ls2n2CR+j85m/N4gj34t7OL77K/X8PamN6ioqGDZsmWzlmAl+o8CwcxzXsT3nSvo9Sm4b/o3tQ334vE0AR4iI+cxP+/HREcvmbxxKBgWp8bEKi8EJwhXId+4gBWc8HiiuBWVDiU3gGZmBuYlyUdf35t0Wf/B4OCuseU6XTIpKZ8gJflj6PXjLi1VlIqoS7OIXJeOZ18fw9u7CPaNMLzdyvD7VvRFsUSuTkU7zzzl4LQckgj2jxzlgJJHph68Uln0aEdj947E8CnN2ukNfPs90Hd4cgRf3+Hwsf4gSg0kFEDSwnHxKakEdOdfXZSTYdjho+2gjdbqATpr7AQnxCgqlW4iY7oJ+hpwdNVjd46LLabYOHKXrCB36QrSCktQnSC6YK4g+f0ErdZRp9PRdZ2Cvb1hZ97x0GjQpIyLTpPqOqWkoE5IwCcr2N5oY2NtH5tq+ujpmvCdVsKC1CjWFySwoTCBkpQolNMRbI+B2+3mwIEDVFZWYrPZxpYnJCRQXl5OaWkpERHiAkQQRpuRQebTf6fjc3fiq6+n7dZbSX/oTxjKyma7abNGYWEh6enpvPTSS9TX1/P2229TX1/Ptddey8fKL+LZPR38cXPYOfW956v54+ZG7l6fx/VlqahPozilUCgov+JaUuYX8spv/4/B3h7+du+PSFq+Foc/wMDAAPPmzWPdunVkZGQc9XyPy8lARxv97W3h+45WBjra8I+MHOMFNUQnppFWmEd8RiZxGVnEpWdiiIo+be9JcPr4xCc+wcDAAD/96U/p7u6mpKSE1157bVqClGBmiYg0E2GOYsTlxGHtIjH7zEd7CwSnG1mSOLR1I+898yQe5yAAuUtXctGnP0dUwtSxoQLBXEOhUKCOj0cdH49xQt0eWZIIWK3jjqrRm7+5GcnjwXugCu+BsGtQl5eLcc2aD92WXIMecNLgOckEoOPwrx4HAVlmUaRBCFJzAK1ejcmiY9juw9HtJjc3l4qKCpqamma7aQKBYAYRTqlTZDZVdEkK0Nn5N5pbfksoNAxAYuJV5OZ8d5JoM1fweFro6npmClfUulFX1Npp1YqSJRlfg4Oh7VZ89Y6x5ZpUE6bVYedUYFSA8luHCfS6ITjF11+pQJNoGHVAjdeAUkZMU6zw2CfXfuqpCjuipnKvaU3h+k8T3U/xBeFoRcFxkSWZvrahcCxftQ1bx/Ck9XrjMMbITjzOWhzW5knrYtMyyF26ktylK0jMzp2TjhppZCQsNH2wltMR0am//4T7UOh0YZHpiNA0UXRKTUUdHzcW2TCRbucIm0ZFqO1NNrwTBEC9RskFufFsKAw7ohLNH07UliSJ1tZWKisrqampITTq3tJoNJSUlFBeXk5qauqc/AwFM0PI6aTji19ipLIShV5P2m8fwLR27Ww3a1aRZZnKykreeOMNAoEAWq2Wyy67jEWLFuELSjy9q50HtzRhGw47STNjDdyzIY+rF6acNnEqFArR3t7OwaoqqvbvI3CM3mh6cjK5SXHITvuYCOUedEy5rVKlwpKSRlxGFpbUdLxuM837JUbcESgUCiwpRlZck01WadysnTPELMwzjzjGM8uzP/kvOmsOctlXvknRmnWz3RyB4KToaWpg0+MP0d1YB0BMShrrP3MXWQvP3wksAgGAHAjgb28fiwAMdHURc/NNRJSWfuh9/6vHzldr2lkVbeL5xR9+MoMsy6zZXUujx8cv89O4NeX8qyU7F3n59/tpP2TnopvzyVkayy9+8QskSeLuu+/GYpn5eq+i/ygQzDxClDpFZu2E1bwFIpMhbj7+wABNzb/Bav0nIKNURpCV+QUyMj6HSnV2x47JcgibbTMdnX/B4dgxtlynSyIl+UZSUj6OXp9yyvsP9LoZ3m7FXdkHwWNHGSp0qknCkybFhCbRgEI9jUE3WQZX1+TaTz1V43W4PogxfrL4lLwQYubBFIP+gqnxe4N01jhoqbbRdnCAEZd/bJ2MjCVxCLWmDWfPIVz9k+twJc8vIG/pSnKWrMCSkjrTTT9pQsPucB2niaKTddzpFBoYOOE+FBERaFLHnU3aD4hOqtjYaQ3MSpJMVZeTTTW9vFPTx+Fu16T1KVF6NhQmsr4wgZXZseg1H74WzdDQEPv376eyshKHY3wAOjk5mfLyckpKStCfw/GKgtOLNDJC59e+Fi72rFaTct//EnXVzNUROlux2+288MILdHSEf7cKCgq46qqrMBqNjPhDPLWzjYe2NjHgDp9r58UZWZIZg8WkJc6ow2LUEmvSEmcKP7YYtcf9/w8EAjQ3N1NTU0NdXR0jE5xNKqUSpXMAldOOSa9lxGTBrTOM1UhUDQ2is1lRecMRM1EJiWOOpyO3mJRUVOrJsX8Bf4jqzZ1UvtmGbzTqNynbzMrrckjJizl9B3OaiAveM484xjPL24/+gap33mD5dTdywSc/PdvNEQimhcflZNszT1K9+W2QZTT6CFZ+7FOUXXbVUb8jAoHg9LLP5eGyinoStGqqVpd86P3tHBzm2n2NGFRKqlYVYzpDdVEFp5dt/27gwDsdLFyfzgU35vHEE0/Q1tbGFVdcwdKlS2e8PaL/KBDMPEKUOkVm5YQly/CbIhiyQoQFMlZAxgpcCcnUO/+F01UJgF6fRl7u94mP/8hZ5x4IBoewdv+bzo6/MuJtH12qJC72IlJSP0msZS1K5emLTwu5A7h3d+Pe1YMcksfqPmlSjGiTTags+unVf5JCMNA4KjwdCDuguqtgxD719jFZEwSohWE3VGTS2OCaYPo4+0fGYvm66h1IE9xtah3EJg0iS80MtFfhHhz/PJQqNRkLFpK7ZAU5S5Zjipn52TbHIzQ0NB6r19k1uZ6T1UpocPCE+1AajUc7nI7cp6Wiio4+5XPAsC/ItoZ+Ntb0sbmuD9vwuACoUMDi9OiwEFWQQEFS5Gk510iSRFNTE5WVldTV1SFJYUFZq9VSWlpKWVkZKSmnLlYLzm/kQADrD36A66WXATCuWYNSrwe1CoVKjUKlGn+sVsHosomPJ68/1uMJyzQa9EVFaBLO3vp/kiSxfft2Nm/ejCRJGI1Grr76avLz8wFw+4L8dUcbD7/bxKAncML9mXRqYk1hgSrWqCM6QoXCN4zXaWN4oBt10IteESBCESQ6QkNRwXwKCwvJzs5moL2VVx74Oc6+3nDbNFpCKVl4DZFA+ByTlZ7GhosvIf0ko9y87gD73m6namPHWLxrRnEsK6/LJi5t5uJxxQXvmUcc45ml8rUX2fzko+QuXck13/rBbDdHIDguUijEgbdfY/s/n8LndgNQuGYdF970GUyW2FlunUBwfjAUDJH3XjUAdReUEKX5cOM/X61p4189Dj6VbOH+gqNjnwVnJ4e3W9n8t1rSiyxcffci3nvvPTZu3Eh+fj6f+tSnZrw9ov8oEMw8QpQ6RWblhOUbhmc+CZ17ITi5boKs1tObN5/GuEF8ivAs4piYlczP+xEmU/7MtO84eDxtdHb+FWv3v8ciB9XqKFJTPkla2i0fyhV12gl4w/WeJrqfeg9BYIoCoApVOG5vzP1UGhag9FEz3+5zBCkk0dPsGo3lG8DR7Z603hSrIjq2D7+nnp6mKvye8fUafQTzFi8hb+kK5i1egs5gnOnmA+EIAcnpDNdzmsrp1NWFNDR0wv0ozeZR0Sll3Ok0QXhSmqeul3aqdNg9bKzpZWNtH7ua7fhD4y5Dk07NhfPjWF+QyLr8eGJNp6/gs9PpZN++fezbtw+n0zm2PC0tjfLycoqLi9FqRaSl4MMjSxK9P/85jr/+beZeVKHAsGwZ5isuJ/KSS1DHzLw7Zzp0d3fz/PPP0z8a/VleXs5HPvIRdLrw//qwL8ibB3vocXkZGPZjd/sYcPuxHXk87CconXyX0qxXE2vSETvqtIrRK1EODxBvNpCRmkhKfDSq4Ai1B/bQdLiKI/NIioqKuOiii0g4ScHPPehjz2utHN5mRZZkStamsvZTM9dPEhe8Zx5xjGeW1gOVPPe/P8aSksbt9z80280RCI5J5+GDbHriIfrbWwGIz8pm/e2fJ62geHYbJhCchyzafogef4DXyvIoizr1a3ZnIMii9w8xIsm8WpZH+YfYl2Bm6Wl28twvKjDF6LjtvtV0d3fz8MMPo9Fo+O53v4t6hmt9i/6jQDDzCFHqFJnNE1bQ50XdfxDad0DbjvD9qGMnpITWdAPt6RFISgXIkGZYRXb+D9BYCma0nbIs43DsoKPzSWy2jUD4q2aIyCY95jKS5RxUrl4I+UBnBr159D5q8t+aiDPnMBoZHK/7dMT91F8LcujobTUGSCwZF6CSFkBCEWhEhNiHxesO0H54gNaqAdoPDYxFLAEolAoSM9XojZ247TVY66sJBcZn6xuioslZspzcpSvIKFmEWnPmIzdkWSbkcIzXcOqyTnY6dXUheaYQMT+AKibmaIfTBBFKFXlmZ+8HQxL7OgbZWNPHxppeGvom1+XKjDWwoSCRDYUJLM2yoJ1OrOU0CYVCNDQ0UFlZSUNDA0d+ivR6PQsXLqSsrIzERFFcWnD6kWUZz65dBDo7kYNB5GAIQuF7OTTxcRBCofHHo+vlYGD88cTlEx4TDCKHQkjDw/gaGsZfXK3GtHo15isux7R+AyrT2XXhHAgE2LRpEzt2hGN1Y2JiuO6668jIOPGs08HBQSqqDrOvtonmzj5GZBVeWYMXNegi0ZhikDQGhoIK7G4/dref0EmKWArAoJbRhEbQK4LoCZAWF0VJXiYZCZbRKMGwQyvWpMWkUx9TuB/s9bD3tVZWXp+DMer0iewnQlzwnnnEMZ5ZXLZ+Hv3y7ShVKu7+63OoZngQSSA4EUN2G+8+9QS127cCoDeaWP3JT1N68aUolSLmSyCYDT62r5Ftg8P8tiCDTySfeqLJE102vlffSb5Rz5al+WddUpDg2Pg8Af78jfcAuPP+C1HrlPz617/G7XZz2223MW/evBltj+g/CgQzj7hqmEP4gxK/39TA+00DPHvXCtRpS2DVV8OxfrYGaN+Bqn0HOe07SNnTTkO2kf54HZ0j79Oz5zKy+/SkGi9AmbkaMlZC3PwzIvaEAsP0tv6Vjp5nGQ50ji2PdUeQ3jWCpWc3CnZPf4fK8IDWuFAVNUHAmur+yPoJz9GaYKhngvvpQPh+sG3q14ywTK79lFQKsTkgLlxOC7IsM9jrobVqgNZqG91NTuQJg5M6o5rkbAUqVSuOrmra9tUiy+OunejEZHKXrSR3yQqS5+ef9gtKWZYJ2WwEuromu52s1jHHkzwycsL9qOLiRsWmlDHRaayuU0oKSuPMD0g7RwJsre9nU00vW+r7J8VxqZQKlmTGsKEwgfUFieTEG097x97hcFBZWcn+/fsZmuAWy8zMpLy8nMLCQjQzICwKzl8UCgXGFStm7PX8nV24Xn8N12uv46upYXjrVoa3bkWh02G66KKwQHXhheEowVlGo9Fw6aWXMn/+fF544QUcDgdPPPEEF1xwAWvXrj1qxmJ/fz+1tbXU1NRgtY7X8UtQhuu/FRQUUFhYSHx8/FHnEkmScXkDo04rPwPDYefVwLCfAfeRx77Rv/04PH5kGdxBBWA4Ms+F1j7Y1tcFdB31frRqJXFGbdiJNSpWxZm0Y49jV8XhkEKcXdKgQDC3iIyNQ6PTE/B5GezpJjYtfbabJBAAEAoGqHj1RXY+9w8CPi8oFJRuuJTVn7gVg1mkWggEs0muUc+2wWEaPd5T3ocsy/zdGq6zfEvy9GolC84edAYNhigtHqcfe4+bpHlR5OTkUFVVRWNj44yLUgKBYOYRotQcwuHx8/h7LbgDIR5+t4kvr8sLr1AoIH5++FZ+GwARrm5KO3Zi73iRenkHbl2Q+lQ/1uG3yHv3BSzOwIS6VCvDt+SFoJ5GRJYsw3AvONrCoo6jFRxt+IYa6VS30mXxE9CEHRXKkExyr5f0Li/GEdv4PnRREJMB0ZlhB5LPBV7XhHsn+IZAlkAKwogjfDtlFIyNYH2QqIzJ7qfkUjCnivpPp5lQUMLaMDgWy+fqnyzqxCQbSEj3EQo00tO4j9p3WyetT5iXQ97SleQuXUFseuaH6nTKkkSwv//YTierFdnvP+F+1AkJkx1OY49T0CQno4yIOOU2nk6a+ofZVNPHxtpe9rQ6JrkToiI0XJQfz4bCRNbmxRNlOP2CUDAYpK6ujsrKSpqamsaWGwwGFi1aRFlZGXFxcaf9dQWCswFtWipxd95J3J134mtqwvXa67hefRV/aytDb77J0JtvojQaibz4YsxXXI5x5UoUsyzMzps3jy996Uu8/vrrHDhwgPfee4+Ghgauv/56gsEgNTU11NTUYLPZJj0vIyODwsJCCgoKiDlBTKFSqSDaoCXaML1ozmBIwuEJhAWrYT+2YR8tVhv7a5voGnDhldV4ZQ2S1siIrMLjl/AHJaxOL1bnsQc87tmQx9cvmT+tNggEgqNRKBRYUtPobW7Ebu0QopTgrKBlfwWb//IIju7whIXk+QVsuP0LJGbnznLLBAIBQK4h7FJv9PhOeR9VwyMcHB5Bq1BwQ9LZGY8tOD6WZCMepx9Hd1iUys3NHROlLrnkktlunkAgOMMIUWoOEWfQcolPy3+UI/zmzXpyAmouWZeJSjNFpJY5GYqvw1J8HcukINa2v9DU9juGTW72LYwifiBIXuMgEXWvQd1r4eeo9ZC6BDJXhsUqQ9yo6NQ2+X6wHYLjAzwuk5qOVD29yTpkpQJQovdJpA0aSZFy0cTkwLxMiMkMi1AxmRAR7jR4XH5UagW6qQbCZRn8w+NilW9oXLCaJGAdQ9A6skwKAjIolGF32Fjtp1ERynDqdnHB8fG4/LQdHKCt2kZ7jZ2AdzwWUalWkJoXhTluEN9QHe0H93LgcO/YeoVSSVphCblLV5C7dAXmuOnXDZGDQYJ9fUc7nY7UderuhgkRgFOiVKJOTBx3Oo2KTkfqOqmTk1GepXWO/EGJva12Ntb2sam2jxbb5LpceQkm1hcmsKEgkbKMaNSq0xfLNxGbzTbmivJMiDPMzs6mvLyc/Pz8Gc+KFghmE11ODvFf/QpxX/kyvpoanK++iuu11wl2d+N88UWcL76IKjqayEsvxXzF5RiWLEGhPDP/nydCr9dz3XXXMX/+fF555RV6enp48MEHJ22jVCrJzs6msLCQ/Px8TCbTGWuPWqUkPlJHfOSEqL1FqXD5Qrq6utiyZQsNDTXhdqmUFJctpnDxUgJKPQNuH7bhURfW8JFaWGFxK8NiOGNtFgjOFyyp6WFRqqvzxBsLBGcQZ18Pm5/8M017dwLhmO8Lb76dojXrZu33VCAQHE2eIZwQ8GGcUkdcUlfER2HRiGvKuUhMspHOWgf27vBYQU5ODgC9vb24XC4RoycQnOOIM/ccIuANcVVxEger22lUh/jxWzV0vNPJwjWpFF+YesyaCEqlmrR5nyMx7WM0Nz9AZ9ff6Y9VMxCXSIZyMVlWCVX77nBdqrZt4dsJkBRK+tOT6EhW4dSNO16i9PlkpN5KXOoNKI/hugoFJVoq+qh530r7YTsRJg3XfbOMmKQPBOgoFKMRfJFA6rSP0yRkGQIjYXFKZwatGHw6k8iyjK1zmLZRN1Rvq2uSQc1g1pJeZCbC2Iuz9yCt+/cwMuQaW6/W6shauJjcpSvJLltKROTUnRA5ECDQ0zNlLaeA1UqgpwdCU9QFm4hKhSYpabLD6ch9WiqaxMRZdyucDHa3ny11fWys6ePd+n6GfON1uTQqBSuyY1lfkMD6ggQyY89cWFUgEKCmpobKykpaW1vHlptMJhYvXszixYuxWIQQLDi/USgU6IuK0BcVkfDNbzKyfz+uV1/D9cYbhAYGGHz2WQaffRZ1QgLmyy7DfMXl6BcsmJVYkuLiYjIyMnjxxRdpbGxEo9GQm5tLYWEh8+fPR38WxA6mpqZy880309HRwZYtW2hqaqJ6fwWHqvZRXl7OmjVrMJtFjTqB4EwRmxp2Rw10dcxySwTnKwGfl90vPseel/5NKBBAoVRSdtlVrPzYTegMIqRVIDjbOOKUahnxEZBkNMqT6+O6QyGe7w0n6dycEnva2yeYGSzJ4fOzoyc8idZoNJKSkoLVaqWzs5OioqLZbJ5AIDjDKOQj1eUFJ8VsFsFr7x7i8j9uZzgYYtWImtU+DUqVgtzyBErXp5OYdfz2DA/XUd/wMxyOcCFznS6J3JzvkKgsQNGxE9p3hG9+97izafQ+YI7DGjxIh/0VfL5uABQKDYmJV5Ce9hnM5gXHfF271c3h963U7ezBOzzZpWKK0XH9t8uJtMz+4Jbg5Aj6Q3TWOWitDjuihh2TLfjxGZGkzo9ApWqnt3kfrQcqCfrGt9EbTWSXLyN32UqyShej0emR/H6C1rCraSqnU7C3FyTpg02ZjEaDJjl5Uj2nSU6nhAQUc9ilI8sydb1DbKwJu6Eq2x1MPJvHGrWsK0jg4sIELsiLx6Q7s++1r6+PiooKqqqqGBmtt6VQKMjNzaW8vJy8vDxUKlGTTSA4HnIwiGf3bpyvvsrQ2+8gucZFe016OubLL8d8+eXo82c+bk6WZZxOJ0aj8ayv+9bW1saWLVtoaWkBQKVSsWTJEi644AIiIyNntW2iiPKZRxzjmadh9/u89Ov/JTE7l1vue2C2myM4j5BlmcbdO9j810cZsvUDkFGykPW3f57YtIxZbp1AIDgWkiyT+141npDEtuUF5BpObhzome4Bvl7bQVaElveXF6IUpRfmJNYGBy/8eh/mOD233rsKgO7ubkwm04z32UX/USCYeYQodYrM9gnrpQNW7n5mHyqFgnvMFlRt49FYifPMlK5PI2dxAir11DEFsizT3/8WDY3/i9cbjtqIiipn/vwfY44sOWp7t7uRjs4n6e5+HkkKW6w1GgtpqTeTmnoTOt3U0Wp+b5DGij5qtlvpaR4fXDNEaSlYmUz2wnje+cthBns9RCcauP5bZUREnp2RaIJxhh3eMRGqs9ZBMDAuEKm1StIKLCRnqwiMNNB+aC+dh6uRJjiXoqJjycsrID0plSilmlB3z6R6TsG+vhO2QaHVHu1wSh2v76SOi0Nxjokg3kCInc0DY0JU1+DkulxFyWY2FIbdUAvTolGe5Iyzk8Xv93Po0CEqKyvp6BifHW02mykrK2Px4sVERYlC0gLBqSD5/bi3bcf16qsMbdqEPDL+/67Lyx0TqLSZmbPYyrOblpYWNm/eTHt7OwBqtZqlS5eyevXqMxo1eDxmu/94PiCO8cwz0NXBX77xRTQ6PV/9yz9FTJpgRhjo7GDTXx6mvXo/AJGx8Vz06c+St3z1rDiLBQLByfGRPXVUDY/wl5J5fDT+5K4Zr6yoZ6/Lww+yk/lqpnDDz1VGhv08/q1toIC7HliLRjd74zei/ygQzDxClDpFZuuE5XQ6MZlMKJVKvvT3Sl4/2ENBUiR/vrqUunet1O/tRQqGP1JDlJaSC1MpXpOKwXyMKL2Ql/aOx2ht/ROSNAIoSEn+ODk530SjsTBgf5eOjr9gt7839hyTqZD09M+QmHAVKtXRkYGyLNPb4uLwdiuNe/sI+MJihEKpIGtBLIWrU8gstqAcrWMzZPfy/C8rGHb4iM+I5NqvL0YbMXcdLOcisiTT2+airXqA1mobto7hSetNFh1ZC+KwJPkZHjhM6+5tuOrqiPAHiPAHifAHiVZriVKq0Xg8yI7BE76mQq8fF5pGRSftBAFKFRt7Xgx69Lm8bKrtY2NtH9sabIwExsU9nVrJ6ty4sVi+lOiIGWlTd3c3FRUVVFdX4xt1vSkUCvLz8ykvLycnJwflefDZCAQzheTxMLxlC87XXsO99V3kCTXx9AsWYL78cqKuvQZ1jCjy/EFkWaa5uZnNmzfT2RmehKPRaFi2bBmrV6/GYJjZWF9xwXvmEcd45gkFg/zu0zcghULc+cfHT6oOqEBwsvg8HnY89wz7Xn8JKRRCpdGw9KrrWXbtx9HoROqGQDBX+NLhNp7vdZy0sFTrHuGi3XWoFFC5sphE3dnt4Bccn8e//R4jQwFu/P5S4jNmL9FA9B8FgplHiFKnyGydsH7/+9/jcrlIS0sjKiGV/94VxOkN8eV1OXz70gI8Lj+H3uvi4LtdeJx+AJRqBXlLEildl0ZC5tRt9Xq7aWz6Bb29LwGgUpnQ6eLxeFpGt1AQH3cx6em3Ex29bMrZZyNDfup29XB4ezeObvfY8qiECIpWp5C/IumYda8cPW6e/1Ul3uEAqfnRXPmVhag155bLZa7h9wbpqLHTWmWj7eAAI0Pjg6Cq0AhpsX5SY0fQj7TjaT7ESEsratcQEf4A2tAJovUApcEw5moadzqNu51UMTHn5SxHSZI5ZHWxsbaXTbV9VHU6J61PNOtYX5DIxYUJrMqJI0I7M/8nPp+P6upqKisrsVqtY8tjYmIoKytj0aJFsx6LJRCcD4RcLobe2Yjr1Vdx79w5Vj9PFR1Nwre/RdR1150Xgv3JIssyjY2NbN68eewcptVqWb9+PStWrJixdogL3jOPOMazwxPf+CL2rg5u+N7/kLWofLabIzgHkWWZmvc28+7fn8A9GK4lk12+jHWfvpPopORZbp1AIDhZftPawy9aevhEkoXfFk4/bvPHDV080tnPZXFRPLFg3hlsoWAmeOHXlVgbBrn49iLylyfNWjtE/1EgmHmEHWUO4ff7GR4eJhAIhOsktLSwOBTDFnJ5cHMj2r5aVhemkV6exqJLVtBywEbVpk56W1zU7eyhbmcPyTlRLFiXRvbieFSq8UErvT6ZkuL7SUu9mfqGnzI0dAiPZxiVykRKyo2kp91KRMTRHQVJkumosVOz3UrLARtSKKxxqjVKcsoTKFqdTHJu9AnFhZgkI1d9dSH/uX8fXXWDvPXnQ3z0rpIxN5VgZnD2j9Ba1U9HRRuOgy1o3QPovQOkee0YAnYiZSdatw08k51ShtHbRBSRkWP1m8Ki0+S6TsqoqPNSdJoKjz/I9sYBNtX2srGmj76hyXW5FqZHs2HUDVWcYp6x4ybLMl1dXVRUVHDw4EECo+4MpVJJYWEh5eXlZGVlCVeUQDCDqMxmoq+/jujrryM4MIDrzTcZfOYZfA2NdP/ghww+9zxJ//3fs1J36mxGoVCQl5dHbm4u9fX1bN68mZ6eHlHrTiA4TVhS0rB3dWC3dgpRSnDa6W1pYtPjD2GtrwEgJjmFdbfdxbzFS2a5ZQKB4FQ5UkeqyeOd9nN8ksS/euwA3JRsOSPtEswslmQj1oZB7BMmtgsEgvMDIUrNIbRaLd/97nfp7++no6ODzs5OYjs6aOseoEWK5fHDQfobX0WtkNFqtaSmppK+NJ30VRYGamXa9g/S3eSku8mJMVpHydpUii9ImVTDKTp6CUuXvEBv7ysEQ26SEq9GrT667oLLNkLNjm5q3+9m2DE+gJ6QGUnh6hTyliaiO8kIvoRMM1d8sZSXf3+AlgM2Nv+tlvWfLkRxhuvinG/IskxocJBAZxf+jg7sB5sZPNyKr70TlbMPvddOTujEHUO/SsmIVo0vQo82PZ3oohISly3HMG8empQUVGJ2yXHpGhxhU00vG2v7eL9pAH9w3F1m0KpYkxfHhoJELiqIJyFyZqNIRkZGqKqqorKykt7e3rHlsbGxlJeXs3DhQoxG44y2SSAQHI06NhbLTTcR8/GPY//r3+j/4x8Zqayk5frrsdx2G/Ff/hJK8b86iSNRo/Pnz6euro7c3NzZbpJAcE4Qm5ZO454dDHR1nHhjgWCajAy52P7s3zjwzhsgy2h0epZf/wnKr7gWtUZEdgkEc5k8QzhFp9HjQ5blaU28fL3fiSMYIlmnYX2sGG84F4hJDl+rOIQoJRCcdwhRao6hVCpJTEwkMTGRJUvCM8NusDm58o87sI9E0GIsojjYgN/vp6WlJeyoGsUy30KEMoYRqwbnkJGdL3rZ+2orecvC0X7x6eHoLYVCRVLSNUe9digg0Xygn5rtVjpqHTAa/KgzqJm/PImi1cnEpX24+K7U/Bg+8rli3njkILU7e9AZNaz+WK5w1JwEsiwTGhgg0NUVvlmt+EfvA11dBDq7kL2TRSf96G0iiuhoQlFmhhUyAyNuPGolHq2aEY0aRVwc81asJnfZStKLS8VF4TQISTL7OwbH3FC1PUOT1qfFRLChIIENhYksz7agU8/s7H1Zlmlvb6eiooLDhw8TDAYBUKvVFBUVUV5eTkZGhvhfFAjOQhQaDbGfvQPz5ZfR+7//y9Db72B//HFcr79O4ve/R+TFF4v/3Q+gUCgoKCiY7WYIBOcMltR0AOxdnbPcEsG5gCSFqN74Jtv+8Te8w+E+c/6qC1l7yx1ExsbNcusEAsHpYF6EDgUwGAxhCwSJ1554TOHv3QMAfDLJgkr0bc8JLMnhzB3hlBIIzj+EKHUOkBIXxS8+vpjP/XUv7zsMfO2uz5MeERhzU3V0dGC327E77IAddIAOlKhR+Uy4qswc2GsmPSONsvXZzFsYNyk2b6BrmMPbrdTv6sXrHq8rlFYQQ+HqZLIXxZ/W+k/Zi+JZf2sBG5+s4cDGDvRGDUsuzzpt+5/ryJJEsL+fQJd1THSaKEAFrFZkn++E+/Fpo/DqLfhNcegz0ogqzMKYE0evs5/G5jo6mxrgSMm5KC3RScnkLl1J7tKVpOTli5ol02DIG+C9Bhsba/rYUtfHgNs/tk6pgPLMGNYXJLKhMIG8BNOsDBq73W4OHDhAZWUlNpttbHlCQgLl5eWUlpYSEREx4+0SCAQnjyY5mbTf/56hzZvpvff/Eejqouurd2Nau5bEH/0QbVrabDfxrEGWZbxVVWizs1GJengCwYcmdlSUEk4pwYelq66GTY8/RF9rEwBx6Zmsv/3zpBeXznLLBALB6USvUpKh19Lm9dPo8Z1QlGod8fGeYxgF8CkR3XfOcMQp5eofIRgIidryAsF5hBClzhEuLkrkhrI0nqvs5DvPVfPa3WtISkpi6dKlQHjgubOzc0yk6urqIhAIIOkGCegGATg0fJDa5w1EvBBNTt484uMS6Dowgq3NM/Y6xmgdhauSKViZTFT8mRuoLliZjM8TZNu/Gtj1UjN6o5qStefHYJocChHs7R0Xm444nUYfB63dyIHA8XeiUKCwxOM3xuHCzBDRePUWRvQWvPpYjNmpZCxKIbMkFqXCRlPFLnbu2YGtsnXSbhKzc0eFqBXEpgmXzHRoG3DzTk0fm2p72d1iJzBaZw0gUq9m7fx4NhQmsHZ+Ahaj9jh7OnNIkkRraysVFRXU1tYSCoUA0Gg0lJSUUF5eTmpqqvi8BYI5SuS6dRhXrMD2p4cYeOIJhrduxb1rF3Ff/CKxt38GhXZ2zj1nA76mJpyvvILrlVcJdHSQ9LOfEvPxj892swSCOY8lJdxPH3E5GRlyEREpYpUEJ8eww857f3+Cw+9tBkBnMLLqxltY9JHLUYr6fwLBOUmuQT8qSnlZGX102YiJPNMdriW1NiaSjAjdTDRPMAMYzFp0BjU+T5DB3hHi0o7/PRAIBOcOQpQ6h/jxVUVsb7TRYnPzizdr+e+risfWGY1G8vPzyc/PByAUCtHX1zcmUrW3dTDodBBSexjGw4FmKzSHn6uM12KMiCI5NYHM3BSi4wIEFG6CQQ1q9Zn7Ci3ckI7XHWDva61s/Uc9OoOGvKWJZ+z1Zgo5ECDQ2zvudJrodrJaCfT0wGh02jFRqdAkJqJJTUWTkoImNRU5NpEBr5FOm47WTgX+wLigoFQrSMuPYcGCONKLohnqb6Zxz0ZefWAnrv6+se0USiXpRSXkLFlJ7tLlmOMSztRhOGcIhiT2tjnYVNvHxppemvon286z44ysH43lW5IVg0Y1ew6zoaEh9u/fT2VlJQ6HY2x5cnIy5eXllJSUoNfPbP0qgUBwZlBGRJDwja8Tdc3V9Pzkf/Ds2UP//ffjfOklkn78Y4zLl812E2eMQHc3rtdew/nKq/hqasaWKwwGQo7B2WuYQHAOodHriYyLZ8jWz0BXB2kFxSd+kkAAhIJB9r3xMjv+/TT+kREAStZ9hDWf+jSGqOjZbZxAIDij5Bp1bLRDo/v4SS9BSeYfo9F9N6fEzkTTBDOEQqHAkmyku8mJo9stRCmB4DxCiFLnEFERGn5+wwI+88QentjeyqXFSazInvoHW6VSkZycTHJy8iQ3VVtrO9V762hv68ArDRHCj6TyM+TvZ6iln/qWQ2P7UCgUREdHExsbe9TNbDajPA3xbsuumofXHeDg1i7eeeIwWoOazOKzuxMi+f0Eu7vHhCZ/VxfBCXWdgj29IEnH34lGgyYpaYLolDL2WJuaijoxEVQqbB3DtFbbaK0eoO+wa9IuDGYtWQtiyVwQR1K2AWv9QRp3/5t3n9qNd2h8W7VWR9bCMnKXriC7bKmY2ToNBj1+ttb3j8XyubzjIqJaqWBploUNhQmsL0ggO352O1WSJNHU1ERFRQX19fVIo989rVZLaWkp5eXlJCcnz2obBQLBmUOXk0PGX5/E9dJL9P7fL/A3NdF+221EXXM1Cd/5DurYs/s39VQJDQ7ievMtXK+8gmfv3vE4WrUa05o1mK+8gsh161AaDLPbUIHgHCI2NZ0hWz92IUoJpklb1X42/eVh7KOxj0k5eay/4wsk5+bPcssEAsFMkGcIT4hs8HiPu91Gu4tef5BYjZpL48R4xblGTJKB7ianqCslEJxnCFHqHOOi/AQ+tSydZ3Z38O1/H+CNey7EqJvex2w0GikqLqSouHBsmcfjwW63MzAwcNQtEAjgcDhwOBw0NjZO2pdarcZisRAbGzt2f+RmNBqnHQumUCi48BPz8bkDNOzt442Hqrn6a4tJzoma/kE5zUheLwFr99G1nEYfB/v7xwe/joFCq0WTnBwWmo4IThNcT+r4eBRTxFQE/CG6ah20bmmktXoA9+DkGUUJmZFkLogja0Esphho3b+Xgxtf4OXfVBCcUGdKb4okp3wZuUtXklm6CI1OuGOOhyzLNPUPh2P5avrY22ZHmvARxxg0rMtPYH1hAmvy4omKOHGR1jON0+lk37597Nu3D6fTObY8LS2N8vJyiouL0Z7HEV4CwfmEQqEg6pprMF10EX2/uZ/Bf/4T54svMbR5Cwnf+AbRN378nKgTKHk8DG3ejOuVVxnetg0mRN0alizBfOWVRF76EdQxMbPYSoHg3MWSkkbrgUrsXZ2z3RTBWY6rv48tf/szDbveByDCHMWaT91GyUUXnxO/RwKBYHrkGMIxfI2e4zulnrKGXVI3JsWgFeeIc44jdaUcQpQSCM4rhCh1DvL9ywt5t95Gh32E+16v4d5rF5zyvgwGAwaDgbQPFEeXZZmhoaFJItUR8cputxMMBunr66Ovr++ofep0ukkiVV5eHqmpqcdsg0KpYMNnivCNBGk/ZOfVPx7g2m+UnTFbr+TxhEWmD4hO4bpOVkI22wn3odDrxwQmTWoKmpQj96OiU1zctC+4huxe2g4O0Fpto7PWQSgw7rJSa5WkF1rIKo0jsyQWKThE454dbP3rTjoOVyNPcGRFxsWTu3QFeUtXklpQLLLZT4AvGGJ3i52NNX1squ2j3e6ZtD4/MZL1hQlsKEhgcUYMKuXs118KhUI0NDRQUVFBY2Mj8qg4qtfrWbhwIWVlZSQmzv0ITIFAcGqooqJI/p+fEH39dXT/5H/w1dTQ85OfMPjC8yT/93+jLyqa7SaeNHIggHvHDpwvv8LQxo3InvFzta6wkKgrr8B8+eVohCNUIDjjWFLTAcZcLwLBBwn4fex96Xl2v/hvgn4fCqWSRZdewaqP34zeKCKbBILzjdxRUarD62ckJBExRdR9t8/PxoFw0stNyeemw/98xzIqSgmnlEBwfiFEqXOQSL2GX3yslJv/vIundrbz0eJkLsiLO62voVAoMJvNmM1m5s2bN2ldKBTC6XRO6a5yOp34fD6sVitWqxWA7du3881vfvO4tWxUaiUf/fwCXnpgPz3NTl7+3X6u/3YZUfEnH7sTGh4er+dktR7ldApNqLVzzPdvMKAdE5tSJ8XraVJTUVks03aDfRBJkulrdY3F8g10Dk9aH2nRh2P5SuNIyYvC1WelYfd7vPDKTnqbGyZtG5eeSe6yleQuWUHCvJxTbtP5gm3Yx+basAj1bn0/bn9obJ1WpWRFTiwXFyawLj+BdMvZE/nkcDiorKxk//79DA0NjS3PzMykvLycwsJCNJrZd28JBIKzg4iFC5n3r3/iePoZ+n/7W7wHqmj52MeJueVm4u++G5Xp7B4YlCWJkf37cb3yCq7X35j0u61JT8d85RVEXXEFutzcWWylQHD+ETsqSg0Ip5TgA8iyTFPFbrY8+QjOvl4A0opKWH/7F4jPyJrdxgkEglkjTqMmWq1iMBiiZcRHkSniqG3+0W1HAlZEGckzioSXc5EjTiln3wihkIRqFutwCwSCmUOIUucoq3PjuHVFJn/b2cZ3/n2AN79+IZH6mRmUVqlUWCwWLBYLeXl5k9YFAoFJcYB79uzB5XJRW1vLokWLjrtfjVbFFV8u5T+/qWSgy81Lv93P9d8qxxitO+7z5GCQ3p//H57KCgJdVqQJUWbHQmkyjUfqTazrNOp4UkVHn1aBxz8SpP2wnbZqG22HBhgZGo8cUiggKTuKzAWxZC2IIyYpgp6mehr3vMTGR3fg6LYyceOU+YXkLl1B7tIVxCSlnLY2novIskxN9xAba3rZWNvHgc7BScmLcSYdGwrCsXwX5MZNOwpzJggGg9TV1VFRUUFzc/PYcoPBwKJFiygrKyMu7vSK0QKB4NxBoVZj+fStRF56Kb0/v4+h19/A8de/MfTGmyR+77+I/OhHz7qJDN66+rAQ9eqrBKzjv32q2FjMl11G1JVXoF+48Kxrt0BwvmBJC4tSLlsfAZ9XxEMLALBbu9j85CO07q8AwGSJZe0td5C/6kJxvhYIznMUCgW5Bh17XR4aPN6jRClJlnm62w7AzSnCJXWuYorRodGpCPhCOPtGxpxTAoHg3ObsGWEVnHb+67ICttb30273cO8rNfzfx0pnu0loNBoSExPHIsQkSWLz5s1UV1efUJQC0Bs1XHX3Ip7/ZQUum5eXfref675Zht54bMHN9dprOJ56atIyVVQU6tQUtKmp49F6EwQolfnMF8909ntorQrH8lkbBpFC42qINkJNRrGFrAVxZBRb0OoVtB+sovK1V2jauwv34PiscJVaTcaCReQuXUFO+XKM0aJWxvHwBkK832Qbi+Xrdk4uqlqSamZ9QSIbChJYkBqF8iyI5ZuIzWYbc0V5JsRUZWdnU15eTn5+Pmq1OLULBILpoUlMIO3++xm+4WP0/PSnBNrb6fr6NzA+9zxJP/oh2szMWW2fv7ML16uv4nrlFXwN425gpdFI5CWXYL7ySowrlqMQ5z2BYNYxmKPQR5rxDrmwW7tInJcz200SzCJ+7wg7n3+Wilf+gxQKolSpWXLltSy//hNo9Ue7IQQCwflJrkHPXpeHRvfRdaXecwzT4fVjViu5Ij565hsnmBEUCgUxyUb6Wl04ut1ClBIIzhPEFfw5jFGn5pcfK+WTj+7k2b0dfHRBEuvyE2a7WZMoKSlh8+bNNDc3Mzw8jGkakUHGKB1X37OY539Vgd3q5tU/HuDqexaj0R1dI0kOhbD96SEAYj59K9Ef+xialFRUppn/kQuFJHqanLRWD9BWbcPRM7lGUXSigaxRN1RSbhQhv5eW/RVsfGwHLfv24h8Z314bYSC7bCm5S1eQtbAcneHsiZI7G+lxetlU28em2l62NdrwTqjLpdcouSA3jg2FiazLTyAp6uyb1RsIBKipqaGiooK2trax5SaTicWLF1NWVkZMjBAjBQLBqWO6YDXZL7/EwCOPMvDII7i3baP5qquJ/fxdxN55J0qtdsbaErTbcb3xBq5XXmWksnJsuUKjwXTRWsxXXInporUojxP7KxAIZofY1DS6ag9j7+oQotR5iizL1G7fyrtPPc6wI+xwmLeonHWfuYuY5GPXERYIBOcnR+pKNXq8R617yjoAwA2JFgwi0u2cxpJsoK/Vhb3bjeg9CATnB0KUOsdZnh3L7avm8fj2Fv7ruSre+tpaogxnT22Z2NhYUlJSsFqtHDp0iOXLl0/reVHxEVx99yJe+HUlPc0uXn+4miu+VIpKPbmj4nr9DfwtLaiiooi/+54ZF6O8wwHaDoVFqPbDdnye4Ng6pVJBcl70mBAVnWjAPeigqWIXu17YSXv1fkLB8e2N0THkLFlO3tKVpBWXohY1go6JJMlUdznZWNvHxppeDlldk9anROlZX5jAhoJEVubEotccLWieDfT19VFRUUFVVRUjIyPAaMRBbi7l5eXk5eWhUp2dbRcIBHMPpU5H/Fe/gvnKK+j92c9wv78D2+//gOull0n67x9jXLVqWvuR/H4kl4uQawhpeGjCvQtpaIjQ0BCSa4jQ8Afuh4aQhoaQhifUUlQoMCxfTtSVVxD5kY/MiJNZIBCcOpbU9DFRSnD+0d/WwqYnHqaz5iAAUYlJrLvtTrLLlomoPoFAMCVH6kQ1eiY7pWz+IG/YwqUXbk62zHi7BDPLkbpSjm73LLdEIBDMFEKUOg/49qX5bKnro9nm5n9ePsRvPrFotps0iQULFmC1Wqmurp62KAUQm2riyq8s5MUH9tFx2M47Txzmks8Wj8WthV1SfwLAcvtnZkSQkmUZR7eH1mobrdU2epqck2oU6U0aMkvCIlR6kQVdhJrBnm4adr9B456dWOtrmPiEmOQUcpeuJHfpCpJz81EoxeygY+H2BXmvwcam2l421fZjGx7v1CoUsCg9OlwfqiCRwuTIs/bC2O/3c+jQISoqKujsHC8UbjabKSsrY/HixURFRc1iCwUCwbmObt480h97DNdrr9H785/jb2uj/Y7PEnnZR9Hn54dFpqFxESksMrkIDQ8juVzIfv+HboO+pATzlVdgvuxyNIlnl8tbIBAcG0tKGgD2rs4TbCk4l/AOD7P9n09x4K3XkGUJtVbH8ms/zpKrrkc9g05bgUAw9xh3SvmQZBnl6HX6v3rsBGSZhZERlESKZJhznSORffZuzwm2FAgE5wpClDoPiNCq+OXHF/Lxh97n+X1dfLQkiY8UJ812s4BwfZ/c/ELefPNNOjs7cTgcJxVDlpQdxWVfWMCrf6yisaIPnUHN2pvyUSgUDL31Fv6mJpRmMzG33HLG3kMoINHV4BiL5XPZJtvOY1NNYTdUaRwJWWYUCuhraWLvy2/RuHsHto62SdsnZueRtywsRFlS089a8eRsoMPuYVNtHxtr+9jZNIA/NB7LZ9SquHB+PBsKE7koP544k24WW3piuru7qaiooLq6Gp8vLKgpFAry8/MpLy8nJycHpRAlBQLBDKFQKIi64gpMF15I/29/h+Pppxl6/Q2GXn9j2vtQRkaijDShijSP3avMkShNkSjNkZOWKyNNqMxmVJGRKKOiUItIUoFgThKbmg7AgHBKnRfIkkT15rfZ9syTjAyFkwnmL1/N2k9/FnOcmFAgEAhOTIZeh0ahYESSsPoCpOm1yLLM093h6L6bk2NnuYWCmeCIKDXY60EKSShFXKNAcM4jRKnzhPLMGO68MJuHtzbz/RcOsjTLQoxx9mateQMhHtvWwoObG4k16fhkejZ9Hc0cPHiQNWvWnNS+Mopiufj2It567BCH3rOiN2pYfvU8bA8+CIDltk+jmkatqpPB7fTRdnCAtuoB2mvsBH2hsXUqtZLU/BjmlcaSuSCOSIseKRSis+YQW/66g8Y9Oxmy9Y9tr1AqSS9aQO7SFeQsWYE5Lv60tvVcIiTJ7Gt3jMXy1fcOT1qfYTGwYTSWb9k8C1r12d2R8fl8VFdXU1FRQXd399jymJgYysrKWLRoEZGRkbPYQoFAcL6jiowk6Yc/IOraa3H845nwsg+KSmYzStMEUSkyEqXRiELEiwoE5x2WUVHK0W1FCoVQivPAOUt3Yx2bHn+InqYGIPzZr7/982QuWDS7DRMIBHMKjVJBVoSWBo+PRo+XNL2W3U43DR4fEUol1yWKiUrnA5EWPWqNkmBAwmXzEp0o3HECwbmOEKXOI75+8Xw21fTR0DfMj186xO8/tXjG2yDLMm8c7OF/X6+hwx6ukeO2e9ioS6FEbqa6uvqkRSmAvCWJ+EeCbPl7HRVvtGFo2ImmoRFlZCSWW289Le22dQyHY/mqbPS1DU1ab4jSkrUgjqwFsaQVWNDoVAR8Xlqr9rH9HztpqtiNd3j8OWqdjnkLy8lduoJ5ZUuJMAnh4Vg4RwK8W9/Ppto+ttT14fAExtaplArKM2PYUJDAhsIEcuJNZ72zTJZlurq6qKio4ODBgwQC4fejVCopLCykvLycrKws4YoSCARnFRElxUTce+9sN0MgEJzlmOPiUet0BH0+Bnt7sKSkznaTBKcZj3OQ9555koOb3wZAGxHBqo/fzKJLr0SlFsMLAoHg5Mkz6EdFKR8XWeDvoy6paxKiiVSLyQ3nAwqlgphkI/3tQ9i73UKUEgjOA0Sv8TxCr1Hx6xsXct2D7/PyASuXlSRx+YLkGXv9Q1YnP3vlMDub7QAkmnXcvnoev3m7nopuHyptMoq+bnp7e0lMTDzp/RevScXrDrDzhUa8/3gCDWC59dZTLooe8IforHXQWm2jrcqG2zm5RkZCZiRZpXFkLYgjLj0showMD1G/cwuNe3bQemAfQf94XSN9pJmcsmXkLltJ5oKFaHT6U2rX+UBz/zCbavt4p6aXPa0OQtJ4na2oCA0X5cezviCBtfPjiTbMjZz6kZERqqqqqKiooK+vb2x5bGws5eXlLFy4EKPxzNc9EwgEAoFAIDhTKJRKLMlp9LU2Ye/qEKLUOYQUCrH/zVd4/19P4/OEC9EXr93Amps+gzFaOBkEAsGpc6SuVIPbizMQ5OW+QQBuSRHRfecTMckG+tuHcPS4AZEgJBCc6whR6jyjNC2aL12Uw+83NfLD/xxk2TzLGa+1Yxv28eu36vnHnnZkGXRqJZ+/MJsvXJSDQavGpFPzw/8cpCKQSrzGRXV19SmJUgBll2YS2v0ukVu7CKr0uMquOKmfsiG7l7ZqG63VA3TWOQgFxmsUqXUqMgotZC6IJbMkFmNU+Li5bH3se2MLTXt30HH4ILI0/hxzfAK5S1aQu2wlqflFIsLkGARCEnta7Wys6WNTbR8tNvek9bkJJjYUJLC+IIHyzBjUcyRfWJZl2tvbqaio4PDhwwSDQQDUajVFRUWUl5eTkZFx1ru7BAKBQCAQCKaLJTUsSg10dZC7dMVsN0dwGug4VMWmJx4eq4WbMC+HDXd8gZT5hbPcMoFAcC6QawxP2G30+Hihb5ARSWa+QU+5WbhlzieO1JWyd7tPsKVAIDgXEKLUHKOvtZlQIEByXv4p7+Or6/N4+3AvtT1D/OCFah66pfyMDIr7gxJPvt/K7zY2MOQLD8ZfUZrM9y4rIC1mvHNx8/IM3m+y8Vp1D1sD2aQfOMSGDRtOuU1x+17AB3SmXkTrP9q4Ki6atALLlNtKkkxfq4vWqrAQNdA1uUZRZKw+HMtXGktqXgwqjRJZlhnobKf6nR007t1Jb3Pj5NfPyCJ36Upyl64gIStbCA7HwO72s6Wuj421fbxb1z/2HQHQqBQsnxfL+tFYvszYueUgcrvdHDhwgMrKSmw229jyhIQEysvLKS0tJSIiYhZbKBAIBAKBQHBmiB2tK2Xv6pjllgg+LEMDNrb+7THqdrwHgN4UyZpP3UbJ+ktQKsVkO4FAcHo44pRq9Hj5uzUc3XdLikWMpZxnxCSFx30c3Z5ZbolAIJgJhCg1h/C4nLz4q3txO+xcctdXKV674ZT2o1Ur+fWNC7nmD9t581AvLx2wcs2i0xetIcsym2r7uPfVmjHHS0mqmR9fWcyyeUeLQwqFgvuuL6WqY5DOQXhjwMKn2tvJzMw86dce3rwZX00tCoMBxUc/hlTv47U/VXPN1xeTmBWO8fONBOk4bA/H8h0cwDs8XqNIoYCknCiyFsSRuSAWS7IRhUKBLElYG+po3LODxj07GOzpnvgGSM0vDAtRS1YQnTRzkYhzCVmWqe8dZmNtL5tq+qhsdzAhlY9Yo5Z1BQlsKEjggrw4IvWa2WvsKSBJEq2trVRUVFBbW0soFAJAo9FQUlJCeXk5qampomMtEAgEAoHgnMaSmgaA3do5yy0RnCrBQICKV15g5wvPEvT5UCiUlF5yGas/cYuohSsQCE47uYawU6rXH6TXH0SrUHBD4tQTiwXnLkecUo5uN7Iko1CKsROB4FxGiFJzCLVGQ77DQ3+3jR2/vI/+5gYu/PSdpxQJV5wSxVfX53H/O/X8+MVDrMyOJcH84WscNfQO8dNXDvNeQ9gdEmfS8Z1L87mhPA3VFD8osiwjhUJERWj4w83lXP/gNlolC396+yA//9zJiVKyLGP744MAWG6+mdyvrsD7hyq66hy88vsDLLoknc5aB9b6QaQJaog2Qk1msYXMBXFkFseiN4XFkGAgQOv+Chr37KRx7048zsGx56jUajJLF5OzZAW5S5ZjiIo+ySN1fuANhNjVYmdjTS8ba/roGhyZtL4w2RyO5StMYGFa9JTfkbOdoaEh9u/fT2VlJQ6HY2x5cnIy5eXllJSUoNeL+mECgUAgEAjODywTnFKyLIsJOXOM5so9bH7ykbFJeCn5RWy44wskZGXPcssEAsG5ilmtIlGrptcfTk+5PD6KWK0YrjzfMMfpUaoVBAMSQ3Yv5jiRLiMQnMucc2f5++67j+9///vcc889PPDAA8fcbuvWrXzjG9/g0KFDpKSk8J3vfIcvfOELM9fQU0Cj1ZFY20i8O+w+Cv3id+x7/CmSLv0okUuWErF4EZqTqMX0pXU5vF3Tw8EuF997vpo/37bklC8aBz1+7n+7nqd2tROSZLQqJXdcMI8vr8s5puOlrWo/bz70W4YdA0QnJmNJTedKSyYvDVj4V6PEp5p7WJidNO02DG/divfQIRQGA5Y7bketUXH5Fxfw4v376GsbYud/mse2jUkykLkgjqwFsSTlRKEarVHk83iofX8Hjbt30LJ/L/6RcRFFG2Egu2wpuUtXMm9RGdoIkW88FX0uL5vr+thY08e2Rhsef2hsnVatZHVOLOsLE1lfkEBq9NzsZEiSRFNTExUVFdTX1yON1hHTarWUlpZSXl5OcrJwzAkEAoFAIDj/iElOQaFU4h8ZYdgxQKQlbrabJJgGjh4rW558lObKPQAYYyysvfl2Ci64SAiLAoHgjJNr0NPrD5dTuCUldpZbI5gNlColMYkGBrrc2LvdQpQSCM5xzilRas+ePTzyyCOUlpYed7uWlhYuv/xy7rzzTp566im2b9/Ol770JeLj47nhhhtmqLUnjxwIEHvnnYzs38/w3r2ohocx9A/geurvuJ76OwDq5GQiFi3EsGgREQsXoisqQqnVTrk/jUrJrz++iKt+v42NtX38u6KTjy9JP6k2BUMSf9/Vzm/ersc5Eo7B+0hRIj+4ovCYdYBCwSDv//Mpdr/0HMhhx5KjuwtHdxfp7CIt+xN0yjHc9uAmPjv8NkmpKVhS07CkphObmo4lNR1jdMykiyNZlrE9+CcAYj71SdQxMQBo9Wqu/OpC3nn8MJIkj8XyRSeMC0ruQQdNe3fRsGcH7dUHkELjtY2MMRZylywnd+lK0osXoFLPrUi5mUCWZQ5ZXWys6WNTbS8HOp2T1idE6thQmMCGgkRW5cZimMMznpxOJ/v27WPfvn04nePvMy0tjfLycoqLi9Ee4/9NIBAIBALBsWltbeVnP/sZmzZtoqenh5SUFG655RZ+8IMfiN/WOYZKrSE6MRlHdxf2zk4hSp3lBLxedv3nX+x9+TlCwSBKlYqyy69h5Q2fFJPwBALBjJFr0LF9cJhMvZZV0abZbo5glrjo5gI0etWkMTuBQHBuMndHhz/A8PAwN998M48++ij33nvvcbd96KGHyMjIGHNSFRYWsnfvXn71q1+d1aKUUq8n7gufB8JCQO+O7ez89f+h7+kjZsSPecRHsLuboe5uhl5/AwCFVou+qIiIRYuIWLSQiEWL0CSNu4/ykyL52iV5/OKNOn768mEuyIsjOWp6sxHere/nZ68cpqEvPJulICmSH19ZxKrcY194Ovt6efV3v6C7oQ6A0g0fZdm1H2Owpwe7tYOBrk5C7U381VfKoDqK11QlXHxwM+0HD0zaj85gxJISFqosqWlE2xyEqqpQ6PXE3nHHpG0jTFquunvRpGWO7q5wLN+enVgbasfEMYCY5FRyl4XrQyXnzkehVE7reJxPjPhDbG+0hetD1fbR6/JNWr8wLYr1BYlsKEygOMU8p2dXhkIhGhoaqKiooLGxEXn0u6LX61m4cCFlZWUknoRDUSAQCAQCwdHU1tYiSRIPP/wwubm5HDx4kDvvvBO3282vfvWr2W6e4CSxpKbj6O5ioKuDzNJFs90cwRTIskz9zu1s/dtjDA30A5BZ+v/bu/O4Kuu0j+Pfw74ju2yCIgIKKudoaZprmdaU7eNTU1kzU0571tTU1NTMVNPzNK1jmbaZNY1No+3laJLaZtoBFBRxB1kUWQRkX+7nD4qiXBDP4bB83q+Xr5f87uW6DoL3dc51/353qqbOvV5BkSd3oyIAnKrzQwdo+cEK/X7wQDn14s8PcGoGDvF3dAoAuonJMH70aXwvds011ygwMFBPPfWUpkyZotGjRx9z+b5JkyYpNTVVzzzzTPvYO++8o8svv1y1tbVydT3xbJiqqir5+/ursrJSfn5+tnoZJ622qlIfPvWY9m/LknNLqyacfqZifQNUv3mL6jIz1fKjZ9x8z2XgwLYm1ahR8hw9Si6JSbr8Fasy9x/WmfHBWnrdacdtIuw5dESPfJSjNdtLJEkBXq66c0aC5oyNlovzsRs4uV9/odWL/6GG2hq5e3nr7OtvUcL4iT/bLz8/X4++9Lb+25ggQybdmeKsUSpWWeF+lRfuV+XBgzKM1h8OMAyN31WogNoG7QsN0MGxo7+bUfV90ypageGRKi8q0M6NX2vXpq9VVpDfIebAuHgNHTteQ8eOV1AUb8KOpvBwndK2lygt56C+2l2mhuYf/g283Jw1cWiwpieFampCqE2eT+ZoFRUVSk9PV0ZGho4cOdI+HhMTI4vFoqSkpE79XwEAwPd6Sv3YWzz++ONauHCh9uzZc+Kdv8P3uGf4/M0l2vjefzTq7HN11m9udHQ6+InS/XlKe3WR9m/dIknyCwnVlKt/o6Fjx/fqm8kAAOgK6keg+/WJmVLLli1Tenq6Nm3a1Kn9Dxw48LOZDWFhYWpublZpaelRnwXT0NCghoYfZoNUVVWdWtI24uXnr0v++FetXfqSMv/7odZ/+6UOjJuomU89KRd3dzXl56suM1O1mZmqy9yshtxcNR84oOqVK1W98rvZVK6uemxYot5tDNTWwmgtj3DWpbPG/CxWZV2T/rFmp177ep+aWgy5OJl0zRmxunV6vPw9j/3hfFNjg9a+9qK2fNoWLzw+Qefderf8Q48+uyQqKkoJAU46UFakzOZILcyVPrzlMk0KaZvC3dzYqMMHilRWWKDywv2q++YbBWzZoxaTSbuC/dRYkP+zptNPOTk7K2p4ioaOHaehY8bJN4hlRX6qpdXQ5oLDSssp0ZrtJcop7vgzHznAs21ZvqQwnT44UB6uzg7K1Haam5uVm5srq9Xa4QMwLy8vjR49WmazWcHB/KwAANAdKisrFRgYeNx9emqN3t8FfjfTprxwv4MzwY811Nboq7ffVMbKD2S0tsrF1U1jZ1+isbMvlaubu6PTAwAAQD/R65tS+/fv12233aZVq1bJw6PzszN+egfY9xPGjnVn2N/+9jf9+c9/7nqiduTs4qLp181TSEys1rz8gnZs+EIVxYWafdf98o+JkVtMjPxnz5YktdbUqC57q+oyM9v/tFRUSFuzNFvSbEna9Ia2PxqqgF+cp9C77lSryUnLNuXryVU7VFbTKEmamhCi+38xXHEhx1/rt3R/nj58+n/bmkQmk06bfanOuOxKObsc+0fPyclJycnJqvjiS1V5hGnPEenmNzO04sYz5OHqLBc3NwUPilXwoFgZhqG8FR+qTlLwr67U1b/9jcoL97fPqiovKlBZYYHqq6vk4u6uwaMtGjp2vIakjpWHD+sU/1R1fZO+2FmqT3NKtDa3pP3fW5KcTJJ5UICmffd8qGFhPn3mTsrS0lKlp6crMzNTtbW17eNDhgyRxWJRQkKCXI7zMwsAAGxr9+7d+sc//qEnnnjiuPv15Bq9PwuMjJIklRcVODgTSJLR2qqt69P0+ZtLVFt5WJI0dOw4Tbn6N/IPHXj8gwEAAAAb6/XL97377ru66KKL5Oz8wyyNlpYWmUwmOTk5qaGhocM2qWvL9x3tLszo6OgeN7WzcPs2vf/ko6qtPCxPXz+dP/9eRQ9POeb+hmG0z6aqydysnE+/VFhpgZy/Wx6v7spf649+p7fPkokL8dYDvxiuKQmhx83DMAxlrfmvPluyWM1NjfLyH6Bzb76r02vKHzhwQC+88ILqTR5aZTKrvLZJ14yP0Z9nJ3fYr2bDBuXPvVYmNzfFrV4t17Cj51VXXSVXdw+58KDsn8krq9GanBKlbS/RN3vL1NTyw38Jvu4umpQQoumJoZqSEKpA777z/WtqalJOTo6sVqvy8vLax318fJSamiqz2ayAgAAHZggA6Gv649IgDz300AmbRps2bdKYMT/M0i8qKtLkyZM1efJkvfTSS8c9trfU6P1NQ22tFlx7uSTppleWycObm8Ec5cDunUp79YX2Z/oGhEdq2tzrFTva4uDMAADoGfpjjQ44Wq+/9X/69OnKysrqMHbttdcqMTFR99xzz88aUpI0fvx4ffDBBx3GVq1apTFjxhzzGTHu7u5yd+/5SxpEJg7XlY8+pff+/rBK9u7Wfx6+X1Pn3qDRM8496v4mk0luP5pN1XhTjS584lNN2vW1fpf1ntz/+YrcJrjILzpJd5w9TL8aFyPX4zw3SpLqa45o9eIF2rHhC0lS7CizZt54h7wHdP4D/rCwMIWEhOjQoUO6cYyPHv68Qq99nafxcUGamfzD8oqlC56TJA247LJjNqQkydOXi8r3mltaZc2rUNr2tmX5dpUc6bA9NshL05PCND0pVGNjA0/4793blJSUyGq1asuWLaqrq5PU9nswdOhQWSwWxcfHH/X/DQAAcPJuvvlmzZkz57j7xMbGtv+9qKhIU6dO1fjx47V48eITnr+31Oj9jbuXl3wCg3SkvEzlhfsVMSzJ0Sn1O7VVlfpi2VJlpa2SDEOuHp4af8kcmc+9QM4uPBcVAAAAjtPrm1K+vr5KTu44e8bb21tBQUHt4/fee68KCwu1dOlSSdK8efO0YMECzZ8/X7/97W/19ddf6+WXX9a//vWvbs/fHvyCQzTnz/+rVYv+oe1frtOal5/Xobw9mnbtDSd8AxIb7K07zh+lB993UVxlkWbkb9KDm5dp0J9WKDgm4oSxi3Zs10fP/p+qDpXIydlZE//nGo0570KZnE6usWEymZSSkqK0tDS5le3SDZPGatH6Pbr7P1s0IsJf0YFeqtm4UbXffiuTq6uCfvubkzp/f1NZ26S1O0q0JqdE63YcUmVdU/s2ZyeTTosN1PSkUE1LDNWQEyzJ2Bs1NjZq69atslqtKij4YRkZf39/paamKjU1Vf7+/g7MEACAvik4OLjTz2MsLCzU1KlTZbFY9Oqrr8rpJOtH9CyBkdE6Ul6mMppS3aq1pUWbP/1EX731hupr2m4+S5o4RZOuvFY+gUEOzg4AAADoA02pziguLlZ+fn7714MHD9bHH3+sO+64Q88995wiIiL07LPP6pJLLnFglrbl6u6hc2+5SyExg/X5v17Tlk9XqqwgXxfMv09e/gOOe+xV42K0+9AR7Un8nbSsTJ779qjmT/cp6JWXZTrGDBKjtVUb31+uL996XUZrq/zDBuq8W3+v8KEJXX4NycnJSktL0969e3XLBbO1cV+5MvIP69ZlGfr3DeNV+tzzkiT/Sy+R60DWQv8xwzC0+1CN1uQc1JrtJbLmVail9Ydl+QZ4uWpqQlsTatKwEPl79s27JYuLi2W1WpWVldW+tI/JZFJCQoIsFovi4uL4wAsAgB6gqKhIU6ZM0aBBg/T3v/9dhw4dat82kDqvVwqKjFZ+VqbKC3muVHcpyMlW2quLdChvryQpJGawpl17g6KSkk9wJAAAANB9ev0zpRylN603uidjkz565nE11tXKNyhEs+/6o8KGDO3UsQ27d2vvZZfLqK1V8E03KeSWm3+2T83hCn284AnlZ2VKkhLGn6mzr79Z7l7ep5z7Sy+9pIKCAs2cOVORw0bqvGc/V1V9s+6LatCZC/4oubpq6H9XyjXixLO4+rrG5lZt3FuuNdsPKm17ifLKajtsHxbmo2mJYTorKVSpgwLk7GRyUKb2VV9fr+zsbFmtVhUXF7ePBwQEyGw2a/To0fL19XVghgCA/qo31Y/dbcmSJbr22muPuu1k3q7wPe45Mld9rDUvP68h5rG66J4HHZ1On3akvEzr3nhF279cJ0ny8PbRhF9epZFnzZQTy1IDAHBc1I9A9+sXM6X6uyGpY3XFI0/ovccfVkVxoZY9eI/OmXerEidMPuGx7nFxCn/oQRXdfY9Kn39eXhazvM84o337vkyrPnn+KdVWHpaLm7umXXuDkqeeLZPJNg2PlJQUFRQUKCsrS+PGjdP/XTpS895Il/dbSyRJAy6+uF83pEqPNGht7iGlbT+o9TtKdaShuX2bm7OTxsUFaXpi24yo6EAvB2ZqX4ZhqLCwUFarVdnZ2Wpqalue0MnJSUlJSbJYLIqNjWVWFAAAPdTcuXM1d+5cR6cBGwqKjJIklRXud3AmfVdLc5OsH72nDSveUlN9nWQyaeS0czRhzlXy8mNpagAAAPRMNKX6iaDIaF3xyBP6+NnHtTfTqo+efVyH8vZqwpyr5OR0/Lvn/C+4QDUbN6ryP8tV+Pu7NfidFXIKDNAXy17Xtx+skCQFD4rVL267R0FR0TbNe8SIEVq5cqUKCwtVXl6umcnhuiO8XuZDO9VscpLxP1fbNF5PZxiGth+obl+WL3P/Yf345uFgH3dNSwzRtMQwTYwPlo973/4Vr6ur05YtW2S1WlVSUtI+HhQUJIvFolGjRsnb+9Rn7AEAAODkBEa2vS+oLDmo5sZGubi5OTijvmVfplVpSxarorhQkhQen6Dp1/2u0ytiAAAAAI7Stz+xRgce3j668J4/6Yt/LdWm95dr43v/Uen+PJ17y10nXGpv4P33q35Llhp27FD+rbdpw+AwHdizS5I0asZ5mnzVdXJ1c7d5zj4+Pho8eLD27NmjrKwsTZ48WbO3fKI6SasHjdWm9SV6Y9jgPrsUnSTVN7Xo691lbcvy5ZSoqLK+w/YREX6anhiq6UlhSon0l1Mf/l5IbY25/Px8Wa1Wbdu2Tc3NbbPDXFxcNHz4cFksFg0aNMhms/UAAABw8rz8B8jd21sNNTWqKC5USMxgR6fUJ1SWHNDapS9p16YNktq+z2deMVcjJk2TiVUBAAAA0AvQlOpnnJycNenKaxUyKFarFv1De9I36c0/3qnZv39AgRGRxz7Ow0ORTz+lPRddrMbMTPkWB6giLlrnzLtN8aedcczjbCElJaW9KTXW3191X34pOTvrgxFnae+eMj332S7dOj3erjl0t4NV9UrbXqI1OSX6clep6ppa2re5uzhp4tBgTU8K09TEEIX7ezow0+5TU1OjzZs3Kz09XaWlpe3joaGhslgsGjlypDw9+8f3AgAAoKczmUwKjIxW8Y7tKivcT1PqFDU11Gvje8v17fvL1dzUKJOTk8yzztf4S6+wybN8AQAAgO5CU6qfSjpzqgIiovTeE4+ovKhAb/5xvs677W4NHm056v5N9fVau+pDlYf5a3R+iYYerNC4u/+oUDs3pCQpKSlJH374oUpLS1X41NOSJP/Zs3XLpVM0/9+b9fSnO3T64ECdPiTI7rnYS2uroazCSq3ZXqK07QeVXVjVYXu4v4emJYZqelKoxg8Jlqdb/3hgcWtrq/bt2yer1art27erpaWtOefq6qrk5GRZLBZFRkYyKwoAAKAHCvquKVXOc6W6zDAM7dr0tdYufUlVh9qWqx6UPFJT596g4OgYB2cHAAAAnDyaUv3YwLh4/erRp/T+E4+qaEeO3nnszzrzyrka84uLOnzIfyh/nz58+n/b3kwG+ikxJEIe1kwdfuRRBYwZK9ewULvm6eHhoWHDhunAl1+q+ZtvJGdnBd9wvS6OidKXu8q0PL1Aty3L1Me3nalA796zVn1NQ7O+2FWqtJwSpeWW6FB1Q/s2k0kaFTVA0xNDNS0pVMPD/fpV46W6ulqZmZlKT09XRUVF+3h4eLgsFouSk5Pl4eHhwAwBAABwIt8/V6qssMDBmfROZYX79dmSxcrbkiFJ8g0K0eSrfq1h4yb0q/cGAAAA6FtoSvVz3gMCdNmfHtWalxcq+7NVWv/GKzqUt1dnX3+zXFzdtHn1J1q79EW1NDXJOyBQ5958p6KGJmjfL+eoITdXRXfeqUFLXpXJxb4/SikpKQpatFiS5PeL8+QW03ZX4F9mj1DG/grtOVSju97erJevGdOj36DtL6/VZ7kl+jSnRBt2l6mxpbV9m7ebsyYNC9G0xFBNSQhViK/tn9HVk7W2tmr37t2yWq3asWOHWlvbvjfu7u5KSUmRxWJReHi4g7MEAABAZwV915RiptTJaait1YYVy5T+8XtqbWmRs4uLxpx/iU6/8DK5cmMWAAAAejmaUpCLq6tm3HCLQmMH67PXXlTO55+pvLBAvkHB2rXpa0nS4NQxmnnjHfLy85ckRT79lPZdcqlqv/1WhxYsUOjtt9s1x0HNzTIVFanVZFLjBRe0j3u7u+i5K8ya/dyXStteope/2KvfnDnErrmcjJZWQxn5FW3L8uWUKPdgdYft0YGemp4YpulJoTptcKDcXfrHsnw/VllZqYyMDGVkZKiysrJ9PCoqShaLRSNGjJCbW++ZAQcAAIA238+UqiguVGtri5yc+l+tezIMw1DOF2u1/o1XVHO4bbWAIZbTNPXq32rAQG7OAgAAQN9AUwqS2h5EnDrzfAVFxeiDpx/TwT07dXDPTjk5u2jSlXNlnnWBTE5O7fu7Dx6sgX/9i4ruvEtlixbLyzJGPmdOtFt+FYvbZknlDxqklooK/fgxyUnhfnrgF8P1wLvZ+t+V2zU2NlCjogfYLZcTqapv0vodh5SWU6LPcktUUdvUvs3JJI2JCdT0pLbnQ8WF+PTomV320tLSop07d8pqtWrXrl0yDENS21KNo0aNktlsVlhYmIOzBAAAwKnwCwmRs6urWpqaVFVSQmPlOEr27dGaV15QUe42SdKAgeGaOvd6DUkd6+DMAAAAANuiKYUOBiWP1K8efVIfPfu4mhoaNPN3tytsyNCj7ut/3nmq3bRJh5e9paK779bgd9+Rqx0aCfXbt+vIp2skk0nbhg9X89atmjVrlpydf7jT8lenD9LXu0v1cdYB3fyvdH1065ny83C1eS7Hsre0RmtyDmpNTok27StXc6vRvs3Pw0VTEtqaUJOHhWiAV/+d9VNRUaH09HRlZGToyJEj7eMxMTGyWCxKSkqSq2v3/bsBAADAfpycnBUYHqlD+ftUVrifptRR1B2p1pfLXteWT1fKMFrl4u6ucRf9UpZfXCQX6mIAAAD0QTSl8DP+oQN1xcNPdGrfsHvvVd3mLWrIyVHhnXcqZskSmz9fqvT5hZIk35kz1RoRrrqaGu3evVvDhg1r38dkMulvF4/UloJK7S+v070rsrTgf1LtNgupqaVVm/aVKy2nRGnbS7SntKbD9rgQb01PCtO0xFBZYgLk6ux0jDP1fc3NzcrNzZXVatWePXvax728vDR69GiZzWYFBwc7MEMAAADYS2BktA7l71N54X7FWU5zdDo9Rmtri7LWrNIXb72u+uoqSVLC+DM16VfXyS84xMHZAQAAAPZDUwqnxMndXVFPPam9l1yqum+tOvTsPxQ6/w6bnb8+d4eqV62STCaF3Pg7jdi5Uxs3blRWVlaHppQk+Xu6asEVZl268Ct9tKVYZ8QF6crTY2yWS0VNo9buKNGanBKt23FI1fXN7dtcnEw6fUigpiWGaXpiqGKDvW0Wt7cqLS1Venq6MjMzVVtb2z4+ZMgQWSwWJSQkyMXGDUwAAAD0LN8/V6qscL+DM+k5CnNzlPbqCyrZu1uSFBwdo2nX3qDoESMdnBkAAABgf3wijFPmFhur8If/qsI75qts8WJ5jbHIZ9Ikm5y79IXvZkmdc47c4+OV4uGhjRs3avv27WpsbJSbW8el8EZHD9DdMxP06Mfb9ZcPtskSE6DEgX5dim0YhnaWHNGanBKtyTmo9PwK/WhVPgV6u2nqd8vyTYwP7tblAnuqpqYm5eTkyGq1Ki8vr33cx8dHqampMpvNCggIcGCGAAAA6E5BUW1NqXKaUqo5XKH1/3xV29anSZLcvbx1xuVXavSM8+T0o6XJAQAAgL6MphRswm/WLNVu2qSKN/+lorvvaXu+1MCBp3TOhl27VL3yv5Kk4N/9TpIUFRWlAQMG6PDhw9qxY4eSk5N/dtxvJg7RV7vLtDb3kG76Z7o+uGWivNw696Pe0NyiDXvKlZZzUGu2l6igoq7D9sSBvpqeFKppiWEaHT1Azk72WR6wtykpKZHVatXmzZtVX18vqW1JxaFDh8pisSg+Pr7DM8AAAADQP3w/U6q8sECGYdhtee2erKW5WRkrP9DX/3lTjXVt7y+Sp56tM//nGnn5D3BscgAAAEA3oykFmwm95x7VZmaqYVuOCuffqZjXlsh0Cg/nLV34gmQY8j37bHkktC3VZzKZlJKSos8//1xZWVlHbUo5OZn0xGWjdO6zn2v3oRo9+N5WPX7ZqGPGKamu19rth7Rm+0F9vrNUtY0t7dvcXJx0RlyQpieGalpSmCIHeHb59fQ1jY2N2rp1q6xWqwoKCtrH/f39lZqaqtTUVPn7+zswQwAAADhawMAImUxOaqitUc3hCvkEBDo6pW6Vl5WptFcXtc8UGxgXr2nXzlN4fIKDMwMAAAAcg6YUbMbJ3V1RTz+tvRdforr0dB169lmF3nlnl87VsGePqj7+WJIUfOPvOmz7vim1c+dO1dbWysvL62fHB/m465k5qbrixQ1621qgM4YG6aLUKElty/JtLapS2va2Zfk2F1R2ODbU1719NtSEoUGdnmXVXxQXF8tqtSorK0sNDQ2SJCcnJw0bNkwWi0VxcXFycnJycJYAAADoCVzc3OQfGqbDB4tVXri/3zSlqkpLtG7py9rxzZeSJE9fP515xVwlTzlLJmplAAAA9GN82g6bchs0SOEPP6zC229X2YsvydNike+UKSd9ntIX2mZJ+UyfLo+kpA7bQkNDFRYWpoMHDyonJ0cWi+Wo5xg3JEi3To/X05/u1B/fyVZLq2TNq9Bn20t0oKq+w74jo/w1LTFU0xPDNCLCT04sy9dBfX29srOzZbVaVVxc3D4eEBAgs9ms0aNHy9fX14EZAgAAoKcKjIz6rilVoEHJx17BoC9obmzUtx+s0Dfvvq3mxgaZTE4afc55OuOyK+Xh4+Po9AAAAACHoykFm/ObeY5qr7xSFf/8p4rv+YM83n1HruHhnT6+Ye9eVX34kaQfniX1UykpKTp48KCysrKO2ZSSpFumxWvDnjJt2FOuu97e3D7u6eqsifHBbcvyJYYq1M+j0/n1F4ZhqLCwUFarVdnZ2WpqapIkOTs7KzExURaLRbGxscyKAgAAwHEFRkZrT/omlX23hF1fZBiGdls3au3SF1V58IAkKSopWdOuvUEhMYMdnB0AAADQc9CUgl2E3nO36jIzVb91qwrvmK+Y15d2+vlSZYsWS62t8pkyRZ7JI466T3Jysj799FPt27dPVVVV8vPzO+p+zk4mPTMnVf+zeIMamlvbZkMlhWrckCB5uDp3+fX1ZXV1ddqyZYusVqtKSkrax4ODg2U2mzVq1Ch5e3s7MEMAAAD0JkGR0ZLU/lylvqa8qFBrX1usvZlWSZJPQKAmXfVrJZ4xSSYTKzAAAAAAP0ZTCnbh5OamyKefanu+VGamSp5+WmG///0Jj2vMz1flBx9IkoJvuvGY+w0YMEDR0dHav3+/srOzdcYZZxxz3zA/D6XdNeWkX0N/YhiG8vPzZbVatW3bNjU3N0uSXFxcNHz4cFksFg0aNIg31QAAADhpgX20KdVYX6dvVrylbz98V60tzXJydtGYX1yo0y/+pdw8PB2dHgAAANAj0ZSC3bhFRyv8kYdVeOttKn/5FXmNGSPfqVOPe0zpokVSS4u8J50pz5SU4+6bkpKi/fv3Kysr67hNKRxbTU2NNm/erPT0dJWWlraPh4WFyWw2a+TIkfL05A01AAAAui4oqq0pdaSiXA21NXL36t2z7g3DUO5X67XujVd0pLxMkhQ72qKp11yvwIhIB2cHAAAA9Gw0pWBXfjNmqPaqq1Tx+usq+sO9GrJiuVwjj/5GrbGgQJXvvS9JCrnx2LOkvjdixAh98sknKi4uVmlpqYKDg22ae1/V2tqqffv2yWq1KicnR62trZIkV1dXJScny2KxKDIykllRAAAAsAl3L295BwSqpqJc5YUFCo9PcHRKXXYob6/SlixSwbZsSZJ/aJimXHO94iynUT8DAAAAnUBTCnYX9vu72p4vlZWlgvnzFfv66zK5uf1sv7JFi6TmZnlPmCDP0aNPeF5vb2/FxcVp165dys7O1pQpU2yffB9SXV2tzMxMpaenq6Kion08IiJCZrNZycnJ8vDwcGCGAAAA6KuCIqNUU1GussL9vbIpVX/kiL56+5/K/O9HMoxWubi567QLL9XY8y+Ry1He2wAAAAA4OppSsDuTm5sin3pSey++RPWbt6jkyacU9od7OuzTVFiow++8K0kKvummTp87JSVFu3btUlZWliZPnszdiT/R2tqq3bt3y2q1aseOHe2zotzd3ZWSkiKLxaLw8HAHZwkAAIC+LiAiWvnZW1ReVODoVE6K0dqq7LWf6vM3l6iuukqSFH/6GZpy1W/kFxLq4OwAAACA3oemFLqFW1SUIh59RAU336LyJUvkNXaMfKdPb99euvhFqblZXuPHycuc2unzJiYmysXFRWVlZSouLlZERIQ90u91KisrlZGRoYyMDFVWVraPR0dHy2w2a8SIEXLjjk4AAAB0k6DIKElSeeF+B2fSecW7cpX2ygs6sHunJCkwMlrT5t6gmJGjHZsYAAAA0IvRlEK38T3rLAVec7XKX1uqonvv0+AVK+QWFamm4mIdXrFCkhRyErOkpLYZPwkJCdq6dauysrL6dVOqpaVFO3fulNVq1a5du2QYhiTJw8NDo0aNksViUWgod3MCAACg+wVGRkvqHU2p2srD+vxfryn7s9WSJDdPT42/9Aqlzjxfzi68hQYAAABOBRU1ulXonXeqNiNT9Vu2qHD+fMW+8brKXnxRamqS12mnyWvMmJM+Z3JysrZu3ars7GydffbZcnJyskPmPVdFRYXS09OVkZGhI0eOtI/HxMTIYrEoKSlJrq6uDswQAAAA/V3Qd02pwwcOqLmpSS49sD5tbWlR5qqP9NW//6mG2hpJ0vBJ0zTpymvlPSDAwdkBAAAAfQNNKXQrk5ubIp98Unsvvlj1W7ao6P77Vf3JSkkn9yypH4uPj5e7u7uqq6uVl5enwYMH2zLlHqm5uVm5ubmyWq3as2dP+7iXl5dGjx4ts9ms4OBgB2YIAAAA/MA7IFBunl5qrKvV4eJCBQ+KdXRKHezflqW0VxepNH+fJCk0Nk7TrpunyIQkxyYGAAAA9DE0pdDt3KIiFfHY31Rw402qev8DSZLnGIu8ThvbpfO5uLho+PDhysjIUFZWVp9uSpWWlio9PV2ZmZmqra1tH4+Li5PZbFZCQoJcWFIEAAAAPYzJZFJQZLSKd+WqrLCgxzSlqstKte71l5X79eeSJA8fX02cc7VSps+Qk5Ozg7MDAAAA+h4+vYZD+E6bpsC5c1W+ZImktmdJmUymLp8vJSVFGRkZ2rZtm84999w+1ZhpampSTk6OrFar8vLy2sd9fHyUmpoqs9msgACWEwEAAEDPFvhdU6onPFequalJ1g/f0YZ33lJzQ4NMJieNPGumJvzyV/L09XN0egAAAECf1Xc+uUevE3rnfLUcqZazj6+8xo07pXPFxsbKx8dHR44c0e7du5WQkGCjLB3n4MGDSk9P1+bNm1VfXy+p7Q7T+Ph4mc1mxcfHy9mZuzcBAADQOwRGRkmSyosKHJrHnoxN+mzJYh0+UCxJihiWpGnXzVPY4DiH5gUAAAD0BzSl4DAmV1dFPPywTc7l5OSk5ORkbdiwQVlZWb22KdXY2KitW7fKarWqoOCHN+v+/v5KTU1Vamqq/P39HZghAAAA0DWBkdGSpDIHzZQ6fKBYny19UXusGyVJ3gMCNOnKa5V05tRTWrUBAAAAQOfRlEKfkZKSog0bNmj79u1qaGiQu7u7o1PqtKKiIqWnpysrK0sNDQ2S2hptw4YNk8ViUVxcnJycnBycJQAAANB1Qd/NlKooKpTR2ipTN9W3TQ312vju29r0wQq1NDXJydlZ5nNna9zFc+Tu5dUtOQAAAABoQ1MKfUZERIQCAwNVXl6u3NxcjRw50tEpHVd9fb2ys7NltVpVXFzcPh4QECCz2azRo0fL19fXgRkCAAAAtuMfOlDOLi5qbmxQVWmJ/EMH2jWeYRjaseFLrXv9ZVWXHZIkxYxM1dRrrldQVLRdYwMAAAA4OppS6DNMJpOSk5O1fv16ZWVl9cimlGEYKiwslNVqVXZ2tpqamiRJzs7OSkxMlMViUWxsLLOiAAAA0Oc4OTsrIDxSpfvzVFa4365NqbKCfKW9+oLys7dIkvxCQjXl6t9o6NjxLNUHAAAAOBBNKfQpKSkpWr9+vXbv3q2amhp5e3s7OiVJUl1dnbZs2SKr1aqSkpL28eDgYJnNZo0aNarH5AoAAADYS2BktEr356m8YL+GpI61+fkbamv09X/eVMbKD9Xa0iJnV1eNveBSnTb7Erm6e9g8HgAAAICTQ1MKfUpISIgGDhyoAwcOaNu2bRo71vZvdDvLMAzl5+fLarVq27Ztam5uliS5uLho+PDhslgsGjRoEHdqAgAA/EhDQ4NOP/10bd68WRkZGRo9erSjU4INBUa2LZtXVlhg0/Mara3a9vlnWv/PV1VbeViSNHTsOE25+jd2XyYQAAAAQOfRlEKfk5KSogMHDig7O9shTamamhpt3rxZ6enpKi0tbR8PCwuT2WzWyJEj5enp2e15AQAA9AZ33323IiIitHnzZkenAjsIjIySJJUX2a4pdXDPLq15ZaGKd+ZKkgLCIzVt7vWKHW2xWQwAAAAAttEnmlILFy7UwoULtW/fPknSiBEj9Kc//UmzZs066v5r167V1KlTfzaek5OjxMREe6aKbpCcnKzVq1crLy9PlZWV8vf3t3vM1tZW7du3T1arVTk5OWptbZUkubq6Kjk5WRaLRZGRkcyKAgAAOI5PPvlEq1at0vLly/XJJ584Oh3YQdB3M6XKC/fLMIxTqo9rqyr15bLXtSXtv5JhyNXdQ+MumSPLebPl7OJqq5QBAAAA2FCfaEpFRUXpscce09ChQyVJr732mmbPnq2MjAyNGDHimMfl5ubKz8+v/euQkBC75wr78/f3V0xMjPLy8pSdna0JEybYLVZ1dbUyMzOVnp6uioqK9vGIiAiZzWalpKTI3d3dbvEBAAD6ioMHD+q3v/2t3n33XXl5eXXqmIaGBjU0NLR/XVVVZa/0YCMBEZGSyaT6I9Wqq6qUl/+Akz5Ha2uLtqxeqS/fel31NUckSYkTJmvSr66Vb2CwjTMGAAAAYEt9oil1/vnnd/j6kUce0cKFC7Vhw4bjNqVCQ0M1YMAAO2cHR0hJSVFeXp6ysrJs3pRqbW3V7t27ZbValZubK8MwJEnu7u5KSUmRxWJReHi4TWMCAAD0ZYZhaO7cuZo3b57GjBnTvgLCifztb3/Tn//8Z/smB5tydXOXf0ioKksOqqxw/0k3pQq2b1XaKy/oUN5eSVLIoFhNu26eopKS7ZAtAAAAAFvrE02pH2tpadHbb7+tmpoajR8//rj7pqamqr6+XsOHD9f9999/1CX9vsddmL3L8OHD9fHHH+vAgQM6dOiQTWbBVVZWKiMjQxkZGaqsrGwfj46Oltls1ogRI+Tm5nbKcQAAAPqKhx566IRNo02bNumrr75SVVWV7r333pM6/7333qv58+e3f11VVaXo6Ogu5YruExgZrcqSgyov3K/o4SmdOuZIeZnW//NV5XyxVpLk7u2tCb+8SqPOmiUnZ2c7ZgsAAADAlvpMUyorK0vjx49XfX29fHx89M4772j48OFH3Tc8PFyLFy+WxWJRQ0ODXn/9dU2fPl1r167VpEmTjnoMd2H2Ll5eXoqLi9POnTuVlZWladOmdek8LS0t2rlzp6xWq3bt2tU+K8rDw0OjRo2SxWJRaGioLVMHAADoM26++WbNmTPnuPvExsbq4Ycf1oYNG3627PGYMWN05ZVX6rXXXjvqse7u7iyV3AsFRkZrb8a3Kivcf8J9W5qblP7x+/p6+TI11ddJJpNSps3QxDlXy8vP/s+OBQAAAGBbJuP7T9l7ucbGRuXn5+vw4cNavny5XnrpJa1bt+6YjamfOv/882UymfT+++8fdfvRZkpFR0ersrKyw3Op0HNs2bJFK1asUEBAgG699daTeohyRUWF0tPTlZGRoSNHjrSPx8bGymw2KykpSa6uPDwZAAB0XlVVlfz9/akfjyI/P7/DSgRFRUU655xz9J///Eenn366oqKiOnUevse9Q1baKq1a9KxiRqbq0j/+9Zj77ducrrQli1VRVCBJCh+aoGnXzdPAuPjuShUAAPRx1I9A9+szM6Xc3Nw0dOhQSW13VG7atEnPPPOMFi1a1Knjx40bpzfeeOOY27kLs/dJSEiQq6urKioqVFhYeMIPM5qbm5Wbmyur1ao9e/a0j3t5eWn06NEym80KDubByQAAALY2aNCgDl/7+PhIkuLi4jrdkELvERjR9m9aXlhw1O2VJQe0dulL2rVpgyTJy3+AzrxirkZMmiaTk1O35QkAAADA9vpMU+qnDMPoMLPpRDIyMhQeHm7HjNDd3N3dlZCQoOzsbGVnZx/zA43S0lKlp6crMzNTtbW17eNxcXEym81KSEiQi0uf/VUBAAAAulVgVNtzv6rLDqmxvk5uHp6SpKbGBm16b7k2vfcfNTc1yuTkpNSZ5+uMy66Qu5e3I1MGAAA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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "pandas_df = before_hourly_averages.toPandas()\n", + "\n", + "pandas_df.replace('null', np.nan, inplace=True)\n", + "\n", + "# Convert columns to appropriate data types\n", + "pandas_df['proportion_rides'] = pd.to_numeric(pandas_df['proportion_rides'])\n", + "pandas_df['total_rides'] = pd.to_numeric(pandas_df['total_rides'])\n", + "pandas_df['average_fare'] = pd.to_numeric(pandas_df['average_fare'])\n", + "pandas_df['average_trip_duration'] = pd.to_numeric(pandas_df['average_trip_duration'])\n", + "\n", + "clusters = pandas_df['pickup_cluster'].unique()\n", + "\n", + "# Create subplots\n", + "fig, axs = plt.subplots(2, 2, figsize=(15, 10))\n", + "fig.suptitle('Pickup Cluster Metrics by Hour - Before Program')\n", + "\n", + "for i, column in enumerate(['proportion_rides', 'total_rides', 'average_fare', 'average_trip_duration']):\n", + " \n", + " if i == 0: \n", + " y_label = 'Total Proportion of Rides Given Total Rides in Program Duration'\n", + " elif i == 1: \n", + " y_label = 'Total Rides'\n", + " elif i == 2: \n", + " y_label = 'Average Fare'\n", + " else: \n", + " y_label = 'Average Trip Duration'\n", + " \n", + " row = i // 2\n", + " col = i % 2\n", + "\n", + " for cluster in clusters:\n", + " cluster_data = pandas_df[pandas_df['pickup_cluster'] == cluster]\n", + "\n", + " axs[row, col].plot(cluster_data['hour'], cluster_data[column])\n", + "\n", + " axs[row, col].set_title(y_label)\n", + " axs[row, col].set_xlabel('Hour')\n", + " axs[row, col].set_ylabel(column)\n", + "\n", + " axs[row, col].set_xticks(sorted(pandas_df['hour'].unique()))\n", + "\n", + "legend_labels = [f'Cluster {cluster}' for cluster in clusters]\n", + "fig.legend(labels=legend_labels, bbox_to_anchor=(1.05, 0.5), loc='center left', title='Cluster ID', borderaxespad=0.)\n", + "\n", + "plt.tight_layout(rect=[0, 0, 1, 1]) \n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "id": "6de5f5f2-22f9-46bb-b2f0-7baa01ea265c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "pandas_df = after_hourly_averages.toPandas()\n", + "\n", + "pandas_df.replace('null', np.nan, inplace=True)\n", + "\n", + "# Convert columns to appropriate data types\n", + "pandas_df['proportion_rides'] = pd.to_numeric(pandas_df['proportion_rides'])\n", + "pandas_df['total_rides'] = pd.to_numeric(pandas_df['total_rides'])\n", + "pandas_df['average_fare'] = pd.to_numeric(pandas_df['average_fare'])\n", + "pandas_df['average_trip_duration'] = pd.to_numeric(pandas_df['average_trip_duration'])\n", + "\n", + "clusters = pandas_df['pickup_cluster'].unique()\n", + "\n", + "# Create subplots\n", + "fig, axs = plt.subplots(2, 2, figsize=(15, 10))\n", + "fig.suptitle('Pickup Cluster Metrics by Hour - After Program')\n", + "\n", + "for i, column in enumerate(['proportion_rides', 'total_rides', 'average_fare', 'average_trip_duration']):\n", + " \n", + " if i == 0: \n", + " y_label = 'Total Proportion of Rides Given Total Rides in Program Duration'\n", + " elif i == 1: \n", + " y_label = 'Total Rides'\n", + " elif i == 2: \n", + " y_label = 'Average Fare'\n", + " else: \n", + " y_label = 'Average Trip Duration'\n", + " \n", + " row = i // 2\n", + " col = i % 2\n", + "\n", + " for cluster in clusters:\n", + " cluster_data = pandas_df[pandas_df['pickup_cluster'] == cluster]\n", + "\n", + " axs[row, col].plot(cluster_data['hour'], cluster_data[column])\n", + "\n", + " axs[row, col].set_title(y_label)\n", + " axs[row, col].set_xlabel('Hour')\n", + " axs[row, col].set_ylabel(column)\n", + "\n", + " axs[row, col].set_xticks(sorted(pandas_df['hour'].unique()))\n", + "\n", + "legend_labels = [f'Cluster {cluster}' for cluster in clusters]\n", + "fig.legend(labels=legend_labels, bbox_to_anchor=(1.05, 0.5), loc='center left', title='Cluster ID', borderaxespad=0.)\n", + "\n", + "plt.tight_layout(rect=[0, 0, 1, 1]) \n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "67864d0f-48d9-46c5-b683-b631456c2484", + "metadata": {}, + "source": [ + "**b) Analysis by day of the month**" + ] + }, + { + "cell_type": "code", + "execution_count": 125, + "id": "ecdc7b7b-428a-4287-846f-f6625384330a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + } + ], + "source": [ + "# Finding average number of trips, average fare and average trip duration for the pickup clusters based on hour of the day\n", + "\n", + "total = before.count()\n", + "before_daily_averages = before.groupBy('pickup_cluster', 'day_of_month').agg(\n", + " (F.count('ID')/total).alias('proportion_rides'),\n", + " F.count('ID').alias('total_rides'),\n", + " F.avg('Fare').alias('average_fare'),\n", + " F.avg('trip_duration').alias('average_trip_duration')\n", + ").orderBy('pickup_cluster', 'day_of_month')\n", + "\n", + "total_a = after.count()\n", + "after_daily_averages = after.groupBy('pickup_cluster', 'day_of_month').agg(\n", + " (F.count('ID')/total_a).alias('proportion_rides'),\n", + " F.count('ID').alias('total_rides'),\n", + " F.avg('Fare').alias('average_fare'),\n", + " F.avg('trip_duration').alias('average_trip_duration')\n", + ").orderBy('pickup_cluster', 'day_of_month')" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "efe85524-68c9-4035-b5b2-b0553ced93a7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "pandas_df = before_daily_averages.toPandas()\n", + "\n", + "# Convert columns to appropriate data types\n", + "pandas_df['proportion_rides'] = pd.to_numeric(pandas_df['proportion_rides'])\n", + "pandas_df['total_rides'] = pd.to_numeric(pandas_df['total_rides'])\n", + "pandas_df['average_fare'] = pd.to_numeric(pandas_df['average_fare'])\n", + "pandas_df['average_trip_duration'] = pd.to_numeric(pandas_df['average_trip_duration'])\n", + "\n", + "clusters = pandas_df['pickup_cluster'].unique()\n", + "\n", + "# Create subplots\n", + "fig, axs = plt.subplots(2, 2, figsize=(15, 10))\n", + "fig.suptitle('Pickup Cluster Metrics by Day of the Month - Before Program')\n", + "\n", + "for i, column in enumerate(['proportion_rides', 'total_rides', 'average_fare', 'average_trip_duration']):\n", + " \n", + " if i == 0: \n", + " y_label = 'Total Proportion of Rides Given Total Rides in Program Duration'\n", + " elif i == 1: \n", + " y_label = 'Total Rides'\n", + " elif i == 2: \n", + " y_label = 'Average Fare'\n", + " else: \n", + " y_label = 'Average Trip Duration'\n", + " \n", + " row = i // 2\n", + " col = i % 2\n", + "\n", + " for cluster in clusters:\n", + " cluster_data = pandas_df[pandas_df['pickup_cluster'] == cluster]\n", + "\n", + " axs[row, col].plot(cluster_data['day_of_month'], cluster_data[column])\n", + "\n", + " axs[row, col].set_title(y_label)\n", + " axs[row, col].set_xlabel('Day of Month')\n", + " axs[row, col].set_ylabel(column)\n", + "\n", + " axs[row, col].set_xticks(sorted(pandas_df['day_of_month'].unique()))\n", + "\n", + "legend_labels = [f'Cluster {cluster}' for cluster in clusters]\n", + "fig.legend(labels=legend_labels, bbox_to_anchor=(1.05, 0.5), loc='center left', title='Cluster ID', borderaxespad=0.)\n", + "\n", + "plt.tight_layout(rect=[0, 0, 1, 1]) \n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "id": "5acaac6c-247c-4239-8073-71d6651ca486", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + " \r" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "\n", + "pandas_df = after_daily_averages.toPandas()\n", + "\n", + "# Convert columns to appropriate data types\n", + "pandas_df['proportion_rides'] = pd.to_numeric(pandas_df['proportion_rides'])\n", + "pandas_df['total_rides'] = pd.to_numeric(pandas_df['total_rides'])\n", + "pandas_df['average_fare'] = pd.to_numeric(pandas_df['average_fare'])\n", + "pandas_df['average_trip_duration'] = pd.to_numeric(pandas_df['average_trip_duration'])\n", + "\n", + "clusters = pandas_df['pickup_cluster'].unique()\n", + "\n", + "# Create subplots\n", + "fig, axs = plt.subplots(2, 2, figsize=(15, 10))\n", + "fig.suptitle('Pickup Cluster Metrics by Day of the Month - After Program')\n", + "\n", + "for i, column in enumerate(['proportion_rides', 'total_rides', 'average_fare', 'average_trip_duration']):\n", + " \n", + " if i == 0: \n", + " y_label = 'Total Proportion of Rides Given Total Rides in Program Duration'\n", + " elif i == 1: \n", + " y_label = 'Total Rides'\n", + " elif i == 2: \n", + " y_label = 'Average Fare'\n", + " else: \n", + " y_label = 'Average Trip Duration'\n", + " \n", + " row = i // 2\n", + " col = i % 2\n", + "\n", + " for cluster in clusters:\n", + " cluster_data = pandas_df[pandas_df['pickup_cluster'] == cluster]\n", + "\n", + " axs[row, col].plot(cluster_data['day_of_month'], cluster_data[column])\n", + "\n", + " axs[row, col].set_title(y_label)\n", + " axs[row, col].set_xlabel('Day of Month')\n", + " axs[row, col].set_ylabel(column)\n", + "\n", + " axs[row, col].set_xticks(sorted(pandas_df['day_of_month'].unique()))\n", + "\n", + "legend_labels = [f'Cluster {cluster}' for cluster in clusters]\n", + "fig.legend(labels=legend_labels, bbox_to_anchor=(1.05, 0.5), loc='center left', title='Cluster ID', borderaxespad=0.)\n", + "\n", + "plt.tight_layout(rect=[0, 0, 1, 1]) \n", + "plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "c3f5bf8e-743a-470c-828c-43b2d351a6f4", + "metadata": {}, + "source": [ + "## 5) Cluster Centerpoint Distance From Key UChicago Locations" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "id": "77295d79-89fe-4799-b66c-96c61ec76063", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['center_pickup_cluster', 'center_coordinates', 'center_lon',\n", + " 'center_lat', 'center_address'],\n", + " dtype='object')" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "before_pickup_centers.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "282579a4-cdf6-4931-8538-e0ca31a93e74", + "metadata": {}, + "outputs": [], + "source": [ + "from geopy.distance import geodesic\n", + "\n", + "\n", + "uchi_key_locations = {'Regenstein Library': (41.7923, -87.6000),\n", + " 'Harper Memorial Library': (41.7879, -87.5996),\n", + " 'Booth School': (41.7893, -87.5961),\n", + " 'Keller Center': (41.7904, -87.6004)}\n", + "\n", + "\n", + "def haversine_distance(lat1, lon1, lat2, lon2):\n", + " coords_1 = (lat1, lon1)\n", + " coords_2 = (lat2, lon2)\n", + " return geodesic(coords_1, coords_2).kilometers\n" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "e3a6bfbb-0ea0-4513-9ec6-6c7c918950e2", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "for loc, coord in uchi_key_locations.items():\n", + "\n", + " # Apply the function to calculate distance for each row\n", + " before_pickup_centers[f'distance_{loc}'] = before_pickup_centers.apply(lambda row: haversine_distance(row['center_lat'], row['center_lon'], coord[0], coord[1]), axis=1)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "eafa6c3c-8bf9-4105-9a32-97a8fffaed55", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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center_pickup_clustercenter_coordinatescenter_loncenter_latcenter_addressdistance_Regenstein Librarydistance_Harper Memorial Librarydistance_Booth Schooldistance_Keller Center
00(-87.6032571641, 41.776910545)-87.60325741.7769116454 S Drexel Ave, Chicago, IL 60637, USA1.7306061.2578831.4992061.516971
11(-87.592310855, 41.794090253)-87.59231141.7940905534 S Dorchester Ave, Chicago, IL 60637, USA0.6693280.9164140.6182830.787448
22(-87.5853031602, 41.8012268363)-87.58530341.8012275142 S Hyde Park Blvd, Chicago, IL 60615, USA1.5732631.8981761.6000471.737969
33(-87.5949254391, 41.7788768603)-87.59492541.7788776358 S Kimbark Ave, Chicago, IL 60637, USA1.5494261.0748951.1617991.358370
44(-87.5874792581, 41.8059116993)-87.58747941.8059124922 S Cornell Ave, Chicago, IL 60615, USA1.8353582.2398761.9792872.030146
55(-87.6012851221, 41.7904693995)-87.60128541.7904695746 S Ellis Ave, Chicago, IL 60637, USA0.2296760.3179040.4501470.073976
66(-87.5961833442, 41.8089162826)-87.59618341.8089161208 E 47th St, Chicago, IL 60653, USA1.8726212.3514742.1787792.086237
77(-87.5941966274, 41.7980417164)-87.59419741.7980421322 E 54th St, Chicago, IL 60615, USA0.7996011.2126670.9837410.993098
88(-87.6037457654, 41.7978270187)-87.60374641.7978275401-5405 S Drexel Blvd, Chicago, IL 60615, USA0.6883171.1551801.1405440.870527
99(-87.5935368954, 41.7834599172)-87.59353741.7834606122 S Kenwood Ave, Chicago, IL 60637, USA1.1192340.7051480.6827500.958986
1010(-87.5940154442, 41.7905666284)-87.59401541.7905675719 S Kimbark Ave, Chicago, IL 60637, USA0.5333980.5506470.2231940.531020
1111(-87.5896070309, 41.7979652088)-87.58960741.7979651455 E 54th St, Chicago, IL 60615, USA1.0687001.3927251.1034241.229144
1212(-87.5799482481, 41.7761636931)-87.57994841.776164QCGC+F2 Chicago, IL, USA2.4475922.0900281.9828532.321820
1313(-87.5989445134, 41.7979711911)-87.59894541.7979711120 E 54th St, Chicago, IL 60615, USA0.6359751.1199260.9916990.849584
1414(-87.5831437169, 41.7905062613)-87.58314441.7905065700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA1.4152011.3982001.0852631.434426
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" + ], + "text/plain": [ + " center_pickup_cluster center_coordinates center_lon \\\n", + "0 0 (-87.6032571641, 41.776910545) -87.603257 \n", + "1 1 (-87.592310855, 41.794090253) -87.592311 \n", + "2 2 (-87.5853031602, 41.8012268363) -87.585303 \n", + "3 3 (-87.5949254391, 41.7788768603) -87.594925 \n", + "4 4 (-87.5874792581, 41.8059116993) -87.587479 \n", + "5 5 (-87.6012851221, 41.7904693995) -87.601285 \n", + "6 6 (-87.5961833442, 41.8089162826) -87.596183 \n", + "7 7 (-87.5941966274, 41.7980417164) -87.594197 \n", + "8 8 (-87.6037457654, 41.7978270187) -87.603746 \n", + "9 9 (-87.5935368954, 41.7834599172) -87.593537 \n", + "10 10 (-87.5940154442, 41.7905666284) -87.594015 \n", + "11 11 (-87.5896070309, 41.7979652088) -87.589607 \n", + "12 12 (-87.5799482481, 41.7761636931) -87.579948 \n", + "13 13 (-87.5989445134, 41.7979711911) -87.598945 \n", + "14 14 (-87.5831437169, 41.7905062613) -87.583144 \n", + "\n", + " center_lat center_address \\\n", + "0 41.776911 6454 S Drexel Ave, Chicago, IL 60637, USA \n", + "1 41.794090 5534 S Dorchester Ave, Chicago, IL 60637, USA \n", + "2 41.801227 5142 S Hyde Park Blvd, Chicago, IL 60615, USA \n", + "3 41.778877 6358 S Kimbark Ave, Chicago, IL 60637, USA \n", + "4 41.805912 4922 S Cornell Ave, Chicago, IL 60615, USA \n", + "5 41.790469 5746 S Ellis Ave, Chicago, IL 60637, USA \n", + "6 41.808916 1208 E 47th St, Chicago, IL 60653, USA \n", + "7 41.798042 1322 E 54th St, Chicago, IL 60615, USA \n", + "8 41.797827 5401-5405 S Drexel Blvd, Chicago, IL 60615, USA \n", + "9 41.783460 6122 S Kenwood Ave, Chicago, IL 60637, USA \n", + "10 41.790567 5719 S Kimbark Ave, Chicago, IL 60637, USA \n", + "11 41.797965 1455 E 54th St, Chicago, IL 60615, USA \n", + "12 41.776164 QCGC+F2 Chicago, IL, USA \n", + "13 41.797971 1120 E 54th St, Chicago, IL 60615, USA \n", + "14 41.790506 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA \n", + "\n", + " distance_Regenstein Library distance_Harper Memorial Library \\\n", + "0 1.730606 1.257883 \n", + "1 0.669328 0.916414 \n", + "2 1.573263 1.898176 \n", + "3 1.549426 1.074895 \n", + "4 1.835358 2.239876 \n", + "5 0.229676 0.317904 \n", + "6 1.872621 2.351474 \n", + "7 0.799601 1.212667 \n", + "8 0.688317 1.155180 \n", + "9 1.119234 0.705148 \n", + "10 0.533398 0.550647 \n", + "11 1.068700 1.392725 \n", + "12 2.447592 2.090028 \n", + "13 0.635975 1.119926 \n", + "14 1.415201 1.398200 \n", + "\n", + " distance_Booth School distance_Keller Center \n", + "0 1.499206 1.516971 \n", + "1 0.618283 0.787448 \n", + "2 1.600047 1.737969 \n", + "3 1.161799 1.358370 \n", + "4 1.979287 2.030146 \n", + "5 0.450147 0.073976 \n", + "6 2.178779 2.086237 \n", + "7 0.983741 0.993098 \n", + "8 1.140544 0.870527 \n", + "9 0.682750 0.958986 \n", + "10 0.223194 0.531020 \n", + "11 1.103424 1.229144 \n", + "12 1.982853 2.321820 \n", + "13 0.991699 0.849584 \n", + "14 1.085263 1.434426 " + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "before_pickup_centers" + ] + }, + { + "cell_type": "code", + "execution_count": 144, + "id": "b5e57a24-2348-47e8-a61f-781fe609f671", + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "for loc, coord in uchi_key_locations.items():\n", + "\n", + " # Apply the function to calculate distance for each row\n", + " after_pickup_centers[f'distance_{loc}'] = after_pickup_centers.apply(lambda row: haversine_distance(row['center_lat'], row['center_lon'], coord[0], coord[1]), axis=1)\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "id": "735c122a-dcd4-4bf5-887b-20a17c7ec013", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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center_pickup_clustercenter_coordinatescenter_loncenter_latcenter_addressdistance_Regenstein Librarydistance_Harper Memorial Librarydistance_Booth Schooldistance_Keller Center
00(-87.5941966274, 41.7980417164)-87.59419741.7980421322 E 54th St, Chicago, IL 60615, USA0.7996011.2126670.9837410.993098
11(-87.6012851221, 41.7904693995)-87.60128541.7904695746 S Ellis Ave, Chicago, IL 60637, USA0.2296760.3179040.4501470.073976
22(-87.592310855, 41.794090253)-87.59231141.7940905534 S Dorchester Ave, Chicago, IL 60637, USA0.6693280.9164140.6182830.787448
33(-87.5831437169, 41.7905062613)-87.58314441.7905065700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA1.4152011.3982001.0852631.434426
44(-87.5896070309, 41.7979652088)-87.58960741.7979651455 E 54th St, Chicago, IL 60615, USA1.0687001.3927251.1034241.229144
55(-87.5949254391, 41.7788768603)-87.59492541.7788776358 S Kimbark Ave, Chicago, IL 60637, USA1.5494261.0748951.1617991.358370
66(-87.6017598207, 41.8015328005)-87.60176041.8015335120 S Ellis Ave, Chicago, IL 60615, USA1.0358601.5247901.4378211.241667
77(-87.6035588871, 41.783170859)-87.60355941.7831716124 S Ingleside Ave, Chicago, IL 60637, USA1.0562410.6198420.9208040.844782
88(-87.5961833442, 41.8089162826)-87.59618341.8089161208 E 47th St, Chicago, IL 60653, USA1.8726212.3514742.1787792.086237
99(-87.5874792581, 41.8059116993)-87.58747941.8059124922 S Cornell Ave, Chicago, IL 60615, USA1.8353582.2398761.9792872.030146
1010(-87.5935368954, 41.7834599172)-87.59353741.7834606122 S Kenwood Ave, Chicago, IL 60637, USA1.1192340.7051480.6827500.958986
1111(-87.5853031602, 41.8012268363)-87.58530341.8012275142 S Hyde Park Blvd, Chicago, IL 60615, USA1.5732631.8981761.6000471.737969
1212(-87.5823657023, 41.7971534246)-87.58236641.7971535437 S E View Park, Chicago, IL 60615, USA1.5616891.7630601.4366811.676174
1313(-87.5940154442, 41.7905666284)-87.59401541.7905675719 S Kimbark Ave, Chicago, IL 60637, USA0.5333980.5506470.2231940.531020
1414(-87.5986973707, 41.7832245177)-87.59869741.7832256134 S University Ave, Chicago, IL 60637, USA1.0138050.5246950.7084990.809445
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" + ], + "text/plain": [ + " center_pickup_cluster center_coordinates center_lon \\\n", + "0 0 (-87.5941966274, 41.7980417164) -87.594197 \n", + "1 1 (-87.6012851221, 41.7904693995) -87.601285 \n", + "2 2 (-87.592310855, 41.794090253) -87.592311 \n", + "3 3 (-87.5831437169, 41.7905062613) -87.583144 \n", + "4 4 (-87.5896070309, 41.7979652088) -87.589607 \n", + "5 5 (-87.5949254391, 41.7788768603) -87.594925 \n", + "6 6 (-87.6017598207, 41.8015328005) -87.601760 \n", + "7 7 (-87.6035588871, 41.783170859) -87.603559 \n", + "8 8 (-87.5961833442, 41.8089162826) -87.596183 \n", + "9 9 (-87.5874792581, 41.8059116993) -87.587479 \n", + "10 10 (-87.5935368954, 41.7834599172) -87.593537 \n", + "11 11 (-87.5853031602, 41.8012268363) -87.585303 \n", + "12 12 (-87.5823657023, 41.7971534246) -87.582366 \n", + "13 13 (-87.5940154442, 41.7905666284) -87.594015 \n", + "14 14 (-87.5986973707, 41.7832245177) -87.598697 \n", + "\n", + " center_lat center_address \\\n", + "0 41.798042 1322 E 54th St, Chicago, IL 60615, USA \n", + "1 41.790469 5746 S Ellis Ave, Chicago, IL 60637, USA \n", + "2 41.794090 5534 S Dorchester Ave, Chicago, IL 60637, USA \n", + "3 41.790506 5700 S DuSable Lk Shr Dr, Chicago, IL 60637, USA \n", + "4 41.797965 1455 E 54th St, Chicago, IL 60615, USA \n", + "5 41.778877 6358 S Kimbark Ave, Chicago, IL 60637, USA \n", + "6 41.801533 5120 S Ellis Ave, Chicago, IL 60615, USA \n", + "7 41.783171 6124 S Ingleside Ave, Chicago, IL 60637, USA \n", + "8 41.808916 1208 E 47th St, Chicago, IL 60653, USA \n", + "9 41.805912 4922 S Cornell Ave, Chicago, IL 60615, USA \n", + "10 41.783460 6122 S Kenwood Ave, Chicago, IL 60637, USA \n", + "11 41.801227 5142 S Hyde Park Blvd, Chicago, IL 60615, USA \n", + "12 41.797153 5437 S E View Park, Chicago, IL 60615, USA \n", + "13 41.790567 5719 S Kimbark Ave, Chicago, IL 60637, USA \n", + "14 41.783225 6134 S University Ave, Chicago, IL 60637, USA \n", + "\n", + " distance_Regenstein Library distance_Harper Memorial Library \\\n", + "0 0.799601 1.212667 \n", + "1 0.229676 0.317904 \n", + "2 0.669328 0.916414 \n", + "3 1.415201 1.398200 \n", + "4 1.068700 1.392725 \n", + "5 1.549426 1.074895 \n", + "6 1.035860 1.524790 \n", + "7 1.056241 0.619842 \n", + "8 1.872621 2.351474 \n", + "9 1.835358 2.239876 \n", + "10 1.119234 0.705148 \n", + "11 1.573263 1.898176 \n", + "12 1.561689 1.763060 \n", + "13 0.533398 0.550647 \n", + "14 1.013805 0.524695 \n", + "\n", + " distance_Booth School distance_Keller Center \n", + "0 0.983741 0.993098 \n", + "1 0.450147 0.073976 \n", + "2 0.618283 0.787448 \n", + "3 1.085263 1.434426 \n", + "4 1.103424 1.229144 \n", + "5 1.161799 1.358370 \n", + "6 1.437821 1.241667 \n", + "7 0.920804 0.844782 \n", + "8 2.178779 2.086237 \n", + "9 1.979287 2.030146 \n", + "10 0.682750 0.958986 \n", + "11 1.600047 1.737969 \n", + "12 1.436681 1.676174 \n", + "13 0.223194 0.531020 \n", + "14 0.708499 0.809445 " + ] + }, + "execution_count": 143, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "after_pickup_centers" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "PySpark", + "language": "python", + "name": "pyspark" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.15" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}